FileBase DT3_rLS_rCA1_20151005_1380um_864um ElecNo 3 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.24 and 0.36 GB. - 8 bytes per element (scalar), 16168700 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.12 and 0.17 GB. - 8 bytes per element (scalar), 7760976 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.03 and 0.04 GB. - 2 bytes per element (data_int), 7760976 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 7760976 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 7760976 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=323374, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.41 and 0.62 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 323374 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 323374 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 13 (3870 points): Lose 360.799655 but Gain 2061.566784 Iteration 0F (6.198984 sec): 19 clusters Score: Raw -37601250.520569 + Penalty 37108.202119 = -37564142.318449 nChanged 305618 Deleting Class 14 (891 points): Lose 1563.377927 but Gain 2061.566784 Iteration 1F (10.087697 sec): 18 clusters Score: Raw -38576485.334343 + Penalty 35046.635335 = -38541438.699008 nChanged 70956 Deleting Class 17 (1521 points): Lose 1752.775690 but Gain 2061.566784 Iteration 2F (13.760008 sec): 17 clusters Score: Raw -38691923.732282 + Penalty 32985.068550 = -38658938.663731 nChanged 30573 Deleting Class 12 (1019 points): Lose 1199.366832 but Gain 2061.566784 Iteration 3F (17.235477 sec): 16 clusters Score: Raw -38744262.305141 + Penalty 30923.501766 = -38713338.803375 nChanged 18071 Deleting Class 15 (1108 points): Lose 1818.638080 but Gain 2061.566784 Iteration 4F (20.525027 sec): 15 clusters Score: Raw -38774510.843744 + Penalty 28861.934982 = -38745648.908763 nChanged 13727 Iteration 5Q (22.142142 sec): 15 clusters Score: Raw -38799237.642960 + Penalty 28861.934982 = -38770375.707978 nChanged 11780 Iteration 6Q (23.716854 sec): 15 clusters Score: Raw -38826222.342822 + Penalty 28861.934982 = -38797360.407840 nChanged 11537 Iteration 7Q (25.215100 sec): 15 clusters Score: Raw -38845410.342015 + Penalty 28861.934982 = -38816548.407033 nChanged 10114 Iteration 8Q (26.686119 sec): 15 clusters Score: Raw -38858175.248680 + Penalty 28861.934982 = -38829313.313698 nChanged 8531 Iteration 9Q (28.136000 sec): 15 clusters Score: Raw -38865751.875417 + Penalty 28861.934982 = -38836889.940436 nChanged 6472 Iteration 10Q (29.567181 sec): 15 clusters Score: Raw -38869686.133758 + Penalty 28861.934982 = -38840824.198776 nChanged 5006 Iteration 11Q (30.998106 sec): 15 clusters Score: Raw -38872083.564950 + Penalty 28861.934982 = -38843221.629968 nChanged 3966 Iteration 12Q (32.447084 sec): 15 clusters Score: Raw -38873621.036055 + Penalty 28861.934982 = -38844759.101074 nChanged 3304 Iteration 13Q (33.880933 sec): 15 clusters Score: Raw -38874738.301495 + Penalty 28861.934982 = -38845876.366514 nChanged 2900 Iteration 14Q (35.290097 sec): 15 clusters Score: Raw -38875570.520123 + Penalty 28861.934982 = -38846708.585141 nChanged 2474 Iteration 15Q (36.713445 sec): 15 clusters Score: Raw -38876229.799188 + Penalty 28861.934982 = -38847367.864206 nChanged 2240 Iteration 16Q (38.114886 sec): 15 clusters Score: Raw -38876807.354322 + Penalty 28861.934982 = -38847945.419341 nChanged 2094 Iteration 17Q (39.520056 sec): 15 clusters Score: Raw -38877372.162508 + Penalty 28861.934982 = -38848510.227526 nChanged 2075 Iteration 18Q (40.934653 sec): 15 clusters Score: Raw -38877941.630376 + Penalty 28861.934982 = -38849079.695395 nChanged 2026 Iteration 19Q (42.340993 sec): 15 clusters Score: Raw -38878518.709103 + Penalty 28861.934982 = -38849656.774122 nChanged 1920 Writing temp clu file Because OldScore, -38849079.695395, is greater than current (better) Score,-38849656.774122 Compute initial score before splitting: Score: Raw -38878518.709103 + Penalty 28861.934982 = -38849656.774122 Trying to split cluster 1 (13347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.435173 sec): 2 clusters Score: Raw -1665565.739982 + Penalty 1543.595124 = -1664022.144857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.470647 sec): 3 clusters Score: Raw -1657747.050793 + Penalty 3087.190249 = -1654659.860544 nChanged 5932 SP:Iteration 1F (42.504951 sec): 3 clusters Score: Raw -1660981.546630 + Penalty 3087.190249 = -1657894.356381 nChanged 715 SP:Iteration 2F (42.538974 sec): 3 clusters Score: Raw -1661286.498763 + Penalty 3087.190249 = -1658199.308514 nChanged 672 SP:Iteration 3F (42.573327 sec): 3 clusters Score: Raw -1661596.700042 + Penalty 3087.190249 = -1658509.509793 nChanged 636 SP:Iteration 4Q (42.607982 sec): 3 clusters Score: Raw -1661940.080522 + Penalty 3087.190249 = -1658852.890273 nChanged 680 SP:Iteration 5F (42.658565 sec): 3 clusters Score: Raw -1662349.792992 + Penalty 3087.190249 = -1659262.602743 nChanged 672 SP:Iteration 6F (42.692680 sec): 3 clusters Score: Raw -1662847.260775 + Penalty 3087.190249 = -1659760.070526 nChanged 723 SP:Iteration 7F (42.729852 sec): 3 clusters Score: Raw -1663468.288533 + Penalty 3087.190249 = -1660381.098284 nChanged 774 SP:Iteration 8F (42.764311 sec): 3 clusters Score: Raw -1664220.623213 + Penalty 3087.190249 = -1661133.432964 nChanged 734 SP:Iteration 9F (42.798291 sec): 3 clusters Score: Raw -1664952.702475 + Penalty 3087.190249 = -1661865.512226 nChanged 659 SP:Iteration 10Q (42.832395 sec): 3 clusters Score: Raw -1665545.760987 + Penalty 3087.190249 = -1662458.570738 nChanged 531 SP:Iteration 11Q (42.865690 sec): 3 clusters Score: Raw -1665997.370037 + Penalty 3087.190249 = -1662910.179788 nChanged 505 SP:Iteration 12Q (42.898490 sec): 3 clusters Score: Raw -1666419.292669 + Penalty 3087.190249 = -1663332.102420 nChanged 445 SP:Iteration 13Q (42.955168 sec): 3 clusters Score: Raw -1666734.514261 + Penalty 3087.190249 = -1663647.324013 nChanged 344 SP:Iteration 14Q (42.987091 sec): 3 clusters Score: Raw -1666929.793737 + Penalty 3087.190249 = -1663842.603488 nChanged 256 SP:Iteration 15Q (43.019306 sec): 3 clusters Score: Raw -1667057.864106 + Penalty 3087.190249 = -1663970.673857 nChanged 220 SP:Iteration 16Q (43.051559 sec): 3 clusters Score: Raw -1667140.224593 + Penalty 3087.190249 = -1664053.034344 nChanged 146 SP:Iteration 17Q (43.083628 sec): 3 clusters Score: Raw -1667177.924185 + Penalty 3087.190249 = -1664090.733937 nChanged 99 SP:Iteration 18Q (43.115615 sec): 3 clusters Score: Raw -1667199.629299 + Penalty 3087.190249 = -1664112.439050 nChanged 73 SP:Iteration 19Q (43.147604 sec): 3 clusters Score: Raw -1667213.191717 + Penalty 3087.190249 = -1664126.001469 nChanged 56 SP:Iteration 20F (43.181711 sec): 3 clusters Score: Raw -1667222.813394 + Penalty 3087.190249 = -1664135.623145 nChanged 44 SP:Iteration 21Q (43.222530 sec): 3 clusters Score: Raw -1667229.424882 + Penalty 3087.190249 = -1664142.234633 nChanged 35 SP:Iteration 22Q (43.254527 sec): 3 clusters Score: Raw -1667234.490325 + Penalty 3087.190249 = -1664147.300076 nChanged 28 SP:Iteration 23Q (43.311502 sec): 3 clusters Score: Raw -1667237.672127 + Penalty 3087.190249 = -1664150.481878 nChanged 22 SP:Iteration 24Q (43.343879 sec): 3 clusters Score: Raw -1667240.866718 + Penalty 3087.190249 = -1664153.676470 nChanged 26 SP:Iteration 25Q (43.375901 sec): 3 clusters Score: Raw -1667243.471547 + Penalty 3087.190249 = -1664156.281298 nChanged 19 SP:Iteration 26Q (43.413814 sec): 3 clusters Score: Raw -1667245.176039 + Penalty 3087.190249 = -1664157.985790 nChanged 13 SP:Iteration 27Q (43.476608 sec): 3 clusters Score: Raw -1667246.658712 + Penalty 3087.190249 = -1664159.468463 nChanged 15 SP:Iteration 28Q (43.508609 sec): 3 clusters Score: Raw -1667247.877808 + Penalty 3087.190249 = -1664160.687559 nChanged 15 SP:Iteration 29Q (43.545746 sec): 3 clusters Score: Raw -1667248.901405 + Penalty 3087.190249 = -1664161.711156 nChanged 9 SP:Iteration 30Q (43.577871 sec): 3 clusters Score: Raw -1667249.668220 + Penalty 3087.190249 = -1664162.477972 nChanged 8 SP:Iteration 31Q (43.609941 sec): 3 clusters Score: Raw -1667250.366590 + Penalty 3087.190249 = -1664163.176341 nChanged 6 SP:Iteration 32Q (43.641901 sec): 3 clusters Score: Raw -1667250.776727 + Penalty 3087.190249 = -1664163.586479 nChanged 4 SP:Iteration 33Q (43.682840 sec): 3 clusters Score: Raw -1667251.045417 + Penalty 3087.190249 = -1664163.855168 nChanged 5 SP:Iteration 34Q (43.714824 sec): 3 clusters Score: Raw -1667251.523467 + Penalty 3087.190249 = -1664164.333218 nChanged 10 SP:Iteration 35Q (43.746854 sec): 3 clusters Score: Raw -1667252.401033 + Penalty 3087.190249 = -1664165.210784 nChanged 12 SP:Iteration 36Q (43.779107 sec): 3 clusters Score: Raw -1667253.791432 + Penalty 3087.190249 = -1664166.601183 nChanged 9 SP:Iteration 37Q (43.811606 sec): 3 clusters Score: Raw -1667254.492907 + Penalty 3087.190249 = -1664167.302659 nChanged 6 SP:Iteration 38Q (43.849892 sec): 3 clusters Score: Raw -1667254.958357 + Penalty 3087.190249 = -1664167.768109 nChanged 5 SP:Iteration 39Q (43.881827 sec): 3 clusters Score: Raw -1667255.493240 + Penalty 3087.190249 = -1664168.302992 nChanged 5 SP:Iteration 40F (43.916151 sec): 3 clusters Score: Raw -1667255.801531 + Penalty 3087.190249 = -1664168.611282 nChanged 2 SP:Iteration 41Q (43.948344 sec): 3 clusters Score: Raw -1667256.030193 + Penalty 3087.190249 = -1664168.839944 nChanged 0 SP:Iteration 42F (43.982477 sec): 3 clusters Score: Raw -1667256.030193 + Penalty 3087.190249 = -1664168.839944 nChanged 0 Score: Raw -38880440.172789 + Penalty 30923.501766 = -38849516.671023 Splitting cluster 1 changes total score from -38849656.774122 to -38849516.671023 So it's not getting split. Trying to split cluster 2 (1043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.311650 sec): 2 clusters Score: Raw -117885.001971 + Penalty 1129.351674 = -116755.650297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.317831 sec): 3 clusters Score: Raw -117533.013035 + Penalty 2258.703348 = -115274.309687 nChanged 346 SP:Iteration 1F (47.323491 sec): 3 clusters Score: Raw -117908.120232 + Penalty 2258.703348 = -115649.416884 nChanged 99 SP:Iteration 2F (47.329223 sec): 3 clusters Score: Raw -118182.649933 + Penalty 2258.703348 = -115923.946586 nChanged 107 SP:Iteration 3F (47.334841 sec): 3 clusters Score: Raw -118453.299056 + Penalty 2258.703348 = -116194.595708 nChanged 93 SP:Iteration 4F (47.340485 sec): 3 clusters Score: Raw -118662.575307 + Penalty 2258.703348 = -116403.871959 nChanged 59 SP:Iteration 5F (47.346122 sec): 3 clusters Score: Raw -118787.409489 + Penalty 2258.703348 = -116528.706141 nChanged 43 SP:Iteration 6Q (47.351688 sec): 3 clusters Score: Raw -118897.258251 + Penalty 2258.703348 = -116638.554903 nChanged 29 SP:Iteration 7Q (47.357067 sec): 3 clusters Score: Raw -118974.992391 + Penalty 2258.703348 = -116716.289043 nChanged 29 SP:Iteration 8Q (47.362463 sec): 3 clusters Score: Raw -119044.966203 + Penalty 2258.703348 = -116786.262855 nChanged 17 SP:Iteration 9Q (47.367758 sec): 3 clusters Score: Raw -119071.856302 + Penalty 2258.703348 = -116813.152954 nChanged 10 SP:Iteration 10Q (47.373169 sec): 3 clusters Score: Raw -119080.718018 + Penalty 2258.703348 = -116822.014671 nChanged 2 SP:Iteration 11Q (47.378480 sec): 3 clusters Score: Raw -119082.894344 + Penalty 2258.703348 = -116824.190996 nChanged 1 SP:Iteration 12Q (47.383774 sec): 3 clusters Score: Raw -119084.717912 + Penalty 2258.703348 = -116826.014564 nChanged 2 SP:Iteration 13Q (47.389106 sec): 3 clusters Score: Raw -119087.001847 + Penalty 2258.703348 = -116828.298500 nChanged 3 SP:Iteration 14Q (47.394429 sec): 3 clusters Score: Raw -119091.377464 + Penalty 2258.703348 = -116832.674116 nChanged 0 SP:Iteration 15F (47.400000 sec): 3 clusters Score: Raw -119091.377464 + Penalty 2258.703348 = -116832.674116 nChanged 0 Score: Raw -38879956.258070 + Penalty 30923.501766 = -38849032.756304 Splitting cluster 2 changes total score from -38849656.774122 to -38849032.756304 So it's not getting split. Trying to split cluster 3 (18049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.673521 sec): 2 clusters Score: Raw -2152919.387483 + Penalty 1592.637404 = -2151326.750079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.714551 sec): 3 clusters Score: Raw -2142400.894974 + Penalty 3185.274807 = -2139215.620167 nChanged 8016 SP:Iteration 1F (50.768215 sec): 3 clusters Score: Raw -2147253.346215 + Penalty 3185.274807 = -2144068.071407 nChanged 1560 SP:Iteration 2F (50.834736 sec): 3 clusters Score: Raw -2148613.206434 + Penalty 3185.274807 = -2145427.931627 nChanged 1634 SP:Iteration 3F (50.896787 sec): 3 clusters Score: Raw -2150250.598020 + Penalty 3185.274807 = -2147065.323213 nChanged 1575 SP:Iteration 4F (50.936827 sec): 3 clusters Score: Raw -2151700.516587 + Penalty 3185.274807 = -2148515.241780 nChanged 1230 SP:Iteration 5F (50.996240 sec): 3 clusters Score: Raw -2152623.374894 + Penalty 3185.274807 = -2149438.100087 nChanged 798 SP:Iteration 6Q (51.048717 sec): 3 clusters Score: Raw -2153084.227274 + Penalty 3185.274807 = -2149898.952467 nChanged 509 SP:Iteration 7Q (51.112643 sec): 3 clusters Score: Raw -2153297.247043 + Penalty 3185.274807 = -2150111.972235 nChanged 373 SP:Iteration 8Q (51.160798 sec): 3 clusters Score: Raw -2153420.232080 + Penalty 3185.274807 = -2150234.957272 nChanged 248 SP:Iteration 9Q (51.212421 sec): 3 clusters Score: Raw -2153485.815186 + Penalty 3185.274807 = -2150300.540379 nChanged 179 SP:Iteration 10Q (51.272278 sec): 3 clusters Score: Raw -2153523.317801 + Penalty 3185.274807 = -2150338.042994 nChanged 126 SP:Iteration 11Q (51.318560 sec): 3 clusters Score: Raw -2153545.245981 + Penalty 3185.274807 = -2150359.971174 nChanged 101 SP:Iteration 12Q (51.371403 sec): 3 clusters Score: Raw -2153563.903492 + Penalty 3185.274807 = -2150378.628685 nChanged 93 SP:Iteration 13Q (51.426068 sec): 3 clusters Score: Raw -2153583.473846 + Penalty 3185.274807 = -2150398.199038 nChanged 89 SP:Iteration 14Q (51.472000 sec): 3 clusters Score: Raw -2153602.520203 + Penalty 3185.274807 = -2150417.245395 nChanged 88 SP:Iteration 15Q (51.530769 sec): 3 clusters Score: Raw -2153621.874682 + Penalty 3185.274807 = -2150436.599875 nChanged 92 SP:Iteration 16Q (51.569940 sec): 3 clusters Score: Raw -2153645.325040 + Penalty 3185.274807 = -2150460.050233 nChanged 108 SP:Iteration 17Q (51.628508 sec): 3 clusters Score: Raw -2153680.990536 + Penalty 3185.274807 = -2150495.715729 nChanged 129 SP:Iteration 18Q (51.672725 sec): 3 clusters Score: Raw -2153734.441134 + Penalty 3185.274807 = -2150549.166327 nChanged 144 SP:Iteration 19Q (51.711309 sec): 3 clusters Score: Raw -2153795.277583 + Penalty 3185.274807 = -2150610.002776 nChanged 151 SP:Iteration 20F (51.751126 sec): 3 clusters Score: Raw -2153858.748588 + Penalty 3185.274807 = -2150673.473780 nChanged 162 SP:Iteration 21Q (51.790085 sec): 3 clusters Score: Raw -2153916.230261 + Penalty 3185.274807 = -2150730.955453 nChanged 123 SP:Iteration 22Q (51.828826 sec): 3 clusters Score: Raw -2153954.320503 + Penalty 3185.274807 = -2150769.045696 nChanged 119 SP:Iteration 23Q (51.870701 sec): 3 clusters Score: Raw -2153981.382317 + Penalty 3185.274807 = -2150796.107509 nChanged 96 SP:Iteration 24Q (51.925375 sec): 3 clusters Score: Raw -2154001.328512 + Penalty 3185.274807 = -2150816.053705 nChanged 89 SP:Iteration 25Q (51.993419 sec): 3 clusters Score: Raw -2154017.261184 + Penalty 3185.274807 = -2150831.986377 nChanged 68 SP:Iteration 26Q (52.031038 sec): 3 clusters Score: Raw -2154028.876077 + Penalty 3185.274807 = -2150843.601270 nChanged 57 SP:Iteration 27Q (52.079287 sec): 3 clusters Score: Raw -2154037.917056 + Penalty 3185.274807 = -2150852.642249 nChanged 57 SP:Iteration 28Q (52.121782 sec): 3 clusters Score: Raw -2154044.575433 + Penalty 3185.274807 = -2150859.300626 nChanged 31 SP:Iteration 29Q (52.160776 sec): 3 clusters Score: Raw -2154048.368694 + Penalty 3185.274807 = -2150863.093887 nChanged 33 SP:Iteration 30Q (52.199595 sec): 3 clusters Score: Raw -2154052.063090 + Penalty 3185.274807 = -2150866.788283 nChanged 28 SP:Iteration 31Q (52.243543 sec): 3 clusters Score: Raw -2154054.571887 + Penalty 3185.274807 = -2150869.297080 nChanged 26 SP:Iteration 32Q (52.281664 sec): 3 clusters Score: Raw -2154056.721964 + Penalty 3185.274807 = -2150871.447157 nChanged 20 SP:Iteration 33Q (52.320403 sec): 3 clusters Score: Raw -2154058.484458 + Penalty 3185.274807 = -2150873.209651 nChanged 18 SP:Iteration 34Q (52.358739 sec): 3 clusters Score: Raw -2154059.805940 + Penalty 3185.274807 = -2150874.531133 nChanged 15 SP:Iteration 35Q (52.397164 sec): 3 clusters Score: Raw -2154060.760192 + Penalty 3185.274807 = -2150875.485385 nChanged 8 SP:Iteration 36Q (52.436026 sec): 3 clusters Score: Raw -2154061.230061 + Penalty 3185.274807 = -2150875.955254 nChanged 4 SP:Iteration 37Q (52.474192 sec): 3 clusters Score: Raw -2154061.461868 + Penalty 3185.274807 = -2150876.187061 nChanged 4 SP:Iteration 38Q (52.512406 sec): 3 clusters Score: Raw -2154061.802291 + Penalty 3185.274807 = -2150876.527484 nChanged 1 SP:Iteration 39Q (52.551129 sec): 3 clusters Score: Raw -2154061.841166 + Penalty 3185.274807 = -2150876.566358 nChanged 2 SP:Iteration 40F (52.591002 sec): 3 clusters Score: Raw -2154061.927781 + Penalty 3185.274807 = -2150876.652974 nChanged 1 SP:Iteration 41Q (52.629389 sec): 3 clusters Score: Raw -2154061.951503 + Penalty 3185.274807 = -2150876.676696 nChanged 2 SP:Iteration 42Q (52.676753 sec): 3 clusters Score: Raw -2154062.009735 + Penalty 3185.274807 = -2150876.734928 nChanged 2 SP:Iteration 43Q (52.715145 sec): 3 clusters Score: Raw -2154062.148276 + Penalty 3185.274807 = -2150876.873469 nChanged 2 SP:Iteration 44Q (52.754820 sec): 3 clusters Score: Raw -2154062.241207 + Penalty 3185.274807 = -2150876.966400 nChanged 3 SP:Iteration 45Q (52.804652 sec): 3 clusters Score: Raw -2154062.424961 + Penalty 3185.274807 = -2150877.150153 nChanged 7 SP:Iteration 46Q (52.842689 sec): 3 clusters Score: Raw -2154062.935291 + Penalty 3185.274807 = -2150877.660483 nChanged 3 SP:Iteration 47Q (52.881015 sec): 3 clusters Score: Raw -2154063.309879 + Penalty 3185.274807 = -2150878.035072 nChanged 6 SP:Iteration 48Q (52.919323 sec): 3 clusters Score: Raw -2154063.618926 + Penalty 3185.274807 = -2150878.344119 nChanged 4 SP:Iteration 49Q (52.958151 sec): 3 clusters Score: Raw -2154063.957135 + Penalty 3185.274807 = -2150878.682328 nChanged 7 SP:Iteration 50Q (52.999144 sec): 3 clusters Score: Raw -2154064.390201 + Penalty 3185.274807 = -2150879.115394 nChanged 2 SP:Iteration 51Q (53.037382 sec): 3 clusters Score: Raw -2154064.653879 + Penalty 3185.274807 = -2150879.379072 nChanged 2 SP:Iteration 52Q (53.079694 sec): 3 clusters Score: Raw -2154064.762663 + Penalty 3185.274807 = -2150879.487856 nChanged 0 SP:Iteration 53F (53.120366 sec): 3 clusters Score: Raw -2154064.762663 + Penalty 3185.274807 = -2150879.487856 nChanged 0 Trying to split cluster 4 (2381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.134919 sec): 2 clusters Score: Raw -277521.475954 + Penalty 1263.482325 = -276257.993629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.147766 sec): 3 clusters Score: Raw -276490.236455 + Penalty 2526.964650 = -273963.271805 nChanged 869 SP:Iteration 1F (53.159761 sec): 3 clusters Score: Raw -277013.686366 + Penalty 2526.964650 = -274486.721716 nChanged 180 SP:Iteration 2F (53.171755 sec): 3 clusters Score: Raw -277129.927475 + Penalty 2526.964650 = -274602.962825 nChanged 114 SP:Iteration 3Q (53.183802 sec): 3 clusters Score: Raw -277206.755750 + Penalty 2526.964650 = -274679.791100 nChanged 71 SP:Iteration 4Q (53.197422 sec): 3 clusters Score: Raw -277251.384306 + Penalty 2526.964650 = -274724.419656 nChanged 60 SP:Iteration 5Q (53.209457 sec): 3 clusters Score: Raw -277285.287459 + Penalty 2526.964650 = -274758.322809 nChanged 51 SP:Iteration 6Q (53.221585 sec): 3 clusters Score: Raw -277313.861229 + Penalty 2526.964650 = -274786.896579 nChanged 45 SP:Iteration 7Q (53.242896 sec): 3 clusters Score: Raw -277331.584997 + Penalty 2526.964650 = -274804.620347 nChanged 28 SP:Iteration 8Q (53.254851 sec): 3 clusters Score: Raw -277346.544159 + Penalty 2526.964650 = -274819.579509 nChanged 30 SP:Iteration 9Q (53.266833 sec): 3 clusters Score: Raw -277360.740520 + Penalty 2526.964650 = -274833.775870 nChanged 20 SP:Iteration 10Q (53.278790 sec): 3 clusters Score: Raw -277367.610027 + Penalty 2526.964650 = -274840.645377 nChanged 15 SP:Iteration 11Q (53.290751 sec): 3 clusters Score: Raw -277372.398033 + Penalty 2526.964650 = -274845.433383 nChanged 17 SP:Iteration 12Q (53.302630 sec): 3 clusters Score: Raw -277378.364557 + Penalty 2526.964650 = -274851.399907 nChanged 19 SP:Iteration 13Q (53.314580 sec): 3 clusters Score: Raw -277386.382625 + Penalty 2526.964650 = -274859.417975 nChanged 20 SP:Iteration 14Q (53.326590 sec): 3 clusters Score: Raw -277394.701830 + Penalty 2526.964650 = -274867.737180 nChanged 22 SP:Iteration 15Q (53.338363 sec): 3 clusters Score: Raw -277405.487950 + Penalty 2526.964650 = -274878.523300 nChanged 25 SP:Iteration 16Q (53.350147 sec): 3 clusters Score: Raw -277413.609819 + Penalty 2526.964650 = -274886.645169 nChanged 18 SP:Iteration 17Q (53.361936 sec): 3 clusters Score: Raw -277419.866248 + Penalty 2526.964650 = -274892.901598 nChanged 16 SP:Iteration 18Q (53.373919 sec): 3 clusters Score: Raw -277426.655048 + Penalty 2526.964650 = -274899.690398 nChanged 21 SP:Iteration 19Q (53.388582 sec): 3 clusters Score: Raw -277436.463860 + Penalty 2526.964650 = -274909.499210 nChanged 27 SP:Iteration 20F (53.400563 sec): 3 clusters Score: Raw -277448.933060 + Penalty 2526.964650 = -274921.968410 nChanged 34 SP:Iteration 21Q (53.412393 sec): 3 clusters Score: Raw -277465.881892 + Penalty 2526.964650 = -274938.917242 nChanged 30 SP:Iteration 22Q (53.424358 sec): 3 clusters Score: Raw -277484.272137 + Penalty 2526.964650 = -274957.307487 nChanged 36 SP:Iteration 23Q (53.436169 sec): 3 clusters Score: Raw -277505.552316 + Penalty 2526.964650 = -274978.587666 nChanged 31 SP:Iteration 24Q (53.447919 sec): 3 clusters Score: Raw -277525.635230 + Penalty 2526.964650 = -274998.670580 nChanged 32 SP:Iteration 25Q (53.459684 sec): 3 clusters Score: Raw -277541.067760 + Penalty 2526.964650 = -275014.103110 nChanged 30 SP:Iteration 26Q (53.475375 sec): 3 clusters Score: Raw -277557.080377 + Penalty 2526.964650 = -275030.115727 nChanged 28 SP:Iteration 27Q (53.487139 sec): 3 clusters Score: Raw -277576.780608 + Penalty 2526.964650 = -275049.815958 nChanged 29 SP:Iteration 28Q (53.498830 sec): 3 clusters Score: Raw -277595.083410 + Penalty 2526.964650 = -275068.118760 nChanged 33 SP:Iteration 29Q (53.510625 sec): 3 clusters Score: Raw -277617.324476 + Penalty 2526.964650 = -275090.359826 nChanged 36 SP:Iteration 30Q (53.522387 sec): 3 clusters Score: Raw -277642.194051 + Penalty 2526.964650 = -275115.229401 nChanged 32 SP:Iteration 31Q (53.534061 sec): 3 clusters Score: Raw -277662.177717 + Penalty 2526.964650 = -275135.213067 nChanged 26 SP:Iteration 32Q (53.545708 sec): 3 clusters Score: Raw -277679.040816 + Penalty 2526.964650 = -275152.076166 nChanged 39 SP:Iteration 33Q (53.556660 sec): 3 clusters Score: Raw -277705.159142 + Penalty 2526.964650 = -275178.194492 nChanged 36 SP:Iteration 34Q (53.575460 sec): 3 clusters Score: Raw -277736.856709 + Penalty 2526.964650 = -275209.892059 nChanged 33 SP:Iteration 35Q (53.587009 sec): 3 clusters Score: Raw -277760.072768 + Penalty 2526.964650 = -275233.108118 nChanged 26 SP:Iteration 36Q (53.598461 sec): 3 clusters Score: Raw -277785.634907 + Penalty 2526.964650 = -275258.670257 nChanged 27 SP:Iteration 37Q (53.610033 sec): 3 clusters Score: Raw -277820.306555 + Penalty 2526.964650 = -275293.341904 nChanged 24 SP:Iteration 38Q (53.621583 sec): 3 clusters Score: Raw -277841.718175 + Penalty 2526.964650 = -275314.753525 nChanged 21 SP:Iteration 39Q (53.633030 sec): 3 clusters Score: Raw -277863.164346 + Penalty 2526.964650 = -275336.199695 nChanged 23 SP:Iteration 40F (53.644728 sec): 3 clusters Score: Raw -277882.255775 + Penalty 2526.964650 = -275355.291125 nChanged 18 SP:Iteration 41Q (53.656192 sec): 3 clusters Score: Raw -277896.956992 + Penalty 2526.964650 = -275369.992342 nChanged 14 SP:Iteration 42Q (53.671946 sec): 3 clusters Score: Raw -277910.188545 + Penalty 2526.964650 = -275383.223895 nChanged 15 SP:Iteration 43Q (53.683247 sec): 3 clusters Score: Raw -277923.225918 + Penalty 2526.964650 = -275396.261268 nChanged 14 SP:Iteration 44Q (53.694570 sec): 3 clusters Score: Raw -277934.774366 + Penalty 2526.964650 = -275407.809715 nChanged 10 SP:Iteration 45Q (53.705840 sec): 3 clusters Score: Raw -277941.906219 + Penalty 2526.964650 = -275414.941569 nChanged 9 SP:Iteration 46Q (53.717252 sec): 3 clusters Score: Raw -277950.657030 + Penalty 2526.964650 = -275423.692379 nChanged 10 SP:Iteration 47Q (53.728613 sec): 3 clusters Score: Raw -277959.712936 + Penalty 2526.964650 = -275432.748286 nChanged 7 SP:Iteration 48Q (53.739865 sec): 3 clusters Score: Raw -277966.292040 + Penalty 2526.964650 = -275439.327389 nChanged 5 SP:Iteration 49Q (53.751143 sec): 3 clusters Score: Raw -277968.857981 + Penalty 2526.964650 = -275441.893331 nChanged 3 SP:Iteration 50Q (53.762418 sec): 3 clusters Score: Raw -277970.815720 + Penalty 2526.964650 = -275443.851070 nChanged 2 SP:Iteration 51Q (53.773745 sec): 3 clusters Score: Raw -277973.418603 + Penalty 2526.964650 = -275446.453953 nChanged 4 SP:Iteration 52Q (53.784957 sec): 3 clusters Score: Raw -277976.572623 + Penalty 2526.964650 = -275449.607972 nChanged 0 SP:Iteration 53F (53.795821 sec): 3 clusters Score: Raw -277976.572623 + Penalty 2526.964650 = -275449.607972 nChanged 0 Trying to split cluster 5 (1120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.813742 sec): 2 clusters Score: Raw -120073.503316 + Penalty 1140.926144 = -118932.577171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.819939 sec): 3 clusters Score: Raw -119882.333157 + Penalty 2281.852288 = -117600.480869 nChanged 386 SP:Iteration 1F (53.826023 sec): 3 clusters Score: Raw -120881.135275 + Penalty 2281.852288 = -118599.282986 nChanged 204 SP:Iteration 2F (53.832563 sec): 3 clusters Score: Raw -121493.451747 + Penalty 2281.852288 = -119211.599459 nChanged 148 SP:Iteration 3F (53.838674 sec): 3 clusters Score: Raw -121933.171323 + Penalty 2281.852288 = -119651.319035 nChanged 66 SP:Iteration 4F (53.844780 sec): 3 clusters Score: Raw -122140.610676 + Penalty 2281.852288 = -119858.758387 nChanged 32 SP:Iteration 5Q (53.850536 sec): 3 clusters Score: Raw -122275.723195 + Penalty 2281.852288 = -119993.870906 nChanged 14 SP:Iteration 6Q (53.856329 sec): 3 clusters Score: Raw -122375.695041 + Penalty 2281.852288 = -120093.842752 nChanged 16 SP:Iteration 7Q (53.869737 sec): 3 clusters Score: Raw -122417.098505 + Penalty 2281.852288 = -120135.246217 nChanged 7 SP:Iteration 8Q (53.875453 sec): 3 clusters Score: Raw -122443.669013 + Penalty 2281.852288 = -120161.816724 nChanged 2 SP:Iteration 9Q (53.881118 sec): 3 clusters Score: Raw -122450.459160 + Penalty 2281.852288 = -120168.606871 nChanged 0 SP:Iteration 10F (53.887207 sec): 3 clusters Score: Raw -122455.419501 + Penalty 2281.852288 = -120173.567213 nChanged 1 SP:Iteration 11Q (53.892859 sec): 3 clusters Score: Raw -122470.672230 + Penalty 2281.852288 = -120188.819941 nChanged 0 SP:Iteration 12F (53.903440 sec): 3 clusters Score: Raw -122470.672230 + Penalty 2281.852288 = -120188.819941 nChanged 0 Score: Raw -38881147.051492 + Penalty 30923.501766 = -38850223.549726 Splitting cluster 5 changes total score from -38849656.774122 to -38850223.549726 So it's getting split into cluster 12. Trying to split cluster 6 (215699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.457308 sec): 2 clusters Score: Raw -26147160.551966 + Penalty 1995.766369 = -26145164.785596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.826845 sec): 3 clusters Score: Raw -26003744.744104 + Penalty 3991.532739 = -25999753.211365 nChanged 104821 SP:Iteration 1F (58.194724 sec): 3 clusters Score: Raw -26066354.622705 + Penalty 3991.532739 = -26062363.089966 nChanged 7341 SP:Iteration 2Q (58.587107 sec): 3 clusters Score: Raw -26068359.575099 + Penalty 3991.532739 = -26064368.042361 nChanged 8287 SP:Iteration 3Q (59.007866 sec): 3 clusters Score: Raw -26071196.575680 + Penalty 3991.532739 = -26067205.042941 nChanged 9769 SP:Iteration 4Q (59.401540 sec): 3 clusters Score: Raw -26075605.800898 + Penalty 3991.532739 = -26071614.268160 nChanged 11868 SP:Iteration 5F (59.768839 sec): 3 clusters Score: Raw -26082611.040294 + Penalty 3991.532739 = -26078619.507556 nChanged 13823 SP:Iteration 6F (60.134785 sec): 3 clusters Score: Raw -26092554.332528 + Penalty 3991.532739 = -26088562.799789 nChanged 14309 SP:Iteration 7F (60.503146 sec): 3 clusters Score: Raw -26103856.295484 + Penalty 3991.532739 = -26099864.762745 nChanged 13415 SP:Iteration 8F (60.869557 sec): 3 clusters Score: Raw -26115372.852013 + Penalty 3991.532739 = -26111381.319274 nChanged 11939 SP:Iteration 9F (61.226270 sec): 3 clusters Score: Raw -26128113.820473 + Penalty 3991.532739 = -26124122.287735 nChanged 11519 SP:Iteration 10F (61.590060 sec): 3 clusters Score: Raw -26147090.274186 + Penalty 3991.532739 = -26143098.741447 nChanged 12401 SP:Iteration 11F (61.962571 sec): 3 clusters Score: Raw -26188201.356274 + Penalty 3991.532739 = -26184209.823535 nChanged 11309 SP:Iteration 12F (62.328648 sec): 3 clusters Score: Raw -26259118.536805 + Penalty 3991.532739 = -26255127.004066 nChanged 1826 SP:Iteration 13Q (62.600595 sec): 3 clusters Score: Raw -26266195.656179 + Penalty 3991.532739 = -26262204.123440 nChanged 3 SP:Iteration 14Q (62.872186 sec): 3 clusters Score: Raw -26266195.691197 + Penalty 3991.532739 = -26262204.158458 nChanged 0 SP:Iteration 15F (63.232490 sec): 3 clusters Score: Raw -26266195.691197 + Penalty 3991.532739 = -26262204.158458 nChanged 0 Score: Raw -39000182.190723 + Penalty 32985.068550 = -38967197.122173 Splitting cluster 6 changes total score from -38849656.774122 to -38967197.122173 So it's getting split into cluster 13. Trying to split cluster 7 (12576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.799041 sec): 2 clusters Score: Raw -1491420.114137 + Penalty 1533.926146 = -1489886.187990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.831188 sec): 3 clusters Score: Raw -1484091.225777 + Penalty 3067.852292 = -1481023.373485 nChanged 5532 SP:Iteration 1F (66.862237 sec): 3 clusters Score: Raw -1487307.864151 + Penalty 3067.852292 = -1484240.011859 nChanged 828 SP:Iteration 2F (66.893456 sec): 3 clusters Score: Raw -1487761.127548 + Penalty 3067.852292 = -1484693.275256 nChanged 736 SP:Iteration 3F (66.928477 sec): 3 clusters Score: Raw -1488212.372718 + Penalty 3067.852292 = -1485144.520426 nChanged 756 SP:Iteration 4F (66.965490 sec): 3 clusters Score: Raw -1488762.939709 + Penalty 3067.852292 = -1485695.087417 nChanged 778 SP:Iteration 5F (66.996750 sec): 3 clusters Score: Raw -1489373.678933 + Penalty 3067.852292 = -1486305.826641 nChanged 747 SP:Iteration 6F (67.027848 sec): 3 clusters Score: Raw -1489930.366634 + Penalty 3067.852292 = -1486862.514342 nChanged 690 SP:Iteration 7F (67.058842 sec): 3 clusters Score: Raw -1490373.196097 + Penalty 3067.852292 = -1487305.343805 nChanged 560 SP:Iteration 8Q (67.089987 sec): 3 clusters Score: Raw -1490681.333494 + Penalty 3067.852292 = -1487613.481202 nChanged 428 SP:Iteration 9Q (67.120935 sec): 3 clusters Score: Raw -1490871.942549 + Penalty 3067.852292 = -1487804.090257 nChanged 328 SP:Iteration 10Q (67.162824 sec): 3 clusters Score: Raw -1490996.705384 + Penalty 3067.852292 = -1487928.853092 nChanged 236 SP:Iteration 11Q (67.212174 sec): 3 clusters Score: Raw -1491065.462245 + Penalty 3067.852292 = -1487997.609952 nChanged 160 SP:Iteration 12Q (67.242544 sec): 3 clusters Score: Raw -1491107.293022 + Penalty 3067.852292 = -1488039.440729 nChanged 135 SP:Iteration 13Q (67.307915 sec): 3 clusters Score: Raw -1491145.485532 + Penalty 3067.852292 = -1488077.633240 nChanged 126 SP:Iteration 14Q (67.338117 sec): 3 clusters Score: Raw -1491178.265880 + Penalty 3067.852292 = -1488110.413588 nChanged 113 SP:Iteration 15Q (67.369486 sec): 3 clusters Score: Raw -1491208.532896 + Penalty 3067.852292 = -1488140.680604 nChanged 116 SP:Iteration 16Q (67.400082 sec): 3 clusters Score: Raw -1491237.351545 + Penalty 3067.852292 = -1488169.499253 nChanged 113 SP:Iteration 17Q (67.434832 sec): 3 clusters Score: Raw -1491262.544110 + Penalty 3067.852292 = -1488194.691817 nChanged 88 SP:Iteration 18Q (67.470932 sec): 3 clusters Score: Raw -1491278.555477 + Penalty 3067.852292 = -1488210.703184 nChanged 65 SP:Iteration 19Q (67.502987 sec): 3 clusters Score: Raw -1491288.467642 + Penalty 3067.852292 = -1488220.615350 nChanged 56 SP:Iteration 20F (67.535187 sec): 3 clusters Score: Raw -1491298.084124 + Penalty 3067.852292 = -1488230.231832 nChanged 49 SP:Iteration 21Q (67.569265 sec): 3 clusters Score: Raw -1491304.260279 + Penalty 3067.852292 = -1488236.407987 nChanged 37 SP:Iteration 22Q (67.624450 sec): 3 clusters Score: Raw -1491309.801728 + Penalty 3067.852292 = -1488241.949436 nChanged 32 SP:Iteration 23Q (67.675202 sec): 3 clusters Score: Raw -1491314.867172 + Penalty 3067.852292 = -1488247.014880 nChanged 41 SP:Iteration 24Q (67.731940 sec): 3 clusters Score: Raw -1491320.401403 + Penalty 3067.852292 = -1488252.549111 nChanged 33 SP:Iteration 25Q (67.762119 sec): 3 clusters Score: Raw -1491324.784080 + Penalty 3067.852292 = -1488256.931788 nChanged 37 SP:Iteration 26Q (67.791984 sec): 3 clusters Score: Raw -1491329.742976 + Penalty 3067.852292 = -1488261.890684 nChanged 35 SP:Iteration 27Q (67.823733 sec): 3 clusters Score: Raw -1491334.048999 + Penalty 3067.852292 = -1488266.196706 nChanged 28 SP:Iteration 28Q (67.855795 sec): 3 clusters Score: Raw -1491336.818044 + Penalty 3067.852292 = -1488268.965751 nChanged 23 SP:Iteration 29Q (67.885893 sec): 3 clusters Score: Raw -1491339.429180 + Penalty 3067.852292 = -1488271.576888 nChanged 30 SP:Iteration 30Q (67.918196 sec): 3 clusters Score: Raw -1491342.465029 + Penalty 3067.852292 = -1488274.612736 nChanged 23 SP:Iteration 31Q (67.948352 sec): 3 clusters Score: Raw -1491344.588531 + Penalty 3067.852292 = -1488276.736239 nChanged 24 SP:Iteration 32Q (67.978528 sec): 3 clusters Score: Raw -1491347.952001 + Penalty 3067.852292 = -1488280.099709 nChanged 31 SP:Iteration 33Q (68.008760 sec): 3 clusters Score: Raw -1491352.800861 + Penalty 3067.852292 = -1488284.948569 nChanged 34 SP:Iteration 34Q (68.038752 sec): 3 clusters Score: Raw -1491357.875769 + Penalty 3067.852292 = -1488290.023476 nChanged 24 SP:Iteration 35Q (68.070146 sec): 3 clusters Score: Raw -1491361.456850 + Penalty 3067.852292 = -1488293.604558 nChanged 27 SP:Iteration 36Q (68.100372 sec): 3 clusters Score: Raw -1491364.450011 + Penalty 3067.852292 = -1488296.597718 nChanged 20 SP:Iteration 37Q (68.159739 sec): 3 clusters Score: Raw -1491366.915199 + Penalty 3067.852292 = -1488299.062907 nChanged 19 SP:Iteration 38Q (68.213831 sec): 3 clusters Score: Raw -1491369.605756 + Penalty 3067.852292 = -1488301.753463 nChanged 26 SP:Iteration 39Q (68.243722 sec): 3 clusters Score: Raw -1491373.229762 + Penalty 3067.852292 = -1488305.377470 nChanged 29 SP:Iteration 40F (68.283688 sec): 3 clusters Score: Raw -1491376.762208 + Penalty 3067.852292 = -1488308.909916 nChanged 30 SP:Iteration 41Q (68.352784 sec): 3 clusters Score: Raw -1491380.546372 + Penalty 3067.852292 = -1488312.694080 nChanged 28 SP:Iteration 42Q (68.405129 sec): 3 clusters Score: Raw -1491383.672619 + Penalty 3067.852292 = -1488315.820327 nChanged 26 SP:Iteration 43Q (68.436155 sec): 3 clusters Score: Raw -1491386.921754 + Penalty 3067.852292 = -1488319.069462 nChanged 32 SP:Iteration 44Q (68.475651 sec): 3 clusters Score: Raw -1491391.201872 + Penalty 3067.852292 = -1488323.349580 nChanged 34 SP:Iteration 45Q (68.506647 sec): 3 clusters Score: Raw -1491394.735532 + Penalty 3067.852292 = -1488326.883239 nChanged 25 SP:Iteration 46Q (68.543410 sec): 3 clusters Score: Raw -1491397.981937 + Penalty 3067.852292 = -1488330.129645 nChanged 24 SP:Iteration 47Q (68.570850 sec): 3 clusters Score: Raw -1491400.588458 + Penalty 3067.852292 = -1488332.736166 nChanged 20 SP:Iteration 48Q (68.601015 sec): 3 clusters Score: Raw -1491403.826228 + Penalty 3067.852292 = -1488335.973936 nChanged 22 SP:Iteration 49Q (68.632223 sec): 3 clusters Score: Raw -1491406.189829 + Penalty 3067.852292 = -1488338.337537 nChanged 14 SP:Iteration 50Q (68.662086 sec): 3 clusters Score: Raw -1491407.658451 + Penalty 3067.852292 = -1488339.806159 nChanged 19 SP:Iteration 51Q (68.714288 sec): 3 clusters Score: Raw -1491409.985241 + Penalty 3067.852292 = -1488342.132949 nChanged 17 SP:Iteration 52Q (68.755109 sec): 3 clusters Score: Raw -1491411.987480 + Penalty 3067.852292 = -1488344.135188 nChanged 16 SP:Iteration 53Q (68.785071 sec): 3 clusters Score: Raw -1491413.378947 + Penalty 3067.852292 = -1488345.526655 nChanged 11 SP:Iteration 54Q (68.837050 sec): 3 clusters Score: Raw -1491414.537377 + Penalty 3067.852292 = -1488346.685084 nChanged 10 SP:Iteration 55Q (68.867065 sec): 3 clusters Score: Raw -1491415.412078 + Penalty 3067.852292 = -1488347.559785 nChanged 11 SP:Iteration 56Q (68.897074 sec): 3 clusters Score: Raw -1491416.491232 + Penalty 3067.852292 = -1488348.638939 nChanged 9 SP:Iteration 57Q (68.959081 sec): 3 clusters Score: Raw -1491417.639803 + Penalty 3067.852292 = -1488349.787511 nChanged 16 SP:Iteration 58Q (68.994709 sec): 3 clusters Score: Raw -1491419.279828 + Penalty 3067.852292 = -1488351.427536 nChanged 17 SP:Iteration 59Q (69.027466 sec): 3 clusters Score: Raw -1491421.331815 + Penalty 3067.852292 = -1488353.479522 nChanged 16 SP:Iteration 60F (69.059146 sec): 3 clusters Score: Raw -1491423.028157 + Penalty 3067.852292 = -1488355.175864 nChanged 15 SP:Iteration 61Q (69.090180 sec): 3 clusters Score: Raw -1491424.936861 + Penalty 3067.852292 = -1488357.084569 nChanged 20 SP:Iteration 62Q (69.142374 sec): 3 clusters Score: Raw -1491427.215059 + Penalty 3067.852292 = -1488359.362767 nChanged 15 SP:Iteration 63Q (69.180864 sec): 3 clusters Score: Raw -1491428.578873 + Penalty 3067.852292 = -1488360.726580 nChanged 12 SP:Iteration 64Q (69.211162 sec): 3 clusters Score: Raw -1491430.208594 + Penalty 3067.852292 = -1488362.356301 nChanged 13 SP:Iteration 65Q (69.245135 sec): 3 clusters Score: Raw -1491431.766931 + Penalty 3067.852292 = -1488363.914639 nChanged 15 SP:Iteration 66Q (69.274795 sec): 3 clusters Score: Raw -1491433.257175 + Penalty 3067.852292 = -1488365.404883 nChanged 16 SP:Iteration 67Q (69.336562 sec): 3 clusters Score: Raw -1491434.994265 + Penalty 3067.852292 = -1488367.141972 nChanged 16 SP:Iteration 68Q (69.367740 sec): 3 clusters Score: Raw -1491437.079890 + Penalty 3067.852292 = -1488369.227598 nChanged 21 SP:Iteration 69Q (69.398349 sec): 3 clusters Score: Raw -1491440.088634 + Penalty 3067.852292 = -1488372.236342 nChanged 15 SP:Iteration 70Q (69.428041 sec): 3 clusters Score: Raw -1491441.784700 + Penalty 3067.852292 = -1488373.932408 nChanged 20 SP:Iteration 71Q (69.457876 sec): 3 clusters Score: Raw -1491443.791986 + Penalty 3067.852292 = -1488375.939694 nChanged 21 SP:Iteration 72Q (69.487703 sec): 3 clusters Score: Raw -1491446.589014 + Penalty 3067.852292 = -1488378.736722 nChanged 16 SP:Iteration 73Q (69.517211 sec): 3 clusters Score: Raw -1491448.441581 + Penalty 3067.852292 = -1488380.589289 nChanged 18 SP:Iteration 74Q (69.556283 sec): 3 clusters Score: Raw -1491450.698037 + Penalty 3067.852292 = -1488382.845744 nChanged 25 SP:Iteration 75Q (69.586425 sec): 3 clusters Score: Raw -1491454.271827 + Penalty 3067.852292 = -1488386.419535 nChanged 34 SP:Iteration 76Q (69.616053 sec): 3 clusters Score: Raw -1491458.498096 + Penalty 3067.852292 = -1488390.645803 nChanged 31 SP:Iteration 77Q (69.645481 sec): 3 clusters Score: Raw -1491463.034421 + Penalty 3067.852292 = -1488395.182129 nChanged 35 SP:Iteration 78Q (69.675152 sec): 3 clusters Score: Raw -1491469.207978 + Penalty 3067.852292 = -1488401.355686 nChanged 34 SP:Iteration 79Q (69.704739 sec): 3 clusters Score: Raw -1491474.471257 + Penalty 3067.852292 = -1488406.618964 nChanged 30 SP:Iteration 80F (69.739168 sec): 3 clusters Score: Raw -1491478.366325 + Penalty 3067.852292 = -1488410.514032 nChanged 30 SP:Iteration 81Q (69.774491 sec): 3 clusters Score: Raw -1491482.931627 + Penalty 3067.852292 = -1488415.079335 nChanged 36 SP:Iteration 82Q (69.804196 sec): 3 clusters Score: Raw -1491488.757837 + Penalty 3067.852292 = -1488420.905545 nChanged 36 SP:Iteration 83Q (69.833616 sec): 3 clusters Score: Raw -1491495.008966 + Penalty 3067.852292 = -1488427.156674 nChanged 41 SP:Iteration 84Q (69.866766 sec): 3 clusters Score: Raw -1491500.461774 + Penalty 3067.852292 = -1488432.609482 nChanged 32 SP:Iteration 85Q (69.896222 sec): 3 clusters Score: Raw -1491504.673047 + Penalty 3067.852292 = -1488436.820754 nChanged 22 SP:Iteration 86Q (69.930881 sec): 3 clusters Score: Raw -1491507.906142 + Penalty 3067.852292 = -1488440.053850 nChanged 25 SP:Iteration 87Q (69.960490 sec): 3 clusters Score: Raw -1491512.017256 + Penalty 3067.852292 = -1488444.164964 nChanged 26 SP:Iteration 88Q (70.013383 sec): 3 clusters Score: Raw -1491516.258709 + Penalty 3067.852292 = -1488448.406417 nChanged 26 SP:Iteration 89Q (70.042963 sec): 3 clusters Score: Raw -1491519.726156 + Penalty 3067.852292 = -1488451.873864 nChanged 22 SP:Iteration 90Q (70.072368 sec): 3 clusters Score: Raw -1491522.560070 + Penalty 3067.852292 = -1488454.707777 nChanged 27 SP:Iteration 91Q (70.101890 sec): 3 clusters Score: Raw -1491526.456422 + Penalty 3067.852292 = -1488458.604129 nChanged 25 SP:Iteration 92Q (70.131722 sec): 3 clusters Score: Raw -1491530.221131 + Penalty 3067.852292 = -1488462.368839 nChanged 20 SP:Iteration 93Q (70.161059 sec): 3 clusters Score: Raw -1491532.923725 + Penalty 3067.852292 = -1488465.071433 nChanged 22 SP:Iteration 94Q (70.190275 sec): 3 clusters Score: Raw -1491536.051646 + Penalty 3067.852292 = -1488468.199354 nChanged 24 SP:Iteration 95Q (70.219429 sec): 3 clusters Score: Raw -1491539.389366 + Penalty 3067.852292 = -1488471.537073 nChanged 34 SP:Iteration 96Q (70.252475 sec): 3 clusters Score: Raw -1491544.642189 + Penalty 3067.852292 = -1488476.789896 nChanged 32 SP:Iteration 97Q (70.281935 sec): 3 clusters Score: Raw -1491549.007480 + Penalty 3067.852292 = -1488481.155187 nChanged 31 SP:Iteration 98Q (70.313660 sec): 3 clusters Score: Raw -1491554.202182 + Penalty 3067.852292 = -1488486.349890 nChanged 26 SP:Iteration 99Q (70.342871 sec): 3 clusters Score: Raw -1491558.283101 + Penalty 3067.852292 = -1488490.430809 nChanged 22 SP:Iteration 100F (70.376521 sec): 3 clusters Score: Raw -1491561.527069 + Penalty 3067.852292 = -1488493.674777 nChanged 17 SP:Iteration 101Q (70.415938 sec): 3 clusters Score: Raw -1491563.671216 + Penalty 3067.852292 = -1488495.818924 nChanged 13 SP:Iteration 102Q (70.450561 sec): 3 clusters Score: Raw -1491565.392588 + Penalty 3067.852292 = -1488497.540296 nChanged 13 SP:Iteration 103Q (70.483575 sec): 3 clusters Score: Raw -1491566.964760 + Penalty 3067.852292 = -1488499.112467 nChanged 8 SP:Iteration 104Q (70.522330 sec): 3 clusters Score: Raw -1491567.848650 + Penalty 3067.852292 = -1488499.996358 nChanged 10 SP:Iteration 105Q (70.551696 sec): 3 clusters Score: Raw -1491569.205340 + Penalty 3067.852292 = -1488501.353048 nChanged 10 SP:Iteration 106Q (70.580986 sec): 3 clusters Score: Raw -1491570.130931 + Penalty 3067.852292 = -1488502.278639 nChanged 3 SP:Iteration 107Q (70.610552 sec): 3 clusters Score: Raw -1491570.353235 + Penalty 3067.852292 = -1488502.500943 nChanged 2 SP:Iteration 108Q (70.651949 sec): 3 clusters Score: Raw -1491570.567117 + Penalty 3067.852292 = -1488502.714824 nChanged 3 SP:Iteration 109Q (70.681415 sec): 3 clusters Score: Raw -1491570.969152 + Penalty 3067.852292 = -1488503.116859 nChanged 4 SP:Iteration 110Q (70.710528 sec): 3 clusters Score: Raw -1491571.317285 + Penalty 3067.852292 = -1488503.464993 nChanged 5 SP:Iteration 111Q (70.740710 sec): 3 clusters Score: Raw -1491571.718039 + Penalty 3067.852292 = -1488503.865747 nChanged 2 SP:Iteration 112Q (70.769622 sec): 3 clusters Score: Raw -1491571.876397 + Penalty 3067.852292 = -1488504.024104 nChanged 5 SP:Iteration 113Q (70.798797 sec): 3 clusters Score: Raw -1491572.416505 + Penalty 3067.852292 = -1488504.564213 nChanged 5 SP:Iteration 114Q (70.828075 sec): 3 clusters Score: Raw -1491572.955335 + Penalty 3067.852292 = -1488505.103042 nChanged 7 SP:Iteration 115Q (70.857121 sec): 3 clusters Score: Raw -1491573.953551 + Penalty 3067.852292 = -1488506.101258 nChanged 8 SP:Iteration 116Q (70.886362 sec): 3 clusters Score: Raw -1491574.642556 + Penalty 3067.852292 = -1488506.790264 nChanged 8 SP:Iteration 117Q (70.915620 sec): 3 clusters Score: Raw -1491575.342704 + Penalty 3067.852292 = -1488507.490412 nChanged 4 SP:Iteration 118Q (70.944830 sec): 3 clusters Score: Raw -1491575.718200 + Penalty 3067.852292 = -1488507.865908 nChanged 3 SP:Iteration 119Q (70.984792 sec): 3 clusters Score: Raw -1491575.927318 + Penalty 3067.852292 = -1488508.075026 nChanged 3 SP:Iteration 120F (71.015756 sec): 3 clusters Score: Raw -1491576.242104 + Penalty 3067.852292 = -1488508.389812 nChanged 4 SP:Iteration 121Q (71.044829 sec): 3 clusters Score: Raw -1491576.656083 + Penalty 3067.852292 = -1488508.803791 nChanged 3 SP:Iteration 122Q (71.094818 sec): 3 clusters Score: Raw -1491576.982083 + Penalty 3067.852292 = -1488509.129790 nChanged 2 SP:Iteration 123Q (71.124299 sec): 3 clusters Score: Raw -1491577.141776 + Penalty 3067.852292 = -1488509.289484 nChanged 4 SP:Iteration 124Q (71.153600 sec): 3 clusters Score: Raw -1491577.735475 + Penalty 3067.852292 = -1488509.883183 nChanged 7 SP:Iteration 125Q (71.182950 sec): 3 clusters Score: Raw -1491578.694871 + Penalty 3067.852292 = -1488510.842579 nChanged 4 SP:Iteration 126Q (71.212122 sec): 3 clusters Score: Raw -1491579.545841 + Penalty 3067.852292 = -1488511.693549 nChanged 7 SP:Iteration 127Q (71.268834 sec): 3 clusters Score: Raw -1491580.166432 + Penalty 3067.852292 = -1488512.314139 nChanged 4 SP:Iteration 128Q (71.307736 sec): 3 clusters Score: Raw -1491580.601039 + Penalty 3067.852292 = -1488512.748747 nChanged 2 SP:Iteration 129Q (71.336947 sec): 3 clusters Score: Raw -1491580.888688 + Penalty 3067.852292 = -1488513.036395 nChanged 5 SP:Iteration 130Q (71.374727 sec): 3 clusters Score: Raw -1491581.772114 + Penalty 3067.852292 = -1488513.919822 nChanged 6 SP:Iteration 131Q (71.403813 sec): 3 clusters Score: Raw -1491582.738833 + Penalty 3067.852292 = -1488514.886541 nChanged 9 SP:Iteration 132Q (71.441236 sec): 3 clusters Score: Raw -1491583.711933 + Penalty 3067.852292 = -1488515.859641 nChanged 5 SP:Iteration 133Q (71.470579 sec): 3 clusters Score: Raw -1491584.095293 + Penalty 3067.852292 = -1488516.243001 nChanged 3 SP:Iteration 134Q (71.499809 sec): 3 clusters Score: Raw -1491584.488320 + Penalty 3067.852292 = -1488516.636028 nChanged 6 SP:Iteration 135Q (71.533736 sec): 3 clusters Score: Raw -1491585.281622 + Penalty 3067.852292 = -1488517.429329 nChanged 4 SP:Iteration 136Q (71.563247 sec): 3 clusters Score: Raw -1491585.713869 + Penalty 3067.852292 = -1488517.861576 nChanged 3 SP:Iteration 137Q (71.592554 sec): 3 clusters Score: Raw -1491586.110617 + Penalty 3067.852292 = -1488518.258325 nChanged 4 SP:Iteration 138Q (71.639562 sec): 3 clusters Score: Raw -1491586.558641 + Penalty 3067.852292 = -1488518.706349 nChanged 5 SP:Iteration 139Q (71.669262 sec): 3 clusters Score: Raw -1491587.064659 + Penalty 3067.852292 = -1488519.212366 nChanged 5 SP:Iteration 140F (71.703092 sec): 3 clusters Score: Raw -1491587.619900 + Penalty 3067.852292 = -1488519.767608 nChanged 4 SP:Iteration 141Q (71.732308 sec): 3 clusters Score: Raw -1491587.877099 + Penalty 3067.852292 = -1488520.024807 nChanged 4 SP:Iteration 142Q (71.761694 sec): 3 clusters Score: Raw -1491588.346604 + Penalty 3067.852292 = -1488520.494312 nChanged 6 SP:Iteration 143Q (71.790888 sec): 3 clusters Score: Raw -1491589.206521 + Penalty 3067.852292 = -1488521.354229 nChanged 6 SP:Iteration 144Q (71.820934 sec): 3 clusters Score: Raw -1491590.143719 + Penalty 3067.852292 = -1488522.291427 nChanged 7 SP:Iteration 145Q (71.852297 sec): 3 clusters Score: Raw -1491590.874596 + Penalty 3067.852292 = -1488523.022304 nChanged 6 SP:Iteration 146Q (71.916660 sec): 3 clusters Score: Raw -1491591.732001 + Penalty 3067.852292 = -1488523.879709 nChanged 10 SP:Iteration 147Q (71.954657 sec): 3 clusters Score: Raw -1491592.616765 + Penalty 3067.852292 = -1488524.764473 nChanged 6 SP:Iteration 148Q (71.987486 sec): 3 clusters Score: Raw -1491593.019657 + Penalty 3067.852292 = -1488525.167364 nChanged 6 SP:Iteration 149Q (72.016551 sec): 3 clusters Score: Raw -1491593.682190 + Penalty 3067.852292 = -1488525.829898 nChanged 8 SP:Iteration 150Q (72.045586 sec): 3 clusters Score: Raw -1491594.529549 + Penalty 3067.852292 = -1488526.677257 nChanged 5 SP:Iteration 151Q (72.081921 sec): 3 clusters Score: Raw -1491595.253593 + Penalty 3067.852292 = -1488527.401301 nChanged 6 SP:Iteration 152Q (72.120883 sec): 3 clusters Score: Raw -1491596.440940 + Penalty 3067.852292 = -1488528.588648 nChanged 11 SP:Iteration 153Q (72.150072 sec): 3 clusters Score: Raw -1491598.322748 + Penalty 3067.852292 = -1488530.470456 nChanged 17 SP:Iteration 154Q (72.205479 sec): 3 clusters Score: Raw -1491600.999062 + Penalty 3067.852292 = -1488533.146770 nChanged 12 SP:Iteration 155Q (72.238686 sec): 3 clusters Score: Raw -1491603.030493 + Penalty 3067.852292 = -1488535.178201 nChanged 12 SP:Iteration 156Q (72.268617 sec): 3 clusters Score: Raw -1491604.661109 + Penalty 3067.852292 = -1488536.808816 nChanged 8 SP:Iteration 157Q (72.297695 sec): 3 clusters Score: Raw -1491605.620259 + Penalty 3067.852292 = -1488537.767967 nChanged 6 SP:Iteration 158Q (72.326689 sec): 3 clusters Score: Raw -1491606.116367 + Penalty 3067.852292 = -1488538.264075 nChanged 6 SP:Iteration 159Q (72.355552 sec): 3 clusters Score: Raw -1491606.759568 + Penalty 3067.852292 = -1488538.907276 nChanged 3 SP:Iteration 160F (72.386605 sec): 3 clusters Score: Raw -1491607.181175 + Penalty 3067.852292 = -1488539.328883 nChanged 3 SP:Iteration 161Q (72.415757 sec): 3 clusters Score: Raw -1491607.466144 + Penalty 3067.852292 = -1488539.613851 nChanged 0 SP:Iteration 162F (72.447411 sec): 3 clusters Score: Raw -1491607.466144 + Penalty 3067.852292 = -1488539.613851 nChanged 0 Trying to split cluster 8 (14001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.474223 sec): 2 clusters Score: Raw -1733159.583614 + Penalty 1551.368656 = -1731608.214958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.509028 sec): 3 clusters Score: Raw -1725036.253537 + Penalty 3102.737311 = -1721933.516226 nChanged 6137 SP:Iteration 1F (72.542451 sec): 3 clusters Score: Raw -1728504.609821 + Penalty 3102.737311 = -1725401.872510 nChanged 794 SP:Iteration 2F (72.576422 sec): 3 clusters Score: Raw -1728820.073721 + Penalty 3102.737311 = -1725717.336410 nChanged 702 SP:Iteration 3F (72.609810 sec): 3 clusters Score: Raw -1729120.118079 + Penalty 3102.737311 = -1726017.380768 nChanged 671 SP:Iteration 4Q (72.643472 sec): 3 clusters Score: Raw -1729432.574297 + Penalty 3102.737311 = -1726329.836986 nChanged 669 SP:Iteration 5Q (72.678322 sec): 3 clusters Score: Raw -1729770.953461 + Penalty 3102.737311 = -1726668.216149 nChanged 699 SP:Iteration 6Q (72.714143 sec): 3 clusters Score: Raw -1730144.797800 + Penalty 3102.737311 = -1727042.060489 nChanged 712 SP:Iteration 7F (72.748824 sec): 3 clusters Score: Raw -1730571.026136 + Penalty 3102.737311 = -1727468.288825 nChanged 685 SP:Iteration 8Q (72.786122 sec): 3 clusters Score: Raw -1731020.714625 + Penalty 3102.737311 = -1727917.977314 nChanged 641 SP:Iteration 9Q (72.856128 sec): 3 clusters Score: Raw -1731493.666143 + Penalty 3102.737311 = -1728390.928832 nChanged 548 SP:Iteration 10Q (72.889695 sec): 3 clusters Score: Raw -1731923.474058 + Penalty 3102.737311 = -1728820.736747 nChanged 463 SP:Iteration 11Q (72.922776 sec): 3 clusters Score: Raw -1732315.172401 + Penalty 3102.737311 = -1729212.435090 nChanged 363 SP:Iteration 12Q (72.955269 sec): 3 clusters Score: Raw -1732615.742496 + Penalty 3102.737311 = -1729513.005185 nChanged 266 SP:Iteration 13Q (72.994277 sec): 3 clusters Score: Raw -1732821.577957 + Penalty 3102.737311 = -1729718.840645 nChanged 191 SP:Iteration 14Q (73.025049 sec): 3 clusters Score: Raw -1732972.561475 + Penalty 3102.737311 = -1729869.824164 nChanged 132 SP:Iteration 15Q (73.069595 sec): 3 clusters Score: Raw -1733061.659863 + Penalty 3102.737311 = -1729958.922552 nChanged 97 SP:Iteration 16Q (73.110139 sec): 3 clusters Score: Raw -1733113.830366 + Penalty 3102.737311 = -1730011.093055 nChanged 72 SP:Iteration 17Q (73.156375 sec): 3 clusters Score: Raw -1733150.490987 + Penalty 3102.737311 = -1730047.753676 nChanged 64 SP:Iteration 18Q (73.219252 sec): 3 clusters Score: Raw -1733179.333674 + Penalty 3102.737311 = -1730076.596362 nChanged 52 SP:Iteration 19Q (73.267194 sec): 3 clusters Score: Raw -1733201.531319 + Penalty 3102.737311 = -1730098.794008 nChanged 37 SP:Iteration 20F (73.300403 sec): 3 clusters Score: Raw -1733218.027712 + Penalty 3102.737311 = -1730115.290400 nChanged 44 SP:Iteration 21Q (73.337536 sec): 3 clusters Score: Raw -1733239.314447 + Penalty 3102.737311 = -1730136.577136 nChanged 33 SP:Iteration 22Q (73.380495 sec): 3 clusters Score: Raw -1733258.608700 + Penalty 3102.737311 = -1730155.871389 nChanged 32 SP:Iteration 23Q (73.409965 sec): 3 clusters Score: Raw -1733277.968023 + Penalty 3102.737311 = -1730175.230712 nChanged 28 SP:Iteration 24Q (73.438972 sec): 3 clusters Score: Raw -1733293.890479 + Penalty 3102.737311 = -1730191.153167 nChanged 26 SP:Iteration 25Q (73.468201 sec): 3 clusters Score: Raw -1733305.000413 + Penalty 3102.737311 = -1730202.263102 nChanged 21 SP:Iteration 26Q (73.497869 sec): 3 clusters Score: Raw -1733313.583554 + Penalty 3102.737311 = -1730210.846243 nChanged 16 SP:Iteration 27Q (73.535627 sec): 3 clusters Score: Raw -1733319.481228 + Penalty 3102.737311 = -1730216.743916 nChanged 14 SP:Iteration 28Q (73.564778 sec): 3 clusters Score: Raw -1733324.652016 + Penalty 3102.737311 = -1730221.914704 nChanged 14 SP:Iteration 29Q (73.603888 sec): 3 clusters Score: Raw -1733330.720113 + Penalty 3102.737311 = -1730227.982802 nChanged 8 SP:Iteration 30Q (73.665747 sec): 3 clusters Score: Raw -1733334.244341 + Penalty 3102.737311 = -1730231.507030 nChanged 10 SP:Iteration 31Q (73.704198 sec): 3 clusters Score: Raw -1733340.433550 + Penalty 3102.737311 = -1730237.696238 nChanged 12 SP:Iteration 32Q (73.741600 sec): 3 clusters Score: Raw -1733344.807299 + Penalty 3102.737311 = -1730242.069988 nChanged 8 SP:Iteration 33Q (73.770786 sec): 3 clusters Score: Raw -1733347.186444 + Penalty 3102.737311 = -1730244.449133 nChanged 7 SP:Iteration 34Q (73.800517 sec): 3 clusters Score: Raw -1733349.651294 + Penalty 3102.737311 = -1730246.913983 nChanged 3 SP:Iteration 35Q (73.839461 sec): 3 clusters Score: Raw -1733350.759130 + Penalty 3102.737311 = -1730248.021818 nChanged 2 SP:Iteration 36Q (73.876333 sec): 3 clusters Score: Raw -1733351.374292 + Penalty 3102.737311 = -1730248.636981 nChanged 3 SP:Iteration 37Q (73.930352 sec): 3 clusters Score: Raw -1733352.904410 + Penalty 3102.737311 = -1730250.167099 nChanged 6 SP:Iteration 38Q (73.959331 sec): 3 clusters Score: Raw -1733355.097203 + Penalty 3102.737311 = -1730252.359892 nChanged 7 SP:Iteration 39Q (73.988284 sec): 3 clusters Score: Raw -1733357.154441 + Penalty 3102.737311 = -1730254.417129 nChanged 7 SP:Iteration 40F (74.038226 sec): 3 clusters Score: Raw -1733359.805542 + Penalty 3102.737311 = -1730257.068231 nChanged 4 SP:Iteration 41Q (74.067268 sec): 3 clusters Score: Raw -1733361.145538 + Penalty 3102.737311 = -1730258.408227 nChanged 4 SP:Iteration 42Q (74.106433 sec): 3 clusters Score: Raw -1733362.775818 + Penalty 3102.737311 = -1730260.038507 nChanged 1 SP:Iteration 43Q (74.155961 sec): 3 clusters Score: Raw -1733363.021833 + Penalty 3102.737311 = -1730260.284522 nChanged 0 SP:Iteration 44F (74.197526 sec): 3 clusters Score: Raw -1733363.021833 + Penalty 3102.737311 = -1730260.284522 nChanged 0 Trying to split cluster 9 (4492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.225175 sec): 2 clusters Score: Raw -508722.942840 + Penalty 1366.633664 = -507356.309176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.275153 sec): 3 clusters Score: Raw -506459.518882 + Penalty 2733.267328 = -503726.251555 nChanged 1774 SP:Iteration 1F (74.296070 sec): 3 clusters Score: Raw -507423.623525 + Penalty 2733.267328 = -504690.356198 nChanged 332 SP:Iteration 2F (74.336434 sec): 3 clusters Score: Raw -507593.944559 + Penalty 2733.267328 = -504860.677231 nChanged 219 SP:Iteration 3Q (74.355414 sec): 3 clusters Score: Raw -507703.091593 + Penalty 2733.267328 = -504969.824265 nChanged 193 SP:Iteration 4Q (74.374501 sec): 3 clusters Score: Raw -507822.409242 + Penalty 2733.267328 = -505089.141914 nChanged 189 SP:Iteration 5Q (74.393434 sec): 3 clusters Score: Raw -507982.667921 + Penalty 2733.267328 = -505249.400593 nChanged 208 SP:Iteration 6Q (74.412307 sec): 3 clusters Score: Raw -508293.277045 + Penalty 2733.267328 = -505560.009718 nChanged 231 SP:Iteration 7F (74.443679 sec): 3 clusters Score: Raw -508640.444440 + Penalty 2733.267328 = -505907.177112 nChanged 254 SP:Iteration 8F (74.472260 sec): 3 clusters Score: Raw -508831.133351 + Penalty 2733.267328 = -506097.866024 nChanged 248 SP:Iteration 9F (74.491363 sec): 3 clusters Score: Raw -509003.812072 + Penalty 2733.267328 = -506270.544744 nChanged 232 SP:Iteration 10F (74.510434 sec): 3 clusters Score: Raw -509165.377187 + Penalty 2733.267328 = -506432.109859 nChanged 197 SP:Iteration 11Q (74.529150 sec): 3 clusters Score: Raw -509316.592891 + Penalty 2733.267328 = -506583.325564 nChanged 162 SP:Iteration 12Q (74.547959 sec): 3 clusters Score: Raw -509446.936551 + Penalty 2733.267328 = -506713.669223 nChanged 149 SP:Iteration 13Q (74.566703 sec): 3 clusters Score: Raw -509566.605107 + Penalty 2733.267328 = -506833.337779 nChanged 125 SP:Iteration 14Q (74.585453 sec): 3 clusters Score: Raw -509679.189005 + Penalty 2733.267328 = -506945.921677 nChanged 111 SP:Iteration 15Q (74.604244 sec): 3 clusters Score: Raw -509789.823368 + Penalty 2733.267328 = -507056.556040 nChanged 81 SP:Iteration 16Q (74.647118 sec): 3 clusters Score: Raw -509866.812261 + Penalty 2733.267328 = -507133.544934 nChanged 52 SP:Iteration 17Q (74.665241 sec): 3 clusters Score: Raw -509913.373767 + Penalty 2733.267328 = -507180.106439 nChanged 50 SP:Iteration 18Q (74.683613 sec): 3 clusters Score: Raw -509959.082270 + Penalty 2733.267328 = -507225.814943 nChanged 47 SP:Iteration 19Q (74.701760 sec): 3 clusters Score: Raw -510000.901356 + Penalty 2733.267328 = -507267.634029 nChanged 33 SP:Iteration 20F (74.720419 sec): 3 clusters Score: Raw -510056.840329 + Penalty 2733.267328 = -507323.573001 nChanged 27 SP:Iteration 21Q (74.772658 sec): 3 clusters Score: Raw -510115.051902 + Penalty 2733.267328 = -507381.784574 nChanged 37 SP:Iteration 22Q (74.826265 sec): 3 clusters Score: Raw -510144.503010 + Penalty 2733.267328 = -507411.235683 nChanged 20 SP:Iteration 23Q (74.873820 sec): 3 clusters Score: Raw -510155.005068 + Penalty 2733.267328 = -507421.737740 nChanged 12 SP:Iteration 24Q (74.908023 sec): 3 clusters Score: Raw -510164.735567 + Penalty 2733.267328 = -507431.468240 nChanged 24 SP:Iteration 25Q (74.925639 sec): 3 clusters Score: Raw -510185.422418 + Penalty 2733.267328 = -507452.155090 nChanged 25 SP:Iteration 26Q (74.951161 sec): 3 clusters Score: Raw -510209.433819 + Penalty 2733.267328 = -507476.166491 nChanged 21 SP:Iteration 27Q (74.970070 sec): 3 clusters Score: Raw -510226.549751 + Penalty 2733.267328 = -507493.282423 nChanged 22 SP:Iteration 28Q (74.988544 sec): 3 clusters Score: Raw -510243.814238 + Penalty 2733.267328 = -507510.546910 nChanged 30 SP:Iteration 29Q (75.007010 sec): 3 clusters Score: Raw -510273.829304 + Penalty 2733.267328 = -507540.561977 nChanged 32 SP:Iteration 30Q (75.025777 sec): 3 clusters Score: Raw -510312.304575 + Penalty 2733.267328 = -507579.037247 nChanged 33 SP:Iteration 31Q (75.043018 sec): 3 clusters Score: Raw -510344.865461 + Penalty 2733.267328 = -507611.598134 nChanged 20 SP:Iteration 32Q (75.070535 sec): 3 clusters Score: Raw -510365.494684 + Penalty 2733.267328 = -507632.227357 nChanged 14 SP:Iteration 33Q (75.093205 sec): 3 clusters Score: Raw -510381.487468 + Penalty 2733.267328 = -507648.220140 nChanged 13 SP:Iteration 34Q (75.111538 sec): 3 clusters Score: Raw -510396.130672 + Penalty 2733.267328 = -507662.863344 nChanged 13 SP:Iteration 35Q (75.129904 sec): 3 clusters Score: Raw -510408.178504 + Penalty 2733.267328 = -507674.911177 nChanged 12 SP:Iteration 36Q (75.148048 sec): 3 clusters Score: Raw -510423.699999 + Penalty 2733.267328 = -507690.432671 nChanged 6 SP:Iteration 37Q (75.178580 sec): 3 clusters Score: Raw -510430.572067 + Penalty 2733.267328 = -507697.304740 nChanged 6 SP:Iteration 38Q (75.223004 sec): 3 clusters Score: Raw -510436.360253 + Penalty 2733.267328 = -507703.092925 nChanged 4 SP:Iteration 39Q (75.262799 sec): 3 clusters Score: Raw -510439.714890 + Penalty 2733.267328 = -507706.447562 nChanged 4 SP:Iteration 40F (75.310068 sec): 3 clusters Score: Raw -510442.012591 + Penalty 2733.267328 = -507708.745263 nChanged 3 SP:Iteration 41Q (75.331279 sec): 3 clusters Score: Raw -510444.262519 + Penalty 2733.267328 = -507710.995192 nChanged 4 SP:Iteration 42Q (75.349449 sec): 3 clusters Score: Raw -510448.012867 + Penalty 2733.267328 = -507714.745539 nChanged 4 SP:Iteration 43Q (75.367773 sec): 3 clusters Score: Raw -510452.045859 + Penalty 2733.267328 = -507718.778532 nChanged 5 SP:Iteration 44Q (75.386127 sec): 3 clusters Score: Raw -510456.424486 + Penalty 2733.267328 = -507723.157158 nChanged 6 SP:Iteration 45Q (75.404587 sec): 3 clusters Score: Raw -510460.507018 + Penalty 2733.267328 = -507727.239690 nChanged 4 SP:Iteration 46Q (75.426689 sec): 3 clusters Score: Raw -510463.580565 + Penalty 2733.267328 = -507730.313238 nChanged 5 SP:Iteration 47Q (75.448021 sec): 3 clusters Score: Raw -510468.118589 + Penalty 2733.267328 = -507734.851261 nChanged 9 SP:Iteration 48Q (75.466087 sec): 3 clusters Score: Raw -510476.309405 + Penalty 2733.267328 = -507743.042078 nChanged 7 SP:Iteration 49Q (75.484313 sec): 3 clusters Score: Raw -510484.305685 + Penalty 2733.267328 = -507751.038357 nChanged 5 SP:Iteration 50Q (75.502493 sec): 3 clusters Score: Raw -510490.690118 + Penalty 2733.267328 = -507757.422790 nChanged 4 SP:Iteration 51Q (75.520743 sec): 3 clusters Score: Raw -510493.431705 + Penalty 2733.267328 = -507760.164377 nChanged 3 SP:Iteration 52Q (75.538654 sec): 3 clusters Score: Raw -510495.689328 + Penalty 2733.267328 = -507762.422000 nChanged 2 SP:Iteration 53Q (75.556869 sec): 3 clusters Score: Raw -510496.908649 + Penalty 2733.267328 = -507763.641322 nChanged 1 SP:Iteration 54Q (75.575109 sec): 3 clusters Score: Raw -510497.481942 + Penalty 2733.267328 = -507764.214615 nChanged 0 SP:Iteration 55F (75.595180 sec): 3 clusters Score: Raw -510497.481942 + Penalty 2733.267328 = -507764.214615 nChanged 0 Score: Raw -39001956.729825 + Penalty 35046.635335 = -38966910.094490 Splitting cluster 9 changes total score from -38849656.774122 to -38966910.094490 So it's getting split into cluster 14. Trying to split cluster 10 (5884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.969927 sec): 2 clusters Score: Raw -773687.460816 + Penalty 1410.498713 = -772276.962102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.027009 sec): 3 clusters Score: Raw -770531.676170 + Penalty 2820.997427 = -767710.678744 nChanged 2448 SP:Iteration 1F (79.052353 sec): 3 clusters Score: Raw -771953.753438 + Penalty 2820.997427 = -769132.756012 nChanged 465 SP:Iteration 2F (79.074360 sec): 3 clusters Score: Raw -772201.904909 + Penalty 2820.997427 = -769380.907483 nChanged 334 SP:Iteration 3F (79.096292 sec): 3 clusters Score: Raw -772375.298408 + Penalty 2820.997427 = -769554.300982 nChanged 272 SP:Iteration 4Q (79.118475 sec): 3 clusters Score: Raw -772498.868196 + Penalty 2820.997427 = -769677.870769 nChanged 223 SP:Iteration 5Q (79.144672 sec): 3 clusters Score: Raw -772639.091530 + Penalty 2820.997427 = -769818.094103 nChanged 243 SP:Iteration 6Q (79.166560 sec): 3 clusters Score: Raw -772793.994060 + Penalty 2820.997427 = -769972.996634 nChanged 239 SP:Iteration 7Q (79.188509 sec): 3 clusters Score: Raw -772943.655555 + Penalty 2820.997427 = -770122.658129 nChanged 205 SP:Iteration 8Q (79.210738 sec): 3 clusters Score: Raw -773058.920861 + Penalty 2820.997427 = -770237.923435 nChanged 191 SP:Iteration 9Q (79.232708 sec): 3 clusters Score: Raw -773186.032872 + Penalty 2820.997427 = -770365.035446 nChanged 193 SP:Iteration 10Q (79.254736 sec): 3 clusters Score: Raw -773315.088258 + Penalty 2820.997427 = -770494.090832 nChanged 168 SP:Iteration 11Q (79.276810 sec): 3 clusters Score: Raw -773431.268011 + Penalty 2820.997427 = -770610.270585 nChanged 163 SP:Iteration 12Q (79.299235 sec): 3 clusters Score: Raw -773545.486751 + Penalty 2820.997427 = -770724.489324 nChanged 122 SP:Iteration 13Q (79.349342 sec): 3 clusters Score: Raw -773614.460551 + Penalty 2820.997427 = -770793.463124 nChanged 102 SP:Iteration 14Q (79.406235 sec): 3 clusters Score: Raw -773668.185718 + Penalty 2820.997427 = -770847.188292 nChanged 100 SP:Iteration 15Q (79.462251 sec): 3 clusters Score: Raw -773726.424628 + Penalty 2820.997427 = -770905.427201 nChanged 81 SP:Iteration 16Q (79.492242 sec): 3 clusters Score: Raw -773778.088481 + Penalty 2820.997427 = -770957.091054 nChanged 86 SP:Iteration 17Q (79.513537 sec): 3 clusters Score: Raw -773836.653065 + Penalty 2820.997427 = -771015.655638 nChanged 74 SP:Iteration 18Q (79.534838 sec): 3 clusters Score: Raw -773883.020112 + Penalty 2820.997427 = -771062.022685 nChanged 80 SP:Iteration 19Q (79.556109 sec): 3 clusters Score: Raw -773927.660776 + Penalty 2820.997427 = -771106.663350 nChanged 70 SP:Iteration 20F (79.577952 sec): 3 clusters Score: Raw -773965.179074 + Penalty 2820.997427 = -771144.181647 nChanged 60 SP:Iteration 21Q (79.598811 sec): 3 clusters Score: Raw -773999.707681 + Penalty 2820.997427 = -771178.710254 nChanged 64 SP:Iteration 22Q (79.619748 sec): 3 clusters Score: Raw -774036.961856 + Penalty 2820.997427 = -771215.964429 nChanged 57 SP:Iteration 23Q (79.640630 sec): 3 clusters Score: Raw -774066.050779 + Penalty 2820.997427 = -771245.053352 nChanged 49 SP:Iteration 24Q (79.661358 sec): 3 clusters Score: Raw -774097.230390 + Penalty 2820.997427 = -771276.232964 nChanged 47 SP:Iteration 25Q (79.682025 sec): 3 clusters Score: Raw -774122.683677 + Penalty 2820.997427 = -771301.686251 nChanged 39 SP:Iteration 26Q (79.702780 sec): 3 clusters Score: Raw -774139.531016 + Penalty 2820.997427 = -771318.533589 nChanged 36 SP:Iteration 27Q (79.723459 sec): 3 clusters Score: Raw -774153.885664 + Penalty 2820.997427 = -771332.888238 nChanged 31 SP:Iteration 28Q (79.744119 sec): 3 clusters Score: Raw -774166.350119 + Penalty 2820.997427 = -771345.352693 nChanged 31 SP:Iteration 29Q (79.765021 sec): 3 clusters Score: Raw -774179.394764 + Penalty 2820.997427 = -771358.397337 nChanged 24 SP:Iteration 30Q (79.785844 sec): 3 clusters Score: Raw -774188.262307 + Penalty 2820.997427 = -771367.264880 nChanged 26 SP:Iteration 31Q (79.807166 sec): 3 clusters Score: Raw -774197.444394 + Penalty 2820.997427 = -771376.446967 nChanged 18 SP:Iteration 32Q (79.830262 sec): 3 clusters Score: Raw -774203.694286 + Penalty 2820.997427 = -771382.696860 nChanged 14 SP:Iteration 33Q (79.850847 sec): 3 clusters Score: Raw -774208.455084 + Penalty 2820.997427 = -771387.457658 nChanged 19 SP:Iteration 34Q (79.871575 sec): 3 clusters Score: Raw -774215.853448 + Penalty 2820.997427 = -771394.856021 nChanged 15 SP:Iteration 35Q (79.892320 sec): 3 clusters Score: Raw -774219.730015 + Penalty 2820.997427 = -771398.732588 nChanged 7 SP:Iteration 36Q (79.913031 sec): 3 clusters Score: Raw -774221.038634 + Penalty 2820.997427 = -771400.041207 nChanged 6 SP:Iteration 37Q (79.933775 sec): 3 clusters Score: Raw -774222.193043 + Penalty 2820.997427 = -771401.195617 nChanged 6 SP:Iteration 38Q (79.953918 sec): 3 clusters Score: Raw -774223.981216 + Penalty 2820.997427 = -771402.983790 nChanged 5 SP:Iteration 39Q (79.977513 sec): 3 clusters Score: Raw -774226.404274 + Penalty 2820.997427 = -771405.406847 nChanged 7 SP:Iteration 40F (79.999586 sec): 3 clusters Score: Raw -774228.021808 + Penalty 2820.997427 = -771407.024381 nChanged 4 SP:Iteration 41Q (80.020209 sec): 3 clusters Score: Raw -774229.438037 + Penalty 2820.997427 = -771408.440610 nChanged 6 SP:Iteration 42Q (80.040921 sec): 3 clusters Score: Raw -774233.710103 + Penalty 2820.997427 = -771412.712677 nChanged 7 SP:Iteration 43Q (80.061663 sec): 3 clusters Score: Raw -774237.912061 + Penalty 2820.997427 = -771416.914635 nChanged 15 SP:Iteration 44Q (80.082565 sec): 3 clusters Score: Raw -774243.297032 + Penalty 2820.997427 = -771422.299605 nChanged 7 SP:Iteration 45Q (80.103246 sec): 3 clusters Score: Raw -774246.155492 + Penalty 2820.997427 = -771425.158065 nChanged 11 SP:Iteration 46Q (80.123903 sec): 3 clusters Score: Raw -774250.251451 + Penalty 2820.997427 = -771429.254024 nChanged 12 SP:Iteration 47Q (80.144472 sec): 3 clusters Score: Raw -774256.209724 + Penalty 2820.997427 = -771435.212298 nChanged 11 SP:Iteration 48Q (80.165317 sec): 3 clusters Score: Raw -774261.063625 + Penalty 2820.997427 = -771440.066198 nChanged 4 SP:Iteration 49Q (80.186001 sec): 3 clusters Score: Raw -774262.441169 + Penalty 2820.997427 = -771441.443743 nChanged 4 SP:Iteration 50Q (80.206833 sec): 3 clusters Score: Raw -774263.545954 + Penalty 2820.997427 = -771442.548527 nChanged 2 SP:Iteration 51Q (80.227568 sec): 3 clusters Score: Raw -774264.009965 + Penalty 2820.997427 = -771443.012539 nChanged 1 SP:Iteration 52Q (80.248357 sec): 3 clusters Score: Raw -774264.613977 + Penalty 2820.997427 = -771443.616550 nChanged 4 SP:Iteration 53Q (80.285553 sec): 3 clusters Score: Raw -774266.699252 + Penalty 2820.997427 = -771445.701826 nChanged 7 SP:Iteration 54Q (80.305984 sec): 3 clusters Score: Raw -774269.494338 + Penalty 2820.997427 = -771448.496911 nChanged 5 SP:Iteration 55Q (80.326569 sec): 3 clusters Score: Raw -774271.974096 + Penalty 2820.997427 = -771450.976669 nChanged 5 SP:Iteration 56Q (80.347351 sec): 3 clusters Score: Raw -774273.589068 + Penalty 2820.997427 = -771452.591641 nChanged 5 SP:Iteration 57Q (80.372697 sec): 3 clusters Score: Raw -774274.598461 + Penalty 2820.997427 = -771453.601035 nChanged 1 SP:Iteration 58Q (80.393194 sec): 3 clusters Score: Raw -774274.766234 + Penalty 2820.997427 = -771453.768807 nChanged 0 SP:Iteration 59F (80.418092 sec): 3 clusters Score: Raw -774274.766234 + Penalty 2820.997427 = -771453.768807 nChanged 0 Trying to split cluster 11 (25844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.468535 sec): 2 clusters Score: Raw -3245686.444029 + Penalty 1650.972984 = -3244035.471045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.522180 sec): 3 clusters Score: Raw -3229953.899046 + Penalty 3301.945967 = -3226651.953079 nChanged 11816 SP:Iteration 1F (80.578630 sec): 3 clusters Score: Raw -3237754.452149 + Penalty 3301.945967 = -3234452.506182 nChanged 2080 SP:Iteration 2F (80.629445 sec): 3 clusters Score: Raw -3239623.336709 + Penalty 3301.945967 = -3236321.390742 nChanged 2508 SP:Iteration 3F (80.691329 sec): 3 clusters Score: Raw -3241876.853970 + Penalty 3301.945967 = -3238574.908003 nChanged 2548 SP:Iteration 4F (80.741339 sec): 3 clusters Score: Raw -3244242.290857 + Penalty 3301.945967 = -3240940.344890 nChanged 2112 SP:Iteration 5F (80.792932 sec): 3 clusters Score: Raw -3246166.576731 + Penalty 3301.945967 = -3242864.630764 nChanged 1345 SP:Iteration 6F (80.843480 sec): 3 clusters Score: Raw -3247078.528468 + Penalty 3301.945967 = -3243776.582501 nChanged 729 SP:Iteration 7Q (80.893769 sec): 3 clusters Score: Raw -3247362.338398 + Penalty 3301.945967 = -3244060.392431 nChanged 418 SP:Iteration 8Q (80.943450 sec): 3 clusters Score: Raw -3247493.866877 + Penalty 3301.945967 = -3244191.920910 nChanged 310 SP:Iteration 9Q (80.992911 sec): 3 clusters Score: Raw -3247583.201123 + Penalty 3301.945967 = -3244281.255156 nChanged 248 SP:Iteration 10Q (81.043237 sec): 3 clusters Score: Raw -3247639.167083 + Penalty 3301.945967 = -3244337.221116 nChanged 204 SP:Iteration 11Q (81.092242 sec): 3 clusters Score: Raw -3247687.125855 + Penalty 3301.945967 = -3244385.179888 nChanged 185 SP:Iteration 12Q (81.141226 sec): 3 clusters Score: Raw -3247727.504325 + Penalty 3301.945967 = -3244425.558358 nChanged 174 SP:Iteration 13Q (81.210481 sec): 3 clusters Score: Raw -3247767.900527 + Penalty 3301.945967 = -3244465.954559 nChanged 166 SP:Iteration 14Q (81.259797 sec): 3 clusters Score: Raw -3247804.649826 + Penalty 3301.945967 = -3244502.703859 nChanged 153 SP:Iteration 15Q (81.308840 sec): 3 clusters Score: Raw -3247849.460578 + Penalty 3301.945967 = -3244547.514611 nChanged 155 SP:Iteration 16Q (81.358294 sec): 3 clusters Score: Raw -3247904.202868 + Penalty 3301.945967 = -3244602.256901 nChanged 172 SP:Iteration 17Q (81.442115 sec): 3 clusters Score: Raw -3247977.415224 + Penalty 3301.945967 = -3244675.469257 nChanged 166 SP:Iteration 18Q (81.532533 sec): 3 clusters Score: Raw -3248061.563443 + Penalty 3301.945967 = -3244759.617476 nChanged 182 SP:Iteration 19Q (81.639102 sec): 3 clusters Score: Raw -3248184.495850 + Penalty 3301.945967 = -3244882.549883 nChanged 186 SP:Iteration 20F (81.734757 sec): 3 clusters Score: Raw -3248303.742471 + Penalty 3301.945967 = -3245001.796504 nChanged 192 SP:Iteration 21Q (81.825988 sec): 3 clusters Score: Raw -3248412.137302 + Penalty 3301.945967 = -3245110.191335 nChanged 146 SP:Iteration 22Q (81.916623 sec): 3 clusters Score: Raw -3248471.665170 + Penalty 3301.945967 = -3245169.719203 nChanged 136 SP:Iteration 23Q (82.005346 sec): 3 clusters Score: Raw -3248514.556163 + Penalty 3301.945967 = -3245212.610195 nChanged 111 SP:Iteration 24Q (82.098466 sec): 3 clusters Score: Raw -3248543.348894 + Penalty 3301.945967 = -3245241.402927 nChanged 90 SP:Iteration 25Q (82.188886 sec): 3 clusters Score: Raw -3248563.701703 + Penalty 3301.945967 = -3245261.755736 nChanged 70 SP:Iteration 26Q (82.276088 sec): 3 clusters Score: Raw -3248577.608547 + Penalty 3301.945967 = -3245275.662580 nChanged 59 SP:Iteration 27Q (82.358910 sec): 3 clusters Score: Raw -3248589.511608 + Penalty 3301.945967 = -3245287.565641 nChanged 58 SP:Iteration 28Q (82.452279 sec): 3 clusters Score: Raw -3248599.055643 + Penalty 3301.945967 = -3245297.109676 nChanged 44 SP:Iteration 29Q (82.539410 sec): 3 clusters Score: Raw -3248605.604091 + Penalty 3301.945967 = -3245303.658124 nChanged 33 SP:Iteration 30Q (82.633521 sec): 3 clusters Score: Raw -3248610.188699 + Penalty 3301.945967 = -3245308.242732 nChanged 27 SP:Iteration 31Q (82.710933 sec): 3 clusters Score: Raw -3248613.167929 + Penalty 3301.945967 = -3245311.221962 nChanged 20 SP:Iteration 32Q (82.814408 sec): 3 clusters Score: Raw -3248615.446323 + Penalty 3301.945967 = -3245313.500356 nChanged 16 SP:Iteration 33Q (82.904676 sec): 3 clusters Score: Raw -3248617.756571 + Penalty 3301.945967 = -3245315.810604 nChanged 21 SP:Iteration 34Q (82.988626 sec): 3 clusters Score: Raw -3248620.963435 + Penalty 3301.945967 = -3245319.017468 nChanged 20 SP:Iteration 35Q (83.073679 sec): 3 clusters Score: Raw -3248623.683148 + Penalty 3301.945967 = -3245321.737181 nChanged 25 SP:Iteration 36Q (83.138470 sec): 3 clusters Score: Raw -3248626.368199 + Penalty 3301.945967 = -3245324.422232 nChanged 19 SP:Iteration 37Q (83.187004 sec): 3 clusters Score: Raw -3248628.342997 + Penalty 3301.945967 = -3245326.397030 nChanged 10 SP:Iteration 38Q (83.231438 sec): 3 clusters Score: Raw -3248629.215933 + Penalty 3301.945967 = -3245327.269966 nChanged 10 SP:Iteration 39Q (83.316997 sec): 3 clusters Score: Raw -3248629.971626 + Penalty 3301.945967 = -3245328.025659 nChanged 15 SP:Iteration 40F (83.378549 sec): 3 clusters Score: Raw -3248631.797966 + Penalty 3301.945967 = -3245329.851999 nChanged 12 SP:Iteration 41Q (83.432043 sec): 3 clusters Score: Raw -3248633.329179 + Penalty 3301.945967 = -3245331.383212 nChanged 14 SP:Iteration 42Q (83.476702 sec): 3 clusters Score: Raw -3248635.453495 + Penalty 3301.945967 = -3245333.507528 nChanged 13 SP:Iteration 43Q (83.521994 sec): 3 clusters Score: Raw -3248637.053590 + Penalty 3301.945967 = -3245335.107623 nChanged 10 SP:Iteration 44Q (83.578280 sec): 3 clusters Score: Raw -3248638.208584 + Penalty 3301.945967 = -3245336.262617 nChanged 5 SP:Iteration 45Q (83.645769 sec): 3 clusters Score: Raw -3248638.825354 + Penalty 3301.945967 = -3245336.879387 nChanged 3 SP:Iteration 46Q (83.703600 sec): 3 clusters Score: Raw -3248639.114324 + Penalty 3301.945967 = -3245337.168357 nChanged 3 SP:Iteration 47Q (83.751362 sec): 3 clusters Score: Raw -3248639.424404 + Penalty 3301.945967 = -3245337.478437 nChanged 2 SP:Iteration 48Q (83.795691 sec): 3 clusters Score: Raw -3248639.601743 + Penalty 3301.945967 = -3245337.655776 nChanged 1 SP:Iteration 49Q (83.864206 sec): 3 clusters Score: Raw -3248639.637783 + Penalty 3301.945967 = -3245337.691816 nChanged 0 SP:Iteration 50F (83.939940 sec): 3 clusters Score: Raw -3248639.637783 + Penalty 3301.945967 = -3245337.691816 nChanged 0 Score: Raw -39004909.923580 + Penalty 37108.202119 = -38967801.721460 Splitting cluster 11 changes total score from -38849656.774122 to -38967801.721460 So it's getting split into cluster 15. Trying to split cluster 16 (5965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.483172 sec): 2 clusters Score: Raw -734959.217653 + Penalty 1412.720454 = -733546.497199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.540937 sec): 3 clusters Score: Raw -731822.916479 + Penalty 2825.440909 = -728997.475570 nChanged 2433 SP:Iteration 1F (87.595597 sec): 3 clusters Score: Raw -733206.770059 + Penalty 2825.440909 = -730381.329150 nChanged 422 SP:Iteration 2F (87.653191 sec): 3 clusters Score: Raw -733486.033561 + Penalty 2825.440909 = -730660.592653 nChanged 362 SP:Iteration 3F (87.707812 sec): 3 clusters Score: Raw -733711.640761 + Penalty 2825.440909 = -730886.199853 nChanged 304 SP:Iteration 4F (87.739028 sec): 3 clusters Score: Raw -733933.795862 + Penalty 2825.440909 = -731108.354953 nChanged 314 SP:Iteration 5F (87.800872 sec): 3 clusters Score: Raw -734176.238559 + Penalty 2825.440909 = -731350.797651 nChanged 286 SP:Iteration 6Q (87.840896 sec): 3 clusters Score: Raw -734405.233186 + Penalty 2825.440909 = -731579.792277 nChanged 279 SP:Iteration 7Q (87.885331 sec): 3 clusters Score: Raw -734618.907326 + Penalty 2825.440909 = -731793.466417 nChanged 235 SP:Iteration 8Q (87.949068 sec): 3 clusters Score: Raw -734774.493839 + Penalty 2825.440909 = -731949.052930 nChanged 174 SP:Iteration 9Q (87.997462 sec): 3 clusters Score: Raw -734880.678773 + Penalty 2825.440909 = -732055.237865 nChanged 141 SP:Iteration 10Q (88.043635 sec): 3 clusters Score: Raw -734966.212256 + Penalty 2825.440909 = -732140.771347 nChanged 119 SP:Iteration 11Q (88.087686 sec): 3 clusters Score: Raw -735046.232611 + Penalty 2825.440909 = -732220.791702 nChanged 117 SP:Iteration 12Q (88.132046 sec): 3 clusters Score: Raw -735111.508592 + Penalty 2825.440909 = -732286.067684 nChanged 96 SP:Iteration 13Q (88.182220 sec): 3 clusters Score: Raw -735162.795657 + Penalty 2825.440909 = -732337.354748 nChanged 83 SP:Iteration 14Q (88.222089 sec): 3 clusters Score: Raw -735206.246599 + Penalty 2825.440909 = -732380.805690 nChanged 78 SP:Iteration 15Q (88.270349 sec): 3 clusters Score: Raw -735247.381424 + Penalty 2825.440909 = -732421.940515 nChanged 73 SP:Iteration 16Q (88.317069 sec): 3 clusters Score: Raw -735280.425117 + Penalty 2825.440909 = -732454.984208 nChanged 65 SP:Iteration 17Q (88.370518 sec): 3 clusters Score: Raw -735308.803672 + Penalty 2825.440909 = -732483.362764 nChanged 46 SP:Iteration 18Q (88.414387 sec): 3 clusters Score: Raw -735333.323289 + Penalty 2825.440909 = -732507.882380 nChanged 56 SP:Iteration 19Q (88.463943 sec): 3 clusters Score: Raw -735363.655820 + Penalty 2825.440909 = -732538.214911 nChanged 66 SP:Iteration 20F (88.522595 sec): 3 clusters Score: Raw -735401.322754 + Penalty 2825.440909 = -732575.881845 nChanged 79 SP:Iteration 21Q (88.569240 sec): 3 clusters Score: Raw -735437.904827 + Penalty 2825.440909 = -732612.463918 nChanged 60 SP:Iteration 22Q (88.625855 sec): 3 clusters Score: Raw -735469.287276 + Penalty 2825.440909 = -732643.846367 nChanged 62 SP:Iteration 23Q (88.675006 sec): 3 clusters Score: Raw -735501.288231 + Penalty 2825.440909 = -732675.847323 nChanged 59 SP:Iteration 24Q (88.726104 sec): 3 clusters Score: Raw -735528.274448 + Penalty 2825.440909 = -732702.833539 nChanged 49 SP:Iteration 25Q (88.766874 sec): 3 clusters Score: Raw -735545.918638 + Penalty 2825.440909 = -732720.477729 nChanged 42 SP:Iteration 26Q (88.823985 sec): 3 clusters Score: Raw -735560.153711 + Penalty 2825.440909 = -732734.712803 nChanged 22 SP:Iteration 27Q (88.871258 sec): 3 clusters Score: Raw -735567.758733 + Penalty 2825.440909 = -732742.317824 nChanged 15 SP:Iteration 28Q (88.925767 sec): 3 clusters Score: Raw -735571.375736 + Penalty 2825.440909 = -732745.934827 nChanged 8 SP:Iteration 29Q (88.977582 sec): 3 clusters Score: Raw -735572.854905 + Penalty 2825.440909 = -732747.413996 nChanged 2 SP:Iteration 30Q (89.022688 sec): 3 clusters Score: Raw -735573.048982 + Penalty 2825.440909 = -732747.608074 nChanged 1 SP:Iteration 31Q (89.061391 sec): 3 clusters Score: Raw -735573.315778 + Penalty 2825.440909 = -732747.874869 nChanged 1 SP:Iteration 32Q (89.109950 sec): 3 clusters Score: Raw -735573.688499 + Penalty 2825.440909 = -732748.247590 nChanged 3 SP:Iteration 33Q (89.160402 sec): 3 clusters Score: Raw -735574.893758 + Penalty 2825.440909 = -732749.452849 nChanged 4 SP:Iteration 34Q (89.189836 sec): 3 clusters Score: Raw -735575.846703 + Penalty 2825.440909 = -732750.405794 nChanged 5 SP:Iteration 35Q (89.210832 sec): 3 clusters Score: Raw -735577.001566 + Penalty 2825.440909 = -732751.560657 nChanged 4 SP:Iteration 36Q (89.231609 sec): 3 clusters Score: Raw -735578.254610 + Penalty 2825.440909 = -732752.813701 nChanged 2 SP:Iteration 37Q (89.252389 sec): 3 clusters Score: Raw -735578.836445 + Penalty 2825.440909 = -732753.395536 nChanged 2 SP:Iteration 38Q (89.305271 sec): 3 clusters Score: Raw -735579.219036 + Penalty 2825.440909 = -732753.778127 nChanged 1 SP:Iteration 39Q (89.345346 sec): 3 clusters Score: Raw -735579.423467 + Penalty 2825.440909 = -732753.982558 nChanged 1 SP:Iteration 40F (89.367981 sec): 3 clusters Score: Raw -735579.834523 + Penalty 2825.440909 = -732754.393614 nChanged 0 Trying to split cluster 18 (1518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.382693 sec): 2 clusters Score: Raw -183664.624805 + Penalty 1190.336706 = -182474.288100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.391243 sec): 3 clusters Score: Raw -183063.871190 + Penalty 2380.673411 = -180683.197779 nChanged 500 SP:Iteration 1F (89.399061 sec): 3 clusters Score: Raw -183410.480545 + Penalty 2380.673411 = -181029.807134 nChanged 102 SP:Iteration 2F (89.407070 sec): 3 clusters Score: Raw -183509.603839 + Penalty 2380.673411 = -181128.930428 nChanged 63 SP:Iteration 3Q (89.419722 sec): 3 clusters Score: Raw -183557.639909 + Penalty 2380.673411 = -181176.966497 nChanged 40 SP:Iteration 4Q (89.427532 sec): 3 clusters Score: Raw -183585.495029 + Penalty 2380.673411 = -181204.821617 nChanged 29 SP:Iteration 5Q (89.445486 sec): 3 clusters Score: Raw -183603.095171 + Penalty 2380.673411 = -181222.421760 nChanged 19 SP:Iteration 6Q (89.453337 sec): 3 clusters Score: Raw -183614.603096 + Penalty 2380.673411 = -181233.929684 nChanged 21 SP:Iteration 7Q (89.461225 sec): 3 clusters Score: Raw -183627.984250 + Penalty 2380.673411 = -181247.310839 nChanged 12 SP:Iteration 8Q (89.469006 sec): 3 clusters Score: Raw -183634.616894 + Penalty 2380.673411 = -181253.943482 nChanged 10 SP:Iteration 9Q (89.484320 sec): 3 clusters Score: Raw -183639.306109 + Penalty 2380.673411 = -181258.632697 nChanged 5 SP:Iteration 10Q (89.492371 sec): 3 clusters Score: Raw -183641.127596 + Penalty 2380.673411 = -181260.454184 nChanged 1 SP:Iteration 11Q (89.500227 sec): 3 clusters Score: Raw -183641.907841 + Penalty 2380.673411 = -181261.234430 nChanged 4 SP:Iteration 12Q (89.507997 sec): 3 clusters Score: Raw -183643.819547 + Penalty 2380.673411 = -181263.146135 nChanged 1 SP:Iteration 13Q (89.515765 sec): 3 clusters Score: Raw -183645.079507 + Penalty 2380.673411 = -181264.406096 nChanged 0 SP:Iteration 14F (89.529574 sec): 3 clusters Score: Raw -183645.079507 + Penalty 2380.673411 = -181264.406096 nChanged 0 Trying to split cluster 19 (1405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.542444 sec): 2 clusters Score: Raw -165217.823121 + Penalty 1177.766295 = -164040.056827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.550242 sec): 3 clusters Score: Raw -164649.446977 + Penalty 2355.532589 = -162293.914388 nChanged 475 SP:Iteration 1F (89.558131 sec): 3 clusters Score: Raw -165029.485064 + Penalty 2355.532589 = -162673.952475 nChanged 132 SP:Iteration 2F (89.565412 sec): 3 clusters Score: Raw -165161.338873 + Penalty 2355.532589 = -162805.806284 nChanged 95 SP:Iteration 3F (89.572676 sec): 3 clusters Score: Raw -165249.903533 + Penalty 2355.532589 = -162894.370944 nChanged 55 SP:Iteration 4Q (89.579923 sec): 3 clusters Score: Raw -165317.555326 + Penalty 2355.532589 = -162962.022737 nChanged 54 SP:Iteration 5Q (89.587254 sec): 3 clusters Score: Raw -165395.745726 + Penalty 2355.532589 = -163040.213137 nChanged 51 SP:Iteration 6Q (89.600914 sec): 3 clusters Score: Raw -165461.450716 + Penalty 2355.532589 = -163105.918127 nChanged 43 SP:Iteration 7Q (89.608277 sec): 3 clusters Score: Raw -165521.285838 + Penalty 2355.532589 = -163165.753248 nChanged 44 SP:Iteration 8Q (89.615427 sec): 3 clusters Score: Raw -165578.075000 + Penalty 2355.532589 = -163222.542411 nChanged 39 SP:Iteration 9Q (89.622630 sec): 3 clusters Score: Raw -165623.843212 + Penalty 2355.532589 = -163268.310623 nChanged 36 SP:Iteration 10Q (89.629722 sec): 3 clusters Score: Raw -165673.551857 + Penalty 2355.532589 = -163318.019268 nChanged 30 SP:Iteration 11Q (89.636859 sec): 3 clusters Score: Raw -165713.753323 + Penalty 2355.532589 = -163358.220734 nChanged 30 SP:Iteration 12Q (89.643928 sec): 3 clusters Score: Raw -165742.215939 + Penalty 2355.532589 = -163386.683350 nChanged 20 SP:Iteration 13Q (89.651117 sec): 3 clusters Score: Raw -165765.409248 + Penalty 2355.532589 = -163409.876659 nChanged 15 SP:Iteration 14Q (89.658117 sec): 3 clusters Score: Raw -165784.630992 + Penalty 2355.532589 = -163429.098403 nChanged 10 SP:Iteration 15Q (89.665181 sec): 3 clusters Score: Raw -165796.756720 + Penalty 2355.532589 = -163441.224131 nChanged 14 SP:Iteration 16Q (89.672238 sec): 3 clusters Score: Raw -165805.551922 + Penalty 2355.532589 = -163450.019333 nChanged 9 SP:Iteration 17Q (89.679347 sec): 3 clusters Score: Raw -165812.643610 + Penalty 2355.532589 = -163457.111021 nChanged 7 SP:Iteration 18Q (89.686329 sec): 3 clusters Score: Raw -165819.576730 + Penalty 2355.532589 = -163464.044141 nChanged 4 SP:Iteration 19Q (89.693310 sec): 3 clusters Score: Raw -165823.893070 + Penalty 2355.532589 = -163468.360481 nChanged 3 SP:Iteration 20F (89.700511 sec): 3 clusters Score: Raw -165825.592139 + Penalty 2355.532589 = -163470.059549 nChanged 2 SP:Iteration 21Q (89.707590 sec): 3 clusters Score: Raw -165827.461612 + Penalty 2355.532589 = -163471.929023 nChanged 2 SP:Iteration 22Q (89.714564 sec): 3 clusters Score: Raw -165829.003388 + Penalty 2355.532589 = -163473.470799 nChanged 1 SP:Iteration 23Q (89.721538 sec): 3 clusters Score: Raw -165829.492809 + Penalty 2355.532589 = -163473.960220 nChanged 0 SP:Iteration 24F (89.728719 sec): 3 clusters Score: Raw -165829.492809 + Penalty 2355.532589 = -163473.960220 nChanged 0 Iteration 20F (93.258847 sec): 19 clusters Score: Raw -39026571.172777 + Penalty 37108.202119 = -38989462.970658 nChanged 17446 Iteration 21F (96.905790 sec): 19 clusters Score: Raw -39045758.858119 + Penalty 37108.202119 = -39008650.656000 nChanged 12060 Iteration 22Q (98.721950 sec): 19 clusters Score: Raw -39055416.835567 + Penalty 37108.202119 = -39018308.633448 nChanged 9628 Iteration 23Q (100.643231 sec): 19 clusters Score: Raw -39061608.407076 + Penalty 37108.202119 = -39024500.204957 nChanged 7918 Iteration 24Q (102.424350 sec): 19 clusters Score: Raw -39065942.882325 + Penalty 37108.202119 = -39028834.680206 nChanged 6767 Iteration 25Q (104.276696 sec): 19 clusters Score: Raw -39069029.664135 + Penalty 37108.202119 = -39031921.462016 nChanged 5670 Iteration 26Q (106.037455 sec): 19 clusters Score: Raw -39071244.342456 + Penalty 37108.202119 = -39034136.140336 nChanged 4745 Iteration 27Q (107.771477 sec): 19 clusters Score: Raw -39072879.867420 + Penalty 37108.202119 = -39035771.665301 nChanged 4111 Iteration 28Q (109.890267 sec): 19 clusters Score: Raw -39074140.965936 + Penalty 37108.202119 = -39037032.763817 nChanged 3520 Iteration 29Q (111.639196 sec): 19 clusters Score: Raw -39075174.899362 + Penalty 37108.202119 = -39038066.697243 nChanged 3146 Iteration 30Q (113.365757 sec): 19 clusters Score: Raw -39076081.601117 + Penalty 37108.202119 = -39038973.398997 nChanged 2930 Iteration 31Q (115.171777 sec): 19 clusters Score: Raw -39076888.707615 + Penalty 37108.202119 = -39039780.505496 nChanged 2581 Iteration 32Q (116.961272 sec): 19 clusters Score: Raw -39077502.672723 + Penalty 37108.202119 = -39040394.470604 nChanged 2252 Iteration 33Q (118.720493 sec): 19 clusters Score: Raw -39078001.661103 + Penalty 37108.202119 = -39040893.458983 nChanged 1964 Iteration 34Q (120.475887 sec): 19 clusters Score: Raw -39078392.671382 + Penalty 37108.202119 = -39041284.469263 nChanged 1729 Iteration 35Q (122.323802 sec): 19 clusters Score: Raw -39078748.476256 + Penalty 37108.202119 = -39041640.274136 nChanged 1622 Iteration 36Q (124.034937 sec): 19 clusters Score: Raw -39079044.351271 + Penalty 37108.202119 = -39041936.149151 nChanged 1452 Iteration 37Q (125.736017 sec): 19 clusters Score: Raw -39079288.367897 + Penalty 37108.202119 = -39042180.165778 nChanged 1255 Iteration 38Q (127.468444 sec): 19 clusters Score: Raw -39079477.094473 + Penalty 37108.202119 = -39042368.892354 nChanged 1086 Iteration 39Q (129.158051 sec): 19 clusters Score: Raw -39079635.885326 + Penalty 37108.202119 = -39042527.683207 nChanged 999 Iteration 40F (132.643386 sec): 19 clusters Score: Raw -39080563.636384 + Penalty 37108.202119 = -39043455.434265 nChanged 1652 Iteration 41Q (134.394066 sec): 19 clusters Score: Raw -39081234.813944 + Penalty 37108.202119 = -39044126.611824 nChanged 1773 Iteration 42Q (136.140278 sec): 19 clusters Score: Raw -39081684.117078 + Penalty 37108.202119 = -39044575.914959 nChanged 1702 Iteration 43Q (137.889070 sec): 19 clusters Score: Raw -39082066.858267 + Penalty 37108.202119 = -39044958.656147 nChanged 1675 Iteration 44Q (139.661108 sec): 19 clusters Score: Raw -39082389.597870 + Penalty 37108.202119 = -39045281.395750 nChanged 1503 Iteration 45Q (141.415477 sec): 19 clusters Score: Raw -39082643.557270 + Penalty 37108.202119 = -39045535.355151 nChanged 1376 Iteration 46Q (143.181138 sec): 19 clusters Score: Raw -39082851.102809 + Penalty 37108.202119 = -39045742.900690 nChanged 1228 Iteration 47Q (144.946293 sec): 19 clusters Score: Raw -39083020.637693 + Penalty 37108.202119 = -39045912.435574 nChanged 1057 Iteration 48Q (146.696965 sec): 19 clusters Score: Raw -39083146.917733 + Penalty 37108.202119 = -39046038.715613 nChanged 933 Iteration 49Q (148.433776 sec): 19 clusters Score: Raw -39083249.750132 + Penalty 37108.202119 = -39046141.548013 nChanged 852 Iteration 50Q (150.174346 sec): 19 clusters Score: Raw -39083370.068447 + Penalty 37108.202119 = -39046261.866327 nChanged 817 Iteration 51Q (151.912324 sec): 19 clusters Score: Raw -39083492.358487 + Penalty 37108.202119 = -39046384.156367 nChanged 798 Iteration 52Q (153.720248 sec): 19 clusters Score: Raw -39083617.129792 + Penalty 37108.202119 = -39046508.927673 nChanged 802 Iteration 53Q (155.499838 sec): 19 clusters Score: Raw -39083736.756256 + Penalty 37108.202119 = -39046628.554136 nChanged 725 Iteration 54Q (157.239831 sec): 19 clusters Score: Raw -39083847.046630 + Penalty 37108.202119 = -39046738.844511 nChanged 676 Iteration 55Q (158.969848 sec): 19 clusters Score: Raw -39083942.249784 + Penalty 37108.202119 = -39046834.047665 nChanged 601 Iteration 56Q (160.768819 sec): 19 clusters Score: Raw -39084023.487564 + Penalty 37108.202119 = -39046915.285445 nChanged 592 Iteration 57Q (162.510101 sec): 19 clusters Score: Raw -39084121.317211 + Penalty 37108.202119 = -39047013.115092 nChanged 575 Iteration 58Q (164.267375 sec): 19 clusters Score: Raw -39084217.411240 + Penalty 37108.202119 = -39047109.209121 nChanged 547 Writing temp clu file Because OldScore, -39047013.115092, is greater than current (better) Score,-39047109.209121 Compute initial score before splitting: Score: Raw -39084217.411240 + Penalty 37108.202119 = -39047109.209121 Trying to split cluster 1 (5850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.339220 sec): 2 clusters Score: Raw -721265.016902 + Penalty 1409.557003 = -719855.459899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.361688 sec): 3 clusters Score: Raw -718202.689749 + Penalty 2819.114006 = -715383.575743 nChanged 2368 SP:Iteration 1F (164.383278 sec): 3 clusters Score: Raw -719600.901171 + Penalty 2819.114006 = -716781.787165 nChanged 433 SP:Iteration 2F (164.438616 sec): 3 clusters Score: Raw -719881.059814 + Penalty 2819.114006 = -717061.945808 nChanged 337 SP:Iteration 3F (164.459708 sec): 3 clusters Score: Raw -720102.814576 + Penalty 2819.114006 = -717283.700571 nChanged 323 SP:Iteration 4F (164.481123 sec): 3 clusters Score: Raw -720321.271886 + Penalty 2819.114006 = -717502.157880 nChanged 298 SP:Iteration 5F (164.502608 sec): 3 clusters Score: Raw -720530.283796 + Penalty 2819.114006 = -717711.169790 nChanged 297 SP:Iteration 6F (164.532999 sec): 3 clusters Score: Raw -720751.449912 + Penalty 2819.114006 = -717932.335907 nChanged 267 SP:Iteration 7Q (164.554445 sec): 3 clusters Score: Raw -720953.473733 + Penalty 2819.114006 = -718134.359728 nChanged 215 SP:Iteration 8Q (164.595176 sec): 3 clusters Score: Raw -721101.788707 + Penalty 2819.114006 = -718282.674701 nChanged 181 SP:Iteration 9Q (164.624034 sec): 3 clusters Score: Raw -721232.530116 + Penalty 2819.114006 = -718413.416110 nChanged 168 SP:Iteration 10Q (164.645300 sec): 3 clusters Score: Raw -721333.942594 + Penalty 2819.114006 = -718514.828588 nChanged 142 SP:Iteration 11Q (164.666623 sec): 3 clusters Score: Raw -721435.881451 + Penalty 2819.114006 = -718616.767445 nChanged 130 SP:Iteration 12Q (164.687791 sec): 3 clusters Score: Raw -721517.957022 + Penalty 2819.114006 = -718698.843016 nChanged 92 SP:Iteration 13Q (164.729049 sec): 3 clusters Score: Raw -721576.918153 + Penalty 2819.114006 = -718757.804148 nChanged 83 SP:Iteration 14Q (164.752861 sec): 3 clusters Score: Raw -721625.800561 + Penalty 2819.114006 = -718806.686555 nChanged 72 SP:Iteration 15Q (164.773686 sec): 3 clusters Score: Raw -721668.382328 + Penalty 2819.114006 = -718849.268323 nChanged 62 SP:Iteration 16Q (164.798523 sec): 3 clusters Score: Raw -721698.350407 + Penalty 2819.114006 = -718879.236402 nChanged 42 SP:Iteration 17Q (164.818891 sec): 3 clusters Score: Raw -721718.318881 + Penalty 2819.114006 = -718899.204875 nChanged 38 SP:Iteration 18Q (164.839550 sec): 3 clusters Score: Raw -721734.153383 + Penalty 2819.114006 = -718915.039377 nChanged 27 SP:Iteration 19Q (164.859940 sec): 3 clusters Score: Raw -721743.802944 + Penalty 2819.114006 = -718924.688938 nChanged 17 SP:Iteration 20F (164.881512 sec): 3 clusters Score: Raw -721750.017460 + Penalty 2819.114006 = -718930.903454 nChanged 18 SP:Iteration 21Q (164.912069 sec): 3 clusters Score: Raw -721753.780766 + Penalty 2819.114006 = -718934.666760 nChanged 13 SP:Iteration 22Q (164.943232 sec): 3 clusters Score: Raw -721758.606397 + Penalty 2819.114006 = -718939.492392 nChanged 12 SP:Iteration 23Q (164.963777 sec): 3 clusters Score: Raw -721764.205929 + Penalty 2819.114006 = -718945.091923 nChanged 20 SP:Iteration 24Q (164.984113 sec): 3 clusters Score: Raw -721771.742136 + Penalty 2819.114006 = -718952.628130 nChanged 16 SP:Iteration 25Q (165.004269 sec): 3 clusters Score: Raw -721776.196533 + Penalty 2819.114006 = -718957.082527 nChanged 10 SP:Iteration 26Q (165.036029 sec): 3 clusters Score: Raw -721779.236938 + Penalty 2819.114006 = -718960.122933 nChanged 9 SP:Iteration 27Q (165.062489 sec): 3 clusters Score: Raw -721781.341001 + Penalty 2819.114006 = -718962.226996 nChanged 11 SP:Iteration 28Q (165.088018 sec): 3 clusters Score: Raw -721784.642408 + Penalty 2819.114006 = -718965.528403 nChanged 9 SP:Iteration 29Q (165.108553 sec): 3 clusters Score: Raw -721787.748763 + Penalty 2819.114006 = -718968.634757 nChanged 8 SP:Iteration 30Q (165.128841 sec): 3 clusters Score: Raw -721789.861226 + Penalty 2819.114006 = -718970.747221 nChanged 6 SP:Iteration 31Q (165.157250 sec): 3 clusters Score: Raw -721791.406326 + Penalty 2819.114006 = -718972.292321 nChanged 4 SP:Iteration 32Q (165.180419 sec): 3 clusters Score: Raw -721792.464336 + Penalty 2819.114006 = -718973.350331 nChanged 4 SP:Iteration 33Q (165.201127 sec): 3 clusters Score: Raw -721793.417327 + Penalty 2819.114006 = -718974.303321 nChanged 4 SP:Iteration 34Q (165.221655 sec): 3 clusters Score: Raw -721794.067451 + Penalty 2819.114006 = -718974.953446 nChanged 1 SP:Iteration 35Q (165.246726 sec): 3 clusters Score: Raw -721794.250116 + Penalty 2819.114006 = -718975.136110 nChanged 1 SP:Iteration 36Q (165.266958 sec): 3 clusters Score: Raw -721794.335583 + Penalty 2819.114006 = -718975.221577 nChanged 0 SP:Iteration 37F (165.288621 sec): 3 clusters Score: Raw -721794.335583 + Penalty 2819.114006 = -718975.221577 nChanged 0 Trying to split cluster 2 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.301496 sec): 2 clusters Score: Raw -78965.295386 + Penalty 1065.476483 = -77899.818903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.305897 sec): 3 clusters Score: Raw -78860.184004 + Penalty 2130.952966 = -76729.231038 nChanged 189 SP:Iteration 1F (165.309914 sec): 3 clusters Score: Raw -79075.420168 + Penalty 2130.952966 = -76944.467202 nChanged 53 SP:Iteration 2F (165.321697 sec): 3 clusters Score: Raw -79161.055128 + Penalty 2130.952966 = -77030.102162 nChanged 32 SP:Iteration 3Q (165.325695 sec): 3 clusters Score: Raw -79195.087396 + Penalty 2130.952966 = -77064.134430 nChanged 18 SP:Iteration 4Q (165.329755 sec): 3 clusters Score: Raw -79223.302713 + Penalty 2130.952966 = -77092.349747 nChanged 10 SP:Iteration 5Q (165.333658 sec): 3 clusters Score: Raw -79258.012324 + Penalty 2130.952966 = -77127.059358 nChanged 17 SP:Iteration 6Q (165.337604 sec): 3 clusters Score: Raw -79299.207303 + Penalty 2130.952966 = -77168.254337 nChanged 22 SP:Iteration 7Q (165.341510 sec): 3 clusters Score: Raw -79326.847529 + Penalty 2130.952966 = -77195.894563 nChanged 15 SP:Iteration 8Q (165.345520 sec): 3 clusters Score: Raw -79352.915013 + Penalty 2130.952966 = -77221.962047 nChanged 10 SP:Iteration 9Q (165.349393 sec): 3 clusters Score: Raw -79366.342862 + Penalty 2130.952966 = -77235.389896 nChanged 6 SP:Iteration 10Q (165.353276 sec): 3 clusters Score: Raw -79371.116667 + Penalty 2130.952966 = -77240.163701 nChanged 4 SP:Iteration 11Q (165.357180 sec): 3 clusters Score: Raw -79374.931160 + Penalty 2130.952966 = -77243.978194 nChanged 6 SP:Iteration 12Q (165.361210 sec): 3 clusters Score: Raw -79384.319680 + Penalty 2130.952966 = -77253.366714 nChanged 4 SP:Iteration 13Q (165.367773 sec): 3 clusters Score: Raw -79390.596289 + Penalty 2130.952966 = -77259.643323 nChanged 9 SP:Iteration 14Q (165.371660 sec): 3 clusters Score: Raw -79402.440884 + Penalty 2130.952966 = -77271.487918 nChanged 5 SP:Iteration 15Q (165.375551 sec): 3 clusters Score: Raw -79406.694804 + Penalty 2130.952966 = -77275.741839 nChanged 6 SP:Iteration 16Q (165.387101 sec): 3 clusters Score: Raw -79417.604743 + Penalty 2130.952966 = -77286.651777 nChanged 4 SP:Iteration 17Q (165.390977 sec): 3 clusters Score: Raw -79423.436375 + Penalty 2130.952966 = -77292.483409 nChanged 2 SP:Iteration 18Q (165.394878 sec): 3 clusters Score: Raw -79424.988095 + Penalty 2130.952966 = -77294.035129 nChanged 1 SP:Iteration 19Q (165.398684 sec): 3 clusters Score: Raw -79425.394335 + Penalty 2130.952966 = -77294.441370 nChanged 0 SP:Iteration 20F (165.402684 sec): 3 clusters Score: Raw -79425.394335 + Penalty 2130.952966 = -77294.441370 nChanged 0 Trying to split cluster 3 (16716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.435323 sec): 2 clusters Score: Raw -2008520.269777 + Penalty 1580.169764 = -2006940.100014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.475723 sec): 3 clusters Score: Raw -1998642.059792 + Penalty 3160.339528 = -1995481.720265 nChanged 7397 SP:Iteration 1F (165.514892 sec): 3 clusters Score: Raw -2002711.815403 + Penalty 3160.339528 = -1999551.475875 nChanged 845 SP:Iteration 2F (165.553602 sec): 3 clusters Score: Raw -2003000.795761 + Penalty 3160.339528 = -1999840.456233 nChanged 762 SP:Iteration 3Q (165.593084 sec): 3 clusters Score: Raw -2003282.730095 + Penalty 3160.339528 = -2000122.390567 nChanged 736 SP:Iteration 4Q (165.633560 sec): 3 clusters Score: Raw -2003603.980612 + Penalty 3160.339528 = -2000443.641084 nChanged 814 SP:Iteration 5Q (165.681366 sec): 3 clusters Score: Raw -2004044.121852 + Penalty 3160.339528 = -2000883.782325 nChanged 957 SP:Iteration 6F (165.720836 sec): 3 clusters Score: Raw -2004685.169973 + Penalty 3160.339528 = -2001524.830446 nChanged 1087 SP:Iteration 7F (165.759623 sec): 3 clusters Score: Raw -2005520.258306 + Penalty 3160.339528 = -2002359.918778 nChanged 1053 SP:Iteration 8F (165.798406 sec): 3 clusters Score: Raw -2006411.976622 + Penalty 3160.339528 = -2003251.637095 nChanged 866 SP:Iteration 9F (165.837038 sec): 3 clusters Score: Raw -2007186.862112 + Penalty 3160.339528 = -2004026.522584 nChanged 681 SP:Iteration 10Q (165.883896 sec): 3 clusters Score: Raw -2007824.891667 + Penalty 3160.339528 = -2004664.552140 nChanged 426 SP:Iteration 11Q (165.919384 sec): 3 clusters Score: Raw -2008203.850646 + Penalty 3160.339528 = -2005043.511118 nChanged 262 SP:Iteration 12Q (165.954129 sec): 3 clusters Score: Raw -2008444.531351 + Penalty 3160.339528 = -2005284.191824 nChanged 156 SP:Iteration 13Q (165.990305 sec): 3 clusters Score: Raw -2008588.943521 + Penalty 3160.339528 = -2005428.603993 nChanged 90 SP:Iteration 14Q (166.030024 sec): 3 clusters Score: Raw -2008675.748756 + Penalty 3160.339528 = -2005515.409228 nChanged 47 SP:Iteration 15Q (166.063216 sec): 3 clusters Score: Raw -2008725.134228 + Penalty 3160.339528 = -2005564.794700 nChanged 35 SP:Iteration 16Q (166.096054 sec): 3 clusters Score: Raw -2008757.540325 + Penalty 3160.339528 = -2005597.200797 nChanged 14 SP:Iteration 17Q (166.128598 sec): 3 clusters Score: Raw -2008772.312021 + Penalty 3160.339528 = -2005611.972493 nChanged 11 SP:Iteration 18Q (166.161270 sec): 3 clusters Score: Raw -2008781.314375 + Penalty 3160.339528 = -2005620.974847 nChanged 8 SP:Iteration 19Q (166.193880 sec): 3 clusters Score: Raw -2008788.252530 + Penalty 3160.339528 = -2005627.913003 nChanged 6 SP:Iteration 20F (166.236569 sec): 3 clusters Score: Raw -2008796.055155 + Penalty 3160.339528 = -2005635.715627 nChanged 7 SP:Iteration 21Q (166.269054 sec): 3 clusters Score: Raw -2008803.882548 + Penalty 3160.339528 = -2005643.543021 nChanged 6 SP:Iteration 22Q (166.301659 sec): 3 clusters Score: Raw -2008807.893783 + Penalty 3160.339528 = -2005647.554255 nChanged 2 SP:Iteration 23Q (166.339642 sec): 3 clusters Score: Raw -2008810.488441 + Penalty 3160.339528 = -2005650.148913 nChanged 2 SP:Iteration 24Q (166.372022 sec): 3 clusters Score: Raw -2008812.134981 + Penalty 3160.339528 = -2005651.795453 nChanged 3 SP:Iteration 25Q (166.404773 sec): 3 clusters Score: Raw -2008813.719387 + Penalty 3160.339528 = -2005653.379860 nChanged 1 SP:Iteration 26Q (166.437133 sec): 3 clusters Score: Raw -2008814.147731 + Penalty 3160.339528 = -2005653.808203 nChanged 0 SP:Iteration 27F (166.475511 sec): 3 clusters Score: Raw -2008814.147731 + Penalty 3160.339528 = -2005653.808203 nChanged 0 Trying to split cluster 4 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.488893 sec): 2 clusters Score: Raw -91698.258293 + Penalty 1085.026062 = -90613.232231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.503178 sec): 3 clusters Score: Raw -91507.526277 + Penalty 2170.052125 = -89337.474152 nChanged 228 SP:Iteration 1F (166.507594 sec): 3 clusters Score: Raw -91758.732269 + Penalty 2170.052125 = -89588.680144 nChanged 51 SP:Iteration 2F (166.512020 sec): 3 clusters Score: Raw -91833.650213 + Penalty 2170.052125 = -89663.598088 nChanged 30 SP:Iteration 3Q (166.516469 sec): 3 clusters Score: Raw -91869.523138 + Penalty 2170.052125 = -89699.471013 nChanged 18 SP:Iteration 4Q (166.520751 sec): 3 clusters Score: Raw -91900.270917 + Penalty 2170.052125 = -89730.218792 nChanged 16 SP:Iteration 5Q (166.525069 sec): 3 clusters Score: Raw -91932.202240 + Penalty 2170.052125 = -89762.150115 nChanged 24 SP:Iteration 6Q (166.529375 sec): 3 clusters Score: Raw -91965.218063 + Penalty 2170.052125 = -89795.165938 nChanged 17 SP:Iteration 7Q (166.537675 sec): 3 clusters Score: Raw -91991.364265 + Penalty 2170.052125 = -89821.312141 nChanged 12 SP:Iteration 8Q (166.541973 sec): 3 clusters Score: Raw -92013.389627 + Penalty 2170.052125 = -89843.337502 nChanged 12 SP:Iteration 9Q (166.546253 sec): 3 clusters Score: Raw -92035.522513 + Penalty 2170.052125 = -89865.470389 nChanged 14 SP:Iteration 10Q (166.550488 sec): 3 clusters Score: Raw -92051.573937 + Penalty 2170.052125 = -89881.521812 nChanged 4 SP:Iteration 11Q (166.554806 sec): 3 clusters Score: Raw -92054.945547 + Penalty 2170.052125 = -89884.893422 nChanged 3 SP:Iteration 12Q (166.559046 sec): 3 clusters Score: Raw -92059.476125 + Penalty 2170.052125 = -89889.424000 nChanged 4 SP:Iteration 13Q (166.563267 sec): 3 clusters Score: Raw -92064.821375 + Penalty 2170.052125 = -89894.769250 nChanged 2 SP:Iteration 14Q (166.576330 sec): 3 clusters Score: Raw -92067.177321 + Penalty 2170.052125 = -89897.125196 nChanged 3 SP:Iteration 15Q (166.580678 sec): 3 clusters Score: Raw -92070.774470 + Penalty 2170.052125 = -89900.722345 nChanged 1 SP:Iteration 16Q (166.584879 sec): 3 clusters Score: Raw -92071.263513 + Penalty 2170.052125 = -89901.211388 nChanged 0 SP:Iteration 17F (166.589240 sec): 3 clusters Score: Raw -92071.263513 + Penalty 2170.052125 = -89901.211388 nChanged 0 Trying to split cluster 5 (1248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.602630 sec): 2 clusters Score: Raw -140565.801782 + Penalty 1158.510852 = -139407.290930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.609752 sec): 3 clusters Score: Raw -140139.177654 + Penalty 2317.021703 = -137822.155951 nChanged 381 SP:Iteration 1F (166.616359 sec): 3 clusters Score: Raw -140442.887546 + Penalty 2317.021703 = -138125.865842 nChanged 92 SP:Iteration 2F (166.622939 sec): 3 clusters Score: Raw -140527.299665 + Penalty 2317.021703 = -138210.277961 nChanged 54 SP:Iteration 3Q (166.629670 sec): 3 clusters Score: Raw -140597.208874 + Penalty 2317.021703 = -138280.187170 nChanged 61 SP:Iteration 4Q (166.636180 sec): 3 clusters Score: Raw -140666.900774 + Penalty 2317.021703 = -138349.879071 nChanged 38 SP:Iteration 5Q (166.642682 sec): 3 clusters Score: Raw -140725.370519 + Penalty 2317.021703 = -138408.348816 nChanged 43 SP:Iteration 6Q (166.649160 sec): 3 clusters Score: Raw -140793.246475 + Penalty 2317.021703 = -138476.224771 nChanged 44 SP:Iteration 7Q (166.655700 sec): 3 clusters Score: Raw -140865.705896 + Penalty 2317.021703 = -138548.684192 nChanged 55 SP:Iteration 8Q (166.662176 sec): 3 clusters Score: Raw -140956.113392 + Penalty 2317.021703 = -138639.091689 nChanged 58 SP:Iteration 9Q (166.668649 sec): 3 clusters Score: Raw -141047.443420 + Penalty 2317.021703 = -138730.421717 nChanged 50 SP:Iteration 10Q (166.675047 sec): 3 clusters Score: Raw -141122.442152 + Penalty 2317.021703 = -138805.420449 nChanged 52 SP:Iteration 11Q (166.681564 sec): 3 clusters Score: Raw -141207.386509 + Penalty 2317.021703 = -138890.364806 nChanged 39 SP:Iteration 12Q (166.687943 sec): 3 clusters Score: Raw -141280.246733 + Penalty 2317.021703 = -138963.225029 nChanged 25 SP:Iteration 13Q (166.694262 sec): 3 clusters Score: Raw -141328.856132 + Penalty 2317.021703 = -139011.834428 nChanged 24 SP:Iteration 14Q (166.700603 sec): 3 clusters Score: Raw -141374.067712 + Penalty 2317.021703 = -139057.046009 nChanged 20 SP:Iteration 15Q (166.706996 sec): 3 clusters Score: Raw -141417.214689 + Penalty 2317.021703 = -139100.192986 nChanged 21 SP:Iteration 16Q (166.713328 sec): 3 clusters Score: Raw -141479.930158 + Penalty 2317.021703 = -139162.908455 nChanged 22 SP:Iteration 17Q (166.727302 sec): 3 clusters Score: Raw -141529.142256 + Penalty 2317.021703 = -139212.120553 nChanged 20 SP:Iteration 18Q (166.733613 sec): 3 clusters Score: Raw -141556.316776 + Penalty 2317.021703 = -139239.295072 nChanged 17 SP:Iteration 19Q (166.739975 sec): 3 clusters Score: Raw -141579.499843 + Penalty 2317.021703 = -139262.478140 nChanged 15 SP:Iteration 20F (166.746554 sec): 3 clusters Score: Raw -141601.207510 + Penalty 2317.021703 = -139284.185806 nChanged 12 SP:Iteration 21Q (166.752819 sec): 3 clusters Score: Raw -141610.545879 + Penalty 2317.021703 = -139293.524176 nChanged 7 SP:Iteration 22Q (166.759069 sec): 3 clusters Score: Raw -141615.768554 + Penalty 2317.021703 = -139298.746851 nChanged 10 SP:Iteration 23Q (166.765446 sec): 3 clusters Score: Raw -141625.270441 + Penalty 2317.021703 = -139308.248738 nChanged 10 SP:Iteration 24Q (166.771699 sec): 3 clusters Score: Raw -141635.191758 + Penalty 2317.021703 = -139318.170055 nChanged 9 SP:Iteration 25Q (166.777916 sec): 3 clusters Score: Raw -141644.222716 + Penalty 2317.021703 = -139327.201013 nChanged 11 SP:Iteration 26Q (166.784173 sec): 3 clusters Score: Raw -141657.962765 + Penalty 2317.021703 = -139340.941062 nChanged 5 SP:Iteration 27Q (166.790531 sec): 3 clusters Score: Raw -141662.627797 + Penalty 2317.021703 = -139345.606093 nChanged 1 SP:Iteration 28Q (166.796802 sec): 3 clusters Score: Raw -141663.535117 + Penalty 2317.021703 = -139346.513414 nChanged 1 SP:Iteration 29Q (166.803090 sec): 3 clusters Score: Raw -141664.044518 + Penalty 2317.021703 = -139347.022815 nChanged 0 SP:Iteration 30F (166.809598 sec): 3 clusters Score: Raw -141664.044518 + Penalty 2317.021703 = -139347.022815 nChanged 0 Trying to split cluster 6 (63904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.901466 sec): 2 clusters Score: Raw -7868501.275726 + Penalty 1798.084801 = -7866703.190925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.012564 sec): 3 clusters Score: Raw -7827364.284744 + Penalty 3596.169602 = -7823768.115142 nChanged 30249 SP:Iteration 1F (167.119756 sec): 3 clusters Score: Raw -7846095.306682 + Penalty 3596.169602 = -7842499.137080 nChanged 3862 SP:Iteration 2F (167.226877 sec): 3 clusters Score: Raw -7848317.922613 + Penalty 3596.169602 = -7844721.753011 nChanged 4418 SP:Iteration 3F (167.332271 sec): 3 clusters Score: Raw -7851448.387764 + Penalty 3596.169602 = -7847852.218163 nChanged 4695 SP:Iteration 4F (167.439807 sec): 3 clusters Score: Raw -7855236.120471 + Penalty 3596.169602 = -7851639.950869 nChanged 4660 SP:Iteration 5F (167.547966 sec): 3 clusters Score: Raw -7859212.436121 + Penalty 3596.169602 = -7855616.266519 nChanged 4173 SP:Iteration 6F (167.676198 sec): 3 clusters Score: Raw -7862938.247143 + Penalty 3596.169602 = -7859342.077541 nChanged 3560 SP:Iteration 7F (167.784038 sec): 3 clusters Score: Raw -7865900.540866 + Penalty 3596.169602 = -7862304.371265 nChanged 2704 SP:Iteration 8Q (167.892283 sec): 3 clusters Score: Raw -7867930.097000 + Penalty 3596.169602 = -7864333.927398 nChanged 2111 SP:Iteration 9Q (167.998571 sec): 3 clusters Score: Raw -7869519.826348 + Penalty 3596.169602 = -7865923.656746 nChanged 1732 SP:Iteration 10Q (168.133634 sec): 3 clusters Score: Raw -7871067.964292 + Penalty 3596.169602 = -7867471.794690 nChanged 1573 SP:Iteration 11Q (168.238701 sec): 3 clusters Score: Raw -7872580.136063 + Penalty 3596.169602 = -7868983.966461 nChanged 1496 SP:Iteration 12Q (168.337944 sec): 3 clusters Score: Raw -7873962.198189 + Penalty 3596.169602 = -7870366.028587 nChanged 1295 SP:Iteration 13Q (168.437509 sec): 3 clusters Score: Raw -7874941.858124 + Penalty 3596.169602 = -7871345.688522 nChanged 986 SP:Iteration 14Q (168.536495 sec): 3 clusters Score: Raw -7875555.033712 + Penalty 3596.169602 = -7871958.864110 nChanged 751 SP:Iteration 15Q (168.638361 sec): 3 clusters Score: Raw -7875857.970195 + Penalty 3596.169602 = -7872261.800593 nChanged 559 SP:Iteration 16Q (168.736061 sec): 3 clusters Score: Raw -7876019.903347 + Penalty 3596.169602 = -7872423.733746 nChanged 384 SP:Iteration 17Q (168.839379 sec): 3 clusters Score: Raw -7876102.623740 + Penalty 3596.169602 = -7872506.454138 nChanged 280 SP:Iteration 18Q (168.936839 sec): 3 clusters Score: Raw -7876144.109811 + Penalty 3596.169602 = -7872547.940209 nChanged 182 SP:Iteration 19Q (169.039606 sec): 3 clusters Score: Raw -7876165.896627 + Penalty 3596.169602 = -7872569.727025 nChanged 130 SP:Iteration 20F (169.147765 sec): 3 clusters Score: Raw -7876179.435557 + Penalty 3596.169602 = -7872583.265956 nChanged 104 SP:Iteration 21Q (169.246694 sec): 3 clusters Score: Raw -7876188.696049 + Penalty 3596.169602 = -7872592.526447 nChanged 92 SP:Iteration 22Q (169.348847 sec): 3 clusters Score: Raw -7876196.271645 + Penalty 3596.169602 = -7872600.102044 nChanged 72 SP:Iteration 23Q (169.450577 sec): 3 clusters Score: Raw -7876202.091515 + Penalty 3596.169602 = -7872605.921914 nChanged 62 SP:Iteration 24Q (169.548323 sec): 3 clusters Score: Raw -7876205.816068 + Penalty 3596.169602 = -7872609.646467 nChanged 46 SP:Iteration 25Q (169.648468 sec): 3 clusters Score: Raw -7876208.295093 + Penalty 3596.169602 = -7872612.125491 nChanged 47 SP:Iteration 26Q (169.750533 sec): 3 clusters Score: Raw -7876210.260387 + Penalty 3596.169602 = -7872614.090786 nChanged 35 SP:Iteration 27Q (169.847932 sec): 3 clusters Score: Raw -7876212.110625 + Penalty 3596.169602 = -7872615.941023 nChanged 40 SP:Iteration 28Q (169.946602 sec): 3 clusters Score: Raw -7876214.238717 + Penalty 3596.169602 = -7872618.069115 nChanged 47 SP:Iteration 29Q (170.043296 sec): 3 clusters Score: Raw -7876216.762062 + Penalty 3596.169602 = -7872620.592460 nChanged 37 SP:Iteration 30Q (170.139713 sec): 3 clusters Score: Raw -7876218.352248 + Penalty 3596.169602 = -7872622.182646 nChanged 17 SP:Iteration 31Q (170.237789 sec): 3 clusters Score: Raw -7876218.784323 + Penalty 3596.169602 = -7872622.614721 nChanged 12 SP:Iteration 32Q (170.335016 sec): 3 clusters Score: Raw -7876219.125846 + Penalty 3596.169602 = -7872622.956244 nChanged 14 SP:Iteration 33Q (170.439203 sec): 3 clusters Score: Raw -7876219.442633 + Penalty 3596.169602 = -7872623.273032 nChanged 9 SP:Iteration 34Q (170.536089 sec): 3 clusters Score: Raw -7876219.614019 + Penalty 3596.169602 = -7872623.444417 nChanged 6 SP:Iteration 35Q (170.637177 sec): 3 clusters Score: Raw -7876219.739483 + Penalty 3596.169602 = -7872623.569882 nChanged 5 SP:Iteration 36Q (170.734530 sec): 3 clusters Score: Raw -7876219.871129 + Penalty 3596.169602 = -7872623.701527 nChanged 3 SP:Iteration 37Q (170.831715 sec): 3 clusters Score: Raw -7876219.993733 + Penalty 3596.169602 = -7872623.824132 nChanged 4 SP:Iteration 38Q (170.928576 sec): 3 clusters Score: Raw -7876220.101748 + Penalty 3596.169602 = -7872623.932146 nChanged 6 SP:Iteration 39Q (171.026102 sec): 3 clusters Score: Raw -7876220.252154 + Penalty 3596.169602 = -7872624.082552 nChanged 1 SP:Iteration 40F (171.132293 sec): 3 clusters Score: Raw -7876220.260571 + Penalty 3596.169602 = -7872624.090970 nChanged 1 SP:Iteration 41Q (171.230152 sec): 3 clusters Score: Raw -7876220.273600 + Penalty 3596.169602 = -7872624.103998 nChanged 1 SP:Iteration 42Q (171.327710 sec): 3 clusters Score: Raw -7876220.286601 + Penalty 3596.169602 = -7872624.116999 nChanged 0 SP:Iteration 43F (171.436704 sec): 3 clusters Score: Raw -7876220.286601 + Penalty 3596.169602 = -7872624.116999 nChanged 0 Score: Raw -39091992.091599 + Penalty 39169.768904 = -39052822.322696 Splitting cluster 6 changes total score from -39047109.209121 to -39052822.322696 So it's getting split into cluster 17. Trying to split cluster 7 (23008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.190017 sec): 2 clusters Score: Raw -2765400.607264 + Penalty 1632.084555 = -2763768.522709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.242667 sec): 3 clusters Score: Raw -2751322.964290 + Penalty 3264.169110 = -2748058.795180 nChanged 10525 SP:Iteration 1F (175.292330 sec): 3 clusters Score: Raw -2757064.187856 + Penalty 3264.169110 = -2753800.018746 nChanged 1245 SP:Iteration 2F (175.351839 sec): 3 clusters Score: Raw -2757599.304004 + Penalty 3264.169110 = -2754335.134894 nChanged 1322 SP:Iteration 3F (175.401328 sec): 3 clusters Score: Raw -2758199.659183 + Penalty 3264.169110 = -2754935.490073 nChanged 1290 SP:Iteration 4F (175.450868 sec): 3 clusters Score: Raw -2758864.518966 + Penalty 3264.169110 = -2755600.349856 nChanged 1385 SP:Iteration 5F (175.501186 sec): 3 clusters Score: Raw -2759755.773556 + Penalty 3264.169110 = -2756491.604447 nChanged 1512 SP:Iteration 6F (175.550536 sec): 3 clusters Score: Raw -2760852.281708 + Penalty 3264.169110 = -2757588.112598 nChanged 1525 SP:Iteration 7F (175.600394 sec): 3 clusters Score: Raw -2762139.637784 + Penalty 3264.169110 = -2758875.468674 nChanged 1338 SP:Iteration 8F (175.650026 sec): 3 clusters Score: Raw -2763331.582785 + Penalty 3264.169110 = -2760067.413676 nChanged 1091 SP:Iteration 9Q (175.700946 sec): 3 clusters Score: Raw -2764135.830086 + Penalty 3264.169110 = -2760871.660977 nChanged 807 SP:Iteration 10Q (175.749952 sec): 3 clusters Score: Raw -2764555.587524 + Penalty 3264.169110 = -2761291.418414 nChanged 527 SP:Iteration 11Q (175.798158 sec): 3 clusters Score: Raw -2764759.474983 + Penalty 3264.169110 = -2761495.305873 nChanged 337 SP:Iteration 12Q (175.845626 sec): 3 clusters Score: Raw -2764852.969921 + Penalty 3264.169110 = -2761588.800811 nChanged 200 SP:Iteration 13Q (175.893026 sec): 3 clusters Score: Raw -2764899.992181 + Penalty 3264.169110 = -2761635.823071 nChanged 139 SP:Iteration 14Q (175.940319 sec): 3 clusters Score: Raw -2764928.270021 + Penalty 3264.169110 = -2761664.100911 nChanged 122 SP:Iteration 15Q (175.987477 sec): 3 clusters Score: Raw -2764950.105053 + Penalty 3264.169110 = -2761685.935943 nChanged 97 SP:Iteration 16Q (176.061997 sec): 3 clusters Score: Raw -2764967.195199 + Penalty 3264.169110 = -2761703.026089 nChanged 79 SP:Iteration 17Q (176.108767 sec): 3 clusters Score: Raw -2764976.901890 + Penalty 3264.169110 = -2761712.732780 nChanged 64 SP:Iteration 18Q (176.155295 sec): 3 clusters Score: Raw -2764984.913508 + Penalty 3264.169110 = -2761720.744399 nChanged 65 SP:Iteration 19Q (176.201693 sec): 3 clusters Score: Raw -2764993.606744 + Penalty 3264.169110 = -2761729.437634 nChanged 66 SP:Iteration 20F (176.251336 sec): 3 clusters Score: Raw -2765001.539360 + Penalty 3264.169110 = -2761737.370251 nChanged 62 SP:Iteration 21Q (176.297928 sec): 3 clusters Score: Raw -2765009.390835 + Penalty 3264.169110 = -2761745.221725 nChanged 54 SP:Iteration 22Q (176.351947 sec): 3 clusters Score: Raw -2765016.345516 + Penalty 3264.169110 = -2761752.176407 nChanged 49 SP:Iteration 23Q (176.405572 sec): 3 clusters Score: Raw -2765022.538128 + Penalty 3264.169110 = -2761758.369018 nChanged 53 SP:Iteration 24Q (176.451937 sec): 3 clusters Score: Raw -2765029.360128 + Penalty 3264.169110 = -2761765.191018 nChanged 47 SP:Iteration 25Q (176.498796 sec): 3 clusters Score: Raw -2765034.546534 + Penalty 3264.169110 = -2761770.377425 nChanged 39 SP:Iteration 26Q (176.545255 sec): 3 clusters Score: Raw -2765038.579894 + Penalty 3264.169110 = -2761774.410784 nChanged 37 SP:Iteration 27Q (176.591076 sec): 3 clusters Score: Raw -2765042.487062 + Penalty 3264.169110 = -2761778.317953 nChanged 38 SP:Iteration 28Q (176.637457 sec): 3 clusters Score: Raw -2765046.600843 + Penalty 3264.169110 = -2761782.431733 nChanged 40 SP:Iteration 29Q (176.683770 sec): 3 clusters Score: Raw -2765051.591286 + Penalty 3264.169110 = -2761787.422176 nChanged 44 SP:Iteration 30Q (176.733873 sec): 3 clusters Score: Raw -2765057.166956 + Penalty 3264.169110 = -2761792.997846 nChanged 35 SP:Iteration 31Q (176.779478 sec): 3 clusters Score: Raw -2765062.161310 + Penalty 3264.169110 = -2761797.992201 nChanged 36 SP:Iteration 32Q (176.829034 sec): 3 clusters Score: Raw -2765067.216439 + Penalty 3264.169110 = -2761803.047330 nChanged 34 SP:Iteration 33Q (176.874783 sec): 3 clusters Score: Raw -2765070.814978 + Penalty 3264.169110 = -2761806.645869 nChanged 34 SP:Iteration 34Q (176.920201 sec): 3 clusters Score: Raw -2765074.019296 + Penalty 3264.169110 = -2761809.850186 nChanged 21 SP:Iteration 35Q (176.966189 sec): 3 clusters Score: Raw -2765075.558455 + Penalty 3264.169110 = -2761811.389345 nChanged 18 SP:Iteration 36Q (177.016038 sec): 3 clusters Score: Raw -2765077.041574 + Penalty 3264.169110 = -2761812.872464 nChanged 14 SP:Iteration 37Q (177.061958 sec): 3 clusters Score: Raw -2765078.066488 + Penalty 3264.169110 = -2761813.897379 nChanged 12 SP:Iteration 38Q (177.108065 sec): 3 clusters Score: Raw -2765079.305642 + Penalty 3264.169110 = -2761815.136533 nChanged 14 SP:Iteration 39Q (177.162904 sec): 3 clusters Score: Raw -2765080.466377 + Penalty 3264.169110 = -2761816.297268 nChanged 12 SP:Iteration 40F (177.238298 sec): 3 clusters Score: Raw -2765081.024024 + Penalty 3264.169110 = -2761816.854914 nChanged 11 SP:Iteration 41Q (177.284159 sec): 3 clusters Score: Raw -2765081.537290 + Penalty 3264.169110 = -2761817.368181 nChanged 11 SP:Iteration 42Q (177.329794 sec): 3 clusters Score: Raw -2765082.558621 + Penalty 3264.169110 = -2761818.389511 nChanged 13 SP:Iteration 43Q (177.375524 sec): 3 clusters Score: Raw -2765083.940460 + Penalty 3264.169110 = -2761819.771351 nChanged 13 SP:Iteration 44Q (177.421562 sec): 3 clusters Score: Raw -2765084.949658 + Penalty 3264.169110 = -2761820.780548 nChanged 11 SP:Iteration 45Q (177.469094 sec): 3 clusters Score: Raw -2765086.130105 + Penalty 3264.169110 = -2761821.960996 nChanged 17 SP:Iteration 46Q (177.513860 sec): 3 clusters Score: Raw -2765087.605614 + Penalty 3264.169110 = -2761823.436504 nChanged 14 SP:Iteration 47Q (177.565485 sec): 3 clusters Score: Raw -2765088.414787 + Penalty 3264.169110 = -2761824.245677 nChanged 11 SP:Iteration 48Q (177.639639 sec): 3 clusters Score: Raw -2765088.892233 + Penalty 3264.169110 = -2761824.723123 nChanged 5 SP:Iteration 49Q (177.686962 sec): 3 clusters Score: Raw -2765089.155958 + Penalty 3264.169110 = -2761824.986848 nChanged 3 SP:Iteration 50Q (177.732818 sec): 3 clusters Score: Raw -2765089.396360 + Penalty 3264.169110 = -2761825.227250 nChanged 4 SP:Iteration 51Q (177.778755 sec): 3 clusters Score: Raw -2765089.686250 + Penalty 3264.169110 = -2761825.517141 nChanged 6 SP:Iteration 52Q (177.858798 sec): 3 clusters Score: Raw -2765090.166394 + Penalty 3264.169110 = -2761825.997285 nChanged 9 SP:Iteration 53Q (177.906470 sec): 3 clusters Score: Raw -2765090.725335 + Penalty 3264.169110 = -2761826.556225 nChanged 6 SP:Iteration 54Q (177.954913 sec): 3 clusters Score: Raw -2765091.101307 + Penalty 3264.169110 = -2761826.932198 nChanged 7 SP:Iteration 55Q (178.001281 sec): 3 clusters Score: Raw -2765091.540113 + Penalty 3264.169110 = -2761827.371003 nChanged 4 SP:Iteration 56Q (178.047113 sec): 3 clusters Score: Raw -2765091.907841 + Penalty 3264.169110 = -2761827.738731 nChanged 3 SP:Iteration 57Q (178.092578 sec): 3 clusters Score: Raw -2765092.162153 + Penalty 3264.169110 = -2761827.993043 nChanged 4 SP:Iteration 58Q (178.138089 sec): 3 clusters Score: Raw -2765092.583908 + Penalty 3264.169110 = -2761828.414798 nChanged 6 SP:Iteration 59Q (178.184305 sec): 3 clusters Score: Raw -2765092.905796 + Penalty 3264.169110 = -2761828.736686 nChanged 0 SP:Iteration 60F (178.234404 sec): 3 clusters Score: Raw -2765092.905796 + Penalty 3264.169110 = -2761828.736686 nChanged 0 Trying to split cluster 8 (8177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.265195 sec): 2 clusters Score: Raw -1009025.109575 + Penalty 1463.975600 = -1007561.133975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.291731 sec): 3 clusters Score: Raw -1004503.060209 + Penalty 2927.951200 = -1001575.109010 nChanged 3500 SP:Iteration 1F (178.317099 sec): 3 clusters Score: Raw -1006547.842309 + Penalty 2927.951200 = -1003619.891110 nChanged 581 SP:Iteration 2F (178.342528 sec): 3 clusters Score: Raw -1006910.961659 + Penalty 2927.951200 = -1003983.010460 nChanged 490 SP:Iteration 3F (178.367942 sec): 3 clusters Score: Raw -1007228.766978 + Penalty 2927.951200 = -1004300.815778 nChanged 449 SP:Iteration 4F (178.397738 sec): 3 clusters Score: Raw -1007534.910115 + Penalty 2927.951200 = -1004606.958915 nChanged 402 SP:Iteration 5Q (178.423224 sec): 3 clusters Score: Raw -1007807.809140 + Penalty 2927.951200 = -1004879.857941 nChanged 394 SP:Iteration 6Q (178.453897 sec): 3 clusters Score: Raw -1008051.306772 + Penalty 2927.951200 = -1005123.355573 nChanged 341 SP:Iteration 7Q (178.479159 sec): 3 clusters Score: Raw -1008260.194726 + Penalty 2927.951200 = -1005332.243526 nChanged 335 SP:Iteration 8Q (178.510137 sec): 3 clusters Score: Raw -1008478.959569 + Penalty 2927.951200 = -1005551.008369 nChanged 329 SP:Iteration 9Q (178.535273 sec): 3 clusters Score: Raw -1008695.999611 + Penalty 2927.951200 = -1005768.048411 nChanged 311 SP:Iteration 10Q (178.560181 sec): 3 clusters Score: Raw -1008928.990809 + Penalty 2927.951200 = -1006001.039609 nChanged 271 SP:Iteration 11Q (178.599390 sec): 3 clusters Score: Raw -1009140.296122 + Penalty 2927.951200 = -1006212.344923 nChanged 241 SP:Iteration 12Q (178.632522 sec): 3 clusters Score: Raw -1009319.592810 + Penalty 2927.951200 = -1006391.641611 nChanged 210 SP:Iteration 13Q (178.656110 sec): 3 clusters Score: Raw -1009477.929727 + Penalty 2927.951200 = -1006549.978528 nChanged 175 SP:Iteration 14Q (178.688231 sec): 3 clusters Score: Raw -1009649.124136 + Penalty 2927.951200 = -1006721.172936 nChanged 177 SP:Iteration 15Q (178.712187 sec): 3 clusters Score: Raw -1009828.890330 + Penalty 2927.951200 = -1006900.939130 nChanged 136 SP:Iteration 16Q (178.761048 sec): 3 clusters Score: Raw -1009931.040326 + Penalty 2927.951200 = -1007003.089126 nChanged 106 SP:Iteration 17Q (178.785114 sec): 3 clusters Score: Raw -1009988.275576 + Penalty 2927.951200 = -1007060.324376 nChanged 66 SP:Iteration 18Q (178.808485 sec): 3 clusters Score: Raw -1010013.234856 + Penalty 2927.951200 = -1007085.283656 nChanged 53 SP:Iteration 19Q (178.831835 sec): 3 clusters Score: Raw -1010030.396906 + Penalty 2927.951200 = -1007102.445706 nChanged 39 SP:Iteration 20F (178.857064 sec): 3 clusters Score: Raw -1010041.421880 + Penalty 2927.951200 = -1007113.470680 nChanged 30 SP:Iteration 21Q (178.886033 sec): 3 clusters Score: Raw -1010049.870428 + Penalty 2927.951200 = -1007121.919229 nChanged 23 SP:Iteration 22Q (178.913419 sec): 3 clusters Score: Raw -1010057.501886 + Penalty 2927.951200 = -1007129.550686 nChanged 20 SP:Iteration 23Q (178.946780 sec): 3 clusters Score: Raw -1010061.999290 + Penalty 2927.951200 = -1007134.048090 nChanged 16 SP:Iteration 24Q (178.973892 sec): 3 clusters Score: Raw -1010066.461106 + Penalty 2927.951200 = -1007138.509906 nChanged 20 SP:Iteration 25Q (178.997438 sec): 3 clusters Score: Raw -1010070.731602 + Penalty 2927.951200 = -1007142.780402 nChanged 20 SP:Iteration 26Q (179.027538 sec): 3 clusters Score: Raw -1010074.608904 + Penalty 2927.951200 = -1007146.657705 nChanged 11 SP:Iteration 27Q (179.050865 sec): 3 clusters Score: Raw -1010076.479574 + Penalty 2927.951200 = -1007148.528375 nChanged 4 SP:Iteration 28Q (179.074047 sec): 3 clusters Score: Raw -1010076.857322 + Penalty 2927.951200 = -1007148.906122 nChanged 5 SP:Iteration 29Q (179.097232 sec): 3 clusters Score: Raw -1010077.822554 + Penalty 2927.951200 = -1007149.871355 nChanged 4 SP:Iteration 30Q (179.123516 sec): 3 clusters Score: Raw -1010078.289946 + Penalty 2927.951200 = -1007150.338747 nChanged 3 SP:Iteration 31Q (179.154340 sec): 3 clusters Score: Raw -1010078.835569 + Penalty 2927.951200 = -1007150.884369 nChanged 2 SP:Iteration 32Q (179.177664 sec): 3 clusters Score: Raw -1010079.303098 + Penalty 2927.951200 = -1007151.351898 nChanged 1 SP:Iteration 33Q (179.201000 sec): 3 clusters Score: Raw -1010079.419487 + Penalty 2927.951200 = -1007151.468288 nChanged 1 SP:Iteration 34Q (179.224416 sec): 3 clusters Score: Raw -1010079.768853 + Penalty 2927.951200 = -1007151.817653 nChanged 2 SP:Iteration 35Q (179.247705 sec): 3 clusters Score: Raw -1010080.107207 + Penalty 2927.951200 = -1007152.156007 nChanged 1 SP:Iteration 36Q (179.304205 sec): 3 clusters Score: Raw -1010080.226355 + Penalty 2927.951200 = -1007152.275155 nChanged 1 SP:Iteration 37Q (179.327595 sec): 3 clusters Score: Raw -1010080.300090 + Penalty 2927.951200 = -1007152.348890 nChanged 2 SP:Iteration 38Q (179.354321 sec): 3 clusters Score: Raw -1010080.611210 + Penalty 2927.951200 = -1007152.660010 nChanged 2 SP:Iteration 39Q (179.377719 sec): 3 clusters Score: Raw -1010080.735253 + Penalty 2927.951200 = -1007152.784053 nChanged 0 SP:Iteration 40F (179.411238 sec): 3 clusters Score: Raw -1010080.735253 + Penalty 2927.951200 = -1007152.784053 nChanged 0 Trying to split cluster 9 (7188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.433928 sec): 2 clusters Score: Raw -864222.960458 + Penalty 1443.027340 = -862779.933118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.463338 sec): 3 clusters Score: Raw -860328.458897 + Penalty 2886.054681 = -857442.404216 nChanged 3002 SP:Iteration 1F (179.487219 sec): 3 clusters Score: Raw -861896.899796 + Penalty 2886.054681 = -859010.845116 nChanged 492 SP:Iteration 2F (179.511077 sec): 3 clusters Score: Raw -862184.942677 + Penalty 2886.054681 = -859298.887997 nChanged 470 SP:Iteration 3F (179.534934 sec): 3 clusters Score: Raw -862518.910731 + Penalty 2886.054681 = -859632.856051 nChanged 478 SP:Iteration 4F (179.558825 sec): 3 clusters Score: Raw -862914.221527 + Penalty 2886.054681 = -860028.166846 nChanged 491 SP:Iteration 5F (179.582725 sec): 3 clusters Score: Raw -863330.976207 + Penalty 2886.054681 = -860444.921526 nChanged 473 SP:Iteration 6F (179.613133 sec): 3 clusters Score: Raw -863742.922198 + Penalty 2886.054681 = -860856.867517 nChanged 413 SP:Iteration 7F (179.637175 sec): 3 clusters Score: Raw -864048.261978 + Penalty 2886.054681 = -861162.207297 nChanged 295 SP:Iteration 8Q (179.669989 sec): 3 clusters Score: Raw -864221.300304 + Penalty 2886.054681 = -861335.245624 nChanged 224 SP:Iteration 9Q (179.694152 sec): 3 clusters Score: Raw -864342.990766 + Penalty 2886.054681 = -861456.936085 nChanged 156 SP:Iteration 10Q (179.717936 sec): 3 clusters Score: Raw -864417.763234 + Penalty 2886.054681 = -861531.708553 nChanged 119 SP:Iteration 11Q (179.746870 sec): 3 clusters Score: Raw -864463.969224 + Penalty 2886.054681 = -861577.914543 nChanged 92 SP:Iteration 12Q (179.774190 sec): 3 clusters Score: Raw -864505.009412 + Penalty 2886.054681 = -861618.954731 nChanged 90 SP:Iteration 13Q (179.797916 sec): 3 clusters Score: Raw -864543.087060 + Penalty 2886.054681 = -861657.032379 nChanged 79 SP:Iteration 14Q (179.821573 sec): 3 clusters Score: Raw -864579.211182 + Penalty 2886.054681 = -861693.156501 nChanged 60 SP:Iteration 15Q (179.873677 sec): 3 clusters Score: Raw -864608.818004 + Penalty 2886.054681 = -861722.763323 nChanged 61 SP:Iteration 16Q (179.903477 sec): 3 clusters Score: Raw -864649.266844 + Penalty 2886.054681 = -861763.212163 nChanged 49 SP:Iteration 17Q (179.927377 sec): 3 clusters Score: Raw -864680.842413 + Penalty 2886.054681 = -861794.787733 nChanged 48 SP:Iteration 18Q (179.951878 sec): 3 clusters Score: Raw -864709.185895 + Penalty 2886.054681 = -861823.131214 nChanged 50 SP:Iteration 19Q (179.975657 sec): 3 clusters Score: Raw -864728.937725 + Penalty 2886.054681 = -861842.883045 nChanged 36 SP:Iteration 20F (179.999661 sec): 3 clusters Score: Raw -864742.708514 + Penalty 2886.054681 = -861856.653833 nChanged 36 SP:Iteration 21Q (180.023192 sec): 3 clusters Score: Raw -864753.364429 + Penalty 2886.054681 = -861867.309748 nChanged 21 SP:Iteration 22Q (180.052436 sec): 3 clusters Score: Raw -864759.057397 + Penalty 2886.054681 = -861873.002717 nChanged 16 SP:Iteration 23Q (180.084412 sec): 3 clusters Score: Raw -864767.665819 + Penalty 2886.054681 = -861881.611138 nChanged 23 SP:Iteration 24Q (180.107772 sec): 3 clusters Score: Raw -864775.041034 + Penalty 2886.054681 = -861888.986354 nChanged 13 SP:Iteration 25Q (180.131125 sec): 3 clusters Score: Raw -864778.436746 + Penalty 2886.054681 = -861892.382065 nChanged 12 SP:Iteration 26Q (180.154534 sec): 3 clusters Score: Raw -864781.461418 + Penalty 2886.054681 = -861895.406737 nChanged 9 SP:Iteration 27Q (180.184445 sec): 3 clusters Score: Raw -864783.834394 + Penalty 2886.054681 = -861897.779713 nChanged 6 SP:Iteration 28Q (180.210289 sec): 3 clusters Score: Raw -864785.719509 + Penalty 2886.054681 = -861899.664828 nChanged 9 SP:Iteration 29Q (180.233697 sec): 3 clusters Score: Raw -864788.067581 + Penalty 2886.054681 = -861902.012900 nChanged 11 SP:Iteration 30Q (180.257103 sec): 3 clusters Score: Raw -864791.475701 + Penalty 2886.054681 = -861905.421020 nChanged 12 SP:Iteration 31Q (180.280476 sec): 3 clusters Score: Raw -864795.645933 + Penalty 2886.054681 = -861909.591252 nChanged 12 SP:Iteration 32Q (180.303833 sec): 3 clusters Score: Raw -864798.877988 + Penalty 2886.054681 = -861912.823307 nChanged 13 SP:Iteration 33Q (180.331745 sec): 3 clusters Score: Raw -864801.941458 + Penalty 2886.054681 = -861915.886777 nChanged 10 SP:Iteration 34Q (180.355160 sec): 3 clusters Score: Raw -864804.753521 + Penalty 2886.054681 = -861918.698841 nChanged 9 SP:Iteration 35Q (180.378534 sec): 3 clusters Score: Raw -864807.638413 + Penalty 2886.054681 = -861921.583732 nChanged 5 SP:Iteration 36Q (180.401780 sec): 3 clusters Score: Raw -864809.380384 + Penalty 2886.054681 = -861923.325703 nChanged 4 SP:Iteration 37Q (180.454630 sec): 3 clusters Score: Raw -864810.579160 + Penalty 2886.054681 = -861924.524479 nChanged 2 SP:Iteration 38Q (180.477090 sec): 3 clusters Score: Raw -864811.061304 + Penalty 2886.054681 = -861925.006623 nChanged 4 SP:Iteration 39Q (180.517355 sec): 3 clusters Score: Raw -864812.054329 + Penalty 2886.054681 = -861925.999649 nChanged 5 SP:Iteration 40F (180.578885 sec): 3 clusters Score: Raw -864813.871882 + Penalty 2886.054681 = -861927.817202 nChanged 6 SP:Iteration 41Q (180.593854 sec): 3 clusters Score: Raw -864816.320276 + Penalty 2886.054681 = -861930.265596 nChanged 5 SP:Iteration 42Q (180.617196 sec): 3 clusters Score: Raw -864817.812914 + Penalty 2886.054681 = -861931.758234 nChanged 7 SP:Iteration 43Q (180.656438 sec): 3 clusters Score: Raw -864819.817486 + Penalty 2886.054681 = -861933.762805 nChanged 10 SP:Iteration 44Q (180.678865 sec): 3 clusters Score: Raw -864822.885749 + Penalty 2886.054681 = -861936.831069 nChanged 4 SP:Iteration 45Q (180.712167 sec): 3 clusters Score: Raw -864824.883413 + Penalty 2886.054681 = -861938.828733 nChanged 9 SP:Iteration 46Q (180.735435 sec): 3 clusters Score: Raw -864827.156622 + Penalty 2886.054681 = -861941.101941 nChanged 7 SP:Iteration 47Q (180.761433 sec): 3 clusters Score: Raw -864830.390353 + Penalty 2886.054681 = -861944.335673 nChanged 10 SP:Iteration 48Q (180.790799 sec): 3 clusters Score: Raw -864833.195078 + Penalty 2886.054681 = -861947.140397 nChanged 2 SP:Iteration 49Q (180.817796 sec): 3 clusters Score: Raw -864833.796061 + Penalty 2886.054681 = -861947.741381 nChanged 1 SP:Iteration 50Q (180.840914 sec): 3 clusters Score: Raw -864834.069848 + Penalty 2886.054681 = -861948.015167 nChanged 4 SP:Iteration 51Q (180.863901 sec): 3 clusters Score: Raw -864835.728840 + Penalty 2886.054681 = -861949.674160 nChanged 1 SP:Iteration 52Q (180.887020 sec): 3 clusters Score: Raw -864835.909327 + Penalty 2886.054681 = -861949.854647 nChanged 0 SP:Iteration 53F (180.911675 sec): 3 clusters Score: Raw -864835.909327 + Penalty 2886.054681 = -861949.854647 nChanged 0 Trying to split cluster 10 (6125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.930848 sec): 2 clusters Score: Raw -804757.579739 + Penalty 1417.021781 = -803340.557958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.953701 sec): 3 clusters Score: Raw -801477.579715 + Penalty 2834.043562 = -798643.536153 nChanged 2525 SP:Iteration 1F (180.975900 sec): 3 clusters Score: Raw -802964.267356 + Penalty 2834.043562 = -800130.223794 nChanged 411 SP:Iteration 2F (180.998314 sec): 3 clusters Score: Raw -803189.406448 + Penalty 2834.043562 = -800355.362887 nChanged 324 SP:Iteration 3F (181.020540 sec): 3 clusters Score: Raw -803406.871486 + Penalty 2834.043562 = -800572.827925 nChanged 344 SP:Iteration 4F (181.042839 sec): 3 clusters Score: Raw -803650.258842 + Penalty 2834.043562 = -800816.215280 nChanged 333 SP:Iteration 5F (181.065071 sec): 3 clusters Score: Raw -803881.072308 + Penalty 2834.043562 = -801047.028747 nChanged 305 SP:Iteration 6Q (181.087353 sec): 3 clusters Score: Raw -804098.481359 + Penalty 2834.043562 = -801264.437798 nChanged 265 SP:Iteration 7Q (181.109320 sec): 3 clusters Score: Raw -804267.752012 + Penalty 2834.043562 = -801433.708451 nChanged 241 SP:Iteration 8Q (181.131401 sec): 3 clusters Score: Raw -804423.639949 + Penalty 2834.043562 = -801589.596387 nChanged 239 SP:Iteration 9Q (181.153432 sec): 3 clusters Score: Raw -804606.559855 + Penalty 2834.043562 = -801772.516293 nChanged 229 SP:Iteration 10Q (181.175866 sec): 3 clusters Score: Raw -804758.295096 + Penalty 2834.043562 = -801924.251534 nChanged 189 SP:Iteration 11Q (181.197857 sec): 3 clusters Score: Raw -804849.926302 + Penalty 2834.043562 = -802015.882741 nChanged 132 SP:Iteration 12Q (181.219839 sec): 3 clusters Score: Raw -804912.815237 + Penalty 2834.043562 = -802078.771675 nChanged 104 SP:Iteration 13Q (181.241782 sec): 3 clusters Score: Raw -804965.341614 + Penalty 2834.043562 = -802131.298052 nChanged 87 SP:Iteration 14Q (181.268375 sec): 3 clusters Score: Raw -805002.624710 + Penalty 2834.043562 = -802168.581148 nChanged 71 SP:Iteration 15Q (181.290188 sec): 3 clusters Score: Raw -805028.476232 + Penalty 2834.043562 = -802194.432670 nChanged 63 SP:Iteration 16Q (181.311866 sec): 3 clusters Score: Raw -805047.007237 + Penalty 2834.043562 = -802212.963676 nChanged 53 SP:Iteration 17Q (181.333243 sec): 3 clusters Score: Raw -805059.999816 + Penalty 2834.043562 = -802225.956255 nChanged 39 SP:Iteration 18Q (181.354691 sec): 3 clusters Score: Raw -805068.566559 + Penalty 2834.043562 = -802234.522997 nChanged 27 SP:Iteration 19Q (181.376316 sec): 3 clusters Score: Raw -805076.072119 + Penalty 2834.043562 = -802242.028557 nChanged 34 SP:Iteration 20F (181.398600 sec): 3 clusters Score: Raw -805087.251882 + Penalty 2834.043562 = -802253.208320 nChanged 42 SP:Iteration 21Q (181.420213 sec): 3 clusters Score: Raw -805098.841632 + Penalty 2834.043562 = -802264.798071 nChanged 33 SP:Iteration 22Q (181.441808 sec): 3 clusters Score: Raw -805105.772607 + Penalty 2834.043562 = -802271.729046 nChanged 22 SP:Iteration 23Q (181.463349 sec): 3 clusters Score: Raw -805110.541128 + Penalty 2834.043562 = -802276.497567 nChanged 17 SP:Iteration 24Q (181.484974 sec): 3 clusters Score: Raw -805114.657204 + Penalty 2834.043562 = -802280.613643 nChanged 17 SP:Iteration 25Q (181.506798 sec): 3 clusters Score: Raw -805116.892631 + Penalty 2834.043562 = -802282.849069 nChanged 4 SP:Iteration 26Q (181.528384 sec): 3 clusters Score: Raw -805117.609887 + Penalty 2834.043562 = -802283.566326 nChanged 6 SP:Iteration 27Q (181.549878 sec): 3 clusters Score: Raw -805118.639583 + Penalty 2834.043562 = -802284.596021 nChanged 4 SP:Iteration 28Q (181.571554 sec): 3 clusters Score: Raw -805119.404872 + Penalty 2834.043562 = -802285.361310 nChanged 4 SP:Iteration 29Q (181.593079 sec): 3 clusters Score: Raw -805119.889998 + Penalty 2834.043562 = -802285.846437 nChanged 4 SP:Iteration 30Q (181.617788 sec): 3 clusters Score: Raw -805120.441270 + Penalty 2834.043562 = -802286.397709 nChanged 2 SP:Iteration 31Q (181.653703 sec): 3 clusters Score: Raw -805120.677499 + Penalty 2834.043562 = -802286.633937 nChanged 3 SP:Iteration 32Q (181.675246 sec): 3 clusters Score: Raw -805121.336955 + Penalty 2834.043562 = -802287.293394 nChanged 4 SP:Iteration 33Q (181.702043 sec): 3 clusters Score: Raw -805121.953579 + Penalty 2834.043562 = -802287.910017 nChanged 1 SP:Iteration 34Q (181.723846 sec): 3 clusters Score: Raw -805122.022319 + Penalty 2834.043562 = -802287.978757 nChanged 0 SP:Iteration 35F (181.755461 sec): 3 clusters Score: Raw -805122.022319 + Penalty 2834.043562 = -802287.978757 nChanged 0 Trying to split cluster 11 (55695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.836467 sec): 2 clusters Score: Raw -6958955.390045 + Penalty 1775.742419 = -6957179.647626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.941352 sec): 3 clusters Score: Raw -6923575.238600 + Penalty 3551.484838 = -6920023.753762 nChanged 26257 SP:Iteration 1F (182.043532 sec): 3 clusters Score: Raw -6938857.461547 + Penalty 3551.484838 = -6935305.976709 nChanged 2808 SP:Iteration 2F (182.148164 sec): 3 clusters Score: Raw -6940140.649373 + Penalty 3551.484838 = -6936589.164535 nChanged 3421 SP:Iteration 3F (182.247707 sec): 3 clusters Score: Raw -6942209.074471 + Penalty 3551.484838 = -6938657.589633 nChanged 4071 SP:Iteration 4F (182.343612 sec): 3 clusters Score: Raw -6945341.872131 + Penalty 3551.484838 = -6941790.387293 nChanged 4391 SP:Iteration 5F (182.439432 sec): 3 clusters Score: Raw -6949230.853129 + Penalty 3551.484838 = -6945679.368291 nChanged 3992 SP:Iteration 6F (182.536845 sec): 3 clusters Score: Raw -6952950.000477 + Penalty 3551.484838 = -6949398.515639 nChanged 2973 SP:Iteration 7F (182.630921 sec): 3 clusters Score: Raw -6955656.662316 + Penalty 3551.484838 = -6952105.177478 nChanged 1877 SP:Iteration 8Q (182.732457 sec): 3 clusters Score: Raw -6957282.040409 + Penalty 3551.484838 = -6953730.555571 nChanged 1094 SP:Iteration 9Q (182.823120 sec): 3 clusters Score: Raw -6958166.980135 + Penalty 3551.484838 = -6954615.495297 nChanged 611 SP:Iteration 10Q (182.914847 sec): 3 clusters Score: Raw -6958637.266058 + Penalty 3551.484838 = -6955085.781220 nChanged 388 SP:Iteration 11Q (183.003651 sec): 3 clusters Score: Raw -6958931.701084 + Penalty 3551.484838 = -6955380.216246 nChanged 263 SP:Iteration 12Q (183.085498 sec): 3 clusters Score: Raw -6959108.896774 + Penalty 3551.484838 = -6955557.411936 nChanged 201 SP:Iteration 13Q (183.165128 sec): 3 clusters Score: Raw -6959233.389692 + Penalty 3551.484838 = -6955681.904854 nChanged 151 SP:Iteration 14Q (183.246130 sec): 3 clusters Score: Raw -6959321.044783 + Penalty 3551.484838 = -6955769.559945 nChanged 114 SP:Iteration 15Q (183.323646 sec): 3 clusters Score: Raw -6959380.059576 + Penalty 3551.484838 = -6955828.574738 nChanged 87 SP:Iteration 16Q (183.403811 sec): 3 clusters Score: Raw -6959412.966281 + Penalty 3551.484838 = -6955861.481443 nChanged 63 SP:Iteration 17Q (183.482235 sec): 3 clusters Score: Raw -6959433.036170 + Penalty 3551.484838 = -6955881.551332 nChanged 53 SP:Iteration 18Q (183.560096 sec): 3 clusters Score: Raw -6959448.861503 + Penalty 3551.484838 = -6955897.376665 nChanged 42 SP:Iteration 19Q (183.662202 sec): 3 clusters Score: Raw -6959463.178969 + Penalty 3551.484838 = -6955911.694131 nChanged 34 SP:Iteration 20F (183.798284 sec): 3 clusters Score: Raw -6959474.018350 + Penalty 3551.484838 = -6955922.533512 nChanged 37 SP:Iteration 21Q (183.931801 sec): 3 clusters Score: Raw -6959483.314514 + Penalty 3551.484838 = -6955931.829676 nChanged 33 SP:Iteration 22Q (184.050165 sec): 3 clusters Score: Raw -6959493.795854 + Penalty 3551.484838 = -6955942.311016 nChanged 27 SP:Iteration 23Q (184.170602 sec): 3 clusters Score: Raw -6959501.809743 + Penalty 3551.484838 = -6955950.324905 nChanged 33 SP:Iteration 24Q (184.309753 sec): 3 clusters Score: Raw -6959512.924003 + Penalty 3551.484838 = -6955961.439165 nChanged 33 SP:Iteration 25Q (184.437048 sec): 3 clusters Score: Raw -6959524.575249 + Penalty 3551.484838 = -6955973.090411 nChanged 44 SP:Iteration 26Q (184.549496 sec): 3 clusters Score: Raw -6959539.994513 + Penalty 3551.484838 = -6955988.509675 nChanged 46 SP:Iteration 27Q (184.662576 sec): 3 clusters Score: Raw -6959552.147074 + Penalty 3551.484838 = -6956000.662236 nChanged 40 SP:Iteration 28Q (184.776635 sec): 3 clusters Score: Raw -6959564.106576 + Penalty 3551.484838 = -6956012.621738 nChanged 33 SP:Iteration 29Q (184.896934 sec): 3 clusters Score: Raw -6959572.243876 + Penalty 3551.484838 = -6956020.759038 nChanged 25 SP:Iteration 30Q (185.005579 sec): 3 clusters Score: Raw -6959578.422719 + Penalty 3551.484838 = -6956026.937881 nChanged 21 SP:Iteration 31Q (185.119007 sec): 3 clusters Score: Raw -6959583.418494 + Penalty 3551.484838 = -6956031.933656 nChanged 16 SP:Iteration 32Q (185.201270 sec): 3 clusters Score: Raw -6959586.992013 + Penalty 3551.484838 = -6956035.507175 nChanged 19 SP:Iteration 33Q (185.313699 sec): 3 clusters Score: Raw -6959590.580778 + Penalty 3551.484838 = -6956039.095940 nChanged 16 SP:Iteration 34Q (185.421434 sec): 3 clusters Score: Raw -6959594.706972 + Penalty 3551.484838 = -6956043.222134 nChanged 20 SP:Iteration 35Q (185.518903 sec): 3 clusters Score: Raw -6959598.382500 + Penalty 3551.484838 = -6956046.897662 nChanged 9 SP:Iteration 36Q (185.624125 sec): 3 clusters Score: Raw -6959600.274453 + Penalty 3551.484838 = -6956048.789615 nChanged 13 SP:Iteration 37Q (185.738659 sec): 3 clusters Score: Raw -6959603.230824 + Penalty 3551.484838 = -6956051.745986 nChanged 14 SP:Iteration 38Q (185.828623 sec): 3 clusters Score: Raw -6959606.262944 + Penalty 3551.484838 = -6956054.778106 nChanged 12 SP:Iteration 39Q (185.909213 sec): 3 clusters Score: Raw -6959609.102989 + Penalty 3551.484838 = -6956057.618151 nChanged 9 SP:Iteration 40F (186.013891 sec): 3 clusters Score: Raw -6959610.766454 + Penalty 3551.484838 = -6956059.281616 nChanged 9 SP:Iteration 41Q (186.098545 sec): 3 clusters Score: Raw -6959612.815546 + Penalty 3551.484838 = -6956061.330708 nChanged 9 SP:Iteration 42Q (186.177221 sec): 3 clusters Score: Raw -6959614.104488 + Penalty 3551.484838 = -6956062.619650 nChanged 4 SP:Iteration 43Q (186.255285 sec): 3 clusters Score: Raw -6959614.785292 + Penalty 3551.484838 = -6956063.300454 nChanged 4 SP:Iteration 44Q (186.341770 sec): 3 clusters Score: Raw -6959615.681706 + Penalty 3551.484838 = -6956064.196868 nChanged 5 SP:Iteration 45Q (186.422227 sec): 3 clusters Score: Raw -6959617.235600 + Penalty 3551.484838 = -6956065.750762 nChanged 7 SP:Iteration 46Q (186.500087 sec): 3 clusters Score: Raw -6959618.236621 + Penalty 3551.484838 = -6956066.751783 nChanged 8 SP:Iteration 47Q (186.581293 sec): 3 clusters Score: Raw -6959619.239330 + Penalty 3551.484838 = -6956067.754492 nChanged 6 SP:Iteration 48Q (186.660748 sec): 3 clusters Score: Raw -6959620.093620 + Penalty 3551.484838 = -6956068.608782 nChanged 2 SP:Iteration 49Q (186.740264 sec): 3 clusters Score: Raw -6959620.560934 + Penalty 3551.484838 = -6956069.076096 nChanged 4 SP:Iteration 50Q (186.828228 sec): 3 clusters Score: Raw -6959621.874838 + Penalty 3551.484838 = -6956070.390000 nChanged 2 SP:Iteration 51Q (186.907639 sec): 3 clusters Score: Raw -6959622.495505 + Penalty 3551.484838 = -6956071.010667 nChanged 2 SP:Iteration 52Q (186.987512 sec): 3 clusters Score: Raw -6959622.752131 + Penalty 3551.484838 = -6956071.267293 nChanged 1 SP:Iteration 53Q (187.088955 sec): 3 clusters Score: Raw -6959622.801604 + Penalty 3551.484838 = -6956071.316766 nChanged 1 SP:Iteration 54Q (187.167382 sec): 3 clusters Score: Raw -6959622.913550 + Penalty 3551.484838 = -6956071.428712 nChanged 1 SP:Iteration 55Q (187.245917 sec): 3 clusters Score: Raw -6959623.025277 + Penalty 3551.484838 = -6956071.540439 nChanged 1 SP:Iteration 56Q (187.323795 sec): 3 clusters Score: Raw -6959623.177650 + Penalty 3551.484838 = -6956071.692812 nChanged 1 SP:Iteration 57Q (187.403072 sec): 3 clusters Score: Raw -6959623.422507 + Penalty 3551.484838 = -6956071.937669 nChanged 2 SP:Iteration 58Q (187.494036 sec): 3 clusters Score: Raw -6959623.775621 + Penalty 3551.484838 = -6956072.290783 nChanged 3 SP:Iteration 59Q (187.590010 sec): 3 clusters Score: Raw -6959624.328869 + Penalty 3551.484838 = -6956072.844031 nChanged 5 SP:Iteration 60F (187.694732 sec): 3 clusters Score: Raw -6959625.503802 + Penalty 3551.484838 = -6956074.018964 nChanged 4 SP:Iteration 61Q (187.789560 sec): 3 clusters Score: Raw -6959626.767628 + Penalty 3551.484838 = -6956075.282790 nChanged 8 SP:Iteration 62Q (187.901391 sec): 3 clusters Score: Raw -6959628.487436 + Penalty 3551.484838 = -6956077.002598 nChanged 7 SP:Iteration 63Q (187.979475 sec): 3 clusters Score: Raw -6959629.687866 + Penalty 3551.484838 = -6956078.203028 nChanged 9 SP:Iteration 64Q (188.065971 sec): 3 clusters Score: Raw -6959631.063550 + Penalty 3551.484838 = -6956079.578712 nChanged 8 SP:Iteration 65Q (188.180418 sec): 3 clusters Score: Raw -6959632.145637 + Penalty 3551.484838 = -6956080.660799 nChanged 5 SP:Iteration 66Q (188.267612 sec): 3 clusters Score: Raw -6959633.368737 + Penalty 3551.484838 = -6956081.883899 nChanged 8 SP:Iteration 67Q (188.369583 sec): 3 clusters Score: Raw -6959635.585831 + Penalty 3551.484838 = -6956084.100993 nChanged 11 SP:Iteration 68Q (188.460085 sec): 3 clusters Score: Raw -6959637.383573 + Penalty 3551.484838 = -6956085.898735 nChanged 7 SP:Iteration 69Q (188.539011 sec): 3 clusters Score: Raw -6959638.197218 + Penalty 3551.484838 = -6956086.712380 nChanged 10 SP:Iteration 70Q (188.627652 sec): 3 clusters Score: Raw -6959640.289042 + Penalty 3551.484838 = -6956088.804204 nChanged 7 SP:Iteration 71Q (188.706053 sec): 3 clusters Score: Raw -6959641.840465 + Penalty 3551.484838 = -6956090.355627 nChanged 8 SP:Iteration 72Q (188.791707 sec): 3 clusters Score: Raw -6959643.959447 + Penalty 3551.484838 = -6956092.474609 nChanged 14 SP:Iteration 73Q (188.872778 sec): 3 clusters Score: Raw -6959647.793501 + Penalty 3551.484838 = -6956096.308663 nChanged 19 SP:Iteration 74Q (188.981976 sec): 3 clusters Score: Raw -6959651.389772 + Penalty 3551.484838 = -6956099.904934 nChanged 12 SP:Iteration 75Q (189.080900 sec): 3 clusters Score: Raw -6959653.988926 + Penalty 3551.484838 = -6956102.504088 nChanged 13 SP:Iteration 76Q (189.162539 sec): 3 clusters Score: Raw -6959656.795922 + Penalty 3551.484838 = -6956105.311084 nChanged 16 SP:Iteration 77Q (189.244045 sec): 3 clusters Score: Raw -6959660.754462 + Penalty 3551.484838 = -6956109.269624 nChanged 17 SP:Iteration 78Q (189.326498 sec): 3 clusters Score: Raw -6959664.425797 + Penalty 3551.484838 = -6956112.940959 nChanged 16 SP:Iteration 79Q (189.406175 sec): 3 clusters Score: Raw -6959666.520117 + Penalty 3551.484838 = -6956115.035279 nChanged 8 SP:Iteration 80F (189.500057 sec): 3 clusters Score: Raw -6959668.226037 + Penalty 3551.484838 = -6956116.741199 nChanged 12 SP:Iteration 81Q (189.577942 sec): 3 clusters Score: Raw -6959670.470092 + Penalty 3551.484838 = -6956118.985254 nChanged 10 SP:Iteration 82Q (189.661217 sec): 3 clusters Score: Raw -6959672.492270 + Penalty 3551.484838 = -6956121.007432 nChanged 12 SP:Iteration 83Q (189.748830 sec): 3 clusters Score: Raw -6959674.524923 + Penalty 3551.484838 = -6956123.040085 nChanged 9 SP:Iteration 84Q (189.832863 sec): 3 clusters Score: Raw -6959676.177114 + Penalty 3551.484838 = -6956124.692276 nChanged 9 SP:Iteration 85Q (189.917875 sec): 3 clusters Score: Raw -6959678.070967 + Penalty 3551.484838 = -6956126.586129 nChanged 14 SP:Iteration 86Q (190.012401 sec): 3 clusters Score: Raw -6959680.426509 + Penalty 3551.484838 = -6956128.941671 nChanged 12 SP:Iteration 87Q (190.092332 sec): 3 clusters Score: Raw -6959682.783133 + Penalty 3551.484838 = -6956131.298295 nChanged 20 SP:Iteration 88Q (190.179743 sec): 3 clusters Score: Raw -6959688.246587 + Penalty 3551.484838 = -6956136.761749 nChanged 24 SP:Iteration 89Q (190.278909 sec): 3 clusters Score: Raw -6959692.808902 + Penalty 3551.484838 = -6956141.324064 nChanged 15 SP:Iteration 90Q (190.378696 sec): 3 clusters Score: Raw -6959696.317239 + Penalty 3551.484838 = -6956144.832401 nChanged 22 SP:Iteration 91Q (190.477066 sec): 3 clusters Score: Raw -6959700.446496 + Penalty 3551.484838 = -6956148.961658 nChanged 24 SP:Iteration 92Q (190.557459 sec): 3 clusters Score: Raw -6959704.615285 + Penalty 3551.484838 = -6956153.130447 nChanged 21 SP:Iteration 93Q (190.641797 sec): 3 clusters Score: Raw -6959709.634094 + Penalty 3551.484838 = -6956158.149256 nChanged 19 SP:Iteration 94Q (190.741110 sec): 3 clusters Score: Raw -6959714.422270 + Penalty 3551.484838 = -6956162.937432 nChanged 33 SP:Iteration 95Q (190.817681 sec): 3 clusters Score: Raw -6959722.834587 + Penalty 3551.484838 = -6956171.349749 nChanged 39 SP:Iteration 96Q (190.898362 sec): 3 clusters Score: Raw -6959732.093975 + Penalty 3551.484838 = -6956180.609137 nChanged 43 SP:Iteration 97Q (190.977510 sec): 3 clusters Score: Raw -6959744.545933 + Penalty 3551.484838 = -6956193.061095 nChanged 52 SP:Iteration 98Q (191.056776 sec): 3 clusters Score: Raw -6959759.531545 + Penalty 3551.484838 = -6956208.046707 nChanged 54 SP:Iteration 99Q (191.143943 sec): 3 clusters Score: Raw -6959778.295619 + Penalty 3551.484838 = -6956226.810781 nChanged 64 SP:Iteration 100F (191.268244 sec): 3 clusters Score: Raw -6959797.305887 + Penalty 3551.484838 = -6956245.821049 nChanged 67 SP:Iteration 101Q (191.354808 sec): 3 clusters Score: Raw -6959816.389666 + Penalty 3551.484838 = -6956264.904828 nChanged 59 SP:Iteration 102Q (191.444468 sec): 3 clusters Score: Raw -6959836.760665 + Penalty 3551.484838 = -6956285.275827 nChanged 69 SP:Iteration 103Q (191.534168 sec): 3 clusters Score: Raw -6959854.481702 + Penalty 3551.484838 = -6956302.996864 nChanged 68 SP:Iteration 104Q (191.613247 sec): 3 clusters Score: Raw -6959867.864627 + Penalty 3551.484838 = -6956316.379789 nChanged 47 SP:Iteration 105Q (191.693849 sec): 3 clusters Score: Raw -6959877.221612 + Penalty 3551.484838 = -6956325.736774 nChanged 49 SP:Iteration 106Q (191.771625 sec): 3 clusters Score: Raw -6959887.379300 + Penalty 3551.484838 = -6956335.894462 nChanged 44 SP:Iteration 107Q (191.858161 sec): 3 clusters Score: Raw -6959895.335233 + Penalty 3551.484838 = -6956343.850395 nChanged 40 SP:Iteration 108Q (191.936265 sec): 3 clusters Score: Raw -6959903.761704 + Penalty 3551.484838 = -6956352.276866 nChanged 50 SP:Iteration 109Q (192.029777 sec): 3 clusters Score: Raw -6959913.619762 + Penalty 3551.484838 = -6956362.134924 nChanged 43 SP:Iteration 110Q (192.117715 sec): 3 clusters Score: Raw -6959921.504519 + Penalty 3551.484838 = -6956370.019681 nChanged 42 SP:Iteration 111Q (192.205299 sec): 3 clusters Score: Raw -6959930.647465 + Penalty 3551.484838 = -6956379.162627 nChanged 50 SP:Iteration 112Q (192.297755 sec): 3 clusters Score: Raw -6959942.425690 + Penalty 3551.484838 = -6956390.940852 nChanged 54 SP:Iteration 113Q (192.378126 sec): 3 clusters Score: Raw -6959955.948859 + Penalty 3551.484838 = -6956404.464021 nChanged 59 SP:Iteration 114Q (192.458754 sec): 3 clusters Score: Raw -6959970.530020 + Penalty 3551.484838 = -6956419.045182 nChanged 57 SP:Iteration 115Q (192.545758 sec): 3 clusters Score: Raw -6959984.526352 + Penalty 3551.484838 = -6956433.041514 nChanged 71 SP:Iteration 116Q (192.639358 sec): 3 clusters Score: Raw -6960000.508139 + Penalty 3551.484838 = -6956449.023301 nChanged 57 SP:Iteration 117Q (192.727111 sec): 3 clusters Score: Raw -6960011.688266 + Penalty 3551.484838 = -6956460.203428 nChanged 50 SP:Iteration 118Q (192.806058 sec): 3 clusters Score: Raw -6960022.164200 + Penalty 3551.484838 = -6956470.679362 nChanged 55 SP:Iteration 119Q (192.884805 sec): 3 clusters Score: Raw -6960032.960975 + Penalty 3551.484838 = -6956481.476137 nChanged 54 SP:Iteration 120F (192.983310 sec): 3 clusters Score: Raw -6960043.625250 + Penalty 3551.484838 = -6956492.140412 nChanged 51 SP:Iteration 121Q (193.063396 sec): 3 clusters Score: Raw -6960052.218713 + Penalty 3551.484838 = -6956500.733875 nChanged 43 SP:Iteration 122Q (193.143714 sec): 3 clusters Score: Raw -6960057.978334 + Penalty 3551.484838 = -6956506.493496 nChanged 38 SP:Iteration 123Q (193.231509 sec): 3 clusters Score: Raw -6960063.004669 + Penalty 3551.484838 = -6956511.519831 nChanged 36 SP:Iteration 124Q (193.319448 sec): 3 clusters Score: Raw -6960067.531045 + Penalty 3551.484838 = -6956516.046207 nChanged 26 SP:Iteration 125Q (193.407767 sec): 3 clusters Score: Raw -6960070.247255 + Penalty 3551.484838 = -6956518.762417 nChanged 18 SP:Iteration 126Q (193.489706 sec): 3 clusters Score: Raw -6960072.849724 + Penalty 3551.484838 = -6956521.364886 nChanged 27 SP:Iteration 127Q (193.570402 sec): 3 clusters Score: Raw -6960076.282838 + Penalty 3551.484838 = -6956524.798000 nChanged 30 SP:Iteration 128Q (193.664795 sec): 3 clusters Score: Raw -6960080.019474 + Penalty 3551.484838 = -6956528.534636 nChanged 28 SP:Iteration 129Q (193.745427 sec): 3 clusters Score: Raw -6960083.053176 + Penalty 3551.484838 = -6956531.568339 nChanged 21 SP:Iteration 130Q (193.834679 sec): 3 clusters Score: Raw -6960085.073316 + Penalty 3551.484838 = -6956533.588478 nChanged 15 SP:Iteration 131Q (193.920931 sec): 3 clusters Score: Raw -6960086.714067 + Penalty 3551.484838 = -6956535.229229 nChanged 15 SP:Iteration 132Q (194.007770 sec): 3 clusters Score: Raw -6960088.425590 + Penalty 3551.484838 = -6956536.940752 nChanged 19 SP:Iteration 133Q (194.107150 sec): 3 clusters Score: Raw -6960091.001643 + Penalty 3551.484838 = -6956539.516805 nChanged 19 SP:Iteration 134Q (194.190413 sec): 3 clusters Score: Raw -6960093.205875 + Penalty 3551.484838 = -6956541.721037 nChanged 23 SP:Iteration 135Q (194.276303 sec): 3 clusters Score: Raw -6960095.557363 + Penalty 3551.484838 = -6956544.072525 nChanged 21 SP:Iteration 136Q (194.366752 sec): 3 clusters Score: Raw -6960097.605307 + Penalty 3551.484838 = -6956546.120469 nChanged 16 SP:Iteration 137Q (194.447744 sec): 3 clusters Score: Raw -6960099.266322 + Penalty 3551.484838 = -6956547.781484 nChanged 13 SP:Iteration 138Q (194.530090 sec): 3 clusters Score: Raw -6960100.322378 + Penalty 3551.484838 = -6956548.837540 nChanged 8 SP:Iteration 139Q (194.629931 sec): 3 clusters Score: Raw -6960101.326179 + Penalty 3551.484838 = -6956549.841341 nChanged 10 SP:Iteration 140F (194.748395 sec): 3 clusters Score: Raw -6960102.461054 + Penalty 3551.484838 = -6956550.976216 nChanged 14 SP:Iteration 141Q (194.838269 sec): 3 clusters Score: Raw -6960104.163443 + Penalty 3551.484838 = -6956552.678605 nChanged 11 SP:Iteration 142Q (194.918922 sec): 3 clusters Score: Raw -6960105.258097 + Penalty 3551.484838 = -6956553.773259 nChanged 14 SP:Iteration 143Q (194.998928 sec): 3 clusters Score: Raw -6960106.586209 + Penalty 3551.484838 = -6956555.101372 nChanged 18 SP:Iteration 144Q (195.086866 sec): 3 clusters Score: Raw -6960108.481555 + Penalty 3551.484838 = -6956556.996717 nChanged 20 SP:Iteration 145Q (195.167887 sec): 3 clusters Score: Raw -6960110.835440 + Penalty 3551.484838 = -6956559.350602 nChanged 19 SP:Iteration 146Q (195.249752 sec): 3 clusters Score: Raw -6960113.323248 + Penalty 3551.484838 = -6956561.838410 nChanged 18 SP:Iteration 147Q (195.335853 sec): 3 clusters Score: Raw -6960115.893722 + Penalty 3551.484838 = -6956564.408884 nChanged 21 SP:Iteration 148Q (195.418859 sec): 3 clusters Score: Raw -6960119.011675 + Penalty 3551.484838 = -6956567.526837 nChanged 37 SP:Iteration 149Q (195.499167 sec): 3 clusters Score: Raw -6960123.501294 + Penalty 3551.484838 = -6956572.016456 nChanged 29 SP:Iteration 150Q (195.579559 sec): 3 clusters Score: Raw -6960127.381459 + Penalty 3551.484838 = -6956575.896621 nChanged 24 SP:Iteration 151Q (195.662105 sec): 3 clusters Score: Raw -6960130.279602 + Penalty 3551.484838 = -6956578.794764 nChanged 20 SP:Iteration 152Q (195.742497 sec): 3 clusters Score: Raw -6960132.328217 + Penalty 3551.484838 = -6956580.843379 nChanged 14 SP:Iteration 153Q (195.829627 sec): 3 clusters Score: Raw -6960133.907489 + Penalty 3551.484838 = -6956582.422651 nChanged 14 SP:Iteration 154Q (195.912668 sec): 3 clusters Score: Raw -6960135.089517 + Penalty 3551.484838 = -6956583.604679 nChanged 9 SP:Iteration 155Q (195.993378 sec): 3 clusters Score: Raw -6960136.122916 + Penalty 3551.484838 = -6956584.638078 nChanged 15 SP:Iteration 156Q (196.077147 sec): 3 clusters Score: Raw -6960137.581413 + Penalty 3551.484838 = -6956586.096575 nChanged 13 SP:Iteration 157Q (196.157120 sec): 3 clusters Score: Raw -6960138.737142 + Penalty 3551.484838 = -6956587.252304 nChanged 11 SP:Iteration 158Q (196.238427 sec): 3 clusters Score: Raw -6960139.637490 + Penalty 3551.484838 = -6956588.152652 nChanged 8 SP:Iteration 159Q (196.318482 sec): 3 clusters Score: Raw -6960140.300207 + Penalty 3551.484838 = -6956588.815369 nChanged 10 SP:Iteration 160F (196.414201 sec): 3 clusters Score: Raw -6960141.035017 + Penalty 3551.484838 = -6956589.550179 nChanged 12 SP:Iteration 161Q (196.499389 sec): 3 clusters Score: Raw -6960141.805140 + Penalty 3551.484838 = -6956590.320302 nChanged 11 SP:Iteration 162Q (196.580186 sec): 3 clusters Score: Raw -6960142.537897 + Penalty 3551.484838 = -6956591.053059 nChanged 10 SP:Iteration 163Q (196.660464 sec): 3 clusters Score: Raw -6960143.135494 + Penalty 3551.484838 = -6956591.650656 nChanged 8 SP:Iteration 164Q (196.741460 sec): 3 clusters Score: Raw -6960143.649686 + Penalty 3551.484838 = -6956592.164848 nChanged 8 SP:Iteration 165Q (196.823125 sec): 3 clusters Score: Raw -6960144.219117 + Penalty 3551.484838 = -6956592.734279 nChanged 8 SP:Iteration 166Q (196.907737 sec): 3 clusters Score: Raw -6960145.019846 + Penalty 3551.484838 = -6956593.535008 nChanged 14 SP:Iteration 167Q (196.988585 sec): 3 clusters Score: Raw -6960146.343800 + Penalty 3551.484838 = -6956594.858962 nChanged 14 SP:Iteration 168Q (197.072730 sec): 3 clusters Score: Raw -6960147.451976 + Penalty 3551.484838 = -6956595.967138 nChanged 12 SP:Iteration 169Q (197.153611 sec): 3 clusters Score: Raw -6960148.412083 + Penalty 3551.484838 = -6956596.927245 nChanged 13 SP:Iteration 170Q (197.235975 sec): 3 clusters Score: Raw -6960149.344710 + Penalty 3551.484838 = -6956597.859872 nChanged 15 SP:Iteration 171Q (197.316496 sec): 3 clusters Score: Raw -6960150.662169 + Penalty 3551.484838 = -6956599.177331 nChanged 14 SP:Iteration 172Q (197.397102 sec): 3 clusters Score: Raw -6960152.054098 + Penalty 3551.484838 = -6956600.569260 nChanged 20 SP:Iteration 173Q (197.480115 sec): 3 clusters Score: Raw -6960153.988983 + Penalty 3551.484838 = -6956602.504145 nChanged 14 SP:Iteration 174Q (197.560423 sec): 3 clusters Score: Raw -6960154.970131 + Penalty 3551.484838 = -6956603.485293 nChanged 14 SP:Iteration 175Q (197.640650 sec): 3 clusters Score: Raw -6960156.356771 + Penalty 3551.484838 = -6956604.871933 nChanged 16 SP:Iteration 176Q (197.725790 sec): 3 clusters Score: Raw -6960157.742839 + Penalty 3551.484838 = -6956606.258001 nChanged 22 SP:Iteration 177Q (197.806658 sec): 3 clusters Score: Raw -6960160.644190 + Penalty 3551.484838 = -6956609.159352 nChanged 27 SP:Iteration 178Q (197.887965 sec): 3 clusters Score: Raw -6960163.809376 + Penalty 3551.484838 = -6956612.324538 nChanged 22 SP:Iteration 179Q (197.968775 sec): 3 clusters Score: Raw -6960165.668862 + Penalty 3551.484838 = -6956614.184024 nChanged 17 SP:Iteration 180F (198.065133 sec): 3 clusters Score: Raw -6960167.193424 + Penalty 3551.484838 = -6956615.708586 nChanged 15 SP:Iteration 181Q (198.145096 sec): 3 clusters Score: Raw -6960168.470342 + Penalty 3551.484838 = -6956616.985504 nChanged 13 SP:Iteration 182Q (198.227126 sec): 3 clusters Score: Raw -6960169.317775 + Penalty 3551.484838 = -6956617.832937 nChanged 9 SP:Iteration 183Q (198.313117 sec): 3 clusters Score: Raw -6960169.908134 + Penalty 3551.484838 = -6956618.423296 nChanged 8 SP:Iteration 184Q (198.394232 sec): 3 clusters Score: Raw -6960171.058570 + Penalty 3551.484838 = -6956619.573732 nChanged 11 SP:Iteration 185Q (198.474732 sec): 3 clusters Score: Raw -6960172.080575 + Penalty 3551.484838 = -6956620.595737 nChanged 8 SP:Iteration 186Q (198.557093 sec): 3 clusters Score: Raw -6960172.628564 + Penalty 3551.484838 = -6956621.143726 nChanged 12 SP:Iteration 187Q (198.644472 sec): 3 clusters Score: Raw -6960173.635850 + Penalty 3551.484838 = -6956622.151012 nChanged 8 SP:Iteration 188Q (198.725524 sec): 3 clusters Score: Raw -6960174.372276 + Penalty 3551.484838 = -6956622.887438 nChanged 6 SP:Iteration 189Q (198.805005 sec): 3 clusters Score: Raw -6960175.002949 + Penalty 3551.484838 = -6956623.518111 nChanged 10 SP:Iteration 190Q (198.890670 sec): 3 clusters Score: Raw -6960175.857698 + Penalty 3551.484838 = -6956624.372860 nChanged 11 SP:Iteration 191Q (198.970460 sec): 3 clusters Score: Raw -6960176.604293 + Penalty 3551.484838 = -6956625.119456 nChanged 7 SP:Iteration 192Q (199.051512 sec): 3 clusters Score: Raw -6960176.972186 + Penalty 3551.484838 = -6956625.487348 nChanged 3 SP:Iteration 193Q (199.135512 sec): 3 clusters Score: Raw -6960177.163045 + Penalty 3551.484838 = -6956625.678207 nChanged 4 SP:Iteration 194Q (199.216374 sec): 3 clusters Score: Raw -6960177.461042 + Penalty 3551.484838 = -6956625.976204 nChanged 5 SP:Iteration 195Q (199.297903 sec): 3 clusters Score: Raw -6960177.768551 + Penalty 3551.484838 = -6956626.283713 nChanged 2 SP:Iteration 196Q (199.378407 sec): 3 clusters Score: Raw -6960177.896060 + Penalty 3551.484838 = -6956626.411222 nChanged 3 SP:Iteration 197Q (199.470501 sec): 3 clusters Score: Raw -6960178.035135 + Penalty 3551.484838 = -6956626.550297 nChanged 1 SP:Iteration 198Q (199.550515 sec): 3 clusters Score: Raw -6960178.114175 + Penalty 3551.484838 = -6956626.629337 nChanged 0 SP:Iteration 199F (199.647753 sec): 3 clusters Score: Raw -6960178.114175 + Penalty 3551.484838 = -6956626.629337 nChanged 0 Trying to split cluster 12 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.652625 sec): 2 clusters Score: Raw -20221.382331 + Penalty 868.129316 = -19353.253015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.654469 sec): 3 clusters Score: Raw -20400.066235 + Penalty 1736.258632 = -18663.807603 nChanged 40 SP:Iteration 1F (199.656125 sec): 3 clusters Score: Raw -20524.097217 + Penalty 1736.258632 = -18787.838585 nChanged 8 SP:Iteration 2Q (199.657659 sec): 3 clusters Score: Raw -20548.176584 + Penalty 1736.258632 = -18811.917952 nChanged 2 SP:Iteration 3Q (199.659248 sec): 3 clusters Score: Raw -20558.380877 + Penalty 1736.258632 = -18822.122245 nChanged 1 SP:Iteration 4Q (199.660833 sec): 3 clusters Score: Raw -20560.299642 + Penalty 1736.258632 = -18824.041010 nChanged 0 SP:Iteration 5F (199.662482 sec): 3 clusters Score: Raw -20560.299642 + Penalty 1736.258632 = -18824.041010 nChanged 0 Trying to split cluster 13 (112542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.805753 sec): 2 clusters Score: Raw -13859419.681664 + Penalty 1890.050787 = -13857529.630877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.007560 sec): 3 clusters Score: Raw -13785880.808360 + Penalty 3780.101573 = -13782100.706787 nChanged 53813 SP:Iteration 1F (200.204505 sec): 3 clusters Score: Raw -13818564.433855 + Penalty 3780.101573 = -13814784.332282 nChanged 5683 SP:Iteration 2F (200.401952 sec): 3 clusters Score: Raw -13821411.785136 + Penalty 3780.101573 = -13817631.683562 nChanged 7380 SP:Iteration 3F (200.599275 sec): 3 clusters Score: Raw -13826741.042062 + Penalty 3780.101573 = -13822960.940489 nChanged 9175 SP:Iteration 4F (200.801225 sec): 3 clusters Score: Raw -13835334.150253 + Penalty 3780.101573 = -13831554.048680 nChanged 9698 SP:Iteration 5F (201.003060 sec): 3 clusters Score: Raw -13845873.211486 + Penalty 3780.101573 = -13842093.109912 nChanged 8356 SP:Iteration 6F (201.203100 sec): 3 clusters Score: Raw -13855340.446265 + Penalty 3780.101573 = -13851560.344691 nChanged 6320 SP:Iteration 7F (201.398961 sec): 3 clusters Score: Raw -13861671.263656 + Penalty 3780.101573 = -13857891.162083 nChanged 4043 SP:Iteration 8Q (201.585770 sec): 3 clusters Score: Raw -13864175.144635 + Penalty 3780.101573 = -13860395.043062 nChanged 2365 SP:Iteration 9Q (201.772618 sec): 3 clusters Score: Raw -13865151.637358 + Penalty 3780.101573 = -13861371.535785 nChanged 1621 SP:Iteration 10Q (201.952783 sec): 3 clusters Score: Raw -13865730.513543 + Penalty 3780.101573 = -13861950.411970 nChanged 1259 SP:Iteration 11Q (202.132535 sec): 3 clusters Score: Raw -13866127.008095 + Penalty 3780.101573 = -13862346.906522 nChanged 1050 SP:Iteration 12Q (202.311318 sec): 3 clusters Score: Raw -13866432.670724 + Penalty 3780.101573 = -13862652.569151 nChanged 929 SP:Iteration 13Q (202.489595 sec): 3 clusters Score: Raw -13866699.493461 + Penalty 3780.101573 = -13862919.391888 nChanged 875 SP:Iteration 14Q (202.676837 sec): 3 clusters Score: Raw -13866937.875194 + Penalty 3780.101573 = -13863157.773620 nChanged 774 SP:Iteration 15Q (202.855288 sec): 3 clusters Score: Raw -13867154.458615 + Penalty 3780.101573 = -13863374.357041 nChanged 723 SP:Iteration 16Q (203.033249 sec): 3 clusters Score: Raw -13867359.053141 + Penalty 3780.101573 = -13863578.951568 nChanged 671 SP:Iteration 17Q (203.209002 sec): 3 clusters Score: Raw -13867543.215864 + Penalty 3780.101573 = -13863763.114290 nChanged 639 SP:Iteration 18Q (203.385789 sec): 3 clusters Score: Raw -13867732.925258 + Penalty 3780.101573 = -13863952.823685 nChanged 644 SP:Iteration 19Q (203.561604 sec): 3 clusters Score: Raw -13867910.024329 + Penalty 3780.101573 = -13864129.922756 nChanged 613 SP:Iteration 20F (203.756714 sec): 3 clusters Score: Raw -13868083.751784 + Penalty 3780.101573 = -13864303.650211 nChanged 564 SP:Iteration 21Q (203.932190 sec): 3 clusters Score: Raw -13868244.219899 + Penalty 3780.101573 = -13864464.118325 nChanged 548 SP:Iteration 22Q (204.111449 sec): 3 clusters Score: Raw -13868390.348116 + Penalty 3780.101573 = -13864610.246542 nChanged 510 SP:Iteration 23Q (204.290982 sec): 3 clusters Score: Raw -13868525.484088 + Penalty 3780.101573 = -13864745.382514 nChanged 436 SP:Iteration 24Q (204.472243 sec): 3 clusters Score: Raw -13868636.792628 + Penalty 3780.101573 = -13864856.691055 nChanged 464 SP:Iteration 25Q (204.651847 sec): 3 clusters Score: Raw -13868739.939395 + Penalty 3780.101573 = -13864959.837821 nChanged 433 SP:Iteration 26Q (204.825384 sec): 3 clusters Score: Raw -13868834.950344 + Penalty 3780.101573 = -13865054.848771 nChanged 379 SP:Iteration 27Q (204.996216 sec): 3 clusters Score: Raw -13868906.894564 + Penalty 3780.101573 = -13865126.792991 nChanged 332 SP:Iteration 28Q (205.175356 sec): 3 clusters Score: Raw -13868958.648136 + Penalty 3780.101573 = -13865178.546562 nChanged 256 SP:Iteration 29Q (205.362066 sec): 3 clusters Score: Raw -13868988.768654 + Penalty 3780.101573 = -13865208.667081 nChanged 196 SP:Iteration 30Q (205.535065 sec): 3 clusters Score: Raw -13869006.925830 + Penalty 3780.101573 = -13865226.824256 nChanged 184 SP:Iteration 31Q (205.707067 sec): 3 clusters Score: Raw -13869021.292167 + Penalty 3780.101573 = -13865241.190593 nChanged 151 SP:Iteration 32Q (205.878230 sec): 3 clusters Score: Raw -13869031.977629 + Penalty 3780.101573 = -13865251.876056 nChanged 143 SP:Iteration 33Q (206.048065 sec): 3 clusters Score: Raw -13869041.226141 + Penalty 3780.101573 = -13865261.124568 nChanged 143 SP:Iteration 34Q (206.219252 sec): 3 clusters Score: Raw -13869049.817046 + Penalty 3780.101573 = -13865269.715472 nChanged 129 SP:Iteration 35Q (206.390133 sec): 3 clusters Score: Raw -13869056.885610 + Penalty 3780.101573 = -13865276.784036 nChanged 118 SP:Iteration 36Q (206.565334 sec): 3 clusters Score: Raw -13869062.952929 + Penalty 3780.101573 = -13865282.851355 nChanged 102 SP:Iteration 37Q (206.735342 sec): 3 clusters Score: Raw -13869068.824544 + Penalty 3780.101573 = -13865288.722971 nChanged 106 SP:Iteration 38Q (206.905913 sec): 3 clusters Score: Raw -13869073.897113 + Penalty 3780.101573 = -13865293.795540 nChanged 92 SP:Iteration 39Q (207.076296 sec): 3 clusters Score: Raw -13869077.796653 + Penalty 3780.101573 = -13865297.695080 nChanged 85 SP:Iteration 40F (207.270159 sec): 3 clusters Score: Raw -13869080.925938 + Penalty 3780.101573 = -13865300.824365 nChanged 67 SP:Iteration 41Q (207.441495 sec): 3 clusters Score: Raw -13869083.285199 + Penalty 3780.101573 = -13865303.183625 nChanged 53 SP:Iteration 42Q (207.619296 sec): 3 clusters Score: Raw -13869084.817685 + Penalty 3780.101573 = -13865304.716112 nChanged 38 SP:Iteration 43Q (207.791411 sec): 3 clusters Score: Raw -13869085.820655 + Penalty 3780.101573 = -13865305.719082 nChanged 32 SP:Iteration 44Q (207.963020 sec): 3 clusters Score: Raw -13869086.620670 + Penalty 3780.101573 = -13865306.519096 nChanged 18 SP:Iteration 45Q (208.134951 sec): 3 clusters Score: Raw -13869086.931344 + Penalty 3780.101573 = -13865306.829770 nChanged 12 SP:Iteration 46Q (208.305342 sec): 3 clusters Score: Raw -13869087.171800 + Penalty 3780.101573 = -13865307.070227 nChanged 15 SP:Iteration 47Q (208.476607 sec): 3 clusters Score: Raw -13869087.508276 + Penalty 3780.101573 = -13865307.406703 nChanged 20 SP:Iteration 48Q (208.648195 sec): 3 clusters Score: Raw -13869088.045920 + Penalty 3780.101573 = -13865307.944347 nChanged 19 SP:Iteration 49Q (208.818444 sec): 3 clusters Score: Raw -13869088.413104 + Penalty 3780.101573 = -13865308.311530 nChanged 13 SP:Iteration 50Q (208.997504 sec): 3 clusters Score: Raw -13869088.678457 + Penalty 3780.101573 = -13865308.576884 nChanged 10 SP:Iteration 51Q (209.169012 sec): 3 clusters Score: Raw -13869088.876933 + Penalty 3780.101573 = -13865308.775359 nChanged 12 SP:Iteration 52Q (209.340680 sec): 3 clusters Score: Raw -13869089.104376 + Penalty 3780.101573 = -13865309.002803 nChanged 14 SP:Iteration 53Q (209.512000 sec): 3 clusters Score: Raw -13869089.417523 + Penalty 3780.101573 = -13865309.315950 nChanged 14 SP:Iteration 54Q (209.685093 sec): 3 clusters Score: Raw -13869089.765945 + Penalty 3780.101573 = -13865309.664372 nChanged 17 SP:Iteration 55Q (209.876121 sec): 3 clusters Score: Raw -13869090.171457 + Penalty 3780.101573 = -13865310.069883 nChanged 16 SP:Iteration 56Q (210.047047 sec): 3 clusters Score: Raw -13869090.567073 + Penalty 3780.101573 = -13865310.465500 nChanged 15 SP:Iteration 57Q (210.224007 sec): 3 clusters Score: Raw -13869090.877380 + Penalty 3780.101573 = -13865310.775807 nChanged 8 SP:Iteration 58Q (210.394518 sec): 3 clusters Score: Raw -13869091.084984 + Penalty 3780.101573 = -13865310.983410 nChanged 14 SP:Iteration 59Q (210.568099 sec): 3 clusters Score: Raw -13869091.286387 + Penalty 3780.101573 = -13865311.184814 nChanged 10 SP:Iteration 60F (210.770874 sec): 3 clusters Score: Raw -13869091.438293 + Penalty 3780.101573 = -13865311.336720 nChanged 7 SP:Iteration 61Q (210.941885 sec): 3 clusters Score: Raw -13869091.567094 + Penalty 3780.101573 = -13865311.465521 nChanged 5 SP:Iteration 62Q (211.112078 sec): 3 clusters Score: Raw -13869091.623913 + Penalty 3780.101573 = -13865311.522340 nChanged 2 SP:Iteration 63Q (211.283148 sec): 3 clusters Score: Raw -13869091.659443 + Penalty 3780.101573 = -13865311.557870 nChanged 3 SP:Iteration 64Q (211.456218 sec): 3 clusters Score: Raw -13869091.706747 + Penalty 3780.101573 = -13865311.605174 nChanged 3 SP:Iteration 65Q (211.626749 sec): 3 clusters Score: Raw -13869091.761977 + Penalty 3780.101573 = -13865311.660403 nChanged 3 SP:Iteration 66Q (211.797644 sec): 3 clusters Score: Raw -13869091.799872 + Penalty 3780.101573 = -13865311.698298 nChanged 2 SP:Iteration 67Q (211.974070 sec): 3 clusters Score: Raw -13869091.814304 + Penalty 3780.101573 = -13865311.712730 nChanged 0 SP:Iteration 68F (212.171124 sec): 3 clusters Score: Raw -13869091.814304 + Penalty 3780.101573 = -13865311.712730 nChanged 0 Score: Raw -39101664.224239 + Penalty 41231.335688 = -39060432.888551 Splitting cluster 13 changes total score from -39047109.209121 to -39060432.888551 So it's getting split into cluster 20. Trying to split cluster 14 (10017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.656536 sec): 2 clusters Score: Raw -1152578.512013 + Penalty 1496.956326 = -1151081.555687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.686356 sec): 3 clusters Score: Raw -1146984.859351 + Penalty 2993.912652 = -1143990.946699 nChanged 4247 SP:Iteration 1F (216.715161 sec): 3 clusters Score: Raw -1149216.963958 + Penalty 2993.912652 = -1146223.051306 nChanged 614 SP:Iteration 2F (216.751576 sec): 3 clusters Score: Raw -1149590.652753 + Penalty 2993.912652 = -1146596.740101 nChanged 585 SP:Iteration 3F (216.790529 sec): 3 clusters Score: Raw -1150044.364587 + Penalty 2993.912652 = -1147050.451935 nChanged 645 SP:Iteration 4F (216.819527 sec): 3 clusters Score: Raw -1150544.857227 + Penalty 2993.912652 = -1147550.944575 nChanged 733 SP:Iteration 5F (216.854028 sec): 3 clusters Score: Raw -1151133.933913 + Penalty 2993.912652 = -1148140.021261 nChanged 786 SP:Iteration 6F (216.882969 sec): 3 clusters Score: Raw -1151741.318721 + Penalty 2993.912652 = -1148747.406069 nChanged 684 SP:Iteration 7F (216.912030 sec): 3 clusters Score: Raw -1152264.065050 + Penalty 2993.912652 = -1149270.152398 nChanged 576 SP:Iteration 8F (216.940838 sec): 3 clusters Score: Raw -1152660.554045 + Penalty 2993.912652 = -1149666.641393 nChanged 433 SP:Iteration 9Q (216.969762 sec): 3 clusters Score: Raw -1152915.556749 + Penalty 2993.912652 = -1149921.644097 nChanged 330 SP:Iteration 10Q (216.998567 sec): 3 clusters Score: Raw -1153098.698034 + Penalty 2993.912652 = -1150104.785382 nChanged 224 SP:Iteration 11Q (217.027471 sec): 3 clusters Score: Raw -1153197.694181 + Penalty 2993.912652 = -1150203.781529 nChanged 175 SP:Iteration 12Q (217.056343 sec): 3 clusters Score: Raw -1153264.024537 + Penalty 2993.912652 = -1150270.111885 nChanged 128 SP:Iteration 13Q (217.085244 sec): 3 clusters Score: Raw -1153311.833166 + Penalty 2993.912652 = -1150317.920514 nChanged 104 SP:Iteration 14Q (217.114350 sec): 3 clusters Score: Raw -1153346.298899 + Penalty 2993.912652 = -1150352.386247 nChanged 95 SP:Iteration 15Q (217.159132 sec): 3 clusters Score: Raw -1153378.906172 + Penalty 2993.912652 = -1150384.993520 nChanged 88 SP:Iteration 16Q (217.192356 sec): 3 clusters Score: Raw -1153405.162452 + Penalty 2993.912652 = -1150411.249800 nChanged 61 SP:Iteration 17Q (217.221107 sec): 3 clusters Score: Raw -1153422.247390 + Penalty 2993.912652 = -1150428.334739 nChanged 64 SP:Iteration 18Q (217.250248 sec): 3 clusters Score: Raw -1153439.952202 + Penalty 2993.912652 = -1150446.039551 nChanged 62 SP:Iteration 19Q (217.279024 sec): 3 clusters Score: Raw -1153459.716063 + Penalty 2993.912652 = -1150465.803411 nChanged 59 SP:Iteration 20F (217.307669 sec): 3 clusters Score: Raw -1153475.758766 + Penalty 2993.912652 = -1150481.846114 nChanged 43 SP:Iteration 21Q (217.336706 sec): 3 clusters Score: Raw -1153486.877207 + Penalty 2993.912652 = -1150492.964555 nChanged 46 SP:Iteration 22Q (217.365752 sec): 3 clusters Score: Raw -1153498.207748 + Penalty 2993.912652 = -1150504.295096 nChanged 37 SP:Iteration 23Q (217.394684 sec): 3 clusters Score: Raw -1153506.564868 + Penalty 2993.912652 = -1150512.652216 nChanged 33 SP:Iteration 24Q (217.433480 sec): 3 clusters Score: Raw -1153514.022267 + Penalty 2993.912652 = -1150520.109615 nChanged 23 SP:Iteration 25Q (217.462386 sec): 3 clusters Score: Raw -1153519.374451 + Penalty 2993.912652 = -1150525.461799 nChanged 19 SP:Iteration 26Q (217.491160 sec): 3 clusters Score: Raw -1153524.173851 + Penalty 2993.912652 = -1150530.261199 nChanged 25 SP:Iteration 27Q (217.521918 sec): 3 clusters Score: Raw -1153530.324788 + Penalty 2993.912652 = -1150536.412136 nChanged 23 SP:Iteration 28Q (217.550832 sec): 3 clusters Score: Raw -1153536.669877 + Penalty 2993.912652 = -1150542.757225 nChanged 18 SP:Iteration 29Q (217.579540 sec): 3 clusters Score: Raw -1153542.806044 + Penalty 2993.912652 = -1150548.893393 nChanged 21 SP:Iteration 30Q (217.608538 sec): 3 clusters Score: Raw -1153549.963941 + Penalty 2993.912652 = -1150556.051289 nChanged 27 SP:Iteration 31Q (217.637390 sec): 3 clusters Score: Raw -1153556.870275 + Penalty 2993.912652 = -1150562.957623 nChanged 21 SP:Iteration 32Q (217.666151 sec): 3 clusters Score: Raw -1153563.397673 + Penalty 2993.912652 = -1150569.485021 nChanged 26 SP:Iteration 33Q (217.695098 sec): 3 clusters Score: Raw -1153571.384226 + Penalty 2993.912652 = -1150577.471574 nChanged 21 SP:Iteration 34Q (217.723949 sec): 3 clusters Score: Raw -1153577.302619 + Penalty 2993.912652 = -1150583.389967 nChanged 18 SP:Iteration 35Q (217.752782 sec): 3 clusters Score: Raw -1153583.139431 + Penalty 2993.912652 = -1150589.226779 nChanged 24 SP:Iteration 36Q (217.781544 sec): 3 clusters Score: Raw -1153590.348524 + Penalty 2993.912652 = -1150596.435872 nChanged 20 SP:Iteration 37Q (217.810291 sec): 3 clusters Score: Raw -1153597.012499 + Penalty 2993.912652 = -1150603.099847 nChanged 19 SP:Iteration 38Q (217.858905 sec): 3 clusters Score: Raw -1153602.478045 + Penalty 2993.912652 = -1150608.565393 nChanged 17 SP:Iteration 39Q (217.887629 sec): 3 clusters Score: Raw -1153609.310147 + Penalty 2993.912652 = -1150615.397495 nChanged 21 SP:Iteration 40F (217.917687 sec): 3 clusters Score: Raw -1153620.395586 + Penalty 2993.912652 = -1150626.482934 nChanged 17 SP:Iteration 41Q (217.946411 sec): 3 clusters Score: Raw -1153627.105788 + Penalty 2993.912652 = -1150633.193136 nChanged 14 SP:Iteration 42Q (217.974872 sec): 3 clusters Score: Raw -1153637.037427 + Penalty 2993.912652 = -1150643.124776 nChanged 28 SP:Iteration 43Q (218.009785 sec): 3 clusters Score: Raw -1153655.066982 + Penalty 2993.912652 = -1150661.154331 nChanged 27 SP:Iteration 44Q (218.037540 sec): 3 clusters Score: Raw -1153673.451274 + Penalty 2993.912652 = -1150679.538622 nChanged 26 SP:Iteration 45Q (218.065653 sec): 3 clusters Score: Raw -1153687.968345 + Penalty 2993.912652 = -1150694.055693 nChanged 25 SP:Iteration 46Q (218.093559 sec): 3 clusters Score: Raw -1153701.036110 + Penalty 2993.912652 = -1150707.123458 nChanged 22 SP:Iteration 47Q (218.121740 sec): 3 clusters Score: Raw -1153719.492887 + Penalty 2993.912652 = -1150725.580235 nChanged 26 SP:Iteration 48Q (218.149235 sec): 3 clusters Score: Raw -1153733.926616 + Penalty 2993.912652 = -1150740.013964 nChanged 21 SP:Iteration 49Q (218.176769 sec): 3 clusters Score: Raw -1153744.992186 + Penalty 2993.912652 = -1150751.079535 nChanged 13 SP:Iteration 50Q (218.204016 sec): 3 clusters Score: Raw -1153750.230160 + Penalty 2993.912652 = -1150756.317508 nChanged 7 SP:Iteration 51Q (218.240069 sec): 3 clusters Score: Raw -1153754.423158 + Penalty 2993.912652 = -1150760.510506 nChanged 10 SP:Iteration 52Q (218.266896 sec): 3 clusters Score: Raw -1153758.305896 + Penalty 2993.912652 = -1150764.393245 nChanged 8 SP:Iteration 53Q (218.293673 sec): 3 clusters Score: Raw -1153760.773044 + Penalty 2993.912652 = -1150766.860392 nChanged 7 SP:Iteration 54Q (218.320503 sec): 3 clusters Score: Raw -1153762.783791 + Penalty 2993.912652 = -1150768.871139 nChanged 5 SP:Iteration 55Q (218.347131 sec): 3 clusters Score: Raw -1153764.063247 + Penalty 2993.912652 = -1150770.150595 nChanged 8 SP:Iteration 56Q (218.373642 sec): 3 clusters Score: Raw -1153767.205412 + Penalty 2993.912652 = -1150773.292760 nChanged 5 SP:Iteration 57Q (218.400248 sec): 3 clusters Score: Raw -1153768.851358 + Penalty 2993.912652 = -1150774.938706 nChanged 3 SP:Iteration 58Q (218.426757 sec): 3 clusters Score: Raw -1153769.757745 + Penalty 2993.912652 = -1150775.845093 nChanged 1 SP:Iteration 59Q (218.453242 sec): 3 clusters Score: Raw -1153769.870119 + Penalty 2993.912652 = -1150775.957467 nChanged 0 SP:Iteration 60F (218.482058 sec): 3 clusters Score: Raw -1153769.870119 + Penalty 2993.912652 = -1150775.957467 nChanged 0 Trying to split cluster 15 (5311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (218.500560 sec): 2 clusters Score: Raw -660074.208909 + Penalty 1393.849506 = -658680.359403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (218.522317 sec): 3 clusters Score: Raw -657312.868051 + Penalty 2787.699012 = -654525.169040 nChanged 2177 SP:Iteration 1F (218.543352 sec): 3 clusters Score: Raw -658505.643080 + Penalty 2787.699012 = -655717.944068 nChanged 355 SP:Iteration 2F (218.564114 sec): 3 clusters Score: Raw -658671.592870 + Penalty 2787.699012 = -655883.893858 nChanged 235 SP:Iteration 3Q (218.587466 sec): 3 clusters Score: Raw -658792.588483 + Penalty 2787.699012 = -656004.889471 nChanged 193 SP:Iteration 4Q (218.608861 sec): 3 clusters Score: Raw -658884.270523 + Penalty 2787.699012 = -656096.571511 nChanged 159 SP:Iteration 5Q (218.630474 sec): 3 clusters Score: Raw -658960.921783 + Penalty 2787.699012 = -656173.222771 nChanged 157 SP:Iteration 6Q (218.651911 sec): 3 clusters Score: Raw -659040.545498 + Penalty 2787.699012 = -656252.846486 nChanged 157 SP:Iteration 7Q (218.673069 sec): 3 clusters Score: Raw -659135.697652 + Penalty 2787.699012 = -656347.998640 nChanged 174 SP:Iteration 8Q (218.693389 sec): 3 clusters Score: Raw -659250.510355 + Penalty 2787.699012 = -656462.811344 nChanged 162 SP:Iteration 9Q (218.714451 sec): 3 clusters Score: Raw -659372.643212 + Penalty 2787.699012 = -656584.944200 nChanged 159 SP:Iteration 10Q (218.735751 sec): 3 clusters Score: Raw -659488.600366 + Penalty 2787.699012 = -656700.901354 nChanged 164 SP:Iteration 11Q (218.786561 sec): 3 clusters Score: Raw -659598.019116 + Penalty 2787.699012 = -656810.320104 nChanged 176 SP:Iteration 12Q (218.807473 sec): 3 clusters Score: Raw -659717.010511 + Penalty 2787.699012 = -656929.311499 nChanged 168 SP:Iteration 13Q (218.836875 sec): 3 clusters Score: Raw -659819.040352 + Penalty 2787.699012 = -657031.341340 nChanged 158 SP:Iteration 14Q (218.857880 sec): 3 clusters Score: Raw -659923.016860 + Penalty 2787.699012 = -657135.317848 nChanged 183 SP:Iteration 15Q (218.882399 sec): 3 clusters Score: Raw -660025.376257 + Penalty 2787.699012 = -657237.677245 nChanged 165 SP:Iteration 16Q (218.902449 sec): 3 clusters Score: Raw -660118.088609 + Penalty 2787.699012 = -657330.389597 nChanged 138 SP:Iteration 17Q (218.922400 sec): 3 clusters Score: Raw -660182.122954 + Penalty 2787.699012 = -657394.423942 nChanged 119 SP:Iteration 18Q (218.942334 sec): 3 clusters Score: Raw -660238.345763 + Penalty 2787.699012 = -657450.646752 nChanged 118 SP:Iteration 19Q (218.965505 sec): 3 clusters Score: Raw -660292.330076 + Penalty 2787.699012 = -657504.631064 nChanged 117 SP:Iteration 20F (218.989716 sec): 3 clusters Score: Raw -660348.324817 + Penalty 2787.699012 = -657560.625805 nChanged 119 SP:Iteration 21Q (219.009532 sec): 3 clusters Score: Raw -660403.998251 + Penalty 2787.699012 = -657616.299239 nChanged 119 SP:Iteration 22Q (219.030187 sec): 3 clusters Score: Raw -660472.946755 + Penalty 2787.699012 = -657685.247743 nChanged 132 SP:Iteration 23Q (219.056444 sec): 3 clusters Score: Raw -660540.457352 + Penalty 2787.699012 = -657752.758341 nChanged 113 SP:Iteration 24Q (219.123656 sec): 3 clusters Score: Raw -660596.334621 + Penalty 2787.699012 = -657808.635609 nChanged 102 SP:Iteration 25Q (219.157935 sec): 3 clusters Score: Raw -660642.265190 + Penalty 2787.699012 = -657854.566179 nChanged 84 SP:Iteration 26Q (219.178532 sec): 3 clusters Score: Raw -660676.916237 + Penalty 2787.699012 = -657889.217226 nChanged 73 SP:Iteration 27Q (219.203458 sec): 3 clusters Score: Raw -660715.031524 + Penalty 2787.699012 = -657927.332512 nChanged 60 SP:Iteration 28Q (219.224240 sec): 3 clusters Score: Raw -660742.462044 + Penalty 2787.699012 = -657954.763032 nChanged 55 SP:Iteration 29Q (219.245404 sec): 3 clusters Score: Raw -660764.997145 + Penalty 2787.699012 = -657977.298134 nChanged 38 SP:Iteration 30Q (219.285605 sec): 3 clusters Score: Raw -660778.556871 + Penalty 2787.699012 = -657990.857860 nChanged 28 SP:Iteration 31Q (219.321408 sec): 3 clusters Score: Raw -660788.824447 + Penalty 2787.699012 = -658001.125435 nChanged 30 SP:Iteration 32Q (219.345933 sec): 3 clusters Score: Raw -660799.530467 + Penalty 2787.699012 = -658011.831455 nChanged 31 SP:Iteration 33Q (219.370186 sec): 3 clusters Score: Raw -660809.782253 + Penalty 2787.699012 = -658022.083242 nChanged 27 SP:Iteration 34Q (219.402730 sec): 3 clusters Score: Raw -660818.342830 + Penalty 2787.699012 = -658030.643818 nChanged 17 SP:Iteration 35Q (219.423409 sec): 3 clusters Score: Raw -660823.400980 + Penalty 2787.699012 = -658035.701969 nChanged 16 SP:Iteration 36Q (219.443717 sec): 3 clusters Score: Raw -660826.790706 + Penalty 2787.699012 = -658039.091695 nChanged 18 SP:Iteration 37Q (219.500676 sec): 3 clusters Score: Raw -660832.217051 + Penalty 2787.699012 = -658044.518039 nChanged 15 SP:Iteration 38Q (219.520393 sec): 3 clusters Score: Raw -660836.695938 + Penalty 2787.699012 = -658048.996927 nChanged 11 SP:Iteration 39Q (219.540913 sec): 3 clusters Score: Raw -660839.983491 + Penalty 2787.699012 = -658052.284479 nChanged 7 SP:Iteration 40F (219.562333 sec): 3 clusters Score: Raw -660841.100821 + Penalty 2787.699012 = -658053.401809 nChanged 5 SP:Iteration 41Q (219.582909 sec): 3 clusters Score: Raw -660841.854492 + Penalty 2787.699012 = -658054.155481 nChanged 1 SP:Iteration 42Q (219.603191 sec): 3 clusters Score: Raw -660841.919567 + Penalty 2787.699012 = -658054.220555 nChanged 0 SP:Iteration 43F (219.624353 sec): 3 clusters Score: Raw -660841.919567 + Penalty 2787.699012 = -658054.220555 nChanged 0 Trying to split cluster 16 (3932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.652144 sec): 2 clusters Score: Raw -488885.635323 + Penalty 1344.996816 = -487540.638507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.679927 sec): 3 clusters Score: Raw -486956.646793 + Penalty 2689.993631 = -484266.653162 nChanged 1486 SP:Iteration 1F (219.718196 sec): 3 clusters Score: Raw -487755.781057 + Penalty 2689.993631 = -485065.787426 nChanged 263 SP:Iteration 2F (219.738092 sec): 3 clusters Score: Raw -487909.453917 + Penalty 2689.993631 = -485219.460286 nChanged 200 SP:Iteration 3F (219.757941 sec): 3 clusters Score: Raw -488020.532364 + Penalty 2689.993631 = -485330.538732 nChanged 184 SP:Iteration 4Q (219.777466 sec): 3 clusters Score: Raw -488127.375150 + Penalty 2689.993631 = -485437.381519 nChanged 163 SP:Iteration 5Q (219.802963 sec): 3 clusters Score: Raw -488228.906237 + Penalty 2689.993631 = -485538.912605 nChanged 148 SP:Iteration 6Q (219.833159 sec): 3 clusters Score: Raw -488317.641875 + Penalty 2689.993631 = -485627.648244 nChanged 131 SP:Iteration 7Q (219.852700 sec): 3 clusters Score: Raw -488390.174795 + Penalty 2689.993631 = -485700.181164 nChanged 123 SP:Iteration 8Q (219.872468 sec): 3 clusters Score: Raw -488463.905924 + Penalty 2689.993631 = -485773.912292 nChanged 114 SP:Iteration 9Q (219.892066 sec): 3 clusters Score: Raw -488534.740982 + Penalty 2689.993631 = -485844.747351 nChanged 123 SP:Iteration 10Q (219.921041 sec): 3 clusters Score: Raw -488610.454037 + Penalty 2689.993631 = -485920.460406 nChanged 98 SP:Iteration 11Q (219.945619 sec): 3 clusters Score: Raw -488674.207990 + Penalty 2689.993631 = -485984.214359 nChanged 103 SP:Iteration 12Q (219.965294 sec): 3 clusters Score: Raw -488726.963724 + Penalty 2689.993631 = -486036.970092 nChanged 76 SP:Iteration 13Q (219.984597 sec): 3 clusters Score: Raw -488766.462704 + Penalty 2689.993631 = -486076.469072 nChanged 71 SP:Iteration 14Q (220.004101 sec): 3 clusters Score: Raw -488799.895307 + Penalty 2689.993631 = -486109.901676 nChanged 71 SP:Iteration 15Q (220.023538 sec): 3 clusters Score: Raw -488829.554072 + Penalty 2689.993631 = -486139.560440 nChanged 50 SP:Iteration 16Q (220.052388 sec): 3 clusters Score: Raw -488851.231404 + Penalty 2689.993631 = -486161.237772 nChanged 53 SP:Iteration 17Q (220.071613 sec): 3 clusters Score: Raw -488875.319259 + Penalty 2689.993631 = -486185.325628 nChanged 52 SP:Iteration 18Q (220.096162 sec): 3 clusters Score: Raw -488904.043858 + Penalty 2689.993631 = -486214.050227 nChanged 59 SP:Iteration 19Q (220.115419 sec): 3 clusters Score: Raw -488927.458942 + Penalty 2689.993631 = -486237.465311 nChanged 52 SP:Iteration 20F (220.145328 sec): 3 clusters Score: Raw -488948.192565 + Penalty 2689.993631 = -486258.198933 nChanged 49 SP:Iteration 21Q (220.164558 sec): 3 clusters Score: Raw -488969.945638 + Penalty 2689.993631 = -486279.952006 nChanged 43 SP:Iteration 22Q (220.206271 sec): 3 clusters Score: Raw -488992.357799 + Penalty 2689.993631 = -486302.364168 nChanged 50 SP:Iteration 23Q (220.259288 sec): 3 clusters Score: Raw -489015.947567 + Penalty 2689.993631 = -486325.953936 nChanged 43 SP:Iteration 24Q (220.278702 sec): 3 clusters Score: Raw -489032.342402 + Penalty 2689.993631 = -486342.348770 nChanged 36 SP:Iteration 25Q (220.296616 sec): 3 clusters Score: Raw -489043.953778 + Penalty 2689.993631 = -486353.960147 nChanged 25 SP:Iteration 26Q (220.315993 sec): 3 clusters Score: Raw -489052.468471 + Penalty 2689.993631 = -486362.474840 nChanged 25 SP:Iteration 27Q (220.336219 sec): 3 clusters Score: Raw -489062.401635 + Penalty 2689.993631 = -486372.408004 nChanged 24 SP:Iteration 28Q (220.355385 sec): 3 clusters Score: Raw -489070.245950 + Penalty 2689.993631 = -486380.252318 nChanged 17 SP:Iteration 29Q (220.377826 sec): 3 clusters Score: Raw -489075.876462 + Penalty 2689.993631 = -486385.882830 nChanged 19 SP:Iteration 30Q (220.397023 sec): 3 clusters Score: Raw -489084.701828 + Penalty 2689.993631 = -486394.708196 nChanged 20 SP:Iteration 31Q (220.416329 sec): 3 clusters Score: Raw -489089.846304 + Penalty 2689.993631 = -486399.852672 nChanged 14 SP:Iteration 32Q (220.434596 sec): 3 clusters Score: Raw -489093.189637 + Penalty 2689.993631 = -486403.196005 nChanged 15 SP:Iteration 33Q (220.453627 sec): 3 clusters Score: Raw -489099.077922 + Penalty 2689.993631 = -486409.084290 nChanged 16 SP:Iteration 34Q (220.472659 sec): 3 clusters Score: Raw -489103.245454 + Penalty 2689.993631 = -486413.251823 nChanged 14 SP:Iteration 35Q (220.500271 sec): 3 clusters Score: Raw -489106.580512 + Penalty 2689.993631 = -486416.586880 nChanged 7 SP:Iteration 36Q (220.518436 sec): 3 clusters Score: Raw -489108.410139 + Penalty 2689.993631 = -486418.416508 nChanged 5 SP:Iteration 37Q (220.537308 sec): 3 clusters Score: Raw -489109.623728 + Penalty 2689.993631 = -486419.630097 nChanged 1 SP:Iteration 38Q (220.556473 sec): 3 clusters Score: Raw -489109.865893 + Penalty 2689.993631 = -486419.872261 nChanged 0 SP:Iteration 39F (220.575922 sec): 3 clusters Score: Raw -489109.865893 + Penalty 2689.993631 = -486419.872261 nChanged 0 Trying to split cluster 18 (924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.586991 sec): 2 clusters Score: Raw -111342.666329 + Penalty 1109.665712 = -110233.000617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.592345 sec): 3 clusters Score: Raw -111034.953149 + Penalty 2219.331423 = -108815.621726 nChanged 251 SP:Iteration 1F (220.597360 sec): 3 clusters Score: Raw -111254.435863 + Penalty 2219.331423 = -109035.104439 nChanged 66 SP:Iteration 2F (220.602562 sec): 3 clusters Score: Raw -111319.291793 + Penalty 2219.331423 = -109099.960369 nChanged 30 SP:Iteration 3Q (220.607547 sec): 3 clusters Score: Raw -111352.887502 + Penalty 2219.331423 = -109133.556079 nChanged 23 SP:Iteration 4Q (220.612516 sec): 3 clusters Score: Raw -111381.118748 + Penalty 2219.331423 = -109161.787324 nChanged 19 SP:Iteration 5Q (220.617466 sec): 3 clusters Score: Raw -111399.556017 + Penalty 2219.331423 = -109180.224594 nChanged 14 SP:Iteration 6Q (220.622414 sec): 3 clusters Score: Raw -111413.611237 + Penalty 2219.331423 = -109194.279814 nChanged 4 SP:Iteration 7Q (220.627356 sec): 3 clusters Score: Raw -111418.472185 + Penalty 2219.331423 = -109199.140762 nChanged 3 SP:Iteration 8Q (220.632303 sec): 3 clusters Score: Raw -111421.947406 + Penalty 2219.331423 = -109202.615983 nChanged 3 SP:Iteration 9Q (220.637271 sec): 3 clusters Score: Raw -111425.111738 + Penalty 2219.331423 = -109205.780315 nChanged 5 SP:Iteration 10Q (220.642220 sec): 3 clusters Score: Raw -111430.413209 + Penalty 2219.331423 = -109211.081786 nChanged 3 SP:Iteration 11Q (220.647161 sec): 3 clusters Score: Raw -111433.759272 + Penalty 2219.331423 = -109214.427848 nChanged 3 SP:Iteration 12Q (220.652132 sec): 3 clusters Score: Raw -111438.968709 + Penalty 2219.331423 = -109219.637286 nChanged 7 SP:Iteration 13Q (220.657064 sec): 3 clusters Score: Raw -111445.929679 + Penalty 2219.331423 = -109226.598256 nChanged 7 SP:Iteration 14Q (220.662000 sec): 3 clusters Score: Raw -111450.421002 + Penalty 2219.331423 = -109231.089579 nChanged 8 SP:Iteration 15Q (220.666953 sec): 3 clusters Score: Raw -111457.593119 + Penalty 2219.331423 = -109238.261696 nChanged 6 SP:Iteration 16Q (220.671877 sec): 3 clusters Score: Raw -111462.347810 + Penalty 2219.331423 = -109243.016387 nChanged 7 SP:Iteration 17Q (220.676803 sec): 3 clusters Score: Raw -111470.595439 + Penalty 2219.331423 = -109251.264016 nChanged 8 SP:Iteration 18Q (220.681719 sec): 3 clusters Score: Raw -111481.428871 + Penalty 2219.331423 = -109262.097448 nChanged 6 SP:Iteration 19Q (220.686642 sec): 3 clusters Score: Raw -111487.497616 + Penalty 2219.331423 = -109268.166192 nChanged 4 SP:Iteration 20F (220.691638 sec): 3 clusters Score: Raw -111491.491161 + Penalty 2219.331423 = -109272.159738 nChanged 3 SP:Iteration 21Q (220.696561 sec): 3 clusters Score: Raw -111493.934363 + Penalty 2219.331423 = -109274.602940 nChanged 2 SP:Iteration 22Q (220.701527 sec): 3 clusters Score: Raw -111494.541401 + Penalty 2219.331423 = -109275.209978 nChanged 0 SP:Iteration 23F (220.706491 sec): 3 clusters Score: Raw -111494.541401 + Penalty 2219.331423 = -109275.209978 nChanged 0 Trying to split cluster 19 (1004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.716543 sec): 2 clusters Score: Raw -118727.040842 + Penalty 1123.158936 = -117603.881906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.722293 sec): 3 clusters Score: Raw -118421.521896 + Penalty 2246.317873 = -116175.204023 nChanged 286 SP:Iteration 1F (220.727711 sec): 3 clusters Score: Raw -118674.443247 + Penalty 2246.317873 = -116428.125374 nChanged 75 SP:Iteration 2F (220.733120 sec): 3 clusters Score: Raw -118768.547978 + Penalty 2246.317873 = -116522.230105 nChanged 48 SP:Iteration 3Q (220.738476 sec): 3 clusters Score: Raw -118819.291417 + Penalty 2246.317873 = -116572.973544 nChanged 29 SP:Iteration 4Q (220.743813 sec): 3 clusters Score: Raw -118859.271897 + Penalty 2246.317873 = -116612.954024 nChanged 26 SP:Iteration 5Q (220.749152 sec): 3 clusters Score: Raw -118888.296644 + Penalty 2246.317873 = -116641.978772 nChanged 13 SP:Iteration 6Q (220.754473 sec): 3 clusters Score: Raw -118903.319596 + Penalty 2246.317873 = -116657.001723 nChanged 10 SP:Iteration 7Q (220.759778 sec): 3 clusters Score: Raw -118911.496568 + Penalty 2246.317873 = -116665.178696 nChanged 9 SP:Iteration 8Q (220.765123 sec): 3 clusters Score: Raw -118921.059791 + Penalty 2246.317873 = -116674.741919 nChanged 13 SP:Iteration 9Q (220.770430 sec): 3 clusters Score: Raw -118939.002208 + Penalty 2246.317873 = -116692.684336 nChanged 14 SP:Iteration 10Q (220.775733 sec): 3 clusters Score: Raw -118954.768317 + Penalty 2246.317873 = -116708.450444 nChanged 8 SP:Iteration 11Q (220.781005 sec): 3 clusters Score: Raw -118960.021593 + Penalty 2246.317873 = -116713.703721 nChanged 7 SP:Iteration 12Q (220.786288 sec): 3 clusters Score: Raw -118970.907611 + Penalty 2246.317873 = -116724.589738 nChanged 7 SP:Iteration 13Q (220.791575 sec): 3 clusters Score: Raw -118976.265239 + Penalty 2246.317873 = -116729.947367 nChanged 5 SP:Iteration 14Q (220.796892 sec): 3 clusters Score: Raw -118980.436078 + Penalty 2246.317873 = -116734.118205 nChanged 5 SP:Iteration 15Q (220.802177 sec): 3 clusters Score: Raw -118984.587208 + Penalty 2246.317873 = -116738.269335 nChanged 6 SP:Iteration 16Q (220.807449 sec): 3 clusters Score: Raw -118990.341051 + Penalty 2246.317873 = -116744.023179 nChanged 3 SP:Iteration 17Q (220.812717 sec): 3 clusters Score: Raw -118994.021692 + Penalty 2246.317873 = -116747.703819 nChanged 2 SP:Iteration 18Q (220.818031 sec): 3 clusters Score: Raw -118995.305637 + Penalty 2246.317873 = -116748.987764 nChanged 2 SP:Iteration 19Q (220.823278 sec): 3 clusters Score: Raw -118997.832227 + Penalty 2246.317873 = -116751.514354 nChanged 1 SP:Iteration 20F (220.828655 sec): 3 clusters Score: Raw -118998.963471 + Penalty 2246.317873 = -116752.645599 nChanged 1 SP:Iteration 21Q (220.833932 sec): 3 clusters Score: Raw -119002.113063 + Penalty 2246.317873 = -116755.795191 nChanged 0 SP:Iteration 22F (220.839328 sec): 3 clusters Score: Raw -119002.113063 + Penalty 2246.317873 = -116755.795191 nChanged 0 Iteration 59Q (223.436039 sec): 21 clusters Score: Raw -39103994.660234 + Penalty 41231.335688 = -39062763.324546 nChanged 4558 Iteration 60F (227.308984 sec): 21 clusters Score: Raw -39105636.491268 + Penalty 41231.335688 = -39064405.155580 nChanged 4109 Iteration 61Q (229.296158 sec): 21 clusters Score: Raw -39106316.037058 + Penalty 41231.335688 = -39065084.701370 nChanged 2457 Iteration 62Q (231.244687 sec): 21 clusters Score: Raw -39106705.954234 + Penalty 41231.335688 = -39065474.618546 nChanged 1868 Iteration 63Q (233.179813 sec): 21 clusters Score: Raw -39106987.512517 + Penalty 41231.335688 = -39065756.176829 nChanged 1635 Iteration 64Q (235.112605 sec): 21 clusters Score: Raw -39107232.238265 + Penalty 41231.335688 = -39066000.902577 nChanged 1447 Iteration 65Q (237.041096 sec): 21 clusters Score: Raw -39107454.902657 + Penalty 41231.335688 = -39066223.566969 nChanged 1371 Iteration 66Q (239.009984 sec): 21 clusters Score: Raw -39107660.542667 + Penalty 41231.335688 = -39066429.206979 nChanged 1293 Iteration 67Q (240.953473 sec): 21 clusters Score: Raw -39107842.455820 + Penalty 41231.335688 = -39066611.120132 nChanged 1257 Iteration 68Q (242.873888 sec): 21 clusters Score: Raw -39108025.393008 + Penalty 41231.335688 = -39066794.057320 nChanged 1260 Iteration 69Q (244.795123 sec): 21 clusters Score: Raw -39108202.016902 + Penalty 41231.335688 = -39066970.681214 nChanged 1215 Iteration 70Q (246.721310 sec): 21 clusters Score: Raw -39108376.432871 + Penalty 41231.335688 = -39067145.097183 nChanged 1209 Iteration 71Q (248.635393 sec): 21 clusters Score: Raw -39108553.283732 + Penalty 41231.335688 = -39067321.948044 nChanged 1187 Iteration 72Q (250.566899 sec): 21 clusters Score: Raw -39108719.003542 + Penalty 41231.335688 = -39067487.667854 nChanged 1193 Iteration 73Q (252.495468 sec): 21 clusters Score: Raw -39108880.133061 + Penalty 41231.335688 = -39067648.797373 nChanged 1190 Iteration 74Q (254.442989 sec): 21 clusters Score: Raw -39109033.889069 + Penalty 41231.335688 = -39067802.553381 nChanged 1164 Iteration 75Q (256.363721 sec): 21 clusters Score: Raw -39109182.335813 + Penalty 41231.335688 = -39067951.000125 nChanged 1157 Iteration 76Q (258.289939 sec): 21 clusters Score: Raw -39109327.406699 + Penalty 41231.335688 = -39068096.071011 nChanged 1161 Iteration 77Q (260.216098 sec): 21 clusters Score: Raw -39109479.629292 + Penalty 41231.335688 = -39068248.293604 nChanged 1188 Iteration 78Q (262.154075 sec): 21 clusters Score: Raw -39109627.363939 + Penalty 41231.335688 = -39068396.028251 nChanged 1133 Iteration 79Q (264.078644 sec): 21 clusters Score: Raw -39109763.817873 + Penalty 41231.335688 = -39068532.482184 nChanged 1154 Iteration 80F (268.015039 sec): 21 clusters Score: Raw -39109902.152079 + Penalty 41231.335688 = -39068670.816391 nChanged 1127 Iteration 81Q (270.037406 sec): 21 clusters Score: Raw -39110034.428753 + Penalty 41231.335688 = -39068803.093065 nChanged 1092 Iteration 82Q (272.007017 sec): 21 clusters Score: Raw -39110150.055979 + Penalty 41231.335688 = -39068918.720291 nChanged 996 Iteration 83Q (274.181820 sec): 21 clusters Score: Raw -39110255.219578 + Penalty 41231.335688 = -39069023.883889 nChanged 996 Iteration 84Q (276.248401 sec): 21 clusters Score: Raw -39110364.371839 + Penalty 41231.335688 = -39069133.036151 nChanged 1002 Iteration 85Q (278.248612 sec): 21 clusters Score: Raw -39110471.652581 + Penalty 41231.335688 = -39069240.316893 nChanged 981 Iteration 86Q (280.260685 sec): 21 clusters Score: Raw -39110580.374839 + Penalty 41231.335688 = -39069349.039151 nChanged 993 Iteration 87Q (282.253414 sec): 21 clusters Score: Raw -39110694.739680 + Penalty 41231.335688 = -39069463.403992 nChanged 1001 Iteration 88Q (284.261098 sec): 21 clusters Score: Raw -39110809.220445 + Penalty 41231.335688 = -39069577.884757 nChanged 1000 Iteration 89Q (286.280698 sec): 21 clusters Score: Raw -39110916.778848 + Penalty 41231.335688 = -39069685.443159 nChanged 935 Iteration 90Q (288.242723 sec): 21 clusters Score: Raw -39111013.639674 + Penalty 41231.335688 = -39069782.303986 nChanged 972 Iteration 91Q (290.218274 sec): 21 clusters Score: Raw -39111117.770557 + Penalty 41231.335688 = -39069886.434868 nChanged 950 Iteration 92Q (292.159817 sec): 21 clusters Score: Raw -39111221.369219 + Penalty 41231.335688 = -39069990.033531 nChanged 921 Iteration 93Q (294.089659 sec): 21 clusters Score: Raw -39111321.478511 + Penalty 41231.335688 = -39070090.142823 nChanged 934 Iteration 94Q (296.028263 sec): 21 clusters Score: Raw -39111427.365104 + Penalty 41231.335688 = -39070196.029416 nChanged 950 Iteration 95Q (298.060663 sec): 21 clusters Score: Raw -39111535.839164 + Penalty 41231.335688 = -39070304.503476 nChanged 969 Iteration 96Q (300.042167 sec): 21 clusters Score: Raw -39111646.354768 + Penalty 41231.335688 = -39070415.019079 nChanged 980 Iteration 97Q (301.976078 sec): 21 clusters Score: Raw -39111759.095334 + Penalty 41231.335688 = -39070527.759646 nChanged 985 Iteration 98Q (303.897634 sec): 21 clusters Score: Raw -39111869.676243 + Penalty 41231.335688 = -39070638.340555 nChanged 941 Writing temp clu file Because OldScore, -39070527.759646, is greater than current (better) Score,-39070638.340555 Compute initial score before splitting: Score: Raw -39111869.676243 + Penalty 41231.335688 = -39070638.340555 Trying to split cluster 1 (5195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (303.968962 sec): 2 clusters Score: Raw -640589.489081 + Penalty 1390.260934 = -639199.228147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (303.990384 sec): 3 clusters Score: Raw -637910.115194 + Penalty 2780.521869 = -635129.593325 nChanged 2065 SP:Iteration 1F (304.011204 sec): 3 clusters Score: Raw -639087.437289 + Penalty 2780.521869 = -636306.915420 nChanged 327 SP:Iteration 2F (304.031926 sec): 3 clusters Score: Raw -639235.054265 + Penalty 2780.521869 = -636454.532396 nChanged 217 SP:Iteration 3Q (304.052987 sec): 3 clusters Score: Raw -639335.221141 + Penalty 2780.521869 = -636554.699272 nChanged 167 SP:Iteration 4Q (304.074054 sec): 3 clusters Score: Raw -639413.910696 + Penalty 2780.521869 = -636633.388827 nChanged 162 SP:Iteration 5Q (304.094770 sec): 3 clusters Score: Raw -639498.189236 + Penalty 2780.521869 = -636717.667368 nChanged 162 SP:Iteration 6Q (304.126136 sec): 3 clusters Score: Raw -639583.566798 + Penalty 2780.521869 = -636803.044930 nChanged 148 SP:Iteration 7Q (304.146549 sec): 3 clusters Score: Raw -639666.254653 + Penalty 2780.521869 = -636885.732784 nChanged 157 SP:Iteration 8Q (304.167433 sec): 3 clusters Score: Raw -639754.919623 + Penalty 2780.521869 = -636974.397754 nChanged 154 SP:Iteration 9Q (304.188309 sec): 3 clusters Score: Raw -639850.328833 + Penalty 2780.521869 = -637069.806964 nChanged 171 SP:Iteration 10Q (304.211118 sec): 3 clusters Score: Raw -639957.903268 + Penalty 2780.521869 = -637177.381399 nChanged 178 SP:Iteration 11Q (304.255318 sec): 3 clusters Score: Raw -640071.842271 + Penalty 2780.521869 = -637291.320403 nChanged 157 SP:Iteration 12Q (304.274339 sec): 3 clusters Score: Raw -640192.353212 + Penalty 2780.521869 = -637411.831343 nChanged 160 SP:Iteration 13Q (304.294629 sec): 3 clusters Score: Raw -640296.197415 + Penalty 2780.521869 = -637515.675546 nChanged 106 SP:Iteration 14Q (304.315165 sec): 3 clusters Score: Raw -640365.986208 + Penalty 2780.521869 = -637585.464339 nChanged 109 SP:Iteration 15Q (304.371227 sec): 3 clusters Score: Raw -640440.553011 + Penalty 2780.521869 = -637660.031142 nChanged 96 SP:Iteration 16Q (304.406496 sec): 3 clusters Score: Raw -640503.097369 + Penalty 2780.521869 = -637722.575500 nChanged 90 SP:Iteration 17Q (304.426286 sec): 3 clusters Score: Raw -640567.535841 + Penalty 2780.521869 = -637787.013972 nChanged 62 SP:Iteration 18Q (304.452354 sec): 3 clusters Score: Raw -640613.849350 + Penalty 2780.521869 = -637833.327481 nChanged 54 SP:Iteration 19Q (304.507781 sec): 3 clusters Score: Raw -640661.044868 + Penalty 2780.521869 = -637880.522999 nChanged 53 SP:Iteration 20F (304.548725 sec): 3 clusters Score: Raw -640702.160418 + Penalty 2780.521869 = -637921.638550 nChanged 47 SP:Iteration 21Q (304.568447 sec): 3 clusters Score: Raw -640736.133664 + Penalty 2780.521869 = -637955.611796 nChanged 38 SP:Iteration 22Q (304.587740 sec): 3 clusters Score: Raw -640769.090731 + Penalty 2780.521869 = -637988.568863 nChanged 35 SP:Iteration 23Q (304.607337 sec): 3 clusters Score: Raw -640792.378401 + Penalty 2780.521869 = -638011.856532 nChanged 20 SP:Iteration 24Q (304.628191 sec): 3 clusters Score: Raw -640803.327432 + Penalty 2780.521869 = -638022.805564 nChanged 10 SP:Iteration 25Q (304.647239 sec): 3 clusters Score: Raw -640811.526660 + Penalty 2780.521869 = -638031.004791 nChanged 13 SP:Iteration 26Q (304.679168 sec): 3 clusters Score: Raw -640817.827357 + Penalty 2780.521869 = -638037.305488 nChanged 8 SP:Iteration 27Q (304.732284 sec): 3 clusters Score: Raw -640823.328270 + Penalty 2780.521869 = -638042.806401 nChanged 13 SP:Iteration 28Q (304.783566 sec): 3 clusters Score: Raw -640831.265540 + Penalty 2780.521869 = -638050.743672 nChanged 12 SP:Iteration 29Q (304.836383 sec): 3 clusters Score: Raw -640839.786847 + Penalty 2780.521869 = -638059.264979 nChanged 13 SP:Iteration 30Q (304.864482 sec): 3 clusters Score: Raw -640847.618006 + Penalty 2780.521869 = -638067.096137 nChanged 9 SP:Iteration 31Q (304.883631 sec): 3 clusters Score: Raw -640852.762137 + Penalty 2780.521869 = -638072.240268 nChanged 10 SP:Iteration 32Q (304.903100 sec): 3 clusters Score: Raw -640857.991064 + Penalty 2780.521869 = -638077.469195 nChanged 9 SP:Iteration 33Q (304.956412 sec): 3 clusters Score: Raw -640862.280789 + Penalty 2780.521869 = -638081.758921 nChanged 9 SP:Iteration 34Q (305.009121 sec): 3 clusters Score: Raw -640866.232289 + Penalty 2780.521869 = -638085.710421 nChanged 8 SP:Iteration 35Q (305.035294 sec): 3 clusters Score: Raw -640869.341625 + Penalty 2780.521869 = -638088.819757 nChanged 5 SP:Iteration 36Q (305.054752 sec): 3 clusters Score: Raw -640873.506109 + Penalty 2780.521869 = -638092.984240 nChanged 5 SP:Iteration 37Q (305.089434 sec): 3 clusters Score: Raw -640876.124105 + Penalty 2780.521869 = -638095.602236 nChanged 5 SP:Iteration 38Q (305.108875 sec): 3 clusters Score: Raw -640877.495850 + Penalty 2780.521869 = -638096.973981 nChanged 1 SP:Iteration 39Q (305.127856 sec): 3 clusters Score: Raw -640878.121326 + Penalty 2780.521869 = -638097.599458 nChanged 2 SP:Iteration 40F (305.148669 sec): 3 clusters Score: Raw -640879.769745 + Penalty 2780.521869 = -638099.247877 nChanged 2 SP:Iteration 41Q (305.167991 sec): 3 clusters Score: Raw -640880.532294 + Penalty 2780.521869 = -638100.010425 nChanged 1 SP:Iteration 42Q (305.187509 sec): 3 clusters Score: Raw -640880.686968 + Penalty 2780.521869 = -638100.165099 nChanged 0 SP:Iteration 43F (305.216379 sec): 3 clusters Score: Raw -640880.686968 + Penalty 2780.521869 = -638100.165099 nChanged 0 Trying to split cluster 2 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (305.226727 sec): 2 clusters Score: Raw -78521.262262 + Penalty 1064.550554 = -77456.711707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (305.230982 sec): 3 clusters Score: Raw -78359.118680 + Penalty 2129.101109 = -76230.017571 nChanged 196 SP:Iteration 1F (305.240664 sec): 3 clusters Score: Raw -78616.618047 + Penalty 2129.101109 = -76487.516938 nChanged 66 SP:Iteration 2F (305.244608 sec): 3 clusters Score: Raw -78777.901992 + Penalty 2129.101109 = -76648.800883 nChanged 53 SP:Iteration 3F (305.248558 sec): 3 clusters Score: Raw -78863.149778 + Penalty 2129.101109 = -76734.048669 nChanged 28 SP:Iteration 4Q (305.252565 sec): 3 clusters Score: Raw -78901.369942 + Penalty 2129.101109 = -76772.268833 nChanged 22 SP:Iteration 5Q (305.256509 sec): 3 clusters Score: Raw -78927.291619 + Penalty 2129.101109 = -76798.190510 nChanged 10 SP:Iteration 6Q (305.260414 sec): 3 clusters Score: Raw -78939.090800 + Penalty 2129.101109 = -76809.989691 nChanged 8 SP:Iteration 7Q (305.264291 sec): 3 clusters Score: Raw -78951.194092 + Penalty 2129.101109 = -76822.092983 nChanged 6 SP:Iteration 8Q (305.268159 sec): 3 clusters Score: Raw -78958.847964 + Penalty 2129.101109 = -76829.746856 nChanged 4 SP:Iteration 9Q (305.279759 sec): 3 clusters Score: Raw -78965.575056 + Penalty 2129.101109 = -76836.473947 nChanged 3 SP:Iteration 10Q (305.283637 sec): 3 clusters Score: Raw -78973.076293 + Penalty 2129.101109 = -76843.975184 nChanged 3 SP:Iteration 11Q (305.287507 sec): 3 clusters Score: Raw -78977.055158 + Penalty 2129.101109 = -76847.954049 nChanged 1 SP:Iteration 12Q (305.291196 sec): 3 clusters Score: Raw -78979.025695 + Penalty 2129.101109 = -76849.924586 nChanged 0 SP:Iteration 13F (305.295135 sec): 3 clusters Score: Raw -78979.025695 + Penalty 2129.101109 = -76849.924586 nChanged 0 Trying to split cluster 3 (16321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (305.326605 sec): 2 clusters Score: Raw -1969195.845127 + Penalty 1576.283784 = -1967619.561344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (305.364577 sec): 3 clusters Score: Raw -1959553.238782 + Penalty 3152.567568 = -1956400.671214 nChanged 7306 SP:Iteration 1F (305.403647 sec): 3 clusters Score: Raw -1963458.801295 + Penalty 3152.567568 = -1960306.233727 nChanged 855 SP:Iteration 2F (305.444181 sec): 3 clusters Score: Raw -1963762.823183 + Penalty 3152.567568 = -1960610.255615 nChanged 743 SP:Iteration 3Q (305.482858 sec): 3 clusters Score: Raw -1964017.581623 + Penalty 3152.567568 = -1960865.014055 nChanged 694 SP:Iteration 4Q (305.523314 sec): 3 clusters Score: Raw -1964286.828799 + Penalty 3152.567568 = -1961134.261231 nChanged 660 SP:Iteration 5Q (305.561414 sec): 3 clusters Score: Raw -1964570.413161 + Penalty 3152.567568 = -1961417.845593 nChanged 669 SP:Iteration 6Q (305.599241 sec): 3 clusters Score: Raw -1964870.948584 + Penalty 3152.567568 = -1961718.381016 nChanged 650 SP:Iteration 7Q (305.641598 sec): 3 clusters Score: Raw -1965172.895807 + Penalty 3152.567568 = -1962020.328239 nChanged 654 SP:Iteration 8Q (305.679074 sec): 3 clusters Score: Raw -1965539.831763 + Penalty 3152.567568 = -1962387.264195 nChanged 709 SP:Iteration 9Q (305.716882 sec): 3 clusters Score: Raw -1966011.795558 + Penalty 3152.567568 = -1962859.227990 nChanged 765 SP:Iteration 10Q (305.754400 sec): 3 clusters Score: Raw -1966535.253807 + Penalty 3152.567568 = -1963382.686239 nChanged 715 SP:Iteration 11Q (305.797456 sec): 3 clusters Score: Raw -1966950.681089 + Penalty 3152.567568 = -1963798.113521 nChanged 598 SP:Iteration 12Q (305.843240 sec): 3 clusters Score: Raw -1967216.584269 + Penalty 3152.567568 = -1964064.016701 nChanged 423 SP:Iteration 13Q (305.879632 sec): 3 clusters Score: Raw -1967364.913307 + Penalty 3152.567568 = -1964212.345739 nChanged 310 SP:Iteration 14Q (305.916076 sec): 3 clusters Score: Raw -1967460.613671 + Penalty 3152.567568 = -1964308.046103 nChanged 231 SP:Iteration 15Q (305.952350 sec): 3 clusters Score: Raw -1967522.459952 + Penalty 3152.567568 = -1964369.892384 nChanged 173 SP:Iteration 16Q (305.988065 sec): 3 clusters Score: Raw -1967565.259609 + Penalty 3152.567568 = -1964412.692041 nChanged 161 SP:Iteration 17Q (306.024083 sec): 3 clusters Score: Raw -1967603.787697 + Penalty 3152.567568 = -1964451.220129 nChanged 148 SP:Iteration 18Q (306.059825 sec): 3 clusters Score: Raw -1967639.220941 + Penalty 3152.567568 = -1964486.653373 nChanged 117 SP:Iteration 19Q (306.095712 sec): 3 clusters Score: Raw -1967667.579404 + Penalty 3152.567568 = -1964515.011836 nChanged 123 SP:Iteration 20F (306.132914 sec): 3 clusters Score: Raw -1967694.869204 + Penalty 3152.567568 = -1964542.301636 nChanged 112 SP:Iteration 21Q (306.168567 sec): 3 clusters Score: Raw -1967716.711961 + Penalty 3152.567568 = -1964564.144393 nChanged 100 SP:Iteration 22Q (306.204069 sec): 3 clusters Score: Raw -1967734.056453 + Penalty 3152.567568 = -1964581.488885 nChanged 97 SP:Iteration 23Q (306.239668 sec): 3 clusters Score: Raw -1967750.725994 + Penalty 3152.567568 = -1964598.158426 nChanged 88 SP:Iteration 24Q (306.275375 sec): 3 clusters Score: Raw -1967765.718826 + Penalty 3152.567568 = -1964613.151258 nChanged 91 SP:Iteration 25Q (306.310869 sec): 3 clusters Score: Raw -1967783.674471 + Penalty 3152.567568 = -1964631.106903 nChanged 101 SP:Iteration 26Q (306.346340 sec): 3 clusters Score: Raw -1967801.130775 + Penalty 3152.567568 = -1964648.563207 nChanged 92 SP:Iteration 27Q (306.386682 sec): 3 clusters Score: Raw -1967818.454213 + Penalty 3152.567568 = -1964665.886645 nChanged 108 SP:Iteration 28Q (306.428267 sec): 3 clusters Score: Raw -1967838.748237 + Penalty 3152.567568 = -1964686.180669 nChanged 97 SP:Iteration 29Q (306.469154 sec): 3 clusters Score: Raw -1967856.769607 + Penalty 3152.567568 = -1964704.202039 nChanged 101 SP:Iteration 30Q (306.509492 sec): 3 clusters Score: Raw -1967877.301674 + Penalty 3152.567568 = -1964724.734106 nChanged 114 SP:Iteration 31Q (306.544730 sec): 3 clusters Score: Raw -1967903.415166 + Penalty 3152.567568 = -1964750.847598 nChanged 121 SP:Iteration 32Q (306.579609 sec): 3 clusters Score: Raw -1967936.322281 + Penalty 3152.567568 = -1964783.754713 nChanged 142 SP:Iteration 33Q (306.614732 sec): 3 clusters Score: Raw -1967969.944972 + Penalty 3152.567568 = -1964817.377404 nChanged 147 SP:Iteration 34Q (306.661280 sec): 3 clusters Score: Raw -1968004.275936 + Penalty 3152.567568 = -1964851.708368 nChanged 157 SP:Iteration 35Q (306.695937 sec): 3 clusters Score: Raw -1968051.801849 + Penalty 3152.567568 = -1964899.234281 nChanged 158 SP:Iteration 36Q (306.730846 sec): 3 clusters Score: Raw -1968103.360046 + Penalty 3152.567568 = -1964950.792478 nChanged 179 SP:Iteration 37Q (306.772928 sec): 3 clusters Score: Raw -1968160.077751 + Penalty 3152.567568 = -1965007.510183 nChanged 174 SP:Iteration 38Q (306.814521 sec): 3 clusters Score: Raw -1968212.047805 + Penalty 3152.567568 = -1965059.480238 nChanged 160 SP:Iteration 39Q (306.856172 sec): 3 clusters Score: Raw -1968259.855176 + Penalty 3152.567568 = -1965107.287608 nChanged 144 SP:Iteration 40F (306.893197 sec): 3 clusters Score: Raw -1968300.488629 + Penalty 3152.567568 = -1965147.921061 nChanged 146 SP:Iteration 41Q (306.927099 sec): 3 clusters Score: Raw -1968352.471905 + Penalty 3152.567568 = -1965199.904337 nChanged 152 SP:Iteration 42Q (306.961043 sec): 3 clusters Score: Raw -1968403.172410 + Penalty 3152.567568 = -1965250.604842 nChanged 145 SP:Iteration 43Q (306.998487 sec): 3 clusters Score: Raw -1968451.969333 + Penalty 3152.567568 = -1965299.401765 nChanged 139 SP:Iteration 44Q (307.031848 sec): 3 clusters Score: Raw -1968497.946805 + Penalty 3152.567568 = -1965345.379237 nChanged 141 SP:Iteration 45Q (307.065406 sec): 3 clusters Score: Raw -1968544.269845 + Penalty 3152.567568 = -1965391.702277 nChanged 138 SP:Iteration 46Q (307.098767 sec): 3 clusters Score: Raw -1968591.944671 + Penalty 3152.567568 = -1965439.377103 nChanged 142 SP:Iteration 47Q (307.131952 sec): 3 clusters Score: Raw -1968647.567048 + Penalty 3152.567568 = -1965494.999480 nChanged 155 SP:Iteration 48Q (307.164925 sec): 3 clusters Score: Raw -1968705.810858 + Penalty 3152.567568 = -1965553.243290 nChanged 138 SP:Iteration 49Q (307.198177 sec): 3 clusters Score: Raw -1968760.558403 + Penalty 3152.567568 = -1965607.990835 nChanged 114 SP:Iteration 50Q (307.231062 sec): 3 clusters Score: Raw -1968802.124729 + Penalty 3152.567568 = -1965649.557161 nChanged 94 SP:Iteration 51Q (307.263980 sec): 3 clusters Score: Raw -1968836.288336 + Penalty 3152.567568 = -1965683.720768 nChanged 94 SP:Iteration 52Q (307.296528 sec): 3 clusters Score: Raw -1968869.713743 + Penalty 3152.567568 = -1965717.146175 nChanged 88 SP:Iteration 53Q (307.328807 sec): 3 clusters Score: Raw -1968902.224084 + Penalty 3152.567568 = -1965749.656516 nChanged 79 SP:Iteration 54Q (307.361329 sec): 3 clusters Score: Raw -1968932.969321 + Penalty 3152.567568 = -1965780.401753 nChanged 84 SP:Iteration 55Q (307.397048 sec): 3 clusters Score: Raw -1968967.630060 + Penalty 3152.567568 = -1965815.062492 nChanged 84 SP:Iteration 56Q (307.430618 sec): 3 clusters Score: Raw -1969006.084960 + Penalty 3152.567568 = -1965853.517392 nChanged 86 SP:Iteration 57Q (307.462870 sec): 3 clusters Score: Raw -1969047.903863 + Penalty 3152.567568 = -1965895.336296 nChanged 82 SP:Iteration 58Q (307.505685 sec): 3 clusters Score: Raw -1969091.361402 + Penalty 3152.567568 = -1965938.793834 nChanged 88 SP:Iteration 59Q (307.543829 sec): 3 clusters Score: Raw -1969134.404187 + Penalty 3152.567568 = -1965981.836619 nChanged 82 SP:Iteration 60F (307.610679 sec): 3 clusters Score: Raw -1969172.406253 + Penalty 3152.567568 = -1966019.838685 nChanged 59 SP:Iteration 61Q (307.652628 sec): 3 clusters Score: Raw -1969203.143167 + Penalty 3152.567568 = -1966050.575599 nChanged 53 SP:Iteration 62Q (307.684273 sec): 3 clusters Score: Raw -1969227.231039 + Penalty 3152.567568 = -1966074.663471 nChanged 43 SP:Iteration 63Q (307.716242 sec): 3 clusters Score: Raw -1969245.860852 + Penalty 3152.567568 = -1966093.293284 nChanged 43 SP:Iteration 64Q (307.748157 sec): 3 clusters Score: Raw -1969269.883863 + Penalty 3152.567568 = -1966117.316295 nChanged 47 SP:Iteration 65Q (307.779879 sec): 3 clusters Score: Raw -1969295.005251 + Penalty 3152.567568 = -1966142.437683 nChanged 28 SP:Iteration 66Q (307.811564 sec): 3 clusters Score: Raw -1969312.212279 + Penalty 3152.567568 = -1966159.644711 nChanged 36 SP:Iteration 67Q (307.843077 sec): 3 clusters Score: Raw -1969333.588585 + Penalty 3152.567568 = -1966181.021017 nChanged 40 SP:Iteration 68Q (307.876280 sec): 3 clusters Score: Raw -1969349.178336 + Penalty 3152.567568 = -1966196.610768 nChanged 25 SP:Iteration 69Q (307.915593 sec): 3 clusters Score: Raw -1969360.771440 + Penalty 3152.567568 = -1966208.203872 nChanged 20 SP:Iteration 70Q (307.947088 sec): 3 clusters Score: Raw -1969369.647690 + Penalty 3152.567568 = -1966217.080122 nChanged 20 SP:Iteration 71Q (307.978656 sec): 3 clusters Score: Raw -1969379.559390 + Penalty 3152.567568 = -1966226.991822 nChanged 17 SP:Iteration 72Q (308.009895 sec): 3 clusters Score: Raw -1969385.309215 + Penalty 3152.567568 = -1966232.741647 nChanged 13 SP:Iteration 73Q (308.042009 sec): 3 clusters Score: Raw -1969390.968975 + Penalty 3152.567568 = -1966238.401407 nChanged 14 SP:Iteration 74Q (308.073563 sec): 3 clusters Score: Raw -1969397.679173 + Penalty 3152.567568 = -1966245.111605 nChanged 9 SP:Iteration 75Q (308.106537 sec): 3 clusters Score: Raw -1969403.287682 + Penalty 3152.567568 = -1966250.720114 nChanged 10 SP:Iteration 76Q (308.140982 sec): 3 clusters Score: Raw -1969410.201138 + Penalty 3152.567568 = -1966257.633570 nChanged 9 SP:Iteration 77Q (308.172104 sec): 3 clusters Score: Raw -1969415.178405 + Penalty 3152.567568 = -1966262.610837 nChanged 12 SP:Iteration 78Q (308.203164 sec): 3 clusters Score: Raw -1969420.949256 + Penalty 3152.567568 = -1966268.381688 nChanged 18 SP:Iteration 79Q (308.234603 sec): 3 clusters Score: Raw -1969427.862940 + Penalty 3152.567568 = -1966275.295372 nChanged 6 SP:Iteration 80F (308.271617 sec): 3 clusters Score: Raw -1969429.621925 + Penalty 3152.567568 = -1966277.054357 nChanged 2 SP:Iteration 81Q (308.302912 sec): 3 clusters Score: Raw -1969430.181432 + Penalty 3152.567568 = -1966277.613864 nChanged 5 SP:Iteration 82Q (308.334098 sec): 3 clusters Score: Raw -1969432.446075 + Penalty 3152.567568 = -1966279.878507 nChanged 2 SP:Iteration 83Q (308.370114 sec): 3 clusters Score: Raw -1969433.250518 + Penalty 3152.567568 = -1966280.682950 nChanged 2 SP:Iteration 84Q (308.403217 sec): 3 clusters Score: Raw -1969434.037247 + Penalty 3152.567568 = -1966281.469679 nChanged 1 SP:Iteration 85Q (308.434474 sec): 3 clusters Score: Raw -1969434.399568 + Penalty 3152.567568 = -1966281.832000 nChanged 0 SP:Iteration 86F (308.471270 sec): 3 clusters Score: Raw -1969434.399568 + Penalty 3152.567568 = -1966281.832000 nChanged 0 Trying to split cluster 4 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.484516 sec): 2 clusters Score: Raw -83334.006156 + Penalty 1072.036177 = -82261.969980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.489158 sec): 3 clusters Score: Raw -83156.903881 + Penalty 2144.072353 = -81012.831528 nChanged 207 SP:Iteration 1F (308.493378 sec): 3 clusters Score: Raw -83357.225238 + Penalty 2144.072353 = -81213.152885 nChanged 43 SP:Iteration 2F (308.497564 sec): 3 clusters Score: Raw -83405.986806 + Penalty 2144.072353 = -81261.914453 nChanged 21 SP:Iteration 3Q (308.501732 sec): 3 clusters Score: Raw -83434.458026 + Penalty 2144.072353 = -81290.385673 nChanged 19 SP:Iteration 4Q (308.505894 sec): 3 clusters Score: Raw -83461.086944 + Penalty 2144.072353 = -81317.014591 nChanged 11 SP:Iteration 5Q (308.510047 sec): 3 clusters Score: Raw -83476.571319 + Penalty 2144.072353 = -81332.498966 nChanged 8 SP:Iteration 6Q (308.514289 sec): 3 clusters Score: Raw -83483.528060 + Penalty 2144.072353 = -81339.455706 nChanged 3 SP:Iteration 7Q (308.518573 sec): 3 clusters Score: Raw -83485.163623 + Penalty 2144.072353 = -81341.091270 nChanged 4 SP:Iteration 8Q (308.522762 sec): 3 clusters Score: Raw -83488.340890 + Penalty 2144.072353 = -81344.268537 nChanged 4 SP:Iteration 9Q (308.526899 sec): 3 clusters Score: Raw -83492.239818 + Penalty 2144.072353 = -81348.167465 nChanged 1 SP:Iteration 10Q (308.531063 sec): 3 clusters Score: Raw -83494.170965 + Penalty 2144.072353 = -81350.098612 nChanged 1 SP:Iteration 11Q (308.541097 sec): 3 clusters Score: Raw -83495.526860 + Penalty 2144.072353 = -81351.454506 nChanged 0 SP:Iteration 12F (308.545314 sec): 3 clusters Score: Raw -83495.526860 + Penalty 2144.072353 = -81351.454506 nChanged 0 Trying to split cluster 5 (1199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.557311 sec): 2 clusters Score: Raw -134757.466020 + Penalty 1152.002013 = -133605.464008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.564006 sec): 3 clusters Score: Raw -134322.859320 + Penalty 2304.004025 = -132018.855295 nChanged 406 SP:Iteration 1F (308.570394 sec): 3 clusters Score: Raw -134730.994817 + Penalty 2304.004025 = -132426.990792 nChanged 133 SP:Iteration 2F (308.576740 sec): 3 clusters Score: Raw -134946.291163 + Penalty 2304.004025 = -132642.287138 nChanged 95 SP:Iteration 3F (308.583047 sec): 3 clusters Score: Raw -135139.962077 + Penalty 2304.004025 = -132835.958052 nChanged 84 SP:Iteration 4F (308.589428 sec): 3 clusters Score: Raw -135339.107350 + Penalty 2304.004025 = -133035.103325 nChanged 63 SP:Iteration 5F (308.595699 sec): 3 clusters Score: Raw -135449.591755 + Penalty 2304.004025 = -133145.587730 nChanged 47 SP:Iteration 6Q (308.601836 sec): 3 clusters Score: Raw -135518.059223 + Penalty 2304.004025 = -133214.055197 nChanged 34 SP:Iteration 7Q (308.607910 sec): 3 clusters Score: Raw -135569.534681 + Penalty 2304.004025 = -133265.530656 nChanged 25 SP:Iteration 8Q (308.613998 sec): 3 clusters Score: Raw -135614.484161 + Penalty 2304.004025 = -133310.480136 nChanged 20 SP:Iteration 9Q (308.620040 sec): 3 clusters Score: Raw -135638.765921 + Penalty 2304.004025 = -133334.761896 nChanged 7 SP:Iteration 10Q (308.626058 sec): 3 clusters Score: Raw -135645.807867 + Penalty 2304.004025 = -133341.803842 nChanged 7 SP:Iteration 11Q (308.632126 sec): 3 clusters Score: Raw -135650.423249 + Penalty 2304.004025 = -133346.419224 nChanged 4 SP:Iteration 12Q (308.638146 sec): 3 clusters Score: Raw -135654.127972 + Penalty 2304.004025 = -133350.123946 nChanged 2 SP:Iteration 13Q (308.644158 sec): 3 clusters Score: Raw -135657.392376 + Penalty 2304.004025 = -133353.388350 nChanged 2 SP:Iteration 14Q (308.650206 sec): 3 clusters Score: Raw -135659.218366 + Penalty 2304.004025 = -133355.214340 nChanged 2 SP:Iteration 15Q (308.656259 sec): 3 clusters Score: Raw -135660.505500 + Penalty 2304.004025 = -133356.501474 nChanged 2 SP:Iteration 16Q (308.667303 sec): 3 clusters Score: Raw -135663.449711 + Penalty 2304.004025 = -133359.445686 nChanged 3 SP:Iteration 17Q (308.673329 sec): 3 clusters Score: Raw -135665.544970 + Penalty 2304.004025 = -133361.540944 nChanged 1 SP:Iteration 18Q (308.679363 sec): 3 clusters Score: Raw -135666.649088 + Penalty 2304.004025 = -133362.645063 nChanged 3 SP:Iteration 19Q (308.685439 sec): 3 clusters Score: Raw -135670.014704 + Penalty 2304.004025 = -133366.010679 nChanged 4 SP:Iteration 20F (308.691723 sec): 3 clusters Score: Raw -135676.726964 + Penalty 2304.004025 = -133372.722939 nChanged 7 SP:Iteration 21Q (308.705684 sec): 3 clusters Score: Raw -135682.989609 + Penalty 2304.004025 = -133378.985584 nChanged 4 SP:Iteration 22Q (308.711744 sec): 3 clusters Score: Raw -135688.334464 + Penalty 2304.004025 = -133384.330439 nChanged 3 SP:Iteration 23Q (308.717801 sec): 3 clusters Score: Raw -135691.289099 + Penalty 2304.004025 = -133387.285074 nChanged 1 SP:Iteration 24Q (308.723995 sec): 3 clusters Score: Raw -135691.960722 + Penalty 2304.004025 = -133387.956697 nChanged 1 SP:Iteration 25Q (308.729992 sec): 3 clusters Score: Raw -135692.526048 + Penalty 2304.004025 = -133388.522022 nChanged 1 SP:Iteration 26Q (308.740904 sec): 3 clusters Score: Raw -135694.634493 + Penalty 2304.004025 = -133390.630467 nChanged 2 SP:Iteration 27Q (308.746924 sec): 3 clusters Score: Raw -135698.105910 + Penalty 2304.004025 = -133394.101884 nChanged 2 SP:Iteration 28Q (308.752999 sec): 3 clusters Score: Raw -135700.652869 + Penalty 2304.004025 = -133396.648844 nChanged 1 SP:Iteration 29Q (308.759158 sec): 3 clusters Score: Raw -135702.475562 + Penalty 2304.004025 = -133398.471537 nChanged 1 SP:Iteration 30Q (308.765156 sec): 3 clusters Score: Raw -135704.617837 + Penalty 2304.004025 = -133400.613812 nChanged 1 SP:Iteration 31Q (308.771277 sec): 3 clusters Score: Raw -135705.059412 + Penalty 2304.004025 = -133401.055386 nChanged 0 SP:Iteration 32F (308.777593 sec): 3 clusters Score: Raw -135705.059412 + Penalty 2304.004025 = -133401.055386 nChanged 0 Trying to split cluster 6 (50237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.852204 sec): 2 clusters Score: Raw -6198270.605389 + Penalty 1758.982401 = -6196511.622988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.946871 sec): 3 clusters Score: Raw -6166363.495366 + Penalty 3517.964803 = -6162845.530563 nChanged 23579 SP:Iteration 1F (309.034488 sec): 3 clusters Score: Raw -6180329.724869 + Penalty 3517.964803 = -6176811.760066 nChanged 2543 SP:Iteration 2F (309.122171 sec): 3 clusters Score: Raw -6181557.384837 + Penalty 3517.964803 = -6178039.420034 nChanged 2918 SP:Iteration 3F (309.208581 sec): 3 clusters Score: Raw -6183454.458907 + Penalty 3517.964803 = -6179936.494104 nChanged 3534 SP:Iteration 4F (309.299026 sec): 3 clusters Score: Raw -6186282.853385 + Penalty 3517.964803 = -6182764.888582 nChanged 3888 SP:Iteration 5F (309.386142 sec): 3 clusters Score: Raw -6189939.180813 + Penalty 3517.964803 = -6186421.216010 nChanged 4006 SP:Iteration 6F (309.473426 sec): 3 clusters Score: Raw -6194045.030948 + Penalty 3517.964803 = -6190527.066145 nChanged 3700 SP:Iteration 7F (309.560819 sec): 3 clusters Score: Raw -6198073.048103 + Penalty 3517.964803 = -6194555.083300 nChanged 2978 SP:Iteration 8F (309.648148 sec): 3 clusters Score: Raw -6201166.318005 + Penalty 3517.964803 = -6197648.353202 nChanged 2255 SP:Iteration 9Q (309.734035 sec): 3 clusters Score: Raw -6203192.581798 + Penalty 3517.964803 = -6199674.616995 nChanged 1719 SP:Iteration 10Q (309.820099 sec): 3 clusters Score: Raw -6204512.319876 + Penalty 3517.964803 = -6200994.355073 nChanged 1204 SP:Iteration 11Q (309.902902 sec): 3 clusters Score: Raw -6205217.839872 + Penalty 3517.964803 = -6201699.875069 nChanged 851 SP:Iteration 12Q (309.984470 sec): 3 clusters Score: Raw -6205614.797874 + Penalty 3517.964803 = -6202096.833071 nChanged 649 SP:Iteration 13Q (310.065005 sec): 3 clusters Score: Raw -6205848.172591 + Penalty 3517.964803 = -6202330.207788 nChanged 520 SP:Iteration 14Q (310.147103 sec): 3 clusters Score: Raw -6205987.364933 + Penalty 3517.964803 = -6202469.400131 nChanged 357 SP:Iteration 15Q (310.227640 sec): 3 clusters Score: Raw -6206055.972297 + Penalty 3517.964803 = -6202538.007494 nChanged 246 SP:Iteration 16Q (310.308085 sec): 3 clusters Score: Raw -6206092.587479 + Penalty 3517.964803 = -6202574.622676 nChanged 198 SP:Iteration 17Q (310.391755 sec): 3 clusters Score: Raw -6206113.872109 + Penalty 3517.964803 = -6202595.907306 nChanged 122 SP:Iteration 18Q (310.472118 sec): 3 clusters Score: Raw -6206124.130716 + Penalty 3517.964803 = -6202606.165913 nChanged 103 SP:Iteration 19Q (310.560543 sec): 3 clusters Score: Raw -6206131.895862 + Penalty 3517.964803 = -6202613.931059 nChanged 78 SP:Iteration 20F (310.647950 sec): 3 clusters Score: Raw -6206137.190744 + Penalty 3517.964803 = -6202619.225941 nChanged 74 SP:Iteration 21Q (310.728954 sec): 3 clusters Score: Raw -6206141.590758 + Penalty 3517.964803 = -6202623.625955 nChanged 54 SP:Iteration 22Q (310.809671 sec): 3 clusters Score: Raw -6206144.697772 + Penalty 3517.964803 = -6202626.732969 nChanged 39 SP:Iteration 23Q (310.890730 sec): 3 clusters Score: Raw -6206146.697343 + Penalty 3517.964803 = -6202628.732540 nChanged 32 SP:Iteration 24Q (310.971631 sec): 3 clusters Score: Raw -6206148.468027 + Penalty 3517.964803 = -6202630.503224 nChanged 33 SP:Iteration 25Q (311.051316 sec): 3 clusters Score: Raw -6206150.336659 + Penalty 3517.964803 = -6202632.371856 nChanged 35 SP:Iteration 26Q (311.132969 sec): 3 clusters Score: Raw -6206152.087695 + Penalty 3517.964803 = -6202634.122892 nChanged 35 SP:Iteration 27Q (311.217233 sec): 3 clusters Score: Raw -6206154.013234 + Penalty 3517.964803 = -6202636.048431 nChanged 30 SP:Iteration 28Q (311.303569 sec): 3 clusters Score: Raw -6206155.649177 + Penalty 3517.964803 = -6202637.684374 nChanged 39 SP:Iteration 29Q (311.383842 sec): 3 clusters Score: Raw -6206157.853977 + Penalty 3517.964803 = -6202639.889174 nChanged 31 SP:Iteration 30Q (311.464274 sec): 3 clusters Score: Raw -6206159.090534 + Penalty 3517.964803 = -6202641.125731 nChanged 22 SP:Iteration 31Q (311.544962 sec): 3 clusters Score: Raw -6206159.815123 + Penalty 3517.964803 = -6202641.850320 nChanged 21 SP:Iteration 32Q (311.624842 sec): 3 clusters Score: Raw -6206160.529863 + Penalty 3517.964803 = -6202642.565060 nChanged 19 SP:Iteration 33Q (311.704301 sec): 3 clusters Score: Raw -6206160.997124 + Penalty 3517.964803 = -6202643.032321 nChanged 11 SP:Iteration 34Q (311.786250 sec): 3 clusters Score: Raw -6206161.390165 + Penalty 3517.964803 = -6202643.425362 nChanged 12 SP:Iteration 35Q (311.866316 sec): 3 clusters Score: Raw -6206161.722935 + Penalty 3517.964803 = -6202643.758132 nChanged 13 SP:Iteration 36Q (311.948638 sec): 3 clusters Score: Raw -6206162.018592 + Penalty 3517.964803 = -6202644.053789 nChanged 9 SP:Iteration 37Q (312.046778 sec): 3 clusters Score: Raw -6206162.259114 + Penalty 3517.964803 = -6202644.294311 nChanged 11 SP:Iteration 38Q (312.134279 sec): 3 clusters Score: Raw -6206162.569230 + Penalty 3517.964803 = -6202644.604427 nChanged 12 SP:Iteration 39Q (312.218451 sec): 3 clusters Score: Raw -6206162.850683 + Penalty 3517.964803 = -6202644.885880 nChanged 10 SP:Iteration 40F (312.305348 sec): 3 clusters Score: Raw -6206163.078580 + Penalty 3517.964803 = -6202645.113777 nChanged 8 SP:Iteration 41Q (312.385864 sec): 3 clusters Score: Raw -6206163.265453 + Penalty 3517.964803 = -6202645.300650 nChanged 12 SP:Iteration 42Q (312.466071 sec): 3 clusters Score: Raw -6206163.553945 + Penalty 3517.964803 = -6202645.589142 nChanged 8 SP:Iteration 43Q (312.548917 sec): 3 clusters Score: Raw -6206163.744085 + Penalty 3517.964803 = -6202645.779282 nChanged 10 SP:Iteration 44Q (312.630286 sec): 3 clusters Score: Raw -6206163.988333 + Penalty 3517.964803 = -6202646.023530 nChanged 8 SP:Iteration 45Q (312.715290 sec): 3 clusters Score: Raw -6206164.163102 + Penalty 3517.964803 = -6202646.198299 nChanged 9 SP:Iteration 46Q (312.797240 sec): 3 clusters Score: Raw -6206164.390786 + Penalty 3517.964803 = -6202646.425983 nChanged 11 SP:Iteration 47Q (312.877589 sec): 3 clusters Score: Raw -6206164.618312 + Penalty 3517.964803 = -6202646.653509 nChanged 7 SP:Iteration 48Q (312.958896 sec): 3 clusters Score: Raw -6206164.759718 + Penalty 3517.964803 = -6202646.794915 nChanged 6 SP:Iteration 49Q (313.037819 sec): 3 clusters Score: Raw -6206164.847470 + Penalty 3517.964803 = -6202646.882667 nChanged 6 SP:Iteration 50Q (313.119386 sec): 3 clusters Score: Raw -6206165.027019 + Penalty 3517.964803 = -6202647.062216 nChanged 8 SP:Iteration 51Q (313.200184 sec): 3 clusters Score: Raw -6206165.239171 + Penalty 3517.964803 = -6202647.274368 nChanged 8 SP:Iteration 52Q (313.280551 sec): 3 clusters Score: Raw -6206165.516679 + Penalty 3517.964803 = -6202647.551876 nChanged 10 SP:Iteration 53Q (313.370303 sec): 3 clusters Score: Raw -6206165.874849 + Penalty 3517.964803 = -6202647.910046 nChanged 10 SP:Iteration 54Q (313.451348 sec): 3 clusters Score: Raw -6206166.292516 + Penalty 3517.964803 = -6202648.327713 nChanged 12 SP:Iteration 55Q (313.532011 sec): 3 clusters Score: Raw -6206166.621834 + Penalty 3517.964803 = -6202648.657031 nChanged 8 SP:Iteration 56Q (313.612704 sec): 3 clusters Score: Raw -6206166.919685 + Penalty 3517.964803 = -6202648.954883 nChanged 9 SP:Iteration 57Q (313.693202 sec): 3 clusters Score: Raw -6206167.270882 + Penalty 3517.964803 = -6202649.306079 nChanged 9 SP:Iteration 58Q (313.773811 sec): 3 clusters Score: Raw -6206167.546628 + Penalty 3517.964803 = -6202649.581825 nChanged 10 SP:Iteration 59Q (313.854815 sec): 3 clusters Score: Raw -6206167.873996 + Penalty 3517.964803 = -6202649.909193 nChanged 5 SP:Iteration 60F (313.942418 sec): 3 clusters Score: Raw -6206168.014096 + Penalty 3517.964803 = -6202650.049293 nChanged 4 SP:Iteration 61Q (314.023031 sec): 3 clusters Score: Raw -6206168.090332 + Penalty 3517.964803 = -6202650.125529 nChanged 6 SP:Iteration 62Q (314.103044 sec): 3 clusters Score: Raw -6206168.270042 + Penalty 3517.964803 = -6202650.305239 nChanged 11 SP:Iteration 63Q (314.185085 sec): 3 clusters Score: Raw -6206168.555668 + Penalty 3517.964803 = -6202650.590865 nChanged 8 SP:Iteration 64Q (314.268577 sec): 3 clusters Score: Raw -6206168.758198 + Penalty 3517.964803 = -6202650.793395 nChanged 9 SP:Iteration 65Q (314.349249 sec): 3 clusters Score: Raw -6206168.971982 + Penalty 3517.964803 = -6202651.007179 nChanged 5 SP:Iteration 66Q (314.433437 sec): 3 clusters Score: Raw -6206169.105474 + Penalty 3517.964803 = -6202651.140672 nChanged 4 SP:Iteration 67Q (314.514331 sec): 3 clusters Score: Raw -6206169.210342 + Penalty 3517.964803 = -6202651.245539 nChanged 6 SP:Iteration 68Q (314.594913 sec): 3 clusters Score: Raw -6206169.348558 + Penalty 3517.964803 = -6202651.383755 nChanged 3 SP:Iteration 69Q (314.679107 sec): 3 clusters Score: Raw -6206169.432919 + Penalty 3517.964803 = -6202651.468116 nChanged 2 SP:Iteration 70Q (314.759750 sec): 3 clusters Score: Raw -6206169.478727 + Penalty 3517.964803 = -6202651.513924 nChanged 2 SP:Iteration 71Q (314.841373 sec): 3 clusters Score: Raw -6206169.508993 + Penalty 3517.964803 = -6202651.544190 nChanged 0 SP:Iteration 72F (314.928592 sec): 3 clusters Score: Raw -6206169.508993 + Penalty 3517.964803 = -6202651.544190 nChanged 0 Score: Raw -39119833.421118 + Penalty 43292.902472 = -39076540.518645 Splitting cluster 6 changes total score from -39070638.340555 to -39076540.518645 So it's getting split into cluster 21. Trying to split cluster 7 (36332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.109767 sec): 2 clusters Score: Raw -4386494.968100 + Penalty 1706.323803 = -4384788.644297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.185425 sec): 3 clusters Score: Raw -4363803.763090 + Penalty 3412.647607 = -4360391.115483 nChanged 16878 SP:Iteration 1F (319.251948 sec): 3 clusters Score: Raw -4373997.430231 + Penalty 3412.647607 = -4370584.782624 nChanged 2219 SP:Iteration 2F (319.317726 sec): 3 clusters Score: Raw -4375226.884073 + Penalty 3412.647607 = -4371814.236467 nChanged 2394 SP:Iteration 3F (319.386229 sec): 3 clusters Score: Raw -4376820.723647 + Penalty 3412.647607 = -4373408.076041 nChanged 2498 SP:Iteration 4F (319.462250 sec): 3 clusters Score: Raw -4378778.592156 + Penalty 3412.647607 = -4375365.944549 nChanged 2366 SP:Iteration 5F (319.538594 sec): 3 clusters Score: Raw -4380857.408216 + Penalty 3412.647607 = -4377444.760609 nChanged 2095 SP:Iteration 6F (319.603649 sec): 3 clusters Score: Raw -4382438.950079 + Penalty 3412.647607 = -4379026.302472 nChanged 1513 SP:Iteration 7Q (319.671549 sec): 3 clusters Score: Raw -4383271.039253 + Penalty 3412.647607 = -4379858.391647 nChanged 1027 SP:Iteration 8Q (319.741598 sec): 3 clusters Score: Raw -4383671.911798 + Penalty 3412.647607 = -4380259.264192 nChanged 734 SP:Iteration 9Q (319.805228 sec): 3 clusters Score: Raw -4383919.724885 + Penalty 3412.647607 = -4380507.077278 nChanged 538 SP:Iteration 10Q (319.868703 sec): 3 clusters Score: Raw -4384110.533838 + Penalty 3412.647607 = -4380697.886231 nChanged 513 SP:Iteration 11Q (319.931150 sec): 3 clusters Score: Raw -4384352.986145 + Penalty 3412.647607 = -4380940.338538 nChanged 534 SP:Iteration 12Q (320.006093 sec): 3 clusters Score: Raw -4384662.884027 + Penalty 3412.647607 = -4381250.236420 nChanged 598 SP:Iteration 13Q (320.067038 sec): 3 clusters Score: Raw -4385102.407951 + Penalty 3412.647607 = -4381689.760344 nChanged 657 SP:Iteration 14Q (320.127814 sec): 3 clusters Score: Raw -4385761.449789 + Penalty 3412.647607 = -4382348.802182 nChanged 643 SP:Iteration 15Q (320.198243 sec): 3 clusters Score: Raw -4386426.961955 + Penalty 3412.647607 = -4383014.314348 nChanged 543 SP:Iteration 16Q (320.262823 sec): 3 clusters Score: Raw -4386886.628934 + Penalty 3412.647607 = -4383473.981327 nChanged 471 SP:Iteration 17Q (320.332153 sec): 3 clusters Score: Raw -4387177.555092 + Penalty 3412.647607 = -4383764.907485 nChanged 358 SP:Iteration 18Q (320.393986 sec): 3 clusters Score: Raw -4387342.742873 + Penalty 3412.647607 = -4383930.095266 nChanged 248 SP:Iteration 19Q (320.451415 sec): 3 clusters Score: Raw -4387424.737919 + Penalty 3412.647607 = -4384012.090312 nChanged 157 SP:Iteration 20F (320.524790 sec): 3 clusters Score: Raw -4387463.715634 + Penalty 3412.647607 = -4384051.068027 nChanged 124 SP:Iteration 21Q (320.583011 sec): 3 clusters Score: Raw -4387489.228263 + Penalty 3412.647607 = -4384076.580656 nChanged 84 SP:Iteration 22Q (320.640252 sec): 3 clusters Score: Raw -4387501.453094 + Penalty 3412.647607 = -4384088.805487 nChanged 65 SP:Iteration 23Q (320.697339 sec): 3 clusters Score: Raw -4387512.139992 + Penalty 3412.647607 = -4384099.492386 nChanged 52 SP:Iteration 24Q (320.754174 sec): 3 clusters Score: Raw -4387519.245617 + Penalty 3412.647607 = -4384106.598010 nChanged 38 SP:Iteration 25Q (320.820188 sec): 3 clusters Score: Raw -4387523.800038 + Penalty 3412.647607 = -4384111.152431 nChanged 24 SP:Iteration 26Q (320.876246 sec): 3 clusters Score: Raw -4387526.306551 + Penalty 3412.647607 = -4384113.658944 nChanged 23 SP:Iteration 27Q (320.933361 sec): 3 clusters Score: Raw -4387528.247368 + Penalty 3412.647607 = -4384115.599762 nChanged 23 SP:Iteration 28Q (320.989710 sec): 3 clusters Score: Raw -4387530.806246 + Penalty 3412.647607 = -4384118.158639 nChanged 20 SP:Iteration 29Q (321.086165 sec): 3 clusters Score: Raw -4387532.859732 + Penalty 3412.647607 = -4384120.212126 nChanged 21 SP:Iteration 30Q (321.177963 sec): 3 clusters Score: Raw -4387534.927905 + Penalty 3412.647607 = -4384122.280298 nChanged 16 SP:Iteration 31Q (321.291112 sec): 3 clusters Score: Raw -4387535.781393 + Penalty 3412.647607 = -4384123.133786 nChanged 18 SP:Iteration 32Q (321.383060 sec): 3 clusters Score: Raw -4387537.612469 + Penalty 3412.647607 = -4384124.964862 nChanged 23 SP:Iteration 33Q (321.451117 sec): 3 clusters Score: Raw -4387540.207770 + Penalty 3412.647607 = -4384127.560163 nChanged 22 SP:Iteration 34Q (321.508424 sec): 3 clusters Score: Raw -4387543.480989 + Penalty 3412.647607 = -4384130.833383 nChanged 26 SP:Iteration 35Q (321.564606 sec): 3 clusters Score: Raw -4387546.676755 + Penalty 3412.647607 = -4384134.029149 nChanged 28 SP:Iteration 36Q (321.622394 sec): 3 clusters Score: Raw -4387549.634454 + Penalty 3412.647607 = -4384136.986847 nChanged 23 SP:Iteration 37Q (321.680930 sec): 3 clusters Score: Raw -4387551.765046 + Penalty 3412.647607 = -4384139.117439 nChanged 25 SP:Iteration 38Q (321.738606 sec): 3 clusters Score: Raw -4387553.789610 + Penalty 3412.647607 = -4384141.142003 nChanged 20 SP:Iteration 39Q (321.796320 sec): 3 clusters Score: Raw -4387555.621038 + Penalty 3412.647607 = -4384142.973431 nChanged 24 SP:Iteration 40F (321.859969 sec): 3 clusters Score: Raw -4387557.852393 + Penalty 3412.647607 = -4384145.204786 nChanged 20 SP:Iteration 41Q (321.921427 sec): 3 clusters Score: Raw -4387559.942321 + Penalty 3412.647607 = -4384147.294714 nChanged 18 SP:Iteration 42Q (321.978161 sec): 3 clusters Score: Raw -4387561.572793 + Penalty 3412.647607 = -4384148.925187 nChanged 13 SP:Iteration 43Q (322.035139 sec): 3 clusters Score: Raw -4387562.475802 + Penalty 3412.647607 = -4384149.828195 nChanged 10 SP:Iteration 44Q (322.111280 sec): 3 clusters Score: Raw -4387563.250813 + Penalty 3412.647607 = -4384150.603206 nChanged 14 SP:Iteration 45Q (322.167973 sec): 3 clusters Score: Raw -4387564.657411 + Penalty 3412.647607 = -4384152.009804 nChanged 11 SP:Iteration 46Q (322.224675 sec): 3 clusters Score: Raw -4387565.653273 + Penalty 3412.647607 = -4384153.005666 nChanged 6 SP:Iteration 47Q (322.281903 sec): 3 clusters Score: Raw -4387566.068149 + Penalty 3412.647607 = -4384153.420542 nChanged 4 SP:Iteration 48Q (322.344663 sec): 3 clusters Score: Raw -4387566.326113 + Penalty 3412.647607 = -4384153.678506 nChanged 6 SP:Iteration 49Q (322.400893 sec): 3 clusters Score: Raw -4387566.927725 + Penalty 3412.647607 = -4384154.280118 nChanged 4 SP:Iteration 50Q (322.458009 sec): 3 clusters Score: Raw -4387567.348542 + Penalty 3412.647607 = -4384154.700935 nChanged 5 SP:Iteration 51Q (322.519506 sec): 3 clusters Score: Raw -4387567.879485 + Penalty 3412.647607 = -4384155.231878 nChanged 8 SP:Iteration 52Q (322.576902 sec): 3 clusters Score: Raw -4387568.720236 + Penalty 3412.647607 = -4384156.072629 nChanged 9 SP:Iteration 53Q (322.639238 sec): 3 clusters Score: Raw -4387569.325849 + Penalty 3412.647607 = -4384156.678242 nChanged 5 SP:Iteration 54Q (322.695551 sec): 3 clusters Score: Raw -4387569.626637 + Penalty 3412.647607 = -4384156.979030 nChanged 4 SP:Iteration 55Q (322.753300 sec): 3 clusters Score: Raw -4387569.874498 + Penalty 3412.647607 = -4384157.226892 nChanged 2 SP:Iteration 56Q (322.809420 sec): 3 clusters Score: Raw -4387569.984200 + Penalty 3412.647607 = -4384157.336593 nChanged 2 SP:Iteration 57Q (322.867244 sec): 3 clusters Score: Raw -4387570.096283 + Penalty 3412.647607 = -4384157.448677 nChanged 1 SP:Iteration 58Q (322.925118 sec): 3 clusters Score: Raw -4387570.176192 + Penalty 3412.647607 = -4384157.528585 nChanged 2 SP:Iteration 59Q (322.998825 sec): 3 clusters Score: Raw -4387570.358901 + Penalty 3412.647607 = -4384157.711294 nChanged 3 SP:Iteration 60F (323.062956 sec): 3 clusters Score: Raw -4387570.492477 + Penalty 3412.647607 = -4384157.844870 nChanged 2 SP:Iteration 61Q (323.120965 sec): 3 clusters Score: Raw -4387570.612113 + Penalty 3412.647607 = -4384157.964506 nChanged 2 SP:Iteration 62Q (323.177084 sec): 3 clusters Score: Raw -4387570.804457 + Penalty 3412.647607 = -4384158.156851 nChanged 1 SP:Iteration 63Q (323.234173 sec): 3 clusters Score: Raw -4387570.880103 + Penalty 3412.647607 = -4384158.232496 nChanged 2 SP:Iteration 64Q (323.294202 sec): 3 clusters Score: Raw -4387571.101915 + Penalty 3412.647607 = -4384158.454309 nChanged 2 SP:Iteration 65Q (323.350322 sec): 3 clusters Score: Raw -4387571.278418 + Penalty 3412.647607 = -4384158.630811 nChanged 2 SP:Iteration 66Q (323.408032 sec): 3 clusters Score: Raw -4387571.406712 + Penalty 3412.647607 = -4384158.759105 nChanged 1 SP:Iteration 67Q (323.463597 sec): 3 clusters Score: Raw -4387571.434495 + Penalty 3412.647607 = -4384158.786888 nChanged 2 SP:Iteration 68Q (323.524532 sec): 3 clusters Score: Raw -4387571.614028 + Penalty 3412.647607 = -4384158.966421 nChanged 3 SP:Iteration 69Q (323.586813 sec): 3 clusters Score: Raw -4387571.755015 + Penalty 3412.647607 = -4384159.107408 nChanged 0 SP:Iteration 70F (323.657554 sec): 3 clusters Score: Raw -4387571.755015 + Penalty 3412.647607 = -4384159.107408 nChanged 0 Trying to split cluster 8 (7965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.674367 sec): 2 clusters Score: Raw -982781.179702 + Penalty 1459.706986 = -981321.472716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.709853 sec): 3 clusters Score: Raw -978344.883443 + Penalty 2919.413972 = -975425.469471 nChanged 3381 SP:Iteration 1F (323.736316 sec): 3 clusters Score: Raw -980121.235221 + Penalty 2919.413972 = -977201.821249 nChanged 488 SP:Iteration 2F (323.762991 sec): 3 clusters Score: Raw -980349.094897 + Penalty 2919.413972 = -977429.680925 nChanged 431 SP:Iteration 3F (323.808260 sec): 3 clusters Score: Raw -980569.027798 + Penalty 2919.413972 = -977649.613825 nChanged 385 SP:Iteration 4Q (323.834093 sec): 3 clusters Score: Raw -980773.462579 + Penalty 2919.413972 = -977854.048607 nChanged 357 SP:Iteration 5Q (323.859972 sec): 3 clusters Score: Raw -980965.474225 + Penalty 2919.413972 = -978046.060252 nChanged 338 SP:Iteration 6Q (323.885757 sec): 3 clusters Score: Raw -981146.114680 + Penalty 2919.413972 = -978226.700708 nChanged 318 SP:Iteration 7Q (323.911730 sec): 3 clusters Score: Raw -981320.390084 + Penalty 2919.413972 = -978400.976112 nChanged 281 SP:Iteration 8Q (323.971153 sec): 3 clusters Score: Raw -981463.188236 + Penalty 2919.413972 = -978543.774264 nChanged 255 SP:Iteration 9Q (323.996767 sec): 3 clusters Score: Raw -981593.100773 + Penalty 2919.413972 = -978673.686801 nChanged 251 SP:Iteration 10Q (324.031814 sec): 3 clusters Score: Raw -981704.467891 + Penalty 2919.413972 = -978785.053919 nChanged 223 SP:Iteration 11Q (324.063842 sec): 3 clusters Score: Raw -981799.950346 + Penalty 2919.413972 = -978880.536373 nChanged 193 SP:Iteration 12Q (324.093666 sec): 3 clusters Score: Raw -981883.370105 + Penalty 2919.413972 = -978963.956133 nChanged 201 SP:Iteration 13Q (324.137234 sec): 3 clusters Score: Raw -981987.037218 + Penalty 2919.413972 = -979067.623245 nChanged 220 SP:Iteration 14Q (324.188960 sec): 3 clusters Score: Raw -982093.506932 + Penalty 2919.413972 = -979174.092959 nChanged 202 SP:Iteration 15Q (324.224588 sec): 3 clusters Score: Raw -982187.811926 + Penalty 2919.413972 = -979268.397954 nChanged 164 SP:Iteration 16Q (324.265278 sec): 3 clusters Score: Raw -982279.611330 + Penalty 2919.413972 = -979360.197357 nChanged 155 SP:Iteration 17Q (324.321636 sec): 3 clusters Score: Raw -982361.865061 + Penalty 2919.413972 = -979442.451088 nChanged 152 SP:Iteration 18Q (324.346178 sec): 3 clusters Score: Raw -982444.810482 + Penalty 2919.413972 = -979525.396510 nChanged 135 SP:Iteration 19Q (324.371162 sec): 3 clusters Score: Raw -982522.268059 + Penalty 2919.413972 = -979602.854087 nChanged 152 SP:Iteration 20F (324.401771 sec): 3 clusters Score: Raw -982602.568719 + Penalty 2919.413972 = -979683.154747 nChanged 127 SP:Iteration 21Q (324.437152 sec): 3 clusters Score: Raw -982663.588208 + Penalty 2919.413972 = -979744.174235 nChanged 125 SP:Iteration 22Q (324.471246 sec): 3 clusters Score: Raw -982726.443191 + Penalty 2919.413972 = -979807.029219 nChanged 119 SP:Iteration 23Q (324.495740 sec): 3 clusters Score: Raw -982779.620020 + Penalty 2919.413972 = -979860.206048 nChanged 101 SP:Iteration 24Q (324.520164 sec): 3 clusters Score: Raw -982825.813464 + Penalty 2919.413972 = -979906.399492 nChanged 84 SP:Iteration 25Q (324.563057 sec): 3 clusters Score: Raw -982862.431668 + Penalty 2919.413972 = -979943.017696 nChanged 77 SP:Iteration 26Q (324.610738 sec): 3 clusters Score: Raw -982893.124316 + Penalty 2919.413972 = -979973.710344 nChanged 66 SP:Iteration 27Q (324.635583 sec): 3 clusters Score: Raw -982921.057698 + Penalty 2919.413972 = -980001.643726 nChanged 58 SP:Iteration 28Q (324.664699 sec): 3 clusters Score: Raw -982946.521131 + Penalty 2919.413972 = -980027.107159 nChanged 65 SP:Iteration 29Q (324.690860 sec): 3 clusters Score: Raw -982972.942121 + Penalty 2919.413972 = -980053.528148 nChanged 52 SP:Iteration 30Q (324.760946 sec): 3 clusters Score: Raw -982988.736529 + Penalty 2919.413972 = -980069.322556 nChanged 48 SP:Iteration 31Q (324.808776 sec): 3 clusters Score: Raw -983004.286826 + Penalty 2919.413972 = -980084.872854 nChanged 44 SP:Iteration 32Q (324.837915 sec): 3 clusters Score: Raw -983019.077596 + Penalty 2919.413972 = -980099.663624 nChanged 38 SP:Iteration 33Q (324.867723 sec): 3 clusters Score: Raw -983028.519803 + Penalty 2919.413972 = -980109.105831 nChanged 27 SP:Iteration 34Q (324.913134 sec): 3 clusters Score: Raw -983033.787276 + Penalty 2919.413972 = -980114.373304 nChanged 15 SP:Iteration 35Q (324.952752 sec): 3 clusters Score: Raw -983036.039122 + Penalty 2919.413972 = -980116.625150 nChanged 10 SP:Iteration 36Q (324.986584 sec): 3 clusters Score: Raw -983037.995537 + Penalty 2919.413972 = -980118.581565 nChanged 12 SP:Iteration 37Q (325.010606 sec): 3 clusters Score: Raw -983040.163306 + Penalty 2919.413972 = -980120.749333 nChanged 6 SP:Iteration 38Q (325.034730 sec): 3 clusters Score: Raw -983041.489414 + Penalty 2919.413972 = -980122.075442 nChanged 7 SP:Iteration 39Q (325.058811 sec): 3 clusters Score: Raw -983042.488664 + Penalty 2919.413972 = -980123.074692 nChanged 3 SP:Iteration 40F (325.088416 sec): 3 clusters Score: Raw -983042.907169 + Penalty 2919.413972 = -980123.493196 nChanged 3 SP:Iteration 41Q (325.112365 sec): 3 clusters Score: Raw -983043.438512 + Penalty 2919.413972 = -980124.024540 nChanged 1 SP:Iteration 42Q (325.136524 sec): 3 clusters Score: Raw -983043.525791 + Penalty 2919.413972 = -980124.111819 nChanged 1 SP:Iteration 43Q (325.173171 sec): 3 clusters Score: Raw -983043.619474 + Penalty 2919.413972 = -980124.205502 nChanged 0 SP:Iteration 44F (325.228156 sec): 3 clusters Score: Raw -983043.619474 + Penalty 2919.413972 = -980124.205502 nChanged 0 Trying to split cluster 9 (7221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (325.248014 sec): 2 clusters Score: Raw -866822.562632 + Penalty 1443.771668 = -865378.790964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (325.272181 sec): 3 clusters Score: Raw -862925.298476 + Penalty 2887.543336 = -860037.755140 nChanged 3087 SP:Iteration 1F (325.304808 sec): 3 clusters Score: Raw -864776.119361 + Penalty 2887.543336 = -861888.576025 nChanged 572 SP:Iteration 2F (325.339749 sec): 3 clusters Score: Raw -865201.798924 + Penalty 2887.543336 = -862314.255588 nChanged 514 SP:Iteration 3F (325.380917 sec): 3 clusters Score: Raw -865653.231477 + Penalty 2887.543336 = -862765.688141 nChanged 506 SP:Iteration 4F (325.415892 sec): 3 clusters Score: Raw -866032.213072 + Penalty 2887.543336 = -863144.669736 nChanged 416 SP:Iteration 5F (325.447499 sec): 3 clusters Score: Raw -866307.208474 + Penalty 2887.543336 = -863419.665138 nChanged 376 SP:Iteration 6F (325.471776 sec): 3 clusters Score: Raw -866522.641886 + Penalty 2887.543336 = -863635.098549 nChanged 281 SP:Iteration 7Q (325.508184 sec): 3 clusters Score: Raw -866650.057972 + Penalty 2887.543336 = -863762.514635 nChanged 196 SP:Iteration 8Q (325.531547 sec): 3 clusters Score: Raw -866720.378335 + Penalty 2887.543336 = -863832.834999 nChanged 137 SP:Iteration 9Q (325.555449 sec): 3 clusters Score: Raw -866763.970735 + Penalty 2887.543336 = -863876.427399 nChanged 122 SP:Iteration 10Q (325.579674 sec): 3 clusters Score: Raw -866797.823719 + Penalty 2887.543336 = -863910.280383 nChanged 82 SP:Iteration 11Q (325.603191 sec): 3 clusters Score: Raw -866820.225990 + Penalty 2887.543336 = -863932.682654 nChanged 67 SP:Iteration 12Q (325.632703 sec): 3 clusters Score: Raw -866837.451723 + Penalty 2887.543336 = -863949.908387 nChanged 66 SP:Iteration 13Q (325.680296 sec): 3 clusters Score: Raw -866853.538367 + Penalty 2887.543336 = -863965.995031 nChanged 44 SP:Iteration 14Q (325.707959 sec): 3 clusters Score: Raw -866863.173335 + Penalty 2887.543336 = -863975.629999 nChanged 36 SP:Iteration 15Q (325.752294 sec): 3 clusters Score: Raw -866870.338924 + Penalty 2887.543336 = -863982.795588 nChanged 30 SP:Iteration 16Q (325.784869 sec): 3 clusters Score: Raw -866875.416796 + Penalty 2887.543336 = -863987.873460 nChanged 22 SP:Iteration 17Q (325.808638 sec): 3 clusters Score: Raw -866879.811673 + Penalty 2887.543336 = -863992.268337 nChanged 21 SP:Iteration 18Q (325.842190 sec): 3 clusters Score: Raw -866883.690305 + Penalty 2887.543336 = -863996.146969 nChanged 25 SP:Iteration 19Q (325.875344 sec): 3 clusters Score: Raw -866887.609066 + Penalty 2887.543336 = -864000.065730 nChanged 20 SP:Iteration 20F (325.899267 sec): 3 clusters Score: Raw -866890.667196 + Penalty 2887.543336 = -864003.123860 nChanged 17 SP:Iteration 21Q (325.930625 sec): 3 clusters Score: Raw -866893.889591 + Penalty 2887.543336 = -864006.346255 nChanged 13 SP:Iteration 22Q (325.954536 sec): 3 clusters Score: Raw -866896.414544 + Penalty 2887.543336 = -864008.871208 nChanged 14 SP:Iteration 23Q (325.978365 sec): 3 clusters Score: Raw -866898.306883 + Penalty 2887.543336 = -864010.763547 nChanged 6 SP:Iteration 24Q (326.001697 sec): 3 clusters Score: Raw -866898.823561 + Penalty 2887.543336 = -864011.280225 nChanged 5 SP:Iteration 25Q (326.025728 sec): 3 clusters Score: Raw -866899.281401 + Penalty 2887.543336 = -864011.738065 nChanged 2 SP:Iteration 26Q (326.093166 sec): 3 clusters Score: Raw -866899.496971 + Penalty 2887.543336 = -864011.953635 nChanged 1 SP:Iteration 27Q (326.107425 sec): 3 clusters Score: Raw -866899.587356 + Penalty 2887.543336 = -864012.044020 nChanged 4 SP:Iteration 28Q (326.141071 sec): 3 clusters Score: Raw -866900.131783 + Penalty 2887.543336 = -864012.588447 nChanged 3 SP:Iteration 29Q (326.173276 sec): 3 clusters Score: Raw -866900.812493 + Penalty 2887.543336 = -864013.269157 nChanged 2 SP:Iteration 30Q (326.205882 sec): 3 clusters Score: Raw -866900.986416 + Penalty 2887.543336 = -864013.443080 nChanged 3 SP:Iteration 31Q (326.229609 sec): 3 clusters Score: Raw -866901.397179 + Penalty 2887.543336 = -864013.853843 nChanged 3 SP:Iteration 32Q (326.277918 sec): 3 clusters Score: Raw -866901.645247 + Penalty 2887.543336 = -864014.101911 nChanged 1 SP:Iteration 33Q (326.311417 sec): 3 clusters Score: Raw -866901.798351 + Penalty 2887.543336 = -864014.255015 nChanged 2 SP:Iteration 34Q (326.335176 sec): 3 clusters Score: Raw -866902.004894 + Penalty 2887.543336 = -864014.461558 nChanged 0 SP:Iteration 35F (326.359636 sec): 3 clusters Score: Raw -866902.004894 + Penalty 2887.543336 = -864014.461558 nChanged 0 Trying to split cluster 10 (6131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (326.387941 sec): 2 clusters Score: Raw -805553.577996 + Penalty 1417.180887 = -804136.397109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (326.410496 sec): 3 clusters Score: Raw -802311.851258 + Penalty 2834.361773 = -799477.489485 nChanged 2538 SP:Iteration 1F (326.432141 sec): 3 clusters Score: Raw -803762.077819 + Penalty 2834.361773 = -800927.716046 nChanged 407 SP:Iteration 2F (326.461980 sec): 3 clusters Score: Raw -803998.328737 + Penalty 2834.361773 = -801163.966964 nChanged 346 SP:Iteration 3F (326.484059 sec): 3 clusters Score: Raw -804226.183035 + Penalty 2834.361773 = -801391.821262 nChanged 317 SP:Iteration 4F (326.540213 sec): 3 clusters Score: Raw -804467.041814 + Penalty 2834.361773 = -801632.680041 nChanged 329 SP:Iteration 5F (326.580962 sec): 3 clusters Score: Raw -804776.922263 + Penalty 2834.361773 = -801942.560490 nChanged 374 SP:Iteration 6F (326.612219 sec): 3 clusters Score: Raw -805172.357815 + Penalty 2834.361773 = -802337.996042 nChanged 357 SP:Iteration 7F (326.634210 sec): 3 clusters Score: Raw -805598.879205 + Penalty 2834.361773 = -802764.517432 nChanged 332 SP:Iteration 8F (326.655672 sec): 3 clusters Score: Raw -805991.003034 + Penalty 2834.361773 = -803156.641261 nChanged 259 SP:Iteration 9Q (326.686926 sec): 3 clusters Score: Raw -806218.823178 + Penalty 2834.361773 = -803384.461405 nChanged 152 SP:Iteration 10Q (326.715820 sec): 3 clusters Score: Raw -806315.154637 + Penalty 2834.361773 = -803480.792864 nChanged 98 SP:Iteration 11Q (326.736702 sec): 3 clusters Score: Raw -806358.609060 + Penalty 2834.361773 = -803524.247287 nChanged 60 SP:Iteration 12Q (326.757353 sec): 3 clusters Score: Raw -806382.242010 + Penalty 2834.361773 = -803547.880237 nChanged 41 SP:Iteration 13Q (326.777885 sec): 3 clusters Score: Raw -806398.035144 + Penalty 2834.361773 = -803563.673370 nChanged 34 SP:Iteration 14Q (326.809094 sec): 3 clusters Score: Raw -806409.169995 + Penalty 2834.361773 = -803574.808222 nChanged 29 SP:Iteration 15Q (326.830080 sec): 3 clusters Score: Raw -806416.071036 + Penalty 2834.361773 = -803581.709263 nChanged 12 SP:Iteration 16Q (326.853088 sec): 3 clusters Score: Raw -806418.721364 + Penalty 2834.361773 = -803584.359591 nChanged 10 SP:Iteration 17Q (326.874052 sec): 3 clusters Score: Raw -806420.636355 + Penalty 2834.361773 = -803586.274582 nChanged 8 SP:Iteration 18Q (326.895142 sec): 3 clusters Score: Raw -806422.153039 + Penalty 2834.361773 = -803587.791266 nChanged 5 SP:Iteration 19Q (326.916386 sec): 3 clusters Score: Raw -806423.049012 + Penalty 2834.361773 = -803588.687239 nChanged 5 SP:Iteration 20F (326.948303 sec): 3 clusters Score: Raw -806423.970756 + Penalty 2834.361773 = -803589.608983 nChanged 3 SP:Iteration 21Q (326.972732 sec): 3 clusters Score: Raw -806424.431708 + Penalty 2834.361773 = -803590.069935 nChanged 4 SP:Iteration 22Q (326.993633 sec): 3 clusters Score: Raw -806425.279608 + Penalty 2834.361773 = -803590.917835 nChanged 5 SP:Iteration 23Q (327.014836 sec): 3 clusters Score: Raw -806426.402387 + Penalty 2834.361773 = -803592.040614 nChanged 3 SP:Iteration 24Q (327.041298 sec): 3 clusters Score: Raw -806426.892053 + Penalty 2834.361773 = -803592.530280 nChanged 3 SP:Iteration 25Q (327.062181 sec): 3 clusters Score: Raw -806427.454449 + Penalty 2834.361773 = -803593.092676 nChanged 1 SP:Iteration 26Q (327.085629 sec): 3 clusters Score: Raw -806427.541878 + Penalty 2834.361773 = -803593.180105 nChanged 1 SP:Iteration 27Q (327.114423 sec): 3 clusters Score: Raw -806428.002559 + Penalty 2834.361773 = -803593.640786 nChanged 3 SP:Iteration 28Q (327.135507 sec): 3 clusters Score: Raw -806429.117597 + Penalty 2834.361773 = -803594.755824 nChanged 4 SP:Iteration 29Q (327.156468 sec): 3 clusters Score: Raw -806429.903566 + Penalty 2834.361773 = -803595.541793 nChanged 3 SP:Iteration 30Q (327.180247 sec): 3 clusters Score: Raw -806430.481252 + Penalty 2834.361773 = -803596.119479 nChanged 3 SP:Iteration 31Q (327.201175 sec): 3 clusters Score: Raw -806430.767535 + Penalty 2834.361773 = -803596.405762 nChanged 1 SP:Iteration 32Q (327.235471 sec): 3 clusters Score: Raw -806430.873055 + Penalty 2834.361773 = -803596.511282 nChanged 0 SP:Iteration 33F (327.275254 sec): 3 clusters Score: Raw -806430.873055 + Penalty 2834.361773 = -803596.511282 nChanged 0 Trying to split cluster 11 (64878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (327.365361 sec): 2 clusters Score: Raw -8093709.298045 + Penalty 1800.542878 = -8091908.755168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (327.478589 sec): 3 clusters Score: Raw -8052184.561702 + Penalty 3601.085755 = -8048583.475947 nChanged 30595 SP:Iteration 1F (327.593686 sec): 3 clusters Score: Raw -8070481.475339 + Penalty 3601.085755 = -8066880.389584 nChanged 3089 SP:Iteration 2Q (327.708883 sec): 3 clusters Score: Raw -8071989.657278 + Penalty 3601.085755 = -8068388.571523 nChanged 3701 SP:Iteration 3F (327.818054 sec): 3 clusters Score: Raw -8074605.756962 + Penalty 3601.085755 = -8071004.671206 nChanged 4690 SP:Iteration 4F (327.927141 sec): 3 clusters Score: Raw -8078912.880172 + Penalty 3601.085755 = -8075311.794416 nChanged 5497 SP:Iteration 5F (328.034571 sec): 3 clusters Score: Raw -8084630.289339 + Penalty 3601.085755 = -8081029.203583 nChanged 5342 SP:Iteration 6F (328.143106 sec): 3 clusters Score: Raw -8089675.590412 + Penalty 3601.085755 = -8086074.504657 nChanged 4101 SP:Iteration 7F (328.258743 sec): 3 clusters Score: Raw -8092406.729072 + Penalty 3601.085755 = -8088805.643317 nChanged 2472 SP:Iteration 8Q (328.366717 sec): 3 clusters Score: Raw -8093522.436445 + Penalty 3601.085755 = -8089921.350689 nChanged 1523 SP:Iteration 9Q (328.491257 sec): 3 clusters Score: Raw -8094048.972059 + Penalty 3601.085755 = -8090447.886304 nChanged 1014 SP:Iteration 10Q (328.616751 sec): 3 clusters Score: Raw -8094357.568211 + Penalty 3601.085755 = -8090756.482456 nChanged 829 SP:Iteration 11Q (328.722576 sec): 3 clusters Score: Raw -8094600.962207 + Penalty 3601.085755 = -8090999.876452 nChanged 706 SP:Iteration 12Q (328.827468 sec): 3 clusters Score: Raw -8094789.338190 + Penalty 3601.085755 = -8091188.252435 nChanged 611 SP:Iteration 13Q (328.940945 sec): 3 clusters Score: Raw -8094950.149066 + Penalty 3601.085755 = -8091349.063311 nChanged 593 SP:Iteration 14Q (329.048887 sec): 3 clusters Score: Raw -8095114.704436 + Penalty 3601.085755 = -8091513.618681 nChanged 558 SP:Iteration 15Q (329.157758 sec): 3 clusters Score: Raw -8095265.669265 + Penalty 3601.085755 = -8091664.583509 nChanged 568 SP:Iteration 16Q (329.262055 sec): 3 clusters Score: Raw -8095421.488485 + Penalty 3601.085755 = -8091820.402730 nChanged 558 SP:Iteration 17Q (329.380940 sec): 3 clusters Score: Raw -8095565.242859 + Penalty 3601.085755 = -8091964.157104 nChanged 523 SP:Iteration 18Q (329.484340 sec): 3 clusters Score: Raw -8095703.998780 + Penalty 3601.085755 = -8092102.913025 nChanged 515 SP:Iteration 19Q (329.586787 sec): 3 clusters Score: Raw -8095839.785394 + Penalty 3601.085755 = -8092238.699639 nChanged 549 SP:Iteration 20F (329.694462 sec): 3 clusters Score: Raw -8095995.915157 + Penalty 3601.085755 = -8092394.829401 nChanged 552 SP:Iteration 21Q (329.805871 sec): 3 clusters Score: Raw -8096132.452274 + Penalty 3601.085755 = -8092531.366519 nChanged 481 SP:Iteration 22Q (329.910710 sec): 3 clusters Score: Raw -8096239.773462 + Penalty 3601.085755 = -8092638.687707 nChanged 428 SP:Iteration 23Q (330.018764 sec): 3 clusters Score: Raw -8096329.445968 + Penalty 3601.085755 = -8092728.360213 nChanged 384 SP:Iteration 24Q (330.120780 sec): 3 clusters Score: Raw -8096394.283151 + Penalty 3601.085755 = -8092793.197396 nChanged 313 SP:Iteration 25Q (330.222018 sec): 3 clusters Score: Raw -8096440.092942 + Penalty 3601.085755 = -8092839.007187 nChanged 303 SP:Iteration 26Q (330.322945 sec): 3 clusters Score: Raw -8096481.457442 + Penalty 3601.085755 = -8092880.371686 nChanged 300 SP:Iteration 27Q (330.433077 sec): 3 clusters Score: Raw -8096520.855514 + Penalty 3601.085755 = -8092919.769759 nChanged 256 SP:Iteration 28Q (330.533142 sec): 3 clusters Score: Raw -8096550.784725 + Penalty 3601.085755 = -8092949.698970 nChanged 236 SP:Iteration 29Q (330.634591 sec): 3 clusters Score: Raw -8096577.420188 + Penalty 3601.085755 = -8092976.334433 nChanged 208 SP:Iteration 30Q (330.734528 sec): 3 clusters Score: Raw -8096598.800020 + Penalty 3601.085755 = -8092997.714264 nChanged 174 SP:Iteration 31Q (330.834394 sec): 3 clusters Score: Raw -8096613.926007 + Penalty 3601.085755 = -8093012.840252 nChanged 163 SP:Iteration 32Q (330.933211 sec): 3 clusters Score: Raw -8096628.819403 + Penalty 3601.085755 = -8093027.733648 nChanged 177 SP:Iteration 33Q (331.033695 sec): 3 clusters Score: Raw -8096644.645115 + Penalty 3601.085755 = -8093043.559360 nChanged 165 SP:Iteration 34Q (331.132726 sec): 3 clusters Score: Raw -8096660.025279 + Penalty 3601.085755 = -8093058.939524 nChanged 163 SP:Iteration 35Q (331.240438 sec): 3 clusters Score: Raw -8096677.383244 + Penalty 3601.085755 = -8093076.297489 nChanged 166 SP:Iteration 36Q (331.354332 sec): 3 clusters Score: Raw -8096694.531931 + Penalty 3601.085755 = -8093093.446176 nChanged 149 SP:Iteration 37Q (331.465714 sec): 3 clusters Score: Raw -8096707.364474 + Penalty 3601.085755 = -8093106.278719 nChanged 153 SP:Iteration 38Q (331.564344 sec): 3 clusters Score: Raw -8096720.408358 + Penalty 3601.085755 = -8093119.322603 nChanged 114 SP:Iteration 39Q (331.662739 sec): 3 clusters Score: Raw -8096727.781124 + Penalty 3601.085755 = -8093126.695368 nChanged 107 SP:Iteration 40F (331.779684 sec): 3 clusters Score: Raw -8096734.374054 + Penalty 3601.085755 = -8093133.288299 nChanged 83 SP:Iteration 41Q (331.879132 sec): 3 clusters Score: Raw -8096738.651364 + Penalty 3601.085755 = -8093137.565608 nChanged 75 SP:Iteration 42Q (331.990657 sec): 3 clusters Score: Raw -8096742.549775 + Penalty 3601.085755 = -8093141.464019 nChanged 87 SP:Iteration 43Q (332.097742 sec): 3 clusters Score: Raw -8096748.117407 + Penalty 3601.085755 = -8093147.031651 nChanged 88 SP:Iteration 44Q (332.199904 sec): 3 clusters Score: Raw -8096753.528524 + Penalty 3601.085755 = -8093152.442769 nChanged 86 SP:Iteration 45Q (332.299159 sec): 3 clusters Score: Raw -8096759.062185 + Penalty 3601.085755 = -8093157.976429 nChanged 82 SP:Iteration 46Q (332.398415 sec): 3 clusters Score: Raw -8096764.316375 + Penalty 3601.085755 = -8093163.230620 nChanged 76 SP:Iteration 47Q (332.497136 sec): 3 clusters Score: Raw -8096768.429428 + Penalty 3601.085755 = -8093167.343673 nChanged 65 SP:Iteration 48Q (332.620691 sec): 3 clusters Score: Raw -8096771.588630 + Penalty 3601.085755 = -8093170.502874 nChanged 54 SP:Iteration 49Q (332.719637 sec): 3 clusters Score: Raw -8096774.105154 + Penalty 3601.085755 = -8093173.019399 nChanged 49 SP:Iteration 50Q (332.837748 sec): 3 clusters Score: Raw -8096776.215104 + Penalty 3601.085755 = -8093175.129348 nChanged 48 SP:Iteration 51Q (332.956015 sec): 3 clusters Score: Raw -8096778.163547 + Penalty 3601.085755 = -8093177.077792 nChanged 49 SP:Iteration 52Q (333.055956 sec): 3 clusters Score: Raw -8096780.452654 + Penalty 3601.085755 = -8093179.366899 nChanged 49 SP:Iteration 53Q (333.154866 sec): 3 clusters Score: Raw -8096782.564052 + Penalty 3601.085755 = -8093181.478297 nChanged 49 SP:Iteration 54Q (333.253595 sec): 3 clusters Score: Raw -8096784.987102 + Penalty 3601.085755 = -8093183.901347 nChanged 54 SP:Iteration 55Q (333.362377 sec): 3 clusters Score: Raw -8096787.933444 + Penalty 3601.085755 = -8093186.847689 nChanged 50 SP:Iteration 56Q (333.463690 sec): 3 clusters Score: Raw -8096790.534664 + Penalty 3601.085755 = -8093189.448909 nChanged 54 SP:Iteration 57Q (333.588098 sec): 3 clusters Score: Raw -8096793.038212 + Penalty 3601.085755 = -8093191.952457 nChanged 53 SP:Iteration 58Q (333.686500 sec): 3 clusters Score: Raw -8096795.463031 + Penalty 3601.085755 = -8093194.377276 nChanged 41 SP:Iteration 59Q (333.789757 sec): 3 clusters Score: Raw -8096797.170503 + Penalty 3601.085755 = -8093196.084747 nChanged 31 SP:Iteration 60F (333.913208 sec): 3 clusters Score: Raw -8096798.397582 + Penalty 3601.085755 = -8093197.311826 nChanged 34 SP:Iteration 61Q (334.012045 sec): 3 clusters Score: Raw -8096799.895051 + Penalty 3601.085755 = -8093198.809296 nChanged 32 SP:Iteration 62Q (334.111148 sec): 3 clusters Score: Raw -8096801.685332 + Penalty 3601.085755 = -8093200.599577 nChanged 33 SP:Iteration 63Q (334.209278 sec): 3 clusters Score: Raw -8096803.206220 + Penalty 3601.085755 = -8093202.120465 nChanged 35 SP:Iteration 64Q (334.309060 sec): 3 clusters Score: Raw -8096804.562225 + Penalty 3601.085755 = -8093203.476470 nChanged 31 SP:Iteration 65Q (334.416843 sec): 3 clusters Score: Raw -8096805.749183 + Penalty 3601.085755 = -8093204.663428 nChanged 28 SP:Iteration 66Q (334.518387 sec): 3 clusters Score: Raw -8096806.938787 + Penalty 3601.085755 = -8093205.853032 nChanged 29 SP:Iteration 67Q (334.620232 sec): 3 clusters Score: Raw -8096808.149768 + Penalty 3601.085755 = -8093207.064013 nChanged 24 SP:Iteration 68Q (334.719806 sec): 3 clusters Score: Raw -8096809.249321 + Penalty 3601.085755 = -8093208.163566 nChanged 24 SP:Iteration 69Q (334.826113 sec): 3 clusters Score: Raw -8096810.163713 + Penalty 3601.085755 = -8093209.077958 nChanged 22 SP:Iteration 70Q (334.947323 sec): 3 clusters Score: Raw -8096810.925824 + Penalty 3601.085755 = -8093209.840069 nChanged 21 SP:Iteration 71Q (335.048967 sec): 3 clusters Score: Raw -8096811.574077 + Penalty 3601.085755 = -8093210.488321 nChanged 27 SP:Iteration 72Q (335.153899 sec): 3 clusters Score: Raw -8096812.583588 + Penalty 3601.085755 = -8093211.497832 nChanged 32 SP:Iteration 73Q (335.259830 sec): 3 clusters Score: Raw -8096814.109314 + Penalty 3601.085755 = -8093213.023558 nChanged 26 SP:Iteration 74Q (335.359395 sec): 3 clusters Score: Raw -8096815.187980 + Penalty 3601.085755 = -8093214.102225 nChanged 29 SP:Iteration 75Q (335.457956 sec): 3 clusters Score: Raw -8096816.412083 + Penalty 3601.085755 = -8093215.326328 nChanged 24 SP:Iteration 76Q (335.556498 sec): 3 clusters Score: Raw -8096817.374255 + Penalty 3601.085755 = -8093216.288500 nChanged 25 SP:Iteration 77Q (335.655574 sec): 3 clusters Score: Raw -8096818.284372 + Penalty 3601.085755 = -8093217.198617 nChanged 21 SP:Iteration 78Q (335.784295 sec): 3 clusters Score: Raw -8096819.002124 + Penalty 3601.085755 = -8093217.916369 nChanged 19 SP:Iteration 79Q (335.885399 sec): 3 clusters Score: Raw -8096819.619405 + Penalty 3601.085755 = -8093218.533650 nChanged 17 SP:Iteration 80F (335.994780 sec): 3 clusters Score: Raw -8096820.151915 + Penalty 3601.085755 = -8093219.066160 nChanged 13 SP:Iteration 81Q (336.094058 sec): 3 clusters Score: Raw -8096820.681816 + Penalty 3601.085755 = -8093219.596061 nChanged 14 SP:Iteration 82Q (336.195294 sec): 3 clusters Score: Raw -8096821.331817 + Penalty 3601.085755 = -8093220.246062 nChanged 11 SP:Iteration 83Q (336.298484 sec): 3 clusters Score: Raw -8096821.679855 + Penalty 3601.085755 = -8093220.594100 nChanged 8 SP:Iteration 84Q (336.398065 sec): 3 clusters Score: Raw -8096822.096502 + Penalty 3601.085755 = -8093221.010746 nChanged 8 SP:Iteration 85Q (336.497211 sec): 3 clusters Score: Raw -8096822.360406 + Penalty 3601.085755 = -8093221.274651 nChanged 9 SP:Iteration 86Q (336.599605 sec): 3 clusters Score: Raw -8096822.558708 + Penalty 3601.085755 = -8093221.472953 nChanged 4 SP:Iteration 87Q (336.711581 sec): 3 clusters Score: Raw -8096822.656413 + Penalty 3601.085755 = -8093221.570658 nChanged 4 SP:Iteration 88Q (336.812855 sec): 3 clusters Score: Raw -8096822.750146 + Penalty 3601.085755 = -8093221.664390 nChanged 2 SP:Iteration 89Q (336.911823 sec): 3 clusters Score: Raw -8096822.790738 + Penalty 3601.085755 = -8093221.704982 nChanged 3 SP:Iteration 90Q (337.010906 sec): 3 clusters Score: Raw -8096822.867815 + Penalty 3601.085755 = -8093221.782060 nChanged 2 SP:Iteration 91Q (337.110350 sec): 3 clusters Score: Raw -8096822.951782 + Penalty 3601.085755 = -8093221.866027 nChanged 3 SP:Iteration 92Q (337.209694 sec): 3 clusters Score: Raw -8096822.996628 + Penalty 3601.085755 = -8093221.910872 nChanged 0 SP:Iteration 93F (337.317637 sec): 3 clusters Score: Raw -8096822.996628 + Penalty 3601.085755 = -8093221.910872 nChanged 0 Score: Raw -39122947.119700 + Penalty 45354.469257 = -39077592.650443 Splitting cluster 11 changes total score from -39070638.340555 to -39077592.650443 So it's getting split into cluster 22. Trying to split cluster 12 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.585056 sec): 2 clusters Score: Raw -19832.396986 + Penalty 864.989122 = -18967.407864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (341.586862 sec): 3 clusters Score: Raw -19991.686302 + Penalty 1729.978243 = -18261.708059 nChanged 39 SP:Iteration 1F (341.588469 sec): 3 clusters Score: Raw -20078.037214 + Penalty 1729.978243 = -18348.058971 nChanged 6 SP:Iteration 2Q (341.590018 sec): 3 clusters Score: Raw -20101.055933 + Penalty 1729.978243 = -18371.077690 nChanged 3 SP:Iteration 3Q (341.591664 sec): 3 clusters Score: Raw -20109.667985 + Penalty 1729.978243 = -18379.689742 nChanged 1 SP:Iteration 4Q (341.593216 sec): 3 clusters Score: Raw -20112.230144 + Penalty 1729.978243 = -18382.251901 nChanged 0 SP:Iteration 5F (341.594913 sec): 3 clusters Score: Raw -20112.230144 + Penalty 1729.978243 = -18382.251901 nChanged 0 Trying to split cluster 13 (28484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.641886 sec): 2 clusters Score: Raw -3560261.527128 + Penalty 1666.778393 = -3558594.748734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (341.705009 sec): 3 clusters Score: Raw -3542768.559650 + Penalty 3333.556787 = -3539435.002863 nChanged 13133 SP:Iteration 1F (341.766634 sec): 3 clusters Score: Raw -3550154.253434 + Penalty 3333.556787 = -3546820.696647 nChanged 1507 SP:Iteration 2F (341.825253 sec): 3 clusters Score: Raw -3550793.322861 + Penalty 3333.556787 = -3547459.766074 nChanged 1529 SP:Iteration 3F (341.885800 sec): 3 clusters Score: Raw -3551530.214586 + Penalty 3333.556787 = -3548196.657799 nChanged 1575 SP:Iteration 4F (341.952860 sec): 3 clusters Score: Raw -3552392.152086 + Penalty 3333.556787 = -3549058.595299 nChanged 1664 SP:Iteration 5F (342.013500 sec): 3 clusters Score: Raw -3553397.141525 + Penalty 3333.556787 = -3550063.584738 nChanged 1661 SP:Iteration 6F (342.072374 sec): 3 clusters Score: Raw -3554444.450991 + Penalty 3333.556787 = -3551110.894205 nChanged 1634 SP:Iteration 7F (342.133586 sec): 3 clusters Score: Raw -3555492.486033 + Penalty 3333.556787 = -3552158.929246 nChanged 1461 SP:Iteration 8F (342.195728 sec): 3 clusters Score: Raw -3556320.181886 + Penalty 3333.556787 = -3552986.625099 nChanged 1186 SP:Iteration 9Q (342.255629 sec): 3 clusters Score: Raw -3556895.888429 + Penalty 3333.556787 = -3553562.331643 nChanged 900 SP:Iteration 10Q (342.314772 sec): 3 clusters Score: Raw -3557212.810065 + Penalty 3333.556787 = -3553879.253278 nChanged 646 SP:Iteration 11Q (342.372312 sec): 3 clusters Score: Raw -3557402.494105 + Penalty 3333.556787 = -3554068.937318 nChanged 498 SP:Iteration 12Q (342.442974 sec): 3 clusters Score: Raw -3557518.662242 + Penalty 3333.556787 = -3554185.105455 nChanged 374 SP:Iteration 13Q (342.503237 sec): 3 clusters Score: Raw -3557597.186259 + Penalty 3333.556787 = -3554263.629473 nChanged 290 SP:Iteration 14Q (342.564580 sec): 3 clusters Score: Raw -3557651.749455 + Penalty 3333.556787 = -3554318.192669 nChanged 258 SP:Iteration 15Q (342.622348 sec): 3 clusters Score: Raw -3557701.458037 + Penalty 3333.556787 = -3554367.901250 nChanged 223 SP:Iteration 16Q (342.678538 sec): 3 clusters Score: Raw -3557742.787061 + Penalty 3333.556787 = -3554409.230274 nChanged 226 SP:Iteration 17Q (342.736020 sec): 3 clusters Score: Raw -3557778.165129 + Penalty 3333.556787 = -3554444.608342 nChanged 199 SP:Iteration 18Q (342.792807 sec): 3 clusters Score: Raw -3557805.064873 + Penalty 3333.556787 = -3554471.508087 nChanged 198 SP:Iteration 19Q (342.850379 sec): 3 clusters Score: Raw -3557832.435847 + Penalty 3333.556787 = -3554498.879061 nChanged 174 SP:Iteration 20F (342.907893 sec): 3 clusters Score: Raw -3557857.426510 + Penalty 3333.556787 = -3554523.869724 nChanged 178 SP:Iteration 21Q (342.965827 sec): 3 clusters Score: Raw -3557883.111974 + Penalty 3333.556787 = -3554549.555187 nChanged 166 SP:Iteration 22Q (343.021816 sec): 3 clusters Score: Raw -3557905.649353 + Penalty 3333.556787 = -3554572.092566 nChanged 158 SP:Iteration 23Q (343.078952 sec): 3 clusters Score: Raw -3557926.320901 + Penalty 3333.556787 = -3554592.764115 nChanged 133 SP:Iteration 24Q (343.135610 sec): 3 clusters Score: Raw -3557944.308608 + Penalty 3333.556787 = -3554610.751821 nChanged 139 SP:Iteration 25Q (343.192850 sec): 3 clusters Score: Raw -3557959.814215 + Penalty 3333.556787 = -3554626.257428 nChanged 121 SP:Iteration 26Q (343.249461 sec): 3 clusters Score: Raw -3557971.544495 + Penalty 3333.556787 = -3554637.987708 nChanged 107 SP:Iteration 27Q (343.305996 sec): 3 clusters Score: Raw -3557981.828767 + Penalty 3333.556787 = -3554648.271980 nChanged 107 SP:Iteration 28Q (343.365717 sec): 3 clusters Score: Raw -3557991.708154 + Penalty 3333.556787 = -3554658.151367 nChanged 83 SP:Iteration 29Q (343.421857 sec): 3 clusters Score: Raw -3557998.843726 + Penalty 3333.556787 = -3554665.286940 nChanged 84 SP:Iteration 30Q (343.485134 sec): 3 clusters Score: Raw -3558005.681974 + Penalty 3333.556787 = -3554672.125187 nChanged 79 SP:Iteration 31Q (343.540912 sec): 3 clusters Score: Raw -3558012.074991 + Penalty 3333.556787 = -3554678.518204 nChanged 85 SP:Iteration 32Q (343.598626 sec): 3 clusters Score: Raw -3558018.397989 + Penalty 3333.556787 = -3554684.841202 nChanged 74 SP:Iteration 33Q (343.655981 sec): 3 clusters Score: Raw -3558025.186388 + Penalty 3333.556787 = -3554691.629602 nChanged 89 SP:Iteration 34Q (343.712668 sec): 3 clusters Score: Raw -3558033.122946 + Penalty 3333.556787 = -3554699.566160 nChanged 87 SP:Iteration 35Q (343.769059 sec): 3 clusters Score: Raw -3558040.622967 + Penalty 3333.556787 = -3554707.066181 nChanged 91 SP:Iteration 36Q (343.848581 sec): 3 clusters Score: Raw -3558048.809075 + Penalty 3333.556787 = -3554715.252288 nChanged 83 SP:Iteration 37Q (343.905521 sec): 3 clusters Score: Raw -3558056.330094 + Penalty 3333.556787 = -3554722.773307 nChanged 92 SP:Iteration 38Q (343.962571 sec): 3 clusters Score: Raw -3558064.629091 + Penalty 3333.556787 = -3554731.072305 nChanged 86 SP:Iteration 39Q (344.018655 sec): 3 clusters Score: Raw -3558071.730037 + Penalty 3333.556787 = -3554738.173250 nChanged 72 SP:Iteration 40F (344.093346 sec): 3 clusters Score: Raw -3558076.817923 + Penalty 3333.556787 = -3554743.261136 nChanged 62 SP:Iteration 41Q (344.154863 sec): 3 clusters Score: Raw -3558081.300377 + Penalty 3333.556787 = -3554747.743590 nChanged 67 SP:Iteration 42Q (344.211574 sec): 3 clusters Score: Raw -3558086.782396 + Penalty 3333.556787 = -3554753.225609 nChanged 63 SP:Iteration 43Q (344.275052 sec): 3 clusters Score: Raw -3558091.411008 + Penalty 3333.556787 = -3554757.854221 nChanged 59 SP:Iteration 44Q (344.331994 sec): 3 clusters Score: Raw -3558096.082051 + Penalty 3333.556787 = -3554762.525264 nChanged 76 SP:Iteration 45Q (344.387875 sec): 3 clusters Score: Raw -3558102.381352 + Penalty 3333.556787 = -3554768.824565 nChanged 86 SP:Iteration 46Q (344.444534 sec): 3 clusters Score: Raw -3558109.844235 + Penalty 3333.556787 = -3554776.287448 nChanged 87 SP:Iteration 47Q (344.501456 sec): 3 clusters Score: Raw -3558117.701174 + Penalty 3333.556787 = -3554784.144387 nChanged 103 SP:Iteration 48Q (344.560746 sec): 3 clusters Score: Raw -3558128.540460 + Penalty 3333.556787 = -3554794.983673 nChanged 111 SP:Iteration 49Q (344.617159 sec): 3 clusters Score: Raw -3558140.454047 + Penalty 3333.556787 = -3554806.897261 nChanged 110 SP:Iteration 50Q (344.677672 sec): 3 clusters Score: Raw -3558152.180482 + Penalty 3333.556787 = -3554818.623696 nChanged 119 SP:Iteration 51Q (344.733316 sec): 3 clusters Score: Raw -3558164.640344 + Penalty 3333.556787 = -3554831.083558 nChanged 117 SP:Iteration 52Q (344.790510 sec): 3 clusters Score: Raw -3558178.758593 + Penalty 3333.556787 = -3554845.201807 nChanged 128 SP:Iteration 53Q (344.848554 sec): 3 clusters Score: Raw -3558194.176396 + Penalty 3333.556787 = -3554860.619609 nChanged 134 SP:Iteration 54Q (344.904664 sec): 3 clusters Score: Raw -3558209.751263 + Penalty 3333.556787 = -3554876.194476 nChanged 146 SP:Iteration 55Q (344.962378 sec): 3 clusters Score: Raw -3558229.561978 + Penalty 3333.556787 = -3554896.005191 nChanged 176 SP:Iteration 56Q (345.025319 sec): 3 clusters Score: Raw -3558255.603699 + Penalty 3333.556787 = -3554922.046912 nChanged 187 SP:Iteration 57Q (345.080897 sec): 3 clusters Score: Raw -3558285.462587 + Penalty 3333.556787 = -3554951.905800 nChanged 209 SP:Iteration 58Q (345.154828 sec): 3 clusters Score: Raw -3558328.034114 + Penalty 3333.556787 = -3554994.477328 nChanged 237 SP:Iteration 59Q (345.210889 sec): 3 clusters Score: Raw -3558378.378669 + Penalty 3333.556787 = -3555044.821882 nChanged 263 SP:Iteration 60F (345.269371 sec): 3 clusters Score: Raw -3558438.224467 + Penalty 3333.556787 = -3555104.667680 nChanged 306 SP:Iteration 61Q (345.330053 sec): 3 clusters Score: Raw -3558519.962942 + Penalty 3333.556787 = -3555186.406155 nChanged 336 SP:Iteration 62Q (345.386466 sec): 3 clusters Score: Raw -3558616.789375 + Penalty 3333.556787 = -3555283.232588 nChanged 358 SP:Iteration 63Q (345.442642 sec): 3 clusters Score: Raw -3558724.184106 + Penalty 3333.556787 = -3555390.627319 nChanged 368 SP:Iteration 64Q (345.499147 sec): 3 clusters Score: Raw -3558831.287694 + Penalty 3333.556787 = -3555497.730907 nChanged 351 SP:Iteration 65Q (345.554308 sec): 3 clusters Score: Raw -3558938.440064 + Penalty 3333.556787 = -3555604.883277 nChanged 361 SP:Iteration 66Q (345.622666 sec): 3 clusters Score: Raw -3559052.645784 + Penalty 3333.556787 = -3555719.088998 nChanged 370 SP:Iteration 67Q (345.696742 sec): 3 clusters Score: Raw -3559163.225267 + Penalty 3333.556787 = -3555829.668481 nChanged 333 SP:Iteration 68Q (345.751304 sec): 3 clusters Score: Raw -3559271.822194 + Penalty 3333.556787 = -3555938.265407 nChanged 369 SP:Iteration 69Q (345.806814 sec): 3 clusters Score: Raw -3559386.182759 + Penalty 3333.556787 = -3556052.625973 nChanged 322 SP:Iteration 70Q (345.860883 sec): 3 clusters Score: Raw -3559493.244186 + Penalty 3333.556787 = -3556159.687399 nChanged 319 SP:Iteration 71Q (345.914677 sec): 3 clusters Score: Raw -3559593.647568 + Penalty 3333.556787 = -3556260.090781 nChanged 295 SP:Iteration 72Q (345.968788 sec): 3 clusters Score: Raw -3559688.293436 + Penalty 3333.556787 = -3556354.736649 nChanged 287 SP:Iteration 73Q (346.022315 sec): 3 clusters Score: Raw -3559778.249979 + Penalty 3333.556787 = -3556444.693192 nChanged 270 SP:Iteration 74Q (346.108734 sec): 3 clusters Score: Raw -3559855.663512 + Penalty 3333.556787 = -3556522.106726 nChanged 253 SP:Iteration 75Q (346.160505 sec): 3 clusters Score: Raw -3559926.609884 + Penalty 3333.556787 = -3556593.053097 nChanged 235 SP:Iteration 76Q (346.212927 sec): 3 clusters Score: Raw -3559989.462087 + Penalty 3333.556787 = -3556655.905300 nChanged 215 SP:Iteration 77Q (346.264945 sec): 3 clusters Score: Raw -3560041.896188 + Penalty 3333.556787 = -3556708.339401 nChanged 208 SP:Iteration 78Q (346.317029 sec): 3 clusters Score: Raw -3560093.326919 + Penalty 3333.556787 = -3556759.770132 nChanged 200 SP:Iteration 79Q (346.368662 sec): 3 clusters Score: Raw -3560141.570442 + Penalty 3333.556787 = -3556808.013655 nChanged 178 SP:Iteration 80F (346.427296 sec): 3 clusters Score: Raw -3560183.109138 + Penalty 3333.556787 = -3556849.552352 nChanged 153 SP:Iteration 81Q (346.479960 sec): 3 clusters Score: Raw -3560217.716782 + Penalty 3333.556787 = -3556884.159996 nChanged 153 SP:Iteration 82Q (346.537495 sec): 3 clusters Score: Raw -3560249.792810 + Penalty 3333.556787 = -3556916.236023 nChanged 139 SP:Iteration 83Q (346.589285 sec): 3 clusters Score: Raw -3560277.346717 + Penalty 3333.556787 = -3556943.789930 nChanged 139 SP:Iteration 84Q (346.640901 sec): 3 clusters Score: Raw -3560305.240264 + Penalty 3333.556787 = -3556971.683478 nChanged 133 SP:Iteration 85Q (346.737017 sec): 3 clusters Score: Raw -3560334.623517 + Penalty 3333.556787 = -3557001.066730 nChanged 146 SP:Iteration 86Q (346.780528 sec): 3 clusters Score: Raw -3560366.423156 + Penalty 3333.556787 = -3557032.866369 nChanged 140 SP:Iteration 87Q (346.832020 sec): 3 clusters Score: Raw -3560395.570661 + Penalty 3333.556787 = -3557062.013874 nChanged 125 SP:Iteration 88Q (346.889016 sec): 3 clusters Score: Raw -3560420.569412 + Penalty 3333.556787 = -3557087.012626 nChanged 115 SP:Iteration 89Q (346.939790 sec): 3 clusters Score: Raw -3560441.667820 + Penalty 3333.556787 = -3557108.111033 nChanged 95 SP:Iteration 90Q (346.991235 sec): 3 clusters Score: Raw -3560458.266822 + Penalty 3333.556787 = -3557124.710035 nChanged 74 SP:Iteration 91Q (347.047035 sec): 3 clusters Score: Raw -3560471.551790 + Penalty 3333.556787 = -3557137.995003 nChanged 74 SP:Iteration 92Q (347.097729 sec): 3 clusters Score: Raw -3560485.204602 + Penalty 3333.556787 = -3557151.647815 nChanged 80 SP:Iteration 93Q (347.150832 sec): 3 clusters Score: Raw -3560499.571496 + Penalty 3333.556787 = -3557166.014709 nChanged 69 SP:Iteration 94Q (347.206493 sec): 3 clusters Score: Raw -3560512.436902 + Penalty 3333.556787 = -3557178.880115 nChanged 64 SP:Iteration 95Q (347.262737 sec): 3 clusters Score: Raw -3560523.325829 + Penalty 3333.556787 = -3557189.769043 nChanged 68 SP:Iteration 96Q (347.312546 sec): 3 clusters Score: Raw -3560536.174398 + Penalty 3333.556787 = -3557202.617611 nChanged 62 SP:Iteration 97Q (347.379235 sec): 3 clusters Score: Raw -3560548.717528 + Penalty 3333.556787 = -3557215.160742 nChanged 82 SP:Iteration 98Q (347.435424 sec): 3 clusters Score: Raw -3560567.649675 + Penalty 3333.556787 = -3557234.092889 nChanged 77 SP:Iteration 99Q (347.488635 sec): 3 clusters Score: Raw -3560581.296083 + Penalty 3333.556787 = -3557247.739296 nChanged 53 SP:Iteration 100F (347.551369 sec): 3 clusters Score: Raw -3560589.568537 + Penalty 3333.556787 = -3557256.011750 nChanged 46 SP:Iteration 101Q (347.603155 sec): 3 clusters Score: Raw -3560596.696872 + Penalty 3333.556787 = -3557263.140085 nChanged 39 SP:Iteration 102Q (347.661662 sec): 3 clusters Score: Raw -3560602.323371 + Penalty 3333.556787 = -3557268.766585 nChanged 43 SP:Iteration 103Q (347.736786 sec): 3 clusters Score: Raw -3560609.233792 + Penalty 3333.556787 = -3557275.677005 nChanged 45 SP:Iteration 104Q (347.788030 sec): 3 clusters Score: Raw -3560615.697755 + Penalty 3333.556787 = -3557282.140969 nChanged 33 SP:Iteration 105Q (347.841370 sec): 3 clusters Score: Raw -3560619.988668 + Penalty 3333.556787 = -3557286.431882 nChanged 27 SP:Iteration 106Q (347.900839 sec): 3 clusters Score: Raw -3560623.436361 + Penalty 3333.556787 = -3557289.879574 nChanged 25 SP:Iteration 107Q (347.950005 sec): 3 clusters Score: Raw -3560626.257362 + Penalty 3333.556787 = -3557292.700576 nChanged 19 SP:Iteration 108Q (348.005934 sec): 3 clusters Score: Raw -3560628.187733 + Penalty 3333.556787 = -3557294.630947 nChanged 15 SP:Iteration 109Q (348.055512 sec): 3 clusters Score: Raw -3560629.254100 + Penalty 3333.556787 = -3557295.697314 nChanged 10 SP:Iteration 110Q (348.109733 sec): 3 clusters Score: Raw -3560629.835980 + Penalty 3333.556787 = -3557296.279193 nChanged 10 SP:Iteration 111Q (348.159890 sec): 3 clusters Score: Raw -3560630.693809 + Penalty 3333.556787 = -3557297.137022 nChanged 10 SP:Iteration 112Q (348.210277 sec): 3 clusters Score: Raw -3560631.562349 + Penalty 3333.556787 = -3557298.005562 nChanged 11 SP:Iteration 113Q (348.260413 sec): 3 clusters Score: Raw -3560632.523731 + Penalty 3333.556787 = -3557298.966944 nChanged 13 SP:Iteration 114Q (348.321076 sec): 3 clusters Score: Raw -3560634.293416 + Penalty 3333.556787 = -3557300.736629 nChanged 13 SP:Iteration 115Q (348.378774 sec): 3 clusters Score: Raw -3560635.779240 + Penalty 3333.556787 = -3557302.222453 nChanged 13 SP:Iteration 116Q (348.433758 sec): 3 clusters Score: Raw -3560637.912066 + Penalty 3333.556787 = -3557304.355279 nChanged 10 SP:Iteration 117Q (348.484557 sec): 3 clusters Score: Raw -3560639.478062 + Penalty 3333.556787 = -3557305.921276 nChanged 19 SP:Iteration 118Q (348.543242 sec): 3 clusters Score: Raw -3560641.940719 + Penalty 3333.556787 = -3557308.383933 nChanged 10 SP:Iteration 119Q (348.603612 sec): 3 clusters Score: Raw -3560643.136232 + Penalty 3333.556787 = -3557309.579445 nChanged 13 SP:Iteration 120F (348.669308 sec): 3 clusters Score: Raw -3560644.503915 + Penalty 3333.556787 = -3557310.947128 nChanged 15 SP:Iteration 121Q (348.738614 sec): 3 clusters Score: Raw -3560646.302069 + Penalty 3333.556787 = -3557312.745283 nChanged 15 SP:Iteration 122Q (348.789805 sec): 3 clusters Score: Raw -3560648.231883 + Penalty 3333.556787 = -3557314.675097 nChanged 14 SP:Iteration 123Q (348.847655 sec): 3 clusters Score: Raw -3560650.176568 + Penalty 3333.556787 = -3557316.619781 nChanged 14 SP:Iteration 124Q (348.899712 sec): 3 clusters Score: Raw -3560651.761527 + Penalty 3333.556787 = -3557318.204740 nChanged 11 SP:Iteration 125Q (348.957631 sec): 3 clusters Score: Raw -3560652.953783 + Penalty 3333.556787 = -3557319.396996 nChanged 12 SP:Iteration 126Q (349.020350 sec): 3 clusters Score: Raw -3560654.498755 + Penalty 3333.556787 = -3557320.941968 nChanged 12 SP:Iteration 127Q (349.098399 sec): 3 clusters Score: Raw -3560655.861846 + Penalty 3333.556787 = -3557322.305059 nChanged 11 SP:Iteration 128Q (349.157288 sec): 3 clusters Score: Raw -3560657.396044 + Penalty 3333.556787 = -3557323.839258 nChanged 12 SP:Iteration 129Q (349.215680 sec): 3 clusters Score: Raw -3560658.697750 + Penalty 3333.556787 = -3557325.140963 nChanged 9 SP:Iteration 130Q (349.265149 sec): 3 clusters Score: Raw -3560659.490518 + Penalty 3333.556787 = -3557325.933731 nChanged 5 SP:Iteration 131Q (349.318502 sec): 3 clusters Score: Raw -3560660.118444 + Penalty 3333.556787 = -3557326.561657 nChanged 10 SP:Iteration 132Q (349.367996 sec): 3 clusters Score: Raw -3560661.167804 + Penalty 3333.556787 = -3557327.611017 nChanged 5 SP:Iteration 133Q (349.417620 sec): 3 clusters Score: Raw -3560661.558415 + Penalty 3333.556787 = -3557328.001629 nChanged 7 SP:Iteration 134Q (349.467768 sec): 3 clusters Score: Raw -3560662.156302 + Penalty 3333.556787 = -3557328.599515 nChanged 6 SP:Iteration 135Q (349.525154 sec): 3 clusters Score: Raw -3560662.602691 + Penalty 3333.556787 = -3557329.045905 nChanged 6 SP:Iteration 136Q (349.582038 sec): 3 clusters Score: Raw -3560663.180597 + Penalty 3333.556787 = -3557329.623810 nChanged 5 SP:Iteration 137Q (349.652291 sec): 3 clusters Score: Raw -3560663.705556 + Penalty 3333.556787 = -3557330.148769 nChanged 4 SP:Iteration 138Q (349.708893 sec): 3 clusters Score: Raw -3560663.989527 + Penalty 3333.556787 = -3557330.432741 nChanged 5 SP:Iteration 139Q (349.758643 sec): 3 clusters Score: Raw -3560664.385945 + Penalty 3333.556787 = -3557330.829158 nChanged 2 SP:Iteration 140F (349.850221 sec): 3 clusters Score: Raw -3560664.621720 + Penalty 3333.556787 = -3557331.064933 nChanged 2 SP:Iteration 141Q (349.901406 sec): 3 clusters Score: Raw -3560664.684423 + Penalty 3333.556787 = -3557331.127636 nChanged 1 SP:Iteration 142Q (349.970771 sec): 3 clusters Score: Raw -3560664.730384 + Penalty 3333.556787 = -3557331.173597 nChanged 1 SP:Iteration 143Q (350.019756 sec): 3 clusters Score: Raw -3560664.836189 + Penalty 3333.556787 = -3557331.279402 nChanged 3 SP:Iteration 144Q (350.075287 sec): 3 clusters Score: Raw -3560664.980287 + Penalty 3333.556787 = -3557331.423501 nChanged 0 SP:Iteration 145F (350.134244 sec): 3 clusters Score: Raw -3560664.980287 + Penalty 3333.556787 = -3557331.423501 nChanged 0 Trying to split cluster 14 (13426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (350.162481 sec): 2 clusters Score: Raw -1552021.532371 + Penalty 1544.554116 = -1550476.978255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (350.208568 sec): 3 clusters Score: Raw -1544246.669743 + Penalty 3089.108231 = -1541157.561512 nChanged 5972 SP:Iteration 1F (350.245468 sec): 3 clusters Score: Raw -1547568.470917 + Penalty 3089.108231 = -1544479.362685 nChanged 794 SP:Iteration 2F (350.281964 sec): 3 clusters Score: Raw -1548014.584387 + Penalty 3089.108231 = -1544925.476156 nChanged 834 SP:Iteration 3F (350.327081 sec): 3 clusters Score: Raw -1548596.770578 + Penalty 3089.108231 = -1545507.662347 nChanged 878 SP:Iteration 4F (350.366537 sec): 3 clusters Score: Raw -1549325.247279 + Penalty 3089.108231 = -1546236.139048 nChanged 917 SP:Iteration 5F (350.407378 sec): 3 clusters Score: Raw -1550110.308767 + Penalty 3089.108231 = -1547021.200535 nChanged 940 SP:Iteration 6F (350.452487 sec): 3 clusters Score: Raw -1550829.678880 + Penalty 3089.108231 = -1547740.570648 nChanged 803 SP:Iteration 7F (350.496993 sec): 3 clusters Score: Raw -1551367.610825 + Penalty 3089.108231 = -1548278.502594 nChanged 636 SP:Iteration 8Q (350.537023 sec): 3 clusters Score: Raw -1551711.804989 + Penalty 3089.108231 = -1548622.696757 nChanged 446 SP:Iteration 9Q (350.571177 sec): 3 clusters Score: Raw -1551875.259569 + Penalty 3089.108231 = -1548786.151338 nChanged 298 SP:Iteration 10Q (350.607083 sec): 3 clusters Score: Raw -1551958.599716 + Penalty 3089.108231 = -1548869.491485 nChanged 208 SP:Iteration 11Q (350.652901 sec): 3 clusters Score: Raw -1552007.136952 + Penalty 3089.108231 = -1548918.028721 nChanged 177 SP:Iteration 12Q (350.696883 sec): 3 clusters Score: Raw -1552045.441696 + Penalty 3089.108231 = -1548956.333465 nChanged 143 SP:Iteration 13Q (350.735384 sec): 3 clusters Score: Raw -1552072.865141 + Penalty 3089.108231 = -1548983.756909 nChanged 132 SP:Iteration 14Q (350.799375 sec): 3 clusters Score: Raw -1552095.328805 + Penalty 3089.108231 = -1549006.220574 nChanged 113 SP:Iteration 15Q (350.839129 sec): 3 clusters Score: Raw -1552113.775250 + Penalty 3089.108231 = -1549024.667018 nChanged 107 SP:Iteration 16Q (350.878243 sec): 3 clusters Score: Raw -1552133.841175 + Penalty 3089.108231 = -1549044.732943 nChanged 108 SP:Iteration 17Q (350.912045 sec): 3 clusters Score: Raw -1552152.397132 + Penalty 3089.108231 = -1549063.288901 nChanged 107 SP:Iteration 18Q (350.946088 sec): 3 clusters Score: Raw -1552169.714896 + Penalty 3089.108231 = -1549080.606664 nChanged 102 SP:Iteration 19Q (350.985484 sec): 3 clusters Score: Raw -1552186.318656 + Penalty 3089.108231 = -1549097.210424 nChanged 100 SP:Iteration 20F (351.024476 sec): 3 clusters Score: Raw -1552202.663266 + Penalty 3089.108231 = -1549113.555035 nChanged 100 SP:Iteration 21Q (351.078722 sec): 3 clusters Score: Raw -1552217.569188 + Penalty 3089.108231 = -1549128.460957 nChanged 93 SP:Iteration 22Q (351.118508 sec): 3 clusters Score: Raw -1552229.489654 + Penalty 3089.108231 = -1549140.381422 nChanged 82 SP:Iteration 23Q (351.152431 sec): 3 clusters Score: Raw -1552240.670660 + Penalty 3089.108231 = -1549151.562429 nChanged 90 SP:Iteration 24Q (351.190686 sec): 3 clusters Score: Raw -1552256.073752 + Penalty 3089.108231 = -1549166.965520 nChanged 106 SP:Iteration 25Q (351.225513 sec): 3 clusters Score: Raw -1552275.910107 + Penalty 3089.108231 = -1549186.801875 nChanged 105 SP:Iteration 26Q (351.259596 sec): 3 clusters Score: Raw -1552294.591293 + Penalty 3089.108231 = -1549205.483062 nChanged 119 SP:Iteration 27Q (351.293468 sec): 3 clusters Score: Raw -1552317.208376 + Penalty 3089.108231 = -1549228.100144 nChanged 128 SP:Iteration 28Q (351.327226 sec): 3 clusters Score: Raw -1552342.459594 + Penalty 3089.108231 = -1549253.351363 nChanged 150 SP:Iteration 29Q (351.397335 sec): 3 clusters Score: Raw -1552375.407749 + Penalty 3089.108231 = -1549286.299517 nChanged 145 SP:Iteration 30Q (351.464800 sec): 3 clusters Score: Raw -1552411.789839 + Penalty 3089.108231 = -1549322.681608 nChanged 144 SP:Iteration 31Q (351.498748 sec): 3 clusters Score: Raw -1552444.277756 + Penalty 3089.108231 = -1549355.169525 nChanged 154 SP:Iteration 32Q (351.539191 sec): 3 clusters Score: Raw -1552480.295059 + Penalty 3089.108231 = -1549391.186828 nChanged 149 SP:Iteration 33Q (351.573858 sec): 3 clusters Score: Raw -1552517.067676 + Penalty 3089.108231 = -1549427.959444 nChanged 149 SP:Iteration 34Q (351.613774 sec): 3 clusters Score: Raw -1552556.942342 + Penalty 3089.108231 = -1549467.834111 nChanged 169 SP:Iteration 35Q (351.649299 sec): 3 clusters Score: Raw -1552606.660563 + Penalty 3089.108231 = -1549517.552331 nChanged 176 SP:Iteration 36Q (351.687595 sec): 3 clusters Score: Raw -1552660.158000 + Penalty 3089.108231 = -1549571.049768 nChanged 172 SP:Iteration 37Q (351.722397 sec): 3 clusters Score: Raw -1552709.822666 + Penalty 3089.108231 = -1549620.714435 nChanged 166 SP:Iteration 38Q (351.766068 sec): 3 clusters Score: Raw -1552760.962066 + Penalty 3089.108231 = -1549671.853835 nChanged 158 SP:Iteration 39Q (351.824119 sec): 3 clusters Score: Raw -1552806.162350 + Penalty 3089.108231 = -1549717.054119 nChanged 157 SP:Iteration 40F (351.869155 sec): 3 clusters Score: Raw -1552856.492575 + Penalty 3089.108231 = -1549767.384344 nChanged 160 SP:Iteration 41Q (351.913300 sec): 3 clusters Score: Raw -1552909.714050 + Penalty 3089.108231 = -1549820.605819 nChanged 152 SP:Iteration 42Q (351.947356 sec): 3 clusters Score: Raw -1552964.173111 + Penalty 3089.108231 = -1549875.064879 nChanged 132 SP:Iteration 43Q (352.015148 sec): 3 clusters Score: Raw -1553005.264211 + Penalty 3089.108231 = -1549916.155980 nChanged 122 SP:Iteration 44Q (352.049403 sec): 3 clusters Score: Raw -1553043.737967 + Penalty 3089.108231 = -1549954.629735 nChanged 114 SP:Iteration 45Q (352.083355 sec): 3 clusters Score: Raw -1553080.657619 + Penalty 3089.108231 = -1549991.549388 nChanged 105 SP:Iteration 46Q (352.117308 sec): 3 clusters Score: Raw -1553117.976927 + Penalty 3089.108231 = -1550028.868695 nChanged 99 SP:Iteration 47Q (352.151514 sec): 3 clusters Score: Raw -1553161.260149 + Penalty 3089.108231 = -1550072.151917 nChanged 109 SP:Iteration 48Q (352.185367 sec): 3 clusters Score: Raw -1553218.017934 + Penalty 3089.108231 = -1550128.909702 nChanged 98 SP:Iteration 49Q (352.219177 sec): 3 clusters Score: Raw -1553281.923884 + Penalty 3089.108231 = -1550192.815653 nChanged 86 SP:Iteration 50Q (352.252440 sec): 3 clusters Score: Raw -1553334.943012 + Penalty 3089.108231 = -1550245.834780 nChanged 76 SP:Iteration 51Q (352.285141 sec): 3 clusters Score: Raw -1553388.963695 + Penalty 3089.108231 = -1550299.855463 nChanged 59 SP:Iteration 52Q (352.328706 sec): 3 clusters Score: Raw -1553426.743348 + Penalty 3089.108231 = -1550337.635117 nChanged 47 SP:Iteration 53Q (352.360393 sec): 3 clusters Score: Raw -1553458.719689 + Penalty 3089.108231 = -1550369.611458 nChanged 41 SP:Iteration 54Q (352.391432 sec): 3 clusters Score: Raw -1553476.012049 + Penalty 3089.108231 = -1550386.903817 nChanged 34 SP:Iteration 55Q (352.422055 sec): 3 clusters Score: Raw -1553485.724046 + Penalty 3089.108231 = -1550396.615815 nChanged 20 SP:Iteration 56Q (352.452487 sec): 3 clusters Score: Raw -1553490.733643 + Penalty 3089.108231 = -1550401.625412 nChanged 15 SP:Iteration 57Q (352.482788 sec): 3 clusters Score: Raw -1553493.806869 + Penalty 3089.108231 = -1550404.698637 nChanged 9 SP:Iteration 58Q (352.512999 sec): 3 clusters Score: Raw -1553496.027034 + Penalty 3089.108231 = -1550406.918803 nChanged 7 SP:Iteration 59Q (352.543230 sec): 3 clusters Score: Raw -1553497.558169 + Penalty 3089.108231 = -1550408.449938 nChanged 7 SP:Iteration 60F (352.577341 sec): 3 clusters Score: Raw -1553498.684686 + Penalty 3089.108231 = -1550409.576455 nChanged 7 SP:Iteration 61Q (352.607712 sec): 3 clusters Score: Raw -1553499.994626 + Penalty 3089.108231 = -1550410.886395 nChanged 2 SP:Iteration 62Q (352.638018 sec): 3 clusters Score: Raw -1553500.192041 + Penalty 3089.108231 = -1550411.083809 nChanged 2 SP:Iteration 63Q (352.668238 sec): 3 clusters Score: Raw -1553500.631892 + Penalty 3089.108231 = -1550411.523660 nChanged 3 SP:Iteration 64Q (352.726828 sec): 3 clusters Score: Raw -1553500.921226 + Penalty 3089.108231 = -1550411.812994 nChanged 1 SP:Iteration 65Q (352.783308 sec): 3 clusters Score: Raw -1553500.975255 + Penalty 3089.108231 = -1550411.867023 nChanged 0 SP:Iteration 66F (352.824130 sec): 3 clusters Score: Raw -1553500.975255 + Penalty 3089.108231 = -1550411.867023 nChanged 0 Trying to split cluster 15 (5369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.842238 sec): 2 clusters Score: Raw -666892.589492 + Penalty 1395.614504 = -665496.974987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.872591 sec): 3 clusters Score: Raw -664075.104990 + Penalty 2791.229009 = -661283.875981 nChanged 2175 SP:Iteration 1F (352.893570 sec): 3 clusters Score: Raw -665268.522926 + Penalty 2791.229009 = -662477.293917 nChanged 408 SP:Iteration 2F (352.914499 sec): 3 clusters Score: Raw -665471.964259 + Penalty 2791.229009 = -662680.735250 nChanged 268 SP:Iteration 3Q (352.972470 sec): 3 clusters Score: Raw -665583.524190 + Penalty 2791.229009 = -662792.295181 nChanged 187 SP:Iteration 4Q (352.987367 sec): 3 clusters Score: Raw -665663.583323 + Penalty 2791.229009 = -662872.354314 nChanged 162 SP:Iteration 5Q (353.008314 sec): 3 clusters Score: Raw -665736.655585 + Penalty 2791.229009 = -662945.426576 nChanged 155 SP:Iteration 6Q (353.029582 sec): 3 clusters Score: Raw -665801.077653 + Penalty 2791.229009 = -663009.848644 nChanged 140 SP:Iteration 7Q (353.050794 sec): 3 clusters Score: Raw -665890.043150 + Penalty 2791.229009 = -663098.814142 nChanged 180 SP:Iteration 8Q (353.076570 sec): 3 clusters Score: Raw -666038.859242 + Penalty 2791.229009 = -663247.630233 nChanged 232 SP:Iteration 9Q (353.097766 sec): 3 clusters Score: Raw -666240.857042 + Penalty 2791.229009 = -663449.628034 nChanged 269 SP:Iteration 10F (353.118629 sec): 3 clusters Score: Raw -666515.135062 + Penalty 2791.229009 = -663723.906053 nChanged 304 SP:Iteration 11F (353.139665 sec): 3 clusters Score: Raw -666774.559257 + Penalty 2791.229009 = -663983.330248 nChanged 279 SP:Iteration 12F (353.165605 sec): 3 clusters Score: Raw -667004.634721 + Penalty 2791.229009 = -664213.405712 nChanged 226 SP:Iteration 13Q (353.186356 sec): 3 clusters Score: Raw -667204.195177 + Penalty 2791.229009 = -664412.966168 nChanged 199 SP:Iteration 14Q (353.207478 sec): 3 clusters Score: Raw -667362.904607 + Penalty 2791.229009 = -664571.675598 nChanged 161 SP:Iteration 15Q (353.263298 sec): 3 clusters Score: Raw -667468.046166 + Penalty 2791.229009 = -664676.817157 nChanged 116 SP:Iteration 16Q (353.316823 sec): 3 clusters Score: Raw -667544.406548 + Penalty 2791.229009 = -664753.177539 nChanged 80 SP:Iteration 17Q (353.361553 sec): 3 clusters Score: Raw -667590.156574 + Penalty 2791.229009 = -664798.927565 nChanged 73 SP:Iteration 18Q (353.412801 sec): 3 clusters Score: Raw -667621.442379 + Penalty 2791.229009 = -664830.213370 nChanged 46 SP:Iteration 19Q (353.435817 sec): 3 clusters Score: Raw -667645.044520 + Penalty 2791.229009 = -664853.815511 nChanged 46 SP:Iteration 20F (353.457031 sec): 3 clusters Score: Raw -667663.340780 + Penalty 2791.229009 = -664872.111772 nChanged 28 SP:Iteration 21Q (353.482446 sec): 3 clusters Score: Raw -667673.993803 + Penalty 2791.229009 = -664882.764794 nChanged 26 SP:Iteration 22Q (353.503142 sec): 3 clusters Score: Raw -667687.225293 + Penalty 2791.229009 = -664895.996284 nChanged 24 SP:Iteration 23Q (353.532114 sec): 3 clusters Score: Raw -667698.403492 + Penalty 2791.229009 = -664907.174483 nChanged 22 SP:Iteration 24Q (353.588184 sec): 3 clusters Score: Raw -667705.109929 + Penalty 2791.229009 = -664913.880920 nChanged 18 SP:Iteration 25Q (353.629570 sec): 3 clusters Score: Raw -667708.793801 + Penalty 2791.229009 = -664917.564792 nChanged 9 SP:Iteration 26Q (353.649750 sec): 3 clusters Score: Raw -667710.956336 + Penalty 2791.229009 = -664919.727327 nChanged 7 SP:Iteration 27Q (353.670412 sec): 3 clusters Score: Raw -667712.410288 + Penalty 2791.229009 = -664921.181279 nChanged 0 SP:Iteration 28F (353.691592 sec): 3 clusters Score: Raw -667712.410288 + Penalty 2791.229009 = -664921.181279 nChanged 0 Trying to split cluster 16 (3323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (353.717848 sec): 2 clusters Score: Raw -412076.924074 + Penalty 1317.651281 = -410759.272793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (353.735214 sec): 3 clusters Score: Raw -410422.983138 + Penalty 2635.302562 = -407787.680576 nChanged 1274 SP:Iteration 1F (353.751565 sec): 3 clusters Score: Raw -411152.270560 + Penalty 2635.302562 = -408516.967997 nChanged 221 SP:Iteration 2F (353.767840 sec): 3 clusters Score: Raw -411266.088704 + Penalty 2635.302562 = -408630.786142 nChanged 158 SP:Iteration 3Q (353.782958 sec): 3 clusters Score: Raw -411353.232424 + Penalty 2635.302562 = -408717.929862 nChanged 121 SP:Iteration 4Q (353.799270 sec): 3 clusters Score: Raw -411420.256490 + Penalty 2635.302562 = -408784.953927 nChanged 122 SP:Iteration 5Q (353.814670 sec): 3 clusters Score: Raw -411477.917083 + Penalty 2635.302562 = -408842.614521 nChanged 95 SP:Iteration 6Q (353.829726 sec): 3 clusters Score: Raw -411527.816365 + Penalty 2635.302562 = -408892.513803 nChanged 91 SP:Iteration 7Q (353.845849 sec): 3 clusters Score: Raw -411585.403369 + Penalty 2635.302562 = -408950.100806 nChanged 92 SP:Iteration 8Q (353.862166 sec): 3 clusters Score: Raw -411634.047224 + Penalty 2635.302562 = -408998.744662 nChanged 72 SP:Iteration 9Q (353.877739 sec): 3 clusters Score: Raw -411673.725255 + Penalty 2635.302562 = -409038.422693 nChanged 64 SP:Iteration 10Q (353.896080 sec): 3 clusters Score: Raw -411703.329713 + Penalty 2635.302562 = -409068.027151 nChanged 58 SP:Iteration 11Q (353.912334 sec): 3 clusters Score: Raw -411730.746635 + Penalty 2635.302562 = -409095.444073 nChanged 58 SP:Iteration 12Q (353.928596 sec): 3 clusters Score: Raw -411761.114415 + Penalty 2635.302562 = -409125.811853 nChanged 62 SP:Iteration 13Q (353.944017 sec): 3 clusters Score: Raw -411788.859953 + Penalty 2635.302562 = -409153.557390 nChanged 59 SP:Iteration 14Q (353.962754 sec): 3 clusters Score: Raw -411816.265508 + Penalty 2635.302562 = -409180.962946 nChanged 54 SP:Iteration 15Q (353.979034 sec): 3 clusters Score: Raw -411846.626927 + Penalty 2635.302562 = -409211.324365 nChanged 50 SP:Iteration 16Q (353.995295 sec): 3 clusters Score: Raw -411869.833685 + Penalty 2635.302562 = -409234.531123 nChanged 41 SP:Iteration 17Q (354.011396 sec): 3 clusters Score: Raw -411887.940012 + Penalty 2635.302562 = -409252.637450 nChanged 46 SP:Iteration 18Q (354.027680 sec): 3 clusters Score: Raw -411908.492884 + Penalty 2635.302562 = -409273.190322 nChanged 46 SP:Iteration 19Q (354.043742 sec): 3 clusters Score: Raw -411931.257187 + Penalty 2635.302562 = -409295.954625 nChanged 37 SP:Iteration 20F (354.059916 sec): 3 clusters Score: Raw -411946.782517 + Penalty 2635.302562 = -409311.479955 nChanged 31 SP:Iteration 21Q (354.075986 sec): 3 clusters Score: Raw -411958.655847 + Penalty 2635.302562 = -409323.353285 nChanged 30 SP:Iteration 22Q (354.092081 sec): 3 clusters Score: Raw -411970.594640 + Penalty 2635.302562 = -409335.292078 nChanged 24 SP:Iteration 23Q (354.108302 sec): 3 clusters Score: Raw -411979.950433 + Penalty 2635.302562 = -409344.647871 nChanged 24 SP:Iteration 24Q (354.124333 sec): 3 clusters Score: Raw -411988.108807 + Penalty 2635.302562 = -409352.806245 nChanged 17 SP:Iteration 25Q (354.140548 sec): 3 clusters Score: Raw -411995.663740 + Penalty 2635.302562 = -409360.361177 nChanged 24 SP:Iteration 26Q (354.162077 sec): 3 clusters Score: Raw -412003.539591 + Penalty 2635.302562 = -409368.237029 nChanged 17 SP:Iteration 27Q (354.178153 sec): 3 clusters Score: Raw -412008.573376 + Penalty 2635.302562 = -409373.270813 nChanged 10 SP:Iteration 28Q (354.194171 sec): 3 clusters Score: Raw -412011.344456 + Penalty 2635.302562 = -409376.041893 nChanged 8 SP:Iteration 29Q (354.210980 sec): 3 clusters Score: Raw -412012.905325 + Penalty 2635.302562 = -409377.602763 nChanged 4 SP:Iteration 30Q (354.226804 sec): 3 clusters Score: Raw -412014.061406 + Penalty 2635.302562 = -409378.758844 nChanged 2 SP:Iteration 31Q (354.242930 sec): 3 clusters Score: Raw -412014.717629 + Penalty 2635.302562 = -409379.415067 nChanged 3 SP:Iteration 32Q (354.259027 sec): 3 clusters Score: Raw -412015.461673 + Penalty 2635.302562 = -409380.159111 nChanged 2 SP:Iteration 33Q (354.281639 sec): 3 clusters Score: Raw -412015.743456 + Penalty 2635.302562 = -409380.440894 nChanged 1 SP:Iteration 34Q (354.297369 sec): 3 clusters Score: Raw -412015.942771 + Penalty 2635.302562 = -409380.640209 nChanged 2 SP:Iteration 35Q (354.314372 sec): 3 clusters Score: Raw -412016.246566 + Penalty 2635.302562 = -409380.944004 nChanged 1 SP:Iteration 36Q (354.330412 sec): 3 clusters Score: Raw -412016.435813 + Penalty 2635.302562 = -409381.133250 nChanged 0 SP:Iteration 37F (354.352812 sec): 3 clusters Score: Raw -412016.435813 + Penalty 2635.302562 = -409381.133250 nChanged 0 Trying to split cluster 17 (13981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (354.381096 sec): 2 clusters Score: Raw -1751306.504200 + Penalty 1551.136363 = -1749755.367836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (354.424474 sec): 3 clusters Score: Raw -1743164.223961 + Penalty 3102.272727 = -1740061.951235 nChanged 6181 SP:Iteration 1F (354.457853 sec): 3 clusters Score: Raw -1746504.829571 + Penalty 3102.272727 = -1743402.556844 nChanged 731 SP:Iteration 2F (354.491201 sec): 3 clusters Score: Raw -1746780.461750 + Penalty 3102.272727 = -1743678.189023 nChanged 653 SP:Iteration 3Q (354.525203 sec): 3 clusters Score: Raw -1747034.020406 + Penalty 3102.272727 = -1743931.747679 nChanged 631 SP:Iteration 4Q (354.558896 sec): 3 clusters Score: Raw -1747296.457045 + Penalty 3102.272727 = -1744194.184318 nChanged 634 SP:Iteration 5Q (354.615191 sec): 3 clusters Score: Raw -1747589.503019 + Penalty 3102.272727 = -1744487.230293 nChanged 647 SP:Iteration 6Q (354.648887 sec): 3 clusters Score: Raw -1747922.814696 + Penalty 3102.272727 = -1744820.541969 nChanged 707 SP:Iteration 7F (354.681864 sec): 3 clusters Score: Raw -1748350.925976 + Penalty 3102.272727 = -1745248.653249 nChanged 737 SP:Iteration 8F (354.719952 sec): 3 clusters Score: Raw -1748879.309166 + Penalty 3102.272727 = -1745777.036439 nChanged 790 SP:Iteration 9F (354.753324 sec): 3 clusters Score: Raw -1749529.662418 + Penalty 3102.272727 = -1746427.389691 nChanged 704 SP:Iteration 10F (354.786499 sec): 3 clusters Score: Raw -1750101.228047 + Penalty 3102.272727 = -1746998.955321 nChanged 571 SP:Iteration 11Q (354.819130 sec): 3 clusters Score: Raw -1750544.359869 + Penalty 3102.272727 = -1747442.087143 nChanged 422 SP:Iteration 12Q (354.859100 sec): 3 clusters Score: Raw -1750845.317715 + Penalty 3102.272727 = -1747743.044988 nChanged 290 SP:Iteration 13Q (354.894770 sec): 3 clusters Score: Raw -1751033.131074 + Penalty 3102.272727 = -1747930.858347 nChanged 203 SP:Iteration 14Q (354.928051 sec): 3 clusters Score: Raw -1751163.902291 + Penalty 3102.272727 = -1748061.629564 nChanged 150 SP:Iteration 15Q (354.958296 sec): 3 clusters Score: Raw -1751253.284126 + Penalty 3102.272727 = -1748151.011399 nChanged 119 SP:Iteration 16Q (354.988252 sec): 3 clusters Score: Raw -1751316.468456 + Penalty 3102.272727 = -1748214.195729 nChanged 96 SP:Iteration 17Q (355.018044 sec): 3 clusters Score: Raw -1751362.267675 + Penalty 3102.272727 = -1748259.994948 nChanged 85 SP:Iteration 18Q (355.051821 sec): 3 clusters Score: Raw -1751400.037728 + Penalty 3102.272727 = -1748297.765001 nChanged 53 SP:Iteration 19Q (355.112530 sec): 3 clusters Score: Raw -1751424.632961 + Penalty 3102.272727 = -1748322.360235 nChanged 54 SP:Iteration 20F (355.155330 sec): 3 clusters Score: Raw -1751458.459812 + Penalty 3102.272727 = -1748356.187085 nChanged 50 SP:Iteration 21Q (355.184387 sec): 3 clusters Score: Raw -1751485.188525 + Penalty 3102.272727 = -1748382.915798 nChanged 46 SP:Iteration 22Q (355.218058 sec): 3 clusters Score: Raw -1751501.085667 + Penalty 3102.272727 = -1748398.812940 nChanged 31 SP:Iteration 23Q (355.247010 sec): 3 clusters Score: Raw -1751512.259455 + Penalty 3102.272727 = -1748409.986728 nChanged 23 SP:Iteration 24Q (355.276381 sec): 3 clusters Score: Raw -1751522.592352 + Penalty 3102.272727 = -1748420.319625 nChanged 28 SP:Iteration 25Q (355.305346 sec): 3 clusters Score: Raw -1751537.615136 + Penalty 3102.272727 = -1748435.342409 nChanged 21 SP:Iteration 26Q (355.336900 sec): 3 clusters Score: Raw -1751547.202789 + Penalty 3102.272727 = -1748444.930062 nChanged 16 SP:Iteration 27Q (355.372169 sec): 3 clusters Score: Raw -1751554.297460 + Penalty 3102.272727 = -1748452.024733 nChanged 15 SP:Iteration 28Q (355.400952 sec): 3 clusters Score: Raw -1751560.327164 + Penalty 3102.272727 = -1748458.054437 nChanged 18 SP:Iteration 29Q (355.430128 sec): 3 clusters Score: Raw -1751567.640768 + Penalty 3102.272727 = -1748465.368041 nChanged 13 SP:Iteration 30Q (355.459186 sec): 3 clusters Score: Raw -1751573.018969 + Penalty 3102.272727 = -1748470.746242 nChanged 9 SP:Iteration 31Q (355.502947 sec): 3 clusters Score: Raw -1751576.357850 + Penalty 3102.272727 = -1748474.085123 nChanged 12 SP:Iteration 32Q (355.531959 sec): 3 clusters Score: Raw -1751579.806317 + Penalty 3102.272727 = -1748477.533590 nChanged 9 SP:Iteration 33Q (355.593861 sec): 3 clusters Score: Raw -1751584.360885 + Penalty 3102.272727 = -1748482.088159 nChanged 9 SP:Iteration 34Q (355.647241 sec): 3 clusters Score: Raw -1751587.358057 + Penalty 3102.272727 = -1748485.085330 nChanged 15 SP:Iteration 35Q (355.681974 sec): 3 clusters Score: Raw -1751595.478818 + Penalty 3102.272727 = -1748493.206091 nChanged 15 SP:Iteration 36Q (355.711256 sec): 3 clusters Score: Raw -1751601.733390 + Penalty 3102.272727 = -1748499.460663 nChanged 6 SP:Iteration 37Q (355.740160 sec): 3 clusters Score: Raw -1751603.721833 + Penalty 3102.272727 = -1748501.449107 nChanged 2 SP:Iteration 38Q (355.768923 sec): 3 clusters Score: Raw -1751604.263720 + Penalty 3102.272727 = -1748501.990993 nChanged 3 SP:Iteration 39Q (355.797755 sec): 3 clusters Score: Raw -1751605.889289 + Penalty 3102.272727 = -1748503.616562 nChanged 2 SP:Iteration 40F (355.837087 sec): 3 clusters Score: Raw -1751606.537985 + Penalty 3102.272727 = -1748504.265258 nChanged 4 SP:Iteration 41Q (355.866005 sec): 3 clusters Score: Raw -1751608.618375 + Penalty 3102.272727 = -1748506.345649 nChanged 5 SP:Iteration 42Q (355.900053 sec): 3 clusters Score: Raw -1751610.710056 + Penalty 3102.272727 = -1748508.437329 nChanged 5 SP:Iteration 43Q (355.929235 sec): 3 clusters Score: Raw -1751612.574430 + Penalty 3102.272727 = -1748510.301703 nChanged 5 SP:Iteration 44Q (355.958076 sec): 3 clusters Score: Raw -1751614.193774 + Penalty 3102.272727 = -1748511.921047 nChanged 1 SP:Iteration 45Q (355.986957 sec): 3 clusters Score: Raw -1751614.277636 + Penalty 3102.272727 = -1748512.004910 nChanged 0 SP:Iteration 46F (356.019994 sec): 3 clusters Score: Raw -1751614.277636 + Penalty 3102.272727 = -1748512.004910 nChanged 0 Trying to split cluster 18 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (356.033538 sec): 2 clusters Score: Raw -105952.529934 + Penalty 1101.737310 = -104850.792624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (356.038795 sec): 3 clusters Score: Raw -105691.521697 + Penalty 2203.474620 = -103488.047078 nChanged 242 SP:Iteration 1F (356.043671 sec): 3 clusters Score: Raw -106007.024935 + Penalty 2203.474620 = -103803.550315 nChanged 65 SP:Iteration 2F (356.048486 sec): 3 clusters Score: Raw -106105.718366 + Penalty 2203.474620 = -103902.243746 nChanged 35 SP:Iteration 3Q (356.053295 sec): 3 clusters Score: Raw -106151.779347 + Penalty 2203.474620 = -103948.304727 nChanged 25 SP:Iteration 4Q (356.058152 sec): 3 clusters Score: Raw -106174.292201 + Penalty 2203.474620 = -103970.817581 nChanged 13 SP:Iteration 5Q (356.062888 sec): 3 clusters Score: Raw -106188.838845 + Penalty 2203.474620 = -103985.364225 nChanged 10 SP:Iteration 6Q (356.067612 sec): 3 clusters Score: Raw -106201.299611 + Penalty 2203.474620 = -103997.824991 nChanged 5 SP:Iteration 7Q (356.072339 sec): 3 clusters Score: Raw -106205.716463 + Penalty 2203.474620 = -104002.241843 nChanged 5 SP:Iteration 8Q (356.081900 sec): 3 clusters Score: Raw -106211.162205 + Penalty 2203.474620 = -104007.687585 nChanged 2 SP:Iteration 9Q (356.086696 sec): 3 clusters Score: Raw -106212.953915 + Penalty 2203.474620 = -104009.479295 nChanged 1 SP:Iteration 10Q (356.091409 sec): 3 clusters Score: Raw -106213.070765 + Penalty 2203.474620 = -104009.596145 nChanged 0 SP:Iteration 11F (356.096206 sec): 3 clusters Score: Raw -106213.070765 + Penalty 2203.474620 = -104009.596145 nChanged 0 Trying to split cluster 19 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (356.106339 sec): 2 clusters Score: Raw -113549.770128 + Penalty 1115.707300 = -112434.062828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (356.111853 sec): 3 clusters Score: Raw -113238.666791 + Penalty 2231.414599 = -111007.252192 nChanged 265 SP:Iteration 1F (356.117062 sec): 3 clusters Score: Raw -113480.193899 + Penalty 2231.414599 = -111248.779300 nChanged 71 SP:Iteration 2F (356.122266 sec): 3 clusters Score: Raw -113548.606948 + Penalty 2231.414599 = -111317.192349 nChanged 36 SP:Iteration 3Q (356.127404 sec): 3 clusters Score: Raw -113587.712073 + Penalty 2231.414599 = -111356.297473 nChanged 30 SP:Iteration 4Q (356.132525 sec): 3 clusters Score: Raw -113622.795912 + Penalty 2231.414599 = -111391.381313 nChanged 26 SP:Iteration 5Q (356.137661 sec): 3 clusters Score: Raw -113648.007112 + Penalty 2231.414599 = -111416.592513 nChanged 19 SP:Iteration 6Q (356.142827 sec): 3 clusters Score: Raw -113665.673305 + Penalty 2231.414599 = -111434.258705 nChanged 11 SP:Iteration 7Q (356.147995 sec): 3 clusters Score: Raw -113679.842851 + Penalty 2231.414599 = -111448.428251 nChanged 15 SP:Iteration 8Q (356.160301 sec): 3 clusters Score: Raw -113693.328936 + Penalty 2231.414599 = -111461.914336 nChanged 13 SP:Iteration 9Q (356.165421 sec): 3 clusters Score: Raw -113707.062298 + Penalty 2231.414599 = -111475.647699 nChanged 4 SP:Iteration 10Q (356.170531 sec): 3 clusters Score: Raw -113710.720742 + Penalty 2231.414599 = -111479.306143 nChanged 5 SP:Iteration 11Q (356.175635 sec): 3 clusters Score: Raw -113718.041178 + Penalty 2231.414599 = -111486.626578 nChanged 2 SP:Iteration 12Q (356.180783 sec): 3 clusters Score: Raw -113719.171997 + Penalty 2231.414599 = -111487.757397 nChanged 3 SP:Iteration 13Q (356.185914 sec): 3 clusters Score: Raw -113721.925592 + Penalty 2231.414599 = -111490.510993 nChanged 1 SP:Iteration 14Q (356.190998 sec): 3 clusters Score: Raw -113723.129166 + Penalty 2231.414599 = -111491.714567 nChanged 1 SP:Iteration 15Q (356.196130 sec): 3 clusters Score: Raw -113723.507763 + Penalty 2231.414599 = -111492.093164 nChanged 0 SP:Iteration 16F (356.201295 sec): 3 clusters Score: Raw -113723.507763 + Penalty 2231.414599 = -111492.093164 nChanged 0 Trying to split cluster 20 (59809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (356.291437 sec): 2 clusters Score: Raw -7440630.740898 + Penalty 1787.323107 = -7438843.417791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (356.398097 sec): 3 clusters Score: Raw -7402425.237455 + Penalty 3574.646215 = -7398850.591240 nChanged 28152 SP:Iteration 1F (356.514684 sec): 3 clusters Score: Raw -7419263.122910 + Penalty 3574.646215 = -7415688.476695 nChanged 2818 SP:Iteration 2Q (356.621026 sec): 3 clusters Score: Raw -7420384.877365 + Penalty 3574.646215 = -7416810.231150 nChanged 3054 SP:Iteration 3F (356.725400 sec): 3 clusters Score: Raw -7421904.134166 + Penalty 3574.646215 = -7418329.487952 nChanged 3454 SP:Iteration 4F (356.827002 sec): 3 clusters Score: Raw -7423999.257444 + Penalty 3574.646215 = -7420424.611229 nChanged 3860 SP:Iteration 5F (356.928438 sec): 3 clusters Score: Raw -7426811.442246 + Penalty 3574.646215 = -7423236.796031 nChanged 4140 SP:Iteration 6F (357.029987 sec): 3 clusters Score: Raw -7430199.270535 + Penalty 3574.646215 = -7426624.624320 nChanged 3746 SP:Iteration 7F (357.131560 sec): 3 clusters Score: Raw -7433201.973494 + Penalty 3574.646215 = -7429627.327279 nChanged 2854 SP:Iteration 8Q (357.235890 sec): 3 clusters Score: Raw -7435026.585840 + Penalty 3574.646215 = -7431451.939625 nChanged 1972 SP:Iteration 9Q (357.337799 sec): 3 clusters Score: Raw -7435974.530771 + Penalty 3574.646215 = -7432399.884556 nChanged 1383 SP:Iteration 10Q (357.438394 sec): 3 clusters Score: Raw -7436570.209074 + Penalty 3574.646215 = -7432995.562859 nChanged 1060 SP:Iteration 11Q (357.537688 sec): 3 clusters Score: Raw -7437028.443886 + Penalty 3574.646215 = -7433453.797671 nChanged 947 SP:Iteration 12Q (357.635211 sec): 3 clusters Score: Raw -7437429.885206 + Penalty 3574.646215 = -7433855.238992 nChanged 863 SP:Iteration 13Q (357.733232 sec): 3 clusters Score: Raw -7437793.180074 + Penalty 3574.646215 = -7434218.533860 nChanged 839 SP:Iteration 14Q (357.829822 sec): 3 clusters Score: Raw -7438136.991022 + Penalty 3574.646215 = -7434562.344807 nChanged 790 SP:Iteration 15Q (357.925969 sec): 3 clusters Score: Raw -7438437.878828 + Penalty 3574.646215 = -7434863.232613 nChanged 710 SP:Iteration 16Q (358.022193 sec): 3 clusters Score: Raw -7438687.380016 + Penalty 3574.646215 = -7435112.733801 nChanged 631 SP:Iteration 17Q (358.116901 sec): 3 clusters Score: Raw -7438885.948578 + Penalty 3574.646215 = -7435311.302363 nChanged 565 SP:Iteration 18Q (358.212693 sec): 3 clusters Score: Raw -7439076.103919 + Penalty 3574.646215 = -7435501.457704 nChanged 567 SP:Iteration 19Q (358.315534 sec): 3 clusters Score: Raw -7439269.708984 + Penalty 3574.646215 = -7435695.062769 nChanged 491 SP:Iteration 20F (358.420137 sec): 3 clusters Score: Raw -7439438.337661 + Penalty 3574.646215 = -7435863.691446 nChanged 494 SP:Iteration 21Q (358.513396 sec): 3 clusters Score: Raw -7439620.464013 + Penalty 3574.646215 = -7436045.817798 nChanged 495 SP:Iteration 22Q (358.606118 sec): 3 clusters Score: Raw -7439814.638276 + Penalty 3574.646215 = -7436239.992061 nChanged 494 SP:Iteration 23Q (358.698064 sec): 3 clusters Score: Raw -7440000.700872 + Penalty 3574.646215 = -7436426.054657 nChanged 456 SP:Iteration 24Q (358.793542 sec): 3 clusters Score: Raw -7440146.483323 + Penalty 3574.646215 = -7436571.837108 nChanged 407 SP:Iteration 25Q (358.886053 sec): 3 clusters Score: Raw -7440276.206948 + Penalty 3574.646215 = -7436701.560733 nChanged 395 SP:Iteration 26Q (358.978144 sec): 3 clusters Score: Raw -7440400.811777 + Penalty 3574.646215 = -7436826.165563 nChanged 346 SP:Iteration 27Q (359.100112 sec): 3 clusters Score: Raw -7440504.668148 + Penalty 3574.646215 = -7436930.021933 nChanged 350 SP:Iteration 28Q (359.235034 sec): 3 clusters Score: Raw -7440599.986872 + Penalty 3574.646215 = -7437025.340657 nChanged 316 SP:Iteration 29Q (359.379071 sec): 3 clusters Score: Raw -7440675.304470 + Penalty 3574.646215 = -7437100.658255 nChanged 274 SP:Iteration 30Q (359.479651 sec): 3 clusters Score: Raw -7440744.609715 + Penalty 3574.646215 = -7437169.963500 nChanged 258 SP:Iteration 31Q (359.570156 sec): 3 clusters Score: Raw -7440803.575722 + Penalty 3574.646215 = -7437228.929507 nChanged 242 SP:Iteration 32Q (359.660043 sec): 3 clusters Score: Raw -7440851.861705 + Penalty 3574.646215 = -7437277.215490 nChanged 210 SP:Iteration 33Q (359.748825 sec): 3 clusters Score: Raw -7440892.062169 + Penalty 3574.646215 = -7437317.415954 nChanged 182 SP:Iteration 34Q (359.837896 sec): 3 clusters Score: Raw -7440925.127099 + Penalty 3574.646215 = -7437350.480884 nChanged 171 SP:Iteration 35Q (359.926235 sec): 3 clusters Score: Raw -7440953.913017 + Penalty 3574.646215 = -7437379.266802 nChanged 150 SP:Iteration 36Q (360.019800 sec): 3 clusters Score: Raw -7440975.293392 + Penalty 3574.646215 = -7437400.647177 nChanged 130 SP:Iteration 37Q (360.116168 sec): 3 clusters Score: Raw -7440992.474500 + Penalty 3574.646215 = -7437417.828285 nChanged 123 SP:Iteration 38Q (360.204614 sec): 3 clusters Score: Raw -7441009.003687 + Penalty 3574.646215 = -7437434.357472 nChanged 122 SP:Iteration 39Q (360.311333 sec): 3 clusters Score: Raw -7441024.109267 + Penalty 3574.646215 = -7437449.463053 nChanged 106 SP:Iteration 40F (360.419898 sec): 3 clusters Score: Raw -7441036.884996 + Penalty 3574.646215 = -7437462.238782 nChanged 88 SP:Iteration 41Q (360.521195 sec): 3 clusters Score: Raw -7441046.680424 + Penalty 3574.646215 = -7437472.034209 nChanged 75 SP:Iteration 42Q (360.610884 sec): 3 clusters Score: Raw -7441055.570197 + Penalty 3574.646215 = -7437480.923982 nChanged 82 SP:Iteration 43Q (360.728220 sec): 3 clusters Score: Raw -7441066.184218 + Penalty 3574.646215 = -7437491.538003 nChanged 81 SP:Iteration 44Q (360.815761 sec): 3 clusters Score: Raw -7441077.370273 + Penalty 3574.646215 = -7437502.724058 nChanged 97 SP:Iteration 45Q (360.910367 sec): 3 clusters Score: Raw -7441089.317125 + Penalty 3574.646215 = -7437514.670910 nChanged 81 SP:Iteration 46Q (361.004616 sec): 3 clusters Score: Raw -7441099.637476 + Penalty 3574.646215 = -7437524.991261 nChanged 96 SP:Iteration 47Q (361.103039 sec): 3 clusters Score: Raw -7441112.607646 + Penalty 3574.646215 = -7437537.961431 nChanged 85 SP:Iteration 48Q (361.192233 sec): 3 clusters Score: Raw -7441122.579188 + Penalty 3574.646215 = -7437547.932973 nChanged 72 SP:Iteration 49Q (361.280132 sec): 3 clusters Score: Raw -7441130.446219 + Penalty 3574.646215 = -7437555.800004 nChanged 67 SP:Iteration 50Q (361.392813 sec): 3 clusters Score: Raw -7441138.056165 + Penalty 3574.646215 = -7437563.409950 nChanged 76 SP:Iteration 51Q (361.498039 sec): 3 clusters Score: Raw -7441146.771592 + Penalty 3574.646215 = -7437572.125377 nChanged 72 SP:Iteration 52Q (361.601623 sec): 3 clusters Score: Raw -7441157.975132 + Penalty 3574.646215 = -7437583.328917 nChanged 91 SP:Iteration 53Q (361.688785 sec): 3 clusters Score: Raw -7441172.420900 + Penalty 3574.646215 = -7437597.774685 nChanged 76 SP:Iteration 54Q (361.793022 sec): 3 clusters Score: Raw -7441181.214044 + Penalty 3574.646215 = -7437606.567829 nChanged 67 SP:Iteration 55Q (361.888086 sec): 3 clusters Score: Raw -7441188.187203 + Penalty 3574.646215 = -7437613.540988 nChanged 66 SP:Iteration 56Q (361.976289 sec): 3 clusters Score: Raw -7441195.477148 + Penalty 3574.646215 = -7437620.830933 nChanged 49 SP:Iteration 57Q (362.066892 sec): 3 clusters Score: Raw -7441200.764775 + Penalty 3574.646215 = -7437626.118560 nChanged 51 SP:Iteration 58Q (362.163046 sec): 3 clusters Score: Raw -7441205.984910 + Penalty 3574.646215 = -7437631.338695 nChanged 42 SP:Iteration 59Q (362.250757 sec): 3 clusters Score: Raw -7441209.867286 + Penalty 3574.646215 = -7437635.221071 nChanged 37 SP:Iteration 60F (362.355414 sec): 3 clusters Score: Raw -7441213.509213 + Penalty 3574.646215 = -7437638.862998 nChanged 35 SP:Iteration 61Q (362.442647 sec): 3 clusters Score: Raw -7441216.523046 + Penalty 3574.646215 = -7437641.876831 nChanged 36 SP:Iteration 62Q (362.530450 sec): 3 clusters Score: Raw -7441219.968605 + Penalty 3574.646215 = -7437645.322390 nChanged 26 SP:Iteration 63Q (362.619633 sec): 3 clusters Score: Raw -7441221.925229 + Penalty 3574.646215 = -7437647.279014 nChanged 15 SP:Iteration 64Q (362.706505 sec): 3 clusters Score: Raw -7441222.716882 + Penalty 3574.646215 = -7437648.070668 nChanged 15 SP:Iteration 65Q (362.793942 sec): 3 clusters Score: Raw -7441223.938348 + Penalty 3574.646215 = -7437649.292133 nChanged 15 SP:Iteration 66Q (362.880596 sec): 3 clusters Score: Raw -7441225.585812 + Penalty 3574.646215 = -7437650.939597 nChanged 19 SP:Iteration 67Q (362.968051 sec): 3 clusters Score: Raw -7441226.968760 + Penalty 3574.646215 = -7437652.322545 nChanged 10 SP:Iteration 68Q (363.062351 sec): 3 clusters Score: Raw -7441227.693326 + Penalty 3574.646215 = -7437653.047111 nChanged 12 SP:Iteration 69Q (363.149604 sec): 3 clusters Score: Raw -7441228.575154 + Penalty 3574.646215 = -7437653.928939 nChanged 15 SP:Iteration 70Q (363.240994 sec): 3 clusters Score: Raw -7441229.828764 + Penalty 3574.646215 = -7437655.182549 nChanged 27 SP:Iteration 71Q (363.337605 sec): 3 clusters Score: Raw -7441233.127290 + Penalty 3574.646215 = -7437658.481076 nChanged 33 SP:Iteration 72Q (363.427509 sec): 3 clusters Score: Raw -7441237.108436 + Penalty 3574.646215 = -7437662.462221 nChanged 30 SP:Iteration 73Q (363.520495 sec): 3 clusters Score: Raw -7441241.380862 + Penalty 3574.646215 = -7437666.734647 nChanged 34 SP:Iteration 74Q (363.607170 sec): 3 clusters Score: Raw -7441245.883161 + Penalty 3574.646215 = -7437671.236946 nChanged 43 SP:Iteration 75Q (363.695064 sec): 3 clusters Score: Raw -7441252.631566 + Penalty 3574.646215 = -7437677.985351 nChanged 46 SP:Iteration 76Q (363.791884 sec): 3 clusters Score: Raw -7441259.015239 + Penalty 3574.646215 = -7437684.369024 nChanged 47 SP:Iteration 77Q (363.878807 sec): 3 clusters Score: Raw -7441265.124611 + Penalty 3574.646215 = -7437690.478396 nChanged 57 SP:Iteration 78Q (363.969776 sec): 3 clusters Score: Raw -7441272.154817 + Penalty 3574.646215 = -7437697.508602 nChanged 48 SP:Iteration 79Q (364.056238 sec): 3 clusters Score: Raw -7441276.120144 + Penalty 3574.646215 = -7437701.473929 nChanged 34 SP:Iteration 80F (364.166522 sec): 3 clusters Score: Raw -7441279.627884 + Penalty 3574.646215 = -7437704.981669 nChanged 38 SP:Iteration 81Q (364.253024 sec): 3 clusters Score: Raw -7441283.323687 + Penalty 3574.646215 = -7437708.677473 nChanged 26 SP:Iteration 82Q (364.339509 sec): 3 clusters Score: Raw -7441285.865341 + Penalty 3574.646215 = -7437711.219126 nChanged 33 SP:Iteration 83Q (364.425353 sec): 3 clusters Score: Raw -7441288.955235 + Penalty 3574.646215 = -7437714.309021 nChanged 23 SP:Iteration 84Q (364.517563 sec): 3 clusters Score: Raw -7441291.317547 + Penalty 3574.646215 = -7437716.671332 nChanged 23 SP:Iteration 85Q (364.603327 sec): 3 clusters Score: Raw -7441293.302786 + Penalty 3574.646215 = -7437718.656571 nChanged 31 SP:Iteration 86Q (364.689492 sec): 3 clusters Score: Raw -7441297.059344 + Penalty 3574.646215 = -7437722.413129 nChanged 39 SP:Iteration 87Q (364.775601 sec): 3 clusters Score: Raw -7441301.607382 + Penalty 3574.646215 = -7437726.961167 nChanged 43 SP:Iteration 88Q (364.862003 sec): 3 clusters Score: Raw -7441306.499207 + Penalty 3574.646215 = -7437731.852992 nChanged 38 SP:Iteration 89Q (364.948105 sec): 3 clusters Score: Raw -7441310.592650 + Penalty 3574.646215 = -7437735.946435 nChanged 30 SP:Iteration 90Q (365.034497 sec): 3 clusters Score: Raw -7441313.608459 + Penalty 3574.646215 = -7437738.962244 nChanged 24 SP:Iteration 91Q (365.120374 sec): 3 clusters Score: Raw -7441315.594340 + Penalty 3574.646215 = -7437740.948125 nChanged 17 SP:Iteration 92Q (365.206100 sec): 3 clusters Score: Raw -7441316.910074 + Penalty 3574.646215 = -7437742.263859 nChanged 22 SP:Iteration 93Q (365.291989 sec): 3 clusters Score: Raw -7441318.971300 + Penalty 3574.646215 = -7437744.325085 nChanged 27 SP:Iteration 94Q (365.387903 sec): 3 clusters Score: Raw -7441321.899195 + Penalty 3574.646215 = -7437747.252980 nChanged 20 SP:Iteration 95Q (365.475277 sec): 3 clusters Score: Raw -7441324.091460 + Penalty 3574.646215 = -7437749.445246 nChanged 20 SP:Iteration 96Q (365.560840 sec): 3 clusters Score: Raw -7441326.161372 + Penalty 3574.646215 = -7437751.515158 nChanged 21 SP:Iteration 97Q (365.647128 sec): 3 clusters Score: Raw -7441327.951773 + Penalty 3574.646215 = -7437753.305558 nChanged 22 SP:Iteration 98Q (365.733135 sec): 3 clusters Score: Raw -7441329.694041 + Penalty 3574.646215 = -7437755.047826 nChanged 19 SP:Iteration 99Q (365.819218 sec): 3 clusters Score: Raw -7441331.322615 + Penalty 3574.646215 = -7437756.676400 nChanged 13 SP:Iteration 100F (365.920720 sec): 3 clusters Score: Raw -7441332.558578 + Penalty 3574.646215 = -7437757.912363 nChanged 15 SP:Iteration 101Q (366.006419 sec): 3 clusters Score: Raw -7441333.763130 + Penalty 3574.646215 = -7437759.116915 nChanged 8 SP:Iteration 102Q (366.092285 sec): 3 clusters Score: Raw -7441334.273492 + Penalty 3574.646215 = -7437759.627277 nChanged 6 SP:Iteration 103Q (366.178106 sec): 3 clusters Score: Raw -7441334.874985 + Penalty 3574.646215 = -7437760.228770 nChanged 7 SP:Iteration 104Q (366.264044 sec): 3 clusters Score: Raw -7441335.350247 + Penalty 3574.646215 = -7437760.704032 nChanged 6 SP:Iteration 105Q (366.380961 sec): 3 clusters Score: Raw -7441335.631881 + Penalty 3574.646215 = -7437760.985666 nChanged 4 SP:Iteration 106Q (366.489944 sec): 3 clusters Score: Raw -7441335.867094 + Penalty 3574.646215 = -7437761.220880 nChanged 5 SP:Iteration 107Q (366.575846 sec): 3 clusters Score: Raw -7441336.107675 + Penalty 3574.646215 = -7437761.461461 nChanged 0 SP:Iteration 108F (366.680810 sec): 3 clusters Score: Raw -7441336.107675 + Penalty 3574.646215 = -7437761.461461 nChanged 0 Iteration 99Q (369.271931 sec): 23 clusters Score: Raw -39125051.824507 + Penalty 45354.469257 = -39079697.355250 nChanged 4477 Iteration 100F (373.566183 sec): 23 clusters Score: Raw -39126454.228864 + Penalty 45354.469257 = -39081099.759607 nChanged 3553 Iteration 101Q (375.731691 sec): 23 clusters Score: Raw -39127078.458955 + Penalty 45354.469257 = -39081723.989699 nChanged 2454 Iteration 102Q (377.951488 sec): 23 clusters Score: Raw -39127508.839156 + Penalty 45354.469257 = -39082154.369899 nChanged 2037 Iteration 103Q (380.098765 sec): 23 clusters Score: Raw -39127843.354006 + Penalty 45354.469257 = -39082488.884749 nChanged 1842 Iteration 104Q (382.252653 sec): 23 clusters Score: Raw -39128143.423374 + Penalty 45354.469257 = -39082788.954117 nChanged 1678 Iteration 105Q (384.402578 sec): 23 clusters Score: Raw -39128398.605234 + Penalty 45354.469257 = -39083044.135977 nChanged 1520 Iteration 106Q (386.803006 sec): 23 clusters Score: Raw -39128613.763743 + Penalty 45354.469257 = -39083259.294486 nChanged 1485 Iteration 107Q (388.948756 sec): 23 clusters Score: Raw -39128808.974999 + Penalty 45354.469257 = -39083454.505742 nChanged 1366 Iteration 108Q (391.166433 sec): 23 clusters Score: Raw -39128989.968600 + Penalty 45354.469257 = -39083635.499343 nChanged 1314 Iteration 109Q (393.356657 sec): 23 clusters Score: Raw -39129193.393823 + Penalty 45354.469257 = -39083838.924566 nChanged 1202 Iteration 110Q (395.590028 sec): 23 clusters Score: Raw -39129339.533619 + Penalty 45354.469257 = -39083985.064363 nChanged 1190 Iteration 111Q (397.805112 sec): 23 clusters Score: Raw -39129483.239755 + Penalty 45354.469257 = -39084128.770498 nChanged 1160 Iteration 112Q (399.979993 sec): 23 clusters Score: Raw -39129630.832530 + Penalty 45354.469257 = -39084276.363273 nChanged 1152 Iteration 113Q (402.196126 sec): 23 clusters Score: Raw -39129772.232607 + Penalty 45354.469257 = -39084417.763350 nChanged 1149 Iteration 114Q (404.379961 sec): 23 clusters Score: Raw -39129920.807528 + Penalty 45354.469257 = -39084566.338271 nChanged 1111 Iteration 115Q (406.545141 sec): 23 clusters Score: Raw -39130063.390539 + Penalty 45354.469257 = -39084708.921282 nChanged 1167 Iteration 116Q (408.656724 sec): 23 clusters Score: Raw -39130207.824610 + Penalty 45354.469257 = -39084853.355353 nChanged 1086 Iteration 117Q (410.788856 sec): 23 clusters Score: Raw -39130326.589782 + Penalty 45354.469257 = -39084972.120525 nChanged 1032 Iteration 118Q (412.964713 sec): 23 clusters Score: Raw -39130429.303057 + Penalty 45354.469257 = -39085074.833800 nChanged 967 Iteration 119Q (415.093118 sec): 23 clusters Score: Raw -39130527.689575 + Penalty 45354.469257 = -39085173.220318 nChanged 899 Iteration 120F (419.364376 sec): 23 clusters Score: Raw -39130717.689666 + Penalty 45354.469257 = -39085363.220409 nChanged 875 Iteration 121Q (421.533263 sec): 23 clusters Score: Raw -39130886.559762 + Penalty 45354.469257 = -39085532.090505 nChanged 856 Iteration 122Q (423.688365 sec): 23 clusters Score: Raw -39131039.906345 + Penalty 45354.469257 = -39085685.437088 nChanged 844 Iteration 123Q (425.831694 sec): 23 clusters Score: Raw -39131169.400086 + Penalty 45354.469257 = -39085814.930829 nChanged 849 Iteration 124Q (428.044942 sec): 23 clusters Score: Raw -39131278.535083 + Penalty 45354.469257 = -39085924.065826 nChanged 864 Iteration 125Q (430.204438 sec): 23 clusters Score: Raw -39131374.910325 + Penalty 45354.469257 = -39086020.441068 nChanged 779 Iteration 126Q (432.340525 sec): 23 clusters Score: Raw -39131444.941111 + Penalty 45354.469257 = -39086090.471854 nChanged 726 Iteration 127Q (434.493988 sec): 23 clusters Score: Raw -39131508.522258 + Penalty 45354.469257 = -39086154.053001 nChanged 728 Iteration 128Q (436.650124 sec): 23 clusters Score: Raw -39131563.018110 + Penalty 45354.469257 = -39086208.548853 nChanged 692 Iteration 129Q (438.789079 sec): 23 clusters Score: Raw -39131613.529260 + Penalty 45354.469257 = -39086259.060003 nChanged 637 Iteration 130Q (440.932028 sec): 23 clusters Score: Raw -39131657.506177 + Penalty 45354.469257 = -39086303.036920 nChanged 613 Iteration 131Q (443.097109 sec): 23 clusters Score: Raw -39131701.353681 + Penalty 45354.469257 = -39086346.884424 nChanged 612 Iteration 132Q (445.328485 sec): 23 clusters Score: Raw -39131744.788351 + Penalty 45354.469257 = -39086390.319094 nChanged 574 Iteration 133Q (447.467399 sec): 23 clusters Score: Raw -39131785.673172 + Penalty 45354.469257 = -39086431.203915 nChanged 580 Iteration 134Q (449.642775 sec): 23 clusters Score: Raw -39131825.689258 + Penalty 45354.469257 = -39086471.220001 nChanged 563 Iteration 135Q (451.808594 sec): 23 clusters Score: Raw -39131865.139765 + Penalty 45354.469257 = -39086510.670508 nChanged 526 Iteration 136Q (453.944472 sec): 23 clusters Score: Raw -39131902.385695 + Penalty 45354.469257 = -39086547.916438 nChanged 499 Iteration 137Q (456.084281 sec): 23 clusters Score: Raw -39131935.817277 + Penalty 45354.469257 = -39086581.348020 nChanged 478 Iteration 138Q (458.225339 sec): 23 clusters Score: Raw -39131965.828486 + Penalty 45354.469257 = -39086611.359229 nChanged 428 Writing temp clu file Because OldScore, -39086581.348020, is greater than current (better) Score,-39086611.359229 Compute initial score before splitting: Score: Raw -39131965.828486 + Penalty 45354.469257 = -39086611.359229 Trying to split cluster 1 (5604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (458.299731 sec): 2 clusters Score: Raw -690680.934383 + Penalty 1402.575835 = -689278.358548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (458.351937 sec): 3 clusters Score: Raw -687692.776462 + Penalty 2805.151670 = -684887.624792 nChanged 2309 SP:Iteration 1F (458.372647 sec): 3 clusters Score: Raw -689004.495914 + Penalty 2805.151670 = -686199.344244 nChanged 371 SP:Iteration 2F (458.394398 sec): 3 clusters Score: Raw -689205.508202 + Penalty 2805.151670 = -686400.356532 nChanged 301 SP:Iteration 3F (458.451698 sec): 3 clusters Score: Raw -689353.336102 + Penalty 2805.151670 = -686548.184432 nChanged 241 SP:Iteration 4Q (458.472754 sec): 3 clusters Score: Raw -689463.790674 + Penalty 2805.151670 = -686658.639004 nChanged 220 SP:Iteration 5Q (458.494196 sec): 3 clusters Score: Raw -689573.911860 + Penalty 2805.151670 = -686768.760190 nChanged 208 SP:Iteration 6Q (458.550323 sec): 3 clusters Score: Raw -689674.799392 + Penalty 2805.151670 = -686869.647722 nChanged 203 SP:Iteration 7Q (458.577230 sec): 3 clusters Score: Raw -689793.280687 + Penalty 2805.151670 = -686988.129018 nChanged 210 SP:Iteration 8Q (458.599180 sec): 3 clusters Score: Raw -689918.846042 + Penalty 2805.151670 = -687113.694372 nChanged 191 SP:Iteration 9Q (458.621048 sec): 3 clusters Score: Raw -690039.090456 + Penalty 2805.151670 = -687233.938786 nChanged 179 SP:Iteration 10Q (458.642682 sec): 3 clusters Score: Raw -690149.322359 + Penalty 2805.151670 = -687344.170689 nChanged 174 SP:Iteration 11Q (458.664135 sec): 3 clusters Score: Raw -690245.307379 + Penalty 2805.151670 = -687440.155709 nChanged 141 SP:Iteration 12Q (458.689217 sec): 3 clusters Score: Raw -690330.806804 + Penalty 2805.151670 = -687525.655134 nChanged 134 SP:Iteration 13Q (458.710239 sec): 3 clusters Score: Raw -690409.988563 + Penalty 2805.151670 = -687604.836893 nChanged 91 SP:Iteration 14Q (458.731249 sec): 3 clusters Score: Raw -690472.787989 + Penalty 2805.151670 = -687667.636319 nChanged 82 SP:Iteration 15Q (458.752545 sec): 3 clusters Score: Raw -690522.664803 + Penalty 2805.151670 = -687717.513133 nChanged 81 SP:Iteration 16Q (458.773695 sec): 3 clusters Score: Raw -690575.412837 + Penalty 2805.151670 = -687770.261167 nChanged 74 SP:Iteration 17Q (458.794562 sec): 3 clusters Score: Raw -690623.444030 + Penalty 2805.151670 = -687818.292360 nChanged 61 SP:Iteration 18Q (458.815595 sec): 3 clusters Score: Raw -690667.408204 + Penalty 2805.151670 = -687862.256534 nChanged 54 SP:Iteration 19Q (458.835936 sec): 3 clusters Score: Raw -690710.005619 + Penalty 2805.151670 = -687904.853949 nChanged 52 SP:Iteration 20F (458.864391 sec): 3 clusters Score: Raw -690752.227095 + Penalty 2805.151670 = -687947.075426 nChanged 49 SP:Iteration 21Q (458.884604 sec): 3 clusters Score: Raw -690794.937205 + Penalty 2805.151670 = -687989.785535 nChanged 49 SP:Iteration 22Q (458.905125 sec): 3 clusters Score: Raw -690832.968190 + Penalty 2805.151670 = -688027.816520 nChanged 35 SP:Iteration 23Q (458.925283 sec): 3 clusters Score: Raw -690854.404917 + Penalty 2805.151670 = -688049.253247 nChanged 29 SP:Iteration 24Q (458.945600 sec): 3 clusters Score: Raw -690869.282430 + Penalty 2805.151670 = -688064.130761 nChanged 17 SP:Iteration 25Q (458.996818 sec): 3 clusters Score: Raw -690880.201276 + Penalty 2805.151670 = -688075.049606 nChanged 23 SP:Iteration 26Q (459.049499 sec): 3 clusters Score: Raw -690894.470724 + Penalty 2805.151670 = -688089.319054 nChanged 13 SP:Iteration 27Q (459.077784 sec): 3 clusters Score: Raw -690901.597997 + Penalty 2805.151670 = -688096.446327 nChanged 5 SP:Iteration 28Q (459.097832 sec): 3 clusters Score: Raw -690903.775398 + Penalty 2805.151670 = -688098.623728 nChanged 4 SP:Iteration 29Q (459.117856 sec): 3 clusters Score: Raw -690905.376577 + Penalty 2805.151670 = -688100.224907 nChanged 3 SP:Iteration 30Q (459.140014 sec): 3 clusters Score: Raw -690906.750228 + Penalty 2805.151670 = -688101.598558 nChanged 3 SP:Iteration 31Q (459.160199 sec): 3 clusters Score: Raw -690910.073639 + Penalty 2805.151670 = -688104.921969 nChanged 8 SP:Iteration 32Q (459.180142 sec): 3 clusters Score: Raw -690914.217921 + Penalty 2805.151670 = -688109.066251 nChanged 8 SP:Iteration 33Q (459.211476 sec): 3 clusters Score: Raw -690916.372593 + Penalty 2805.151670 = -688111.220923 nChanged 6 SP:Iteration 34Q (459.231542 sec): 3 clusters Score: Raw -690919.914577 + Penalty 2805.151670 = -688114.762907 nChanged 3 SP:Iteration 35Q (459.251648 sec): 3 clusters Score: Raw -690921.938967 + Penalty 2805.151670 = -688116.787297 nChanged 3 SP:Iteration 36Q (459.271749 sec): 3 clusters Score: Raw -690923.521194 + Penalty 2805.151670 = -688118.369524 nChanged 1 SP:Iteration 37Q (459.291964 sec): 3 clusters Score: Raw -690923.661437 + Penalty 2805.151670 = -688118.509767 nChanged 0 SP:Iteration 38F (459.313352 sec): 3 clusters Score: Raw -690923.661437 + Penalty 2805.151670 = -688118.509767 nChanged 0 Trying to split cluster 2 (646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (459.323703 sec): 2 clusters Score: Raw -72742.721399 + Penalty 1051.504919 = -71691.216479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (459.327846 sec): 3 clusters Score: Raw -72628.406859 + Penalty 2103.009839 = -70525.397021 nChanged 179 SP:Iteration 1F (459.331673 sec): 3 clusters Score: Raw -72829.598145 + Penalty 2103.009839 = -70726.588307 nChanged 40 SP:Iteration 2F (459.342336 sec): 3 clusters Score: Raw -72934.428974 + Penalty 2103.009839 = -70831.419135 nChanged 29 SP:Iteration 3Q (459.346098 sec): 3 clusters Score: Raw -73039.895210 + Penalty 2103.009839 = -70936.885371 nChanged 30 SP:Iteration 4Q (459.349848 sec): 3 clusters Score: Raw -73093.917747 + Penalty 2103.009839 = -70990.907908 nChanged 17 SP:Iteration 5Q (459.353529 sec): 3 clusters Score: Raw -73117.628921 + Penalty 2103.009839 = -71014.619082 nChanged 10 SP:Iteration 6Q (459.357202 sec): 3 clusters Score: Raw -73130.032358 + Penalty 2103.009839 = -71027.022519 nChanged 8 SP:Iteration 7Q (459.360883 sec): 3 clusters Score: Raw -73142.738018 + Penalty 2103.009839 = -71039.728179 nChanged 3 SP:Iteration 8Q (459.364543 sec): 3 clusters Score: Raw -73147.640053 + Penalty 2103.009839 = -71044.630214 nChanged 5 SP:Iteration 9Q (459.368195 sec): 3 clusters Score: Raw -73154.383254 + Penalty 2103.009839 = -71051.373415 nChanged 0 SP:Iteration 10F (459.371940 sec): 3 clusters Score: Raw -73154.383254 + Penalty 2103.009839 = -71051.373415 nChanged 0 Trying to split cluster 3 (12128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (459.398633 sec): 2 clusters Score: Raw -1470984.071345 + Penalty 1528.031718 = -1469456.039628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (459.431087 sec): 3 clusters Score: Raw -1463997.420999 + Penalty 3056.063435 = -1460941.357564 nChanged 5318 SP:Iteration 1F (459.462312 sec): 3 clusters Score: Raw -1466877.394971 + Penalty 3056.063435 = -1463821.331536 nChanged 662 SP:Iteration 2F (459.493670 sec): 3 clusters Score: Raw -1467145.036335 + Penalty 3056.063435 = -1464088.972900 nChanged 605 SP:Iteration 3Q (459.525035 sec): 3 clusters Score: Raw -1467399.329187 + Penalty 3056.063435 = -1464343.265752 nChanged 488 SP:Iteration 4Q (459.557491 sec): 3 clusters Score: Raw -1467599.892964 + Penalty 3056.063435 = -1464543.829528 nChanged 470 SP:Iteration 5Q (459.588755 sec): 3 clusters Score: Raw -1467798.490414 + Penalty 3056.063435 = -1464742.426979 nChanged 459 SP:Iteration 6Q (459.619998 sec): 3 clusters Score: Raw -1467990.892496 + Penalty 3056.063435 = -1464934.829061 nChanged 447 SP:Iteration 7Q (459.651391 sec): 3 clusters Score: Raw -1468204.910025 + Penalty 3056.063435 = -1465148.846590 nChanged 474 SP:Iteration 8Q (459.682737 sec): 3 clusters Score: Raw -1468436.329135 + Penalty 3056.063435 = -1465380.265700 nChanged 484 SP:Iteration 9Q (459.713648 sec): 3 clusters Score: Raw -1468696.173718 + Penalty 3056.063435 = -1465640.110283 nChanged 526 SP:Iteration 10Q (459.744689 sec): 3 clusters Score: Raw -1469002.740347 + Penalty 3056.063435 = -1465946.676912 nChanged 489 SP:Iteration 11Q (459.796291 sec): 3 clusters Score: Raw -1469298.460540 + Penalty 3056.063435 = -1466242.397105 nChanged 414 SP:Iteration 12Q (459.827152 sec): 3 clusters Score: Raw -1469539.027832 + Penalty 3056.063435 = -1466482.964397 nChanged 314 SP:Iteration 13Q (459.857809 sec): 3 clusters Score: Raw -1469679.158855 + Penalty 3056.063435 = -1466623.095420 nChanged 256 SP:Iteration 14Q (459.896159 sec): 3 clusters Score: Raw -1469773.141956 + Penalty 3056.063435 = -1466717.078521 nChanged 209 SP:Iteration 15Q (459.926579 sec): 3 clusters Score: Raw -1469851.581996 + Penalty 3056.063435 = -1466795.518561 nChanged 189 SP:Iteration 16Q (459.957120 sec): 3 clusters Score: Raw -1469915.315708 + Penalty 3056.063435 = -1466859.252273 nChanged 186 SP:Iteration 17Q (459.987527 sec): 3 clusters Score: Raw -1469976.418110 + Penalty 3056.063435 = -1466920.354675 nChanged 160 SP:Iteration 18Q (460.026148 sec): 3 clusters Score: Raw -1470026.230992 + Penalty 3056.063435 = -1466970.167557 nChanged 146 SP:Iteration 19Q (460.056299 sec): 3 clusters Score: Raw -1470073.247539 + Penalty 3056.063435 = -1467017.184104 nChanged 137 SP:Iteration 20F (460.087213 sec): 3 clusters Score: Raw -1470119.044158 + Penalty 3056.063435 = -1467062.980723 nChanged 134 SP:Iteration 21Q (460.117512 sec): 3 clusters Score: Raw -1470162.690986 + Penalty 3056.063435 = -1467106.627551 nChanged 136 SP:Iteration 22Q (460.147820 sec): 3 clusters Score: Raw -1470212.887404 + Penalty 3056.063435 = -1467156.823969 nChanged 136 SP:Iteration 23Q (460.177781 sec): 3 clusters Score: Raw -1470263.125100 + Penalty 3056.063435 = -1467207.061665 nChanged 128 SP:Iteration 24Q (460.207725 sec): 3 clusters Score: Raw -1470306.813062 + Penalty 3056.063435 = -1467250.749626 nChanged 130 SP:Iteration 25Q (460.237708 sec): 3 clusters Score: Raw -1470350.789215 + Penalty 3056.063435 = -1467294.725780 nChanged 141 SP:Iteration 26Q (460.267795 sec): 3 clusters Score: Raw -1470398.190371 + Penalty 3056.063435 = -1467342.126936 nChanged 126 SP:Iteration 27Q (460.297375 sec): 3 clusters Score: Raw -1470443.392097 + Penalty 3056.063435 = -1467387.328662 nChanged 117 SP:Iteration 28Q (460.326989 sec): 3 clusters Score: Raw -1470483.511784 + Penalty 3056.063435 = -1467427.448348 nChanged 125 SP:Iteration 29Q (460.360887 sec): 3 clusters Score: Raw -1470532.060385 + Penalty 3056.063435 = -1467475.996950 nChanged 137 SP:Iteration 30Q (460.390286 sec): 3 clusters Score: Raw -1470582.603448 + Penalty 3056.063435 = -1467526.540013 nChanged 122 SP:Iteration 31Q (460.419349 sec): 3 clusters Score: Raw -1470628.584493 + Penalty 3056.063435 = -1467572.521058 nChanged 119 SP:Iteration 32Q (460.448294 sec): 3 clusters Score: Raw -1470673.224919 + Penalty 3056.063435 = -1467617.161484 nChanged 111 SP:Iteration 33Q (460.478664 sec): 3 clusters Score: Raw -1470716.869472 + Penalty 3056.063435 = -1467660.806037 nChanged 119 SP:Iteration 34Q (460.507231 sec): 3 clusters Score: Raw -1470754.814020 + Penalty 3056.063435 = -1467698.750585 nChanged 85 SP:Iteration 35Q (460.540635 sec): 3 clusters Score: Raw -1470781.094236 + Penalty 3056.063435 = -1467725.030801 nChanged 74 SP:Iteration 36Q (460.569080 sec): 3 clusters Score: Raw -1470804.099479 + Penalty 3056.063435 = -1467748.036044 nChanged 74 SP:Iteration 37Q (460.597322 sec): 3 clusters Score: Raw -1470825.134478 + Penalty 3056.063435 = -1467769.071043 nChanged 61 SP:Iteration 38Q (460.625299 sec): 3 clusters Score: Raw -1470841.903278 + Penalty 3056.063435 = -1467785.839843 nChanged 59 SP:Iteration 39Q (460.653423 sec): 3 clusters Score: Raw -1470857.962372 + Penalty 3056.063435 = -1467801.898937 nChanged 61 SP:Iteration 40F (460.685361 sec): 3 clusters Score: Raw -1470873.631427 + Penalty 3056.063435 = -1467817.567992 nChanged 46 SP:Iteration 41Q (460.713696 sec): 3 clusters Score: Raw -1470885.649778 + Penalty 3056.063435 = -1467829.586343 nChanged 41 SP:Iteration 42Q (460.741869 sec): 3 clusters Score: Raw -1470899.718288 + Penalty 3056.063435 = -1467843.654853 nChanged 51 SP:Iteration 43Q (460.769839 sec): 3 clusters Score: Raw -1470925.448001 + Penalty 3056.063435 = -1467869.384566 nChanged 64 SP:Iteration 44Q (460.798051 sec): 3 clusters Score: Raw -1470952.438313 + Penalty 3056.063435 = -1467896.374878 nChanged 49 SP:Iteration 45Q (460.826101 sec): 3 clusters Score: Raw -1470971.021601 + Penalty 3056.063435 = -1467914.958166 nChanged 48 SP:Iteration 46Q (460.853828 sec): 3 clusters Score: Raw -1470985.840390 + Penalty 3056.063435 = -1467929.776955 nChanged 42 SP:Iteration 47Q (460.889239 sec): 3 clusters Score: Raw -1470998.983893 + Penalty 3056.063435 = -1467942.920458 nChanged 48 SP:Iteration 48Q (460.940918 sec): 3 clusters Score: Raw -1471013.387310 + Penalty 3056.063435 = -1467957.323875 nChanged 37 SP:Iteration 49Q (460.968362 sec): 3 clusters Score: Raw -1471026.300918 + Penalty 3056.063435 = -1467970.237483 nChanged 25 SP:Iteration 50Q (460.996040 sec): 3 clusters Score: Raw -1471033.854562 + Penalty 3056.063435 = -1467977.791127 nChanged 24 SP:Iteration 51Q (461.023524 sec): 3 clusters Score: Raw -1471040.508205 + Penalty 3056.063435 = -1467984.444770 nChanged 25 SP:Iteration 52Q (461.051310 sec): 3 clusters Score: Raw -1471048.978612 + Penalty 3056.063435 = -1467992.915177 nChanged 21 SP:Iteration 53Q (461.078731 sec): 3 clusters Score: Raw -1471056.341797 + Penalty 3056.063435 = -1468000.278362 nChanged 22 SP:Iteration 54Q (461.106195 sec): 3 clusters Score: Raw -1471061.640737 + Penalty 3056.063435 = -1468005.577302 nChanged 17 SP:Iteration 55Q (461.133679 sec): 3 clusters Score: Raw -1471066.301945 + Penalty 3056.063435 = -1468010.238510 nChanged 20 SP:Iteration 56Q (461.161204 sec): 3 clusters Score: Raw -1471073.249089 + Penalty 3056.063435 = -1468017.185654 nChanged 20 SP:Iteration 57Q (461.188626 sec): 3 clusters Score: Raw -1471078.686876 + Penalty 3056.063435 = -1468022.623441 nChanged 16 SP:Iteration 58Q (461.215836 sec): 3 clusters Score: Raw -1471082.924705 + Penalty 3056.063435 = -1468026.861270 nChanged 17 SP:Iteration 59Q (461.245381 sec): 3 clusters Score: Raw -1471087.410004 + Penalty 3056.063435 = -1468031.346569 nChanged 11 SP:Iteration 60F (461.276395 sec): 3 clusters Score: Raw -1471090.368417 + Penalty 3056.063435 = -1468034.304982 nChanged 12 SP:Iteration 61Q (461.303661 sec): 3 clusters Score: Raw -1471094.842617 + Penalty 3056.063435 = -1468038.779182 nChanged 14 SP:Iteration 62Q (461.336627 sec): 3 clusters Score: Raw -1471098.592196 + Penalty 3056.063435 = -1468042.528761 nChanged 12 SP:Iteration 63Q (461.363889 sec): 3 clusters Score: Raw -1471101.313467 + Penalty 3056.063435 = -1468045.250032 nChanged 13 SP:Iteration 64Q (461.391253 sec): 3 clusters Score: Raw -1471104.037173 + Penalty 3056.063435 = -1468047.973738 nChanged 7 SP:Iteration 65Q (461.420697 sec): 3 clusters Score: Raw -1471106.144212 + Penalty 3056.063435 = -1468050.080777 nChanged 5 SP:Iteration 66Q (461.456803 sec): 3 clusters Score: Raw -1471107.129647 + Penalty 3056.063435 = -1468051.066212 nChanged 5 SP:Iteration 67Q (461.484101 sec): 3 clusters Score: Raw -1471108.480604 + Penalty 3056.063435 = -1468052.417169 nChanged 4 SP:Iteration 68Q (461.511471 sec): 3 clusters Score: Raw -1471109.731980 + Penalty 3056.063435 = -1468053.668545 nChanged 9 SP:Iteration 69Q (461.538638 sec): 3 clusters Score: Raw -1471112.128863 + Penalty 3056.063435 = -1468056.065428 nChanged 11 SP:Iteration 70Q (461.565864 sec): 3 clusters Score: Raw -1471115.806607 + Penalty 3056.063435 = -1468059.743172 nChanged 15 SP:Iteration 71Q (461.592991 sec): 3 clusters Score: Raw -1471120.303440 + Penalty 3056.063435 = -1468064.240005 nChanged 15 SP:Iteration 72Q (461.623399 sec): 3 clusters Score: Raw -1471124.443144 + Penalty 3056.063435 = -1468068.379709 nChanged 14 SP:Iteration 73Q (461.650629 sec): 3 clusters Score: Raw -1471128.372787 + Penalty 3056.063435 = -1468072.309352 nChanged 10 SP:Iteration 74Q (461.678071 sec): 3 clusters Score: Raw -1471130.767973 + Penalty 3056.063435 = -1468074.704538 nChanged 9 SP:Iteration 75Q (461.705293 sec): 3 clusters Score: Raw -1471132.559408 + Penalty 3056.063435 = -1468076.495973 nChanged 8 SP:Iteration 76Q (461.734233 sec): 3 clusters Score: Raw -1471134.409622 + Penalty 3056.063435 = -1468078.346187 nChanged 6 SP:Iteration 77Q (461.795914 sec): 3 clusters Score: Raw -1471135.464408 + Penalty 3056.063435 = -1468079.400973 nChanged 2 SP:Iteration 78Q (461.822809 sec): 3 clusters Score: Raw -1471135.646895 + Penalty 3056.063435 = -1468079.583460 nChanged 1 SP:Iteration 79Q (461.854990 sec): 3 clusters Score: Raw -1471135.741917 + Penalty 3056.063435 = -1468079.678482 nChanged 2 SP:Iteration 80F (461.888126 sec): 3 clusters Score: Raw -1471136.102539 + Penalty 3056.063435 = -1468080.039104 nChanged 2 SP:Iteration 81Q (461.915542 sec): 3 clusters Score: Raw -1471136.678923 + Penalty 3056.063435 = -1468080.615488 nChanged 3 SP:Iteration 82Q (461.942795 sec): 3 clusters Score: Raw -1471137.166961 + Penalty 3056.063435 = -1468081.103526 nChanged 1 SP:Iteration 83Q (461.969907 sec): 3 clusters Score: Raw -1471137.340255 + Penalty 3056.063435 = -1468081.276820 nChanged 1 SP:Iteration 84Q (462.002494 sec): 3 clusters Score: Raw -1471137.403267 + Penalty 3056.063435 = -1468081.339831 nChanged 1 SP:Iteration 85Q (462.029720 sec): 3 clusters Score: Raw -1471137.614927 + Penalty 3056.063435 = -1468081.551492 nChanged 0 SP:Iteration 86F (462.062789 sec): 3 clusters Score: Raw -1471137.614927 + Penalty 3056.063435 = -1468081.551492 nChanged 0 Trying to split cluster 4 (1975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (462.077569 sec): 2 clusters Score: Raw -220630.296190 + Penalty 1233.102598 = -219397.193593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (462.088198 sec): 3 clusters Score: Raw -219796.386339 + Penalty 2466.205195 = -217330.181144 nChanged 697 SP:Iteration 1F (462.098115 sec): 3 clusters Score: Raw -220258.199992 + Penalty 2466.205195 = -217791.994796 nChanged 183 SP:Iteration 2F (462.108012 sec): 3 clusters Score: Raw -220397.847947 + Penalty 2466.205195 = -217931.642751 nChanged 104 SP:Iteration 3F (462.117920 sec): 3 clusters Score: Raw -220487.243440 + Penalty 2466.205195 = -218021.038245 nChanged 69 SP:Iteration 4Q (462.127889 sec): 3 clusters Score: Raw -220539.308042 + Penalty 2466.205195 = -218073.102847 nChanged 49 SP:Iteration 5Q (462.137786 sec): 3 clusters Score: Raw -220569.269553 + Penalty 2466.205195 = -218103.064358 nChanged 45 SP:Iteration 6Q (462.153264 sec): 3 clusters Score: Raw -220605.875695 + Penalty 2466.205195 = -218139.670500 nChanged 39 SP:Iteration 7Q (462.172499 sec): 3 clusters Score: Raw -220631.599091 + Penalty 2466.205195 = -218165.393896 nChanged 40 SP:Iteration 8Q (462.182341 sec): 3 clusters Score: Raw -220667.815268 + Penalty 2466.205195 = -218201.610073 nChanged 36 SP:Iteration 9Q (462.192134 sec): 3 clusters Score: Raw -220696.677687 + Penalty 2466.205195 = -218230.472491 nChanged 39 SP:Iteration 10Q (462.207175 sec): 3 clusters Score: Raw -220750.300642 + Penalty 2466.205195 = -218284.095447 nChanged 50 SP:Iteration 11Q (462.216973 sec): 3 clusters Score: Raw -220796.781197 + Penalty 2466.205195 = -218330.576001 nChanged 41 SP:Iteration 12Q (462.226985 sec): 3 clusters Score: Raw -220832.018733 + Penalty 2466.205195 = -218365.813538 nChanged 41 SP:Iteration 13Q (462.244799 sec): 3 clusters Score: Raw -220866.254743 + Penalty 2466.205195 = -218400.049548 nChanged 33 SP:Iteration 14Q (462.254561 sec): 3 clusters Score: Raw -220894.853960 + Penalty 2466.205195 = -218428.648765 nChanged 38 SP:Iteration 15Q (462.264424 sec): 3 clusters Score: Raw -220928.636934 + Penalty 2466.205195 = -218462.431739 nChanged 24 SP:Iteration 16Q (462.274292 sec): 3 clusters Score: Raw -220947.716232 + Penalty 2466.205195 = -218481.511037 nChanged 27 SP:Iteration 17Q (462.284118 sec): 3 clusters Score: Raw -220970.292754 + Penalty 2466.205195 = -218504.087559 nChanged 33 SP:Iteration 18Q (462.293880 sec): 3 clusters Score: Raw -220994.831314 + Penalty 2466.205195 = -218528.626119 nChanged 33 SP:Iteration 19Q (462.303626 sec): 3 clusters Score: Raw -221019.345235 + Penalty 2466.205195 = -218553.140040 nChanged 31 SP:Iteration 20F (462.313548 sec): 3 clusters Score: Raw -221039.298045 + Penalty 2466.205195 = -218573.092849 nChanged 26 SP:Iteration 21Q (462.322804 sec): 3 clusters Score: Raw -221057.706270 + Penalty 2466.205195 = -218591.501074 nChanged 25 SP:Iteration 22Q (462.332600 sec): 3 clusters Score: Raw -221071.719774 + Penalty 2466.205195 = -218605.514579 nChanged 15 SP:Iteration 23Q (462.342454 sec): 3 clusters Score: Raw -221082.690443 + Penalty 2466.205195 = -218616.485248 nChanged 13 SP:Iteration 24Q (462.354020 sec): 3 clusters Score: Raw -221089.165643 + Penalty 2466.205195 = -218622.960448 nChanged 8 SP:Iteration 25Q (462.363707 sec): 3 clusters Score: Raw -221091.865515 + Penalty 2466.205195 = -218625.660320 nChanged 6 SP:Iteration 26Q (462.379752 sec): 3 clusters Score: Raw -221094.202781 + Penalty 2466.205195 = -218627.997586 nChanged 3 SP:Iteration 27Q (462.389561 sec): 3 clusters Score: Raw -221095.718125 + Penalty 2466.205195 = -218629.512930 nChanged 2 SP:Iteration 28Q (462.399389 sec): 3 clusters Score: Raw -221096.447197 + Penalty 2466.205195 = -218630.242001 nChanged 0 SP:Iteration 29F (462.409242 sec): 3 clusters Score: Raw -221096.447197 + Penalty 2466.205195 = -218630.242001 nChanged 0 Trying to split cluster 5 (1183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (462.421109 sec): 2 clusters Score: Raw -132784.560145 + Penalty 1149.818940 = -131634.741205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (462.427882 sec): 3 clusters Score: Raw -132386.157633 + Penalty 2299.637881 = -130086.519753 nChanged 357 SP:Iteration 1F (462.437860 sec): 3 clusters Score: Raw -132730.154855 + Penalty 2299.637881 = -130430.516975 nChanged 106 SP:Iteration 2F (462.444176 sec): 3 clusters Score: Raw -132874.077554 + Penalty 2299.637881 = -130574.439673 nChanged 70 SP:Iteration 3F (462.457496 sec): 3 clusters Score: Raw -133002.040408 + Penalty 2299.637881 = -130702.402527 nChanged 72 SP:Iteration 4F (462.463909 sec): 3 clusters Score: Raw -133133.226250 + Penalty 2299.637881 = -130833.588370 nChanged 71 SP:Iteration 5F (462.470255 sec): 3 clusters Score: Raw -133290.435154 + Penalty 2299.637881 = -130990.797273 nChanged 71 SP:Iteration 6F (462.476570 sec): 3 clusters Score: Raw -133444.476735 + Penalty 2299.637881 = -131144.838854 nChanged 55 SP:Iteration 7Q (462.482779 sec): 3 clusters Score: Raw -133550.415840 + Penalty 2299.637881 = -131250.777959 nChanged 40 SP:Iteration 8Q (462.493097 sec): 3 clusters Score: Raw -133619.086270 + Penalty 2299.637881 = -131319.448389 nChanged 28 SP:Iteration 9Q (462.501048 sec): 3 clusters Score: Raw -133660.462443 + Penalty 2299.637881 = -131360.824562 nChanged 17 SP:Iteration 10Q (462.507116 sec): 3 clusters Score: Raw -133681.486206 + Penalty 2299.637881 = -131381.848326 nChanged 16 SP:Iteration 11Q (462.520749 sec): 3 clusters Score: Raw -133707.029753 + Penalty 2299.637881 = -131407.391872 nChanged 12 SP:Iteration 12Q (462.526900 sec): 3 clusters Score: Raw -133724.660774 + Penalty 2299.637881 = -131425.022893 nChanged 11 SP:Iteration 13Q (462.533017 sec): 3 clusters Score: Raw -133744.089954 + Penalty 2299.637881 = -131444.452073 nChanged 8 SP:Iteration 14Q (462.539090 sec): 3 clusters Score: Raw -133760.084759 + Penalty 2299.637881 = -131460.446879 nChanged 11 SP:Iteration 15Q (462.545118 sec): 3 clusters Score: Raw -133783.728870 + Penalty 2299.637881 = -131484.090989 nChanged 16 SP:Iteration 16Q (462.551098 sec): 3 clusters Score: Raw -133820.525907 + Penalty 2299.637881 = -131520.888026 nChanged 16 SP:Iteration 17Q (462.557072 sec): 3 clusters Score: Raw -133846.284938 + Penalty 2299.637881 = -131546.647058 nChanged 21 SP:Iteration 18Q (462.562989 sec): 3 clusters Score: Raw -133879.195151 + Penalty 2299.637881 = -131579.557270 nChanged 13 SP:Iteration 19Q (462.570755 sec): 3 clusters Score: Raw -133897.539497 + Penalty 2299.637881 = -131597.901616 nChanged 10 SP:Iteration 20F (462.577031 sec): 3 clusters Score: Raw -133908.309411 + Penalty 2299.637881 = -131608.671530 nChanged 6 SP:Iteration 21Q (462.583060 sec): 3 clusters Score: Raw -133915.488433 + Penalty 2299.637881 = -131615.850552 nChanged 3 SP:Iteration 22Q (462.589013 sec): 3 clusters Score: Raw -133919.589222 + Penalty 2299.637881 = -131619.951341 nChanged 2 SP:Iteration 23Q (462.594940 sec): 3 clusters Score: Raw -133922.907943 + Penalty 2299.637881 = -131623.270062 nChanged 4 SP:Iteration 24Q (462.609693 sec): 3 clusters Score: Raw -133926.790095 + Penalty 2299.637881 = -131627.152214 nChanged 4 SP:Iteration 25Q (462.615635 sec): 3 clusters Score: Raw -133931.853866 + Penalty 2299.637881 = -131632.215985 nChanged 5 SP:Iteration 26Q (462.621463 sec): 3 clusters Score: Raw -133947.386976 + Penalty 2299.637881 = -131647.749095 nChanged 12 SP:Iteration 27Q (462.627393 sec): 3 clusters Score: Raw -133966.515372 + Penalty 2299.637881 = -131666.877491 nChanged 7 SP:Iteration 28Q (462.633291 sec): 3 clusters Score: Raw -133974.847710 + Penalty 2299.637881 = -131675.209829 nChanged 6 SP:Iteration 29Q (462.641398 sec): 3 clusters Score: Raw -133982.614240 + Penalty 2299.637881 = -131682.976359 nChanged 2 SP:Iteration 30Q (462.647265 sec): 3 clusters Score: Raw -133986.306026 + Penalty 2299.637881 = -131686.668145 nChanged 1 SP:Iteration 31Q (462.653213 sec): 3 clusters Score: Raw -133988.311004 + Penalty 2299.637881 = -131688.673123 nChanged 0 SP:Iteration 32F (462.659589 sec): 3 clusters Score: Raw -133988.311004 + Penalty 2299.637881 = -131688.673123 nChanged 0 Score: Raw -39133187.447501 + Penalty 47416.036041 = -39085771.411460 Splitting cluster 5 changes total score from -39086611.359229 to -39085771.411460 So it's not getting split. Trying to split cluster 6 (24631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (467.260763 sec): 2 clusters Score: Raw -3061515.190710 + Penalty 1643.161177 = -3059872.029532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (467.311824 sec): 3 clusters Score: Raw -3046423.424273 + Penalty 3286.322355 = -3043137.101918 nChanged 11288 SP:Iteration 1F (467.360455 sec): 3 clusters Score: Raw -3052854.061251 + Penalty 3286.322355 = -3049567.738896 nChanged 1353 SP:Iteration 2F (467.409696 sec): 3 clusters Score: Raw -3053482.985130 + Penalty 3286.322355 = -3050196.662775 nChanged 1442 SP:Iteration 3F (467.457660 sec): 3 clusters Score: Raw -3054272.967622 + Penalty 3286.322355 = -3050986.645268 nChanged 1538 SP:Iteration 4F (467.506266 sec): 3 clusters Score: Raw -3055269.802650 + Penalty 3286.322355 = -3051983.480295 nChanged 1588 SP:Iteration 5F (467.558667 sec): 3 clusters Score: Raw -3056434.832163 + Penalty 3286.322355 = -3053148.509809 nChanged 1594 SP:Iteration 6F (467.606852 sec): 3 clusters Score: Raw -3057683.766806 + Penalty 3286.322355 = -3054397.444451 nChanged 1447 SP:Iteration 7F (467.655471 sec): 3 clusters Score: Raw -3058723.848869 + Penalty 3286.322355 = -3055437.526514 nChanged 1181 SP:Iteration 8Q (467.706200 sec): 3 clusters Score: Raw -3059429.223714 + Penalty 3286.322355 = -3056142.901359 nChanged 826 SP:Iteration 9Q (467.754294 sec): 3 clusters Score: Raw -3059809.631947 + Penalty 3286.322355 = -3056523.309593 nChanged 551 SP:Iteration 10Q (467.802163 sec): 3 clusters Score: Raw -3060019.338317 + Penalty 3286.322355 = -3056733.015962 nChanged 404 SP:Iteration 11Q (467.849730 sec): 3 clusters Score: Raw -3060179.500359 + Penalty 3286.322355 = -3056893.178004 nChanged 355 SP:Iteration 12Q (467.897102 sec): 3 clusters Score: Raw -3060306.646796 + Penalty 3286.322355 = -3057020.324441 nChanged 339 SP:Iteration 13Q (467.951473 sec): 3 clusters Score: Raw -3060405.627571 + Penalty 3286.322355 = -3057119.305216 nChanged 297 SP:Iteration 14Q (468.007690 sec): 3 clusters Score: Raw -3060484.682754 + Penalty 3286.322355 = -3057198.360399 nChanged 239 SP:Iteration 15Q (468.054036 sec): 3 clusters Score: Raw -3060541.638906 + Penalty 3286.322355 = -3057255.316552 nChanged 203 SP:Iteration 16Q (468.101364 sec): 3 clusters Score: Raw -3060592.802111 + Penalty 3286.322355 = -3057306.479757 nChanged 203 SP:Iteration 17Q (468.147005 sec): 3 clusters Score: Raw -3060642.501181 + Penalty 3286.322355 = -3057356.178826 nChanged 186 SP:Iteration 18Q (468.200129 sec): 3 clusters Score: Raw -3060679.856360 + Penalty 3286.322355 = -3057393.534005 nChanged 168 SP:Iteration 19Q (468.245929 sec): 3 clusters Score: Raw -3060716.116172 + Penalty 3286.322355 = -3057429.793817 nChanged 157 SP:Iteration 20F (468.293876 sec): 3 clusters Score: Raw -3060746.467854 + Penalty 3286.322355 = -3057460.145500 nChanged 142 SP:Iteration 21Q (468.340348 sec): 3 clusters Score: Raw -3060773.034150 + Penalty 3286.322355 = -3057486.711795 nChanged 132 SP:Iteration 22Q (468.392426 sec): 3 clusters Score: Raw -3060798.866774 + Penalty 3286.322355 = -3057512.544420 nChanged 126 SP:Iteration 23Q (468.437967 sec): 3 clusters Score: Raw -3060821.215718 + Penalty 3286.322355 = -3057534.893363 nChanged 100 SP:Iteration 24Q (468.484332 sec): 3 clusters Score: Raw -3060836.541280 + Penalty 3286.322355 = -3057550.218926 nChanged 86 SP:Iteration 25Q (468.529564 sec): 3 clusters Score: Raw -3060851.655090 + Penalty 3286.322355 = -3057565.332735 nChanged 89 SP:Iteration 26Q (468.574772 sec): 3 clusters Score: Raw -3060866.724047 + Penalty 3286.322355 = -3057580.401692 nChanged 100 SP:Iteration 27Q (468.621045 sec): 3 clusters Score: Raw -3060883.061945 + Penalty 3286.322355 = -3057596.739590 nChanged 96 SP:Iteration 28Q (468.666160 sec): 3 clusters Score: Raw -3060903.056771 + Penalty 3286.322355 = -3057616.734416 nChanged 121 SP:Iteration 29Q (468.711202 sec): 3 clusters Score: Raw -3060933.137432 + Penalty 3286.322355 = -3057646.815078 nChanged 133 SP:Iteration 30Q (468.772565 sec): 3 clusters Score: Raw -3060964.167383 + Penalty 3286.322355 = -3057677.845028 nChanged 131 SP:Iteration 31Q (468.822769 sec): 3 clusters Score: Raw -3060996.380329 + Penalty 3286.322355 = -3057710.057974 nChanged 135 SP:Iteration 32Q (468.869228 sec): 3 clusters Score: Raw -3061031.288515 + Penalty 3286.322355 = -3057744.966160 nChanged 136 SP:Iteration 33Q (468.935521 sec): 3 clusters Score: Raw -3061068.031512 + Penalty 3286.322355 = -3057781.709158 nChanged 145 SP:Iteration 34Q (468.980540 sec): 3 clusters Score: Raw -3061108.421925 + Penalty 3286.322355 = -3057822.099570 nChanged 159 SP:Iteration 35Q (469.024851 sec): 3 clusters Score: Raw -3061153.101594 + Penalty 3286.322355 = -3057866.779240 nChanged 140 SP:Iteration 36Q (469.070176 sec): 3 clusters Score: Raw -3061192.305259 + Penalty 3286.322355 = -3057905.982904 nChanged 144 SP:Iteration 37Q (469.116935 sec): 3 clusters Score: Raw -3061227.618232 + Penalty 3286.322355 = -3057941.295877 nChanged 154 SP:Iteration 38Q (469.161349 sec): 3 clusters Score: Raw -3061268.473267 + Penalty 3286.322355 = -3057982.150913 nChanged 142 SP:Iteration 39Q (469.205706 sec): 3 clusters Score: Raw -3061308.223029 + Penalty 3286.322355 = -3058021.900675 nChanged 150 SP:Iteration 40F (469.257539 sec): 3 clusters Score: Raw -3061347.833220 + Penalty 3286.322355 = -3058061.510865 nChanged 155 SP:Iteration 41Q (469.304378 sec): 3 clusters Score: Raw -3061389.144982 + Penalty 3286.322355 = -3058102.822628 nChanged 157 SP:Iteration 42Q (469.348187 sec): 3 clusters Score: Raw -3061431.916816 + Penalty 3286.322355 = -3058145.594462 nChanged 148 SP:Iteration 43Q (469.399173 sec): 3 clusters Score: Raw -3061474.832355 + Penalty 3286.322355 = -3058188.510001 nChanged 136 SP:Iteration 44Q (469.442861 sec): 3 clusters Score: Raw -3061510.493980 + Penalty 3286.322355 = -3058224.171626 nChanged 111 SP:Iteration 45Q (469.486587 sec): 3 clusters Score: Raw -3061539.422308 + Penalty 3286.322355 = -3058253.099953 nChanged 113 SP:Iteration 46Q (469.530016 sec): 3 clusters Score: Raw -3061571.130010 + Penalty 3286.322355 = -3058284.807656 nChanged 120 SP:Iteration 47Q (469.583798 sec): 3 clusters Score: Raw -3061608.502582 + Penalty 3286.322355 = -3058322.180227 nChanged 131 SP:Iteration 48Q (469.631227 sec): 3 clusters Score: Raw -3061650.146732 + Penalty 3286.322355 = -3058363.824377 nChanged 117 SP:Iteration 49Q (469.680308 sec): 3 clusters Score: Raw -3061684.995183 + Penalty 3286.322355 = -3058398.672828 nChanged 121 SP:Iteration 50Q (469.729184 sec): 3 clusters Score: Raw -3061717.756847 + Penalty 3286.322355 = -3058431.434493 nChanged 110 SP:Iteration 51Q (469.771302 sec): 3 clusters Score: Raw -3061744.706171 + Penalty 3286.322355 = -3058458.383817 nChanged 94 SP:Iteration 52Q (469.814218 sec): 3 clusters Score: Raw -3061763.503610 + Penalty 3286.322355 = -3058477.181256 nChanged 90 SP:Iteration 53Q (469.857050 sec): 3 clusters Score: Raw -3061780.166733 + Penalty 3286.322355 = -3058493.844379 nChanged 77 SP:Iteration 54Q (469.900248 sec): 3 clusters Score: Raw -3061793.852486 + Penalty 3286.322355 = -3058507.530131 nChanged 69 SP:Iteration 55Q (469.947250 sec): 3 clusters Score: Raw -3061805.238126 + Penalty 3286.322355 = -3058518.915772 nChanged 63 SP:Iteration 56Q (469.989777 sec): 3 clusters Score: Raw -3061816.988483 + Penalty 3286.322355 = -3058530.666128 nChanged 67 SP:Iteration 57Q (470.033602 sec): 3 clusters Score: Raw -3061828.726038 + Penalty 3286.322355 = -3058542.403684 nChanged 47 SP:Iteration 58Q (470.076071 sec): 3 clusters Score: Raw -3061836.039778 + Penalty 3286.322355 = -3058549.717424 nChanged 44 SP:Iteration 59Q (470.121701 sec): 3 clusters Score: Raw -3061842.509489 + Penalty 3286.322355 = -3058556.187134 nChanged 42 SP:Iteration 60F (470.169427 sec): 3 clusters Score: Raw -3061848.237455 + Penalty 3286.322355 = -3058561.915100 nChanged 37 SP:Iteration 61Q (470.212029 sec): 3 clusters Score: Raw -3061853.307415 + Penalty 3286.322355 = -3058566.985060 nChanged 30 SP:Iteration 62Q (470.266637 sec): 3 clusters Score: Raw -3061857.107334 + Penalty 3286.322355 = -3058570.784979 nChanged 30 SP:Iteration 63Q (470.310738 sec): 3 clusters Score: Raw -3061860.828857 + Penalty 3286.322355 = -3058574.506502 nChanged 27 SP:Iteration 64Q (470.353165 sec): 3 clusters Score: Raw -3061864.564341 + Penalty 3286.322355 = -3058578.241987 nChanged 27 SP:Iteration 65Q (470.395334 sec): 3 clusters Score: Raw -3061868.110814 + Penalty 3286.322355 = -3058581.788460 nChanged 28 SP:Iteration 66Q (470.440504 sec): 3 clusters Score: Raw -3061871.370198 + Penalty 3286.322355 = -3058585.047843 nChanged 24 SP:Iteration 67Q (470.482927 sec): 3 clusters Score: Raw -3061874.273087 + Penalty 3286.322355 = -3058587.950732 nChanged 24 SP:Iteration 68Q (470.524827 sec): 3 clusters Score: Raw -3061876.844831 + Penalty 3286.322355 = -3058590.522477 nChanged 19 SP:Iteration 69Q (470.566886 sec): 3 clusters Score: Raw -3061878.429113 + Penalty 3286.322355 = -3058592.106759 nChanged 19 SP:Iteration 70Q (470.611569 sec): 3 clusters Score: Raw -3061880.497818 + Penalty 3286.322355 = -3058594.175464 nChanged 22 SP:Iteration 71Q (470.653528 sec): 3 clusters Score: Raw -3061883.237328 + Penalty 3286.322355 = -3058596.914974 nChanged 26 SP:Iteration 72Q (470.695702 sec): 3 clusters Score: Raw -3061886.842073 + Penalty 3286.322355 = -3058600.519718 nChanged 25 SP:Iteration 73Q (470.737645 sec): 3 clusters Score: Raw -3061889.576263 + Penalty 3286.322355 = -3058603.253909 nChanged 18 SP:Iteration 74Q (470.779657 sec): 3 clusters Score: Raw -3061892.860074 + Penalty 3286.322355 = -3058606.537720 nChanged 29 SP:Iteration 75Q (470.824995 sec): 3 clusters Score: Raw -3061897.355357 + Penalty 3286.322355 = -3058611.033002 nChanged 31 SP:Iteration 76Q (470.866503 sec): 3 clusters Score: Raw -3061902.083436 + Penalty 3286.322355 = -3058615.761082 nChanged 30 SP:Iteration 77Q (470.908466 sec): 3 clusters Score: Raw -3061906.716184 + Penalty 3286.322355 = -3058620.393829 nChanged 30 SP:Iteration 78Q (470.950020 sec): 3 clusters Score: Raw -3061911.000290 + Penalty 3286.322355 = -3058624.677935 nChanged 25 SP:Iteration 79Q (470.992044 sec): 3 clusters Score: Raw -3061914.276257 + Penalty 3286.322355 = -3058627.953902 nChanged 21 SP:Iteration 80F (471.040398 sec): 3 clusters Score: Raw -3061917.461563 + Penalty 3286.322355 = -3058631.139208 nChanged 28 SP:Iteration 81Q (471.087619 sec): 3 clusters Score: Raw -3061921.470845 + Penalty 3286.322355 = -3058635.148490 nChanged 16 SP:Iteration 82Q (471.135407 sec): 3 clusters Score: Raw -3061923.099997 + Penalty 3286.322355 = -3058636.777642 nChanged 17 SP:Iteration 83Q (471.177914 sec): 3 clusters Score: Raw -3061925.519972 + Penalty 3286.322355 = -3058639.197618 nChanged 22 SP:Iteration 84Q (471.219323 sec): 3 clusters Score: Raw -3061928.888626 + Penalty 3286.322355 = -3058642.566272 nChanged 22 SP:Iteration 85Q (471.261068 sec): 3 clusters Score: Raw -3061932.773424 + Penalty 3286.322355 = -3058646.451069 nChanged 21 SP:Iteration 86Q (471.303261 sec): 3 clusters Score: Raw -3061935.978730 + Penalty 3286.322355 = -3058649.656376 nChanged 25 SP:Iteration 87Q (471.345350 sec): 3 clusters Score: Raw -3061940.060659 + Penalty 3286.322355 = -3058653.738304 nChanged 25 SP:Iteration 88Q (471.388116 sec): 3 clusters Score: Raw -3061944.434614 + Penalty 3286.322355 = -3058658.112259 nChanged 24 SP:Iteration 89Q (471.435046 sec): 3 clusters Score: Raw -3061948.397376 + Penalty 3286.322355 = -3058662.075022 nChanged 26 SP:Iteration 90Q (471.477606 sec): 3 clusters Score: Raw -3061952.655052 + Penalty 3286.322355 = -3058666.332697 nChanged 23 SP:Iteration 91Q (471.518638 sec): 3 clusters Score: Raw -3061956.148940 + Penalty 3286.322355 = -3058669.826585 nChanged 27 SP:Iteration 92Q (471.564449 sec): 3 clusters Score: Raw -3061959.872820 + Penalty 3286.322355 = -3058673.550465 nChanged 25 SP:Iteration 93Q (471.606310 sec): 3 clusters Score: Raw -3061963.968526 + Penalty 3286.322355 = -3058677.646171 nChanged 33 SP:Iteration 94Q (471.662707 sec): 3 clusters Score: Raw -3061968.910978 + Penalty 3286.322355 = -3058682.588624 nChanged 25 SP:Iteration 95Q (471.708208 sec): 3 clusters Score: Raw -3061973.474776 + Penalty 3286.322355 = -3058687.152421 nChanged 31 SP:Iteration 96Q (471.751597 sec): 3 clusters Score: Raw -3061977.923246 + Penalty 3286.322355 = -3058691.600891 nChanged 19 SP:Iteration 97Q (471.793364 sec): 3 clusters Score: Raw -3061980.111121 + Penalty 3286.322355 = -3058693.788767 nChanged 17 SP:Iteration 98Q (471.835729 sec): 3 clusters Score: Raw -3061982.062228 + Penalty 3286.322355 = -3058695.739874 nChanged 15 SP:Iteration 99Q (471.877260 sec): 3 clusters Score: Raw -3061983.500256 + Penalty 3286.322355 = -3058697.177902 nChanged 11 SP:Iteration 100F (471.925105 sec): 3 clusters Score: Raw -3061984.916495 + Penalty 3286.322355 = -3058698.594140 nChanged 14 SP:Iteration 101Q (471.967403 sec): 3 clusters Score: Raw -3061987.288450 + Penalty 3286.322355 = -3058700.966096 nChanged 13 SP:Iteration 102Q (472.016720 sec): 3 clusters Score: Raw -3061989.205241 + Penalty 3286.322355 = -3058702.882886 nChanged 12 SP:Iteration 103Q (472.054197 sec): 3 clusters Score: Raw -3061990.336609 + Penalty 3286.322355 = -3058704.014254 nChanged 6 SP:Iteration 104Q (472.101461 sec): 3 clusters Score: Raw -3061991.062241 + Penalty 3286.322355 = -3058704.739887 nChanged 4 SP:Iteration 105Q (472.143052 sec): 3 clusters Score: Raw -3061991.577372 + Penalty 3286.322355 = -3058705.255017 nChanged 3 SP:Iteration 106Q (472.189663 sec): 3 clusters Score: Raw -3061991.802391 + Penalty 3286.322355 = -3058705.480036 nChanged 3 SP:Iteration 107Q (472.231193 sec): 3 clusters Score: Raw -3061992.002196 + Penalty 3286.322355 = -3058705.679841 nChanged 1 SP:Iteration 108Q (472.273464 sec): 3 clusters Score: Raw -3061992.065460 + Penalty 3286.322355 = -3058705.743105 nChanged 1 SP:Iteration 109Q (472.317390 sec): 3 clusters Score: Raw -3061992.137552 + Penalty 3286.322355 = -3058705.815198 nChanged 4 SP:Iteration 110Q (472.358452 sec): 3 clusters Score: Raw -3061992.596820 + Penalty 3286.322355 = -3058706.274466 nChanged 4 SP:Iteration 111Q (472.411053 sec): 3 clusters Score: Raw -3061993.003595 + Penalty 3286.322355 = -3058706.681240 nChanged 2 SP:Iteration 112Q (472.454449 sec): 3 clusters Score: Raw -3061993.118074 + Penalty 3286.322355 = -3058706.795719 nChanged 1 SP:Iteration 113Q (472.495925 sec): 3 clusters Score: Raw -3061993.181275 + Penalty 3286.322355 = -3058706.858920 nChanged 0 SP:Iteration 114F (472.543657 sec): 3 clusters Score: Raw -3061993.181275 + Penalty 3286.322355 = -3058706.858920 nChanged 0 Trying to split cluster 7 (40249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (472.599933 sec): 2 clusters Score: Raw -4885040.546381 + Penalty 1722.961571 = -4883317.584809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (472.682361 sec): 3 clusters Score: Raw -4859999.223692 + Penalty 3445.923142 = -4856553.300550 nChanged 18595 SP:Iteration 1F (472.760521 sec): 3 clusters Score: Raw -4871132.645488 + Penalty 3445.923142 = -4867686.722345 nChanged 2458 SP:Iteration 2F (472.831063 sec): 3 clusters Score: Raw -4872491.387586 + Penalty 3445.923142 = -4869045.464444 nChanged 2680 SP:Iteration 3F (472.902088 sec): 3 clusters Score: Raw -4874251.848251 + Penalty 3445.923142 = -4870805.925109 nChanged 2852 SP:Iteration 4F (472.973838 sec): 3 clusters Score: Raw -4876523.269975 + Penalty 3445.923142 = -4873077.346833 nChanged 2762 SP:Iteration 5F (473.045243 sec): 3 clusters Score: Raw -4879168.830971 + Penalty 3445.923142 = -4875722.907829 nChanged 2359 SP:Iteration 6F (473.133107 sec): 3 clusters Score: Raw -4881657.614507 + Penalty 3445.923142 = -4878211.691364 nChanged 1830 SP:Iteration 7Q (473.205168 sec): 3 clusters Score: Raw -4883422.178662 + Penalty 3445.923142 = -4879976.255520 nChanged 1273 SP:Iteration 8Q (473.279226 sec): 3 clusters Score: Raw -4884523.137903 + Penalty 3445.923142 = -4881077.214760 nChanged 873 SP:Iteration 9Q (473.345171 sec): 3 clusters Score: Raw -4885291.835246 + Penalty 3445.923142 = -4881845.912104 nChanged 685 SP:Iteration 10Q (473.410026 sec): 3 clusters Score: Raw -4885941.683847 + Penalty 3445.923142 = -4882495.760705 nChanged 538 SP:Iteration 11Q (473.474122 sec): 3 clusters Score: Raw -4886412.281440 + Penalty 3445.923142 = -4882966.358298 nChanged 388 SP:Iteration 12Q (473.539337 sec): 3 clusters Score: Raw -4886633.419408 + Penalty 3445.923142 = -4883187.496266 nChanged 294 SP:Iteration 13Q (473.601571 sec): 3 clusters Score: Raw -4886736.751334 + Penalty 3445.923142 = -4883290.828192 nChanged 203 SP:Iteration 14Q (473.663513 sec): 3 clusters Score: Raw -4886787.817921 + Penalty 3445.923142 = -4883341.894779 nChanged 120 SP:Iteration 15Q (473.725836 sec): 3 clusters Score: Raw -4886808.267019 + Penalty 3445.923142 = -4883362.343877 nChanged 79 SP:Iteration 16Q (473.792160 sec): 3 clusters Score: Raw -4886819.563665 + Penalty 3445.923142 = -4883373.640523 nChanged 63 SP:Iteration 17Q (473.859542 sec): 3 clusters Score: Raw -4886828.867946 + Penalty 3445.923142 = -4883382.944804 nChanged 49 SP:Iteration 18Q (473.954873 sec): 3 clusters Score: Raw -4886835.780768 + Penalty 3445.923142 = -4883389.857625 nChanged 47 SP:Iteration 19Q (474.018903 sec): 3 clusters Score: Raw -4886842.181782 + Penalty 3445.923142 = -4883396.258639 nChanged 43 SP:Iteration 20F (474.099123 sec): 3 clusters Score: Raw -4886847.753853 + Penalty 3445.923142 = -4883401.830711 nChanged 43 SP:Iteration 21Q (474.161822 sec): 3 clusters Score: Raw -4886853.590379 + Penalty 3445.923142 = -4883407.667237 nChanged 33 SP:Iteration 22Q (474.223970 sec): 3 clusters Score: Raw -4886857.427144 + Penalty 3445.923142 = -4883411.504002 nChanged 33 SP:Iteration 23Q (474.285760 sec): 3 clusters Score: Raw -4886860.600338 + Penalty 3445.923142 = -4883414.677196 nChanged 29 SP:Iteration 24Q (474.356175 sec): 3 clusters Score: Raw -4886863.301617 + Penalty 3445.923142 = -4883417.378474 nChanged 35 SP:Iteration 25Q (474.417851 sec): 3 clusters Score: Raw -4886866.776686 + Penalty 3445.923142 = -4883420.853544 nChanged 36 SP:Iteration 26Q (474.479572 sec): 3 clusters Score: Raw -4886871.212175 + Penalty 3445.923142 = -4883425.289033 nChanged 31 SP:Iteration 27Q (474.548002 sec): 3 clusters Score: Raw -4886875.119839 + Penalty 3445.923142 = -4883429.196697 nChanged 25 SP:Iteration 28Q (474.610516 sec): 3 clusters Score: Raw -4886877.234672 + Penalty 3445.923142 = -4883431.311530 nChanged 18 SP:Iteration 29Q (474.672599 sec): 3 clusters Score: Raw -4886878.623089 + Penalty 3445.923142 = -4883432.699947 nChanged 16 SP:Iteration 30Q (474.734517 sec): 3 clusters Score: Raw -4886880.461582 + Penalty 3445.923142 = -4883434.538440 nChanged 16 SP:Iteration 31Q (474.794871 sec): 3 clusters Score: Raw -4886882.673219 + Penalty 3445.923142 = -4883436.750077 nChanged 18 SP:Iteration 32Q (474.857965 sec): 3 clusters Score: Raw -4886884.420561 + Penalty 3445.923142 = -4883438.497419 nChanged 14 SP:Iteration 33Q (474.920030 sec): 3 clusters Score: Raw -4886885.870350 + Penalty 3445.923142 = -4883439.947208 nChanged 16 SP:Iteration 34Q (474.981881 sec): 3 clusters Score: Raw -4886887.179093 + Penalty 3445.923142 = -4883441.255950 nChanged 13 SP:Iteration 35Q (475.043129 sec): 3 clusters Score: Raw -4886888.453782 + Penalty 3445.923142 = -4883442.530639 nChanged 16 SP:Iteration 36Q (475.109416 sec): 3 clusters Score: Raw -4886889.865769 + Penalty 3445.923142 = -4883443.942627 nChanged 15 SP:Iteration 37Q (475.173372 sec): 3 clusters Score: Raw -4886891.127332 + Penalty 3445.923142 = -4883445.204189 nChanged 15 SP:Iteration 38Q (475.236409 sec): 3 clusters Score: Raw -4886892.382771 + Penalty 3445.923142 = -4883446.459629 nChanged 9 SP:Iteration 39Q (475.298661 sec): 3 clusters Score: Raw -4886893.023246 + Penalty 3445.923142 = -4883447.100103 nChanged 10 SP:Iteration 40F (475.369438 sec): 3 clusters Score: Raw -4886894.012056 + Penalty 3445.923142 = -4883448.088914 nChanged 16 SP:Iteration 41Q (475.437020 sec): 3 clusters Score: Raw -4886895.275191 + Penalty 3445.923142 = -4883449.352049 nChanged 13 SP:Iteration 42Q (475.498158 sec): 3 clusters Score: Raw -4886896.291794 + Penalty 3445.923142 = -4883450.368652 nChanged 7 SP:Iteration 43Q (475.561922 sec): 3 clusters Score: Raw -4886897.054614 + Penalty 3445.923142 = -4883451.131472 nChanged 6 SP:Iteration 44Q (475.622381 sec): 3 clusters Score: Raw -4886897.438597 + Penalty 3445.923142 = -4883451.515455 nChanged 6 SP:Iteration 45Q (475.684619 sec): 3 clusters Score: Raw -4886898.156036 + Penalty 3445.923142 = -4883452.232894 nChanged 8 SP:Iteration 46Q (475.751617 sec): 3 clusters Score: Raw -4886898.704296 + Penalty 3445.923142 = -4883452.781154 nChanged 4 SP:Iteration 47Q (475.842092 sec): 3 clusters Score: Raw -4886899.038845 + Penalty 3445.923142 = -4883453.115703 nChanged 5 SP:Iteration 48Q (475.927549 sec): 3 clusters Score: Raw -4886899.529225 + Penalty 3445.923142 = -4883453.606083 nChanged 3 SP:Iteration 49Q (476.000026 sec): 3 clusters Score: Raw -4886899.750657 + Penalty 3445.923142 = -4883453.827515 nChanged 2 SP:Iteration 50Q (476.061675 sec): 3 clusters Score: Raw -4886899.966988 + Penalty 3445.923142 = -4883454.043845 nChanged 1 SP:Iteration 51Q (476.127975 sec): 3 clusters Score: Raw -4886900.011680 + Penalty 3445.923142 = -4883454.088537 nChanged 0 SP:Iteration 52F (476.198707 sec): 3 clusters Score: Raw -4886900.011680 + Penalty 3445.923142 = -4883454.088537 nChanged 0 Score: Raw -39133843.161941 + Penalty 47416.036041 = -39086427.125900 Splitting cluster 7 changes total score from -39086611.359229 to -39086427.125900 So it's not getting split. Trying to split cluster 8 (7641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.706871 sec): 2 clusters Score: Raw -942726.474396 + Penalty 1452.958612 = -941273.515785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.733838 sec): 3 clusters Score: Raw -938525.621324 + Penalty 2905.917223 = -935619.704101 nChanged 3215 SP:Iteration 1F (480.758401 sec): 3 clusters Score: Raw -940223.080140 + Penalty 2905.917223 = -937317.162917 nChanged 484 SP:Iteration 2F (480.788081 sec): 3 clusters Score: Raw -940443.779935 + Penalty 2905.917223 = -937537.862712 nChanged 395 SP:Iteration 3F (480.812536 sec): 3 clusters Score: Raw -940630.117665 + Penalty 2905.917223 = -937724.200442 nChanged 353 SP:Iteration 4Q (480.837300 sec): 3 clusters Score: Raw -940808.185490 + Penalty 2905.917223 = -937902.268267 nChanged 331 SP:Iteration 5Q (480.861962 sec): 3 clusters Score: Raw -940974.103724 + Penalty 2905.917223 = -938068.186501 nChanged 316 SP:Iteration 6Q (480.916853 sec): 3 clusters Score: Raw -941140.199565 + Penalty 2905.917223 = -938234.282341 nChanged 302 SP:Iteration 7Q (480.962392 sec): 3 clusters Score: Raw -941284.593073 + Penalty 2905.917223 = -938378.675849 nChanged 276 SP:Iteration 8Q (480.987621 sec): 3 clusters Score: Raw -941441.518637 + Penalty 2905.917223 = -938535.601414 nChanged 301 SP:Iteration 9Q (481.012270 sec): 3 clusters Score: Raw -941615.404680 + Penalty 2905.917223 = -938709.487456 nChanged 281 SP:Iteration 10Q (481.036839 sec): 3 clusters Score: Raw -941781.149787 + Penalty 2905.917223 = -938875.232563 nChanged 255 SP:Iteration 11Q (481.061657 sec): 3 clusters Score: Raw -941938.789333 + Penalty 2905.917223 = -939032.872110 nChanged 243 SP:Iteration 12Q (481.086126 sec): 3 clusters Score: Raw -942077.843897 + Penalty 2905.917223 = -939171.926674 nChanged 232 SP:Iteration 13Q (481.110633 sec): 3 clusters Score: Raw -942214.976230 + Penalty 2905.917223 = -939309.059007 nChanged 192 SP:Iteration 14Q (481.139116 sec): 3 clusters Score: Raw -942329.891793 + Penalty 2905.917223 = -939423.974570 nChanged 183 SP:Iteration 15Q (481.174308 sec): 3 clusters Score: Raw -942453.485268 + Penalty 2905.917223 = -939547.568045 nChanged 161 SP:Iteration 16Q (481.198228 sec): 3 clusters Score: Raw -942563.407572 + Penalty 2905.917223 = -939657.490349 nChanged 151 SP:Iteration 17Q (481.221941 sec): 3 clusters Score: Raw -942679.439086 + Penalty 2905.917223 = -939773.521863 nChanged 118 SP:Iteration 18Q (481.281846 sec): 3 clusters Score: Raw -942761.560015 + Penalty 2905.917223 = -939855.642792 nChanged 92 SP:Iteration 19Q (481.305330 sec): 3 clusters Score: Raw -942818.491214 + Penalty 2905.917223 = -939912.573990 nChanged 94 SP:Iteration 20F (481.342022 sec): 3 clusters Score: Raw -942875.970035 + Penalty 2905.917223 = -939970.052811 nChanged 88 SP:Iteration 21Q (481.365560 sec): 3 clusters Score: Raw -942927.965381 + Penalty 2905.917223 = -940022.048158 nChanged 75 SP:Iteration 22Q (481.389144 sec): 3 clusters Score: Raw -942980.774120 + Penalty 2905.917223 = -940074.856897 nChanged 83 SP:Iteration 23Q (481.417875 sec): 3 clusters Score: Raw -943048.367616 + Penalty 2905.917223 = -940142.450393 nChanged 85 SP:Iteration 24Q (481.473268 sec): 3 clusters Score: Raw -943116.356217 + Penalty 2905.917223 = -940210.438994 nChanged 83 SP:Iteration 25Q (481.496422 sec): 3 clusters Score: Raw -943181.477101 + Penalty 2905.917223 = -940275.559878 nChanged 77 SP:Iteration 26Q (481.545790 sec): 3 clusters Score: Raw -943239.483444 + Penalty 2905.917223 = -940333.566220 nChanged 56 SP:Iteration 27Q (481.594804 sec): 3 clusters Score: Raw -943269.273755 + Penalty 2905.917223 = -940363.356532 nChanged 44 SP:Iteration 28Q (481.650518 sec): 3 clusters Score: Raw -943294.677930 + Penalty 2905.917223 = -940388.760707 nChanged 40 SP:Iteration 29Q (481.692089 sec): 3 clusters Score: Raw -943316.049035 + Penalty 2905.917223 = -940410.131812 nChanged 35 SP:Iteration 30Q (481.758303 sec): 3 clusters Score: Raw -943333.807653 + Penalty 2905.917223 = -940427.890430 nChanged 23 SP:Iteration 31Q (481.812002 sec): 3 clusters Score: Raw -943345.859852 + Penalty 2905.917223 = -940439.942629 nChanged 21 SP:Iteration 32Q (481.822248 sec): 3 clusters Score: Raw -943353.981361 + Penalty 2905.917223 = -940448.064138 nChanged 12 SP:Iteration 33Q (481.844551 sec): 3 clusters Score: Raw -943356.336508 + Penalty 2905.917223 = -940450.419285 nChanged 5 SP:Iteration 34Q (481.866783 sec): 3 clusters Score: Raw -943358.290224 + Penalty 2905.917223 = -940452.373001 nChanged 7 SP:Iteration 35Q (481.889136 sec): 3 clusters Score: Raw -943361.440360 + Penalty 2905.917223 = -940455.523136 nChanged 7 SP:Iteration 36Q (481.911440 sec): 3 clusters Score: Raw -943363.492956 + Penalty 2905.917223 = -940457.575733 nChanged 3 SP:Iteration 37Q (481.933674 sec): 3 clusters Score: Raw -943364.075851 + Penalty 2905.917223 = -940458.158628 nChanged 1 SP:Iteration 38Q (481.955860 sec): 3 clusters Score: Raw -943364.641831 + Penalty 2905.917223 = -940458.724608 nChanged 1 SP:Iteration 39Q (481.978743 sec): 3 clusters Score: Raw -943364.913091 + Penalty 2905.917223 = -940458.995868 nChanged 2 SP:Iteration 40F (482.003358 sec): 3 clusters Score: Raw -943365.338265 + Penalty 2905.917223 = -940459.421042 nChanged 2 SP:Iteration 41Q (482.026116 sec): 3 clusters Score: Raw -943365.637783 + Penalty 2905.917223 = -940459.720560 nChanged 1 SP:Iteration 42Q (482.048951 sec): 3 clusters Score: Raw -943365.825064 + Penalty 2905.917223 = -940459.907841 nChanged 1 SP:Iteration 43Q (482.071380 sec): 3 clusters Score: Raw -943365.966268 + Penalty 2905.917223 = -940460.049045 nChanged 0 SP:Iteration 44F (482.100705 sec): 3 clusters Score: Raw -943365.966268 + Penalty 2905.917223 = -940460.049045 nChanged 0 Trying to split cluster 9 (10204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (482.124807 sec): 2 clusters Score: Raw -1227148.964551 + Penalty 1499.961950 = -1225649.002600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (482.154202 sec): 3 clusters Score: Raw -1221339.716182 + Penalty 2999.923901 = -1218339.792281 nChanged 4408 SP:Iteration 1F (482.183378 sec): 3 clusters Score: Raw -1223818.804922 + Penalty 2999.923901 = -1220818.881021 nChanged 725 SP:Iteration 2F (482.211470 sec): 3 clusters Score: Raw -1224379.894525 + Penalty 2999.923901 = -1221379.970625 nChanged 796 SP:Iteration 3F (482.240196 sec): 3 clusters Score: Raw -1225106.170275 + Penalty 2999.923901 = -1222106.246374 nChanged 817 SP:Iteration 4F (482.268521 sec): 3 clusters Score: Raw -1225888.501445 + Penalty 2999.923901 = -1222888.577544 nChanged 786 SP:Iteration 5F (482.297239 sec): 3 clusters Score: Raw -1226551.226615 + Penalty 2999.923901 = -1223551.302714 nChanged 587 SP:Iteration 6F (482.332721 sec): 3 clusters Score: Raw -1226943.125008 + Penalty 2999.923901 = -1223943.201107 nChanged 409 SP:Iteration 7Q (482.360679 sec): 3 clusters Score: Raw -1227131.640684 + Penalty 2999.923901 = -1224131.716783 nChanged 275 SP:Iteration 8Q (482.388621 sec): 3 clusters Score: Raw -1227228.260160 + Penalty 2999.923901 = -1224228.336259 nChanged 176 SP:Iteration 9Q (482.416476 sec): 3 clusters Score: Raw -1227276.961491 + Penalty 2999.923901 = -1224277.037590 nChanged 124 SP:Iteration 10Q (482.444397 sec): 3 clusters Score: Raw -1227304.867774 + Penalty 2999.923901 = -1224304.943874 nChanged 98 SP:Iteration 11Q (482.472397 sec): 3 clusters Score: Raw -1227328.867362 + Penalty 2999.923901 = -1224328.943461 nChanged 77 SP:Iteration 12Q (482.500245 sec): 3 clusters Score: Raw -1227345.692555 + Penalty 2999.923901 = -1224345.768654 nChanged 66 SP:Iteration 13Q (482.528083 sec): 3 clusters Score: Raw -1227359.611732 + Penalty 2999.923901 = -1224359.687832 nChanged 63 SP:Iteration 14Q (482.555790 sec): 3 clusters Score: Raw -1227369.510202 + Penalty 2999.923901 = -1224369.586301 nChanged 53 SP:Iteration 15Q (482.583691 sec): 3 clusters Score: Raw -1227378.770265 + Penalty 2999.923901 = -1224378.846364 nChanged 38 SP:Iteration 16Q (482.611388 sec): 3 clusters Score: Raw -1227384.478958 + Penalty 2999.923901 = -1224384.555057 nChanged 33 SP:Iteration 17Q (482.639126 sec): 3 clusters Score: Raw -1227388.061548 + Penalty 2999.923901 = -1224388.137647 nChanged 21 SP:Iteration 18Q (482.667098 sec): 3 clusters Score: Raw -1227390.660659 + Penalty 2999.923901 = -1224390.736758 nChanged 25 SP:Iteration 19Q (482.694682 sec): 3 clusters Score: Raw -1227393.373501 + Penalty 2999.923901 = -1224393.449600 nChanged 15 SP:Iteration 20F (482.723281 sec): 3 clusters Score: Raw -1227394.551061 + Penalty 2999.923901 = -1224394.627160 nChanged 17 SP:Iteration 21Q (482.760824 sec): 3 clusters Score: Raw -1227396.900012 + Penalty 2999.923901 = -1224396.976111 nChanged 16 SP:Iteration 22Q (482.788638 sec): 3 clusters Score: Raw -1227398.628538 + Penalty 2999.923901 = -1224398.704637 nChanged 16 SP:Iteration 23Q (482.816351 sec): 3 clusters Score: Raw -1227400.158596 + Penalty 2999.923901 = -1224400.234695 nChanged 15 SP:Iteration 24Q (482.844226 sec): 3 clusters Score: Raw -1227401.164557 + Penalty 2999.923901 = -1224401.240656 nChanged 7 SP:Iteration 25Q (482.880837 sec): 3 clusters Score: Raw -1227401.640514 + Penalty 2999.923901 = -1224401.716613 nChanged 5 SP:Iteration 26Q (482.908567 sec): 3 clusters Score: Raw -1227402.173443 + Penalty 2999.923901 = -1224402.249542 nChanged 7 SP:Iteration 27Q (482.936682 sec): 3 clusters Score: Raw -1227402.761742 + Penalty 2999.923901 = -1224402.837842 nChanged 2 SP:Iteration 28Q (482.993537 sec): 3 clusters Score: Raw -1227402.946788 + Penalty 2999.923901 = -1224403.022887 nChanged 2 SP:Iteration 29Q (483.055861 sec): 3 clusters Score: Raw -1227403.142941 + Penalty 2999.923901 = -1224403.219040 nChanged 3 SP:Iteration 30Q (483.094068 sec): 3 clusters Score: Raw -1227403.490618 + Penalty 2999.923901 = -1224403.566717 nChanged 7 SP:Iteration 31Q (483.122192 sec): 3 clusters Score: Raw -1227404.047628 + Penalty 2999.923901 = -1224404.123728 nChanged 6 SP:Iteration 32Q (483.149979 sec): 3 clusters Score: Raw -1227404.711853 + Penalty 2999.923901 = -1224404.787952 nChanged 9 SP:Iteration 33Q (483.177635 sec): 3 clusters Score: Raw -1227405.477778 + Penalty 2999.923901 = -1224405.553877 nChanged 8 SP:Iteration 34Q (483.205605 sec): 3 clusters Score: Raw -1227406.350810 + Penalty 2999.923901 = -1224406.426909 nChanged 5 SP:Iteration 35Q (483.259919 sec): 3 clusters Score: Raw -1227406.825186 + Penalty 2999.923901 = -1224406.901285 nChanged 8 SP:Iteration 36Q (483.320521 sec): 3 clusters Score: Raw -1227407.678666 + Penalty 2999.923901 = -1224407.754765 nChanged 4 SP:Iteration 37Q (483.383852 sec): 3 clusters Score: Raw -1227407.807814 + Penalty 2999.923901 = -1224407.883913 nChanged 3 SP:Iteration 38Q (483.406415 sec): 3 clusters Score: Raw -1227407.996800 + Penalty 2999.923901 = -1224408.072900 nChanged 2 SP:Iteration 39Q (483.434100 sec): 3 clusters Score: Raw -1227408.201473 + Penalty 2999.923901 = -1224408.277572 nChanged 5 SP:Iteration 40F (483.462473 sec): 3 clusters Score: Raw -1227408.750117 + Penalty 2999.923901 = -1224408.826216 nChanged 4 SP:Iteration 41Q (483.512849 sec): 3 clusters Score: Raw -1227409.149747 + Penalty 2999.923901 = -1224409.225846 nChanged 5 SP:Iteration 42Q (483.560677 sec): 3 clusters Score: Raw -1227409.537859 + Penalty 2999.923901 = -1224409.613958 nChanged 7 SP:Iteration 43Q (483.594375 sec): 3 clusters Score: Raw -1227410.086580 + Penalty 2999.923901 = -1224410.162680 nChanged 7 SP:Iteration 44Q (483.622016 sec): 3 clusters Score: Raw -1227410.921102 + Penalty 2999.923901 = -1224410.997202 nChanged 6 SP:Iteration 45Q (483.649801 sec): 3 clusters Score: Raw -1227411.271833 + Penalty 2999.923901 = -1224411.347932 nChanged 5 SP:Iteration 46Q (483.679590 sec): 3 clusters Score: Raw -1227411.554792 + Penalty 2999.923901 = -1224411.630891 nChanged 2 SP:Iteration 47Q (483.734630 sec): 3 clusters Score: Raw -1227411.711710 + Penalty 2999.923901 = -1224411.787809 nChanged 2 SP:Iteration 48Q (483.762460 sec): 3 clusters Score: Raw -1227411.889965 + Penalty 2999.923901 = -1224411.966065 nChanged 4 SP:Iteration 49Q (483.790452 sec): 3 clusters Score: Raw -1227412.291588 + Penalty 2999.923901 = -1224412.367687 nChanged 8 SP:Iteration 50Q (483.818115 sec): 3 clusters Score: Raw -1227412.963404 + Penalty 2999.923901 = -1224413.039503 nChanged 5 SP:Iteration 51Q (483.845931 sec): 3 clusters Score: Raw -1227413.351851 + Penalty 2999.923901 = -1224413.427950 nChanged 4 SP:Iteration 52Q (483.878164 sec): 3 clusters Score: Raw -1227413.563217 + Penalty 2999.923901 = -1224413.639317 nChanged 3 SP:Iteration 53Q (483.905964 sec): 3 clusters Score: Raw -1227413.788875 + Penalty 2999.923901 = -1224413.864974 nChanged 1 SP:Iteration 54Q (483.933759 sec): 3 clusters Score: Raw -1227413.852986 + Penalty 2999.923901 = -1224413.929085 nChanged 1 SP:Iteration 55Q (483.961444 sec): 3 clusters Score: Raw -1227413.916856 + Penalty 2999.923901 = -1224413.992955 nChanged 0 SP:Iteration 56F (483.992885 sec): 3 clusters Score: Raw -1227413.916856 + Penalty 2999.923901 = -1224413.992955 nChanged 0 Trying to split cluster 10 (6132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (484.011674 sec): 2 clusters Score: Raw -805740.588367 + Penalty 1417.207389 = -804323.380978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (484.044610 sec): 3 clusters Score: Raw -802509.388585 + Penalty 2834.414778 = -799674.973807 nChanged 2516 SP:Iteration 1F (484.067051 sec): 3 clusters Score: Raw -803888.943485 + Penalty 2834.414778 = -801054.528707 nChanged 445 SP:Iteration 2F (484.089518 sec): 3 clusters Score: Raw -804117.486840 + Penalty 2834.414778 = -801283.072062 nChanged 285 SP:Iteration 3Q (484.111706 sec): 3 clusters Score: Raw -804251.656131 + Penalty 2834.414778 = -801417.241353 nChanged 216 SP:Iteration 4Q (484.134308 sec): 3 clusters Score: Raw -804334.787363 + Penalty 2834.414778 = -801500.372585 nChanged 169 SP:Iteration 5Q (484.160183 sec): 3 clusters Score: Raw -804398.876006 + Penalty 2834.414778 = -801564.461228 nChanged 147 SP:Iteration 6Q (484.182953 sec): 3 clusters Score: Raw -804459.873690 + Penalty 2834.414778 = -801625.458912 nChanged 154 SP:Iteration 7Q (484.215040 sec): 3 clusters Score: Raw -804520.008124 + Penalty 2834.414778 = -801685.593346 nChanged 143 SP:Iteration 8Q (484.237566 sec): 3 clusters Score: Raw -804571.488996 + Penalty 2834.414778 = -801737.074218 nChanged 130 SP:Iteration 9Q (484.266535 sec): 3 clusters Score: Raw -804620.360714 + Penalty 2834.414778 = -801785.945936 nChanged 128 SP:Iteration 10Q (484.289227 sec): 3 clusters Score: Raw -804668.780220 + Penalty 2834.414778 = -801834.365442 nChanged 121 SP:Iteration 11Q (484.311615 sec): 3 clusters Score: Raw -804713.513978 + Penalty 2834.414778 = -801879.099200 nChanged 127 SP:Iteration 12Q (484.334125 sec): 3 clusters Score: Raw -804763.479540 + Penalty 2834.414778 = -801929.064762 nChanged 136 SP:Iteration 13Q (484.356708 sec): 3 clusters Score: Raw -804836.188879 + Penalty 2834.414778 = -802001.774101 nChanged 160 SP:Iteration 14Q (484.379238 sec): 3 clusters Score: Raw -804950.382042 + Penalty 2834.414778 = -802115.967264 nChanged 182 SP:Iteration 15Q (484.401831 sec): 3 clusters Score: Raw -805090.811546 + Penalty 2834.414778 = -802256.396768 nChanged 176 SP:Iteration 16Q (484.424376 sec): 3 clusters Score: Raw -805221.033550 + Penalty 2834.414778 = -802386.618772 nChanged 181 SP:Iteration 17Q (484.446738 sec): 3 clusters Score: Raw -805320.509476 + Penalty 2834.414778 = -802486.094698 nChanged 154 SP:Iteration 18Q (484.474522 sec): 3 clusters Score: Raw -805408.182124 + Penalty 2834.414778 = -802573.767346 nChanged 158 SP:Iteration 19Q (484.496620 sec): 3 clusters Score: Raw -805499.352834 + Penalty 2834.414778 = -802664.938056 nChanged 142 SP:Iteration 20F (484.518904 sec): 3 clusters Score: Raw -805568.778399 + Penalty 2834.414778 = -802734.363621 nChanged 124 SP:Iteration 21Q (484.572806 sec): 3 clusters Score: Raw -805617.881676 + Penalty 2834.414778 = -802783.466898 nChanged 103 SP:Iteration 22Q (484.623081 sec): 3 clusters Score: Raw -805673.432606 + Penalty 2834.414778 = -802839.017828 nChanged 109 SP:Iteration 23Q (484.647116 sec): 3 clusters Score: Raw -805723.629348 + Penalty 2834.414778 = -802889.214570 nChanged 101 SP:Iteration 24Q (484.669277 sec): 3 clusters Score: Raw -805773.098258 + Penalty 2834.414778 = -802938.683480 nChanged 89 SP:Iteration 25Q (484.704730 sec): 3 clusters Score: Raw -805812.943796 + Penalty 2834.414778 = -802978.529018 nChanged 90 SP:Iteration 26Q (484.726905 sec): 3 clusters Score: Raw -805853.194912 + Penalty 2834.414778 = -803018.780134 nChanged 89 SP:Iteration 27Q (484.748850 sec): 3 clusters Score: Raw -805889.919882 + Penalty 2834.414778 = -803055.505104 nChanged 82 SP:Iteration 28Q (484.771073 sec): 3 clusters Score: Raw -805918.699886 + Penalty 2834.414778 = -803084.285108 nChanged 76 SP:Iteration 29Q (484.797502 sec): 3 clusters Score: Raw -805943.216223 + Penalty 2834.414778 = -803108.801445 nChanged 74 SP:Iteration 30Q (484.819529 sec): 3 clusters Score: Raw -805969.183527 + Penalty 2834.414778 = -803134.768749 nChanged 70 SP:Iteration 31Q (484.841255 sec): 3 clusters Score: Raw -805993.493887 + Penalty 2834.414778 = -803159.079109 nChanged 67 SP:Iteration 32Q (484.874954 sec): 3 clusters Score: Raw -806015.410652 + Penalty 2834.414778 = -803180.995874 nChanged 58 SP:Iteration 33Q (484.896891 sec): 3 clusters Score: Raw -806037.930761 + Penalty 2834.414778 = -803203.515983 nChanged 65 SP:Iteration 34Q (484.923599 sec): 3 clusters Score: Raw -806059.430326 + Penalty 2834.414778 = -803225.015548 nChanged 60 SP:Iteration 35Q (484.949654 sec): 3 clusters Score: Raw -806078.004949 + Penalty 2834.414778 = -803243.590171 nChanged 49 SP:Iteration 36Q (484.971397 sec): 3 clusters Score: Raw -806091.825520 + Penalty 2834.414778 = -803257.410742 nChanged 50 SP:Iteration 37Q (484.993222 sec): 3 clusters Score: Raw -806112.376736 + Penalty 2834.414778 = -803277.961958 nChanged 61 SP:Iteration 38Q (485.014711 sec): 3 clusters Score: Raw -806145.557359 + Penalty 2834.414778 = -803311.142581 nChanged 78 SP:Iteration 39Q (485.036402 sec): 3 clusters Score: Raw -806191.716271 + Penalty 2834.414778 = -803357.301493 nChanged 106 SP:Iteration 40F (485.059031 sec): 3 clusters Score: Raw -806253.781345 + Penalty 2834.414778 = -803419.366567 nChanged 103 SP:Iteration 41Q (485.083900 sec): 3 clusters Score: Raw -806314.737178 + Penalty 2834.414778 = -803480.322400 nChanged 98 SP:Iteration 42Q (485.105781 sec): 3 clusters Score: Raw -806385.494452 + Penalty 2834.414778 = -803551.079674 nChanged 107 SP:Iteration 43Q (485.127549 sec): 3 clusters Score: Raw -806446.663566 + Penalty 2834.414778 = -803612.248788 nChanged 78 SP:Iteration 44Q (485.153802 sec): 3 clusters Score: Raw -806483.248850 + Penalty 2834.414778 = -803648.834072 nChanged 75 SP:Iteration 45Q (485.175191 sec): 3 clusters Score: Raw -806514.801484 + Penalty 2834.414778 = -803680.386706 nChanged 49 SP:Iteration 46Q (485.196448 sec): 3 clusters Score: Raw -806531.484059 + Penalty 2834.414778 = -803697.069281 nChanged 45 SP:Iteration 47Q (485.251571 sec): 3 clusters Score: Raw -806544.463196 + Penalty 2834.414778 = -803710.048418 nChanged 28 SP:Iteration 48Q (485.303680 sec): 3 clusters Score: Raw -806551.690547 + Penalty 2834.414778 = -803717.275769 nChanged 21 SP:Iteration 49Q (485.328579 sec): 3 clusters Score: Raw -806556.973484 + Penalty 2834.414778 = -803722.558706 nChanged 17 SP:Iteration 50Q (485.349766 sec): 3 clusters Score: Raw -806561.974723 + Penalty 2834.414778 = -803727.559945 nChanged 14 SP:Iteration 51Q (485.371107 sec): 3 clusters Score: Raw -806566.256278 + Penalty 2834.414778 = -803731.841500 nChanged 19 SP:Iteration 52Q (485.399190 sec): 3 clusters Score: Raw -806572.810088 + Penalty 2834.414778 = -803738.395310 nChanged 21 SP:Iteration 53Q (485.431263 sec): 3 clusters Score: Raw -806577.621412 + Penalty 2834.414778 = -803743.206634 nChanged 21 SP:Iteration 54Q (485.462829 sec): 3 clusters Score: Raw -806581.747330 + Penalty 2834.414778 = -803747.332552 nChanged 9 SP:Iteration 55Q (485.483943 sec): 3 clusters Score: Raw -806583.760097 + Penalty 2834.414778 = -803749.345319 nChanged 7 SP:Iteration 56Q (485.505229 sec): 3 clusters Score: Raw -806585.000743 + Penalty 2834.414778 = -803750.585965 nChanged 3 SP:Iteration 57Q (485.526652 sec): 3 clusters Score: Raw -806585.326270 + Penalty 2834.414778 = -803750.911492 nChanged 0 SP:Iteration 58F (485.563116 sec): 3 clusters Score: Raw -806585.326270 + Penalty 2834.414778 = -803750.911492 nChanged 0 Trying to split cluster 11 (15391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.594543 sec): 2 clusters Score: Raw -1946260.175277 + Penalty 1566.749958 = -1944693.425319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.638043 sec): 3 clusters Score: Raw -1937300.573957 + Penalty 3133.499916 = -1934167.074041 nChanged 6809 SP:Iteration 1F (485.674725 sec): 3 clusters Score: Raw -1940848.936606 + Penalty 3133.499916 = -1937715.436690 nChanged 796 SP:Iteration 2F (485.710471 sec): 3 clusters Score: Raw -1941120.419961 + Penalty 3133.499916 = -1937986.920045 nChanged 718 SP:Iteration 3Q (485.746513 sec): 3 clusters Score: Raw -1941358.662039 + Penalty 3133.499916 = -1938225.162123 nChanged 631 SP:Iteration 4Q (485.790467 sec): 3 clusters Score: Raw -1941574.400422 + Penalty 3133.499916 = -1938440.900506 nChanged 624 SP:Iteration 5Q (485.826509 sec): 3 clusters Score: Raw -1941808.777495 + Penalty 3133.499916 = -1938675.277580 nChanged 669 SP:Iteration 6Q (485.867356 sec): 3 clusters Score: Raw -1942114.350472 + Penalty 3133.499916 = -1938980.850556 nChanged 732 SP:Iteration 7Q (485.909803 sec): 3 clusters Score: Raw -1942492.639322 + Penalty 3133.499916 = -1939359.139407 nChanged 782 SP:Iteration 8F (485.947878 sec): 3 clusters Score: Raw -1942973.883040 + Penalty 3133.499916 = -1939840.383125 nChanged 868 SP:Iteration 9F (485.992460 sec): 3 clusters Score: Raw -1943591.459747 + Penalty 3133.499916 = -1940457.959831 nChanged 861 SP:Iteration 10F (486.032733 sec): 3 clusters Score: Raw -1944267.741976 + Penalty 3133.499916 = -1941134.242061 nChanged 756 SP:Iteration 11Q (486.068339 sec): 3 clusters Score: Raw -1944899.738601 + Penalty 3133.499916 = -1941766.238685 nChanged 603 SP:Iteration 12Q (486.103504 sec): 3 clusters Score: Raw -1945417.656672 + Penalty 3133.499916 = -1942284.156757 nChanged 423 SP:Iteration 13Q (486.140465 sec): 3 clusters Score: Raw -1945780.517054 + Penalty 3133.499916 = -1942647.017138 nChanged 284 SP:Iteration 14Q (486.173765 sec): 3 clusters Score: Raw -1946006.321104 + Penalty 3133.499916 = -1942872.821188 nChanged 176 SP:Iteration 15Q (486.208644 sec): 3 clusters Score: Raw -1946145.815808 + Penalty 3133.499916 = -1943012.315892 nChanged 125 SP:Iteration 16Q (486.242813 sec): 3 clusters Score: Raw -1946228.003116 + Penalty 3133.499916 = -1943094.503201 nChanged 71 SP:Iteration 17Q (486.273818 sec): 3 clusters Score: Raw -1946272.709822 + Penalty 3133.499916 = -1943139.209906 nChanged 49 SP:Iteration 18Q (486.310905 sec): 3 clusters Score: Raw -1946304.707409 + Penalty 3133.499916 = -1943171.207493 nChanged 31 SP:Iteration 19Q (486.349836 sec): 3 clusters Score: Raw -1946322.356786 + Penalty 3133.499916 = -1943188.856871 nChanged 34 SP:Iteration 20F (486.389277 sec): 3 clusters Score: Raw -1946342.566159 + Penalty 3133.499916 = -1943209.066244 nChanged 23 SP:Iteration 21Q (486.419556 sec): 3 clusters Score: Raw -1946355.678447 + Penalty 3133.499916 = -1943222.178532 nChanged 25 SP:Iteration 22Q (486.449461 sec): 3 clusters Score: Raw -1946370.476801 + Penalty 3133.499916 = -1943236.976885 nChanged 18 SP:Iteration 23Q (486.480893 sec): 3 clusters Score: Raw -1946384.772762 + Penalty 3133.499916 = -1943251.272847 nChanged 13 SP:Iteration 24Q (486.510999 sec): 3 clusters Score: Raw -1946392.788200 + Penalty 3133.499916 = -1943259.288284 nChanged 13 SP:Iteration 25Q (486.540723 sec): 3 clusters Score: Raw -1946400.805684 + Penalty 3133.499916 = -1943267.305769 nChanged 7 SP:Iteration 26Q (486.570553 sec): 3 clusters Score: Raw -1946404.412125 + Penalty 3133.499916 = -1943270.912210 nChanged 1 SP:Iteration 27Q (486.600396 sec): 3 clusters Score: Raw -1946404.914151 + Penalty 3133.499916 = -1943271.414235 nChanged 1 SP:Iteration 28Q (486.630103 sec): 3 clusters Score: Raw -1946405.203906 + Penalty 3133.499916 = -1943271.703991 nChanged 0 SP:Iteration 29F (486.665533 sec): 3 clusters Score: Raw -1946405.203906 + Penalty 3133.499916 = -1943271.703991 nChanged 0 Trying to split cluster 12 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (486.676785 sec): 2 clusters Score: Raw -17464.691875 + Penalty 845.651087 = -16619.040788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (486.678479 sec): 3 clusters Score: Raw -17665.842320 + Penalty 1691.302173 = -15974.540146 nChanged 28 SP:Iteration 1F (486.679985 sec): 3 clusters Score: Raw -17799.081560 + Penalty 1691.302173 = -16107.779387 nChanged 10 SP:Iteration 2F (486.681597 sec): 3 clusters Score: Raw -17849.034771 + Penalty 1691.302173 = -16157.732598 nChanged 7 SP:Iteration 3Q (486.683055 sec): 3 clusters Score: Raw -17904.953767 + Penalty 1691.302173 = -16213.651593 nChanged 4 SP:Iteration 4Q (486.684405 sec): 3 clusters Score: Raw -17917.979213 + Penalty 1691.302173 = -16226.677039 nChanged 2 SP:Iteration 5Q (486.685838 sec): 3 clusters Score: Raw -17926.286941 + Penalty 1691.302173 = -16234.984768 nChanged 0 SP:Iteration 6F (486.687339 sec): 3 clusters Score: Raw -17926.286941 + Penalty 1691.302173 = -16234.984768 nChanged 0 Trying to split cluster 13 (28460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (486.732627 sec): 2 clusters Score: Raw -3558215.049445 + Penalty 1666.641417 = -3556548.408029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (486.789970 sec): 3 clusters Score: Raw -3540592.139861 + Penalty 3333.282833 = -3537258.857028 nChanged 13097 SP:Iteration 1F (486.856471 sec): 3 clusters Score: Raw -3547938.271694 + Penalty 3333.282833 = -3544604.988861 nChanged 1348 SP:Iteration 2Q (486.911816 sec): 3 clusters Score: Raw -3548377.339213 + Penalty 3333.282833 = -3545044.056380 nChanged 1309 SP:Iteration 3Q (486.967844 sec): 3 clusters Score: Raw -3548809.222344 + Penalty 3333.282833 = -3545475.939510 nChanged 1262 SP:Iteration 4Q (487.022974 sec): 3 clusters Score: Raw -3549258.664408 + Penalty 3333.282833 = -3545925.381574 nChanged 1268 SP:Iteration 5Q (487.078589 sec): 3 clusters Score: Raw -3549802.399199 + Penalty 3333.282833 = -3546469.116366 nChanged 1394 SP:Iteration 6Q (487.134275 sec): 3 clusters Score: Raw -3550556.958320 + Penalty 3333.282833 = -3547223.675487 nChanged 1597 SP:Iteration 7F (487.187760 sec): 3 clusters Score: Raw -3551576.687531 + Penalty 3333.282833 = -3548243.404697 nChanged 1608 SP:Iteration 8F (487.241484 sec): 3 clusters Score: Raw -3552677.156610 + Penalty 3333.282833 = -3549343.873777 nChanged 1581 SP:Iteration 9F (487.296095 sec): 3 clusters Score: Raw -3553902.217136 + Penalty 3333.282833 = -3550568.934303 nChanged 1532 SP:Iteration 10F (487.349483 sec): 3 clusters Score: Raw -3555133.705150 + Penalty 3333.282833 = -3551800.422317 nChanged 1236 SP:Iteration 11Q (487.402211 sec): 3 clusters Score: Raw -3556106.594997 + Penalty 3333.282833 = -3552773.312163 nChanged 909 SP:Iteration 12Q (487.452904 sec): 3 clusters Score: Raw -3556833.193023 + Penalty 3333.282833 = -3553499.910190 nChanged 688 SP:Iteration 13Q (487.501165 sec): 3 clusters Score: Raw -3557373.660096 + Penalty 3333.282833 = -3554040.377262 nChanged 446 SP:Iteration 14Q (487.548892 sec): 3 clusters Score: Raw -3557701.905628 + Penalty 3333.282833 = -3554368.622795 nChanged 308 SP:Iteration 15Q (487.594792 sec): 3 clusters Score: Raw -3557920.719380 + Penalty 3333.282833 = -3554587.436547 nChanged 222 SP:Iteration 16Q (487.640081 sec): 3 clusters Score: Raw -3558092.584952 + Penalty 3333.282833 = -3554759.302119 nChanged 137 SP:Iteration 17Q (487.684798 sec): 3 clusters Score: Raw -3558185.806033 + Penalty 3333.282833 = -3554852.523200 nChanged 82 SP:Iteration 18Q (487.735182 sec): 3 clusters Score: Raw -3558236.707023 + Penalty 3333.282833 = -3554903.424190 nChanged 60 SP:Iteration 19Q (487.781653 sec): 3 clusters Score: Raw -3558281.056142 + Penalty 3333.282833 = -3554947.773309 nChanged 40 SP:Iteration 20F (487.835261 sec): 3 clusters Score: Raw -3558312.830326 + Penalty 3333.282833 = -3554979.547492 nChanged 35 SP:Iteration 21Q (487.879170 sec): 3 clusters Score: Raw -3558336.431749 + Penalty 3333.282833 = -3555003.148916 nChanged 28 SP:Iteration 22Q (487.923912 sec): 3 clusters Score: Raw -3558359.197274 + Penalty 3333.282833 = -3555025.914441 nChanged 22 SP:Iteration 23Q (487.968027 sec): 3 clusters Score: Raw -3558373.768169 + Penalty 3333.282833 = -3555040.485336 nChanged 16 SP:Iteration 24Q (488.011955 sec): 3 clusters Score: Raw -3558383.604311 + Penalty 3333.282833 = -3555050.321478 nChanged 10 SP:Iteration 25Q (488.056158 sec): 3 clusters Score: Raw -3558389.927231 + Penalty 3333.282833 = -3555056.644398 nChanged 12 SP:Iteration 26Q (488.100427 sec): 3 clusters Score: Raw -3558397.485305 + Penalty 3333.282833 = -3555064.202471 nChanged 11 SP:Iteration 27Q (488.144293 sec): 3 clusters Score: Raw -3558404.125886 + Penalty 3333.282833 = -3555070.843052 nChanged 6 SP:Iteration 28Q (488.194436 sec): 3 clusters Score: Raw -3558410.163721 + Penalty 3333.282833 = -3555076.880888 nChanged 9 SP:Iteration 29Q (488.238081 sec): 3 clusters Score: Raw -3558415.765940 + Penalty 3333.282833 = -3555082.483107 nChanged 2 SP:Iteration 30Q (488.282431 sec): 3 clusters Score: Raw -3558417.023473 + Penalty 3333.282833 = -3555083.740640 nChanged 1 SP:Iteration 31Q (488.332629 sec): 3 clusters Score: Raw -3558417.742115 + Penalty 3333.282833 = -3555084.459282 nChanged 1 SP:Iteration 32Q (488.376340 sec): 3 clusters Score: Raw -3558418.592902 + Penalty 3333.282833 = -3555085.310069 nChanged 1 SP:Iteration 33Q (488.423259 sec): 3 clusters Score: Raw -3558419.032352 + Penalty 3333.282833 = -3555085.749519 nChanged 0 SP:Iteration 34F (488.477915 sec): 3 clusters Score: Raw -3558419.032352 + Penalty 3333.282833 = -3555085.749519 nChanged 0 Trying to split cluster 14 (18535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (488.506707 sec): 2 clusters Score: Raw -2166381.354821 + Penalty 1596.955119 = -2164784.399702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (488.563948 sec): 3 clusters Score: Raw -2155238.246143 + Penalty 3193.910238 = -2152044.335905 nChanged 8328 SP:Iteration 1F (488.603317 sec): 3 clusters Score: Raw -2159765.406597 + Penalty 3193.910238 = -2156571.496360 nChanged 1059 SP:Iteration 2F (488.643201 sec): 3 clusters Score: Raw -2160239.251976 + Penalty 3193.910238 = -2157045.341738 nChanged 1019 SP:Iteration 3F (488.682870 sec): 3 clusters Score: Raw -2160825.003187 + Penalty 3193.910238 = -2157631.092949 nChanged 1107 SP:Iteration 4F (488.722780 sec): 3 clusters Score: Raw -2161614.495564 + Penalty 3193.910238 = -2158420.585326 nChanged 1232 SP:Iteration 5F (488.766994 sec): 3 clusters Score: Raw -2162684.811370 + Penalty 3193.910238 = -2159490.901132 nChanged 1349 SP:Iteration 6F (488.806850 sec): 3 clusters Score: Raw -2163849.840081 + Penalty 3193.910238 = -2160655.929844 nChanged 1259 SP:Iteration 7F (488.848016 sec): 3 clusters Score: Raw -2164689.462958 + Penalty 3193.910238 = -2161495.552720 nChanged 969 SP:Iteration 8F (488.887625 sec): 3 clusters Score: Raw -2165136.299198 + Penalty 3193.910238 = -2161942.388960 nChanged 641 SP:Iteration 9Q (488.929634 sec): 3 clusters Score: Raw -2165319.144960 + Penalty 3193.910238 = -2162125.234722 nChanged 360 SP:Iteration 10Q (488.969054 sec): 3 clusters Score: Raw -2165391.942190 + Penalty 3193.910238 = -2162198.031952 nChanged 227 SP:Iteration 11Q (489.008046 sec): 3 clusters Score: Raw -2165430.065051 + Penalty 3193.910238 = -2162236.154814 nChanged 172 SP:Iteration 12Q (489.047542 sec): 3 clusters Score: Raw -2165458.871244 + Penalty 3193.910238 = -2162264.961007 nChanged 147 SP:Iteration 13Q (489.086461 sec): 3 clusters Score: Raw -2165485.382832 + Penalty 3193.910238 = -2162291.472595 nChanged 129 SP:Iteration 14Q (489.125284 sec): 3 clusters Score: Raw -2165505.691225 + Penalty 3193.910238 = -2162311.780987 nChanged 134 SP:Iteration 15Q (489.169847 sec): 3 clusters Score: Raw -2165526.988898 + Penalty 3193.910238 = -2162333.078661 nChanged 134 SP:Iteration 16Q (489.209172 sec): 3 clusters Score: Raw -2165547.770815 + Penalty 3193.910238 = -2162353.860578 nChanged 136 SP:Iteration 17Q (489.248080 sec): 3 clusters Score: Raw -2165568.372293 + Penalty 3193.910238 = -2162374.462056 nChanged 125 SP:Iteration 18Q (489.287359 sec): 3 clusters Score: Raw -2165585.893599 + Penalty 3193.910238 = -2162391.983362 nChanged 103 SP:Iteration 19Q (489.326290 sec): 3 clusters Score: Raw -2165599.700365 + Penalty 3193.910238 = -2162405.790127 nChanged 104 SP:Iteration 20F (489.365923 sec): 3 clusters Score: Raw -2165612.444920 + Penalty 3193.910238 = -2162418.534683 nChanged 97 SP:Iteration 21Q (489.405051 sec): 3 clusters Score: Raw -2165626.698654 + Penalty 3193.910238 = -2162432.788417 nChanged 107 SP:Iteration 22Q (489.455805 sec): 3 clusters Score: Raw -2165643.447092 + Penalty 3193.910238 = -2162449.536855 nChanged 103 SP:Iteration 23Q (489.494584 sec): 3 clusters Score: Raw -2165657.467210 + Penalty 3193.910238 = -2162463.556973 nChanged 106 SP:Iteration 24Q (489.533398 sec): 3 clusters Score: Raw -2165670.179493 + Penalty 3193.910238 = -2162476.269255 nChanged 97 SP:Iteration 25Q (489.577484 sec): 3 clusters Score: Raw -2165682.198390 + Penalty 3193.910238 = -2162488.288153 nChanged 93 SP:Iteration 26Q (489.616489 sec): 3 clusters Score: Raw -2165694.181620 + Penalty 3193.910238 = -2162500.271383 nChanged 93 SP:Iteration 27Q (489.655442 sec): 3 clusters Score: Raw -2165705.012881 + Penalty 3193.910238 = -2162511.102643 nChanged 93 SP:Iteration 28Q (489.701434 sec): 3 clusters Score: Raw -2165717.520595 + Penalty 3193.910238 = -2162523.610357 nChanged 98 SP:Iteration 29Q (489.740213 sec): 3 clusters Score: Raw -2165729.869790 + Penalty 3193.910238 = -2162535.959552 nChanged 91 SP:Iteration 30Q (489.779332 sec): 3 clusters Score: Raw -2165742.597447 + Penalty 3193.910238 = -2162548.687210 nChanged 102 SP:Iteration 31Q (489.818186 sec): 3 clusters Score: Raw -2165756.328778 + Penalty 3193.910238 = -2162562.418541 nChanged 104 SP:Iteration 32Q (489.857142 sec): 3 clusters Score: Raw -2165771.503952 + Penalty 3193.910238 = -2162577.593714 nChanged 101 SP:Iteration 33Q (489.897962 sec): 3 clusters Score: Raw -2165783.494025 + Penalty 3193.910238 = -2162589.583787 nChanged 89 SP:Iteration 34Q (489.936675 sec): 3 clusters Score: Raw -2165793.358779 + Penalty 3193.910238 = -2162599.448542 nChanged 89 SP:Iteration 35Q (490.005762 sec): 3 clusters Score: Raw -2165805.182679 + Penalty 3193.910238 = -2162611.272441 nChanged 99 SP:Iteration 36Q (490.044223 sec): 3 clusters Score: Raw -2165818.608450 + Penalty 3193.910238 = -2162624.698213 nChanged 104 SP:Iteration 37Q (490.083363 sec): 3 clusters Score: Raw -2165833.518529 + Penalty 3193.910238 = -2162639.608292 nChanged 105 SP:Iteration 38Q (490.122167 sec): 3 clusters Score: Raw -2165850.470138 + Penalty 3193.910238 = -2162656.559900 nChanged 118 SP:Iteration 39Q (490.160809 sec): 3 clusters Score: Raw -2165873.471789 + Penalty 3193.910238 = -2162679.561551 nChanged 138 SP:Iteration 40F (490.200668 sec): 3 clusters Score: Raw -2165907.037617 + Penalty 3193.910238 = -2162713.127379 nChanged 169 SP:Iteration 41Q (490.239673 sec): 3 clusters Score: Raw -2165952.184788 + Penalty 3193.910238 = -2162758.274550 nChanged 173 SP:Iteration 42Q (490.282217 sec): 3 clusters Score: Raw -2166005.006868 + Penalty 3193.910238 = -2162811.096630 nChanged 175 SP:Iteration 43Q (490.320942 sec): 3 clusters Score: Raw -2166062.704011 + Penalty 3193.910238 = -2162868.793774 nChanged 205 SP:Iteration 44Q (490.366529 sec): 3 clusters Score: Raw -2166132.538044 + Penalty 3193.910238 = -2162938.627806 nChanged 197 SP:Iteration 45Q (490.405407 sec): 3 clusters Score: Raw -2166192.436333 + Penalty 3193.910238 = -2162998.526095 nChanged 197 SP:Iteration 46Q (490.444231 sec): 3 clusters Score: Raw -2166242.849957 + Penalty 3193.910238 = -2163048.939719 nChanged 169 SP:Iteration 47Q (490.483815 sec): 3 clusters Score: Raw -2166282.265333 + Penalty 3193.910238 = -2163088.355095 nChanged 161 SP:Iteration 48Q (490.522461 sec): 3 clusters Score: Raw -2166315.580343 + Penalty 3193.910238 = -2163121.670105 nChanged 150 SP:Iteration 49Q (490.561188 sec): 3 clusters Score: Raw -2166342.166998 + Penalty 3193.910238 = -2163148.256760 nChanged 110 SP:Iteration 50Q (490.599847 sec): 3 clusters Score: Raw -2166357.751264 + Penalty 3193.910238 = -2163163.841026 nChanged 81 SP:Iteration 51Q (490.638305 sec): 3 clusters Score: Raw -2166369.622805 + Penalty 3193.910238 = -2163175.712568 nChanged 84 SP:Iteration 52Q (490.676440 sec): 3 clusters Score: Raw -2166381.681604 + Penalty 3193.910238 = -2163187.771366 nChanged 80 SP:Iteration 53Q (490.724158 sec): 3 clusters Score: Raw -2166393.208875 + Penalty 3193.910238 = -2163199.298638 nChanged 72 SP:Iteration 54Q (490.762413 sec): 3 clusters Score: Raw -2166404.237211 + Penalty 3193.910238 = -2163210.326973 nChanged 75 SP:Iteration 55Q (490.800383 sec): 3 clusters Score: Raw -2166414.913001 + Penalty 3193.910238 = -2163221.002763 nChanged 70 SP:Iteration 56Q (490.841943 sec): 3 clusters Score: Raw -2166424.074496 + Penalty 3193.910238 = -2163230.164258 nChanged 58 SP:Iteration 57Q (490.880559 sec): 3 clusters Score: Raw -2166430.976789 + Penalty 3193.910238 = -2163237.066551 nChanged 40 SP:Iteration 58Q (490.918152 sec): 3 clusters Score: Raw -2166435.994460 + Penalty 3193.910238 = -2163242.084222 nChanged 43 SP:Iteration 59Q (490.956382 sec): 3 clusters Score: Raw -2166441.222688 + Penalty 3193.910238 = -2163247.312451 nChanged 38 SP:Iteration 60F (490.997389 sec): 3 clusters Score: Raw -2166445.001917 + Penalty 3193.910238 = -2163251.091679 nChanged 40 SP:Iteration 61Q (491.035758 sec): 3 clusters Score: Raw -2166449.050350 + Penalty 3193.910238 = -2163255.140112 nChanged 42 SP:Iteration 62Q (491.076717 sec): 3 clusters Score: Raw -2166453.679669 + Penalty 3193.910238 = -2163259.769432 nChanged 44 SP:Iteration 63Q (491.114936 sec): 3 clusters Score: Raw -2166458.696655 + Penalty 3193.910238 = -2163264.786417 nChanged 50 SP:Iteration 64Q (491.156108 sec): 3 clusters Score: Raw -2166463.320144 + Penalty 3193.910238 = -2163269.409906 nChanged 39 SP:Iteration 65Q (491.194444 sec): 3 clusters Score: Raw -2166467.191066 + Penalty 3193.910238 = -2163273.280828 nChanged 37 SP:Iteration 66Q (491.232456 sec): 3 clusters Score: Raw -2166470.768926 + Penalty 3193.910238 = -2163276.858688 nChanged 36 SP:Iteration 67Q (491.270677 sec): 3 clusters Score: Raw -2166474.097692 + Penalty 3193.910238 = -2163280.187454 nChanged 29 SP:Iteration 68Q (491.308839 sec): 3 clusters Score: Raw -2166476.526710 + Penalty 3193.910238 = -2163282.616472 nChanged 18 SP:Iteration 69Q (491.347014 sec): 3 clusters Score: Raw -2166477.950005 + Penalty 3193.910238 = -2163284.039767 nChanged 21 SP:Iteration 70Q (491.385176 sec): 3 clusters Score: Raw -2166479.678697 + Penalty 3193.910238 = -2163285.768460 nChanged 17 SP:Iteration 71Q (491.427845 sec): 3 clusters Score: Raw -2166480.874636 + Penalty 3193.910238 = -2163286.964399 nChanged 12 SP:Iteration 72Q (491.465834 sec): 3 clusters Score: Raw -2166481.893827 + Penalty 3193.910238 = -2163287.983589 nChanged 12 SP:Iteration 73Q (491.503830 sec): 3 clusters Score: Raw -2166482.711557 + Penalty 3193.910238 = -2163288.801320 nChanged 14 SP:Iteration 74Q (491.541742 sec): 3 clusters Score: Raw -2166483.573500 + Penalty 3193.910238 = -2163289.663263 nChanged 18 SP:Iteration 75Q (491.579696 sec): 3 clusters Score: Raw -2166484.926036 + Penalty 3193.910238 = -2163291.015798 nChanged 17 SP:Iteration 76Q (491.617978 sec): 3 clusters Score: Raw -2166486.288671 + Penalty 3193.910238 = -2163292.378433 nChanged 22 SP:Iteration 77Q (491.657778 sec): 3 clusters Score: Raw -2166487.714318 + Penalty 3193.910238 = -2163293.804080 nChanged 15 SP:Iteration 78Q (491.696024 sec): 3 clusters Score: Raw -2166488.880588 + Penalty 3193.910238 = -2163294.970351 nChanged 15 SP:Iteration 79Q (491.734087 sec): 3 clusters Score: Raw -2166490.634770 + Penalty 3193.910238 = -2163296.724532 nChanged 22 SP:Iteration 80F (491.774141 sec): 3 clusters Score: Raw -2166492.294728 + Penalty 3193.910238 = -2163298.384491 nChanged 13 SP:Iteration 81Q (491.812333 sec): 3 clusters Score: Raw -2166493.174164 + Penalty 3193.910238 = -2163299.263926 nChanged 19 SP:Iteration 82Q (491.850104 sec): 3 clusters Score: Raw -2166494.723475 + Penalty 3193.910238 = -2163300.813237 nChanged 18 SP:Iteration 83Q (491.888427 sec): 3 clusters Score: Raw -2166496.086265 + Penalty 3193.910238 = -2163302.176027 nChanged 16 SP:Iteration 84Q (491.929394 sec): 3 clusters Score: Raw -2166497.208888 + Penalty 3193.910238 = -2163303.298650 nChanged 16 SP:Iteration 85Q (491.967475 sec): 3 clusters Score: Raw -2166498.853132 + Penalty 3193.910238 = -2163304.942894 nChanged 15 SP:Iteration 86Q (492.005305 sec): 3 clusters Score: Raw -2166500.637531 + Penalty 3193.910238 = -2163306.727293 nChanged 23 SP:Iteration 87Q (492.043114 sec): 3 clusters Score: Raw -2166502.591122 + Penalty 3193.910238 = -2163308.680884 nChanged 21 SP:Iteration 88Q (492.081061 sec): 3 clusters Score: Raw -2166504.411774 + Penalty 3193.910238 = -2163310.501536 nChanged 22 SP:Iteration 89Q (492.119065 sec): 3 clusters Score: Raw -2166506.926589 + Penalty 3193.910238 = -2163313.016351 nChanged 30 SP:Iteration 90Q (492.157021 sec): 3 clusters Score: Raw -2166510.059576 + Penalty 3193.910238 = -2163316.149338 nChanged 26 SP:Iteration 91Q (492.198411 sec): 3 clusters Score: Raw -2166513.054460 + Penalty 3193.910238 = -2163319.144223 nChanged 29 SP:Iteration 92Q (492.236371 sec): 3 clusters Score: Raw -2166516.096770 + Penalty 3193.910238 = -2163322.186533 nChanged 26 SP:Iteration 93Q (492.282783 sec): 3 clusters Score: Raw -2166518.970765 + Penalty 3193.910238 = -2163325.060527 nChanged 28 SP:Iteration 94Q (492.328968 sec): 3 clusters Score: Raw -2166522.506321 + Penalty 3193.910238 = -2163328.596084 nChanged 33 SP:Iteration 95Q (492.366681 sec): 3 clusters Score: Raw -2166526.582420 + Penalty 3193.910238 = -2163332.672183 nChanged 33 SP:Iteration 96Q (492.404313 sec): 3 clusters Score: Raw -2166530.060016 + Penalty 3193.910238 = -2163336.149779 nChanged 35 SP:Iteration 97Q (492.441933 sec): 3 clusters Score: Raw -2166533.430090 + Penalty 3193.910238 = -2163339.519853 nChanged 31 SP:Iteration 98Q (492.479517 sec): 3 clusters Score: Raw -2166536.593146 + Penalty 3193.910238 = -2163342.682908 nChanged 29 SP:Iteration 99Q (492.517140 sec): 3 clusters Score: Raw -2166539.498661 + Penalty 3193.910238 = -2163345.588423 nChanged 34 SP:Iteration 100F (492.575286 sec): 3 clusters Score: Raw -2166542.505468 + Penalty 3193.910238 = -2163348.595230 nChanged 27 SP:Iteration 101Q (492.613633 sec): 3 clusters Score: Raw -2166545.738824 + Penalty 3193.910238 = -2163351.828587 nChanged 23 SP:Iteration 102Q (492.653818 sec): 3 clusters Score: Raw -2166549.015039 + Penalty 3193.910238 = -2163355.104801 nChanged 26 SP:Iteration 103Q (492.719048 sec): 3 clusters Score: Raw -2166552.028694 + Penalty 3193.910238 = -2163358.118456 nChanged 20 SP:Iteration 104Q (492.756352 sec): 3 clusters Score: Raw -2166554.435047 + Penalty 3193.910238 = -2163360.524809 nChanged 23 SP:Iteration 105Q (492.794268 sec): 3 clusters Score: Raw -2166556.294289 + Penalty 3193.910238 = -2163362.384052 nChanged 21 SP:Iteration 106Q (492.832165 sec): 3 clusters Score: Raw -2166558.657017 + Penalty 3193.910238 = -2163364.746779 nChanged 24 SP:Iteration 107Q (492.869879 sec): 3 clusters Score: Raw -2166561.411178 + Penalty 3193.910238 = -2163367.500940 nChanged 16 SP:Iteration 108Q (492.917034 sec): 3 clusters Score: Raw -2166563.081341 + Penalty 3193.910238 = -2163369.171103 nChanged 17 SP:Iteration 109Q (492.954309 sec): 3 clusters Score: Raw -2166564.980990 + Penalty 3193.910238 = -2163371.070753 nChanged 22 SP:Iteration 110Q (492.994689 sec): 3 clusters Score: Raw -2166568.040922 + Penalty 3193.910238 = -2163374.130684 nChanged 30 SP:Iteration 111Q (493.032512 sec): 3 clusters Score: Raw -2166570.808014 + Penalty 3193.910238 = -2163376.897776 nChanged 20 SP:Iteration 112Q (493.070169 sec): 3 clusters Score: Raw -2166572.464585 + Penalty 3193.910238 = -2163378.554347 nChanged 18 SP:Iteration 113Q (493.107771 sec): 3 clusters Score: Raw -2166574.453657 + Penalty 3193.910238 = -2163380.543420 nChanged 20 SP:Iteration 114Q (493.145333 sec): 3 clusters Score: Raw -2166577.278614 + Penalty 3193.910238 = -2163383.368376 nChanged 33 SP:Iteration 115Q (493.183073 sec): 3 clusters Score: Raw -2166582.130822 + Penalty 3193.910238 = -2163388.220584 nChanged 28 SP:Iteration 116Q (493.226630 sec): 3 clusters Score: Raw -2166585.465375 + Penalty 3193.910238 = -2163391.555137 nChanged 27 SP:Iteration 117Q (493.264376 sec): 3 clusters Score: Raw -2166588.934412 + Penalty 3193.910238 = -2163395.024174 nChanged 31 SP:Iteration 118Q (493.301915 sec): 3 clusters Score: Raw -2166592.780430 + Penalty 3193.910238 = -2163398.870192 nChanged 33 SP:Iteration 119Q (493.349305 sec): 3 clusters Score: Raw -2166596.558618 + Penalty 3193.910238 = -2163402.648380 nChanged 35 SP:Iteration 120F (493.389040 sec): 3 clusters Score: Raw -2166600.833005 + Penalty 3193.910238 = -2163406.922767 nChanged 30 SP:Iteration 121Q (493.460183 sec): 3 clusters Score: Raw -2166604.900277 + Penalty 3193.910238 = -2163410.990039 nChanged 37 SP:Iteration 122Q (493.497791 sec): 3 clusters Score: Raw -2166608.870614 + Penalty 3193.910238 = -2163414.960377 nChanged 19 SP:Iteration 123Q (493.535067 sec): 3 clusters Score: Raw -2166610.840053 + Penalty 3193.910238 = -2163416.929815 nChanged 23 SP:Iteration 124Q (493.572259 sec): 3 clusters Score: Raw -2166613.380991 + Penalty 3193.910238 = -2163419.470753 nChanged 20 SP:Iteration 125Q (493.610022 sec): 3 clusters Score: Raw -2166614.877487 + Penalty 3193.910238 = -2163420.967249 nChanged 17 SP:Iteration 126Q (493.647456 sec): 3 clusters Score: Raw -2166616.665286 + Penalty 3193.910238 = -2163422.755049 nChanged 23 SP:Iteration 127Q (493.684988 sec): 3 clusters Score: Raw -2166620.063501 + Penalty 3193.910238 = -2163426.153263 nChanged 28 SP:Iteration 128Q (493.722712 sec): 3 clusters Score: Raw -2166623.458261 + Penalty 3193.910238 = -2163429.548023 nChanged 31 SP:Iteration 129Q (493.760286 sec): 3 clusters Score: Raw -2166627.061611 + Penalty 3193.910238 = -2163433.151373 nChanged 36 SP:Iteration 130Q (493.797888 sec): 3 clusters Score: Raw -2166631.394283 + Penalty 3193.910238 = -2163437.484045 nChanged 33 SP:Iteration 131Q (493.835506 sec): 3 clusters Score: Raw -2166634.933896 + Penalty 3193.910238 = -2163441.023658 nChanged 25 SP:Iteration 132Q (493.872569 sec): 3 clusters Score: Raw -2166637.437854 + Penalty 3193.910238 = -2163443.527616 nChanged 22 SP:Iteration 133Q (493.909906 sec): 3 clusters Score: Raw -2166639.361768 + Penalty 3193.910238 = -2163445.451530 nChanged 23 SP:Iteration 134Q (493.952939 sec): 3 clusters Score: Raw -2166642.028208 + Penalty 3193.910238 = -2163448.117970 nChanged 26 SP:Iteration 135Q (493.990420 sec): 3 clusters Score: Raw -2166645.714531 + Penalty 3193.910238 = -2163451.804294 nChanged 20 SP:Iteration 136Q (494.032099 sec): 3 clusters Score: Raw -2166647.906928 + Penalty 3193.910238 = -2163453.996690 nChanged 12 SP:Iteration 137Q (494.069156 sec): 3 clusters Score: Raw -2166648.978590 + Penalty 3193.910238 = -2163455.068352 nChanged 14 SP:Iteration 138Q (494.106247 sec): 3 clusters Score: Raw -2166650.237638 + Penalty 3193.910238 = -2163456.327401 nChanged 10 SP:Iteration 139Q (494.143489 sec): 3 clusters Score: Raw -2166651.528659 + Penalty 3193.910238 = -2163457.618422 nChanged 13 SP:Iteration 140F (494.186312 sec): 3 clusters Score: Raw -2166652.830929 + Penalty 3193.910238 = -2163458.920691 nChanged 11 SP:Iteration 141Q (494.223705 sec): 3 clusters Score: Raw -2166653.784694 + Penalty 3193.910238 = -2163459.874456 nChanged 11 SP:Iteration 142Q (494.260949 sec): 3 clusters Score: Raw -2166654.494499 + Penalty 3193.910238 = -2163460.584262 nChanged 7 SP:Iteration 143Q (494.298247 sec): 3 clusters Score: Raw -2166655.380672 + Penalty 3193.910238 = -2163461.470435 nChanged 8 SP:Iteration 144Q (494.340094 sec): 3 clusters Score: Raw -2166655.759533 + Penalty 3193.910238 = -2163461.849295 nChanged 7 SP:Iteration 145Q (494.377200 sec): 3 clusters Score: Raw -2166656.575719 + Penalty 3193.910238 = -2163462.665482 nChanged 8 SP:Iteration 146Q (494.421100 sec): 3 clusters Score: Raw -2166657.443515 + Penalty 3193.910238 = -2163463.533277 nChanged 12 SP:Iteration 147Q (494.459653 sec): 3 clusters Score: Raw -2166658.487166 + Penalty 3193.910238 = -2163464.576928 nChanged 11 SP:Iteration 148Q (494.531208 sec): 3 clusters Score: Raw -2166659.476167 + Penalty 3193.910238 = -2163465.565930 nChanged 11 SP:Iteration 149Q (494.567878 sec): 3 clusters Score: Raw -2166660.620494 + Penalty 3193.910238 = -2163466.710257 nChanged 11 SP:Iteration 150Q (494.604875 sec): 3 clusters Score: Raw -2166661.890354 + Penalty 3193.910238 = -2163467.980116 nChanged 10 SP:Iteration 151Q (494.641833 sec): 3 clusters Score: Raw -2166662.843923 + Penalty 3193.910238 = -2163468.933685 nChanged 7 SP:Iteration 152Q (494.683719 sec): 3 clusters Score: Raw -2166663.435544 + Penalty 3193.910238 = -2163469.525307 nChanged 7 SP:Iteration 153Q (494.720751 sec): 3 clusters Score: Raw -2166664.132420 + Penalty 3193.910238 = -2163470.222183 nChanged 7 SP:Iteration 154Q (494.762548 sec): 3 clusters Score: Raw -2166664.835610 + Penalty 3193.910238 = -2163470.925373 nChanged 5 SP:Iteration 155Q (494.809431 sec): 3 clusters Score: Raw -2166665.633624 + Penalty 3193.910238 = -2163471.723386 nChanged 8 SP:Iteration 156Q (494.846348 sec): 3 clusters Score: Raw -2166666.420019 + Penalty 3193.910238 = -2163472.509781 nChanged 6 SP:Iteration 157Q (494.883651 sec): 3 clusters Score: Raw -2166667.281751 + Penalty 3193.910238 = -2163473.371514 nChanged 10 SP:Iteration 158Q (494.920772 sec): 3 clusters Score: Raw -2166668.066744 + Penalty 3193.910238 = -2163474.156506 nChanged 7 SP:Iteration 159Q (494.957968 sec): 3 clusters Score: Raw -2166668.630048 + Penalty 3193.910238 = -2163474.719810 nChanged 9 SP:Iteration 160F (494.997462 sec): 3 clusters Score: Raw -2166669.363542 + Penalty 3193.910238 = -2163475.453305 nChanged 10 SP:Iteration 161Q (495.034458 sec): 3 clusters Score: Raw -2166669.983105 + Penalty 3193.910238 = -2163476.072867 nChanged 8 SP:Iteration 162Q (495.078097 sec): 3 clusters Score: Raw -2166670.664535 + Penalty 3193.910238 = -2163476.754298 nChanged 11 SP:Iteration 163Q (495.122075 sec): 3 clusters Score: Raw -2166671.613327 + Penalty 3193.910238 = -2163477.703090 nChanged 11 SP:Iteration 164Q (495.158920 sec): 3 clusters Score: Raw -2166672.563700 + Penalty 3193.910238 = -2163478.653462 nChanged 8 SP:Iteration 165Q (495.227271 sec): 3 clusters Score: Raw -2166673.125061 + Penalty 3193.910238 = -2163479.214823 nChanged 4 SP:Iteration 166Q (495.264082 sec): 3 clusters Score: Raw -2166673.463302 + Penalty 3193.910238 = -2163479.553065 nChanged 2 SP:Iteration 167Q (495.303104 sec): 3 clusters Score: Raw -2166673.830421 + Penalty 3193.910238 = -2163479.920183 nChanged 3 SP:Iteration 168Q (495.340029 sec): 3 clusters Score: Raw -2166674.011378 + Penalty 3193.910238 = -2163480.101140 nChanged 2 SP:Iteration 169Q (495.377290 sec): 3 clusters Score: Raw -2166674.157160 + Penalty 3193.910238 = -2163480.246923 nChanged 2 SP:Iteration 170Q (495.414687 sec): 3 clusters Score: Raw -2166674.419062 + Penalty 3193.910238 = -2163480.508825 nChanged 4 SP:Iteration 171Q (495.451728 sec): 3 clusters Score: Raw -2166674.835587 + Penalty 3193.910238 = -2163480.925350 nChanged 2 SP:Iteration 172Q (495.494819 sec): 3 clusters Score: Raw -2166675.065588 + Penalty 3193.910238 = -2163481.155351 nChanged 2 SP:Iteration 173Q (495.538752 sec): 3 clusters Score: Raw -2166675.251626 + Penalty 3193.910238 = -2163481.341389 nChanged 1 SP:Iteration 174Q (495.575100 sec): 3 clusters Score: Raw -2166675.307906 + Penalty 3193.910238 = -2163481.397669 nChanged 0 SP:Iteration 175F (495.614808 sec): 3 clusters Score: Raw -2166675.307906 + Penalty 3193.910238 = -2163481.397669 nChanged 0 Trying to split cluster 15 (4859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (495.634469 sec): 2 clusters Score: Raw -602322.099976 + Penalty 1379.395539 = -600942.704437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (495.656321 sec): 3 clusters Score: Raw -599788.954250 + Penalty 2758.791079 = -597030.163171 nChanged 1968 SP:Iteration 1F (495.676333 sec): 3 clusters Score: Raw -600853.384662 + Penalty 2758.791079 = -598094.593583 nChanged 337 SP:Iteration 2F (495.702710 sec): 3 clusters Score: Raw -601050.057802 + Penalty 2758.791079 = -598291.266723 nChanged 269 SP:Iteration 3F (495.723261 sec): 3 clusters Score: Raw -601218.513554 + Penalty 2758.791079 = -598459.722475 nChanged 235 SP:Iteration 4Q (495.752695 sec): 3 clusters Score: Raw -601368.053285 + Penalty 2758.791079 = -598609.262206 nChanged 206 SP:Iteration 5Q (495.773029 sec): 3 clusters Score: Raw -601525.629122 + Penalty 2758.791079 = -598766.838043 nChanged 212 SP:Iteration 6Q (495.798738 sec): 3 clusters Score: Raw -601660.060519 + Penalty 2758.791079 = -598901.269441 nChanged 193 SP:Iteration 7Q (495.827842 sec): 3 clusters Score: Raw -601787.217336 + Penalty 2758.791079 = -599028.426257 nChanged 180 SP:Iteration 8Q (495.847978 sec): 3 clusters Score: Raw -601905.862776 + Penalty 2758.791079 = -599147.071697 nChanged 200 SP:Iteration 9Q (495.868078 sec): 3 clusters Score: Raw -602050.023769 + Penalty 2758.791079 = -599291.232690 nChanged 201 SP:Iteration 10Q (495.888777 sec): 3 clusters Score: Raw -602174.599340 + Penalty 2758.791079 = -599415.808262 nChanged 200 SP:Iteration 11Q (495.909426 sec): 3 clusters Score: Raw -602305.594239 + Penalty 2758.791079 = -599546.803161 nChanged 176 SP:Iteration 12Q (495.929904 sec): 3 clusters Score: Raw -602421.864203 + Penalty 2758.791079 = -599663.073124 nChanged 175 SP:Iteration 13Q (495.950543 sec): 3 clusters Score: Raw -602537.924194 + Penalty 2758.791079 = -599779.133116 nChanged 143 SP:Iteration 14Q (495.971154 sec): 3 clusters Score: Raw -602647.058567 + Penalty 2758.791079 = -599888.267489 nChanged 130 SP:Iteration 15Q (495.991645 sec): 3 clusters Score: Raw -602738.180689 + Penalty 2758.791079 = -599979.389610 nChanged 93 SP:Iteration 16Q (496.011827 sec): 3 clusters Score: Raw -602795.468329 + Penalty 2758.791079 = -600036.677250 nChanged 70 SP:Iteration 17Q (496.031766 sec): 3 clusters Score: Raw -602839.846849 + Penalty 2758.791079 = -600081.055771 nChanged 51 SP:Iteration 18Q (496.052008 sec): 3 clusters Score: Raw -602870.399882 + Penalty 2758.791079 = -600111.608803 nChanged 40 SP:Iteration 19Q (496.072422 sec): 3 clusters Score: Raw -602893.841332 + Penalty 2758.791079 = -600135.050253 nChanged 42 SP:Iteration 20F (496.092948 sec): 3 clusters Score: Raw -602919.935915 + Penalty 2758.791079 = -600161.144836 nChanged 29 SP:Iteration 21Q (496.113411 sec): 3 clusters Score: Raw -602936.040670 + Penalty 2758.791079 = -600177.249592 nChanged 21 SP:Iteration 22Q (496.133856 sec): 3 clusters Score: Raw -602944.641001 + Penalty 2758.791079 = -600185.849922 nChanged 15 SP:Iteration 23Q (496.153966 sec): 3 clusters Score: Raw -602950.239524 + Penalty 2758.791079 = -600191.448445 nChanged 11 SP:Iteration 24Q (496.174302 sec): 3 clusters Score: Raw -602953.871774 + Penalty 2758.791079 = -600195.080696 nChanged 9 SP:Iteration 25Q (496.196414 sec): 3 clusters Score: Raw -602956.218923 + Penalty 2758.791079 = -600197.427844 nChanged 6 SP:Iteration 26Q (496.216257 sec): 3 clusters Score: Raw -602957.945351 + Penalty 2758.791079 = -600199.154272 nChanged 5 SP:Iteration 27Q (496.236417 sec): 3 clusters Score: Raw -602959.485003 + Penalty 2758.791079 = -600200.693925 nChanged 3 SP:Iteration 28Q (496.256647 sec): 3 clusters Score: Raw -602960.115567 + Penalty 2758.791079 = -600201.324488 nChanged 4 SP:Iteration 29Q (496.276633 sec): 3 clusters Score: Raw -602960.844494 + Penalty 2758.791079 = -600202.053415 nChanged 1 SP:Iteration 30Q (496.296910 sec): 3 clusters Score: Raw -602960.949257 + Penalty 2758.791079 = -600202.158178 nChanged 1 SP:Iteration 31Q (496.317290 sec): 3 clusters Score: Raw -602961.070779 + Penalty 2758.791079 = -600202.279700 nChanged 2 SP:Iteration 32Q (496.337305 sec): 3 clusters Score: Raw -602961.886820 + Penalty 2758.791079 = -600203.095742 nChanged 1 SP:Iteration 33Q (496.357590 sec): 3 clusters Score: Raw -602962.004333 + Penalty 2758.791079 = -600203.213254 nChanged 1 SP:Iteration 34Q (496.377763 sec): 3 clusters Score: Raw -602962.310085 + Penalty 2758.791079 = -600203.519006 nChanged 3 SP:Iteration 35Q (496.397865 sec): 3 clusters Score: Raw -602962.816037 + Penalty 2758.791079 = -600204.024958 nChanged 2 SP:Iteration 36Q (496.417823 sec): 3 clusters Score: Raw -602963.171529 + Penalty 2758.791079 = -600204.380450 nChanged 1 SP:Iteration 37Q (496.438027 sec): 3 clusters Score: Raw -602963.259990 + Penalty 2758.791079 = -600204.468911 nChanged 1 SP:Iteration 38Q (496.457856 sec): 3 clusters Score: Raw -602963.510843 + Penalty 2758.791079 = -600204.719764 nChanged 0 SP:Iteration 39F (496.502883 sec): 3 clusters Score: Raw -602963.510843 + Penalty 2758.791079 = -600204.719764 nChanged 0 Trying to split cluster 16 (3393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.519366 sec): 2 clusters Score: Raw -420611.528538 + Penalty 1321.038837 = -419290.489701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.537083 sec): 3 clusters Score: Raw -418913.058394 + Penalty 2642.077674 = -416270.980720 nChanged 1333 SP:Iteration 1F (496.553531 sec): 3 clusters Score: Raw -419638.734021 + Penalty 2642.077674 = -416996.656347 nChanged 272 SP:Iteration 2F (496.570202 sec): 3 clusters Score: Raw -419810.134768 + Penalty 2642.077674 = -417168.057094 nChanged 212 SP:Iteration 3F (496.586808 sec): 3 clusters Score: Raw -419945.125843 + Penalty 2642.077674 = -417303.048169 nChanged 154 SP:Iteration 4Q (496.603290 sec): 3 clusters Score: Raw -420035.778066 + Penalty 2642.077674 = -417393.700392 nChanged 130 SP:Iteration 5Q (496.619743 sec): 3 clusters Score: Raw -420109.711887 + Penalty 2642.077674 = -417467.634213 nChanged 98 SP:Iteration 6Q (496.636399 sec): 3 clusters Score: Raw -420168.795631 + Penalty 2642.077674 = -417526.717958 nChanged 101 SP:Iteration 7Q (496.653437 sec): 3 clusters Score: Raw -420225.022965 + Penalty 2642.077674 = -417582.945292 nChanged 94 SP:Iteration 8Q (496.674628 sec): 3 clusters Score: Raw -420275.619400 + Penalty 2642.077674 = -417633.541726 nChanged 78 SP:Iteration 9Q (496.690205 sec): 3 clusters Score: Raw -420330.926229 + Penalty 2642.077674 = -417688.848556 nChanged 85 SP:Iteration 10Q (496.706727 sec): 3 clusters Score: Raw -420392.996816 + Penalty 2642.077674 = -417750.919143 nChanged 75 SP:Iteration 11Q (496.722016 sec): 3 clusters Score: Raw -420441.211337 + Penalty 2642.077674 = -417799.133663 nChanged 67 SP:Iteration 12Q (496.738422 sec): 3 clusters Score: Raw -420483.631100 + Penalty 2642.077674 = -417841.553426 nChanged 55 SP:Iteration 13Q (496.754675 sec): 3 clusters Score: Raw -420518.966688 + Penalty 2642.077674 = -417876.889015 nChanged 48 SP:Iteration 14Q (496.771012 sec): 3 clusters Score: Raw -420544.372086 + Penalty 2642.077674 = -417902.294413 nChanged 30 SP:Iteration 15Q (496.787163 sec): 3 clusters Score: Raw -420561.355187 + Penalty 2642.077674 = -417919.277514 nChanged 32 SP:Iteration 16Q (496.802720 sec): 3 clusters Score: Raw -420576.919434 + Penalty 2642.077674 = -417934.841760 nChanged 28 SP:Iteration 17Q (496.818797 sec): 3 clusters Score: Raw -420593.895022 + Penalty 2642.077674 = -417951.817348 nChanged 23 SP:Iteration 18Q (496.834780 sec): 3 clusters Score: Raw -420606.540235 + Penalty 2642.077674 = -417964.462561 nChanged 32 SP:Iteration 19Q (496.850804 sec): 3 clusters Score: Raw -420625.622970 + Penalty 2642.077674 = -417983.545297 nChanged 28 SP:Iteration 20F (496.867217 sec): 3 clusters Score: Raw -420641.749893 + Penalty 2642.077674 = -417999.672220 nChanged 24 SP:Iteration 21Q (496.889516 sec): 3 clusters Score: Raw -420655.965865 + Penalty 2642.077674 = -418013.888192 nChanged 23 SP:Iteration 22Q (496.905136 sec): 3 clusters Score: Raw -420668.890736 + Penalty 2642.077674 = -418026.813063 nChanged 27 SP:Iteration 23Q (496.920217 sec): 3 clusters Score: Raw -420687.167279 + Penalty 2642.077674 = -418045.089605 nChanged 26 SP:Iteration 24Q (496.938920 sec): 3 clusters Score: Raw -420704.912315 + Penalty 2642.077674 = -418062.834642 nChanged 25 SP:Iteration 25Q (496.958266 sec): 3 clusters Score: Raw -420718.268625 + Penalty 2642.077674 = -418076.190952 nChanged 17 SP:Iteration 26Q (496.979609 sec): 3 clusters Score: Raw -420728.335283 + Penalty 2642.077674 = -418086.257609 nChanged 15 SP:Iteration 27Q (496.995424 sec): 3 clusters Score: Raw -420736.521871 + Penalty 2642.077674 = -418094.444198 nChanged 13 SP:Iteration 28Q (497.011147 sec): 3 clusters Score: Raw -420741.711996 + Penalty 2642.077674 = -418099.634322 nChanged 6 SP:Iteration 29Q (497.026911 sec): 3 clusters Score: Raw -420744.049903 + Penalty 2642.077674 = -418101.972229 nChanged 6 SP:Iteration 30Q (497.042749 sec): 3 clusters Score: Raw -420746.550669 + Penalty 2642.077674 = -418104.472995 nChanged 3 SP:Iteration 31Q (497.058385 sec): 3 clusters Score: Raw -420747.637267 + Penalty 2642.077674 = -418105.559594 nChanged 0 SP:Iteration 32F (497.074642 sec): 3 clusters Score: Raw -420747.637267 + Penalty 2642.077674 = -418105.559594 nChanged 0 Trying to split cluster 17 (17216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.106554 sec): 2 clusters Score: Raw -2153270.346530 + Penalty 1584.959100 = -2151685.387430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.148997 sec): 3 clusters Score: Raw -2142871.849843 + Penalty 3169.918200 = -2139701.931643 nChanged 7803 SP:Iteration 1F (497.188249 sec): 3 clusters Score: Raw -2147202.187924 + Penalty 3169.918200 = -2144032.269724 nChanged 944 SP:Iteration 2F (497.227532 sec): 3 clusters Score: Raw -2147609.328800 + Penalty 3169.918200 = -2144439.410600 nChanged 907 SP:Iteration 3F (497.266755 sec): 3 clusters Score: Raw -2148051.901504 + Penalty 3169.918200 = -2144881.983304 nChanged 915 SP:Iteration 4F (497.306107 sec): 3 clusters Score: Raw -2148560.527775 + Penalty 3169.918200 = -2145390.609575 nChanged 966 SP:Iteration 5F (497.345636 sec): 3 clusters Score: Raw -2149124.593664 + Penalty 3169.918200 = -2145954.675464 nChanged 974 SP:Iteration 6F (497.385023 sec): 3 clusters Score: Raw -2149750.707176 + Penalty 3169.918200 = -2146580.788975 nChanged 911 SP:Iteration 7F (497.424394 sec): 3 clusters Score: Raw -2150329.008482 + Penalty 3169.918200 = -2147159.090282 nChanged 838 SP:Iteration 8Q (497.463719 sec): 3 clusters Score: Raw -2150818.667211 + Penalty 3169.918200 = -2147648.749011 nChanged 715 SP:Iteration 9Q (497.502444 sec): 3 clusters Score: Raw -2151192.878870 + Penalty 3169.918200 = -2148022.960669 nChanged 567 SP:Iteration 10Q (497.540870 sec): 3 clusters Score: Raw -2151457.002099 + Penalty 3169.918200 = -2148287.083898 nChanged 433 SP:Iteration 11Q (497.579345 sec): 3 clusters Score: Raw -2151618.413983 + Penalty 3169.918200 = -2148448.495782 nChanged 318 SP:Iteration 12Q (497.616990 sec): 3 clusters Score: Raw -2151708.511162 + Penalty 3169.918200 = -2148538.592961 nChanged 204 SP:Iteration 13Q (497.654674 sec): 3 clusters Score: Raw -2151761.612645 + Penalty 3169.918200 = -2148591.694445 nChanged 157 SP:Iteration 14Q (497.692101 sec): 3 clusters Score: Raw -2151797.747934 + Penalty 3169.918200 = -2148627.829734 nChanged 138 SP:Iteration 15Q (497.731803 sec): 3 clusters Score: Raw -2151826.329384 + Penalty 3169.918200 = -2148656.411183 nChanged 138 SP:Iteration 16Q (497.769400 sec): 3 clusters Score: Raw -2151851.583280 + Penalty 3169.918200 = -2148681.665079 nChanged 99 SP:Iteration 17Q (497.808082 sec): 3 clusters Score: Raw -2151867.778435 + Penalty 3169.918200 = -2148697.860234 nChanged 84 SP:Iteration 18Q (497.876516 sec): 3 clusters Score: Raw -2151880.669435 + Penalty 3169.918200 = -2148710.751235 nChanged 88 SP:Iteration 19Q (497.913562 sec): 3 clusters Score: Raw -2151896.673965 + Penalty 3169.918200 = -2148726.755765 nChanged 96 SP:Iteration 20F (497.954438 sec): 3 clusters Score: Raw -2151913.497145 + Penalty 3169.918200 = -2148743.578944 nChanged 93 SP:Iteration 21Q (498.020010 sec): 3 clusters Score: Raw -2151931.759032 + Penalty 3169.918200 = -2148761.840832 nChanged 107 SP:Iteration 22Q (498.067305 sec): 3 clusters Score: Raw -2151951.803883 + Penalty 3169.918200 = -2148781.885683 nChanged 112 SP:Iteration 23Q (498.104503 sec): 3 clusters Score: Raw -2151972.744818 + Penalty 3169.918200 = -2148802.826617 nChanged 111 SP:Iteration 24Q (498.141403 sec): 3 clusters Score: Raw -2151997.934020 + Penalty 3169.918200 = -2148828.015819 nChanged 112 SP:Iteration 25Q (498.183670 sec): 3 clusters Score: Raw -2152020.041188 + Penalty 3169.918200 = -2148850.122988 nChanged 109 SP:Iteration 26Q (498.225443 sec): 3 clusters Score: Raw -2152043.677655 + Penalty 3169.918200 = -2148873.759454 nChanged 115 SP:Iteration 27Q (498.264488 sec): 3 clusters Score: Raw -2152066.612490 + Penalty 3169.918200 = -2148896.694289 nChanged 102 SP:Iteration 28Q (498.325361 sec): 3 clusters Score: Raw -2152084.886331 + Penalty 3169.918200 = -2148914.968131 nChanged 96 SP:Iteration 29Q (498.405138 sec): 3 clusters Score: Raw -2152102.073804 + Penalty 3169.918200 = -2148932.155604 nChanged 92 SP:Iteration 30Q (498.474662 sec): 3 clusters Score: Raw -2152120.178721 + Penalty 3169.918200 = -2148950.260521 nChanged 96 SP:Iteration 31Q (498.565666 sec): 3 clusters Score: Raw -2152136.585427 + Penalty 3169.918200 = -2148966.667227 nChanged 83 SP:Iteration 32Q (498.636065 sec): 3 clusters Score: Raw -2152151.180674 + Penalty 3169.918200 = -2148981.262474 nChanged 86 SP:Iteration 33Q (498.715268 sec): 3 clusters Score: Raw -2152165.723940 + Penalty 3169.918200 = -2148995.805740 nChanged 85 SP:Iteration 34Q (498.782984 sec): 3 clusters Score: Raw -2152182.971671 + Penalty 3169.918200 = -2149013.053471 nChanged 102 SP:Iteration 35Q (498.847411 sec): 3 clusters Score: Raw -2152204.399748 + Penalty 3169.918200 = -2149034.481547 nChanged 104 SP:Iteration 36Q (498.928946 sec): 3 clusters Score: Raw -2152225.925296 + Penalty 3169.918200 = -2149056.007096 nChanged 107 SP:Iteration 37Q (499.004687 sec): 3 clusters Score: Raw -2152252.678713 + Penalty 3169.918200 = -2149082.760512 nChanged 115 SP:Iteration 38Q (499.063598 sec): 3 clusters Score: Raw -2152277.568366 + Penalty 3169.918200 = -2149107.650165 nChanged 114 SP:Iteration 39Q (499.127450 sec): 3 clusters Score: Raw -2152302.662057 + Penalty 3169.918200 = -2149132.743857 nChanged 122 SP:Iteration 40F (499.194591 sec): 3 clusters Score: Raw -2152332.643773 + Penalty 3169.918200 = -2149162.725572 nChanged 126 SP:Iteration 41Q (499.261051 sec): 3 clusters Score: Raw -2152358.724019 + Penalty 3169.918200 = -2149188.805819 nChanged 115 SP:Iteration 42Q (499.318470 sec): 3 clusters Score: Raw -2152383.403922 + Penalty 3169.918200 = -2149213.485722 nChanged 129 SP:Iteration 43Q (499.386470 sec): 3 clusters Score: Raw -2152415.529673 + Penalty 3169.918200 = -2149245.611472 nChanged 118 SP:Iteration 44Q (499.457759 sec): 3 clusters Score: Raw -2152443.164813 + Penalty 3169.918200 = -2149273.246612 nChanged 113 SP:Iteration 45Q (499.514978 sec): 3 clusters Score: Raw -2152471.082811 + Penalty 3169.918200 = -2149301.164610 nChanged 131 SP:Iteration 46Q (499.565381 sec): 3 clusters Score: Raw -2152504.272552 + Penalty 3169.918200 = -2149334.354352 nChanged 125 SP:Iteration 47Q (499.600759 sec): 3 clusters Score: Raw -2152535.610072 + Penalty 3169.918200 = -2149365.691872 nChanged 134 SP:Iteration 48Q (499.646353 sec): 3 clusters Score: Raw -2152578.594128 + Penalty 3169.918200 = -2149408.675927 nChanged 156 SP:Iteration 49Q (499.687625 sec): 3 clusters Score: Raw -2152632.788133 + Penalty 3169.918200 = -2149462.869932 nChanged 164 SP:Iteration 50Q (499.731388 sec): 3 clusters Score: Raw -2152692.962537 + Penalty 3169.918200 = -2149523.044337 nChanged 161 SP:Iteration 51Q (499.771887 sec): 3 clusters Score: Raw -2152752.385953 + Penalty 3169.918200 = -2149582.467752 nChanged 159 SP:Iteration 52Q (499.806641 sec): 3 clusters Score: Raw -2152820.064705 + Penalty 3169.918200 = -2149650.146505 nChanged 163 SP:Iteration 53Q (499.860962 sec): 3 clusters Score: Raw -2152887.227981 + Penalty 3169.918200 = -2149717.309781 nChanged 164 SP:Iteration 54Q (499.901417 sec): 3 clusters Score: Raw -2152955.389266 + Penalty 3169.918200 = -2149785.471066 nChanged 160 SP:Iteration 55Q (499.938450 sec): 3 clusters Score: Raw -2153021.172624 + Penalty 3169.918200 = -2149851.254424 nChanged 148 SP:Iteration 56Q (499.982016 sec): 3 clusters Score: Raw -2153079.403505 + Penalty 3169.918200 = -2149909.485304 nChanged 124 SP:Iteration 57Q (500.021176 sec): 3 clusters Score: Raw -2153130.867833 + Penalty 3169.918200 = -2149960.949632 nChanged 110 SP:Iteration 58Q (500.064679 sec): 3 clusters Score: Raw -2153177.139671 + Penalty 3169.918200 = -2150007.221471 nChanged 97 SP:Iteration 59Q (500.098363 sec): 3 clusters Score: Raw -2153218.070175 + Penalty 3169.918200 = -2150048.151975 nChanged 92 SP:Iteration 60F (500.140843 sec): 3 clusters Score: Raw -2153256.974574 + Penalty 3169.918200 = -2150087.056374 nChanged 78 SP:Iteration 61Q (500.181523 sec): 3 clusters Score: Raw -2153291.155831 + Penalty 3169.918200 = -2150121.237630 nChanged 68 SP:Iteration 62Q (500.219309 sec): 3 clusters Score: Raw -2153313.957064 + Penalty 3169.918200 = -2150144.038864 nChanged 53 SP:Iteration 63Q (500.259950 sec): 3 clusters Score: Raw -2153332.721122 + Penalty 3169.918200 = -2150162.802922 nChanged 60 SP:Iteration 64Q (500.303546 sec): 3 clusters Score: Raw -2153356.083662 + Penalty 3169.918200 = -2150186.165461 nChanged 45 SP:Iteration 65Q (500.339409 sec): 3 clusters Score: Raw -2153376.701631 + Penalty 3169.918200 = -2150206.783430 nChanged 57 SP:Iteration 66Q (500.372398 sec): 3 clusters Score: Raw -2153399.704791 + Penalty 3169.918200 = -2150229.786590 nChanged 40 SP:Iteration 67Q (500.405160 sec): 3 clusters Score: Raw -2153414.858626 + Penalty 3169.918200 = -2150244.940425 nChanged 38 SP:Iteration 68Q (500.461495 sec): 3 clusters Score: Raw -2153429.100276 + Penalty 3169.918200 = -2150259.182075 nChanged 35 SP:Iteration 69Q (500.516012 sec): 3 clusters Score: Raw -2153440.880397 + Penalty 3169.918200 = -2150270.962197 nChanged 32 SP:Iteration 70Q (500.580572 sec): 3 clusters Score: Raw -2153451.351864 + Penalty 3169.918200 = -2150281.433664 nChanged 26 SP:Iteration 71Q (500.621733 sec): 3 clusters Score: Raw -2153460.366021 + Penalty 3169.918200 = -2150290.447820 nChanged 25 SP:Iteration 72Q (500.665197 sec): 3 clusters Score: Raw -2153468.511121 + Penalty 3169.918200 = -2150298.592921 nChanged 28 SP:Iteration 73Q (500.697709 sec): 3 clusters Score: Raw -2153477.886185 + Penalty 3169.918200 = -2150307.967985 nChanged 22 SP:Iteration 74Q (500.758095 sec): 3 clusters Score: Raw -2153486.386120 + Penalty 3169.918200 = -2150316.467920 nChanged 19 SP:Iteration 75Q (500.795116 sec): 3 clusters Score: Raw -2153493.396582 + Penalty 3169.918200 = -2150323.478382 nChanged 18 SP:Iteration 76Q (500.863982 sec): 3 clusters Score: Raw -2153499.387229 + Penalty 3169.918200 = -2150329.469029 nChanged 13 SP:Iteration 77Q (500.929030 sec): 3 clusters Score: Raw -2153503.822306 + Penalty 3169.918200 = -2150333.904106 nChanged 10 SP:Iteration 78Q (500.969933 sec): 3 clusters Score: Raw -2153507.108222 + Penalty 3169.918200 = -2150337.190022 nChanged 9 SP:Iteration 79Q (501.004407 sec): 3 clusters Score: Raw -2153509.561789 + Penalty 3169.918200 = -2150339.643588 nChanged 11 SP:Iteration 80F (501.043459 sec): 3 clusters Score: Raw -2153514.920268 + Penalty 3169.918200 = -2150345.002068 nChanged 12 SP:Iteration 81Q (501.076026 sec): 3 clusters Score: Raw -2153520.572000 + Penalty 3169.918200 = -2150350.653800 nChanged 13 SP:Iteration 82Q (501.108224 sec): 3 clusters Score: Raw -2153526.227196 + Penalty 3169.918200 = -2150356.308995 nChanged 11 SP:Iteration 83Q (501.141704 sec): 3 clusters Score: Raw -2153530.357760 + Penalty 3169.918200 = -2150360.439560 nChanged 12 SP:Iteration 84Q (501.174506 sec): 3 clusters Score: Raw -2153534.440623 + Penalty 3169.918200 = -2150364.522423 nChanged 8 SP:Iteration 85Q (501.206776 sec): 3 clusters Score: Raw -2153537.990224 + Penalty 3169.918200 = -2150368.072023 nChanged 8 SP:Iteration 86Q (501.244501 sec): 3 clusters Score: Raw -2153540.841979 + Penalty 3169.918200 = -2150370.923779 nChanged 9 SP:Iteration 87Q (501.276719 sec): 3 clusters Score: Raw -2153544.507404 + Penalty 3169.918200 = -2150374.589204 nChanged 5 SP:Iteration 88Q (501.308881 sec): 3 clusters Score: Raw -2153545.849466 + Penalty 3169.918200 = -2150375.931266 nChanged 4 SP:Iteration 89Q (501.341182 sec): 3 clusters Score: Raw -2153547.420886 + Penalty 3169.918200 = -2150377.502686 nChanged 4 SP:Iteration 90Q (501.373448 sec): 3 clusters Score: Raw -2153549.604903 + Penalty 3169.918200 = -2150379.686702 nChanged 3 SP:Iteration 91Q (501.405497 sec): 3 clusters Score: Raw -2153550.152862 + Penalty 3169.918200 = -2150380.234661 nChanged 2 SP:Iteration 92Q (501.473188 sec): 3 clusters Score: Raw -2153550.809190 + Penalty 3169.918200 = -2150380.890989 nChanged 2 SP:Iteration 93Q (501.505371 sec): 3 clusters Score: Raw -2153551.200402 + Penalty 3169.918200 = -2150381.282202 nChanged 3 SP:Iteration 94Q (501.538115 sec): 3 clusters Score: Raw -2153552.060576 + Penalty 3169.918200 = -2150382.142376 nChanged 3 SP:Iteration 95Q (501.570666 sec): 3 clusters Score: Raw -2153553.260487 + Penalty 3169.918200 = -2150383.342287 nChanged 1 SP:Iteration 96Q (501.603395 sec): 3 clusters Score: Raw -2153553.416090 + Penalty 3169.918200 = -2150383.497890 nChanged 1 SP:Iteration 97Q (501.639992 sec): 3 clusters Score: Raw -2153553.884374 + Penalty 3169.918200 = -2150383.966173 nChanged 2 SP:Iteration 98Q (501.672181 sec): 3 clusters Score: Raw -2153554.502157 + Penalty 3169.918200 = -2150384.583957 nChanged 2 SP:Iteration 99Q (501.707488 sec): 3 clusters Score: Raw -2153555.411849 + Penalty 3169.918200 = -2150385.493649 nChanged 3 SP:Iteration 100F (501.746633 sec): 3 clusters Score: Raw -2153556.521182 + Penalty 3169.918200 = -2150386.602981 nChanged 1 SP:Iteration 101Q (501.778658 sec): 3 clusters Score: Raw -2153556.736758 + Penalty 3169.918200 = -2150386.818557 nChanged 2 SP:Iteration 102Q (501.836226 sec): 3 clusters Score: Raw -2153557.554972 + Penalty 3169.918200 = -2150387.636772 nChanged 3 SP:Iteration 103Q (501.868470 sec): 3 clusters Score: Raw -2153559.710529 + Penalty 3169.918200 = -2150389.792328 nChanged 4 SP:Iteration 104Q (501.904796 sec): 3 clusters Score: Raw -2153561.032628 + Penalty 3169.918200 = -2150391.114428 nChanged 4 SP:Iteration 105Q (501.941458 sec): 3 clusters Score: Raw -2153562.673710 + Penalty 3169.918200 = -2150392.755509 nChanged 3 SP:Iteration 106Q (501.975907 sec): 3 clusters Score: Raw -2153563.940928 + Penalty 3169.918200 = -2150394.022728 nChanged 5 SP:Iteration 107Q (502.008475 sec): 3 clusters Score: Raw -2153565.901300 + Penalty 3169.918200 = -2150395.983100 nChanged 7 SP:Iteration 108Q (502.040548 sec): 3 clusters Score: Raw -2153568.729032 + Penalty 3169.918200 = -2150398.810832 nChanged 6 SP:Iteration 109Q (502.074177 sec): 3 clusters Score: Raw -2153571.111477 + Penalty 3169.918200 = -2150401.193277 nChanged 8 SP:Iteration 110Q (502.116122 sec): 3 clusters Score: Raw -2153574.253433 + Penalty 3169.918200 = -2150404.335233 nChanged 7 SP:Iteration 111Q (502.148175 sec): 3 clusters Score: Raw -2153576.863720 + Penalty 3169.918200 = -2150406.945520 nChanged 5 SP:Iteration 112Q (502.191145 sec): 3 clusters Score: Raw -2153579.257622 + Penalty 3169.918200 = -2150409.339422 nChanged 10 SP:Iteration 113Q (502.223311 sec): 3 clusters Score: Raw -2153583.098931 + Penalty 3169.918200 = -2150413.180730 nChanged 7 SP:Iteration 114Q (502.255449 sec): 3 clusters Score: Raw -2153587.198847 + Penalty 3169.918200 = -2150417.280647 nChanged 4 SP:Iteration 115Q (502.290051 sec): 3 clusters Score: Raw -2153589.465226 + Penalty 3169.918200 = -2150419.547026 nChanged 4 SP:Iteration 116Q (502.322207 sec): 3 clusters Score: Raw -2153590.616858 + Penalty 3169.918200 = -2150420.698657 nChanged 0 SP:Iteration 117F (502.376060 sec): 3 clusters Score: Raw -2153590.616858 + Penalty 3169.918200 = -2150420.698657 nChanged 0 Trying to split cluster 18 (837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.401102 sec): 2 clusters Score: Raw -100596.941277 + Penalty 1093.596411 = -99503.344866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.411696 sec): 3 clusters Score: Raw -100362.978820 + Penalty 2187.192823 = -98175.785997 nChanged 235 SP:Iteration 1F (502.421817 sec): 3 clusters Score: Raw -100608.225768 + Penalty 2187.192823 = -98421.032945 nChanged 59 SP:Iteration 2F (502.426458 sec): 3 clusters Score: Raw -100696.511783 + Penalty 2187.192823 = -98509.318961 nChanged 30 SP:Iteration 3Q (502.431004 sec): 3 clusters Score: Raw -100746.449938 + Penalty 2187.192823 = -98559.257115 nChanged 24 SP:Iteration 4Q (502.442333 sec): 3 clusters Score: Raw -100785.928707 + Penalty 2187.192823 = -98598.735884 nChanged 20 SP:Iteration 5Q (502.451243 sec): 3 clusters Score: Raw -100813.179537 + Penalty 2187.192823 = -98625.986714 nChanged 14 SP:Iteration 6Q (502.455765 sec): 3 clusters Score: Raw -100832.498098 + Penalty 2187.192823 = -98645.305275 nChanged 13 SP:Iteration 7Q (502.460254 sec): 3 clusters Score: Raw -100854.619984 + Penalty 2187.192823 = -98667.427161 nChanged 15 SP:Iteration 8Q (502.469557 sec): 3 clusters Score: Raw -100874.352803 + Penalty 2187.192823 = -98687.159980 nChanged 11 SP:Iteration 9Q (502.474112 sec): 3 clusters Score: Raw -100888.894504 + Penalty 2187.192823 = -98701.701681 nChanged 6 SP:Iteration 10Q (502.478625 sec): 3 clusters Score: Raw -100897.636879 + Penalty 2187.192823 = -98710.444056 nChanged 7 SP:Iteration 11Q (502.483080 sec): 3 clusters Score: Raw -100906.690822 + Penalty 2187.192823 = -98719.497999 nChanged 6 SP:Iteration 12Q (502.487538 sec): 3 clusters Score: Raw -100912.478938 + Penalty 2187.192823 = -98725.286115 nChanged 5 SP:Iteration 13Q (502.491983 sec): 3 clusters Score: Raw -100916.009281 + Penalty 2187.192823 = -98728.816458 nChanged 2 SP:Iteration 14Q (502.496420 sec): 3 clusters Score: Raw -100917.672328 + Penalty 2187.192823 = -98730.479505 nChanged 1 SP:Iteration 15Q (502.500856 sec): 3 clusters Score: Raw -100918.902190 + Penalty 2187.192823 = -98731.709367 nChanged 0 SP:Iteration 16F (502.505392 sec): 3 clusters Score: Raw -100918.902190 + Penalty 2187.192823 = -98731.709367 nChanged 0 Trying to split cluster 19 (990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.515844 sec): 2 clusters Score: Raw -117132.008305 + Penalty 1120.877053 = -116011.131252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.521485 sec): 3 clusters Score: Raw -116820.415673 + Penalty 2241.754107 = -114578.661567 nChanged 266 SP:Iteration 1F (502.526806 sec): 3 clusters Score: Raw -117042.520099 + Penalty 2241.754107 = -114800.765992 nChanged 84 SP:Iteration 2F (502.532055 sec): 3 clusters Score: Raw -117121.340221 + Penalty 2241.754107 = -114879.586115 nChanged 35 SP:Iteration 3Q (502.545992 sec): 3 clusters Score: Raw -117156.827829 + Penalty 2241.754107 = -114915.073722 nChanged 16 SP:Iteration 4Q (502.558079 sec): 3 clusters Score: Raw -117174.139631 + Penalty 2241.754107 = -114932.385525 nChanged 18 SP:Iteration 5Q (502.563391 sec): 3 clusters Score: Raw -117195.496165 + Penalty 2241.754107 = -114953.742058 nChanged 21 SP:Iteration 6Q (502.568641 sec): 3 clusters Score: Raw -117211.837630 + Penalty 2241.754107 = -114970.083524 nChanged 13 SP:Iteration 7Q (502.573868 sec): 3 clusters Score: Raw -117229.133709 + Penalty 2241.754107 = -114987.379603 nChanged 8 SP:Iteration 8Q (502.579089 sec): 3 clusters Score: Raw -117240.014587 + Penalty 2241.754107 = -114998.260481 nChanged 8 SP:Iteration 9Q (502.584320 sec): 3 clusters Score: Raw -117244.576706 + Penalty 2241.754107 = -115002.822600 nChanged 5 SP:Iteration 10Q (502.589589 sec): 3 clusters Score: Raw -117250.174276 + Penalty 2241.754107 = -115008.420170 nChanged 7 SP:Iteration 11Q (502.594811 sec): 3 clusters Score: Raw -117255.103878 + Penalty 2241.754107 = -115013.349771 nChanged 4 SP:Iteration 12Q (502.600091 sec): 3 clusters Score: Raw -117257.175760 + Penalty 2241.754107 = -115015.421653 nChanged 2 SP:Iteration 13Q (502.605308 sec): 3 clusters Score: Raw -117258.130562 + Penalty 2241.754107 = -115016.376456 nChanged 3 SP:Iteration 14Q (502.610525 sec): 3 clusters Score: Raw -117260.191921 + Penalty 2241.754107 = -115018.437815 nChanged 1 SP:Iteration 15Q (502.615729 sec): 3 clusters Score: Raw -117260.414326 + Penalty 2241.754107 = -115018.660220 nChanged 0 SP:Iteration 16F (502.620957 sec): 3 clusters Score: Raw -117260.414326 + Penalty 2241.754107 = -115018.660220 nChanged 0 Trying to split cluster 20 (48699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.694860 sec): 2 clusters Score: Raw -6074198.883212 + Penalty 1753.929738 = -6072444.953473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.784913 sec): 3 clusters Score: Raw -6043205.965213 + Penalty 3507.859477 = -6039698.105736 nChanged 22934 SP:Iteration 1F (502.878441 sec): 3 clusters Score: Raw -6056235.297682 + Penalty 3507.859477 = -6052727.438205 nChanged 2016 SP:Iteration 2Q (502.979297 sec): 3 clusters Score: Raw -6056838.291043 + Penalty 3507.859477 = -6053330.431566 nChanged 1993 SP:Iteration 3Q (503.100795 sec): 3 clusters Score: Raw -6057526.803937 + Penalty 3507.859477 = -6054018.944460 nChanged 2022 SP:Iteration 4Q (503.237509 sec): 3 clusters Score: Raw -6058320.641650 + Penalty 3507.859477 = -6054812.782173 nChanged 2174 SP:Iteration 5Q (503.356049 sec): 3 clusters Score: Raw -6059339.287901 + Penalty 3507.859477 = -6055831.428424 nChanged 2422 SP:Iteration 6Q (503.468256 sec): 3 clusters Score: Raw -6060727.102861 + Penalty 3507.859477 = -6057219.243385 nChanged 2764 SP:Iteration 7F (503.553535 sec): 3 clusters Score: Raw -6062541.729146 + Penalty 3507.859477 = -6059033.869669 nChanged 2942 SP:Iteration 8F (503.645946 sec): 3 clusters Score: Raw -6064716.351570 + Penalty 3507.859477 = -6061208.492093 nChanged 2872 SP:Iteration 9F (503.730479 sec): 3 clusters Score: Raw -6066612.306589 + Penalty 3507.859477 = -6063104.447113 nChanged 2290 SP:Iteration 10Q (503.846220 sec): 3 clusters Score: Raw -6067678.115533 + Penalty 3507.859477 = -6064170.256056 nChanged 1520 SP:Iteration 11Q (503.954294 sec): 3 clusters Score: Raw -6068114.284651 + Penalty 3507.859477 = -6064606.425174 nChanged 961 SP:Iteration 12Q (504.048272 sec): 3 clusters Score: Raw -6068329.580276 + Penalty 3507.859477 = -6064821.720799 nChanged 663 SP:Iteration 13Q (504.134555 sec): 3 clusters Score: Raw -6068463.766734 + Penalty 3507.859477 = -6064955.907257 nChanged 555 SP:Iteration 14Q (504.252915 sec): 3 clusters Score: Raw -6068567.352962 + Penalty 3507.859477 = -6065059.493485 nChanged 453 SP:Iteration 15Q (504.359765 sec): 3 clusters Score: Raw -6068641.265499 + Penalty 3507.859477 = -6065133.406022 nChanged 401 SP:Iteration 16Q (504.478177 sec): 3 clusters Score: Raw -6068706.125982 + Penalty 3507.859477 = -6065198.266506 nChanged 417 SP:Iteration 17Q (504.587772 sec): 3 clusters Score: Raw -6068784.042716 + Penalty 3507.859477 = -6065276.183239 nChanged 423 SP:Iteration 18Q (504.693288 sec): 3 clusters Score: Raw -6068864.602153 + Penalty 3507.859477 = -6065356.742676 nChanged 443 SP:Iteration 19Q (504.787580 sec): 3 clusters Score: Raw -6068948.777496 + Penalty 3507.859477 = -6065440.918019 nChanged 453 SP:Iteration 20F (504.877721 sec): 3 clusters Score: Raw -6069035.303688 + Penalty 3507.859477 = -6065527.444211 nChanged 452 SP:Iteration 21Q (504.983136 sec): 3 clusters Score: Raw -6069122.498460 + Penalty 3507.859477 = -6065614.638983 nChanged 453 SP:Iteration 22Q (505.089629 sec): 3 clusters Score: Raw -6069219.051441 + Penalty 3507.859477 = -6065711.191964 nChanged 467 SP:Iteration 23Q (505.184088 sec): 3 clusters Score: Raw -6069327.804997 + Penalty 3507.859477 = -6065819.945521 nChanged 466 SP:Iteration 24Q (505.290589 sec): 3 clusters Score: Raw -6069426.838068 + Penalty 3507.859477 = -6065918.978591 nChanged 446 SP:Iteration 25Q (505.385764 sec): 3 clusters Score: Raw -6069516.284593 + Penalty 3507.859477 = -6066008.425116 nChanged 474 SP:Iteration 26Q (505.472813 sec): 3 clusters Score: Raw -6069622.411643 + Penalty 3507.859477 = -6066114.552166 nChanged 512 SP:Iteration 27Q (505.567309 sec): 3 clusters Score: Raw -6069742.713357 + Penalty 3507.859477 = -6066234.853880 nChanged 542 SP:Iteration 28Q (505.667905 sec): 3 clusters Score: Raw -6069877.350979 + Penalty 3507.859477 = -6066369.491502 nChanged 594 SP:Iteration 29Q (505.760345 sec): 3 clusters Score: Raw -6070042.954861 + Penalty 3507.859477 = -6066535.095384 nChanged 641 SP:Iteration 30Q (505.855458 sec): 3 clusters Score: Raw -6070218.082056 + Penalty 3507.859477 = -6066710.222579 nChanged 624 SP:Iteration 31Q (505.939688 sec): 3 clusters Score: Raw -6070388.291568 + Penalty 3507.859477 = -6066880.432091 nChanged 616 SP:Iteration 32Q (506.047269 sec): 3 clusters Score: Raw -6070556.399745 + Penalty 3507.859477 = -6067048.540268 nChanged 633 SP:Iteration 33Q (506.132317 sec): 3 clusters Score: Raw -6070737.800766 + Penalty 3507.859477 = -6067229.941289 nChanged 680 SP:Iteration 34Q (506.235857 sec): 3 clusters Score: Raw -6070934.057555 + Penalty 3507.859477 = -6067426.198078 nChanged 673 SP:Iteration 35Q (506.328102 sec): 3 clusters Score: Raw -6071152.862543 + Penalty 3507.859477 = -6067645.003066 nChanged 687 SP:Iteration 36Q (506.441825 sec): 3 clusters Score: Raw -6071383.003876 + Penalty 3507.859477 = -6067875.144399 nChanged 682 SP:Iteration 37Q (506.537518 sec): 3 clusters Score: Raw -6071613.305027 + Penalty 3507.859477 = -6068105.445550 nChanged 648 SP:Iteration 38Q (506.619268 sec): 3 clusters Score: Raw -6071818.955721 + Penalty 3507.859477 = -6068311.096244 nChanged 623 SP:Iteration 39Q (506.701599 sec): 3 clusters Score: Raw -6072022.271781 + Penalty 3507.859477 = -6068514.412304 nChanged 655 SP:Iteration 40F (506.787505 sec): 3 clusters Score: Raw -6072250.647101 + Penalty 3507.859477 = -6068742.787624 nChanged 642 SP:Iteration 41Q (506.879843 sec): 3 clusters Score: Raw -6072457.716724 + Penalty 3507.859477 = -6068949.857247 nChanged 610 SP:Iteration 42Q (506.974771 sec): 3 clusters Score: Raw -6072648.203404 + Penalty 3507.859477 = -6069140.343927 nChanged 576 SP:Iteration 43Q (507.057932 sec): 3 clusters Score: Raw -6072822.252795 + Penalty 3507.859477 = -6069314.393318 nChanged 507 SP:Iteration 44Q (507.153588 sec): 3 clusters Score: Raw -6072964.510247 + Penalty 3507.859477 = -6069456.650770 nChanged 499 SP:Iteration 45Q (507.247980 sec): 3 clusters Score: Raw -6073094.916907 + Penalty 3507.859477 = -6069587.057431 nChanged 451 SP:Iteration 46Q (507.350320 sec): 3 clusters Score: Raw -6073201.994834 + Penalty 3507.859477 = -6069694.135357 nChanged 389 SP:Iteration 47Q (507.431383 sec): 3 clusters Score: Raw -6073285.955943 + Penalty 3507.859477 = -6069778.096466 nChanged 346 SP:Iteration 48Q (507.521135 sec): 3 clusters Score: Raw -6073356.502030 + Penalty 3507.859477 = -6069848.642553 nChanged 320 SP:Iteration 49Q (507.610485 sec): 3 clusters Score: Raw -6073423.074028 + Penalty 3507.859477 = -6069915.214551 nChanged 324 SP:Iteration 50Q (507.721759 sec): 3 clusters Score: Raw -6073487.495245 + Penalty 3507.859477 = -6069979.635768 nChanged 306 SP:Iteration 51Q (507.802176 sec): 3 clusters Score: Raw -6073541.726048 + Penalty 3507.859477 = -6070033.866571 nChanged 271 SP:Iteration 52Q (507.878049 sec): 3 clusters Score: Raw -6073587.384516 + Penalty 3507.859477 = -6070079.525039 nChanged 248 SP:Iteration 53Q (507.964775 sec): 3 clusters Score: Raw -6073629.934140 + Penalty 3507.859477 = -6070122.074663 nChanged 245 SP:Iteration 54Q (508.040640 sec): 3 clusters Score: Raw -6073670.327305 + Penalty 3507.859477 = -6070162.467828 nChanged 229 SP:Iteration 55Q (508.127189 sec): 3 clusters Score: Raw -6073706.495132 + Penalty 3507.859477 = -6070198.635655 nChanged 225 SP:Iteration 56Q (508.219504 sec): 3 clusters Score: Raw -6073743.383841 + Penalty 3507.859477 = -6070235.524364 nChanged 234 SP:Iteration 57Q (508.305479 sec): 3 clusters Score: Raw -6073782.309058 + Penalty 3507.859477 = -6070274.449581 nChanged 246 SP:Iteration 58Q (508.404557 sec): 3 clusters Score: Raw -6073826.557198 + Penalty 3507.859477 = -6070318.697721 nChanged 240 SP:Iteration 59Q (508.512232 sec): 3 clusters Score: Raw -6073867.754622 + Penalty 3507.859477 = -6070359.895145 nChanged 216 SP:Iteration 60F (508.623059 sec): 3 clusters Score: Raw -6073905.632641 + Penalty 3507.859477 = -6070397.773165 nChanged 203 SP:Iteration 61Q (508.699416 sec): 3 clusters Score: Raw -6073939.525376 + Penalty 3507.859477 = -6070431.665899 nChanged 186 SP:Iteration 62Q (508.786920 sec): 3 clusters Score: Raw -6073969.603649 + Penalty 3507.859477 = -6070461.744172 nChanged 182 SP:Iteration 63Q (508.869174 sec): 3 clusters Score: Raw -6073998.810627 + Penalty 3507.859477 = -6070490.951150 nChanged 174 SP:Iteration 64Q (508.950513 sec): 3 clusters Score: Raw -6074024.626589 + Penalty 3507.859477 = -6070516.767112 nChanged 170 SP:Iteration 65Q (509.036568 sec): 3 clusters Score: Raw -6074049.693239 + Penalty 3507.859477 = -6070541.833763 nChanged 148 SP:Iteration 66Q (509.120090 sec): 3 clusters Score: Raw -6074071.307850 + Penalty 3507.859477 = -6070563.448373 nChanged 151 SP:Iteration 67Q (509.195133 sec): 3 clusters Score: Raw -6074096.228969 + Penalty 3507.859477 = -6070588.369492 nChanged 161 SP:Iteration 68Q (509.271139 sec): 3 clusters Score: Raw -6074122.823502 + Penalty 3507.859477 = -6070614.964025 nChanged 150 SP:Iteration 69Q (509.350541 sec): 3 clusters Score: Raw -6074146.440700 + Penalty 3507.859477 = -6070638.581223 nChanged 138 SP:Iteration 70Q (509.425371 sec): 3 clusters Score: Raw -6074166.414696 + Penalty 3507.859477 = -6070658.555219 nChanged 132 SP:Iteration 71Q (509.503206 sec): 3 clusters Score: Raw -6074185.017102 + Penalty 3507.859477 = -6070677.157625 nChanged 123 SP:Iteration 72Q (509.586761 sec): 3 clusters Score: Raw -6074204.761766 + Penalty 3507.859477 = -6070696.902289 nChanged 131 SP:Iteration 73Q (509.662111 sec): 3 clusters Score: Raw -6074225.018701 + Penalty 3507.859477 = -6070717.159224 nChanged 128 SP:Iteration 74Q (509.740626 sec): 3 clusters Score: Raw -6074243.277146 + Penalty 3507.859477 = -6070735.417669 nChanged 114 SP:Iteration 75Q (509.843969 sec): 3 clusters Score: Raw -6074258.148352 + Penalty 3507.859477 = -6070750.288875 nChanged 91 SP:Iteration 76Q (509.918989 sec): 3 clusters Score: Raw -6074271.926295 + Penalty 3507.859477 = -6070764.066818 nChanged 86 SP:Iteration 77Q (509.995701 sec): 3 clusters Score: Raw -6074284.058839 + Penalty 3507.859477 = -6070776.199362 nChanged 92 SP:Iteration 78Q (510.081192 sec): 3 clusters Score: Raw -6074294.590911 + Penalty 3507.859477 = -6070786.731434 nChanged 63 SP:Iteration 79Q (510.180058 sec): 3 clusters Score: Raw -6074300.814327 + Penalty 3507.859477 = -6070792.954850 nChanged 55 SP:Iteration 80F (510.298109 sec): 3 clusters Score: Raw -6074305.952178 + Penalty 3507.859477 = -6070798.092701 nChanged 49 SP:Iteration 81Q (510.382934 sec): 3 clusters Score: Raw -6074311.339028 + Penalty 3507.859477 = -6070803.479551 nChanged 56 SP:Iteration 82Q (510.478024 sec): 3 clusters Score: Raw -6074316.854620 + Penalty 3507.859477 = -6070808.995143 nChanged 51 SP:Iteration 83Q (510.576611 sec): 3 clusters Score: Raw -6074321.572483 + Penalty 3507.859477 = -6070813.713006 nChanged 45 SP:Iteration 84Q (510.649497 sec): 3 clusters Score: Raw -6074325.346558 + Penalty 3507.859477 = -6070817.487081 nChanged 37 SP:Iteration 85Q (510.734715 sec): 3 clusters Score: Raw -6074328.643392 + Penalty 3507.859477 = -6070820.783916 nChanged 35 SP:Iteration 86Q (510.807547 sec): 3 clusters Score: Raw -6074331.750278 + Penalty 3507.859477 = -6070823.890802 nChanged 37 SP:Iteration 87Q (510.889794 sec): 3 clusters Score: Raw -6074334.685604 + Penalty 3507.859477 = -6070826.826127 nChanged 36 SP:Iteration 88Q (510.974641 sec): 3 clusters Score: Raw -6074337.437351 + Penalty 3507.859477 = -6070829.577874 nChanged 22 SP:Iteration 89Q (511.083795 sec): 3 clusters Score: Raw -6074339.259148 + Penalty 3507.859477 = -6070831.399671 nChanged 27 SP:Iteration 90Q (511.157820 sec): 3 clusters Score: Raw -6074341.394515 + Penalty 3507.859477 = -6070833.535039 nChanged 30 SP:Iteration 91Q (511.264656 sec): 3 clusters Score: Raw -6074344.145303 + Penalty 3507.859477 = -6070836.285826 nChanged 36 SP:Iteration 92Q (511.341613 sec): 3 clusters Score: Raw -6074347.854769 + Penalty 3507.859477 = -6070839.995292 nChanged 36 SP:Iteration 93Q (511.415188 sec): 3 clusters Score: Raw -6074351.821104 + Penalty 3507.859477 = -6070843.961627 nChanged 35 SP:Iteration 94Q (511.488325 sec): 3 clusters Score: Raw -6074355.192067 + Penalty 3507.859477 = -6070847.332590 nChanged 33 SP:Iteration 95Q (511.578219 sec): 3 clusters Score: Raw -6074358.859917 + Penalty 3507.859477 = -6070851.000441 nChanged 39 SP:Iteration 96Q (511.680210 sec): 3 clusters Score: Raw -6074362.439385 + Penalty 3507.859477 = -6070854.579908 nChanged 39 SP:Iteration 97Q (511.760084 sec): 3 clusters Score: Raw -6074365.779552 + Penalty 3507.859477 = -6070857.920075 nChanged 40 SP:Iteration 98Q (511.833852 sec): 3 clusters Score: Raw -6074369.623519 + Penalty 3507.859477 = -6070861.764042 nChanged 41 SP:Iteration 99Q (511.906481 sec): 3 clusters Score: Raw -6074373.090064 + Penalty 3507.859477 = -6070865.230587 nChanged 34 SP:Iteration 100F (511.991812 sec): 3 clusters Score: Raw -6074375.787986 + Penalty 3507.859477 = -6070867.928509 nChanged 37 SP:Iteration 101Q (512.094631 sec): 3 clusters Score: Raw -6074378.887535 + Penalty 3507.859477 = -6070871.028058 nChanged 39 SP:Iteration 102Q (512.191357 sec): 3 clusters Score: Raw -6074382.545168 + Penalty 3507.859477 = -6070874.685691 nChanged 41 SP:Iteration 103Q (512.265410 sec): 3 clusters Score: Raw -6074386.520051 + Penalty 3507.859477 = -6070878.660574 nChanged 44 SP:Iteration 104Q (512.342606 sec): 3 clusters Score: Raw -6074391.091185 + Penalty 3507.859477 = -6070883.231708 nChanged 45 SP:Iteration 105Q (512.418854 sec): 3 clusters Score: Raw -6074395.508941 + Penalty 3507.859477 = -6070887.649464 nChanged 37 SP:Iteration 106Q (512.502805 sec): 3 clusters Score: Raw -6074398.482841 + Penalty 3507.859477 = -6070890.623364 nChanged 31 SP:Iteration 107Q (512.576664 sec): 3 clusters Score: Raw -6074401.234878 + Penalty 3507.859477 = -6070893.375401 nChanged 38 SP:Iteration 108Q (512.671165 sec): 3 clusters Score: Raw -6074404.701646 + Penalty 3507.859477 = -6070896.842169 nChanged 35 SP:Iteration 109Q (512.744489 sec): 3 clusters Score: Raw -6074407.996133 + Penalty 3507.859477 = -6070900.136657 nChanged 32 SP:Iteration 110Q (512.817253 sec): 3 clusters Score: Raw -6074411.386758 + Penalty 3507.859477 = -6070903.527281 nChanged 33 SP:Iteration 111Q (512.895967 sec): 3 clusters Score: Raw -6074414.986562 + Penalty 3507.859477 = -6070907.127085 nChanged 21 SP:Iteration 112Q (512.968444 sec): 3 clusters Score: Raw -6074416.715879 + Penalty 3507.859477 = -6070908.856403 nChanged 21 SP:Iteration 113Q (513.049133 sec): 3 clusters Score: Raw -6074418.350200 + Penalty 3507.859477 = -6070910.490723 nChanged 27 SP:Iteration 114Q (513.122640 sec): 3 clusters Score: Raw -6074420.990817 + Penalty 3507.859477 = -6070913.131340 nChanged 23 SP:Iteration 115Q (513.195367 sec): 3 clusters Score: Raw -6074423.360019 + Penalty 3507.859477 = -6070915.500543 nChanged 21 SP:Iteration 116Q (513.267998 sec): 3 clusters Score: Raw -6074425.679786 + Penalty 3507.859477 = -6070917.820310 nChanged 29 SP:Iteration 117Q (513.341580 sec): 3 clusters Score: Raw -6074428.894092 + Penalty 3507.859477 = -6070921.034615 nChanged 34 SP:Iteration 118Q (513.420800 sec): 3 clusters Score: Raw -6074432.646204 + Penalty 3507.859477 = -6070924.786727 nChanged 33 SP:Iteration 119Q (513.492827 sec): 3 clusters Score: Raw -6074436.259034 + Penalty 3507.859477 = -6070928.399557 nChanged 31 SP:Iteration 120F (513.608561 sec): 3 clusters Score: Raw -6074439.818805 + Penalty 3507.859477 = -6070931.959328 nChanged 32 SP:Iteration 121Q (513.682695 sec): 3 clusters Score: Raw -6074442.388857 + Penalty 3507.859477 = -6070934.529381 nChanged 25 SP:Iteration 122Q (513.761162 sec): 3 clusters Score: Raw -6074444.862058 + Penalty 3507.859477 = -6070937.002581 nChanged 19 SP:Iteration 123Q (513.839841 sec): 3 clusters Score: Raw -6074447.063795 + Penalty 3507.859477 = -6070939.204318 nChanged 27 SP:Iteration 124Q (513.919796 sec): 3 clusters Score: Raw -6074450.266260 + Penalty 3507.859477 = -6070942.406783 nChanged 27 SP:Iteration 125Q (513.991749 sec): 3 clusters Score: Raw -6074452.704207 + Penalty 3507.859477 = -6070944.844730 nChanged 25 SP:Iteration 126Q (514.087567 sec): 3 clusters Score: Raw -6074454.341239 + Penalty 3507.859477 = -6070946.481762 nChanged 25 SP:Iteration 127Q (514.160280 sec): 3 clusters Score: Raw -6074456.464662 + Penalty 3507.859477 = -6070948.605185 nChanged 17 SP:Iteration 128Q (514.240422 sec): 3 clusters Score: Raw -6074458.286669 + Penalty 3507.859477 = -6070950.427192 nChanged 15 SP:Iteration 129Q (514.318879 sec): 3 clusters Score: Raw -6074459.606052 + Penalty 3507.859477 = -6070951.746575 nChanged 16 SP:Iteration 130Q (514.400521 sec): 3 clusters Score: Raw -6074460.841951 + Penalty 3507.859477 = -6070952.982474 nChanged 13 SP:Iteration 131Q (514.477821 sec): 3 clusters Score: Raw -6074462.295985 + Penalty 3507.859477 = -6070954.436508 nChanged 17 SP:Iteration 132Q (514.556937 sec): 3 clusters Score: Raw -6074464.246656 + Penalty 3507.859477 = -6070956.387179 nChanged 17 SP:Iteration 133Q (514.635050 sec): 3 clusters Score: Raw -6074465.826182 + Penalty 3507.859477 = -6070957.966705 nChanged 16 SP:Iteration 134Q (514.706755 sec): 3 clusters Score: Raw -6074466.965199 + Penalty 3507.859477 = -6070959.105722 nChanged 13 SP:Iteration 135Q (514.783547 sec): 3 clusters Score: Raw -6074467.883106 + Penalty 3507.859477 = -6070960.023629 nChanged 11 SP:Iteration 136Q (514.866511 sec): 3 clusters Score: Raw -6074468.573891 + Penalty 3507.859477 = -6070960.714414 nChanged 16 SP:Iteration 137Q (514.941724 sec): 3 clusters Score: Raw -6074469.806383 + Penalty 3507.859477 = -6070961.946906 nChanged 19 SP:Iteration 138Q (515.012983 sec): 3 clusters Score: Raw -6074471.747195 + Penalty 3507.859477 = -6070963.887718 nChanged 20 SP:Iteration 139Q (515.087141 sec): 3 clusters Score: Raw -6074473.518136 + Penalty 3507.859477 = -6070965.658659 nChanged 18 SP:Iteration 140F (515.176548 sec): 3 clusters Score: Raw -6074475.097696 + Penalty 3507.859477 = -6070967.238219 nChanged 19 SP:Iteration 141Q (515.271383 sec): 3 clusters Score: Raw -6074477.439514 + Penalty 3507.859477 = -6070969.580037 nChanged 30 SP:Iteration 142Q (515.348918 sec): 3 clusters Score: Raw -6074481.608263 + Penalty 3507.859477 = -6070973.748786 nChanged 30 SP:Iteration 143Q (515.421935 sec): 3 clusters Score: Raw -6074484.886069 + Penalty 3507.859477 = -6070977.026592 nChanged 18 SP:Iteration 144Q (515.516198 sec): 3 clusters Score: Raw -6074486.692638 + Penalty 3507.859477 = -6070978.833161 nChanged 18 SP:Iteration 145Q (515.593155 sec): 3 clusters Score: Raw -6074488.184773 + Penalty 3507.859477 = -6070980.325296 nChanged 17 SP:Iteration 146Q (515.665285 sec): 3 clusters Score: Raw -6074489.641232 + Penalty 3507.859477 = -6070981.781755 nChanged 14 SP:Iteration 147Q (515.736889 sec): 3 clusters Score: Raw -6074490.769300 + Penalty 3507.859477 = -6070982.909823 nChanged 10 SP:Iteration 148Q (515.813281 sec): 3 clusters Score: Raw -6074491.785120 + Penalty 3507.859477 = -6070983.925643 nChanged 17 SP:Iteration 149Q (515.887935 sec): 3 clusters Score: Raw -6074493.667303 + Penalty 3507.859477 = -6070985.807826 nChanged 15 SP:Iteration 150Q (515.969447 sec): 3 clusters Score: Raw -6074494.863813 + Penalty 3507.859477 = -6070987.004336 nChanged 12 SP:Iteration 151Q (516.041550 sec): 3 clusters Score: Raw -6074496.165769 + Penalty 3507.859477 = -6070988.306293 nChanged 17 SP:Iteration 152Q (516.113056 sec): 3 clusters Score: Raw -6074498.267241 + Penalty 3507.859477 = -6070990.407764 nChanged 17 SP:Iteration 153Q (516.185051 sec): 3 clusters Score: Raw -6074500.130657 + Penalty 3507.859477 = -6070992.271180 nChanged 20 SP:Iteration 154Q (516.289579 sec): 3 clusters Score: Raw -6074501.788275 + Penalty 3507.859477 = -6070993.928798 nChanged 12 SP:Iteration 155Q (516.365378 sec): 3 clusters Score: Raw -6074502.738921 + Penalty 3507.859477 = -6070994.879444 nChanged 13 SP:Iteration 156Q (516.438797 sec): 3 clusters Score: Raw -6074504.221826 + Penalty 3507.859477 = -6070996.362349 nChanged 13 SP:Iteration 157Q (516.510474 sec): 3 clusters Score: Raw -6074506.320194 + Penalty 3507.859477 = -6070998.460717 nChanged 18 SP:Iteration 158Q (516.583297 sec): 3 clusters Score: Raw -6074508.244102 + Penalty 3507.859477 = -6071000.384626 nChanged 17 SP:Iteration 159Q (516.655657 sec): 3 clusters Score: Raw -6074509.687536 + Penalty 3507.859477 = -6071001.828059 nChanged 14 SP:Iteration 160F (516.761597 sec): 3 clusters Score: Raw -6074510.844312 + Penalty 3507.859477 = -6071002.984835 nChanged 7 SP:Iteration 161Q (516.840653 sec): 3 clusters Score: Raw -6074511.215414 + Penalty 3507.859477 = -6071003.355937 nChanged 6 SP:Iteration 162Q (516.912032 sec): 3 clusters Score: Raw -6074511.563735 + Penalty 3507.859477 = -6071003.704258 nChanged 5 SP:Iteration 163Q (516.996962 sec): 3 clusters Score: Raw -6074512.047199 + Penalty 3507.859477 = -6071004.187722 nChanged 7 SP:Iteration 164Q (517.070119 sec): 3 clusters Score: Raw -6074512.607453 + Penalty 3507.859477 = -6071004.747977 nChanged 11 SP:Iteration 165Q (517.153939 sec): 3 clusters Score: Raw -6074513.581518 + Penalty 3507.859477 = -6071005.722041 nChanged 10 SP:Iteration 166Q (517.235736 sec): 3 clusters Score: Raw -6074514.546524 + Penalty 3507.859477 = -6071006.687047 nChanged 15 SP:Iteration 167Q (517.308054 sec): 3 clusters Score: Raw -6074515.886427 + Penalty 3507.859477 = -6071008.026950 nChanged 12 SP:Iteration 168Q (517.380173 sec): 3 clusters Score: Raw -6074516.784166 + Penalty 3507.859477 = -6071008.924690 nChanged 9 SP:Iteration 169Q (517.452306 sec): 3 clusters Score: Raw -6074517.445869 + Penalty 3507.859477 = -6071009.586392 nChanged 6 SP:Iteration 170Q (517.523757 sec): 3 clusters Score: Raw -6074517.841814 + Penalty 3507.859477 = -6071009.982337 nChanged 7 SP:Iteration 171Q (517.596076 sec): 3 clusters Score: Raw -6074518.314761 + Penalty 3507.859477 = -6071010.455284 nChanged 8 SP:Iteration 172Q (517.667719 sec): 3 clusters Score: Raw -6074519.007036 + Penalty 3507.859477 = -6071011.147559 nChanged 9 SP:Iteration 173Q (517.739752 sec): 3 clusters Score: Raw -6074519.653151 + Penalty 3507.859477 = -6071011.793675 nChanged 13 SP:Iteration 174Q (517.827233 sec): 3 clusters Score: Raw -6074520.717703 + Penalty 3507.859477 = -6071012.858226 nChanged 15 SP:Iteration 175Q (517.900435 sec): 3 clusters Score: Raw -6074522.373758 + Penalty 3507.859477 = -6071014.514281 nChanged 21 SP:Iteration 176Q (517.972315 sec): 3 clusters Score: Raw -6074523.924134 + Penalty 3507.859477 = -6071016.064657 nChanged 17 SP:Iteration 177Q (518.044225 sec): 3 clusters Score: Raw -6074525.242824 + Penalty 3507.859477 = -6071017.383347 nChanged 13 SP:Iteration 178Q (518.115859 sec): 3 clusters Score: Raw -6074526.254015 + Penalty 3507.859477 = -6071018.394538 nChanged 13 SP:Iteration 179Q (518.187205 sec): 3 clusters Score: Raw -6074527.447320 + Penalty 3507.859477 = -6071019.587843 nChanged 14 SP:Iteration 180F (518.273574 sec): 3 clusters Score: Raw -6074528.888577 + Penalty 3507.859477 = -6071021.029100 nChanged 14 SP:Iteration 181Q (518.354240 sec): 3 clusters Score: Raw -6074530.597634 + Penalty 3507.859477 = -6071022.738157 nChanged 22 SP:Iteration 182Q (518.425768 sec): 3 clusters Score: Raw -6074532.830671 + Penalty 3507.859477 = -6071024.971194 nChanged 20 SP:Iteration 183Q (518.496968 sec): 3 clusters Score: Raw -6074534.790468 + Penalty 3507.859477 = -6071026.930991 nChanged 22 SP:Iteration 184Q (518.577045 sec): 3 clusters Score: Raw -6074536.996960 + Penalty 3507.859477 = -6071029.137483 nChanged 18 SP:Iteration 185Q (518.658267 sec): 3 clusters Score: Raw -6074538.934436 + Penalty 3507.859477 = -6071031.074959 nChanged 18 SP:Iteration 186Q (518.734174 sec): 3 clusters Score: Raw -6074540.483469 + Penalty 3507.859477 = -6071032.623992 nChanged 22 SP:Iteration 187Q (518.806009 sec): 3 clusters Score: Raw -6074543.229203 + Penalty 3507.859477 = -6071035.369726 nChanged 23 SP:Iteration 188Q (518.878345 sec): 3 clusters Score: Raw -6074546.651280 + Penalty 3507.859477 = -6071038.791803 nChanged 26 SP:Iteration 189Q (518.950754 sec): 3 clusters Score: Raw -6074549.597915 + Penalty 3507.859477 = -6071041.738439 nChanged 24 SP:Iteration 190Q (519.026806 sec): 3 clusters Score: Raw -6074552.915828 + Penalty 3507.859477 = -6071045.056351 nChanged 22 SP:Iteration 191Q (519.103988 sec): 3 clusters Score: Raw -6074557.774919 + Penalty 3507.859477 = -6071049.915442 nChanged 32 SP:Iteration 192Q (519.175267 sec): 3 clusters Score: Raw -6074563.660375 + Penalty 3507.859477 = -6071055.800898 nChanged 23 SP:Iteration 193Q (519.246951 sec): 3 clusters Score: Raw -6074566.249406 + Penalty 3507.859477 = -6071058.389929 nChanged 17 SP:Iteration 194Q (519.328991 sec): 3 clusters Score: Raw -6074568.059391 + Penalty 3507.859477 = -6071060.199914 nChanged 12 SP:Iteration 195Q (519.400016 sec): 3 clusters Score: Raw -6074570.394617 + Penalty 3507.859477 = -6071062.535140 nChanged 20 SP:Iteration 196Q (519.471460 sec): 3 clusters Score: Raw -6074572.863788 + Penalty 3507.859477 = -6071065.004311 nChanged 14 SP:Iteration 197Q (519.541983 sec): 3 clusters Score: Raw -6074574.161029 + Penalty 3507.859477 = -6071066.301552 nChanged 10 SP:Iteration 198Q (519.615215 sec): 3 clusters Score: Raw -6074575.200160 + Penalty 3507.859477 = -6071067.340683 nChanged 11 SP:Iteration 199Q (519.687526 sec): 3 clusters Score: Raw -6074576.378451 + Penalty 3507.859477 = -6071068.518975 nChanged 12 SP:Iteration 200F (519.771574 sec): 3 clusters Score: Raw -6074577.691895 + Penalty 3507.859477 = -6071069.832418 nChanged 14 SP:Iteration 201Q (519.844754 sec): 3 clusters Score: Raw -6074579.279011 + Penalty 3507.859477 = -6071071.419534 nChanged 12 SP:Iteration 202Q (519.915762 sec): 3 clusters Score: Raw -6074580.562646 + Penalty 3507.859477 = -6071072.703169 nChanged 11 SP:Iteration 203Q (519.995819 sec): 3 clusters Score: Raw -6074581.764830 + Penalty 3507.859477 = -6071073.905353 nChanged 8 SP:Iteration 204Q (520.066160 sec): 3 clusters Score: Raw -6074582.527327 + Penalty 3507.859477 = -6071074.667850 nChanged 7 SP:Iteration 205Q (520.138100 sec): 3 clusters Score: Raw -6074583.240215 + Penalty 3507.859477 = -6071075.380738 nChanged 10 SP:Iteration 206Q (520.209840 sec): 3 clusters Score: Raw -6074584.994438 + Penalty 3507.859477 = -6071077.134961 nChanged 20 SP:Iteration 207Q (520.283965 sec): 3 clusters Score: Raw -6074588.695358 + Penalty 3507.859477 = -6071080.835881 nChanged 18 SP:Iteration 208Q (520.354239 sec): 3 clusters Score: Raw -6074590.962612 + Penalty 3507.859477 = -6071083.103136 nChanged 16 SP:Iteration 209Q (520.426630 sec): 3 clusters Score: Raw -6074592.667374 + Penalty 3507.859477 = -6071084.807897 nChanged 16 SP:Iteration 210Q (520.497701 sec): 3 clusters Score: Raw -6074595.004218 + Penalty 3507.859477 = -6071087.144741 nChanged 14 SP:Iteration 211Q (520.568066 sec): 3 clusters Score: Raw -6074596.836152 + Penalty 3507.859477 = -6071088.976675 nChanged 18 SP:Iteration 212Q (520.667226 sec): 3 clusters Score: Raw -6074599.201861 + Penalty 3507.859477 = -6071091.342384 nChanged 14 SP:Iteration 213Q (520.744430 sec): 3 clusters Score: Raw -6074601.287350 + Penalty 3507.859477 = -6071093.427873 nChanged 16 SP:Iteration 214Q (520.815627 sec): 3 clusters Score: Raw -6074602.909919 + Penalty 3507.859477 = -6071095.050442 nChanged 12 SP:Iteration 215Q (520.895141 sec): 3 clusters Score: Raw -6074604.421487 + Penalty 3507.859477 = -6071096.562010 nChanged 15 SP:Iteration 216Q (520.965729 sec): 3 clusters Score: Raw -6074605.984137 + Penalty 3507.859477 = -6071098.124660 nChanged 13 SP:Iteration 217Q (521.059021 sec): 3 clusters Score: Raw -6074607.674480 + Penalty 3507.859477 = -6071099.815003 nChanged 15 SP:Iteration 218Q (521.136516 sec): 3 clusters Score: Raw -6074609.649964 + Penalty 3507.859477 = -6071101.790488 nChanged 12 SP:Iteration 219Q (521.207692 sec): 3 clusters Score: Raw -6074610.815230 + Penalty 3507.859477 = -6071102.955753 nChanged 14 SP:Iteration 220F (521.293894 sec): 3 clusters Score: Raw -6074612.018753 + Penalty 3507.859477 = -6071104.159276 nChanged 9 SP:Iteration 221Q (521.364027 sec): 3 clusters Score: Raw -6074612.777902 + Penalty 3507.859477 = -6071104.918426 nChanged 7 SP:Iteration 222Q (521.436607 sec): 3 clusters Score: Raw -6074613.909643 + Penalty 3507.859477 = -6071106.050166 nChanged 10 SP:Iteration 223Q (521.507865 sec): 3 clusters Score: Raw -6074614.774478 + Penalty 3507.859477 = -6071106.915001 nChanged 9 SP:Iteration 224Q (521.578309 sec): 3 clusters Score: Raw -6074615.438526 + Penalty 3507.859477 = -6071107.579049 nChanged 9 SP:Iteration 225Q (521.651540 sec): 3 clusters Score: Raw -6074616.223851 + Penalty 3507.859477 = -6071108.364375 nChanged 5 SP:Iteration 226Q (521.722916 sec): 3 clusters Score: Raw -6074616.658913 + Penalty 3507.859477 = -6071108.799436 nChanged 4 SP:Iteration 227Q (521.794336 sec): 3 clusters Score: Raw -6074617.007453 + Penalty 3507.859477 = -6071109.147976 nChanged 3 SP:Iteration 228Q (521.868900 sec): 3 clusters Score: Raw -6074617.367079 + Penalty 3507.859477 = -6071109.507602 nChanged 5 SP:Iteration 229Q (521.940468 sec): 3 clusters Score: Raw -6074617.855700 + Penalty 3507.859477 = -6071109.996223 nChanged 3 SP:Iteration 230Q (522.011469 sec): 3 clusters Score: Raw -6074618.296817 + Penalty 3507.859477 = -6071110.437340 nChanged 4 SP:Iteration 231Q (522.083194 sec): 3 clusters Score: Raw -6074618.611594 + Penalty 3507.859477 = -6071110.752117 nChanged 3 SP:Iteration 232Q (522.161358 sec): 3 clusters Score: Raw -6074618.959318 + Penalty 3507.859477 = -6071111.099841 nChanged 3 SP:Iteration 233Q (522.245774 sec): 3 clusters Score: Raw -6074619.344410 + Penalty 3507.859477 = -6071111.484933 nChanged 7 SP:Iteration 234Q (522.322759 sec): 3 clusters Score: Raw -6074620.123194 + Penalty 3507.859477 = -6071112.263717 nChanged 5 SP:Iteration 235Q (522.393714 sec): 3 clusters Score: Raw -6074620.453092 + Penalty 3507.859477 = -6071112.593615 nChanged 5 SP:Iteration 236Q (522.464729 sec): 3 clusters Score: Raw -6074620.937644 + Penalty 3507.859477 = -6071113.078167 nChanged 6 SP:Iteration 237Q (522.535490 sec): 3 clusters Score: Raw -6074621.298800 + Penalty 3507.859477 = -6071113.439323 nChanged 5 SP:Iteration 238Q (522.627048 sec): 3 clusters Score: Raw -6074622.010810 + Penalty 3507.859477 = -6071114.151333 nChanged 4 SP:Iteration 239Q (522.698097 sec): 3 clusters Score: Raw -6074622.530895 + Penalty 3507.859477 = -6071114.671418 nChanged 9 SP:Iteration 240F (522.784089 sec): 3 clusters Score: Raw -6074623.499703 + Penalty 3507.859477 = -6071115.640227 nChanged 4 SP:Iteration 241Q (522.862557 sec): 3 clusters Score: Raw -6074624.016076 + Penalty 3507.859477 = -6071116.156600 nChanged 4 SP:Iteration 242Q (522.933530 sec): 3 clusters Score: Raw -6074624.523445 + Penalty 3507.859477 = -6071116.663968 nChanged 3 SP:Iteration 243Q (523.003713 sec): 3 clusters Score: Raw -6074624.744707 + Penalty 3507.859477 = -6071116.885231 nChanged 1 SP:Iteration 244Q (523.094995 sec): 3 clusters Score: Raw -6074624.890836 + Penalty 3507.859477 = -6071117.031359 nChanged 3 SP:Iteration 245Q (523.166120 sec): 3 clusters Score: Raw -6074625.306196 + Penalty 3507.859477 = -6071117.446719 nChanged 3 SP:Iteration 246Q (523.247809 sec): 3 clusters Score: Raw -6074625.671704 + Penalty 3507.859477 = -6071117.812227 nChanged 3 SP:Iteration 247Q (523.325753 sec): 3 clusters Score: Raw -6074625.884094 + Penalty 3507.859477 = -6071118.024617 nChanged 2 SP:Iteration 248Q (523.396458 sec): 3 clusters Score: Raw -6074625.988541 + Penalty 3507.859477 = -6071118.129064 nChanged 1 SP:Iteration 249Q (523.470451 sec): 3 clusters Score: Raw -6074626.026057 + Penalty 3507.859477 = -6071118.166580 nChanged 0 SP:Iteration 250F (523.567195 sec): 3 clusters Score: Raw -6074626.026057 + Penalty 3507.859477 = -6071118.166580 nChanged 0 Trying to split cluster 21 (19727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (523.591950 sec): 2 clusters Score: Raw -2466681.491055 + Penalty 1607.083324 = -2465074.407730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (523.640005 sec): 3 clusters Score: Raw -2454639.676777 + Penalty 3214.166649 = -2451425.510128 nChanged 9036 SP:Iteration 1F (523.684475 sec): 3 clusters Score: Raw -2459675.650920 + Penalty 3214.166649 = -2456461.484271 nChanged 1007 SP:Iteration 2F (523.729257 sec): 3 clusters Score: Raw -2460045.118402 + Penalty 3214.166649 = -2456830.951753 nChanged 931 SP:Iteration 3Q (523.774991 sec): 3 clusters Score: Raw -2460394.894509 + Penalty 3214.166649 = -2457180.727860 nChanged 914 SP:Iteration 4Q (523.821307 sec): 3 clusters Score: Raw -2460792.526883 + Penalty 3214.166649 = -2457578.360235 nChanged 945 SP:Iteration 5Q (523.873871 sec): 3 clusters Score: Raw -2461234.721185 + Penalty 3214.166649 = -2458020.554536 nChanged 999 SP:Iteration 6F (523.918519 sec): 3 clusters Score: Raw -2461704.573870 + Penalty 3214.166649 = -2458490.407222 nChanged 974 SP:Iteration 7Q (523.970188 sec): 3 clusters Score: Raw -2462220.509063 + Penalty 3214.166649 = -2459006.342414 nChanged 958 SP:Iteration 8Q (524.034622 sec): 3 clusters Score: Raw -2462714.942854 + Penalty 3214.166649 = -2459500.776205 nChanged 925 SP:Iteration 9Q (524.079430 sec): 3 clusters Score: Raw -2463233.003784 + Penalty 3214.166649 = -2460018.837135 nChanged 868 SP:Iteration 10Q (524.124391 sec): 3 clusters Score: Raw -2463734.391118 + Penalty 3214.166649 = -2460520.224469 nChanged 762 SP:Iteration 11Q (524.171006 sec): 3 clusters Score: Raw -2464128.067191 + Penalty 3214.166649 = -2460913.900542 nChanged 621 SP:Iteration 12Q (524.215719 sec): 3 clusters Score: Raw -2464410.882579 + Penalty 3214.166649 = -2461196.715930 nChanged 483 SP:Iteration 13Q (524.260930 sec): 3 clusters Score: Raw -2464582.756885 + Penalty 3214.166649 = -2461368.590236 nChanged 376 SP:Iteration 14Q (524.306333 sec): 3 clusters Score: Raw -2464702.148922 + Penalty 3214.166649 = -2461487.982274 nChanged 302 SP:Iteration 15Q (524.376374 sec): 3 clusters Score: Raw -2464787.732360 + Penalty 3214.166649 = -2461573.565711 nChanged 247 SP:Iteration 16Q (524.424518 sec): 3 clusters Score: Raw -2464851.977587 + Penalty 3214.166649 = -2461637.810938 nChanged 226 SP:Iteration 17Q (524.471280 sec): 3 clusters Score: Raw -2464906.405056 + Penalty 3214.166649 = -2461692.238407 nChanged 216 SP:Iteration 18Q (524.522648 sec): 3 clusters Score: Raw -2464954.470576 + Penalty 3214.166649 = -2461740.303927 nChanged 182 SP:Iteration 19Q (524.568393 sec): 3 clusters Score: Raw -2464988.595039 + Penalty 3214.166649 = -2461774.428390 nChanged 159 SP:Iteration 20F (524.613349 sec): 3 clusters Score: Raw -2465021.617173 + Penalty 3214.166649 = -2461807.450524 nChanged 151 SP:Iteration 21Q (524.657288 sec): 3 clusters Score: Raw -2465052.729559 + Penalty 3214.166649 = -2461838.562910 nChanged 152 SP:Iteration 22Q (524.701135 sec): 3 clusters Score: Raw -2465084.459626 + Penalty 3214.166649 = -2461870.292977 nChanged 155 SP:Iteration 23Q (524.744326 sec): 3 clusters Score: Raw -2465120.195918 + Penalty 3214.166649 = -2461906.029269 nChanged 165 SP:Iteration 24Q (524.796937 sec): 3 clusters Score: Raw -2465150.643021 + Penalty 3214.166649 = -2461936.476372 nChanged 134 SP:Iteration 25Q (524.842999 sec): 3 clusters Score: Raw -2465173.210268 + Penalty 3214.166649 = -2461959.043619 nChanged 123 SP:Iteration 26Q (524.885869 sec): 3 clusters Score: Raw -2465193.368806 + Penalty 3214.166649 = -2461979.202157 nChanged 124 SP:Iteration 27Q (524.930858 sec): 3 clusters Score: Raw -2465211.773098 + Penalty 3214.166649 = -2461997.606449 nChanged 112 SP:Iteration 28Q (524.983806 sec): 3 clusters Score: Raw -2465224.905266 + Penalty 3214.166649 = -2462010.738618 nChanged 82 SP:Iteration 29Q (525.026912 sec): 3 clusters Score: Raw -2465233.574568 + Penalty 3214.166649 = -2462019.407919 nChanged 74 SP:Iteration 30Q (525.075715 sec): 3 clusters Score: Raw -2465242.486268 + Penalty 3214.166649 = -2462028.319619 nChanged 64 SP:Iteration 31Q (525.125022 sec): 3 clusters Score: Raw -2465250.192932 + Penalty 3214.166649 = -2462036.026283 nChanged 72 SP:Iteration 32Q (525.168636 sec): 3 clusters Score: Raw -2465258.146127 + Penalty 3214.166649 = -2462043.979479 nChanged 68 SP:Iteration 33Q (525.211277 sec): 3 clusters Score: Raw -2465266.770391 + Penalty 3214.166649 = -2462052.603742 nChanged 63 SP:Iteration 34Q (525.253764 sec): 3 clusters Score: Raw -2465273.453217 + Penalty 3214.166649 = -2462059.286568 nChanged 61 SP:Iteration 35Q (525.296706 sec): 3 clusters Score: Raw -2465280.218555 + Penalty 3214.166649 = -2462066.051906 nChanged 69 SP:Iteration 36Q (525.339529 sec): 3 clusters Score: Raw -2465289.304163 + Penalty 3214.166649 = -2462075.137514 nChanged 82 SP:Iteration 37Q (525.382325 sec): 3 clusters Score: Raw -2465299.856246 + Penalty 3214.166649 = -2462085.689598 nChanged 72 SP:Iteration 38Q (525.424786 sec): 3 clusters Score: Raw -2465308.370247 + Penalty 3214.166649 = -2462094.203598 nChanged 63 SP:Iteration 39Q (525.470372 sec): 3 clusters Score: Raw -2465315.330691 + Penalty 3214.166649 = -2462101.164042 nChanged 67 SP:Iteration 40F (525.515120 sec): 3 clusters Score: Raw -2465321.956963 + Penalty 3214.166649 = -2462107.790314 nChanged 59 SP:Iteration 41Q (525.558081 sec): 3 clusters Score: Raw -2465327.284557 + Penalty 3214.166649 = -2462113.117908 nChanged 50 SP:Iteration 42Q (525.601009 sec): 3 clusters Score: Raw -2465332.328886 + Penalty 3214.166649 = -2462118.162238 nChanged 50 SP:Iteration 43Q (525.643535 sec): 3 clusters Score: Raw -2465337.922296 + Penalty 3214.166649 = -2462123.755647 nChanged 55 SP:Iteration 44Q (525.686387 sec): 3 clusters Score: Raw -2465343.617327 + Penalty 3214.166649 = -2462129.450678 nChanged 49 SP:Iteration 45Q (525.732571 sec): 3 clusters Score: Raw -2465348.482774 + Penalty 3214.166649 = -2462134.316125 nChanged 57 SP:Iteration 46Q (525.775142 sec): 3 clusters Score: Raw -2465355.968667 + Penalty 3214.166649 = -2462141.802018 nChanged 65 SP:Iteration 47Q (525.818255 sec): 3 clusters Score: Raw -2465363.967655 + Penalty 3214.166649 = -2462149.801006 nChanged 68 SP:Iteration 48Q (525.860792 sec): 3 clusters Score: Raw -2465372.283932 + Penalty 3214.166649 = -2462158.117283 nChanged 68 SP:Iteration 49Q (525.904697 sec): 3 clusters Score: Raw -2465382.080397 + Penalty 3214.166649 = -2462167.913748 nChanged 82 SP:Iteration 50Q (525.947386 sec): 3 clusters Score: Raw -2465393.973147 + Penalty 3214.166649 = -2462179.806498 nChanged 82 SP:Iteration 51Q (525.999203 sec): 3 clusters Score: Raw -2465406.990700 + Penalty 3214.166649 = -2462192.824051 nChanged 89 SP:Iteration 52Q (526.041280 sec): 3 clusters Score: Raw -2465420.244432 + Penalty 3214.166649 = -2462206.077783 nChanged 88 SP:Iteration 53Q (526.083805 sec): 3 clusters Score: Raw -2465433.551760 + Penalty 3214.166649 = -2462219.385111 nChanged 89 SP:Iteration 54Q (526.126353 sec): 3 clusters Score: Raw -2465445.262080 + Penalty 3214.166649 = -2462231.095431 nChanged 99 SP:Iteration 55Q (526.168702 sec): 3 clusters Score: Raw -2465458.671292 + Penalty 3214.166649 = -2462244.504644 nChanged 92 SP:Iteration 56Q (526.213716 sec): 3 clusters Score: Raw -2465471.442028 + Penalty 3214.166649 = -2462257.275379 nChanged 87 SP:Iteration 57Q (526.260921 sec): 3 clusters Score: Raw -2465483.635922 + Penalty 3214.166649 = -2462269.469274 nChanged 94 SP:Iteration 58Q (526.306167 sec): 3 clusters Score: Raw -2465499.971075 + Penalty 3214.166649 = -2462285.804426 nChanged 121 SP:Iteration 59Q (526.347929 sec): 3 clusters Score: Raw -2465522.930899 + Penalty 3214.166649 = -2462308.764250 nChanged 116 SP:Iteration 60F (526.392620 sec): 3 clusters Score: Raw -2465548.543614 + Penalty 3214.166649 = -2462334.376966 nChanged 142 SP:Iteration 61Q (526.461808 sec): 3 clusters Score: Raw -2465579.730061 + Penalty 3214.166649 = -2462365.563412 nChanged 139 SP:Iteration 62Q (526.502631 sec): 3 clusters Score: Raw -2465609.004015 + Penalty 3214.166649 = -2462394.837366 nChanged 146 SP:Iteration 63Q (526.547455 sec): 3 clusters Score: Raw -2465643.012024 + Penalty 3214.166649 = -2462428.845376 nChanged 167 SP:Iteration 64Q (526.594852 sec): 3 clusters Score: Raw -2465682.654207 + Penalty 3214.166649 = -2462468.487559 nChanged 160 SP:Iteration 65Q (526.636039 sec): 3 clusters Score: Raw -2465718.191295 + Penalty 3214.166649 = -2462504.024646 nChanged 166 SP:Iteration 66Q (526.677577 sec): 3 clusters Score: Raw -2465756.800313 + Penalty 3214.166649 = -2462542.633664 nChanged 173 SP:Iteration 67Q (526.744099 sec): 3 clusters Score: Raw -2465797.595900 + Penalty 3214.166649 = -2462583.429251 nChanged 183 SP:Iteration 68Q (526.784814 sec): 3 clusters Score: Raw -2465845.585578 + Penalty 3214.166649 = -2462631.418929 nChanged 174 SP:Iteration 69Q (526.825749 sec): 3 clusters Score: Raw -2465889.454305 + Penalty 3214.166649 = -2462675.287656 nChanged 166 SP:Iteration 70Q (526.866396 sec): 3 clusters Score: Raw -2465941.638698 + Penalty 3214.166649 = -2462727.472050 nChanged 212 SP:Iteration 71Q (526.906985 sec): 3 clusters Score: Raw -2466011.988703 + Penalty 3214.166649 = -2462797.822054 nChanged 208 SP:Iteration 72Q (526.950687 sec): 3 clusters Score: Raw -2466075.267594 + Penalty 3214.166649 = -2462861.100946 nChanged 196 SP:Iteration 73Q (527.005042 sec): 3 clusters Score: Raw -2466130.450509 + Penalty 3214.166649 = -2462916.283860 nChanged 181 SP:Iteration 74Q (527.044832 sec): 3 clusters Score: Raw -2466184.151041 + Penalty 3214.166649 = -2462969.984392 nChanged 177 SP:Iteration 75Q (527.084632 sec): 3 clusters Score: Raw -2466234.562264 + Penalty 3214.166649 = -2463020.395616 nChanged 184 SP:Iteration 76Q (527.144403 sec): 3 clusters Score: Raw -2466298.341686 + Penalty 3214.166649 = -2463084.175037 nChanged 193 SP:Iteration 77Q (527.194221 sec): 3 clusters Score: Raw -2466366.277490 + Penalty 3214.166649 = -2463152.110841 nChanged 200 SP:Iteration 78Q (527.241770 sec): 3 clusters Score: Raw -2466443.621062 + Penalty 3214.166649 = -2463229.454413 nChanged 175 SP:Iteration 79Q (527.286983 sec): 3 clusters Score: Raw -2466513.695824 + Penalty 3214.166649 = -2463299.529176 nChanged 171 SP:Iteration 80F (527.336928 sec): 3 clusters Score: Raw -2466576.284933 + Penalty 3214.166649 = -2463362.118285 nChanged 169 SP:Iteration 81Q (527.405495 sec): 3 clusters Score: Raw -2466639.241002 + Penalty 3214.166649 = -2463425.074353 nChanged 148 SP:Iteration 82Q (527.444994 sec): 3 clusters Score: Raw -2466695.718192 + Penalty 3214.166649 = -2463481.551543 nChanged 148 SP:Iteration 83Q (527.482843 sec): 3 clusters Score: Raw -2466758.871216 + Penalty 3214.166649 = -2463544.704567 nChanged 131 SP:Iteration 84Q (527.553922 sec): 3 clusters Score: Raw -2466810.715752 + Penalty 3214.166649 = -2463596.549103 nChanged 112 SP:Iteration 85Q (527.601545 sec): 3 clusters Score: Raw -2466857.752546 + Penalty 3214.166649 = -2463643.585897 nChanged 108 SP:Iteration 86Q (527.642619 sec): 3 clusters Score: Raw -2466899.587565 + Penalty 3214.166649 = -2463685.420916 nChanged 114 SP:Iteration 87Q (527.690243 sec): 3 clusters Score: Raw -2466937.762657 + Penalty 3214.166649 = -2463723.596009 nChanged 93 SP:Iteration 88Q (527.728612 sec): 3 clusters Score: Raw -2466969.250026 + Penalty 3214.166649 = -2463755.083377 nChanged 80 SP:Iteration 89Q (527.771040 sec): 3 clusters Score: Raw -2466991.419315 + Penalty 3214.166649 = -2463777.252666 nChanged 72 SP:Iteration 90Q (527.808058 sec): 3 clusters Score: Raw -2467012.141080 + Penalty 3214.166649 = -2463797.974432 nChanged 70 SP:Iteration 91Q (527.855397 sec): 3 clusters Score: Raw -2467035.695133 + Penalty 3214.166649 = -2463821.528484 nChanged 59 SP:Iteration 92Q (527.903446 sec): 3 clusters Score: Raw -2467053.631023 + Penalty 3214.166649 = -2463839.464374 nChanged 50 SP:Iteration 93Q (527.950775 sec): 3 clusters Score: Raw -2467069.240174 + Penalty 3214.166649 = -2463855.073525 nChanged 39 SP:Iteration 94Q (527.987022 sec): 3 clusters Score: Raw -2467077.744077 + Penalty 3214.166649 = -2463863.577428 nChanged 23 SP:Iteration 95Q (528.027379 sec): 3 clusters Score: Raw -2467082.821541 + Penalty 3214.166649 = -2463868.654892 nChanged 29 SP:Iteration 96Q (528.065205 sec): 3 clusters Score: Raw -2467089.892817 + Penalty 3214.166649 = -2463875.726169 nChanged 31 SP:Iteration 97Q (528.101294 sec): 3 clusters Score: Raw -2467098.370715 + Penalty 3214.166649 = -2463884.204066 nChanged 33 SP:Iteration 98Q (528.158148 sec): 3 clusters Score: Raw -2467110.067329 + Penalty 3214.166649 = -2463895.900680 nChanged 35 SP:Iteration 99Q (528.235302 sec): 3 clusters Score: Raw -2467120.879530 + Penalty 3214.166649 = -2463906.712881 nChanged 29 SP:Iteration 100F (528.296527 sec): 3 clusters Score: Raw -2467128.959073 + Penalty 3214.166649 = -2463914.792424 nChanged 23 SP:Iteration 101Q (528.354343 sec): 3 clusters Score: Raw -2467136.283585 + Penalty 3214.166649 = -2463922.116937 nChanged 20 SP:Iteration 102Q (528.405135 sec): 3 clusters Score: Raw -2467142.121394 + Penalty 3214.166649 = -2463927.954746 nChanged 19 SP:Iteration 103Q (528.449145 sec): 3 clusters Score: Raw -2467148.195591 + Penalty 3214.166649 = -2463934.028942 nChanged 23 SP:Iteration 104Q (528.488510 sec): 3 clusters Score: Raw -2467154.781419 + Penalty 3214.166649 = -2463940.614770 nChanged 18 SP:Iteration 105Q (528.524679 sec): 3 clusters Score: Raw -2467160.320846 + Penalty 3214.166649 = -2463946.154198 nChanged 19 SP:Iteration 106Q (528.586119 sec): 3 clusters Score: Raw -2467167.261509 + Penalty 3214.166649 = -2463953.094860 nChanged 23 SP:Iteration 107Q (528.625510 sec): 3 clusters Score: Raw -2467174.710039 + Penalty 3214.166649 = -2463960.543390 nChanged 21 SP:Iteration 108Q (528.688610 sec): 3 clusters Score: Raw -2467182.598840 + Penalty 3214.166649 = -2463968.432192 nChanged 14 SP:Iteration 109Q (528.736149 sec): 3 clusters Score: Raw -2467185.404641 + Penalty 3214.166649 = -2463971.237992 nChanged 11 SP:Iteration 110Q (528.776480 sec): 3 clusters Score: Raw -2467188.168177 + Penalty 3214.166649 = -2463974.001528 nChanged 14 SP:Iteration 111Q (528.828473 sec): 3 clusters Score: Raw -2467191.381141 + Penalty 3214.166649 = -2463977.214492 nChanged 17 SP:Iteration 112Q (528.878662 sec): 3 clusters Score: Raw -2467195.123315 + Penalty 3214.166649 = -2463980.956666 nChanged 8 SP:Iteration 113Q (528.919985 sec): 3 clusters Score: Raw -2467197.594928 + Penalty 3214.166649 = -2463983.428279 nChanged 6 SP:Iteration 114Q (528.955093 sec): 3 clusters Score: Raw -2467199.725875 + Penalty 3214.166649 = -2463985.559226 nChanged 12 SP:Iteration 115Q (528.990893 sec): 3 clusters Score: Raw -2467202.876328 + Penalty 3214.166649 = -2463988.709679 nChanged 10 SP:Iteration 116Q (529.044501 sec): 3 clusters Score: Raw -2467205.413584 + Penalty 3214.166649 = -2463991.246935 nChanged 9 SP:Iteration 117Q (529.085642 sec): 3 clusters Score: Raw -2467207.882729 + Penalty 3214.166649 = -2463993.716080 nChanged 11 SP:Iteration 118Q (529.120737 sec): 3 clusters Score: Raw -2467209.893278 + Penalty 3214.166649 = -2463995.726630 nChanged 6 SP:Iteration 119Q (529.188894 sec): 3 clusters Score: Raw -2467211.262413 + Penalty 3214.166649 = -2463997.095764 nChanged 6 SP:Iteration 120F (529.236157 sec): 3 clusters Score: Raw -2467212.453463 + Penalty 3214.166649 = -2463998.286814 nChanged 5 SP:Iteration 121Q (529.280757 sec): 3 clusters Score: Raw -2467213.232556 + Penalty 3214.166649 = -2463999.065907 nChanged 6 SP:Iteration 122Q (529.315776 sec): 3 clusters Score: Raw -2467214.197057 + Penalty 3214.166649 = -2464000.030408 nChanged 4 SP:Iteration 123Q (529.354594 sec): 3 clusters Score: Raw -2467215.391017 + Penalty 3214.166649 = -2464001.224368 nChanged 4 SP:Iteration 124Q (529.389596 sec): 3 clusters Score: Raw -2467216.256570 + Penalty 3214.166649 = -2464002.089922 nChanged 3 SP:Iteration 125Q (529.425083 sec): 3 clusters Score: Raw -2467216.770158 + Penalty 3214.166649 = -2464002.603509 nChanged 2 SP:Iteration 126Q (529.460124 sec): 3 clusters Score: Raw -2467217.093824 + Penalty 3214.166649 = -2464002.927175 nChanged 3 SP:Iteration 127Q (529.495317 sec): 3 clusters Score: Raw -2467217.518491 + Penalty 3214.166649 = -2464003.351842 nChanged 2 SP:Iteration 128Q (529.530403 sec): 3 clusters Score: Raw -2467217.844062 + Penalty 3214.166649 = -2464003.677414 nChanged 1 SP:Iteration 129Q (529.590291 sec): 3 clusters Score: Raw -2467218.110122 + Penalty 3214.166649 = -2464003.943473 nChanged 1 SP:Iteration 130Q (529.625908 sec): 3 clusters Score: Raw -2467218.565645 + Penalty 3214.166649 = -2464004.398996 nChanged 1 SP:Iteration 131Q (529.673424 sec): 3 clusters Score: Raw -2467218.801408 + Penalty 3214.166649 = -2464004.634759 nChanged 1 SP:Iteration 132Q (529.709492 sec): 3 clusters Score: Raw -2467218.878568 + Penalty 3214.166649 = -2464004.711920 nChanged 1 SP:Iteration 133Q (529.744493 sec): 3 clusters Score: Raw -2467219.091383 + Penalty 3214.166649 = -2464004.924734 nChanged 1 SP:Iteration 134Q (529.799203 sec): 3 clusters Score: Raw -2467219.319408 + Penalty 3214.166649 = -2464005.152759 nChanged 1 SP:Iteration 135Q (529.874011 sec): 3 clusters Score: Raw -2467219.808559 + Penalty 3214.166649 = -2464005.641910 nChanged 8 SP:Iteration 136Q (529.932976 sec): 3 clusters Score: Raw -2467221.463913 + Penalty 3214.166649 = -2464007.297264 nChanged 3 SP:Iteration 137Q (529.968327 sec): 3 clusters Score: Raw -2467222.052016 + Penalty 3214.166649 = -2464007.885367 nChanged 5 SP:Iteration 138Q (530.003628 sec): 3 clusters Score: Raw -2467223.192354 + Penalty 3214.166649 = -2464009.025705 nChanged 2 SP:Iteration 139Q (530.039846 sec): 3 clusters Score: Raw -2467223.592624 + Penalty 3214.166649 = -2464009.425975 nChanged 3 SP:Iteration 140F (530.084296 sec): 3 clusters Score: Raw -2467224.057054 + Penalty 3214.166649 = -2464009.890405 nChanged 1 SP:Iteration 141Q (530.119742 sec): 3 clusters Score: Raw -2467224.252259 + Penalty 3214.166649 = -2464010.085611 nChanged 1 SP:Iteration 142Q (530.154582 sec): 3 clusters Score: Raw -2467224.354143 + Penalty 3214.166649 = -2464010.187494 nChanged 0 SP:Iteration 143F (530.199044 sec): 3 clusters Score: Raw -2467224.354143 + Penalty 3214.166649 = -2464010.187494 nChanged 0 Trying to split cluster 22 (54667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (530.276427 sec): 2 clusters Score: Raw -6829823.744447 + Penalty 1772.715021 = -6828051.029425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (530.374964 sec): 3 clusters Score: Raw -6795016.363161 + Penalty 3545.430043 = -6791470.933118 nChanged 25786 SP:Iteration 1F (530.472423 sec): 3 clusters Score: Raw -6809920.289290 + Penalty 3545.430043 = -6806374.859247 nChanged 2227 SP:Iteration 2Q (530.570858 sec): 3 clusters Score: Raw -6810593.550682 + Penalty 3545.430043 = -6807048.120640 nChanged 2238 SP:Iteration 3Q (530.669237 sec): 3 clusters Score: Raw -6811354.444313 + Penalty 3545.430043 = -6807809.014271 nChanged 2364 SP:Iteration 4Q (530.773000 sec): 3 clusters Score: Raw -6812311.687232 + Penalty 3545.430043 = -6808766.257189 nChanged 2605 SP:Iteration 5Q (530.872801 sec): 3 clusters Score: Raw -6813556.876262 + Penalty 3545.430043 = -6810011.446220 nChanged 2889 SP:Iteration 6F (530.966437 sec): 3 clusters Score: Raw -6815229.667577 + Penalty 3545.430043 = -6811684.237535 nChanged 3182 SP:Iteration 7F (531.060898 sec): 3 clusters Score: Raw -6817356.145991 + Penalty 3545.430043 = -6813810.715948 nChanged 3252 SP:Iteration 8F (531.159228 sec): 3 clusters Score: Raw -6819526.277464 + Penalty 3545.430043 = -6815980.847421 nChanged 2815 SP:Iteration 9F (531.259249 sec): 3 clusters Score: Raw -6821049.935040 + Penalty 3545.430043 = -6817504.504997 nChanged 2096 SP:Iteration 10Q (531.356649 sec): 3 clusters Score: Raw -6821804.361579 + Penalty 3545.430043 = -6818258.931536 nChanged 1301 SP:Iteration 11Q (531.456725 sec): 3 clusters Score: Raw -6822141.692113 + Penalty 3545.430043 = -6818596.262070 nChanged 931 SP:Iteration 12Q (531.552573 sec): 3 clusters Score: Raw -6822374.462942 + Penalty 3545.430043 = -6818829.032899 nChanged 810 SP:Iteration 13Q (531.656089 sec): 3 clusters Score: Raw -6822597.046616 + Penalty 3545.430043 = -6819051.616574 nChanged 809 SP:Iteration 14Q (531.752006 sec): 3 clusters Score: Raw -6822824.128392 + Penalty 3545.430043 = -6819278.698349 nChanged 817 SP:Iteration 15Q (531.853500 sec): 3 clusters Score: Raw -6823061.930781 + Penalty 3545.430043 = -6819516.500738 nChanged 851 SP:Iteration 16Q (531.953976 sec): 3 clusters Score: Raw -6823320.347812 + Penalty 3545.430043 = -6819774.917769 nChanged 892 SP:Iteration 17Q (532.048796 sec): 3 clusters Score: Raw -6823603.279749 + Penalty 3545.430043 = -6820057.849706 nChanged 912 SP:Iteration 18Q (532.146329 sec): 3 clusters Score: Raw -6823903.854652 + Penalty 3545.430043 = -6820358.424610 nChanged 924 SP:Iteration 19Q (532.240492 sec): 3 clusters Score: Raw -6824225.598419 + Penalty 3545.430043 = -6820680.168376 nChanged 918 SP:Iteration 20F (532.334370 sec): 3 clusters Score: Raw -6824576.935781 + Penalty 3545.430043 = -6821031.505738 nChanged 992 SP:Iteration 21Q (532.428597 sec): 3 clusters Score: Raw -6824996.447993 + Penalty 3545.430043 = -6821451.017950 nChanged 1043 SP:Iteration 22Q (532.521936 sec): 3 clusters Score: Raw -6825485.428574 + Penalty 3545.430043 = -6821939.998531 nChanged 1012 SP:Iteration 23Q (532.615082 sec): 3 clusters Score: Raw -6825984.824406 + Penalty 3545.430043 = -6822439.394363 nChanged 985 SP:Iteration 24Q (532.718130 sec): 3 clusters Score: Raw -6826497.434314 + Penalty 3545.430043 = -6822952.004271 nChanged 933 SP:Iteration 25Q (532.810858 sec): 3 clusters Score: Raw -6826955.470065 + Penalty 3545.430043 = -6823410.040022 nChanged 836 SP:Iteration 26Q (532.902283 sec): 3 clusters Score: Raw -6827338.099395 + Penalty 3545.430043 = -6823792.669352 nChanged 750 SP:Iteration 27Q (533.001260 sec): 3 clusters Score: Raw -6827654.095189 + Penalty 3545.430043 = -6824108.665146 nChanged 690 SP:Iteration 28Q (533.090627 sec): 3 clusters Score: Raw -6827924.511653 + Penalty 3545.430043 = -6824379.081611 nChanged 590 SP:Iteration 29Q (533.179328 sec): 3 clusters Score: Raw -6828120.716415 + Penalty 3545.430043 = -6824575.286373 nChanged 507 SP:Iteration 30Q (533.266333 sec): 3 clusters Score: Raw -6828277.828875 + Penalty 3545.430043 = -6824732.398833 nChanged 473 SP:Iteration 31Q (533.353069 sec): 3 clusters Score: Raw -6828409.499671 + Penalty 3545.430043 = -6824864.069628 nChanged 477 SP:Iteration 32Q (533.463517 sec): 3 clusters Score: Raw -6828538.130519 + Penalty 3545.430043 = -6824992.700476 nChanged 419 SP:Iteration 33Q (533.560483 sec): 3 clusters Score: Raw -6828638.522416 + Penalty 3545.430043 = -6825093.092373 nChanged 382 SP:Iteration 34Q (533.646129 sec): 3 clusters Score: Raw -6828724.462072 + Penalty 3545.430043 = -6825179.032030 nChanged 360 SP:Iteration 35Q (533.732936 sec): 3 clusters Score: Raw -6828797.119190 + Penalty 3545.430043 = -6825251.689148 nChanged 326 SP:Iteration 36Q (533.817616 sec): 3 clusters Score: Raw -6828860.385676 + Penalty 3545.430043 = -6825314.955633 nChanged 311 SP:Iteration 37Q (533.901631 sec): 3 clusters Score: Raw -6828920.575736 + Penalty 3545.430043 = -6825375.145694 nChanged 316 SP:Iteration 38Q (533.991997 sec): 3 clusters Score: Raw -6828987.304965 + Penalty 3545.430043 = -6825441.874923 nChanged 319 SP:Iteration 39Q (534.077808 sec): 3 clusters Score: Raw -6829055.023330 + Penalty 3545.430043 = -6825509.593287 nChanged 293 SP:Iteration 40F (534.179789 sec): 3 clusters Score: Raw -6829118.941185 + Penalty 3545.430043 = -6825573.511142 nChanged 286 SP:Iteration 41Q (534.264733 sec): 3 clusters Score: Raw -6829176.798079 + Penalty 3545.430043 = -6825631.368037 nChanged 259 SP:Iteration 42Q (534.374415 sec): 3 clusters Score: Raw -6829225.267056 + Penalty 3545.430043 = -6825679.837014 nChanged 227 SP:Iteration 43Q (534.468495 sec): 3 clusters Score: Raw -6829266.297938 + Penalty 3545.430043 = -6825720.867895 nChanged 226 SP:Iteration 44Q (534.552653 sec): 3 clusters Score: Raw -6829305.710617 + Penalty 3545.430043 = -6825760.280575 nChanged 222 SP:Iteration 45Q (534.635680 sec): 3 clusters Score: Raw -6829345.973107 + Penalty 3545.430043 = -6825800.543065 nChanged 231 SP:Iteration 46Q (534.727406 sec): 3 clusters Score: Raw -6829390.370727 + Penalty 3545.430043 = -6825844.940684 nChanged 228 SP:Iteration 47Q (534.810664 sec): 3 clusters Score: Raw -6829431.757042 + Penalty 3545.430043 = -6825886.326999 nChanged 201 SP:Iteration 48Q (534.915766 sec): 3 clusters Score: Raw -6829466.483454 + Penalty 3545.430043 = -6825921.053412 nChanged 180 SP:Iteration 49Q (534.998160 sec): 3 clusters Score: Raw -6829497.908103 + Penalty 3545.430043 = -6825952.478061 nChanged 172 SP:Iteration 50Q (535.082154 sec): 3 clusters Score: Raw -6829528.324056 + Penalty 3545.430043 = -6825982.894013 nChanged 158 SP:Iteration 51Q (535.164176 sec): 3 clusters Score: Raw -6829556.823502 + Penalty 3545.430043 = -6826011.393460 nChanged 173 SP:Iteration 52Q (535.252032 sec): 3 clusters Score: Raw -6829588.154800 + Penalty 3545.430043 = -6826042.724757 nChanged 159 SP:Iteration 53Q (535.348011 sec): 3 clusters Score: Raw -6829616.215297 + Penalty 3545.430043 = -6826070.785255 nChanged 128 SP:Iteration 54Q (535.433292 sec): 3 clusters Score: Raw -6829632.453137 + Penalty 3545.430043 = -6826087.023094 nChanged 99 SP:Iteration 55Q (535.516439 sec): 3 clusters Score: Raw -6829645.596658 + Penalty 3545.430043 = -6826100.166616 nChanged 86 SP:Iteration 56Q (535.598052 sec): 3 clusters Score: Raw -6829656.439097 + Penalty 3545.430043 = -6826111.009054 nChanged 79 SP:Iteration 57Q (535.678988 sec): 3 clusters Score: Raw -6829666.701552 + Penalty 3545.430043 = -6826121.271509 nChanged 74 SP:Iteration 58Q (535.760963 sec): 3 clusters Score: Raw -6829675.832919 + Penalty 3545.430043 = -6826130.402877 nChanged 78 SP:Iteration 59Q (535.842025 sec): 3 clusters Score: Raw -6829685.164487 + Penalty 3545.430043 = -6826139.734444 nChanged 79 SP:Iteration 60F (535.935156 sec): 3 clusters Score: Raw -6829695.812185 + Penalty 3545.430043 = -6826150.382143 nChanged 85 SP:Iteration 61Q (536.017949 sec): 3 clusters Score: Raw -6829707.579377 + Penalty 3545.430043 = -6826162.149335 nChanged 90 SP:Iteration 62Q (536.098672 sec): 3 clusters Score: Raw -6829720.321111 + Penalty 3545.430043 = -6826174.891068 nChanged 90 SP:Iteration 63Q (536.179188 sec): 3 clusters Score: Raw -6829732.689906 + Penalty 3545.430043 = -6826187.259864 nChanged 92 SP:Iteration 64Q (536.259498 sec): 3 clusters Score: Raw -6829746.059563 + Penalty 3545.430043 = -6826200.629520 nChanged 85 SP:Iteration 65Q (536.340672 sec): 3 clusters Score: Raw -6829758.564123 + Penalty 3545.430043 = -6826213.134080 nChanged 76 SP:Iteration 66Q (536.421233 sec): 3 clusters Score: Raw -6829769.641743 + Penalty 3545.430043 = -6826224.211701 nChanged 73 SP:Iteration 67Q (536.502517 sec): 3 clusters Score: Raw -6829781.758823 + Penalty 3545.430043 = -6826236.328780 nChanged 77 SP:Iteration 68Q (536.595124 sec): 3 clusters Score: Raw -6829794.034225 + Penalty 3545.430043 = -6826248.604183 nChanged 71 SP:Iteration 69Q (536.676045 sec): 3 clusters Score: Raw -6829802.507309 + Penalty 3545.430043 = -6826257.077266 nChanged 67 SP:Iteration 70Q (536.757663 sec): 3 clusters Score: Raw -6829809.949680 + Penalty 3545.430043 = -6826264.519638 nChanged 58 SP:Iteration 71Q (536.843296 sec): 3 clusters Score: Raw -6829817.434122 + Penalty 3545.430043 = -6826272.004080 nChanged 61 SP:Iteration 72Q (536.923524 sec): 3 clusters Score: Raw -6829825.193327 + Penalty 3545.430043 = -6826279.763284 nChanged 52 SP:Iteration 73Q (537.003008 sec): 3 clusters Score: Raw -6829831.105325 + Penalty 3545.430043 = -6826285.675282 nChanged 43 SP:Iteration 74Q (537.115331 sec): 3 clusters Score: Raw -6829835.866753 + Penalty 3545.430043 = -6826290.436711 nChanged 33 SP:Iteration 75Q (537.228940 sec): 3 clusters Score: Raw -6829839.985598 + Penalty 3545.430043 = -6826294.555556 nChanged 34 SP:Iteration 76Q (537.364402 sec): 3 clusters Score: Raw -6829843.892315 + Penalty 3545.430043 = -6826298.462272 nChanged 33 SP:Iteration 77Q (537.481979 sec): 3 clusters Score: Raw -6829847.091444 + Penalty 3545.430043 = -6826301.661401 nChanged 30 SP:Iteration 78Q (537.564289 sec): 3 clusters Score: Raw -6829850.297807 + Penalty 3545.430043 = -6826304.867765 nChanged 25 SP:Iteration 79Q (537.644115 sec): 3 clusters Score: Raw -6829852.747713 + Penalty 3545.430043 = -6826307.317670 nChanged 27 SP:Iteration 80F (537.737919 sec): 3 clusters Score: Raw -6829855.565741 + Penalty 3545.430043 = -6826310.135699 nChanged 30 SP:Iteration 81Q (537.818112 sec): 3 clusters Score: Raw -6829858.480137 + Penalty 3545.430043 = -6826313.050094 nChanged 29 SP:Iteration 82Q (537.897912 sec): 3 clusters Score: Raw -6829861.864461 + Penalty 3545.430043 = -6826316.434418 nChanged 32 SP:Iteration 83Q (537.979750 sec): 3 clusters Score: Raw -6829865.764627 + Penalty 3545.430043 = -6826320.334584 nChanged 36 SP:Iteration 84Q (538.060032 sec): 3 clusters Score: Raw -6829868.728224 + Penalty 3545.430043 = -6826323.298182 nChanged 28 SP:Iteration 85Q (538.161287 sec): 3 clusters Score: Raw -6829871.656934 + Penalty 3545.430043 = -6826326.226891 nChanged 23 SP:Iteration 86Q (538.242162 sec): 3 clusters Score: Raw -6829873.739160 + Penalty 3545.430043 = -6826328.309117 nChanged 22 SP:Iteration 87Q (538.323046 sec): 3 clusters Score: Raw -6829876.003530 + Penalty 3545.430043 = -6826330.573487 nChanged 28 SP:Iteration 88Q (538.434509 sec): 3 clusters Score: Raw -6829879.177775 + Penalty 3545.430043 = -6826333.747733 nChanged 31 SP:Iteration 89Q (538.514193 sec): 3 clusters Score: Raw -6829882.359831 + Penalty 3545.430043 = -6826336.929788 nChanged 24 SP:Iteration 90Q (538.593863 sec): 3 clusters Score: Raw -6829885.047555 + Penalty 3545.430043 = -6826339.617512 nChanged 28 SP:Iteration 91Q (538.672460 sec): 3 clusters Score: Raw -6829888.006201 + Penalty 3545.430043 = -6826342.576158 nChanged 34 SP:Iteration 92Q (538.758495 sec): 3 clusters Score: Raw -6829892.117961 + Penalty 3545.430043 = -6826346.687918 nChanged 36 SP:Iteration 93Q (538.839225 sec): 3 clusters Score: Raw -6829896.577770 + Penalty 3545.430043 = -6826351.147728 nChanged 34 SP:Iteration 94Q (538.924261 sec): 3 clusters Score: Raw -6829900.458341 + Penalty 3545.430043 = -6826355.028298 nChanged 27 SP:Iteration 95Q (539.009905 sec): 3 clusters Score: Raw -6829902.734680 + Penalty 3545.430043 = -6826357.304638 nChanged 21 SP:Iteration 96Q (539.091944 sec): 3 clusters Score: Raw -6829904.979750 + Penalty 3545.430043 = -6826359.549707 nChanged 24 SP:Iteration 97Q (539.172226 sec): 3 clusters Score: Raw -6829907.917273 + Penalty 3545.430043 = -6826362.487230 nChanged 37 SP:Iteration 98Q (539.256430 sec): 3 clusters Score: Raw -6829912.350456 + Penalty 3545.430043 = -6826366.920414 nChanged 28 SP:Iteration 99Q (539.340158 sec): 3 clusters Score: Raw -6829915.280281 + Penalty 3545.430043 = -6826369.850239 nChanged 24 SP:Iteration 100F (539.443019 sec): 3 clusters Score: Raw -6829917.463653 + Penalty 3545.430043 = -6826372.033611 nChanged 20 SP:Iteration 101Q (539.522923 sec): 3 clusters Score: Raw -6829919.852521 + Penalty 3545.430043 = -6826374.422479 nChanged 23 SP:Iteration 102Q (539.601302 sec): 3 clusters Score: Raw -6829922.329588 + Penalty 3545.430043 = -6826376.899545 nChanged 20 SP:Iteration 103Q (539.680697 sec): 3 clusters Score: Raw -6829924.558777 + Penalty 3545.430043 = -6826379.128734 nChanged 22 SP:Iteration 104Q (539.760525 sec): 3 clusters Score: Raw -6829927.167602 + Penalty 3545.430043 = -6826381.737560 nChanged 26 SP:Iteration 105Q (539.842140 sec): 3 clusters Score: Raw -6829930.398396 + Penalty 3545.430043 = -6826384.968353 nChanged 29 SP:Iteration 106Q (539.925121 sec): 3 clusters Score: Raw -6829934.440043 + Penalty 3545.430043 = -6826389.010000 nChanged 32 SP:Iteration 107Q (540.003530 sec): 3 clusters Score: Raw -6829938.490565 + Penalty 3545.430043 = -6826393.060523 nChanged 21 SP:Iteration 108Q (540.083362 sec): 3 clusters Score: Raw -6829940.608630 + Penalty 3545.430043 = -6826395.178588 nChanged 22 SP:Iteration 109Q (540.162883 sec): 3 clusters Score: Raw -6829942.884220 + Penalty 3545.430043 = -6826397.454178 nChanged 19 SP:Iteration 110Q (540.270457 sec): 3 clusters Score: Raw -6829944.961900 + Penalty 3545.430043 = -6826399.531857 nChanged 23 SP:Iteration 111Q (540.351689 sec): 3 clusters Score: Raw -6829947.424015 + Penalty 3545.430043 = -6826401.993973 nChanged 14 SP:Iteration 112Q (540.432760 sec): 3 clusters Score: Raw -6829948.883696 + Penalty 3545.430043 = -6826403.453653 nChanged 13 SP:Iteration 113Q (540.512643 sec): 3 clusters Score: Raw -6829950.325589 + Penalty 3545.430043 = -6826404.895546 nChanged 11 SP:Iteration 114Q (540.589961 sec): 3 clusters Score: Raw -6829951.855994 + Penalty 3545.430043 = -6826406.425952 nChanged 16 SP:Iteration 115Q (540.668152 sec): 3 clusters Score: Raw -6829953.618527 + Penalty 3545.430043 = -6826408.188484 nChanged 13 SP:Iteration 116Q (540.748641 sec): 3 clusters Score: Raw -6829955.168557 + Penalty 3545.430043 = -6826409.738514 nChanged 10 SP:Iteration 117Q (540.828156 sec): 3 clusters Score: Raw -6829956.253367 + Penalty 3545.430043 = -6826410.823325 nChanged 12 SP:Iteration 118Q (540.907298 sec): 3 clusters Score: Raw -6829957.545641 + Penalty 3545.430043 = -6826412.115598 nChanged 14 SP:Iteration 119Q (540.990877 sec): 3 clusters Score: Raw -6829959.267132 + Penalty 3545.430043 = -6826413.837089 nChanged 18 SP:Iteration 120F (541.093136 sec): 3 clusters Score: Raw -6829961.171833 + Penalty 3545.430043 = -6826415.741791 nChanged 12 SP:Iteration 121Q (541.172374 sec): 3 clusters Score: Raw -6829962.355923 + Penalty 3545.430043 = -6826416.925880 nChanged 11 SP:Iteration 122Q (541.264447 sec): 3 clusters Score: Raw -6829963.675832 + Penalty 3545.430043 = -6826418.245789 nChanged 15 SP:Iteration 123Q (541.359944 sec): 3 clusters Score: Raw -6829965.234626 + Penalty 3545.430043 = -6826419.804584 nChanged 14 SP:Iteration 124Q (541.456697 sec): 3 clusters Score: Raw -6829966.489133 + Penalty 3545.430043 = -6826421.059090 nChanged 10 SP:Iteration 125Q (541.550768 sec): 3 clusters Score: Raw -6829967.463903 + Penalty 3545.430043 = -6826422.033861 nChanged 18 SP:Iteration 126Q (541.629167 sec): 3 clusters Score: Raw -6829969.507141 + Penalty 3545.430043 = -6826424.077098 nChanged 21 SP:Iteration 127Q (541.716164 sec): 3 clusters Score: Raw -6829971.612376 + Penalty 3545.430043 = -6826426.182334 nChanged 15 SP:Iteration 128Q (541.808771 sec): 3 clusters Score: Raw -6829973.235493 + Penalty 3545.430043 = -6826427.805450 nChanged 14 SP:Iteration 129Q (541.897019 sec): 3 clusters Score: Raw -6829974.570883 + Penalty 3545.430043 = -6826429.140841 nChanged 13 SP:Iteration 130Q (541.976829 sec): 3 clusters Score: Raw -6829976.227589 + Penalty 3545.430043 = -6826430.797546 nChanged 18 SP:Iteration 131Q (542.079194 sec): 3 clusters Score: Raw -6829978.439770 + Penalty 3545.430043 = -6826433.009727 nChanged 22 SP:Iteration 132Q (542.161146 sec): 3 clusters Score: Raw -6829980.650175 + Penalty 3545.430043 = -6826435.220132 nChanged 11 SP:Iteration 133Q (542.239578 sec): 3 clusters Score: Raw -6829981.867503 + Penalty 3545.430043 = -6826436.437460 nChanged 18 SP:Iteration 134Q (542.317946 sec): 3 clusters Score: Raw -6829983.772739 + Penalty 3545.430043 = -6826438.342696 nChanged 22 SP:Iteration 135Q (542.397144 sec): 3 clusters Score: Raw -6829986.100170 + Penalty 3545.430043 = -6826440.670127 nChanged 23 SP:Iteration 136Q (542.475505 sec): 3 clusters Score: Raw -6829988.793319 + Penalty 3545.430043 = -6826443.363277 nChanged 25 SP:Iteration 137Q (542.552901 sec): 3 clusters Score: Raw -6829991.696651 + Penalty 3545.430043 = -6826446.266609 nChanged 20 SP:Iteration 138Q (542.631321 sec): 3 clusters Score: Raw -6829993.853859 + Penalty 3545.430043 = -6826448.423817 nChanged 19 SP:Iteration 139Q (542.710673 sec): 3 clusters Score: Raw -6829996.524658 + Penalty 3545.430043 = -6826451.094615 nChanged 25 SP:Iteration 140F (542.806605 sec): 3 clusters Score: Raw -6830000.308957 + Penalty 3545.430043 = -6826454.878915 nChanged 29 SP:Iteration 141Q (542.885088 sec): 3 clusters Score: Raw -6830004.365137 + Penalty 3545.430043 = -6826458.935094 nChanged 24 SP:Iteration 142Q (542.964167 sec): 3 clusters Score: Raw -6830008.190717 + Penalty 3545.430043 = -6826462.760674 nChanged 20 SP:Iteration 143Q (543.053687 sec): 3 clusters Score: Raw -6830011.211401 + Penalty 3545.430043 = -6826465.781358 nChanged 19 SP:Iteration 144Q (543.132921 sec): 3 clusters Score: Raw -6830014.661727 + Penalty 3545.430043 = -6826469.231684 nChanged 26 SP:Iteration 145Q (543.213075 sec): 3 clusters Score: Raw -6830018.484399 + Penalty 3545.430043 = -6826473.054356 nChanged 20 SP:Iteration 146Q (543.304878 sec): 3 clusters Score: Raw -6830021.602019 + Penalty 3545.430043 = -6826476.171976 nChanged 24 SP:Iteration 147Q (543.384191 sec): 3 clusters Score: Raw -6830024.938032 + Penalty 3545.430043 = -6826479.507989 nChanged 22 SP:Iteration 148Q (543.466278 sec): 3 clusters Score: Raw -6830028.678905 + Penalty 3545.430043 = -6826483.248862 nChanged 29 SP:Iteration 149Q (543.554142 sec): 3 clusters Score: Raw -6830034.570161 + Penalty 3545.430043 = -6826489.140119 nChanged 34 SP:Iteration 150Q (543.652152 sec): 3 clusters Score: Raw -6830040.944400 + Penalty 3545.430043 = -6826495.514357 nChanged 28 SP:Iteration 151Q (543.731712 sec): 3 clusters Score: Raw -6830044.830406 + Penalty 3545.430043 = -6826499.400364 nChanged 23 SP:Iteration 152Q (543.812853 sec): 3 clusters Score: Raw -6830048.422269 + Penalty 3545.430043 = -6826502.992226 nChanged 18 SP:Iteration 153Q (543.892255 sec): 3 clusters Score: Raw -6830051.338107 + Penalty 3545.430043 = -6826505.908065 nChanged 21 SP:Iteration 154Q (543.971088 sec): 3 clusters Score: Raw -6830055.054980 + Penalty 3545.430043 = -6826509.624938 nChanged 24 SP:Iteration 155Q (544.050087 sec): 3 clusters Score: Raw -6830059.128814 + Penalty 3545.430043 = -6826513.698772 nChanged 27 SP:Iteration 156Q (544.137226 sec): 3 clusters Score: Raw -6830062.970466 + Penalty 3545.430043 = -6826517.540424 nChanged 23 SP:Iteration 157Q (544.217233 sec): 3 clusters Score: Raw -6830065.697366 + Penalty 3545.430043 = -6826520.267323 nChanged 19 SP:Iteration 158Q (544.296006 sec): 3 clusters Score: Raw -6830068.206711 + Penalty 3545.430043 = -6826522.776669 nChanged 17 SP:Iteration 159Q (544.375749 sec): 3 clusters Score: Raw -6830070.420088 + Penalty 3545.430043 = -6826524.990045 nChanged 14 SP:Iteration 160F (544.473670 sec): 3 clusters Score: Raw -6830072.568446 + Penalty 3545.430043 = -6826527.138403 nChanged 10 SP:Iteration 161Q (544.556259 sec): 3 clusters Score: Raw -6830073.776084 + Penalty 3545.430043 = -6826528.346041 nChanged 6 SP:Iteration 162Q (544.634420 sec): 3 clusters Score: Raw -6830074.584562 + Penalty 3545.430043 = -6826529.154520 nChanged 11 SP:Iteration 163Q (544.711552 sec): 3 clusters Score: Raw -6830075.829587 + Penalty 3545.430043 = -6826530.399544 nChanged 11 SP:Iteration 164Q (544.790655 sec): 3 clusters Score: Raw -6830077.307405 + Penalty 3545.430043 = -6826531.877362 nChanged 10 SP:Iteration 165Q (544.868659 sec): 3 clusters Score: Raw -6830078.375759 + Penalty 3545.430043 = -6826532.945716 nChanged 6 SP:Iteration 166Q (544.947045 sec): 3 clusters Score: Raw -6830078.988504 + Penalty 3545.430043 = -6826533.558461 nChanged 6 SP:Iteration 167Q (545.024768 sec): 3 clusters Score: Raw -6830079.566922 + Penalty 3545.430043 = -6826534.136879 nChanged 1 SP:Iteration 168Q (545.102788 sec): 3 clusters Score: Raw -6830079.693631 + Penalty 3545.430043 = -6826534.263589 nChanged 4 SP:Iteration 169Q (545.180650 sec): 3 clusters Score: Raw -6830080.055941 + Penalty 3545.430043 = -6826534.625899 nChanged 2 SP:Iteration 170Q (545.263324 sec): 3 clusters Score: Raw -6830080.188426 + Penalty 3545.430043 = -6826534.758383 nChanged 0 SP:Iteration 171F (545.361935 sec): 3 clusters Score: Raw -6830080.188426 + Penalty 3545.430043 = -6826534.758383 nChanged 0 Iteration 139Q (547.501861 sec): 23 clusters Score: Raw -39131996.556806 + Penalty 45354.469257 = -39086642.087549 nChanged 406 Iteration 140F (551.807612 sec): 23 clusters Score: Raw -39132038.810657 + Penalty 45354.469257 = -39086684.341400 nChanged 427 Iteration 141Q (553.936811 sec): 23 clusters Score: Raw -39132074.870528 + Penalty 45354.469257 = -39086720.401271 nChanged 432 Iteration 142Q (556.075855 sec): 23 clusters Score: Raw -39132106.535102 + Penalty 45354.469257 = -39086752.065845 nChanged 419 Iteration 143Q (558.243226 sec): 23 clusters Score: Raw -39132136.416447 + Penalty 45354.469257 = -39086781.947190 nChanged 410 Iteration 144Q (560.394047 sec): 23 clusters Score: Raw -39132167.224111 + Penalty 45354.469257 = -39086812.754855 nChanged 421 Iteration 145Q (562.505897 sec): 23 clusters Score: Raw -39132200.833887 + Penalty 45354.469257 = -39086846.364630 nChanged 446 Iteration 146Q (565.006922 sec): 23 clusters Score: Raw -39132234.416090 + Penalty 45354.469257 = -39086879.946833 nChanged 433 Iteration 147Q (567.272678 sec): 23 clusters Score: Raw -39132268.485452 + Penalty 45354.469257 = -39086914.016195 nChanged 440 Iteration 148Q (569.480969 sec): 23 clusters Score: Raw -39132302.075204 + Penalty 45354.469257 = -39086947.605947 nChanged 438 Iteration 149Q (571.710673 sec): 23 clusters Score: Raw -39132335.092821 + Penalty 45354.469257 = -39086980.623564 nChanged 423 Iteration 150Q (573.900533 sec): 23 clusters Score: Raw -39132368.680728 + Penalty 45354.469257 = -39087014.211471 nChanged 397 Iteration 151Q (576.076711 sec): 23 clusters Score: Raw -39132397.996159 + Penalty 45354.469257 = -39087043.526902 nChanged 416 Iteration 152Q (578.217858 sec): 23 clusters Score: Raw -39132428.221380 + Penalty 45354.469257 = -39087073.752123 nChanged 404 Iteration 153Q (580.388036 sec): 23 clusters Score: Raw -39132454.782518 + Penalty 45354.469257 = -39087100.313261 nChanged 423 Iteration 154Q (582.537041 sec): 23 clusters Score: Raw -39132482.538636 + Penalty 45354.469257 = -39087128.069379 nChanged 417 Iteration 155Q (584.677603 sec): 23 clusters Score: Raw -39132511.699489 + Penalty 45354.469257 = -39087157.230232 nChanged 427 Iteration 156Q (586.820986 sec): 23 clusters Score: Raw -39132542.826718 + Penalty 45354.469257 = -39087188.357461 nChanged 421 Iteration 157Q (588.989888 sec): 23 clusters Score: Raw -39132574.760000 + Penalty 45354.469257 = -39087220.290743 nChanged 428 Iteration 158Q (591.152807 sec): 23 clusters Score: Raw -39132608.718684 + Penalty 45354.469257 = -39087254.249427 nChanged 460 Iteration 159Q (593.282798 sec): 23 clusters Score: Raw -39132646.598164 + Penalty 45354.469257 = -39087292.128907 nChanged 427 Iteration 160F (597.568914 sec): 23 clusters Score: Raw -39132681.269980 + Penalty 45354.469257 = -39087326.800723 nChanged 434 Iteration 161Q (599.698542 sec): 23 clusters Score: Raw -39132716.700772 + Penalty 45354.469257 = -39087362.231515 nChanged 440 Iteration 162Q (601.883479 sec): 23 clusters Score: Raw -39132751.465502 + Penalty 45354.469257 = -39087396.996245 nChanged 408 Iteration 163Q (604.022913 sec): 23 clusters Score: Raw -39132782.509619 + Penalty 45354.469257 = -39087428.040362 nChanged 424 Iteration 164Q (606.170273 sec): 23 clusters Score: Raw -39132812.385678 + Penalty 45354.469257 = -39087457.916421 nChanged 411 Iteration 165Q (608.330521 sec): 23 clusters Score: Raw -39132839.842695 + Penalty 45354.469257 = -39087485.373439 nChanged 396 Iteration 166Q (610.487763 sec): 23 clusters Score: Raw -39132867.584295 + Penalty 45354.469257 = -39087513.115039 nChanged 394 Iteration 167Q (612.617167 sec): 23 clusters Score: Raw -39132893.057865 + Penalty 45354.469257 = -39087538.588608 nChanged 349 Iteration 168Q (614.762116 sec): 23 clusters Score: Raw -39132915.984986 + Penalty 45354.469257 = -39087561.515729 nChanged 347 Iteration 169Q (616.924530 sec): 23 clusters Score: Raw -39132936.630774 + Penalty 45354.469257 = -39087582.161517 nChanged 322 Iteration 170Q (619.072047 sec): 23 clusters Score: Raw -39132955.789220 + Penalty 45354.469257 = -39087601.319963 nChanged 297 Iteration 171Q (621.232853 sec): 23 clusters Score: Raw -39132974.324095 + Penalty 45354.469257 = -39087619.854838 nChanged 295 Iteration 172Q (623.378845 sec): 23 clusters Score: Raw -39132991.611929 + Penalty 45354.469257 = -39087637.142672 nChanged 296 Iteration 173Q (625.525873 sec): 23 clusters Score: Raw -39133007.736881 + Penalty 45354.469257 = -39087653.267624 nChanged 266 Iteration 174Q (627.681278 sec): 23 clusters Score: Raw -39133021.712228 + Penalty 45354.469257 = -39087667.242971 nChanged 229 Iteration 175Q (629.820177 sec): 23 clusters Score: Raw -39133034.283523 + Penalty 45354.469257 = -39087679.814266 nChanged 229 Iteration 176Q (631.960450 sec): 23 clusters Score: Raw -39133046.406937 + Penalty 45354.469257 = -39087691.937680 nChanged 225 Iteration 177Q (634.139349 sec): 23 clusters Score: Raw -39133058.330270 + Penalty 45354.469257 = -39087703.861013 nChanged 248 Iteration 178Q (636.275760 sec): 23 clusters Score: Raw -39133071.257421 + Penalty 45354.469257 = -39087716.788164 nChanged 217 Writing temp clu file Because OldScore, -39087703.861013, is greater than current (better) Score,-39087716.788164 Compute initial score before splitting: Score: Raw -39133071.257421 + Penalty 45354.469257 = -39087716.788164 Trying to split cluster 1 (5589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (636.349580 sec): 2 clusters Score: Raw -688883.576303 + Penalty 1402.140295 = -687481.436008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (636.371718 sec): 3 clusters Score: Raw -685886.412295 + Penalty 2804.280589 = -683082.131706 nChanged 2275 SP:Iteration 1F (636.392848 sec): 3 clusters Score: Raw -687146.056283 + Penalty 2804.280589 = -684341.775694 nChanged 397 SP:Iteration 2F (636.414357 sec): 3 clusters Score: Raw -687336.982488 + Penalty 2804.280589 = -684532.701898 nChanged 280 SP:Iteration 3F (636.436223 sec): 3 clusters Score: Raw -687472.611209 + Penalty 2804.280589 = -684668.330620 nChanged 233 SP:Iteration 4Q (636.462988 sec): 3 clusters Score: Raw -687582.355355 + Penalty 2804.280589 = -684778.074766 nChanged 219 SP:Iteration 5Q (636.484781 sec): 3 clusters Score: Raw -687693.219030 + Penalty 2804.280589 = -684888.938441 nChanged 200 SP:Iteration 6Q (636.506670 sec): 3 clusters Score: Raw -687779.601210 + Penalty 2804.280589 = -684975.320620 nChanged 188 SP:Iteration 7Q (636.558377 sec): 3 clusters Score: Raw -687867.512111 + Penalty 2804.280589 = -685063.231521 nChanged 174 SP:Iteration 8Q (636.580001 sec): 3 clusters Score: Raw -687957.689097 + Penalty 2804.280589 = -685153.408508 nChanged 167 SP:Iteration 9Q (636.601649 sec): 3 clusters Score: Raw -688042.064955 + Penalty 2804.280589 = -685237.784366 nChanged 166 SP:Iteration 10Q (636.623472 sec): 3 clusters Score: Raw -688138.638165 + Penalty 2804.280589 = -685334.357575 nChanged 172 SP:Iteration 11Q (636.649931 sec): 3 clusters Score: Raw -688241.676661 + Penalty 2804.280589 = -685437.396071 nChanged 147 SP:Iteration 12Q (636.673326 sec): 3 clusters Score: Raw -688331.941699 + Penalty 2804.280589 = -685527.661109 nChanged 150 SP:Iteration 13Q (636.694938 sec): 3 clusters Score: Raw -688422.917325 + Penalty 2804.280589 = -685618.636736 nChanged 144 SP:Iteration 14Q (636.716339 sec): 3 clusters Score: Raw -688515.991030 + Penalty 2804.280589 = -685711.710440 nChanged 137 SP:Iteration 15Q (636.737624 sec): 3 clusters Score: Raw -688584.399234 + Penalty 2804.280589 = -685780.118645 nChanged 101 SP:Iteration 16Q (636.758470 sec): 3 clusters Score: Raw -688636.022378 + Penalty 2804.280589 = -685831.741789 nChanged 105 SP:Iteration 17Q (636.797048 sec): 3 clusters Score: Raw -688685.859352 + Penalty 2804.280589 = -685881.578762 nChanged 73 SP:Iteration 18Q (636.818191 sec): 3 clusters Score: Raw -688718.702231 + Penalty 2804.280589 = -685914.421642 nChanged 73 SP:Iteration 19Q (636.839524 sec): 3 clusters Score: Raw -688752.352633 + Penalty 2804.280589 = -685948.072044 nChanged 64 SP:Iteration 20F (636.861346 sec): 3 clusters Score: Raw -688780.863461 + Penalty 2804.280589 = -685976.582872 nChanged 67 SP:Iteration 21Q (636.885437 sec): 3 clusters Score: Raw -688809.955098 + Penalty 2804.280589 = -686005.674508 nChanged 52 SP:Iteration 22Q (636.908411 sec): 3 clusters Score: Raw -688830.646552 + Penalty 2804.280589 = -686026.365963 nChanged 35 SP:Iteration 23Q (636.929005 sec): 3 clusters Score: Raw -688843.027287 + Penalty 2804.280589 = -686038.746697 nChanged 35 SP:Iteration 24Q (636.955660 sec): 3 clusters Score: Raw -688856.540695 + Penalty 2804.280589 = -686052.260106 nChanged 45 SP:Iteration 25Q (636.976103 sec): 3 clusters Score: Raw -688873.926321 + Penalty 2804.280589 = -686069.645732 nChanged 33 SP:Iteration 26Q (636.996726 sec): 3 clusters Score: Raw -688885.245914 + Penalty 2804.280589 = -686080.965325 nChanged 27 SP:Iteration 27Q (637.017370 sec): 3 clusters Score: Raw -688895.945561 + Penalty 2804.280589 = -686091.664972 nChanged 23 SP:Iteration 28Q (637.038003 sec): 3 clusters Score: Raw -688906.090373 + Penalty 2804.280589 = -686101.809784 nChanged 31 SP:Iteration 29Q (637.057752 sec): 3 clusters Score: Raw -688921.143730 + Penalty 2804.280589 = -686116.863140 nChanged 30 SP:Iteration 30Q (637.078388 sec): 3 clusters Score: Raw -688932.673339 + Penalty 2804.280589 = -686128.392750 nChanged 16 SP:Iteration 31Q (637.101172 sec): 3 clusters Score: Raw -688937.501725 + Penalty 2804.280589 = -686133.221135 nChanged 9 SP:Iteration 32Q (637.121616 sec): 3 clusters Score: Raw -688940.301088 + Penalty 2804.280589 = -686136.020498 nChanged 11 SP:Iteration 33Q (637.141463 sec): 3 clusters Score: Raw -688944.530130 + Penalty 2804.280589 = -686140.249541 nChanged 14 SP:Iteration 34Q (637.161897 sec): 3 clusters Score: Raw -688949.354190 + Penalty 2804.280589 = -686145.073600 nChanged 14 SP:Iteration 35Q (637.182529 sec): 3 clusters Score: Raw -688954.469390 + Penalty 2804.280589 = -686150.188801 nChanged 14 SP:Iteration 36Q (637.202626 sec): 3 clusters Score: Raw -688959.621293 + Penalty 2804.280589 = -686155.340703 nChanged 8 SP:Iteration 37Q (637.225818 sec): 3 clusters Score: Raw -688962.556613 + Penalty 2804.280589 = -686158.276024 nChanged 11 SP:Iteration 38Q (637.246493 sec): 3 clusters Score: Raw -688965.772920 + Penalty 2804.280589 = -686161.492331 nChanged 7 SP:Iteration 39Q (637.266863 sec): 3 clusters Score: Raw -688968.400237 + Penalty 2804.280589 = -686164.119648 nChanged 8 SP:Iteration 40F (637.287856 sec): 3 clusters Score: Raw -688971.365516 + Penalty 2804.280589 = -686167.084926 nChanged 9 SP:Iteration 41Q (637.308231 sec): 3 clusters Score: Raw -688977.316629 + Penalty 2804.280589 = -686173.036040 nChanged 16 SP:Iteration 42Q (637.328610 sec): 3 clusters Score: Raw -688986.426002 + Penalty 2804.280589 = -686182.145413 nChanged 14 SP:Iteration 43Q (637.349137 sec): 3 clusters Score: Raw -688995.165468 + Penalty 2804.280589 = -686190.884879 nChanged 17 SP:Iteration 44Q (637.369349 sec): 3 clusters Score: Raw -689008.498255 + Penalty 2804.280589 = -686204.217666 nChanged 24 SP:Iteration 45Q (637.389705 sec): 3 clusters Score: Raw -689023.389156 + Penalty 2804.280589 = -686219.108566 nChanged 20 SP:Iteration 46Q (637.409866 sec): 3 clusters Score: Raw -689033.916983 + Penalty 2804.280589 = -686229.636394 nChanged 23 SP:Iteration 47Q (637.429617 sec): 3 clusters Score: Raw -689045.864070 + Penalty 2804.280589 = -686241.583480 nChanged 16 SP:Iteration 48Q (637.450151 sec): 3 clusters Score: Raw -689056.561091 + Penalty 2804.280589 = -686252.280502 nChanged 19 SP:Iteration 49Q (637.470460 sec): 3 clusters Score: Raw -689070.236815 + Penalty 2804.280589 = -686265.956226 nChanged 23 SP:Iteration 50Q (637.490641 sec): 3 clusters Score: Raw -689083.322703 + Penalty 2804.280589 = -686279.042114 nChanged 11 SP:Iteration 51Q (637.515163 sec): 3 clusters Score: Raw -689088.271728 + Penalty 2804.280589 = -686283.991139 nChanged 7 SP:Iteration 52Q (637.571076 sec): 3 clusters Score: Raw -689092.509417 + Penalty 2804.280589 = -686288.228828 nChanged 8 SP:Iteration 53Q (637.596547 sec): 3 clusters Score: Raw -689097.229704 + Penalty 2804.280589 = -686292.949115 nChanged 6 SP:Iteration 54Q (637.652418 sec): 3 clusters Score: Raw -689099.192791 + Penalty 2804.280589 = -686294.912202 nChanged 3 SP:Iteration 55Q (637.671367 sec): 3 clusters Score: Raw -689100.655361 + Penalty 2804.280589 = -686296.374772 nChanged 5 SP:Iteration 56Q (637.691692 sec): 3 clusters Score: Raw -689103.257358 + Penalty 2804.280589 = -686298.976769 nChanged 4 SP:Iteration 57Q (637.716342 sec): 3 clusters Score: Raw -689107.510328 + Penalty 2804.280589 = -686303.229739 nChanged 5 SP:Iteration 58Q (637.736420 sec): 3 clusters Score: Raw -689109.606684 + Penalty 2804.280589 = -686305.326095 nChanged 6 SP:Iteration 59Q (637.755716 sec): 3 clusters Score: Raw -689112.462073 + Penalty 2804.280589 = -686308.181484 nChanged 2 SP:Iteration 60F (637.777315 sec): 3 clusters Score: Raw -689113.863905 + Penalty 2804.280589 = -686309.583316 nChanged 3 SP:Iteration 61Q (637.797346 sec): 3 clusters Score: Raw -689115.783304 + Penalty 2804.280589 = -686311.502715 nChanged 5 SP:Iteration 62Q (637.817239 sec): 3 clusters Score: Raw -689117.244406 + Penalty 2804.280589 = -686312.963817 nChanged 2 SP:Iteration 63Q (637.837315 sec): 3 clusters Score: Raw -689118.020204 + Penalty 2804.280589 = -686313.739614 nChanged 0 SP:Iteration 64F (637.858903 sec): 3 clusters Score: Raw -689118.020204 + Penalty 2804.280589 = -686313.739614 nChanged 0 Trying to split cluster 2 (645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.869012 sec): 2 clusters Score: Raw -72632.223875 + Penalty 1051.253176 = -71580.970698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.873191 sec): 3 clusters Score: Raw -72505.946723 + Penalty 2102.506353 = -70403.440370 nChanged 160 SP:Iteration 1F (637.876970 sec): 3 clusters Score: Raw -72766.468052 + Penalty 2102.506353 = -70663.961699 nChanged 50 SP:Iteration 2F (637.880842 sec): 3 clusters Score: Raw -72860.939052 + Penalty 2102.506353 = -70758.432699 nChanged 30 SP:Iteration 3Q (637.884626 sec): 3 clusters Score: Raw -72901.282553 + Penalty 2102.506353 = -70798.776200 nChanged 24 SP:Iteration 4Q (637.888382 sec): 3 clusters Score: Raw -72934.709624 + Penalty 2102.506353 = -70832.203271 nChanged 22 SP:Iteration 5Q (637.901564 sec): 3 clusters Score: Raw -72970.813839 + Penalty 2102.506353 = -70868.307486 nChanged 18 SP:Iteration 6Q (637.905378 sec): 3 clusters Score: Raw -73005.124525 + Penalty 2102.506353 = -70902.618172 nChanged 18 SP:Iteration 7Q (637.909205 sec): 3 clusters Score: Raw -73025.043688 + Penalty 2102.506353 = -70922.537335 nChanged 9 SP:Iteration 8Q (637.912968 sec): 3 clusters Score: Raw -73037.489040 + Penalty 2102.506353 = -70934.982687 nChanged 8 SP:Iteration 9Q (637.916698 sec): 3 clusters Score: Raw -73049.787786 + Penalty 2102.506353 = -70947.281433 nChanged 2 SP:Iteration 10Q (637.920417 sec): 3 clusters Score: Raw -73053.929390 + Penalty 2102.506353 = -70951.423037 nChanged 0 SP:Iteration 11F (637.924225 sec): 3 clusters Score: Raw -73053.929390 + Penalty 2102.506353 = -70951.423037 nChanged 0 Trying to split cluster 3 (9324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.947929 sec): 2 clusters Score: Raw -1134055.751145 + Penalty 1485.306388 = -1132570.444757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.977070 sec): 3 clusters Score: Raw -1128769.480754 + Penalty 2970.612775 = -1125798.867979 nChanged 3981 SP:Iteration 1F (638.004118 sec): 3 clusters Score: Raw -1130812.959357 + Penalty 2970.612775 = -1127842.346582 nChanged 575 SP:Iteration 2F (638.035949 sec): 3 clusters Score: Raw -1131055.827845 + Penalty 2970.612775 = -1128085.215070 nChanged 489 SP:Iteration 3F (638.063705 sec): 3 clusters Score: Raw -1131243.196983 + Penalty 2970.612775 = -1128272.584208 nChanged 428 SP:Iteration 4Q (638.091108 sec): 3 clusters Score: Raw -1131422.617616 + Penalty 2970.612775 = -1128452.004841 nChanged 371 SP:Iteration 5Q (638.118258 sec): 3 clusters Score: Raw -1131567.543023 + Penalty 2970.612775 = -1128596.930248 nChanged 326 SP:Iteration 6Q (638.145492 sec): 3 clusters Score: Raw -1131679.792132 + Penalty 2970.612775 = -1128709.179357 nChanged 278 SP:Iteration 7Q (638.174791 sec): 3 clusters Score: Raw -1131784.062397 + Penalty 2970.612775 = -1128813.449622 nChanged 283 SP:Iteration 8Q (638.202207 sec): 3 clusters Score: Raw -1131902.949999 + Penalty 2970.612775 = -1128932.337224 nChanged 317 SP:Iteration 9Q (638.235226 sec): 3 clusters Score: Raw -1132053.473803 + Penalty 2970.612775 = -1129082.861028 nChanged 331 SP:Iteration 10Q (638.298150 sec): 3 clusters Score: Raw -1132220.827467 + Penalty 2970.612775 = -1129250.214692 nChanged 355 SP:Iteration 11Q (638.357000 sec): 3 clusters Score: Raw -1132422.273607 + Penalty 2970.612775 = -1129451.660832 nChanged 380 SP:Iteration 12Q (638.384262 sec): 3 clusters Score: Raw -1132675.938909 + Penalty 2970.612775 = -1129705.326134 nChanged 351 SP:Iteration 13Q (638.411580 sec): 3 clusters Score: Raw -1132922.694003 + Penalty 2970.612775 = -1129952.081228 nChanged 346 SP:Iteration 14Q (638.441240 sec): 3 clusters Score: Raw -1133176.329085 + Penalty 2970.612775 = -1130205.716310 nChanged 316 SP:Iteration 15Q (638.474023 sec): 3 clusters Score: Raw -1133400.031865 + Penalty 2970.612775 = -1130429.419090 nChanged 243 SP:Iteration 16Q (638.500551 sec): 3 clusters Score: Raw -1133578.111645 + Penalty 2970.612775 = -1130607.498870 nChanged 198 SP:Iteration 17Q (638.528532 sec): 3 clusters Score: Raw -1133729.867268 + Penalty 2970.612775 = -1130759.254493 nChanged 163 SP:Iteration 18Q (638.554165 sec): 3 clusters Score: Raw -1133859.079393 + Penalty 2970.612775 = -1130888.466618 nChanged 129 SP:Iteration 19Q (638.597586 sec): 3 clusters Score: Raw -1133965.788205 + Penalty 2970.612775 = -1130995.175430 nChanged 95 SP:Iteration 20F (638.624607 sec): 3 clusters Score: Raw -1134046.393561 + Penalty 2970.612775 = -1131075.780786 nChanged 61 SP:Iteration 21Q (638.649462 sec): 3 clusters Score: Raw -1134100.055982 + Penalty 2970.612775 = -1131129.443207 nChanged 41 SP:Iteration 22Q (638.673871 sec): 3 clusters Score: Raw -1134127.359500 + Penalty 2970.612775 = -1131156.746725 nChanged 35 SP:Iteration 23Q (638.698146 sec): 3 clusters Score: Raw -1134146.208507 + Penalty 2970.612775 = -1131175.595732 nChanged 23 SP:Iteration 24Q (638.741498 sec): 3 clusters Score: Raw -1134161.405816 + Penalty 2970.612775 = -1131190.793041 nChanged 19 SP:Iteration 25Q (638.800520 sec): 3 clusters Score: Raw -1134177.132115 + Penalty 2970.612775 = -1131206.519340 nChanged 15 SP:Iteration 26Q (638.849440 sec): 3 clusters Score: Raw -1134185.461770 + Penalty 2970.612775 = -1131214.848995 nChanged 11 SP:Iteration 27Q (638.894194 sec): 3 clusters Score: Raw -1134192.791032 + Penalty 2970.612775 = -1131222.178257 nChanged 12 SP:Iteration 28Q (638.918378 sec): 3 clusters Score: Raw -1134200.784052 + Penalty 2970.612775 = -1131230.171277 nChanged 8 SP:Iteration 29Q (638.942354 sec): 3 clusters Score: Raw -1134209.708998 + Penalty 2970.612775 = -1131239.096223 nChanged 15 SP:Iteration 30Q (638.966334 sec): 3 clusters Score: Raw -1134221.170538 + Penalty 2970.612775 = -1131250.557763 nChanged 11 SP:Iteration 31Q (638.990465 sec): 3 clusters Score: Raw -1134229.850011 + Penalty 2970.612775 = -1131259.237236 nChanged 6 SP:Iteration 32Q (639.014432 sec): 3 clusters Score: Raw -1134233.472497 + Penalty 2970.612775 = -1131262.859722 nChanged 1 SP:Iteration 33Q (639.043008 sec): 3 clusters Score: Raw -1134233.935298 + Penalty 2970.612775 = -1131263.322523 nChanged 1 SP:Iteration 34Q (639.067143 sec): 3 clusters Score: Raw -1134234.606609 + Penalty 2970.612775 = -1131263.993834 nChanged 0 SP:Iteration 35F (639.094180 sec): 3 clusters Score: Raw -1134234.606609 + Penalty 2970.612775 = -1131263.993834 nChanged 0 Trying to split cluster 4 (2725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (639.109886 sec): 2 clusters Score: Raw -305385.779922 + Penalty 1285.411352 = -304100.368570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (639.124315 sec): 3 clusters Score: Raw -304164.188232 + Penalty 2570.822705 = -301593.365527 nChanged 1021 SP:Iteration 1F (639.144037 sec): 3 clusters Score: Raw -304785.277411 + Penalty 2570.822705 = -302214.454706 nChanged 205 SP:Iteration 2F (639.156635 sec): 3 clusters Score: Raw -304922.790950 + Penalty 2570.822705 = -302351.968245 nChanged 137 SP:Iteration 3F (639.178451 sec): 3 clusters Score: Raw -305030.440554 + Penalty 2570.822705 = -302459.617850 nChanged 104 SP:Iteration 4Q (639.190925 sec): 3 clusters Score: Raw -305098.607611 + Penalty 2570.822705 = -302527.784906 nChanged 101 SP:Iteration 5Q (639.212721 sec): 3 clusters Score: Raw -305174.238463 + Penalty 2570.822705 = -302603.415759 nChanged 84 SP:Iteration 6Q (639.225250 sec): 3 clusters Score: Raw -305224.214602 + Penalty 2570.822705 = -302653.391897 nChanged 54 SP:Iteration 7Q (639.246403 sec): 3 clusters Score: Raw -305260.074669 + Penalty 2570.822705 = -302689.251964 nChanged 61 SP:Iteration 8Q (639.259776 sec): 3 clusters Score: Raw -305298.958075 + Penalty 2570.822705 = -302728.135370 nChanged 63 SP:Iteration 9Q (639.272970 sec): 3 clusters Score: Raw -305346.249792 + Penalty 2570.822705 = -302775.427088 nChanged 61 SP:Iteration 10Q (639.286176 sec): 3 clusters Score: Raw -305388.429758 + Penalty 2570.822705 = -302817.607053 nChanged 55 SP:Iteration 11Q (639.299362 sec): 3 clusters Score: Raw -305425.321627 + Penalty 2570.822705 = -302854.498922 nChanged 62 SP:Iteration 12Q (639.321750 sec): 3 clusters Score: Raw -305474.357114 + Penalty 2570.822705 = -302903.534409 nChanged 63 SP:Iteration 13Q (639.343556 sec): 3 clusters Score: Raw -305535.058771 + Penalty 2570.822705 = -302964.236066 nChanged 58 SP:Iteration 14Q (639.366980 sec): 3 clusters Score: Raw -305582.978687 + Penalty 2570.822705 = -303012.155982 nChanged 49 SP:Iteration 15Q (639.388244 sec): 3 clusters Score: Raw -305626.007349 + Penalty 2570.822705 = -303055.184644 nChanged 39 SP:Iteration 16Q (639.409723 sec): 3 clusters Score: Raw -305654.309312 + Penalty 2570.822705 = -303083.486607 nChanged 29 SP:Iteration 17Q (639.429014 sec): 3 clusters Score: Raw -305679.405252 + Penalty 2570.822705 = -303108.582547 nChanged 22 SP:Iteration 18Q (639.449659 sec): 3 clusters Score: Raw -305697.932695 + Penalty 2570.822705 = -303127.109990 nChanged 27 SP:Iteration 19Q (639.468936 sec): 3 clusters Score: Raw -305720.933623 + Penalty 2570.822705 = -303150.110919 nChanged 19 SP:Iteration 20F (639.489350 sec): 3 clusters Score: Raw -305737.624977 + Penalty 2570.822705 = -303166.802272 nChanged 22 SP:Iteration 21Q (639.509781 sec): 3 clusters Score: Raw -305763.993619 + Penalty 2570.822705 = -303193.170914 nChanged 20 SP:Iteration 22Q (639.530214 sec): 3 clusters Score: Raw -305784.787345 + Penalty 2570.822705 = -303213.964641 nChanged 20 SP:Iteration 23Q (639.542941 sec): 3 clusters Score: Raw -305815.834297 + Penalty 2570.822705 = -303245.011593 nChanged 23 SP:Iteration 24Q (639.555638 sec): 3 clusters Score: Raw -305835.168729 + Penalty 2570.822705 = -303264.346024 nChanged 20 SP:Iteration 25Q (639.569708 sec): 3 clusters Score: Raw -305855.912456 + Penalty 2570.822705 = -303285.089752 nChanged 23 SP:Iteration 26Q (639.582492 sec): 3 clusters Score: Raw -305877.267667 + Penalty 2570.822705 = -303306.444962 nChanged 22 SP:Iteration 27Q (639.595200 sec): 3 clusters Score: Raw -305903.647076 + Penalty 2570.822705 = -303332.824371 nChanged 28 SP:Iteration 28Q (639.607884 sec): 3 clusters Score: Raw -305929.226646 + Penalty 2570.822705 = -303358.403942 nChanged 22 SP:Iteration 29Q (639.620523 sec): 3 clusters Score: Raw -305951.638423 + Penalty 2570.822705 = -303380.815719 nChanged 15 SP:Iteration 30Q (639.633306 sec): 3 clusters Score: Raw -305972.296640 + Penalty 2570.822705 = -303401.473935 nChanged 15 SP:Iteration 31Q (639.645982 sec): 3 clusters Score: Raw -305996.612930 + Penalty 2570.822705 = -303425.790226 nChanged 16 SP:Iteration 32Q (639.660583 sec): 3 clusters Score: Raw -306021.399796 + Penalty 2570.822705 = -303450.577091 nChanged 16 SP:Iteration 33Q (639.675086 sec): 3 clusters Score: Raw -306030.595944 + Penalty 2570.822705 = -303459.773239 nChanged 14 SP:Iteration 34Q (639.696686 sec): 3 clusters Score: Raw -306036.246153 + Penalty 2570.822705 = -303465.423448 nChanged 7 SP:Iteration 35Q (639.718313 sec): 3 clusters Score: Raw -306040.091602 + Penalty 2570.822705 = -303469.268897 nChanged 8 SP:Iteration 36Q (639.737714 sec): 3 clusters Score: Raw -306044.370817 + Penalty 2570.822705 = -303473.548113 nChanged 7 SP:Iteration 37Q (639.758140 sec): 3 clusters Score: Raw -306048.720033 + Penalty 2570.822705 = -303477.897328 nChanged 11 SP:Iteration 38Q (639.778631 sec): 3 clusters Score: Raw -306056.747073 + Penalty 2570.822705 = -303485.924368 nChanged 13 SP:Iteration 39Q (639.798052 sec): 3 clusters Score: Raw -306065.091712 + Penalty 2570.822705 = -303494.269007 nChanged 16 SP:Iteration 40F (639.818588 sec): 3 clusters Score: Raw -306074.426650 + Penalty 2570.822705 = -303503.603945 nChanged 12 SP:Iteration 41Q (639.831250 sec): 3 clusters Score: Raw -306081.310237 + Penalty 2570.822705 = -303510.487532 nChanged 12 SP:Iteration 42Q (639.843888 sec): 3 clusters Score: Raw -306089.631417 + Penalty 2570.822705 = -303518.808713 nChanged 13 SP:Iteration 43Q (639.856550 sec): 3 clusters Score: Raw -306097.318001 + Penalty 2570.822705 = -303526.495296 nChanged 14 SP:Iteration 44Q (639.871131 sec): 3 clusters Score: Raw -306105.914319 + Penalty 2570.822705 = -303535.091614 nChanged 12 SP:Iteration 45Q (639.883908 sec): 3 clusters Score: Raw -306111.960788 + Penalty 2570.822705 = -303541.138083 nChanged 10 SP:Iteration 46Q (639.896602 sec): 3 clusters Score: Raw -306116.120634 + Penalty 2570.822705 = -303545.297929 nChanged 10 SP:Iteration 47Q (639.909261 sec): 3 clusters Score: Raw -306120.271067 + Penalty 2570.822705 = -303549.448362 nChanged 7 SP:Iteration 48Q (639.921912 sec): 3 clusters Score: Raw -306124.964781 + Penalty 2570.822705 = -303554.142076 nChanged 7 SP:Iteration 49Q (639.934633 sec): 3 clusters Score: Raw -306128.442313 + Penalty 2570.822705 = -303557.619608 nChanged 8 SP:Iteration 50Q (639.948555 sec): 3 clusters Score: Raw -306132.632349 + Penalty 2570.822705 = -303561.809645 nChanged 9 SP:Iteration 51Q (639.973959 sec): 3 clusters Score: Raw -306136.793037 + Penalty 2570.822705 = -303565.970332 nChanged 10 SP:Iteration 52Q (639.986670 sec): 3 clusters Score: Raw -306140.900615 + Penalty 2570.822705 = -303570.077911 nChanged 6 SP:Iteration 53Q (639.999846 sec): 3 clusters Score: Raw -306142.727528 + Penalty 2570.822705 = -303571.904824 nChanged 8 SP:Iteration 54Q (640.019456 sec): 3 clusters Score: Raw -306145.017102 + Penalty 2570.822705 = -303574.194397 nChanged 6 SP:Iteration 55Q (640.038873 sec): 3 clusters Score: Raw -306147.412764 + Penalty 2570.822705 = -303576.590059 nChanged 3 SP:Iteration 56Q (640.058408 sec): 3 clusters Score: Raw -306150.026508 + Penalty 2570.822705 = -303579.203803 nChanged 7 SP:Iteration 57Q (640.077808 sec): 3 clusters Score: Raw -306152.944627 + Penalty 2570.822705 = -303582.121922 nChanged 5 SP:Iteration 58Q (640.098362 sec): 3 clusters Score: Raw -306155.401996 + Penalty 2570.822705 = -303584.579292 nChanged 5 SP:Iteration 59Q (640.117754 sec): 3 clusters Score: Raw -306157.328830 + Penalty 2570.822705 = -303586.506125 nChanged 5 SP:Iteration 60F (640.138190 sec): 3 clusters Score: Raw -306158.707757 + Penalty 2570.822705 = -303587.885052 nChanged 4 SP:Iteration 61Q (640.158710 sec): 3 clusters Score: Raw -306161.273333 + Penalty 2570.822705 = -303590.450628 nChanged 5 SP:Iteration 62Q (640.171420 sec): 3 clusters Score: Raw -306163.336253 + Penalty 2570.822705 = -303592.513549 nChanged 3 SP:Iteration 63Q (640.184174 sec): 3 clusters Score: Raw -306164.547274 + Penalty 2570.822705 = -303593.724569 nChanged 2 SP:Iteration 64Q (640.198163 sec): 3 clusters Score: Raw -306165.063871 + Penalty 2570.822705 = -303594.241166 nChanged 2 SP:Iteration 65Q (640.234999 sec): 3 clusters Score: Raw -306166.066545 + Penalty 2570.822705 = -303595.243840 nChanged 2 SP:Iteration 66Q (640.239106 sec): 3 clusters Score: Raw -306166.475254 + Penalty 2570.822705 = -303595.652549 nChanged 2 SP:Iteration 67Q (640.254855 sec): 3 clusters Score: Raw -306167.215133 + Penalty 2570.822705 = -303596.392428 nChanged 1 SP:Iteration 68Q (640.274253 sec): 3 clusters Score: Raw -306167.673082 + Penalty 2570.822705 = -303596.850377 nChanged 1 SP:Iteration 69Q (640.294932 sec): 3 clusters Score: Raw -306168.193625 + Penalty 2570.822705 = -303597.370920 nChanged 1 SP:Iteration 70Q (640.314205 sec): 3 clusters Score: Raw -306169.280081 + Penalty 2570.822705 = -303598.457376 nChanged 3 SP:Iteration 71Q (640.339729 sec): 3 clusters Score: Raw -306170.159838 + Penalty 2570.822705 = -303599.337133 nChanged 6 SP:Iteration 72Q (640.352473 sec): 3 clusters Score: Raw -306172.105584 + Penalty 2570.822705 = -303601.282879 nChanged 4 SP:Iteration 73Q (640.366346 sec): 3 clusters Score: Raw -306173.025801 + Penalty 2570.822705 = -303602.203096 nChanged 0 SP:Iteration 74F (640.379642 sec): 3 clusters Score: Raw -306173.025801 + Penalty 2570.822705 = -303602.203096 nChanged 0 Trying to split cluster 5 (1166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (640.391698 sec): 2 clusters Score: Raw -130898.750835 + Penalty 1147.466835 = -129751.284000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (640.398437 sec): 3 clusters Score: Raw -130551.672547 + Penalty 2294.933669 = -128256.738878 nChanged 394 SP:Iteration 1F (640.404728 sec): 3 clusters Score: Raw -131068.259115 + Penalty 2294.933669 = -128773.325446 nChanged 133 SP:Iteration 2F (640.411022 sec): 3 clusters Score: Raw -131341.678663 + Penalty 2294.933669 = -129046.744993 nChanged 98 SP:Iteration 3F (640.417320 sec): 3 clusters Score: Raw -131562.800548 + Penalty 2294.933669 = -129267.866879 nChanged 65 SP:Iteration 4F (640.423531 sec): 3 clusters Score: Raw -131679.969066 + Penalty 2294.933669 = -129385.035397 nChanged 35 SP:Iteration 5Q (640.429590 sec): 3 clusters Score: Raw -131732.293200 + Penalty 2294.933669 = -129437.359531 nChanged 22 SP:Iteration 6Q (640.444736 sec): 3 clusters Score: Raw -131765.104162 + Penalty 2294.933669 = -129470.170493 nChanged 17 SP:Iteration 7Q (640.450777 sec): 3 clusters Score: Raw -131786.060595 + Penalty 2294.933669 = -129491.126926 nChanged 18 SP:Iteration 8Q (640.464170 sec): 3 clusters Score: Raw -131809.475613 + Penalty 2294.933669 = -129514.541944 nChanged 18 SP:Iteration 9Q (640.470222 sec): 3 clusters Score: Raw -131830.006818 + Penalty 2294.933669 = -129535.073149 nChanged 15 SP:Iteration 10Q (640.484562 sec): 3 clusters Score: Raw -131847.066037 + Penalty 2294.933669 = -129552.132367 nChanged 12 SP:Iteration 11Q (640.490544 sec): 3 clusters Score: Raw -131863.838492 + Penalty 2294.933669 = -129568.904823 nChanged 7 SP:Iteration 12Q (640.504028 sec): 3 clusters Score: Raw -131869.407857 + Penalty 2294.933669 = -129574.474188 nChanged 5 SP:Iteration 13Q (640.510019 sec): 3 clusters Score: Raw -131872.305997 + Penalty 2294.933669 = -129577.372328 nChanged 2 SP:Iteration 14Q (640.523532 sec): 3 clusters Score: Raw -131873.523777 + Penalty 2294.933669 = -129578.590108 nChanged 2 SP:Iteration 15Q (640.529466 sec): 3 clusters Score: Raw -131875.974540 + Penalty 2294.933669 = -129581.040871 nChanged 1 SP:Iteration 16Q (640.544315 sec): 3 clusters Score: Raw -131877.249322 + Penalty 2294.933669 = -129582.315653 nChanged 1 SP:Iteration 17Q (640.550013 sec): 3 clusters Score: Raw -131877.905487 + Penalty 2294.933669 = -129582.971818 nChanged 3 SP:Iteration 18Q (640.562939 sec): 3 clusters Score: Raw -131880.574369 + Penalty 2294.933669 = -129585.640700 nChanged 3 SP:Iteration 19Q (640.568923 sec): 3 clusters Score: Raw -131883.100913 + Penalty 2294.933669 = -129588.167244 nChanged 2 SP:Iteration 20F (640.583480 sec): 3 clusters Score: Raw -131885.530826 + Penalty 2294.933669 = -129590.597157 nChanged 0 Trying to split cluster 6 (19529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (640.618756 sec): 2 clusters Score: Raw -2436329.595625 + Penalty 1605.444071 = -2434724.151554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (640.682254 sec): 3 clusters Score: Raw -2424482.543577 + Penalty 3210.888141 = -2421271.655435 nChanged 8865 SP:Iteration 1F (640.733966 sec): 3 clusters Score: Raw -2429509.292940 + Penalty 3210.888141 = -2426298.404798 nChanged 985 SP:Iteration 2F (640.785041 sec): 3 clusters Score: Raw -2429878.251337 + Penalty 3210.888141 = -2426667.363195 nChanged 965 SP:Iteration 3Q (640.835248 sec): 3 clusters Score: Raw -2430246.761180 + Penalty 3210.888141 = -2427035.873039 nChanged 941 SP:Iteration 4Q (640.888021 sec): 3 clusters Score: Raw -2430627.276126 + Penalty 3210.888141 = -2427416.387984 nChanged 919 SP:Iteration 5Q (640.944728 sec): 3 clusters Score: Raw -2431059.731151 + Penalty 3210.888141 = -2427848.843010 nChanged 1057 SP:Iteration 6F (641.013856 sec): 3 clusters Score: Raw -2431663.771789 + Penalty 3210.888141 = -2428452.883647 nChanged 1148 SP:Iteration 7F (641.081053 sec): 3 clusters Score: Raw -2432456.612038 + Penalty 3210.888141 = -2429245.723897 nChanged 1183 SP:Iteration 8F (641.133125 sec): 3 clusters Score: Raw -2433408.063994 + Penalty 3210.888141 = -2430197.175853 nChanged 1036 SP:Iteration 9F (641.177138 sec): 3 clusters Score: Raw -2434324.978315 + Penalty 3210.888141 = -2431114.090173 nChanged 848 SP:Iteration 10Q (641.218652 sec): 3 clusters Score: Raw -2435158.042056 + Penalty 3210.888141 = -2431947.153915 nChanged 619 SP:Iteration 11Q (641.276827 sec): 3 clusters Score: Raw -2435806.504864 + Penalty 3210.888141 = -2432595.616723 nChanged 405 SP:Iteration 12Q (641.321156 sec): 3 clusters Score: Raw -2436155.647768 + Penalty 3210.888141 = -2432944.759626 nChanged 264 SP:Iteration 13Q (641.375330 sec): 3 clusters Score: Raw -2436339.255588 + Penalty 3210.888141 = -2433128.367447 nChanged 209 SP:Iteration 14Q (641.428481 sec): 3 clusters Score: Raw -2436442.677958 + Penalty 3210.888141 = -2433231.789817 nChanged 128 SP:Iteration 15Q (641.490695 sec): 3 clusters Score: Raw -2436492.802808 + Penalty 3210.888141 = -2433281.914667 nChanged 94 SP:Iteration 16Q (641.544363 sec): 3 clusters Score: Raw -2436526.910107 + Penalty 3210.888141 = -2433316.021965 nChanged 86 SP:Iteration 17Q (641.580269 sec): 3 clusters Score: Raw -2436555.152888 + Penalty 3210.888141 = -2433344.264747 nChanged 66 SP:Iteration 18Q (641.624978 sec): 3 clusters Score: Raw -2436574.668733 + Penalty 3210.888141 = -2433363.780592 nChanged 49 SP:Iteration 19Q (641.664462 sec): 3 clusters Score: Raw -2436589.005756 + Penalty 3210.888141 = -2433378.117614 nChanged 48 SP:Iteration 20F (641.712340 sec): 3 clusters Score: Raw -2436602.714031 + Penalty 3210.888141 = -2433391.825890 nChanged 43 SP:Iteration 21Q (641.761153 sec): 3 clusters Score: Raw -2436612.812882 + Penalty 3210.888141 = -2433401.924741 nChanged 35 SP:Iteration 22Q (641.796616 sec): 3 clusters Score: Raw -2436620.449845 + Penalty 3210.888141 = -2433409.561703 nChanged 24 SP:Iteration 23Q (641.841392 sec): 3 clusters Score: Raw -2436624.806547 + Penalty 3210.888141 = -2433413.918406 nChanged 19 SP:Iteration 24Q (641.879563 sec): 3 clusters Score: Raw -2436628.459040 + Penalty 3210.888141 = -2433417.570899 nChanged 14 SP:Iteration 25Q (641.916534 sec): 3 clusters Score: Raw -2436630.531245 + Penalty 3210.888141 = -2433419.643104 nChanged 12 SP:Iteration 26Q (641.951982 sec): 3 clusters Score: Raw -2436632.055204 + Penalty 3210.888141 = -2433421.167062 nChanged 11 SP:Iteration 27Q (641.987778 sec): 3 clusters Score: Raw -2436634.053904 + Penalty 3210.888141 = -2433423.165763 nChanged 9 SP:Iteration 28Q (642.023486 sec): 3 clusters Score: Raw -2436635.865264 + Penalty 3210.888141 = -2433424.977123 nChanged 10 SP:Iteration 29Q (642.059032 sec): 3 clusters Score: Raw -2436637.415657 + Penalty 3210.888141 = -2433426.527515 nChanged 13 SP:Iteration 30Q (642.127637 sec): 3 clusters Score: Raw -2436639.035716 + Penalty 3210.888141 = -2433428.147575 nChanged 5 SP:Iteration 31Q (642.162810 sec): 3 clusters Score: Raw -2436640.368119 + Penalty 3210.888141 = -2433429.479978 nChanged 7 SP:Iteration 32Q (642.207609 sec): 3 clusters Score: Raw -2436641.325287 + Penalty 3210.888141 = -2433430.437146 nChanged 6 SP:Iteration 33Q (642.243351 sec): 3 clusters Score: Raw -2436642.619476 + Penalty 3210.888141 = -2433431.731335 nChanged 5 SP:Iteration 34Q (642.279622 sec): 3 clusters Score: Raw -2436643.253589 + Penalty 3210.888141 = -2433432.365448 nChanged 2 SP:Iteration 35Q (642.315225 sec): 3 clusters Score: Raw -2436643.516319 + Penalty 3210.888141 = -2433432.628178 nChanged 1 SP:Iteration 36Q (642.350994 sec): 3 clusters Score: Raw -2436643.584539 + Penalty 3210.888141 = -2433432.696398 nChanged 2 SP:Iteration 37Q (642.386686 sec): 3 clusters Score: Raw -2436644.335517 + Penalty 3210.888141 = -2433433.447376 nChanged 3 SP:Iteration 38Q (642.430513 sec): 3 clusters Score: Raw -2436645.224574 + Penalty 3210.888141 = -2433434.336433 nChanged 8 SP:Iteration 39Q (642.466212 sec): 3 clusters Score: Raw -2436646.459455 + Penalty 3210.888141 = -2433435.571314 nChanged 6 SP:Iteration 40F (642.507549 sec): 3 clusters Score: Raw -2436647.337314 + Penalty 3210.888141 = -2433436.449173 nChanged 1 SP:Iteration 41Q (642.543668 sec): 3 clusters Score: Raw -2436647.429107 + Penalty 3210.888141 = -2433436.540966 nChanged 1 SP:Iteration 42Q (642.579293 sec): 3 clusters Score: Raw -2436647.512215 + Penalty 3210.888141 = -2433436.624073 nChanged 0 SP:Iteration 43F (642.623705 sec): 3 clusters Score: Raw -2436647.512215 + Penalty 3210.888141 = -2433436.624073 nChanged 0 Trying to split cluster 7 (43497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (642.686817 sec): 2 clusters Score: Raw -5281824.390890 + Penalty 1735.572678 = -5280088.818212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (642.769954 sec): 3 clusters Score: Raw -5254464.884068 + Penalty 3471.145356 = -5250993.738712 nChanged 20361 SP:Iteration 1F (642.847228 sec): 3 clusters Score: Raw -5266032.571670 + Penalty 3471.145356 = -5262561.426314 nChanged 2074 SP:Iteration 2Q (642.928744 sec): 3 clusters Score: Raw -5266800.026148 + Penalty 3471.145356 = -5263328.880792 nChanged 2130 SP:Iteration 3Q (643.008090 sec): 3 clusters Score: Raw -5267687.226931 + Penalty 3471.145356 = -5264216.081575 nChanged 2181 SP:Iteration 4F (643.085315 sec): 3 clusters Score: Raw -5268775.741070 + Penalty 3471.145356 = -5265304.595714 nChanged 2429 SP:Iteration 5F (643.163527 sec): 3 clusters Score: Raw -5270176.952649 + Penalty 3471.145356 = -5266705.807293 nChanged 2597 SP:Iteration 6F (643.239823 sec): 3 clusters Score: Raw -5271884.519479 + Penalty 3471.145356 = -5268413.374123 nChanged 2691 SP:Iteration 7F (643.317024 sec): 3 clusters Score: Raw -5273736.486832 + Penalty 3471.145356 = -5270265.341476 nChanged 2355 SP:Iteration 8F (643.394214 sec): 3 clusters Score: Raw -5275184.862407 + Penalty 3471.145356 = -5271713.717051 nChanged 1895 SP:Iteration 9Q (643.479193 sec): 3 clusters Score: Raw -5276127.400914 + Penalty 3471.145356 = -5272656.255558 nChanged 1425 SP:Iteration 10Q (643.557948 sec): 3 clusters Score: Raw -5276726.737487 + Penalty 3471.145356 = -5273255.592131 nChanged 1095 SP:Iteration 11Q (643.641739 sec): 3 clusters Score: Raw -5277159.576392 + Penalty 3471.145356 = -5273688.431036 nChanged 969 SP:Iteration 12Q (643.718948 sec): 3 clusters Score: Raw -5277544.875586 + Penalty 3471.145356 = -5274073.730230 nChanged 883 SP:Iteration 13Q (643.797004 sec): 3 clusters Score: Raw -5277875.333491 + Penalty 3471.145356 = -5274404.188135 nChanged 800 SP:Iteration 14Q (643.874444 sec): 3 clusters Score: Raw -5278180.043316 + Penalty 3471.145356 = -5274708.897961 nChanged 751 SP:Iteration 15Q (643.954687 sec): 3 clusters Score: Raw -5278439.504681 + Penalty 3471.145356 = -5274968.359325 nChanged 727 SP:Iteration 16Q (644.031111 sec): 3 clusters Score: Raw -5278670.595206 + Penalty 3471.145356 = -5275199.449850 nChanged 680 SP:Iteration 17Q (644.106228 sec): 3 clusters Score: Raw -5278875.802092 + Penalty 3471.145356 = -5275404.656736 nChanged 615 SP:Iteration 18Q (644.182758 sec): 3 clusters Score: Raw -5279053.175426 + Penalty 3471.145356 = -5275582.030070 nChanged 605 SP:Iteration 19Q (644.258807 sec): 3 clusters Score: Raw -5279230.809218 + Penalty 3471.145356 = -5275759.663862 nChanged 576 SP:Iteration 20F (644.334957 sec): 3 clusters Score: Raw -5279394.132977 + Penalty 3471.145356 = -5275922.987621 nChanged 574 SP:Iteration 21Q (644.410550 sec): 3 clusters Score: Raw -5279550.726585 + Penalty 3471.145356 = -5276079.581229 nChanged 526 SP:Iteration 22Q (644.485998 sec): 3 clusters Score: Raw -5279698.085735 + Penalty 3471.145356 = -5276226.940379 nChanged 500 SP:Iteration 23Q (644.561374 sec): 3 clusters Score: Raw -5279820.507719 + Penalty 3471.145356 = -5276349.362363 nChanged 444 SP:Iteration 24Q (644.637099 sec): 3 clusters Score: Raw -5279927.976160 + Penalty 3471.145356 = -5276456.830804 nChanged 430 SP:Iteration 25Q (644.714261 sec): 3 clusters Score: Raw -5280021.637733 + Penalty 3471.145356 = -5276550.492377 nChanged 410 SP:Iteration 26Q (644.788937 sec): 3 clusters Score: Raw -5280100.248343 + Penalty 3471.145356 = -5276629.102987 nChanged 353 SP:Iteration 27Q (644.873919 sec): 3 clusters Score: Raw -5280165.279939 + Penalty 3471.145356 = -5276694.134583 nChanged 341 SP:Iteration 28Q (644.958382 sec): 3 clusters Score: Raw -5280219.647774 + Penalty 3471.145356 = -5276748.502418 nChanged 280 SP:Iteration 29Q (645.032414 sec): 3 clusters Score: Raw -5280259.570770 + Penalty 3471.145356 = -5276788.425414 nChanged 260 SP:Iteration 30Q (645.107120 sec): 3 clusters Score: Raw -5280296.828170 + Penalty 3471.145356 = -5276825.682814 nChanged 249 SP:Iteration 31Q (645.181486 sec): 3 clusters Score: Raw -5280330.363886 + Penalty 3471.145356 = -5276859.218530 nChanged 243 SP:Iteration 32Q (645.261647 sec): 3 clusters Score: Raw -5280359.647170 + Penalty 3471.145356 = -5276888.501814 nChanged 190 SP:Iteration 33Q (645.336343 sec): 3 clusters Score: Raw -5280381.180376 + Penalty 3471.145356 = -5276910.035020 nChanged 201 SP:Iteration 34Q (645.410414 sec): 3 clusters Score: Raw -5280406.567901 + Penalty 3471.145356 = -5276935.422545 nChanged 227 SP:Iteration 35Q (645.483635 sec): 3 clusters Score: Raw -5280434.635745 + Penalty 3471.145356 = -5276963.490389 nChanged 232 SP:Iteration 36Q (645.569318 sec): 3 clusters Score: Raw -5280460.993107 + Penalty 3471.145356 = -5276989.847751 nChanged 189 SP:Iteration 37Q (645.642640 sec): 3 clusters Score: Raw -5280481.908291 + Penalty 3471.145356 = -5277010.762935 nChanged 190 SP:Iteration 38Q (645.715814 sec): 3 clusters Score: Raw -5280502.325663 + Penalty 3471.145356 = -5277031.180307 nChanged 200 SP:Iteration 39Q (645.788483 sec): 3 clusters Score: Raw -5280524.318464 + Penalty 3471.145356 = -5277053.173108 nChanged 193 SP:Iteration 40F (645.864607 sec): 3 clusters Score: Raw -5280546.671589 + Penalty 3471.145356 = -5277075.526233 nChanged 182 SP:Iteration 41Q (645.940383 sec): 3 clusters Score: Raw -5280568.730659 + Penalty 3471.145356 = -5277097.585303 nChanged 186 SP:Iteration 42Q (646.013316 sec): 3 clusters Score: Raw -5280592.071091 + Penalty 3471.145356 = -5277120.925735 nChanged 193 SP:Iteration 43Q (646.088517 sec): 3 clusters Score: Raw -5280616.351244 + Penalty 3471.145356 = -5277145.205888 nChanged 182 SP:Iteration 44Q (646.163015 sec): 3 clusters Score: Raw -5280637.786866 + Penalty 3471.145356 = -5277166.641510 nChanged 163 SP:Iteration 45Q (646.235638 sec): 3 clusters Score: Raw -5280657.852548 + Penalty 3471.145356 = -5277186.707192 nChanged 191 SP:Iteration 46Q (646.308562 sec): 3 clusters Score: Raw -5280681.604322 + Penalty 3471.145356 = -5277210.458966 nChanged 163 SP:Iteration 47Q (646.382551 sec): 3 clusters Score: Raw -5280699.403024 + Penalty 3471.145356 = -5277228.257668 nChanged 156 SP:Iteration 48Q (646.470111 sec): 3 clusters Score: Raw -5280715.245330 + Penalty 3471.145356 = -5277244.099974 nChanged 167 SP:Iteration 49Q (646.543741 sec): 3 clusters Score: Raw -5280732.777185 + Penalty 3471.145356 = -5277261.631829 nChanged 155 SP:Iteration 50Q (646.616997 sec): 3 clusters Score: Raw -5280747.306654 + Penalty 3471.145356 = -5277276.161298 nChanged 160 SP:Iteration 51Q (646.689472 sec): 3 clusters Score: Raw -5280765.980283 + Penalty 3471.145356 = -5277294.834927 nChanged 181 SP:Iteration 52Q (646.762654 sec): 3 clusters Score: Raw -5280788.884560 + Penalty 3471.145356 = -5277317.739204 nChanged 193 SP:Iteration 53Q (646.834999 sec): 3 clusters Score: Raw -5280814.761203 + Penalty 3471.145356 = -5277343.615847 nChanged 196 SP:Iteration 54Q (646.907497 sec): 3 clusters Score: Raw -5280840.269088 + Penalty 3471.145356 = -5277369.123732 nChanged 190 SP:Iteration 55Q (646.980146 sec): 3 clusters Score: Raw -5280862.063002 + Penalty 3471.145356 = -5277390.917646 nChanged 162 SP:Iteration 56Q (647.054187 sec): 3 clusters Score: Raw -5280878.659010 + Penalty 3471.145356 = -5277407.513654 nChanged 149 SP:Iteration 57Q (647.125536 sec): 3 clusters Score: Raw -5280894.143163 + Penalty 3471.145356 = -5277422.997807 nChanged 140 SP:Iteration 58Q (647.197118 sec): 3 clusters Score: Raw -5280908.387578 + Penalty 3471.145356 = -5277437.242222 nChanged 132 SP:Iteration 59Q (647.269569 sec): 3 clusters Score: Raw -5280921.374681 + Penalty 3471.145356 = -5277450.229325 nChanged 148 SP:Iteration 60F (647.345375 sec): 3 clusters Score: Raw -5280937.116455 + Penalty 3471.145356 = -5277465.971099 nChanged 152 SP:Iteration 61Q (647.418883 sec): 3 clusters Score: Raw -5280954.028131 + Penalty 3471.145356 = -5277482.882775 nChanged 157 SP:Iteration 62Q (647.492096 sec): 3 clusters Score: Raw -5280971.392890 + Penalty 3471.145356 = -5277500.247534 nChanged 148 SP:Iteration 63Q (647.562967 sec): 3 clusters Score: Raw -5280986.254890 + Penalty 3471.145356 = -5277515.109534 nChanged 127 SP:Iteration 64Q (647.667527 sec): 3 clusters Score: Raw -5280999.781877 + Penalty 3471.145356 = -5277528.636521 nChanged 155 SP:Iteration 65Q (647.752260 sec): 3 clusters Score: Raw -5281019.167002 + Penalty 3471.145356 = -5277548.021646 nChanged 157 SP:Iteration 66Q (647.856001 sec): 3 clusters Score: Raw -5281037.700923 + Penalty 3471.145356 = -5277566.555567 nChanged 150 SP:Iteration 67Q (647.928297 sec): 3 clusters Score: Raw -5281054.982326 + Penalty 3471.145356 = -5277583.836970 nChanged 143 SP:Iteration 68Q (647.999596 sec): 3 clusters Score: Raw -5281070.182966 + Penalty 3471.145356 = -5277599.037610 nChanged 144 SP:Iteration 69Q (648.070332 sec): 3 clusters Score: Raw -5281085.562248 + Penalty 3471.145356 = -5277614.416892 nChanged 143 SP:Iteration 70Q (648.141167 sec): 3 clusters Score: Raw -5281100.528348 + Penalty 3471.145356 = -5277629.382992 nChanged 133 SP:Iteration 71Q (648.211610 sec): 3 clusters Score: Raw -5281115.351381 + Penalty 3471.145356 = -5277644.206025 nChanged 134 SP:Iteration 72Q (648.293968 sec): 3 clusters Score: Raw -5281128.389016 + Penalty 3471.145356 = -5277657.243660 nChanged 111 SP:Iteration 73Q (648.365215 sec): 3 clusters Score: Raw -5281138.718518 + Penalty 3471.145356 = -5277667.573162 nChanged 108 SP:Iteration 74Q (648.438326 sec): 3 clusters Score: Raw -5281149.697368 + Penalty 3471.145356 = -5277678.552012 nChanged 106 SP:Iteration 75Q (648.512511 sec): 3 clusters Score: Raw -5281161.126131 + Penalty 3471.145356 = -5277689.980775 nChanged 117 SP:Iteration 76Q (648.585053 sec): 3 clusters Score: Raw -5281174.156896 + Penalty 3471.145356 = -5277703.011540 nChanged 127 SP:Iteration 77Q (648.668107 sec): 3 clusters Score: Raw -5281188.261424 + Penalty 3471.145356 = -5277717.116068 nChanged 129 SP:Iteration 78Q (648.737772 sec): 3 clusters Score: Raw -5281201.450738 + Penalty 3471.145356 = -5277730.305382 nChanged 129 SP:Iteration 79Q (648.808524 sec): 3 clusters Score: Raw -5281215.601601 + Penalty 3471.145356 = -5277744.456245 nChanged 107 SP:Iteration 80F (648.885137 sec): 3 clusters Score: Raw -5281226.207130 + Penalty 3471.145356 = -5277755.061774 nChanged 107 SP:Iteration 81Q (648.957315 sec): 3 clusters Score: Raw -5281236.642041 + Penalty 3471.145356 = -5277765.496685 nChanged 103 SP:Iteration 82Q (649.026651 sec): 3 clusters Score: Raw -5281247.392679 + Penalty 3471.145356 = -5277776.247323 nChanged 107 SP:Iteration 83Q (649.097694 sec): 3 clusters Score: Raw -5281260.070230 + Penalty 3471.145356 = -5277788.924874 nChanged 87 SP:Iteration 84Q (649.167665 sec): 3 clusters Score: Raw -5281269.570559 + Penalty 3471.145356 = -5277798.425203 nChanged 73 SP:Iteration 85Q (649.237937 sec): 3 clusters Score: Raw -5281275.792435 + Penalty 3471.145356 = -5277804.647079 nChanged 65 SP:Iteration 86Q (649.310145 sec): 3 clusters Score: Raw -5281280.690454 + Penalty 3471.145356 = -5277809.545098 nChanged 69 SP:Iteration 87Q (649.380789 sec): 3 clusters Score: Raw -5281286.602403 + Penalty 3471.145356 = -5277815.457047 nChanged 86 SP:Iteration 88Q (649.458914 sec): 3 clusters Score: Raw -5281295.190719 + Penalty 3471.145356 = -5277824.045363 nChanged 91 SP:Iteration 89Q (649.540287 sec): 3 clusters Score: Raw -5281304.402803 + Penalty 3471.145356 = -5277833.257447 nChanged 98 SP:Iteration 90Q (649.611784 sec): 3 clusters Score: Raw -5281313.601417 + Penalty 3471.145356 = -5277842.456061 nChanged 78 SP:Iteration 91Q (649.680912 sec): 3 clusters Score: Raw -5281321.445513 + Penalty 3471.145356 = -5277850.300157 nChanged 91 SP:Iteration 92Q (649.782299 sec): 3 clusters Score: Raw -5281331.188836 + Penalty 3471.145356 = -5277860.043480 nChanged 117 SP:Iteration 93Q (649.853238 sec): 3 clusters Score: Raw -5281345.903235 + Penalty 3471.145356 = -5277874.757879 nChanged 111 SP:Iteration 94Q (649.921129 sec): 3 clusters Score: Raw -5281360.773647 + Penalty 3471.145356 = -5277889.628291 nChanged 116 SP:Iteration 95Q (650.020041 sec): 3 clusters Score: Raw -5281374.794596 + Penalty 3471.145356 = -5277903.649240 nChanged 124 SP:Iteration 96Q (650.093220 sec): 3 clusters Score: Raw -5281391.435877 + Penalty 3471.145356 = -5277920.290521 nChanged 125 SP:Iteration 97Q (650.164144 sec): 3 clusters Score: Raw -5281407.791418 + Penalty 3471.145356 = -5277936.646062 nChanged 124 SP:Iteration 98Q (650.232631 sec): 3 clusters Score: Raw -5281422.913411 + Penalty 3471.145356 = -5277951.768055 nChanged 124 SP:Iteration 99Q (650.322456 sec): 3 clusters Score: Raw -5281437.830795 + Penalty 3471.145356 = -5277966.685439 nChanged 114 SP:Iteration 100F (650.431496 sec): 3 clusters Score: Raw -5281452.159465 + Penalty 3471.145356 = -5277981.014109 nChanged 116 SP:Iteration 101Q (650.505002 sec): 3 clusters Score: Raw -5281468.204392 + Penalty 3471.145356 = -5277997.059036 nChanged 117 SP:Iteration 102Q (650.573881 sec): 3 clusters Score: Raw -5281484.564861 + Penalty 3471.145356 = -5278013.419505 nChanged 103 SP:Iteration 103Q (650.642427 sec): 3 clusters Score: Raw -5281498.802520 + Penalty 3471.145356 = -5278027.657164 nChanged 104 SP:Iteration 104Q (650.711118 sec): 3 clusters Score: Raw -5281513.254911 + Penalty 3471.145356 = -5278042.109555 nChanged 95 SP:Iteration 105Q (650.779353 sec): 3 clusters Score: Raw -5281526.559620 + Penalty 3471.145356 = -5278055.414264 nChanged 105 SP:Iteration 106Q (650.847180 sec): 3 clusters Score: Raw -5281541.829433 + Penalty 3471.145356 = -5278070.684077 nChanged 115 SP:Iteration 107Q (650.915320 sec): 3 clusters Score: Raw -5281557.500104 + Penalty 3471.145356 = -5278086.354748 nChanged 106 SP:Iteration 108Q (650.993322 sec): 3 clusters Score: Raw -5281573.044422 + Penalty 3471.145356 = -5278101.899066 nChanged 105 SP:Iteration 109Q (651.087445 sec): 3 clusters Score: Raw -5281589.008562 + Penalty 3471.145356 = -5278117.863206 nChanged 104 SP:Iteration 110Q (651.154099 sec): 3 clusters Score: Raw -5281605.667287 + Penalty 3471.145356 = -5278134.521931 nChanged 109 SP:Iteration 111Q (651.229361 sec): 3 clusters Score: Raw -5281623.366003 + Penalty 3471.145356 = -5278152.220647 nChanged 101 SP:Iteration 112Q (651.318698 sec): 3 clusters Score: Raw -5281641.490471 + Penalty 3471.145356 = -5278170.345115 nChanged 131 SP:Iteration 113Q (651.386580 sec): 3 clusters Score: Raw -5281663.356279 + Penalty 3471.145356 = -5278192.210923 nChanged 107 SP:Iteration 114Q (651.452758 sec): 3 clusters Score: Raw -5281681.277633 + Penalty 3471.145356 = -5278210.132277 nChanged 116 SP:Iteration 115Q (651.524160 sec): 3 clusters Score: Raw -5281699.745577 + Penalty 3471.145356 = -5278228.600221 nChanged 104 SP:Iteration 116Q (651.596315 sec): 3 clusters Score: Raw -5281715.815835 + Penalty 3471.145356 = -5278244.670479 nChanged 104 SP:Iteration 117Q (651.664209 sec): 3 clusters Score: Raw -5281731.416109 + Penalty 3471.145356 = -5278260.270753 nChanged 81 SP:Iteration 118Q (651.730461 sec): 3 clusters Score: Raw -5281745.179364 + Penalty 3471.145356 = -5278274.034008 nChanged 105 SP:Iteration 119Q (651.801202 sec): 3 clusters Score: Raw -5281764.147603 + Penalty 3471.145356 = -5278293.002247 nChanged 112 SP:Iteration 120F (651.876610 sec): 3 clusters Score: Raw -5281783.599856 + Penalty 3471.145356 = -5278312.454500 nChanged 87 SP:Iteration 121Q (651.944829 sec): 3 clusters Score: Raw -5281798.518615 + Penalty 3471.145356 = -5278327.373259 nChanged 79 SP:Iteration 122Q (652.025007 sec): 3 clusters Score: Raw -5281814.104785 + Penalty 3471.145356 = -5278342.959429 nChanged 89 SP:Iteration 123Q (652.091859 sec): 3 clusters Score: Raw -5281829.140855 + Penalty 3471.145356 = -5278357.995499 nChanged 61 SP:Iteration 124Q (652.158185 sec): 3 clusters Score: Raw -5281838.004186 + Penalty 3471.145356 = -5278366.858830 nChanged 39 SP:Iteration 125Q (652.224353 sec): 3 clusters Score: Raw -5281843.659892 + Penalty 3471.145356 = -5278372.514536 nChanged 46 SP:Iteration 126Q (652.301858 sec): 3 clusters Score: Raw -5281851.151846 + Penalty 3471.145356 = -5278380.006490 nChanged 64 SP:Iteration 127Q (652.367526 sec): 3 clusters Score: Raw -5281860.645132 + Penalty 3471.145356 = -5278389.499776 nChanged 58 SP:Iteration 128Q (652.435349 sec): 3 clusters Score: Raw -5281870.304681 + Penalty 3471.145356 = -5278399.159325 nChanged 59 SP:Iteration 129Q (652.501815 sec): 3 clusters Score: Raw -5281879.968249 + Penalty 3471.145356 = -5278408.822893 nChanged 58 SP:Iteration 130Q (652.574894 sec): 3 clusters Score: Raw -5281890.534875 + Penalty 3471.145356 = -5278419.389519 nChanged 62 SP:Iteration 131Q (652.666260 sec): 3 clusters Score: Raw -5281900.546543 + Penalty 3471.145356 = -5278429.401187 nChanged 55 SP:Iteration 132Q (652.737806 sec): 3 clusters Score: Raw -5281910.510397 + Penalty 3471.145356 = -5278439.365041 nChanged 53 SP:Iteration 133Q (652.803321 sec): 3 clusters Score: Raw -5281919.614344 + Penalty 3471.145356 = -5278448.468989 nChanged 46 SP:Iteration 134Q (652.868854 sec): 3 clusters Score: Raw -5281928.854053 + Penalty 3471.145356 = -5278457.708697 nChanged 56 SP:Iteration 135Q (652.935061 sec): 3 clusters Score: Raw -5281939.595315 + Penalty 3471.145356 = -5278468.449959 nChanged 54 SP:Iteration 136Q (653.001311 sec): 3 clusters Score: Raw -5281948.439483 + Penalty 3471.145356 = -5278477.294127 nChanged 55 SP:Iteration 137Q (653.069253 sec): 3 clusters Score: Raw -5281955.916245 + Penalty 3471.145356 = -5278484.770889 nChanged 45 SP:Iteration 138Q (653.146134 sec): 3 clusters Score: Raw -5281964.571977 + Penalty 3471.145356 = -5278493.426621 nChanged 45 SP:Iteration 139Q (653.212232 sec): 3 clusters Score: Raw -5281972.029152 + Penalty 3471.145356 = -5278500.883796 nChanged 46 SP:Iteration 140F (653.288955 sec): 3 clusters Score: Raw -5281982.604434 + Penalty 3471.145356 = -5278511.459078 nChanged 49 SP:Iteration 141Q (653.354651 sec): 3 clusters Score: Raw -5281991.704284 + Penalty 3471.145356 = -5278520.558928 nChanged 41 SP:Iteration 142Q (653.420923 sec): 3 clusters Score: Raw -5281999.049413 + Penalty 3471.145356 = -5278527.904057 nChanged 36 SP:Iteration 143Q (653.485739 sec): 3 clusters Score: Raw -5282005.782637 + Penalty 3471.145356 = -5278534.637281 nChanged 38 SP:Iteration 144Q (653.551158 sec): 3 clusters Score: Raw -5282011.133468 + Penalty 3471.145356 = -5278539.988112 nChanged 39 SP:Iteration 145Q (653.638559 sec): 3 clusters Score: Raw -5282018.157836 + Penalty 3471.145356 = -5278547.012480 nChanged 27 SP:Iteration 146Q (653.710018 sec): 3 clusters Score: Raw -5282023.237970 + Penalty 3471.145356 = -5278552.092614 nChanged 37 SP:Iteration 147Q (653.774251 sec): 3 clusters Score: Raw -5282030.861363 + Penalty 3471.145356 = -5278559.716007 nChanged 42 SP:Iteration 148Q (653.838102 sec): 3 clusters Score: Raw -5282037.923201 + Penalty 3471.145356 = -5278566.777845 nChanged 39 SP:Iteration 149Q (653.903189 sec): 3 clusters Score: Raw -5282044.894662 + Penalty 3471.145356 = -5278573.749306 nChanged 31 SP:Iteration 150Q (653.969808 sec): 3 clusters Score: Raw -5282051.211904 + Penalty 3471.145356 = -5278580.066548 nChanged 41 SP:Iteration 151Q (654.036026 sec): 3 clusters Score: Raw -5282060.588419 + Penalty 3471.145356 = -5278589.443063 nChanged 36 SP:Iteration 152Q (654.100712 sec): 3 clusters Score: Raw -5282069.995335 + Penalty 3471.145356 = -5278598.849979 nChanged 43 SP:Iteration 153Q (654.165152 sec): 3 clusters Score: Raw -5282078.594517 + Penalty 3471.145356 = -5278607.449161 nChanged 33 SP:Iteration 154Q (654.233401 sec): 3 clusters Score: Raw -5282084.346318 + Penalty 3471.145356 = -5278613.200962 nChanged 27 SP:Iteration 155Q (654.299846 sec): 3 clusters Score: Raw -5282089.435293 + Penalty 3471.145356 = -5278618.289937 nChanged 25 SP:Iteration 156Q (654.364199 sec): 3 clusters Score: Raw -5282092.993934 + Penalty 3471.145356 = -5278621.848578 nChanged 21 SP:Iteration 157Q (654.434445 sec): 3 clusters Score: Raw -5282096.435475 + Penalty 3471.145356 = -5278625.290119 nChanged 19 SP:Iteration 158Q (654.498956 sec): 3 clusters Score: Raw -5282099.981814 + Penalty 3471.145356 = -5278628.836458 nChanged 22 SP:Iteration 159Q (654.563022 sec): 3 clusters Score: Raw -5282104.110653 + Penalty 3471.145356 = -5278632.965297 nChanged 24 SP:Iteration 160F (654.638343 sec): 3 clusters Score: Raw -5282109.470857 + Penalty 3471.145356 = -5278638.325501 nChanged 21 SP:Iteration 161Q (654.704558 sec): 3 clusters Score: Raw -5282114.738649 + Penalty 3471.145356 = -5278643.593293 nChanged 21 SP:Iteration 162Q (654.800523 sec): 3 clusters Score: Raw -5282118.487125 + Penalty 3471.145356 = -5278647.341769 nChanged 20 SP:Iteration 163Q (654.886251 sec): 3 clusters Score: Raw -5282122.987305 + Penalty 3471.145356 = -5278651.841949 nChanged 24 SP:Iteration 164Q (654.950071 sec): 3 clusters Score: Raw -5282128.499514 + Penalty 3471.145356 = -5278657.354158 nChanged 29 SP:Iteration 165Q (655.048247 sec): 3 clusters Score: Raw -5282133.557831 + Penalty 3471.145356 = -5278662.412475 nChanged 18 SP:Iteration 166Q (655.145197 sec): 3 clusters Score: Raw -5282136.491701 + Penalty 3471.145356 = -5278665.346345 nChanged 14 SP:Iteration 167Q (655.266144 sec): 3 clusters Score: Raw -5282138.821452 + Penalty 3471.145356 = -5278667.676096 nChanged 12 SP:Iteration 168Q (655.360989 sec): 3 clusters Score: Raw -5282140.020099 + Penalty 3471.145356 = -5278668.874743 nChanged 5 SP:Iteration 169Q (655.472382 sec): 3 clusters Score: Raw -5282140.557243 + Penalty 3471.145356 = -5278669.411887 nChanged 5 SP:Iteration 170Q (655.571627 sec): 3 clusters Score: Raw -5282141.335909 + Penalty 3471.145356 = -5278670.190553 nChanged 7 SP:Iteration 171Q (655.637426 sec): 3 clusters Score: Raw -5282142.692649 + Penalty 3471.145356 = -5278671.547293 nChanged 10 SP:Iteration 172Q (655.701938 sec): 3 clusters Score: Raw -5282144.741110 + Penalty 3471.145356 = -5278673.595754 nChanged 8 SP:Iteration 173Q (655.790731 sec): 3 clusters Score: Raw -5282146.236191 + Penalty 3471.145356 = -5278675.090835 nChanged 15 SP:Iteration 174Q (655.855937 sec): 3 clusters Score: Raw -5282148.726219 + Penalty 3471.145356 = -5278677.580863 nChanged 19 SP:Iteration 175Q (655.920328 sec): 3 clusters Score: Raw -5282151.597349 + Penalty 3471.145356 = -5278680.451993 nChanged 15 SP:Iteration 176Q (655.984251 sec): 3 clusters Score: Raw -5282154.215249 + Penalty 3471.145356 = -5278683.069893 nChanged 10 SP:Iteration 177Q (656.048662 sec): 3 clusters Score: Raw -5282157.222216 + Penalty 3471.145356 = -5278686.076860 nChanged 13 SP:Iteration 178Q (656.122005 sec): 3 clusters Score: Raw -5282160.309989 + Penalty 3471.145356 = -5278689.164633 nChanged 9 SP:Iteration 179Q (656.186398 sec): 3 clusters Score: Raw -5282162.849509 + Penalty 3471.145356 = -5278691.704153 nChanged 13 SP:Iteration 180F (656.267556 sec): 3 clusters Score: Raw -5282166.520135 + Penalty 3471.145356 = -5278695.374779 nChanged 16 SP:Iteration 181Q (656.348105 sec): 3 clusters Score: Raw -5282169.429845 + Penalty 3471.145356 = -5278698.284489 nChanged 17 SP:Iteration 182Q (656.416933 sec): 3 clusters Score: Raw -5282172.321685 + Penalty 3471.145356 = -5278701.176329 nChanged 15 SP:Iteration 183Q (656.491770 sec): 3 clusters Score: Raw -5282175.548118 + Penalty 3471.145356 = -5278704.402762 nChanged 15 SP:Iteration 184Q (656.559161 sec): 3 clusters Score: Raw -5282178.834100 + Penalty 3471.145356 = -5278707.688744 nChanged 13 SP:Iteration 185Q (656.623913 sec): 3 clusters Score: Raw -5282180.987246 + Penalty 3471.145356 = -5278709.841890 nChanged 6 SP:Iteration 186Q (656.687913 sec): 3 clusters Score: Raw -5282181.925561 + Penalty 3471.145356 = -5278710.780205 nChanged 5 SP:Iteration 187Q (656.755524 sec): 3 clusters Score: Raw -5282182.841091 + Penalty 3471.145356 = -5278711.695735 nChanged 7 SP:Iteration 188Q (656.819338 sec): 3 clusters Score: Raw -5282184.248722 + Penalty 3471.145356 = -5278713.103366 nChanged 11 SP:Iteration 189Q (656.883401 sec): 3 clusters Score: Raw -5282186.128828 + Penalty 3471.145356 = -5278714.983472 nChanged 13 SP:Iteration 190Q (656.947316 sec): 3 clusters Score: Raw -5282188.390563 + Penalty 3471.145356 = -5278717.245207 nChanged 8 SP:Iteration 191Q (657.011364 sec): 3 clusters Score: Raw -5282189.773197 + Penalty 3471.145356 = -5278718.627841 nChanged 7 SP:Iteration 192Q (657.074139 sec): 3 clusters Score: Raw -5282190.981181 + Penalty 3471.145356 = -5278719.835825 nChanged 10 SP:Iteration 193Q (657.163220 sec): 3 clusters Score: Raw -5282192.920733 + Penalty 3471.145356 = -5278721.775377 nChanged 9 SP:Iteration 194Q (657.236875 sec): 3 clusters Score: Raw -5282194.482948 + Penalty 3471.145356 = -5278723.337592 nChanged 3 SP:Iteration 195Q (657.302035 sec): 3 clusters Score: Raw -5282194.936765 + Penalty 3471.145356 = -5278723.791409 nChanged 5 SP:Iteration 196Q (657.394961 sec): 3 clusters Score: Raw -5282195.762700 + Penalty 3471.145356 = -5278724.617344 nChanged 5 SP:Iteration 197Q (657.479267 sec): 3 clusters Score: Raw -5282196.298095 + Penalty 3471.145356 = -5278725.152739 nChanged 3 SP:Iteration 198Q (657.543059 sec): 3 clusters Score: Raw -5282196.746036 + Penalty 3471.145356 = -5278725.600680 nChanged 4 SP:Iteration 199Q (657.606976 sec): 3 clusters Score: Raw -5282197.573835 + Penalty 3471.145356 = -5278726.428479 nChanged 7 SP:Iteration 200F (657.694016 sec): 3 clusters Score: Raw -5282198.371270 + Penalty 3471.145356 = -5278727.225914 nChanged 5 SP:Iteration 201Q (657.772448 sec): 3 clusters Score: Raw -5282198.822255 + Penalty 3471.145356 = -5278727.676899 nChanged 5 SP:Iteration 202Q (657.835831 sec): 3 clusters Score: Raw -5282200.113065 + Penalty 3471.145356 = -5278728.967709 nChanged 6 SP:Iteration 203Q (657.899443 sec): 3 clusters Score: Raw -5282201.006268 + Penalty 3471.145356 = -5278729.860912 nChanged 10 SP:Iteration 204Q (657.963328 sec): 3 clusters Score: Raw -5282203.064588 + Penalty 3471.145356 = -5278731.919232 nChanged 10 SP:Iteration 205Q (658.027011 sec): 3 clusters Score: Raw -5282205.035805 + Penalty 3471.145356 = -5278733.890449 nChanged 10 SP:Iteration 206Q (658.090733 sec): 3 clusters Score: Raw -5282207.488567 + Penalty 3471.145356 = -5278736.343211 nChanged 14 SP:Iteration 207Q (658.154857 sec): 3 clusters Score: Raw -5282210.320888 + Penalty 3471.145356 = -5278739.175532 nChanged 7 SP:Iteration 208Q (658.218492 sec): 3 clusters Score: Raw -5282212.427548 + Penalty 3471.145356 = -5278741.282192 nChanged 12 SP:Iteration 209Q (658.294211 sec): 3 clusters Score: Raw -5282214.755584 + Penalty 3471.145356 = -5278743.610228 nChanged 11 SP:Iteration 210Q (658.358397 sec): 3 clusters Score: Raw -5282216.454451 + Penalty 3471.145356 = -5278745.309095 nChanged 11 SP:Iteration 211Q (658.422397 sec): 3 clusters Score: Raw -5282218.674144 + Penalty 3471.145356 = -5278747.528788 nChanged 10 SP:Iteration 212Q (658.485728 sec): 3 clusters Score: Raw -5282220.464455 + Penalty 3471.145356 = -5278749.319099 nChanged 9 SP:Iteration 213Q (658.555358 sec): 3 clusters Score: Raw -5282222.294188 + Penalty 3471.145356 = -5278751.148832 nChanged 10 SP:Iteration 214Q (658.618582 sec): 3 clusters Score: Raw -5282224.894204 + Penalty 3471.145356 = -5278753.748848 nChanged 12 SP:Iteration 215Q (658.683398 sec): 3 clusters Score: Raw -5282227.384246 + Penalty 3471.145356 = -5278756.238890 nChanged 11 SP:Iteration 216Q (658.767500 sec): 3 clusters Score: Raw -5282229.282122 + Penalty 3471.145356 = -5278758.136766 nChanged 8 SP:Iteration 217Q (658.830795 sec): 3 clusters Score: Raw -5282231.320729 + Penalty 3471.145356 = -5278760.175373 nChanged 11 SP:Iteration 218Q (658.894062 sec): 3 clusters Score: Raw -5282233.837343 + Penalty 3471.145356 = -5278762.691987 nChanged 15 SP:Iteration 219Q (658.957101 sec): 3 clusters Score: Raw -5282236.675914 + Penalty 3471.145356 = -5278765.530558 nChanged 11 SP:Iteration 220F (659.032198 sec): 3 clusters Score: Raw -5282239.023676 + Penalty 3471.145356 = -5278767.878320 nChanged 6 SP:Iteration 221Q (659.100784 sec): 3 clusters Score: Raw -5282240.109858 + Penalty 3471.145356 = -5278768.964502 nChanged 4 SP:Iteration 222Q (659.170931 sec): 3 clusters Score: Raw -5282240.546877 + Penalty 3471.145356 = -5278769.401521 nChanged 0 SP:Iteration 223F (659.245666 sec): 3 clusters Score: Raw -5282240.546877 + Penalty 3471.145356 = -5278769.401521 nChanged 0 Trying to split cluster 8 (7627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.259429 sec): 2 clusters Score: Raw -940951.674080 + Penalty 1452.660603 = -939499.013478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.284284 sec): 3 clusters Score: Raw -936828.924354 + Penalty 2905.321205 = -933923.603149 nChanged 3206 SP:Iteration 1F (659.308418 sec): 3 clusters Score: Raw -938537.799104 + Penalty 2905.321205 = -935632.477899 nChanged 506 SP:Iteration 2F (659.332607 sec): 3 clusters Score: Raw -938773.673632 + Penalty 2905.321205 = -935868.352427 nChanged 398 SP:Iteration 3F (659.356721 sec): 3 clusters Score: Raw -938963.357390 + Penalty 2905.321205 = -936058.036185 nChanged 355 SP:Iteration 4Q (659.381063 sec): 3 clusters Score: Raw -939146.801951 + Penalty 2905.321205 = -936241.480745 nChanged 328 SP:Iteration 5Q (659.405315 sec): 3 clusters Score: Raw -939314.044598 + Penalty 2905.321205 = -936408.723393 nChanged 318 SP:Iteration 6Q (659.459066 sec): 3 clusters Score: Raw -939484.735786 + Penalty 2905.321205 = -936579.414580 nChanged 316 SP:Iteration 7Q (659.482614 sec): 3 clusters Score: Raw -939663.932022 + Penalty 2905.321205 = -936758.610817 nChanged 306 SP:Iteration 8Q (659.506898 sec): 3 clusters Score: Raw -939837.377163 + Penalty 2905.321205 = -936932.055958 nChanged 294 SP:Iteration 9Q (659.543468 sec): 3 clusters Score: Raw -940006.968214 + Penalty 2905.321205 = -937101.647009 nChanged 277 SP:Iteration 10Q (659.567657 sec): 3 clusters Score: Raw -940188.535620 + Penalty 2905.321205 = -937283.214415 nChanged 283 SP:Iteration 11Q (659.599512 sec): 3 clusters Score: Raw -940356.609874 + Penalty 2905.321205 = -937451.288669 nChanged 263 SP:Iteration 12Q (659.634023 sec): 3 clusters Score: Raw -940533.246621 + Penalty 2905.321205 = -937627.925416 nChanged 264 SP:Iteration 13Q (659.658056 sec): 3 clusters Score: Raw -940710.801791 + Penalty 2905.321205 = -937805.480586 nChanged 220 SP:Iteration 14Q (659.681807 sec): 3 clusters Score: Raw -940862.707221 + Penalty 2905.321205 = -937957.386015 nChanged 189 SP:Iteration 15Q (659.705553 sec): 3 clusters Score: Raw -940976.161153 + Penalty 2905.321205 = -938070.839947 nChanged 171 SP:Iteration 16Q (659.728980 sec): 3 clusters Score: Raw -941064.695349 + Penalty 2905.321205 = -938159.374144 nChanged 135 SP:Iteration 17Q (659.752450 sec): 3 clusters Score: Raw -941119.859687 + Penalty 2905.321205 = -938214.538482 nChanged 98 SP:Iteration 18Q (659.775751 sec): 3 clusters Score: Raw -941156.896292 + Penalty 2905.321205 = -938251.575087 nChanged 85 SP:Iteration 19Q (659.799141 sec): 3 clusters Score: Raw -941185.664619 + Penalty 2905.321205 = -938280.343414 nChanged 67 SP:Iteration 20F (659.825978 sec): 3 clusters Score: Raw -941211.031855 + Penalty 2905.321205 = -938305.710650 nChanged 58 SP:Iteration 21Q (659.849221 sec): 3 clusters Score: Raw -941234.387085 + Penalty 2905.321205 = -938329.065880 nChanged 63 SP:Iteration 22Q (659.872793 sec): 3 clusters Score: Raw -941254.019258 + Penalty 2905.321205 = -938348.698053 nChanged 48 SP:Iteration 23Q (659.908195 sec): 3 clusters Score: Raw -941264.468423 + Penalty 2905.321205 = -938359.147218 nChanged 29 SP:Iteration 24Q (659.931194 sec): 3 clusters Score: Raw -941272.749586 + Penalty 2905.321205 = -938367.428381 nChanged 30 SP:Iteration 25Q (659.954050 sec): 3 clusters Score: Raw -941278.675502 + Penalty 2905.321205 = -938373.354296 nChanged 19 SP:Iteration 26Q (659.977007 sec): 3 clusters Score: Raw -941283.395551 + Penalty 2905.321205 = -938378.074346 nChanged 14 SP:Iteration 27Q (660.000107 sec): 3 clusters Score: Raw -941286.131871 + Penalty 2905.321205 = -938380.810666 nChanged 10 SP:Iteration 28Q (660.026928 sec): 3 clusters Score: Raw -941287.895428 + Penalty 2905.321205 = -938382.574223 nChanged 11 SP:Iteration 29Q (660.050099 sec): 3 clusters Score: Raw -941289.694822 + Penalty 2905.321205 = -938384.373617 nChanged 8 SP:Iteration 30Q (660.073179 sec): 3 clusters Score: Raw -941290.895617 + Penalty 2905.321205 = -938385.574412 nChanged 4 SP:Iteration 31Q (660.098176 sec): 3 clusters Score: Raw -941291.371127 + Penalty 2905.321205 = -938386.049921 nChanged 3 SP:Iteration 32Q (660.121280 sec): 3 clusters Score: Raw -941292.029093 + Penalty 2905.321205 = -938386.707888 nChanged 3 SP:Iteration 33Q (660.144390 sec): 3 clusters Score: Raw -941292.286784 + Penalty 2905.321205 = -938386.965579 nChanged 3 SP:Iteration 34Q (660.167429 sec): 3 clusters Score: Raw -941292.607761 + Penalty 2905.321205 = -938387.286556 nChanged 2 SP:Iteration 35Q (660.198402 sec): 3 clusters Score: Raw -941292.757019 + Penalty 2905.321205 = -938387.435814 nChanged 0 SP:Iteration 36F (660.222589 sec): 3 clusters Score: Raw -941292.757019 + Penalty 2905.321205 = -938387.435814 nChanged 0 Trying to split cluster 9 (13257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (660.252342 sec): 2 clusters Score: Raw -1601621.882919 + Penalty 1542.495661 = -1600079.387258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (660.286698 sec): 3 clusters Score: Raw -1593900.089608 + Penalty 3084.991323 = -1590815.098285 nChanged 5877 SP:Iteration 1F (660.320940 sec): 3 clusters Score: Raw -1597126.243762 + Penalty 3084.991323 = -1594041.252439 nChanged 781 SP:Iteration 2F (660.352782 sec): 3 clusters Score: Raw -1597429.436458 + Penalty 3084.991323 = -1594344.445135 nChanged 623 SP:Iteration 3Q (660.387041 sec): 3 clusters Score: Raw -1597652.988292 + Penalty 3084.991323 = -1594567.996969 nChanged 543 SP:Iteration 4Q (660.421291 sec): 3 clusters Score: Raw -1597851.148947 + Penalty 3084.991323 = -1594766.157624 nChanged 492 SP:Iteration 5Q (660.455462 sec): 3 clusters Score: Raw -1598022.970579 + Penalty 3084.991323 = -1594937.979256 nChanged 458 SP:Iteration 6Q (660.489534 sec): 3 clusters Score: Raw -1598194.047894 + Penalty 3084.991323 = -1595109.056571 nChanged 465 SP:Iteration 7Q (660.523687 sec): 3 clusters Score: Raw -1598388.293577 + Penalty 3084.991323 = -1595303.302254 nChanged 494 SP:Iteration 8Q (660.557762 sec): 3 clusters Score: Raw -1598608.695789 + Penalty 3084.991323 = -1595523.704466 nChanged 502 SP:Iteration 9Q (660.591854 sec): 3 clusters Score: Raw -1598885.387909 + Penalty 3084.991323 = -1595800.396586 nChanged 556 SP:Iteration 10Q (660.631777 sec): 3 clusters Score: Raw -1599226.695626 + Penalty 3084.991323 = -1596141.704303 nChanged 575 SP:Iteration 11Q (660.666018 sec): 3 clusters Score: Raw -1599606.517407 + Penalty 3084.991323 = -1596521.526084 nChanged 624 SP:Iteration 12Q (660.699901 sec): 3 clusters Score: Raw -1600031.844050 + Penalty 3084.991323 = -1596946.852727 nChanged 621 SP:Iteration 13Q (660.733637 sec): 3 clusters Score: Raw -1600422.010622 + Penalty 3084.991323 = -1597337.019299 nChanged 586 SP:Iteration 14Q (660.767259 sec): 3 clusters Score: Raw -1600795.158987 + Penalty 3084.991323 = -1597710.167665 nChanged 544 SP:Iteration 15Q (660.800518 sec): 3 clusters Score: Raw -1601132.689469 + Penalty 3084.991323 = -1598047.698146 nChanged 467 SP:Iteration 16Q (660.833889 sec): 3 clusters Score: Raw -1601434.514993 + Penalty 3084.991323 = -1598349.523670 nChanged 426 SP:Iteration 17Q (660.879053 sec): 3 clusters Score: Raw -1601711.436948 + Penalty 3084.991323 = -1598626.445625 nChanged 367 SP:Iteration 18Q (660.917086 sec): 3 clusters Score: Raw -1601940.330159 + Penalty 3084.991323 = -1598855.338836 nChanged 329 SP:Iteration 19Q (660.949675 sec): 3 clusters Score: Raw -1602130.682455 + Penalty 3084.991323 = -1599045.691132 nChanged 257 SP:Iteration 20F (660.983587 sec): 3 clusters Score: Raw -1602247.017759 + Penalty 3084.991323 = -1599162.026436 nChanged 202 SP:Iteration 21Q (661.015881 sec): 3 clusters Score: Raw -1602320.809250 + Penalty 3084.991323 = -1599235.817927 nChanged 174 SP:Iteration 22Q (661.055984 sec): 3 clusters Score: Raw -1602377.229807 + Penalty 3084.991323 = -1599292.238484 nChanged 134 SP:Iteration 23Q (661.088139 sec): 3 clusters Score: Raw -1602414.198172 + Penalty 3084.991323 = -1599329.206849 nChanged 113 SP:Iteration 24Q (661.121502 sec): 3 clusters Score: Raw -1602443.798945 + Penalty 3084.991323 = -1599358.807622 nChanged 79 SP:Iteration 25Q (661.153459 sec): 3 clusters Score: Raw -1602457.840401 + Penalty 3084.991323 = -1599372.849078 nChanged 53 SP:Iteration 26Q (661.185509 sec): 3 clusters Score: Raw -1602466.778912 + Penalty 3084.991323 = -1599381.787589 nChanged 42 SP:Iteration 27Q (661.217639 sec): 3 clusters Score: Raw -1602473.480965 + Penalty 3084.991323 = -1599388.489642 nChanged 43 SP:Iteration 28Q (661.249693 sec): 3 clusters Score: Raw -1602479.628357 + Penalty 3084.991323 = -1599394.637034 nChanged 25 SP:Iteration 29Q (661.309029 sec): 3 clusters Score: Raw -1602482.778789 + Penalty 3084.991323 = -1599397.787466 nChanged 22 SP:Iteration 30Q (661.368578 sec): 3 clusters Score: Raw -1602484.845324 + Penalty 3084.991323 = -1599399.854001 nChanged 13 SP:Iteration 31Q (661.404875 sec): 3 clusters Score: Raw -1602486.345153 + Penalty 3084.991323 = -1599401.353830 nChanged 14 SP:Iteration 32Q (661.437358 sec): 3 clusters Score: Raw -1602487.647391 + Penalty 3084.991323 = -1599402.656068 nChanged 10 SP:Iteration 33Q (661.469327 sec): 3 clusters Score: Raw -1602488.736208 + Penalty 3084.991323 = -1599403.744885 nChanged 9 SP:Iteration 34Q (661.501629 sec): 3 clusters Score: Raw -1602489.821803 + Penalty 3084.991323 = -1599404.830480 nChanged 8 SP:Iteration 35Q (661.533678 sec): 3 clusters Score: Raw -1602490.506935 + Penalty 3084.991323 = -1599405.515612 nChanged 6 SP:Iteration 36Q (661.565801 sec): 3 clusters Score: Raw -1602491.104274 + Penalty 3084.991323 = -1599406.112951 nChanged 8 SP:Iteration 37Q (661.597966 sec): 3 clusters Score: Raw -1602492.071847 + Penalty 3084.991323 = -1599407.080524 nChanged 7 SP:Iteration 38Q (661.629932 sec): 3 clusters Score: Raw -1602492.708525 + Penalty 3084.991323 = -1599407.717202 nChanged 3 SP:Iteration 39Q (661.662035 sec): 3 clusters Score: Raw -1602492.934319 + Penalty 3084.991323 = -1599407.942996 nChanged 5 SP:Iteration 40F (661.695842 sec): 3 clusters Score: Raw -1602493.387118 + Penalty 3084.991323 = -1599408.395795 nChanged 6 SP:Iteration 41Q (661.728392 sec): 3 clusters Score: Raw -1602493.906769 + Penalty 3084.991323 = -1599408.915446 nChanged 3 SP:Iteration 42Q (661.760594 sec): 3 clusters Score: Raw -1602494.238199 + Penalty 3084.991323 = -1599409.246876 nChanged 5 SP:Iteration 43Q (661.793063 sec): 3 clusters Score: Raw -1602494.530566 + Penalty 3084.991323 = -1599409.539243 nChanged 2 SP:Iteration 44Q (661.825609 sec): 3 clusters Score: Raw -1602494.827976 + Penalty 3084.991323 = -1599409.836653 nChanged 3 SP:Iteration 45Q (661.858231 sec): 3 clusters Score: Raw -1602495.133400 + Penalty 3084.991323 = -1599410.142077 nChanged 3 SP:Iteration 46Q (661.890587 sec): 3 clusters Score: Raw -1602495.357654 + Penalty 3084.991323 = -1599410.366331 nChanged 2 SP:Iteration 47Q (661.922979 sec): 3 clusters Score: Raw -1602495.579693 + Penalty 3084.991323 = -1599410.588370 nChanged 5 SP:Iteration 48Q (661.955536 sec): 3 clusters Score: Raw -1602495.885541 + Penalty 3084.991323 = -1599410.894218 nChanged 5 SP:Iteration 49Q (661.988101 sec): 3 clusters Score: Raw -1602496.546360 + Penalty 3084.991323 = -1599411.555037 nChanged 5 SP:Iteration 50Q (662.020071 sec): 3 clusters Score: Raw -1602496.847020 + Penalty 3084.991323 = -1599411.855697 nChanged 6 SP:Iteration 51Q (662.052567 sec): 3 clusters Score: Raw -1602497.122057 + Penalty 3084.991323 = -1599412.130734 nChanged 2 SP:Iteration 52Q (662.095965 sec): 3 clusters Score: Raw -1602497.254952 + Penalty 3084.991323 = -1599412.263629 nChanged 1 SP:Iteration 53Q (662.128389 sec): 3 clusters Score: Raw -1602497.277117 + Penalty 3084.991323 = -1599412.285794 nChanged 0 SP:Iteration 54F (662.162256 sec): 3 clusters Score: Raw -1602497.277117 + Penalty 3084.991323 = -1599412.285794 nChanged 0 Trying to split cluster 10 (6132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.180619 sec): 2 clusters Score: Raw -805733.200144 + Penalty 1417.207389 = -804315.992755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.213624 sec): 3 clusters Score: Raw -802484.174560 + Penalty 2834.414778 = -799649.759782 nChanged 2485 SP:Iteration 1F (662.235672 sec): 3 clusters Score: Raw -803948.395314 + Penalty 2834.414778 = -801113.980536 nChanged 528 SP:Iteration 2F (662.282705 sec): 3 clusters Score: Raw -804337.964022 + Penalty 2834.414778 = -801503.549244 nChanged 450 SP:Iteration 3F (662.313312 sec): 3 clusters Score: Raw -804757.292452 + Penalty 2834.414778 = -801922.877674 nChanged 459 SP:Iteration 4F (662.335407 sec): 3 clusters Score: Raw -805235.409515 + Penalty 2834.414778 = -802400.994737 nChanged 412 SP:Iteration 5F (662.357557 sec): 3 clusters Score: Raw -805690.613627 + Penalty 2834.414778 = -802856.198849 nChanged 358 SP:Iteration 6F (662.379574 sec): 3 clusters Score: Raw -806057.090537 + Penalty 2834.414778 = -803222.675759 nChanged 286 SP:Iteration 7Q (662.401206 sec): 3 clusters Score: Raw -806265.246981 + Penalty 2834.414778 = -803430.832203 nChanged 175 SP:Iteration 8Q (662.438787 sec): 3 clusters Score: Raw -806381.679576 + Penalty 2834.414778 = -803547.264798 nChanged 130 SP:Iteration 9Q (662.459958 sec): 3 clusters Score: Raw -806459.270593 + Penalty 2834.414778 = -803624.855815 nChanged 92 SP:Iteration 10Q (662.481340 sec): 3 clusters Score: Raw -806503.389655 + Penalty 2834.414778 = -803668.974877 nChanged 67 SP:Iteration 11Q (662.502678 sec): 3 clusters Score: Raw -806536.920184 + Penalty 2834.414778 = -803702.505406 nChanged 52 SP:Iteration 12Q (662.533954 sec): 3 clusters Score: Raw -806555.030557 + Penalty 2834.414778 = -803720.615779 nChanged 39 SP:Iteration 13Q (662.558641 sec): 3 clusters Score: Raw -806567.928801 + Penalty 2834.414778 = -803733.514023 nChanged 40 SP:Iteration 14Q (662.601150 sec): 3 clusters Score: Raw -806583.715902 + Penalty 2834.414778 = -803749.301124 nChanged 33 SP:Iteration 15Q (662.625971 sec): 3 clusters Score: Raw -806593.226150 + Penalty 2834.414778 = -803758.811372 nChanged 21 SP:Iteration 16Q (662.651874 sec): 3 clusters Score: Raw -806597.960341 + Penalty 2834.414778 = -803763.545563 nChanged 19 SP:Iteration 17Q (662.672220 sec): 3 clusters Score: Raw -806602.169457 + Penalty 2834.414778 = -803767.754679 nChanged 11 SP:Iteration 18Q (662.696765 sec): 3 clusters Score: Raw -806604.380372 + Penalty 2834.414778 = -803769.965594 nChanged 7 SP:Iteration 19Q (662.717488 sec): 3 clusters Score: Raw -806605.340481 + Penalty 2834.414778 = -803770.925703 nChanged 3 SP:Iteration 20F (662.748125 sec): 3 clusters Score: Raw -806605.704478 + Penalty 2834.414778 = -803771.289700 nChanged 3 SP:Iteration 21Q (662.768646 sec): 3 clusters Score: Raw -806606.152522 + Penalty 2834.414778 = -803771.737744 nChanged 2 SP:Iteration 22Q (662.789697 sec): 3 clusters Score: Raw -806606.468980 + Penalty 2834.414778 = -803772.054202 nChanged 1 SP:Iteration 23Q (662.845465 sec): 3 clusters Score: Raw -806606.938106 + Penalty 2834.414778 = -803772.523328 nChanged 5 SP:Iteration 24Q (662.865228 sec): 3 clusters Score: Raw -806608.761056 + Penalty 2834.414778 = -803774.346278 nChanged 6 SP:Iteration 25Q (662.888127 sec): 3 clusters Score: Raw -806610.266511 + Penalty 2834.414778 = -803775.851733 nChanged 8 SP:Iteration 26Q (662.908774 sec): 3 clusters Score: Raw -806612.164676 + Penalty 2834.414778 = -803777.749898 nChanged 7 SP:Iteration 27Q (662.934008 sec): 3 clusters Score: Raw -806614.219761 + Penalty 2834.414778 = -803779.804983 nChanged 6 SP:Iteration 28Q (662.956124 sec): 3 clusters Score: Raw -806616.088579 + Penalty 2834.414778 = -803781.673801 nChanged 4 SP:Iteration 29Q (662.976408 sec): 3 clusters Score: Raw -806617.464886 + Penalty 2834.414778 = -803783.050108 nChanged 11 SP:Iteration 30Q (663.001642 sec): 3 clusters Score: Raw -806621.926144 + Penalty 2834.414778 = -803787.511366 nChanged 8 SP:Iteration 31Q (663.023938 sec): 3 clusters Score: Raw -806623.678291 + Penalty 2834.414778 = -803789.263513 nChanged 5 SP:Iteration 32Q (663.072841 sec): 3 clusters Score: Raw -806624.242626 + Penalty 2834.414778 = -803789.827848 nChanged 4 SP:Iteration 33Q (663.093816 sec): 3 clusters Score: Raw -806625.096393 + Penalty 2834.414778 = -803790.681615 nChanged 5 SP:Iteration 34Q (663.114783 sec): 3 clusters Score: Raw -806626.086176 + Penalty 2834.414778 = -803791.671398 nChanged 0 SP:Iteration 35F (663.136825 sec): 3 clusters Score: Raw -806626.086176 + Penalty 2834.414778 = -803791.671398 nChanged 0 Trying to split cluster 11 (15576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (663.166535 sec): 2 clusters Score: Raw -1969157.588245 + Penalty 1568.691564 = -1967588.896681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (663.220515 sec): 3 clusters Score: Raw -1959906.204298 + Penalty 3137.383128 = -1956768.821170 nChanged 6917 SP:Iteration 1F (663.260787 sec): 3 clusters Score: Raw -1963643.040343 + Penalty 3137.383128 = -1960505.657215 nChanged 826 SP:Iteration 2F (663.296827 sec): 3 clusters Score: Raw -1963925.641534 + Penalty 3137.383128 = -1960788.258406 nChanged 721 SP:Iteration 3Q (663.338972 sec): 3 clusters Score: Raw -1964167.613924 + Penalty 3137.383128 = -1961030.230797 nChanged 614 SP:Iteration 4Q (663.405670 sec): 3 clusters Score: Raw -1964385.467679 + Penalty 3137.383128 = -1961248.084551 nChanged 630 SP:Iteration 5Q (663.442032 sec): 3 clusters Score: Raw -1964630.689326 + Penalty 3137.383128 = -1961493.306198 nChanged 699 SP:Iteration 6Q (663.478781 sec): 3 clusters Score: Raw -1964961.742609 + Penalty 3137.383128 = -1961824.359482 nChanged 815 SP:Iteration 7F (663.537108 sec): 3 clusters Score: Raw -1965427.035321 + Penalty 3137.383128 = -1962289.652193 nChanged 916 SP:Iteration 8F (663.584170 sec): 3 clusters Score: Raw -1966035.044725 + Penalty 3137.383128 = -1962897.661598 nChanged 1033 SP:Iteration 9F (663.620207 sec): 3 clusters Score: Raw -1966819.076887 + Penalty 3137.383128 = -1963681.693759 nChanged 971 SP:Iteration 10F (663.680013 sec): 3 clusters Score: Raw -1967664.978421 + Penalty 3137.383128 = -1964527.595293 nChanged 790 SP:Iteration 11F (663.722788 sec): 3 clusters Score: Raw -1968401.212188 + Penalty 3137.383128 = -1965263.829060 nChanged 496 SP:Iteration 12Q (663.757721 sec): 3 clusters Score: Raw -1968852.566387 + Penalty 3137.383128 = -1965715.183259 nChanged 255 SP:Iteration 13Q (663.796830 sec): 3 clusters Score: Raw -1969110.723920 + Penalty 3137.383128 = -1965973.340792 nChanged 128 SP:Iteration 14Q (663.829207 sec): 3 clusters Score: Raw -1969248.265257 + Penalty 3137.383128 = -1966110.882129 nChanged 58 SP:Iteration 15Q (663.871574 sec): 3 clusters Score: Raw -1969311.662923 + Penalty 3137.383128 = -1966174.279796 nChanged 39 SP:Iteration 16Q (663.911050 sec): 3 clusters Score: Raw -1969351.498327 + Penalty 3137.383128 = -1966214.115199 nChanged 21 SP:Iteration 17Q (663.950456 sec): 3 clusters Score: Raw -1969371.549382 + Penalty 3137.383128 = -1966234.166254 nChanged 11 SP:Iteration 18Q (664.006194 sec): 3 clusters Score: Raw -1969385.470871 + Penalty 3137.383128 = -1966248.087743 nChanged 9 SP:Iteration 19Q (664.059232 sec): 3 clusters Score: Raw -1969397.326978 + Penalty 3137.383128 = -1966259.943850 nChanged 3 SP:Iteration 20F (664.104881 sec): 3 clusters Score: Raw -1969400.992516 + Penalty 3137.383128 = -1966263.609388 nChanged 4 SP:Iteration 21Q (664.150000 sec): 3 clusters Score: Raw -1969406.770329 + Penalty 3137.383128 = -1966269.387201 nChanged 6 SP:Iteration 22Q (664.188023 sec): 3 clusters Score: Raw -1969413.647116 + Penalty 3137.383128 = -1966276.263988 nChanged 4 SP:Iteration 23Q (664.246931 sec): 3 clusters Score: Raw -1969418.625290 + Penalty 3137.383128 = -1966281.242163 nChanged 4 SP:Iteration 24Q (664.305936 sec): 3 clusters Score: Raw -1969423.662062 + Penalty 3137.383128 = -1966286.278934 nChanged 2 SP:Iteration 25Q (664.341877 sec): 3 clusters Score: Raw -1969425.870294 + Penalty 3137.383128 = -1966288.487166 nChanged 1 SP:Iteration 26Q (664.379355 sec): 3 clusters Score: Raw -1969427.581789 + Penalty 3137.383128 = -1966290.198662 nChanged 1 SP:Iteration 27Q (664.409858 sec): 3 clusters Score: Raw -1969430.713465 + Penalty 3137.383128 = -1966293.330337 nChanged 2 SP:Iteration 28Q (664.459149 sec): 3 clusters Score: Raw -1969432.802332 + Penalty 3137.383128 = -1966295.419205 nChanged 1 SP:Iteration 29Q (664.498950 sec): 3 clusters Score: Raw -1969434.913170 + Penalty 3137.383128 = -1966297.530042 nChanged 1 SP:Iteration 30Q (664.531029 sec): 3 clusters Score: Raw -1969436.821388 + Penalty 3137.383128 = -1966299.438260 nChanged 2 SP:Iteration 31Q (664.561388 sec): 3 clusters Score: Raw -1969437.585923 + Penalty 3137.383128 = -1966300.202795 nChanged 0 SP:Iteration 32F (664.612817 sec): 3 clusters Score: Raw -1969437.585923 + Penalty 3137.383128 = -1966300.202795 nChanged 0 Trying to split cluster 12 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.634472 sec): 2 clusters Score: Raw -17270.136265 + Penalty 843.855488 = -16426.280776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.641321 sec): 3 clusters Score: Raw -17473.796374 + Penalty 1687.710977 = -15786.085397 nChanged 28 SP:Iteration 1F (664.642856 sec): 3 clusters Score: Raw -17574.135622 + Penalty 1687.710977 = -15886.424645 nChanged 5 SP:Iteration 2Q (664.644335 sec): 3 clusters Score: Raw -17588.621647 + Penalty 1687.710977 = -15900.910671 nChanged 3 SP:Iteration 3Q (664.645800 sec): 3 clusters Score: Raw -17615.301025 + Penalty 1687.710977 = -15927.590048 nChanged 3 SP:Iteration 4Q (664.647261 sec): 3 clusters Score: Raw -17640.615224 + Penalty 1687.710977 = -15952.904247 nChanged 2 SP:Iteration 5Q (664.648718 sec): 3 clusters Score: Raw -17652.850505 + Penalty 1687.710977 = -15965.139529 nChanged 1 SP:Iteration 6Q (664.650174 sec): 3 clusters Score: Raw -17658.405098 + Penalty 1687.710977 = -15970.694121 nChanged 0 SP:Iteration 7F (664.651685 sec): 3 clusters Score: Raw -17658.405098 + Penalty 1687.710977 = -15970.694121 nChanged 0 Trying to split cluster 13 (28206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.708989 sec): 2 clusters Score: Raw -3527177.758098 + Penalty 1665.184625 = -3525512.573473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.788976 sec): 3 clusters Score: Raw -3509840.109764 + Penalty 3330.369250 = -3506509.740514 nChanged 13025 SP:Iteration 1F (664.848730 sec): 3 clusters Score: Raw -3517089.749800 + Penalty 3330.369250 = -3513759.380550 nChanged 1312 SP:Iteration 2Q (664.905178 sec): 3 clusters Score: Raw -3517617.773057 + Penalty 3330.369250 = -3514287.403806 nChanged 1384 SP:Iteration 3Q (664.968185 sec): 3 clusters Score: Raw -3518241.200694 + Penalty 3330.369250 = -3514910.831444 nChanged 1451 SP:Iteration 4F (665.041612 sec): 3 clusters Score: Raw -3518943.490016 + Penalty 3330.369250 = -3515613.120766 nChanged 1535 SP:Iteration 5F (665.109035 sec): 3 clusters Score: Raw -3519800.103893 + Penalty 3330.369250 = -3516469.734643 nChanged 1633 SP:Iteration 6F (665.169290 sec): 3 clusters Score: Raw -3520878.782237 + Penalty 3330.369250 = -3517548.412987 nChanged 1724 SP:Iteration 7F (665.222992 sec): 3 clusters Score: Raw -3522126.409135 + Penalty 3330.369250 = -3518796.039885 nChanged 1656 SP:Iteration 8F (665.281595 sec): 3 clusters Score: Raw -3523329.927681 + Penalty 3330.369250 = -3519999.558431 nChanged 1400 SP:Iteration 9Q (665.335216 sec): 3 clusters Score: Raw -3524145.687500 + Penalty 3330.369250 = -3520815.318250 nChanged 935 SP:Iteration 10Q (665.388856 sec): 3 clusters Score: Raw -3524497.416381 + Penalty 3330.369250 = -3521167.047131 nChanged 552 SP:Iteration 11Q (665.448353 sec): 3 clusters Score: Raw -3524642.064819 + Penalty 3330.369250 = -3521311.695569 nChanged 383 SP:Iteration 12Q (665.509680 sec): 3 clusters Score: Raw -3524723.722043 + Penalty 3330.369250 = -3521393.352793 nChanged 296 SP:Iteration 13Q (665.570178 sec): 3 clusters Score: Raw -3524789.121072 + Penalty 3330.369250 = -3521458.751822 nChanged 282 SP:Iteration 14Q (665.627373 sec): 3 clusters Score: Raw -3524850.330074 + Penalty 3330.369250 = -3521519.960824 nChanged 277 SP:Iteration 15Q (665.704632 sec): 3 clusters Score: Raw -3524920.611513 + Penalty 3330.369250 = -3521590.242263 nChanged 314 SP:Iteration 16Q (665.755894 sec): 3 clusters Score: Raw -3525011.011938 + Penalty 3330.369250 = -3521680.642688 nChanged 328 SP:Iteration 17Q (665.816331 sec): 3 clusters Score: Raw -3525113.056685 + Penalty 3330.369250 = -3521782.687435 nChanged 331 SP:Iteration 18Q (665.867219 sec): 3 clusters Score: Raw -3525211.011763 + Penalty 3330.369250 = -3521880.642513 nChanged 341 SP:Iteration 19Q (665.917576 sec): 3 clusters Score: Raw -3525308.684415 + Penalty 3330.369250 = -3521978.315165 nChanged 329 SP:Iteration 20F (665.975203 sec): 3 clusters Score: Raw -3525410.736644 + Penalty 3330.369250 = -3522080.367393 nChanged 347 SP:Iteration 21Q (666.044688 sec): 3 clusters Score: Raw -3525534.347752 + Penalty 3330.369250 = -3522203.978502 nChanged 369 SP:Iteration 22Q (666.095287 sec): 3 clusters Score: Raw -3525670.859819 + Penalty 3330.369250 = -3522340.490569 nChanged 355 SP:Iteration 23Q (666.150335 sec): 3 clusters Score: Raw -3525802.622113 + Penalty 3330.369250 = -3522472.252863 nChanged 331 SP:Iteration 24Q (666.199496 sec): 3 clusters Score: Raw -3525911.962893 + Penalty 3330.369250 = -3522581.593643 nChanged 300 SP:Iteration 25Q (666.251418 sec): 3 clusters Score: Raw -3526021.118115 + Penalty 3330.369250 = -3522690.748865 nChanged 284 SP:Iteration 26Q (666.336705 sec): 3 clusters Score: Raw -3526122.107048 + Penalty 3330.369250 = -3522791.737798 nChanged 252 SP:Iteration 27Q (666.385169 sec): 3 clusters Score: Raw -3526206.929198 + Penalty 3330.369250 = -3522876.559948 nChanged 244 SP:Iteration 28Q (666.436438 sec): 3 clusters Score: Raw -3526287.630842 + Penalty 3330.369250 = -3522957.261592 nChanged 224 SP:Iteration 29Q (666.491493 sec): 3 clusters Score: Raw -3526359.848569 + Penalty 3330.369250 = -3523029.479319 nChanged 230 SP:Iteration 30Q (666.549461 sec): 3 clusters Score: Raw -3526433.566897 + Penalty 3330.369250 = -3523103.197647 nChanged 213 SP:Iteration 31Q (666.600925 sec): 3 clusters Score: Raw -3526503.373557 + Penalty 3330.369250 = -3523173.004307 nChanged 213 SP:Iteration 32Q (666.653155 sec): 3 clusters Score: Raw -3526573.816640 + Penalty 3330.369250 = -3523243.447390 nChanged 198 SP:Iteration 33Q (666.705335 sec): 3 clusters Score: Raw -3526641.765727 + Penalty 3330.369250 = -3523311.396477 nChanged 196 SP:Iteration 34Q (666.753865 sec): 3 clusters Score: Raw -3526709.988540 + Penalty 3330.369250 = -3523379.619290 nChanged 174 SP:Iteration 35Q (666.801518 sec): 3 clusters Score: Raw -3526766.587661 + Penalty 3330.369250 = -3523436.218410 nChanged 174 SP:Iteration 36Q (666.851780 sec): 3 clusters Score: Raw -3526831.251353 + Penalty 3330.369250 = -3523500.882103 nChanged 154 SP:Iteration 37Q (666.928700 sec): 3 clusters Score: Raw -3526885.795660 + Penalty 3330.369250 = -3523555.426410 nChanged 141 SP:Iteration 38Q (666.975136 sec): 3 clusters Score: Raw -3526928.949830 + Penalty 3330.369250 = -3523598.580580 nChanged 117 SP:Iteration 39Q (667.021981 sec): 3 clusters Score: Raw -3526964.026248 + Penalty 3330.369250 = -3523633.656997 nChanged 131 SP:Iteration 40F (667.075675 sec): 3 clusters Score: Raw -3527011.159266 + Penalty 3330.369250 = -3523680.790015 nChanged 131 SP:Iteration 41Q (667.122035 sec): 3 clusters Score: Raw -3527055.760397 + Penalty 3330.369250 = -3523725.391147 nChanged 100 SP:Iteration 42Q (667.168622 sec): 3 clusters Score: Raw -3527088.323584 + Penalty 3330.369250 = -3523757.954334 nChanged 91 SP:Iteration 43Q (667.216452 sec): 3 clusters Score: Raw -3527116.134104 + Penalty 3330.369250 = -3523785.764854 nChanged 89 SP:Iteration 44Q (667.267427 sec): 3 clusters Score: Raw -3527143.759487 + Penalty 3330.369250 = -3523813.390237 nChanged 96 SP:Iteration 45Q (667.313735 sec): 3 clusters Score: Raw -3527177.643853 + Penalty 3330.369250 = -3523847.274603 nChanged 82 SP:Iteration 46Q (667.359363 sec): 3 clusters Score: Raw -3527207.361867 + Penalty 3330.369250 = -3523876.992617 nChanged 76 SP:Iteration 47Q (667.405400 sec): 3 clusters Score: Raw -3527237.210140 + Penalty 3330.369250 = -3523906.840890 nChanged 57 SP:Iteration 48Q (667.460229 sec): 3 clusters Score: Raw -3527259.278001 + Penalty 3330.369250 = -3523928.908750 nChanged 69 SP:Iteration 49Q (667.504719 sec): 3 clusters Score: Raw -3527282.317540 + Penalty 3330.369250 = -3523951.948290 nChanged 56 SP:Iteration 50Q (667.550600 sec): 3 clusters Score: Raw -3527298.201964 + Penalty 3330.369250 = -3523967.832714 nChanged 49 SP:Iteration 51Q (667.596124 sec): 3 clusters Score: Raw -3527313.703454 + Penalty 3330.369250 = -3523983.334204 nChanged 46 SP:Iteration 52Q (667.641256 sec): 3 clusters Score: Raw -3527331.113616 + Penalty 3330.369250 = -3524000.744366 nChanged 50 SP:Iteration 53Q (667.688155 sec): 3 clusters Score: Raw -3527354.013152 + Penalty 3330.369250 = -3524023.643902 nChanged 48 SP:Iteration 54Q (667.733126 sec): 3 clusters Score: Raw -3527374.561009 + Penalty 3330.369250 = -3524044.191759 nChanged 35 SP:Iteration 55Q (667.780501 sec): 3 clusters Score: Raw -3527386.110789 + Penalty 3330.369250 = -3524055.741538 nChanged 34 SP:Iteration 56Q (667.828222 sec): 3 clusters Score: Raw -3527396.435148 + Penalty 3330.369250 = -3524066.065898 nChanged 27 SP:Iteration 57Q (667.873460 sec): 3 clusters Score: Raw -3527407.763229 + Penalty 3330.369250 = -3524077.393979 nChanged 20 SP:Iteration 58Q (667.917845 sec): 3 clusters Score: Raw -3527416.517641 + Penalty 3330.369250 = -3524086.148391 nChanged 26 SP:Iteration 59Q (667.963516 sec): 3 clusters Score: Raw -3527426.749621 + Penalty 3330.369250 = -3524096.380371 nChanged 20 SP:Iteration 60F (668.017716 sec): 3 clusters Score: Raw -3527432.933291 + Penalty 3330.369250 = -3524102.564041 nChanged 16 SP:Iteration 61Q (668.062757 sec): 3 clusters Score: Raw -3527438.229066 + Penalty 3330.369250 = -3524107.859816 nChanged 19 SP:Iteration 62Q (668.108190 sec): 3 clusters Score: Raw -3527445.770959 + Penalty 3330.369250 = -3524115.401709 nChanged 15 SP:Iteration 63Q (668.153266 sec): 3 clusters Score: Raw -3527451.537393 + Penalty 3330.369250 = -3524121.168143 nChanged 17 SP:Iteration 64Q (668.197947 sec): 3 clusters Score: Raw -3527457.648488 + Penalty 3330.369250 = -3524127.279238 nChanged 11 SP:Iteration 65Q (668.243667 sec): 3 clusters Score: Raw -3527460.835350 + Penalty 3330.369250 = -3524130.466100 nChanged 10 SP:Iteration 66Q (668.292864 sec): 3 clusters Score: Raw -3527463.081366 + Penalty 3330.369250 = -3524132.712116 nChanged 10 SP:Iteration 67Q (668.343145 sec): 3 clusters Score: Raw -3527465.430863 + Penalty 3330.369250 = -3524135.061613 nChanged 3 SP:Iteration 68Q (668.388692 sec): 3 clusters Score: Raw -3527466.199252 + Penalty 3330.369250 = -3524135.830002 nChanged 2 SP:Iteration 69Q (668.436980 sec): 3 clusters Score: Raw -3527466.934919 + Penalty 3330.369250 = -3524136.565669 nChanged 5 SP:Iteration 70Q (668.482819 sec): 3 clusters Score: Raw -3527468.179947 + Penalty 3330.369250 = -3524137.810697 nChanged 4 SP:Iteration 71Q (668.527628 sec): 3 clusters Score: Raw -3527469.480209 + Penalty 3330.369250 = -3524139.110959 nChanged 4 SP:Iteration 72Q (668.572985 sec): 3 clusters Score: Raw -3527470.499998 + Penalty 3330.369250 = -3524140.130748 nChanged 4 SP:Iteration 73Q (668.648462 sec): 3 clusters Score: Raw -3527471.383505 + Penalty 3330.369250 = -3524141.014255 nChanged 3 SP:Iteration 74Q (668.718414 sec): 3 clusters Score: Raw -3527472.434560 + Penalty 3330.369250 = -3524142.065310 nChanged 4 SP:Iteration 75Q (668.763175 sec): 3 clusters Score: Raw -3527473.740423 + Penalty 3330.369250 = -3524143.371173 nChanged 2 SP:Iteration 76Q (668.807732 sec): 3 clusters Score: Raw -3527474.179813 + Penalty 3330.369250 = -3524143.810562 nChanged 2 SP:Iteration 77Q (668.852221 sec): 3 clusters Score: Raw -3527474.731682 + Penalty 3330.369250 = -3524144.362432 nChanged 0 SP:Iteration 78F (668.906223 sec): 3 clusters Score: Raw -3527474.731682 + Penalty 3330.369250 = -3524144.362432 nChanged 0 Trying to split cluster 14 (19687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.936579 sec): 2 clusters Score: Raw -2306422.810597 + Penalty 1606.753492 = -2304816.057105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.984973 sec): 3 clusters Score: Raw -2294520.175759 + Penalty 3213.506984 = -2291306.668774 nChanged 8926 SP:Iteration 1F (669.025978 sec): 3 clusters Score: Raw -2299658.791093 + Penalty 3213.506984 = -2296445.284109 nChanged 1155 SP:Iteration 2F (669.067254 sec): 3 clusters Score: Raw -2300351.882211 + Penalty 3213.506984 = -2297138.375227 nChanged 1253 SP:Iteration 3F (669.109270 sec): 3 clusters Score: Raw -2301227.323916 + Penalty 3213.506984 = -2298013.816931 nChanged 1324 SP:Iteration 4F (669.150580 sec): 3 clusters Score: Raw -2302235.737080 + Penalty 3213.506984 = -2299022.230095 nChanged 1316 SP:Iteration 5F (669.192299 sec): 3 clusters Score: Raw -2303240.524982 + Penalty 3213.506984 = -2300027.017997 nChanged 1233 SP:Iteration 6F (669.233964 sec): 3 clusters Score: Raw -2304136.110656 + Penalty 3213.506984 = -2300922.603672 nChanged 1098 SP:Iteration 7F (669.275237 sec): 3 clusters Score: Raw -2304820.490727 + Penalty 3213.506984 = -2301606.983742 nChanged 856 SP:Iteration 8Q (669.315914 sec): 3 clusters Score: Raw -2305299.226462 + Penalty 3213.506984 = -2302085.719477 nChanged 676 SP:Iteration 9Q (669.355926 sec): 3 clusters Score: Raw -2305623.911353 + Penalty 3213.506984 = -2302410.404369 nChanged 530 SP:Iteration 10Q (669.400384 sec): 3 clusters Score: Raw -2305838.775278 + Penalty 3213.506984 = -2302625.268293 nChanged 409 SP:Iteration 11Q (669.440829 sec): 3 clusters Score: Raw -2305975.196425 + Penalty 3213.506984 = -2302761.689441 nChanged 331 SP:Iteration 12Q (669.479717 sec): 3 clusters Score: Raw -2306062.779664 + Penalty 3213.506984 = -2302849.272680 nChanged 228 SP:Iteration 13Q (669.521753 sec): 3 clusters Score: Raw -2306116.063251 + Penalty 3213.506984 = -2302902.556267 nChanged 211 SP:Iteration 14Q (669.572692 sec): 3 clusters Score: Raw -2306161.676965 + Penalty 3213.506984 = -2302948.169981 nChanged 170 SP:Iteration 15Q (669.611552 sec): 3 clusters Score: Raw -2306203.379247 + Penalty 3213.506984 = -2302989.872263 nChanged 181 SP:Iteration 16Q (669.652728 sec): 3 clusters Score: Raw -2306249.564494 + Penalty 3213.506984 = -2303036.057510 nChanged 167 SP:Iteration 17Q (669.691598 sec): 3 clusters Score: Raw -2306291.233950 + Penalty 3213.506984 = -2303077.726966 nChanged 143 SP:Iteration 18Q (669.730489 sec): 3 clusters Score: Raw -2306318.013512 + Penalty 3213.506984 = -2303104.506527 nChanged 124 SP:Iteration 19Q (669.769979 sec): 3 clusters Score: Raw -2306338.672754 + Penalty 3213.506984 = -2303125.165770 nChanged 97 SP:Iteration 20F (669.811277 sec): 3 clusters Score: Raw -2306352.752609 + Penalty 3213.506984 = -2303139.245624 nChanged 83 SP:Iteration 21Q (669.849917 sec): 3 clusters Score: Raw -2306364.472596 + Penalty 3213.506984 = -2303150.965612 nChanged 73 SP:Iteration 22Q (669.888557 sec): 3 clusters Score: Raw -2306374.133827 + Penalty 3213.506984 = -2303160.626843 nChanged 67 SP:Iteration 23Q (669.927189 sec): 3 clusters Score: Raw -2306382.593072 + Penalty 3213.506984 = -2303169.086087 nChanged 64 SP:Iteration 24Q (669.965750 sec): 3 clusters Score: Raw -2306389.690258 + Penalty 3213.506984 = -2303176.183273 nChanged 52 SP:Iteration 25Q (670.004271 sec): 3 clusters Score: Raw -2306395.516368 + Penalty 3213.506984 = -2303182.009384 nChanged 62 SP:Iteration 26Q (670.042762 sec): 3 clusters Score: Raw -2306402.666538 + Penalty 3213.506984 = -2303189.159554 nChanged 58 SP:Iteration 27Q (670.081108 sec): 3 clusters Score: Raw -2306408.808659 + Penalty 3213.506984 = -2303195.301675 nChanged 52 SP:Iteration 28Q (670.151433 sec): 3 clusters Score: Raw -2306414.142051 + Penalty 3213.506984 = -2303200.635067 nChanged 60 SP:Iteration 29Q (670.200454 sec): 3 clusters Score: Raw -2306421.202052 + Penalty 3213.506984 = -2303207.695068 nChanged 58 SP:Iteration 30Q (670.238625 sec): 3 clusters Score: Raw -2306428.384337 + Penalty 3213.506984 = -2303214.877352 nChanged 57 SP:Iteration 31Q (670.277538 sec): 3 clusters Score: Raw -2306435.474235 + Penalty 3213.506984 = -2303221.967250 nChanged 45 SP:Iteration 32Q (670.315827 sec): 3 clusters Score: Raw -2306440.573299 + Penalty 3213.506984 = -2303227.066315 nChanged 46 SP:Iteration 33Q (670.355558 sec): 3 clusters Score: Raw -2306446.421994 + Penalty 3213.506984 = -2303232.915010 nChanged 45 SP:Iteration 34Q (670.393730 sec): 3 clusters Score: Raw -2306452.844179 + Penalty 3213.506984 = -2303239.337195 nChanged 50 SP:Iteration 35Q (670.431963 sec): 3 clusters Score: Raw -2306460.976171 + Penalty 3213.506984 = -2303247.469186 nChanged 47 SP:Iteration 36Q (670.472230 sec): 3 clusters Score: Raw -2306466.937762 + Penalty 3213.506984 = -2303253.430778 nChanged 43 SP:Iteration 37Q (670.511177 sec): 3 clusters Score: Raw -2306472.587243 + Penalty 3213.506984 = -2303259.080259 nChanged 39 SP:Iteration 38Q (670.550119 sec): 3 clusters Score: Raw -2306478.243949 + Penalty 3213.506984 = -2303264.736965 nChanged 37 SP:Iteration 39Q (670.588119 sec): 3 clusters Score: Raw -2306483.214541 + Penalty 3213.506984 = -2303269.707557 nChanged 42 SP:Iteration 40F (670.649596 sec): 3 clusters Score: Raw -2306488.949562 + Penalty 3213.506984 = -2303275.442577 nChanged 38 SP:Iteration 41Q (670.697232 sec): 3 clusters Score: Raw -2306494.645362 + Penalty 3213.506984 = -2303281.138378 nChanged 46 SP:Iteration 42Q (670.735517 sec): 3 clusters Score: Raw -2306500.967018 + Penalty 3213.506984 = -2303287.460034 nChanged 34 SP:Iteration 43Q (670.773310 sec): 3 clusters Score: Raw -2306505.923547 + Penalty 3213.506984 = -2303292.416563 nChanged 30 SP:Iteration 44Q (670.811365 sec): 3 clusters Score: Raw -2306509.763439 + Penalty 3213.506984 = -2303296.256455 nChanged 45 SP:Iteration 45Q (670.852700 sec): 3 clusters Score: Raw -2306516.027879 + Penalty 3213.506984 = -2303302.520895 nChanged 46 SP:Iteration 46Q (670.891418 sec): 3 clusters Score: Raw -2306521.746817 + Penalty 3213.506984 = -2303308.239833 nChanged 41 SP:Iteration 47Q (670.929313 sec): 3 clusters Score: Raw -2306526.614092 + Penalty 3213.506984 = -2303313.107107 nChanged 44 SP:Iteration 48Q (670.975635 sec): 3 clusters Score: Raw -2306532.210019 + Penalty 3213.506984 = -2303318.703035 nChanged 37 SP:Iteration 49Q (671.017058 sec): 3 clusters Score: Raw -2306536.568681 + Penalty 3213.506984 = -2303323.061697 nChanged 39 SP:Iteration 50Q (671.086884 sec): 3 clusters Score: Raw -2306541.569807 + Penalty 3213.506984 = -2303328.062822 nChanged 25 SP:Iteration 51Q (671.125001 sec): 3 clusters Score: Raw -2306544.875172 + Penalty 3213.506984 = -2303331.368187 nChanged 33 SP:Iteration 52Q (671.162713 sec): 3 clusters Score: Raw -2306548.482401 + Penalty 3213.506984 = -2303334.975417 nChanged 39 SP:Iteration 53Q (671.222205 sec): 3 clusters Score: Raw -2306553.330631 + Penalty 3213.506984 = -2303339.823647 nChanged 33 SP:Iteration 54Q (671.260070 sec): 3 clusters Score: Raw -2306557.147394 + Penalty 3213.506984 = -2303343.640410 nChanged 27 SP:Iteration 55Q (671.302016 sec): 3 clusters Score: Raw -2306560.885477 + Penalty 3213.506984 = -2303347.378492 nChanged 32 SP:Iteration 56Q (671.340053 sec): 3 clusters Score: Raw -2306564.541937 + Penalty 3213.506984 = -2303351.034953 nChanged 34 SP:Iteration 57Q (671.381503 sec): 3 clusters Score: Raw -2306568.955924 + Penalty 3213.506984 = -2303355.448940 nChanged 31 SP:Iteration 58Q (671.418885 sec): 3 clusters Score: Raw -2306573.128265 + Penalty 3213.506984 = -2303359.621280 nChanged 40 SP:Iteration 59Q (671.459961 sec): 3 clusters Score: Raw -2306577.485018 + Penalty 3213.506984 = -2303363.978034 nChanged 33 SP:Iteration 60F (671.505304 sec): 3 clusters Score: Raw -2306582.145397 + Penalty 3213.506984 = -2303368.638413 nChanged 40 SP:Iteration 61Q (671.551323 sec): 3 clusters Score: Raw -2306586.866600 + Penalty 3213.506984 = -2303373.359616 nChanged 37 SP:Iteration 62Q (671.588737 sec): 3 clusters Score: Raw -2306590.518532 + Penalty 3213.506984 = -2303377.011547 nChanged 28 SP:Iteration 63Q (671.626232 sec): 3 clusters Score: Raw -2306594.022374 + Penalty 3213.506984 = -2303380.515390 nChanged 27 SP:Iteration 64Q (671.664548 sec): 3 clusters Score: Raw -2306597.330675 + Penalty 3213.506984 = -2303383.823691 nChanged 23 SP:Iteration 65Q (671.702523 sec): 3 clusters Score: Raw -2306600.097783 + Penalty 3213.506984 = -2303386.590798 nChanged 23 SP:Iteration 66Q (671.739995 sec): 3 clusters Score: Raw -2306602.571435 + Penalty 3213.506984 = -2303389.064450 nChanged 22 SP:Iteration 67Q (671.779113 sec): 3 clusters Score: Raw -2306604.873892 + Penalty 3213.506984 = -2303391.366908 nChanged 20 SP:Iteration 68Q (671.816635 sec): 3 clusters Score: Raw -2306606.694174 + Penalty 3213.506984 = -2303393.187189 nChanged 27 SP:Iteration 69Q (671.854328 sec): 3 clusters Score: Raw -2306610.435761 + Penalty 3213.506984 = -2303396.928776 nChanged 27 SP:Iteration 70Q (671.898617 sec): 3 clusters Score: Raw -2306614.437491 + Penalty 3213.506984 = -2303400.930507 nChanged 34 SP:Iteration 71Q (671.940285 sec): 3 clusters Score: Raw -2306618.733168 + Penalty 3213.506984 = -2303405.226183 nChanged 43 SP:Iteration 72Q (671.987793 sec): 3 clusters Score: Raw -2306625.021268 + Penalty 3213.506984 = -2303411.514284 nChanged 49 SP:Iteration 73Q (672.036288 sec): 3 clusters Score: Raw -2306631.994691 + Penalty 3213.506984 = -2303418.487707 nChanged 44 SP:Iteration 74Q (672.083532 sec): 3 clusters Score: Raw -2306637.740303 + Penalty 3213.506984 = -2303424.233319 nChanged 44 SP:Iteration 75Q (672.121663 sec): 3 clusters Score: Raw -2306642.851021 + Penalty 3213.506984 = -2303429.344037 nChanged 40 SP:Iteration 76Q (672.159223 sec): 3 clusters Score: Raw -2306649.287758 + Penalty 3213.506984 = -2303435.780773 nChanged 51 SP:Iteration 77Q (672.196624 sec): 3 clusters Score: Raw -2306657.524783 + Penalty 3213.506984 = -2303444.017799 nChanged 54 SP:Iteration 78Q (672.238790 sec): 3 clusters Score: Raw -2306666.629347 + Penalty 3213.506984 = -2303453.122362 nChanged 63 SP:Iteration 79Q (672.277428 sec): 3 clusters Score: Raw -2306678.789298 + Penalty 3213.506984 = -2303465.282314 nChanged 73 SP:Iteration 80F (672.338194 sec): 3 clusters Score: Raw -2306690.719969 + Penalty 3213.506984 = -2303477.212985 nChanged 68 SP:Iteration 81Q (672.375685 sec): 3 clusters Score: Raw -2306702.429850 + Penalty 3213.506984 = -2303488.922866 nChanged 59 SP:Iteration 82Q (672.412881 sec): 3 clusters Score: Raw -2306711.127274 + Penalty 3213.506984 = -2303497.620290 nChanged 45 SP:Iteration 83Q (672.452081 sec): 3 clusters Score: Raw -2306718.232119 + Penalty 3213.506984 = -2303504.725135 nChanged 57 SP:Iteration 84Q (672.489188 sec): 3 clusters Score: Raw -2306727.402868 + Penalty 3213.506984 = -2303513.895884 nChanged 51 SP:Iteration 85Q (672.537404 sec): 3 clusters Score: Raw -2306735.415367 + Penalty 3213.506984 = -2303521.908383 nChanged 35 SP:Iteration 86Q (672.580735 sec): 3 clusters Score: Raw -2306740.920988 + Penalty 3213.506984 = -2303527.414004 nChanged 33 SP:Iteration 87Q (672.617687 sec): 3 clusters Score: Raw -2306745.686316 + Penalty 3213.506984 = -2303532.179332 nChanged 33 SP:Iteration 88Q (672.670975 sec): 3 clusters Score: Raw -2306749.938755 + Penalty 3213.506984 = -2303536.431770 nChanged 28 SP:Iteration 89Q (672.708190 sec): 3 clusters Score: Raw -2306754.163778 + Penalty 3213.506984 = -2303540.656794 nChanged 26 SP:Iteration 90Q (672.745177 sec): 3 clusters Score: Raw -2306757.595217 + Penalty 3213.506984 = -2303544.088232 nChanged 27 SP:Iteration 91Q (672.782146 sec): 3 clusters Score: Raw -2306761.586460 + Penalty 3213.506984 = -2303548.079475 nChanged 25 SP:Iteration 92Q (672.819140 sec): 3 clusters Score: Raw -2306764.706801 + Penalty 3213.506984 = -2303551.199817 nChanged 20 SP:Iteration 93Q (672.856140 sec): 3 clusters Score: Raw -2306767.099263 + Penalty 3213.506984 = -2303553.592279 nChanged 12 SP:Iteration 94Q (672.893052 sec): 3 clusters Score: Raw -2306768.352573 + Penalty 3213.506984 = -2303554.845588 nChanged 10 SP:Iteration 95Q (672.947255 sec): 3 clusters Score: Raw -2306769.320762 + Penalty 3213.506984 = -2303555.813777 nChanged 9 SP:Iteration 96Q (673.017121 sec): 3 clusters Score: Raw -2306770.466442 + Penalty 3213.506984 = -2303556.959457 nChanged 12 SP:Iteration 97Q (673.087302 sec): 3 clusters Score: Raw -2306772.017302 + Penalty 3213.506984 = -2303558.510318 nChanged 17 SP:Iteration 98Q (673.151631 sec): 3 clusters Score: Raw -2306774.794529 + Penalty 3213.506984 = -2303561.287544 nChanged 23 SP:Iteration 99Q (673.210902 sec): 3 clusters Score: Raw -2306778.421455 + Penalty 3213.506984 = -2303564.914471 nChanged 18 SP:Iteration 100F (673.256113 sec): 3 clusters Score: Raw -2306780.646744 + Penalty 3213.506984 = -2303567.139760 nChanged 17 SP:Iteration 101Q (673.296247 sec): 3 clusters Score: Raw -2306782.690919 + Penalty 3213.506984 = -2303569.183935 nChanged 9 SP:Iteration 102Q (673.333000 sec): 3 clusters Score: Raw -2306784.432155 + Penalty 3213.506984 = -2303570.925170 nChanged 10 SP:Iteration 103Q (673.369976 sec): 3 clusters Score: Raw -2306785.962611 + Penalty 3213.506984 = -2303572.455626 nChanged 12 SP:Iteration 104Q (673.407523 sec): 3 clusters Score: Raw -2306787.795651 + Penalty 3213.506984 = -2303574.288666 nChanged 11 SP:Iteration 105Q (673.444414 sec): 3 clusters Score: Raw -2306789.374441 + Penalty 3213.506984 = -2303575.867456 nChanged 14 SP:Iteration 106Q (673.482212 sec): 3 clusters Score: Raw -2306791.946635 + Penalty 3213.506984 = -2303578.439650 nChanged 17 SP:Iteration 107Q (673.519148 sec): 3 clusters Score: Raw -2306793.919205 + Penalty 3213.506984 = -2303580.412220 nChanged 15 SP:Iteration 108Q (673.556180 sec): 3 clusters Score: Raw -2306795.707633 + Penalty 3213.506984 = -2303582.200648 nChanged 13 SP:Iteration 109Q (673.592988 sec): 3 clusters Score: Raw -2306797.616077 + Penalty 3213.506984 = -2303584.109092 nChanged 23 SP:Iteration 110Q (673.646718 sec): 3 clusters Score: Raw -2306801.953618 + Penalty 3213.506984 = -2303588.446634 nChanged 30 SP:Iteration 111Q (673.692859 sec): 3 clusters Score: Raw -2306806.175397 + Penalty 3213.506984 = -2303592.668413 nChanged 15 SP:Iteration 112Q (673.729953 sec): 3 clusters Score: Raw -2306808.838551 + Penalty 3213.506984 = -2303595.331567 nChanged 18 SP:Iteration 113Q (673.767014 sec): 3 clusters Score: Raw -2306810.814447 + Penalty 3213.506984 = -2303597.307462 nChanged 15 SP:Iteration 114Q (673.834575 sec): 3 clusters Score: Raw -2306812.558244 + Penalty 3213.506984 = -2303599.051260 nChanged 13 SP:Iteration 115Q (673.871605 sec): 3 clusters Score: Raw -2306814.558995 + Penalty 3213.506984 = -2303601.052011 nChanged 24 SP:Iteration 116Q (673.908520 sec): 3 clusters Score: Raw -2306818.153855 + Penalty 3213.506984 = -2303604.646870 nChanged 19 SP:Iteration 117Q (673.947312 sec): 3 clusters Score: Raw -2306820.700933 + Penalty 3213.506984 = -2303607.193948 nChanged 14 SP:Iteration 118Q (673.993426 sec): 3 clusters Score: Raw -2306823.321335 + Penalty 3213.506984 = -2303609.814350 nChanged 23 SP:Iteration 119Q (674.030113 sec): 3 clusters Score: Raw -2306826.534857 + Penalty 3213.506984 = -2303613.027873 nChanged 18 SP:Iteration 120F (674.072894 sec): 3 clusters Score: Raw -2306828.819322 + Penalty 3213.506984 = -2303615.312338 nChanged 15 SP:Iteration 121Q (674.110162 sec): 3 clusters Score: Raw -2306831.436013 + Penalty 3213.506984 = -2303617.929028 nChanged 17 SP:Iteration 122Q (674.146797 sec): 3 clusters Score: Raw -2306834.115849 + Penalty 3213.506984 = -2303620.608864 nChanged 17 SP:Iteration 123Q (674.183270 sec): 3 clusters Score: Raw -2306836.872011 + Penalty 3213.506984 = -2303623.365026 nChanged 16 SP:Iteration 124Q (674.241756 sec): 3 clusters Score: Raw -2306839.486213 + Penalty 3213.506984 = -2303625.979228 nChanged 17 SP:Iteration 125Q (674.278780 sec): 3 clusters Score: Raw -2306842.098597 + Penalty 3213.506984 = -2303628.591613 nChanged 15 SP:Iteration 126Q (674.323336 sec): 3 clusters Score: Raw -2306843.948435 + Penalty 3213.506984 = -2303630.441451 nChanged 19 SP:Iteration 127Q (674.359833 sec): 3 clusters Score: Raw -2306847.669539 + Penalty 3213.506984 = -2303634.162554 nChanged 17 SP:Iteration 128Q (674.396367 sec): 3 clusters Score: Raw -2306851.141121 + Penalty 3213.506984 = -2303637.634137 nChanged 20 SP:Iteration 129Q (674.441314 sec): 3 clusters Score: Raw -2306854.660352 + Penalty 3213.506984 = -2303641.153367 nChanged 18 SP:Iteration 130Q (674.477926 sec): 3 clusters Score: Raw -2306857.383568 + Penalty 3213.506984 = -2303643.876584 nChanged 24 SP:Iteration 131Q (674.514599 sec): 3 clusters Score: Raw -2306861.199428 + Penalty 3213.506984 = -2303647.692443 nChanged 22 SP:Iteration 132Q (674.557161 sec): 3 clusters Score: Raw -2306864.725188 + Penalty 3213.506984 = -2303651.218203 nChanged 20 SP:Iteration 133Q (674.594142 sec): 3 clusters Score: Raw -2306867.544983 + Penalty 3213.506984 = -2303654.037998 nChanged 13 SP:Iteration 134Q (674.630528 sec): 3 clusters Score: Raw -2306869.071738 + Penalty 3213.506984 = -2303655.564753 nChanged 11 SP:Iteration 135Q (674.666930 sec): 3 clusters Score: Raw -2306870.653790 + Penalty 3213.506984 = -2303657.146805 nChanged 12 SP:Iteration 136Q (674.703683 sec): 3 clusters Score: Raw -2306872.133892 + Penalty 3213.506984 = -2303658.626908 nChanged 8 SP:Iteration 137Q (674.740870 sec): 3 clusters Score: Raw -2306873.350392 + Penalty 3213.506984 = -2303659.843408 nChanged 2 SP:Iteration 138Q (674.777900 sec): 3 clusters Score: Raw -2306873.647653 + Penalty 3213.506984 = -2303660.140668 nChanged 0 SP:Iteration 139F (674.828724 sec): 3 clusters Score: Raw -2306873.647653 + Penalty 3213.506984 = -2303660.140668 nChanged 0 Trying to split cluster 15 (4710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (674.856843 sec): 2 clusters Score: Raw -583919.273067 + Penalty 1374.334518 = -582544.938549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (674.909691 sec): 3 clusters Score: Raw -581503.637267 + Penalty 2748.669036 = -578754.968231 nChanged 1853 SP:Iteration 1F (674.939135 sec): 3 clusters Score: Raw -582550.934182 + Penalty 2748.669036 = -579802.265146 nChanged 331 SP:Iteration 2F (674.959824 sec): 3 clusters Score: Raw -582783.270774 + Penalty 2748.669036 = -580034.601738 nChanged 289 SP:Iteration 3F (674.980223 sec): 3 clusters Score: Raw -582996.365777 + Penalty 2748.669036 = -580247.696741 nChanged 258 SP:Iteration 4F (675.000159 sec): 3 clusters Score: Raw -583202.645628 + Penalty 2748.669036 = -580453.976592 nChanged 278 SP:Iteration 5F (675.020548 sec): 3 clusters Score: Raw -583408.528637 + Penalty 2748.669036 = -580659.859602 nChanged 268 SP:Iteration 6F (675.047988 sec): 3 clusters Score: Raw -583607.692490 + Penalty 2748.669036 = -580859.023454 nChanged 231 SP:Iteration 7Q (675.068274 sec): 3 clusters Score: Raw -583789.029792 + Penalty 2748.669036 = -581040.360756 nChanged 216 SP:Iteration 8Q (675.088619 sec): 3 clusters Score: Raw -583962.151733 + Penalty 2748.669036 = -581213.482698 nChanged 181 SP:Iteration 9Q (675.108929 sec): 3 clusters Score: Raw -584099.490870 + Penalty 2748.669036 = -581350.821835 nChanged 168 SP:Iteration 10Q (675.129200 sec): 3 clusters Score: Raw -584224.512461 + Penalty 2748.669036 = -581475.843425 nChanged 124 SP:Iteration 11Q (675.149397 sec): 3 clusters Score: Raw -584320.947940 + Penalty 2748.669036 = -581572.278904 nChanged 96 SP:Iteration 12Q (675.169810 sec): 3 clusters Score: Raw -584375.466853 + Penalty 2748.669036 = -581626.797817 nChanged 61 SP:Iteration 13Q (675.189747 sec): 3 clusters Score: Raw -584402.730858 + Penalty 2748.669036 = -581654.061822 nChanged 48 SP:Iteration 14Q (675.209745 sec): 3 clusters Score: Raw -584428.298459 + Penalty 2748.669036 = -581679.629423 nChanged 39 SP:Iteration 15Q (675.229437 sec): 3 clusters Score: Raw -584447.841538 + Penalty 2748.669036 = -581699.172502 nChanged 34 SP:Iteration 16Q (675.249535 sec): 3 clusters Score: Raw -584459.948228 + Penalty 2748.669036 = -581711.279192 nChanged 21 SP:Iteration 17Q (675.268858 sec): 3 clusters Score: Raw -584468.226145 + Penalty 2748.669036 = -581719.557109 nChanged 19 SP:Iteration 18Q (675.288936 sec): 3 clusters Score: Raw -584479.139385 + Penalty 2748.669036 = -581730.470349 nChanged 25 SP:Iteration 19Q (675.318179 sec): 3 clusters Score: Raw -584490.158774 + Penalty 2748.669036 = -581741.489738 nChanged 18 SP:Iteration 20F (675.337997 sec): 3 clusters Score: Raw -584497.605234 + Penalty 2748.669036 = -581748.936198 nChanged 16 SP:Iteration 21Q (675.358122 sec): 3 clusters Score: Raw -584505.400114 + Penalty 2748.669036 = -581756.731078 nChanged 8 SP:Iteration 22Q (675.377878 sec): 3 clusters Score: Raw -584508.167139 + Penalty 2748.669036 = -581759.498103 nChanged 5 SP:Iteration 23Q (675.398865 sec): 3 clusters Score: Raw -584510.027512 + Penalty 2748.669036 = -581761.358477 nChanged 2 SP:Iteration 24Q (675.419024 sec): 3 clusters Score: Raw -584510.517113 + Penalty 2748.669036 = -581761.848077 nChanged 0 SP:Iteration 25F (675.441862 sec): 3 clusters Score: Raw -584510.517113 + Penalty 2748.669036 = -581761.848077 nChanged 0 Trying to split cluster 16 (3465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (675.458344 sec): 2 clusters Score: Raw -429282.523101 + Penalty 1324.451036 = -427958.072066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (675.475193 sec): 3 clusters Score: Raw -427625.157106 + Penalty 2648.902071 = -424976.255035 nChanged 1279 SP:Iteration 1F (675.491971 sec): 3 clusters Score: Raw -428352.755107 + Penalty 2648.902071 = -425703.853036 nChanged 253 SP:Iteration 2F (675.508022 sec): 3 clusters Score: Raw -428485.958821 + Penalty 2648.902071 = -425837.056750 nChanged 164 SP:Iteration 3Q (675.524816 sec): 3 clusters Score: Raw -428559.271739 + Penalty 2648.902071 = -425910.369667 nChanged 116 SP:Iteration 4Q (675.541645 sec): 3 clusters Score: Raw -428612.440822 + Penalty 2648.902071 = -425963.538751 nChanged 112 SP:Iteration 5Q (675.558638 sec): 3 clusters Score: Raw -428667.552343 + Penalty 2648.902071 = -426018.650272 nChanged 93 SP:Iteration 6Q (675.579441 sec): 3 clusters Score: Raw -428717.603708 + Penalty 2648.902071 = -426068.701637 nChanged 89 SP:Iteration 7Q (675.596369 sec): 3 clusters Score: Raw -428759.255952 + Penalty 2648.902071 = -426110.353880 nChanged 83 SP:Iteration 8Q (675.614713 sec): 3 clusters Score: Raw -428797.904178 + Penalty 2648.902071 = -426149.002106 nChanged 73 SP:Iteration 9Q (675.631567 sec): 3 clusters Score: Raw -428835.596503 + Penalty 2648.902071 = -426186.694432 nChanged 64 SP:Iteration 10Q (675.654424 sec): 3 clusters Score: Raw -428864.313235 + Penalty 2648.902071 = -426215.411163 nChanged 46 SP:Iteration 11Q (675.671409 sec): 3 clusters Score: Raw -428883.683941 + Penalty 2648.902071 = -426234.781870 nChanged 47 SP:Iteration 12Q (675.691486 sec): 3 clusters Score: Raw -428904.364283 + Penalty 2648.902071 = -426255.462212 nChanged 38 SP:Iteration 13Q (675.708267 sec): 3 clusters Score: Raw -428919.300220 + Penalty 2648.902071 = -426270.398149 nChanged 36 SP:Iteration 14Q (675.724429 sec): 3 clusters Score: Raw -428934.330478 + Penalty 2648.902071 = -426285.428406 nChanged 33 SP:Iteration 15Q (675.741274 sec): 3 clusters Score: Raw -428950.312695 + Penalty 2648.902071 = -426301.410624 nChanged 43 SP:Iteration 16Q (675.758084 sec): 3 clusters Score: Raw -428971.660168 + Penalty 2648.902071 = -426322.758096 nChanged 38 SP:Iteration 17Q (675.774892 sec): 3 clusters Score: Raw -428988.444827 + Penalty 2648.902071 = -426339.542756 nChanged 35 SP:Iteration 18Q (675.791646 sec): 3 clusters Score: Raw -429001.992425 + Penalty 2648.902071 = -426353.090354 nChanged 27 SP:Iteration 19Q (675.808412 sec): 3 clusters Score: Raw -429016.382826 + Penalty 2648.902071 = -426367.480755 nChanged 30 SP:Iteration 20F (675.824543 sec): 3 clusters Score: Raw -429035.081507 + Penalty 2648.902071 = -426386.179436 nChanged 36 SP:Iteration 21Q (675.841247 sec): 3 clusters Score: Raw -429057.015569 + Penalty 2648.902071 = -426408.113498 nChanged 47 SP:Iteration 22Q (675.857929 sec): 3 clusters Score: Raw -429084.141510 + Penalty 2648.902071 = -426435.239439 nChanged 60 SP:Iteration 23Q (675.880766 sec): 3 clusters Score: Raw -429118.260488 + Penalty 2648.902071 = -426469.358417 nChanged 57 SP:Iteration 24Q (675.897464 sec): 3 clusters Score: Raw -429146.227495 + Penalty 2648.902071 = -426497.325423 nChanged 50 SP:Iteration 25Q (675.914278 sec): 3 clusters Score: Raw -429168.166658 + Penalty 2648.902071 = -426519.264587 nChanged 34 SP:Iteration 26Q (675.930613 sec): 3 clusters Score: Raw -429184.613576 + Penalty 2648.902071 = -426535.711505 nChanged 32 SP:Iteration 27Q (675.947411 sec): 3 clusters Score: Raw -429197.170575 + Penalty 2648.902071 = -426548.268504 nChanged 30 SP:Iteration 28Q (675.964022 sec): 3 clusters Score: Raw -429208.974078 + Penalty 2648.902071 = -426560.072007 nChanged 19 SP:Iteration 29Q (675.980580 sec): 3 clusters Score: Raw -429219.462055 + Penalty 2648.902071 = -426570.559984 nChanged 24 SP:Iteration 30Q (675.997187 sec): 3 clusters Score: Raw -429228.665414 + Penalty 2648.902071 = -426579.763343 nChanged 20 SP:Iteration 31Q (676.013791 sec): 3 clusters Score: Raw -429235.147776 + Penalty 2648.902071 = -426586.245705 nChanged 15 SP:Iteration 32Q (676.033700 sec): 3 clusters Score: Raw -429241.566191 + Penalty 2648.902071 = -426592.664120 nChanged 16 SP:Iteration 33Q (676.050296 sec): 3 clusters Score: Raw -429246.919495 + Penalty 2648.902071 = -426598.017423 nChanged 8 SP:Iteration 34Q (676.072157 sec): 3 clusters Score: Raw -429248.666921 + Penalty 2648.902071 = -426599.764849 nChanged 5 SP:Iteration 35Q (676.088721 sec): 3 clusters Score: Raw -429249.888483 + Penalty 2648.902071 = -426600.986412 nChanged 3 SP:Iteration 36Q (676.105246 sec): 3 clusters Score: Raw -429250.657170 + Penalty 2648.902071 = -426601.755098 nChanged 2 SP:Iteration 37Q (676.121857 sec): 3 clusters Score: Raw -429250.998297 + Penalty 2648.902071 = -426602.096226 nChanged 2 SP:Iteration 38Q (676.138391 sec): 3 clusters Score: Raw -429251.291283 + Penalty 2648.902071 = -426602.389212 nChanged 0 SP:Iteration 39F (676.164146 sec): 3 clusters Score: Raw -429251.291283 + Penalty 2648.902071 = -426602.389212 nChanged 0 Trying to split cluster 17 (18243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (676.201233 sec): 2 clusters Score: Raw -2281749.337263 + Penalty 1594.374718 = -2280154.962546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (676.257664 sec): 3 clusters Score: Raw -2270870.037042 + Penalty 3188.749435 = -2267681.287607 nChanged 8194 SP:Iteration 1F (676.296399 sec): 3 clusters Score: Raw -2275302.956573 + Penalty 3188.749435 = -2272114.207138 nChanged 1020 SP:Iteration 2F (676.335433 sec): 3 clusters Score: Raw -2275710.452463 + Penalty 3188.749435 = -2272521.703028 nChanged 960 SP:Iteration 3F (676.379510 sec): 3 clusters Score: Raw -2276119.479921 + Penalty 3188.749435 = -2272930.730486 nChanged 939 SP:Iteration 4F (676.422469 sec): 3 clusters Score: Raw -2276603.633152 + Penalty 3188.749435 = -2273414.883717 nChanged 1005 SP:Iteration 5F (676.461615 sec): 3 clusters Score: Raw -2277220.158535 + Penalty 3188.749435 = -2274031.409100 nChanged 1061 SP:Iteration 6F (676.500676 sec): 3 clusters Score: Raw -2277993.535455 + Penalty 3188.749435 = -2274804.786020 nChanged 1082 SP:Iteration 7F (676.539494 sec): 3 clusters Score: Raw -2278819.504740 + Penalty 3188.749435 = -2275630.755304 nChanged 939 SP:Iteration 8F (676.578675 sec): 3 clusters Score: Raw -2279473.254354 + Penalty 3188.749435 = -2276284.504919 nChanged 735 SP:Iteration 9Q (676.617800 sec): 3 clusters Score: Raw -2279850.612156 + Penalty 3188.749435 = -2276661.862720 nChanged 498 SP:Iteration 10Q (676.685535 sec): 3 clusters Score: Raw -2280026.757813 + Penalty 3188.749435 = -2276838.008378 nChanged 332 SP:Iteration 11Q (676.729391 sec): 3 clusters Score: Raw -2280140.167417 + Penalty 3188.749435 = -2276951.417982 nChanged 271 SP:Iteration 12Q (676.767175 sec): 3 clusters Score: Raw -2280226.796498 + Penalty 3188.749435 = -2277038.047063 nChanged 228 SP:Iteration 13Q (676.805379 sec): 3 clusters Score: Raw -2280305.547821 + Penalty 3188.749435 = -2277116.798386 nChanged 234 SP:Iteration 14Q (676.850138 sec): 3 clusters Score: Raw -2280381.258100 + Penalty 3188.749435 = -2277192.508665 nChanged 205 SP:Iteration 15Q (676.887504 sec): 3 clusters Score: Raw -2280442.539309 + Penalty 3188.749435 = -2277253.789874 nChanged 193 SP:Iteration 16Q (676.925173 sec): 3 clusters Score: Raw -2280503.942129 + Penalty 3188.749435 = -2277315.192694 nChanged 207 SP:Iteration 17Q (676.967847 sec): 3 clusters Score: Raw -2280569.325550 + Penalty 3188.749435 = -2277380.576115 nChanged 196 SP:Iteration 18Q (677.005275 sec): 3 clusters Score: Raw -2280627.097050 + Penalty 3188.749435 = -2277438.347615 nChanged 185 SP:Iteration 19Q (677.042725 sec): 3 clusters Score: Raw -2280679.567212 + Penalty 3188.749435 = -2277490.817776 nChanged 186 SP:Iteration 20F (677.085200 sec): 3 clusters Score: Raw -2280729.724631 + Penalty 3188.749435 = -2277540.975196 nChanged 165 SP:Iteration 21Q (677.121958 sec): 3 clusters Score: Raw -2280778.948992 + Penalty 3188.749435 = -2277590.199556 nChanged 157 SP:Iteration 22Q (677.159136 sec): 3 clusters Score: Raw -2280824.990069 + Penalty 3188.749435 = -2277636.240633 nChanged 143 SP:Iteration 23Q (677.195255 sec): 3 clusters Score: Raw -2280866.196694 + Penalty 3188.749435 = -2277677.447259 nChanged 152 SP:Iteration 24Q (677.231231 sec): 3 clusters Score: Raw -2280910.898868 + Penalty 3188.749435 = -2277722.149433 nChanged 138 SP:Iteration 25Q (677.267314 sec): 3 clusters Score: Raw -2280955.574914 + Penalty 3188.749435 = -2277766.825479 nChanged 148 SP:Iteration 26Q (677.303312 sec): 3 clusters Score: Raw -2281004.311858 + Penalty 3188.749435 = -2277815.562422 nChanged 158 SP:Iteration 27Q (677.339313 sec): 3 clusters Score: Raw -2281057.634078 + Penalty 3188.749435 = -2277868.884643 nChanged 143 SP:Iteration 28Q (677.379132 sec): 3 clusters Score: Raw -2281103.128104 + Penalty 3188.749435 = -2277914.378669 nChanged 126 SP:Iteration 29Q (677.414759 sec): 3 clusters Score: Raw -2281145.014229 + Penalty 3188.749435 = -2277956.264794 nChanged 133 SP:Iteration 30Q (677.450365 sec): 3 clusters Score: Raw -2281192.499768 + Penalty 3188.749435 = -2278003.750333 nChanged 128 SP:Iteration 31Q (677.520515 sec): 3 clusters Score: Raw -2281241.853583 + Penalty 3188.749435 = -2278053.104148 nChanged 130 SP:Iteration 32Q (677.576919 sec): 3 clusters Score: Raw -2281293.582498 + Penalty 3188.749435 = -2278104.833063 nChanged 126 SP:Iteration 33Q (677.612178 sec): 3 clusters Score: Raw -2281346.361355 + Penalty 3188.749435 = -2278157.611920 nChanged 122 SP:Iteration 34Q (677.647120 sec): 3 clusters Score: Raw -2281392.218413 + Penalty 3188.749435 = -2278203.468978 nChanged 104 SP:Iteration 35Q (677.681609 sec): 3 clusters Score: Raw -2281431.547402 + Penalty 3188.749435 = -2278242.797966 nChanged 101 SP:Iteration 36Q (677.715946 sec): 3 clusters Score: Raw -2281470.932857 + Penalty 3188.749435 = -2278282.183422 nChanged 83 SP:Iteration 37Q (677.749914 sec): 3 clusters Score: Raw -2281507.195060 + Penalty 3188.749435 = -2278318.445625 nChanged 83 SP:Iteration 38Q (677.783842 sec): 3 clusters Score: Raw -2281541.034322 + Penalty 3188.749435 = -2278352.284886 nChanged 75 SP:Iteration 39Q (677.819099 sec): 3 clusters Score: Raw -2281573.385905 + Penalty 3188.749435 = -2278384.636470 nChanged 63 SP:Iteration 40F (677.858049 sec): 3 clusters Score: Raw -2281606.473705 + Penalty 3188.749435 = -2278417.724270 nChanged 64 SP:Iteration 41Q (677.891888 sec): 3 clusters Score: Raw -2281637.596788 + Penalty 3188.749435 = -2278448.847353 nChanged 58 SP:Iteration 42Q (677.939223 sec): 3 clusters Score: Raw -2281664.184474 + Penalty 3188.749435 = -2278475.435039 nChanged 41 SP:Iteration 43Q (677.972544 sec): 3 clusters Score: Raw -2281684.147519 + Penalty 3188.749435 = -2278495.398084 nChanged 36 SP:Iteration 44Q (678.006523 sec): 3 clusters Score: Raw -2281699.875518 + Penalty 3188.749435 = -2278511.126082 nChanged 37 SP:Iteration 45Q (678.043448 sec): 3 clusters Score: Raw -2281716.421805 + Penalty 3188.749435 = -2278527.672370 nChanged 40 SP:Iteration 46Q (678.076321 sec): 3 clusters Score: Raw -2281742.123656 + Penalty 3188.749435 = -2278553.374221 nChanged 48 SP:Iteration 47Q (678.109389 sec): 3 clusters Score: Raw -2281771.073180 + Penalty 3188.749435 = -2278582.323744 nChanged 43 SP:Iteration 48Q (678.142387 sec): 3 clusters Score: Raw -2281795.059751 + Penalty 3188.749435 = -2278606.310315 nChanged 35 SP:Iteration 49Q (678.175222 sec): 3 clusters Score: Raw -2281821.393782 + Penalty 3188.749435 = -2278632.644347 nChanged 35 SP:Iteration 50Q (678.207852 sec): 3 clusters Score: Raw -2281850.067361 + Penalty 3188.749435 = -2278661.317926 nChanged 27 SP:Iteration 51Q (678.240229 sec): 3 clusters Score: Raw -2281870.343740 + Penalty 3188.749435 = -2278681.594304 nChanged 24 SP:Iteration 52Q (678.275441 sec): 3 clusters Score: Raw -2281887.821450 + Penalty 3188.749435 = -2278699.072015 nChanged 20 SP:Iteration 53Q (678.307804 sec): 3 clusters Score: Raw -2281902.544356 + Penalty 3188.749435 = -2278713.794920 nChanged 17 SP:Iteration 54Q (678.340110 sec): 3 clusters Score: Raw -2281916.882716 + Penalty 3188.749435 = -2278728.133281 nChanged 18 SP:Iteration 55Q (678.372081 sec): 3 clusters Score: Raw -2281928.929122 + Penalty 3188.749435 = -2278740.179687 nChanged 20 SP:Iteration 56Q (678.404782 sec): 3 clusters Score: Raw -2281939.065379 + Penalty 3188.749435 = -2278750.315943 nChanged 12 SP:Iteration 57Q (678.441828 sec): 3 clusters Score: Raw -2281944.694330 + Penalty 3188.749435 = -2278755.944894 nChanged 10 SP:Iteration 58Q (678.483514 sec): 3 clusters Score: Raw -2281951.467238 + Penalty 3188.749435 = -2278762.717803 nChanged 10 SP:Iteration 59Q (678.515806 sec): 3 clusters Score: Raw -2281960.092150 + Penalty 3188.749435 = -2278771.342715 nChanged 13 SP:Iteration 60F (678.562497 sec): 3 clusters Score: Raw -2281970.862184 + Penalty 3188.749435 = -2278782.112749 nChanged 15 SP:Iteration 61Q (678.594678 sec): 3 clusters Score: Raw -2281982.409987 + Penalty 3188.749435 = -2278793.660552 nChanged 12 SP:Iteration 62Q (678.627243 sec): 3 clusters Score: Raw -2281989.189948 + Penalty 3188.749435 = -2278800.440513 nChanged 4 SP:Iteration 63Q (678.666197 sec): 3 clusters Score: Raw -2281991.784333 + Penalty 3188.749435 = -2278803.034897 nChanged 7 SP:Iteration 64Q (678.698301 sec): 3 clusters Score: Raw -2281995.696183 + Penalty 3188.749435 = -2278806.946747 nChanged 5 SP:Iteration 65Q (678.753440 sec): 3 clusters Score: Raw -2281998.447103 + Penalty 3188.749435 = -2278809.697668 nChanged 3 SP:Iteration 66Q (678.785502 sec): 3 clusters Score: Raw -2281999.784024 + Penalty 3188.749435 = -2278811.034589 nChanged 3 SP:Iteration 67Q (678.818187 sec): 3 clusters Score: Raw -2282002.675354 + Penalty 3188.749435 = -2278813.925919 nChanged 5 SP:Iteration 68Q (678.851190 sec): 3 clusters Score: Raw -2282007.651404 + Penalty 3188.749435 = -2278818.901969 nChanged 2 SP:Iteration 69Q (678.905127 sec): 3 clusters Score: Raw -2282008.210746 + Penalty 3188.749435 = -2278819.461311 nChanged 3 SP:Iteration 70Q (678.937156 sec): 3 clusters Score: Raw -2282010.407406 + Penalty 3188.749435 = -2278821.657971 nChanged 3 SP:Iteration 71Q (678.969256 sec): 3 clusters Score: Raw -2282012.034232 + Penalty 3188.749435 = -2278823.284797 nChanged 2 SP:Iteration 72Q (679.001703 sec): 3 clusters Score: Raw -2282013.434170 + Penalty 3188.749435 = -2278824.684735 nChanged 2 SP:Iteration 73Q (679.037579 sec): 3 clusters Score: Raw -2282013.969482 + Penalty 3188.749435 = -2278825.220047 nChanged 0 SP:Iteration 74F (679.081172 sec): 3 clusters Score: Raw -2282013.969482 + Penalty 3188.749435 = -2278825.220047 nChanged 0 Trying to split cluster 18 (837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (679.094480 sec): 2 clusters Score: Raw -100522.367892 + Penalty 1093.596411 = -99428.771481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (679.099307 sec): 3 clusters Score: Raw -100255.483908 + Penalty 2187.192823 = -98068.291086 nChanged 222 SP:Iteration 1F (679.103862 sec): 3 clusters Score: Raw -100466.398539 + Penalty 2187.192823 = -98279.205716 nChanged 78 SP:Iteration 2F (679.113595 sec): 3 clusters Score: Raw -100551.386806 + Penalty 2187.192823 = -98364.193983 nChanged 32 SP:Iteration 3Q (679.118109 sec): 3 clusters Score: Raw -100591.817164 + Penalty 2187.192823 = -98404.624341 nChanged 28 SP:Iteration 4Q (679.122623 sec): 3 clusters Score: Raw -100626.576382 + Penalty 2187.192823 = -98439.383559 nChanged 20 SP:Iteration 5Q (679.127135 sec): 3 clusters Score: Raw -100650.260725 + Penalty 2187.192823 = -98463.067902 nChanged 23 SP:Iteration 6Q (679.138246 sec): 3 clusters Score: Raw -100678.705808 + Penalty 2187.192823 = -98491.512985 nChanged 11 SP:Iteration 7Q (679.142730 sec): 3 clusters Score: Raw -100687.209378 + Penalty 2187.192823 = -98500.016555 nChanged 3 SP:Iteration 8Q (679.147193 sec): 3 clusters Score: Raw -100690.882750 + Penalty 2187.192823 = -98503.689927 nChanged 2 SP:Iteration 9Q (679.151693 sec): 3 clusters Score: Raw -100693.789268 + Penalty 2187.192823 = -98506.596445 nChanged 2 SP:Iteration 10Q (679.156156 sec): 3 clusters Score: Raw -100698.359870 + Penalty 2187.192823 = -98511.167047 nChanged 4 SP:Iteration 11Q (679.160653 sec): 3 clusters Score: Raw -100704.622889 + Penalty 2187.192823 = -98517.430066 nChanged 4 SP:Iteration 12Q (679.165149 sec): 3 clusters Score: Raw -100708.735526 + Penalty 2187.192823 = -98521.542703 nChanged 3 SP:Iteration 13Q (679.169646 sec): 3 clusters Score: Raw -100710.679766 + Penalty 2187.192823 = -98523.486943 nChanged 0 SP:Iteration 14F (679.174205 sec): 3 clusters Score: Raw -100710.679766 + Penalty 2187.192823 = -98523.486943 nChanged 0 Trying to split cluster 19 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (679.184489 sec): 2 clusters Score: Raw -116761.295053 + Penalty 1120.383881 = -115640.911172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (679.190079 sec): 3 clusters Score: Raw -116449.700824 + Penalty 2240.767763 = -114208.933061 nChanged 272 SP:Iteration 1F (679.195454 sec): 3 clusters Score: Raw -116684.597093 + Penalty 2240.767763 = -114443.829330 nChanged 60 SP:Iteration 2F (679.202279 sec): 3 clusters Score: Raw -116742.667958 + Penalty 2240.767763 = -114501.900195 nChanged 31 SP:Iteration 3Q (679.207507 sec): 3 clusters Score: Raw -116770.504831 + Penalty 2240.767763 = -114529.737068 nChanged 20 SP:Iteration 4Q (679.212725 sec): 3 clusters Score: Raw -116786.263313 + Penalty 2240.767763 = -114545.495551 nChanged 14 SP:Iteration 5Q (679.224586 sec): 3 clusters Score: Raw -116799.814597 + Penalty 2240.767763 = -114559.046834 nChanged 10 SP:Iteration 6Q (679.229487 sec): 3 clusters Score: Raw -116815.633620 + Penalty 2240.767763 = -114574.865857 nChanged 14 SP:Iteration 7Q (679.234703 sec): 3 clusters Score: Raw -116831.428536 + Penalty 2240.767763 = -114590.660773 nChanged 17 SP:Iteration 8Q (679.239931 sec): 3 clusters Score: Raw -116847.509012 + Penalty 2240.767763 = -114606.741249 nChanged 13 SP:Iteration 9Q (679.245075 sec): 3 clusters Score: Raw -116861.373664 + Penalty 2240.767763 = -114620.605902 nChanged 9 SP:Iteration 10Q (679.250277 sec): 3 clusters Score: Raw -116871.438379 + Penalty 2240.767763 = -114630.670617 nChanged 12 SP:Iteration 11Q (679.255467 sec): 3 clusters Score: Raw -116881.666893 + Penalty 2240.767763 = -114640.899130 nChanged 8 SP:Iteration 12Q (679.260671 sec): 3 clusters Score: Raw -116888.310174 + Penalty 2240.767763 = -114647.542411 nChanged 6 SP:Iteration 13Q (679.265902 sec): 3 clusters Score: Raw -116892.180821 + Penalty 2240.767763 = -114651.413058 nChanged 3 SP:Iteration 14Q (679.271128 sec): 3 clusters Score: Raw -116894.245499 + Penalty 2240.767763 = -114653.477737 nChanged 3 SP:Iteration 15Q (679.276301 sec): 3 clusters Score: Raw -116897.889563 + Penalty 2240.767763 = -114657.121800 nChanged 2 SP:Iteration 16Q (679.281480 sec): 3 clusters Score: Raw -116899.408629 + Penalty 2240.767763 = -114658.640866 nChanged 4 SP:Iteration 17Q (679.286667 sec): 3 clusters Score: Raw -116903.927090 + Penalty 2240.767763 = -114663.159327 nChanged 2 SP:Iteration 18Q (679.291852 sec): 3 clusters Score: Raw -116905.127890 + Penalty 2240.767763 = -114664.360127 nChanged 3 SP:Iteration 19Q (679.299626 sec): 3 clusters Score: Raw -116906.449505 + Penalty 2240.767763 = -114665.681742 nChanged 6 SP:Iteration 20F (679.304847 sec): 3 clusters Score: Raw -116909.279805 + Penalty 2240.767763 = -114668.512042 nChanged 5 SP:Iteration 21Q (679.310076 sec): 3 clusters Score: Raw -116910.976444 + Penalty 2240.767763 = -114670.208681 nChanged 2 SP:Iteration 22Q (679.315231 sec): 3 clusters Score: Raw -116911.816385 + Penalty 2240.767763 = -114671.048622 nChanged 3 SP:Iteration 23Q (679.320413 sec): 3 clusters Score: Raw -116913.357455 + Penalty 2240.767763 = -114672.589692 nChanged 3 SP:Iteration 24Q (679.325663 sec): 3 clusters Score: Raw -116915.580531 + Penalty 2240.767763 = -114674.812768 nChanged 3 SP:Iteration 25Q (679.338360 sec): 3 clusters Score: Raw -116916.393355 + Penalty 2240.767763 = -114675.625592 nChanged 0 SP:Iteration 26F (679.343575 sec): 3 clusters Score: Raw -116916.393355 + Penalty 2240.767763 = -114675.625592 nChanged 0 Trying to split cluster 20 (46442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (679.413647 sec): 2 clusters Score: Raw -5796734.783470 + Penalty 1746.218419 = -5794988.565051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (679.502302 sec): 3 clusters Score: Raw -5767501.615552 + Penalty 3492.436838 = -5764009.178714 nChanged 21646 SP:Iteration 1F (679.584222 sec): 3 clusters Score: Raw -5779932.095552 + Penalty 3492.436838 = -5776439.658714 nChanged 2263 SP:Iteration 2Q (679.669423 sec): 3 clusters Score: Raw -5780815.743789 + Penalty 3492.436838 = -5777323.306951 nChanged 2539 SP:Iteration 3F (679.751190 sec): 3 clusters Score: Raw -5782037.835524 + Penalty 3492.436838 = -5778545.398686 nChanged 2868 SP:Iteration 4F (679.831714 sec): 3 clusters Score: Raw -5783714.585499 + Penalty 3492.436838 = -5780222.148661 nChanged 3136 SP:Iteration 5F (679.912676 sec): 3 clusters Score: Raw -5785934.303856 + Penalty 3492.436838 = -5782441.867018 nChanged 3165 SP:Iteration 6F (679.994590 sec): 3 clusters Score: Raw -5788519.151290 + Penalty 3492.436838 = -5785026.714453 nChanged 2864 SP:Iteration 7F (680.074910 sec): 3 clusters Score: Raw -5791005.886225 + Penalty 3492.436838 = -5787513.449387 nChanged 2188 SP:Iteration 8Q (680.159446 sec): 3 clusters Score: Raw -5792701.444743 + Penalty 3492.436838 = -5789209.007905 nChanged 1481 SP:Iteration 9Q (680.241042 sec): 3 clusters Score: Raw -5793612.948360 + Penalty 3492.436838 = -5790120.511522 nChanged 992 SP:Iteration 10Q (680.318218 sec): 3 clusters Score: Raw -5794127.295085 + Penalty 3492.436838 = -5790634.858247 nChanged 809 SP:Iteration 11Q (680.394056 sec): 3 clusters Score: Raw -5794548.411606 + Penalty 3492.436838 = -5791055.974768 nChanged 711 SP:Iteration 12Q (680.470378 sec): 3 clusters Score: Raw -5794925.226823 + Penalty 3492.436838 = -5791432.789985 nChanged 622 SP:Iteration 13Q (680.545504 sec): 3 clusters Score: Raw -5795271.023862 + Penalty 3492.436838 = -5791778.587024 nChanged 553 SP:Iteration 14Q (680.619864 sec): 3 clusters Score: Raw -5795596.963344 + Penalty 3492.436838 = -5792104.526506 nChanged 469 SP:Iteration 15Q (680.698624 sec): 3 clusters Score: Raw -5795924.876407 + Penalty 3492.436838 = -5792432.439569 nChanged 407 SP:Iteration 16Q (680.772034 sec): 3 clusters Score: Raw -5796251.740444 + Penalty 3492.436838 = -5792759.303606 nChanged 341 SP:Iteration 17Q (680.842801 sec): 3 clusters Score: Raw -5796510.062186 + Penalty 3492.436838 = -5793017.625348 nChanged 276 SP:Iteration 18Q (680.935379 sec): 3 clusters Score: Raw -5796670.813832 + Penalty 3492.436838 = -5793178.376994 nChanged 224 SP:Iteration 19Q (681.004363 sec): 3 clusters Score: Raw -5796779.345387 + Penalty 3492.436838 = -5793286.908549 nChanged 172 SP:Iteration 20F (681.085009 sec): 3 clusters Score: Raw -5796852.698591 + Penalty 3492.436838 = -5793360.261753 nChanged 151 SP:Iteration 21Q (681.153723 sec): 3 clusters Score: Raw -5796907.423647 + Penalty 3492.436838 = -5793414.986809 nChanged 103 SP:Iteration 22Q (681.222570 sec): 3 clusters Score: Raw -5796942.059192 + Penalty 3492.436838 = -5793449.622354 nChanged 91 SP:Iteration 23Q (681.290970 sec): 3 clusters Score: Raw -5796976.272502 + Penalty 3492.436838 = -5793483.835664 nChanged 93 SP:Iteration 24Q (681.359704 sec): 3 clusters Score: Raw -5797009.996370 + Penalty 3492.436838 = -5793517.559532 nChanged 92 SP:Iteration 25Q (681.440561 sec): 3 clusters Score: Raw -5797040.114192 + Penalty 3492.436838 = -5793547.677354 nChanged 75 SP:Iteration 26Q (681.508244 sec): 3 clusters Score: Raw -5797062.034851 + Penalty 3492.436838 = -5793569.598013 nChanged 73 SP:Iteration 27Q (681.575477 sec): 3 clusters Score: Raw -5797085.885857 + Penalty 3492.436838 = -5793593.449019 nChanged 71 SP:Iteration 28Q (681.643025 sec): 3 clusters Score: Raw -5797103.814196 + Penalty 3492.436838 = -5793611.377358 nChanged 50 SP:Iteration 29Q (681.710127 sec): 3 clusters Score: Raw -5797114.539045 + Penalty 3492.436838 = -5793622.102207 nChanged 41 SP:Iteration 30Q (681.778684 sec): 3 clusters Score: Raw -5797121.473396 + Penalty 3492.436838 = -5793629.036558 nChanged 34 SP:Iteration 31Q (681.845936 sec): 3 clusters Score: Raw -5797128.643741 + Penalty 3492.436838 = -5793636.206903 nChanged 31 SP:Iteration 32Q (681.918926 sec): 3 clusters Score: Raw -5797134.516859 + Penalty 3492.436838 = -5793642.080021 nChanged 26 SP:Iteration 33Q (681.986925 sec): 3 clusters Score: Raw -5797139.319742 + Penalty 3492.436838 = -5793646.882904 nChanged 28 SP:Iteration 34Q (682.052874 sec): 3 clusters Score: Raw -5797144.030765 + Penalty 3492.436838 = -5793651.593927 nChanged 13 SP:Iteration 35Q (682.124850 sec): 3 clusters Score: Raw -5797145.782105 + Penalty 3492.436838 = -5793653.345268 nChanged 14 SP:Iteration 36Q (682.196168 sec): 3 clusters Score: Raw -5797148.374286 + Penalty 3492.436838 = -5793655.937448 nChanged 17 SP:Iteration 37Q (682.262237 sec): 3 clusters Score: Raw -5797151.328119 + Penalty 3492.436838 = -5793658.891281 nChanged 19 SP:Iteration 38Q (682.328844 sec): 3 clusters Score: Raw -5797154.966935 + Penalty 3492.436838 = -5793662.530097 nChanged 15 SP:Iteration 39Q (682.397947 sec): 3 clusters Score: Raw -5797157.484363 + Penalty 3492.436838 = -5793665.047525 nChanged 10 SP:Iteration 40F (682.486702 sec): 3 clusters Score: Raw -5797158.555652 + Penalty 3492.436838 = -5793666.118814 nChanged 9 SP:Iteration 41Q (682.552950 sec): 3 clusters Score: Raw -5797160.280549 + Penalty 3492.436838 = -5793667.843711 nChanged 9 SP:Iteration 42Q (682.657062 sec): 3 clusters Score: Raw -5797161.737030 + Penalty 3492.436838 = -5793669.300193 nChanged 12 SP:Iteration 43Q (682.759801 sec): 3 clusters Score: Raw -5797163.007755 + Penalty 3492.436838 = -5793670.570917 nChanged 7 SP:Iteration 44Q (682.869347 sec): 3 clusters Score: Raw -5797163.725885 + Penalty 3492.436838 = -5793671.289047 nChanged 3 SP:Iteration 45Q (682.970446 sec): 3 clusters Score: Raw -5797164.099894 + Penalty 3492.436838 = -5793671.663056 nChanged 3 SP:Iteration 46Q (683.090798 sec): 3 clusters Score: Raw -5797164.336962 + Penalty 3492.436838 = -5793671.900124 nChanged 1 SP:Iteration 47Q (683.214227 sec): 3 clusters Score: Raw -5797164.492106 + Penalty 3492.436838 = -5793672.055269 nChanged 3 SP:Iteration 48Q (683.309652 sec): 3 clusters Score: Raw -5797164.839572 + Penalty 3492.436838 = -5793672.402734 nChanged 1 SP:Iteration 49Q (683.402736 sec): 3 clusters Score: Raw -5797164.879253 + Penalty 3492.436838 = -5793672.442416 nChanged 0 SP:Iteration 50F (683.516711 sec): 3 clusters Score: Raw -5797164.879253 + Penalty 3492.436838 = -5793672.442416 nChanged 0 Trying to split cluster 21 (20576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.554131 sec): 2 clusters Score: Raw -2572625.237870 + Penalty 1613.930602 = -2571011.307269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (683.627048 sec): 3 clusters Score: Raw -2560230.599564 + Penalty 3227.861204 = -2557002.738360 nChanged 9315 SP:Iteration 1F (683.703008 sec): 3 clusters Score: Raw -2565378.947396 + Penalty 3227.861204 = -2562151.086192 nChanged 1033 SP:Iteration 2F (683.780146 sec): 3 clusters Score: Raw -2565829.322590 + Penalty 3227.861204 = -2562601.461386 nChanged 1072 SP:Iteration 3F (683.839789 sec): 3 clusters Score: Raw -2566376.336120 + Penalty 3227.861204 = -2563148.474916 nChanged 1132 SP:Iteration 4F (683.928672 sec): 3 clusters Score: Raw -2567019.899865 + Penalty 3227.861204 = -2563792.038661 nChanged 1221 SP:Iteration 5F (683.962247 sec): 3 clusters Score: Raw -2567813.366366 + Penalty 3227.861204 = -2564585.505163 nChanged 1354 SP:Iteration 6F (684.011505 sec): 3 clusters Score: Raw -2568901.897976 + Penalty 3227.861204 = -2565674.036772 nChanged 1325 SP:Iteration 7F (684.053969 sec): 3 clusters Score: Raw -2570017.505193 + Penalty 3227.861204 = -2566789.643989 nChanged 1102 SP:Iteration 8F (684.108582 sec): 3 clusters Score: Raw -2570835.935385 + Penalty 3227.861204 = -2567608.074181 nChanged 783 SP:Iteration 9Q (684.150178 sec): 3 clusters Score: Raw -2571314.794753 + Penalty 3227.861204 = -2568086.933549 nChanged 529 SP:Iteration 10Q (684.191995 sec): 3 clusters Score: Raw -2571579.016721 + Penalty 3227.861204 = -2568351.155517 nChanged 387 SP:Iteration 11Q (684.250855 sec): 3 clusters Score: Raw -2571755.401129 + Penalty 3227.861204 = -2568527.539926 nChanged 317 SP:Iteration 12Q (684.324982 sec): 3 clusters Score: Raw -2571890.540367 + Penalty 3227.861204 = -2568662.679164 nChanged 279 SP:Iteration 13Q (684.381037 sec): 3 clusters Score: Raw -2572001.868165 + Penalty 3227.861204 = -2568774.006961 nChanged 248 SP:Iteration 14Q (684.418539 sec): 3 clusters Score: Raw -2572094.000736 + Penalty 3227.861204 = -2568866.139532 nChanged 217 SP:Iteration 15Q (684.458381 sec): 3 clusters Score: Raw -2572168.844798 + Penalty 3227.861204 = -2568940.983594 nChanged 192 SP:Iteration 16Q (684.498101 sec): 3 clusters Score: Raw -2572228.264457 + Penalty 3227.861204 = -2569000.403253 nChanged 163 SP:Iteration 17Q (684.575099 sec): 3 clusters Score: Raw -2572271.107886 + Penalty 3227.861204 = -2569043.246683 nChanged 145 SP:Iteration 18Q (684.636162 sec): 3 clusters Score: Raw -2572307.026513 + Penalty 3227.861204 = -2569079.165309 nChanged 122 SP:Iteration 19Q (684.686504 sec): 3 clusters Score: Raw -2572340.073064 + Penalty 3227.861204 = -2569112.211860 nChanged 140 SP:Iteration 20F (684.752659 sec): 3 clusters Score: Raw -2572377.836683 + Penalty 3227.861204 = -2569149.975479 nChanged 132 SP:Iteration 21Q (684.798841 sec): 3 clusters Score: Raw -2572414.317362 + Penalty 3227.861204 = -2569186.456158 nChanged 137 SP:Iteration 22Q (684.848599 sec): 3 clusters Score: Raw -2572449.585062 + Penalty 3227.861204 = -2569221.723858 nChanged 133 SP:Iteration 23Q (684.906965 sec): 3 clusters Score: Raw -2572483.213792 + Penalty 3227.861204 = -2569255.352588 nChanged 121 SP:Iteration 24Q (684.945047 sec): 3 clusters Score: Raw -2572516.926814 + Penalty 3227.861204 = -2569289.065610 nChanged 143 SP:Iteration 25Q (684.983384 sec): 3 clusters Score: Raw -2572557.132357 + Penalty 3227.861204 = -2569329.271153 nChanged 120 SP:Iteration 26Q (685.053123 sec): 3 clusters Score: Raw -2572585.941565 + Penalty 3227.861204 = -2569358.080361 nChanged 111 SP:Iteration 27Q (685.096420 sec): 3 clusters Score: Raw -2572610.644493 + Penalty 3227.861204 = -2569382.783289 nChanged 115 SP:Iteration 28Q (685.136095 sec): 3 clusters Score: Raw -2572639.747217 + Penalty 3227.861204 = -2569411.886013 nChanged 96 SP:Iteration 29Q (685.184227 sec): 3 clusters Score: Raw -2572664.748856 + Penalty 3227.861204 = -2569436.887652 nChanged 91 SP:Iteration 30Q (685.224886 sec): 3 clusters Score: Raw -2572687.962250 + Penalty 3227.861204 = -2569460.101047 nChanged 76 SP:Iteration 31Q (685.272383 sec): 3 clusters Score: Raw -2572705.917325 + Penalty 3227.861204 = -2569478.056121 nChanged 70 SP:Iteration 32Q (685.325003 sec): 3 clusters Score: Raw -2572720.256288 + Penalty 3227.861204 = -2569492.395084 nChanged 59 SP:Iteration 33Q (685.371682 sec): 3 clusters Score: Raw -2572731.608175 + Penalty 3227.861204 = -2569503.746971 nChanged 44 SP:Iteration 34Q (685.430011 sec): 3 clusters Score: Raw -2572739.132058 + Penalty 3227.861204 = -2569511.270855 nChanged 39 SP:Iteration 35Q (685.491765 sec): 3 clusters Score: Raw -2572747.017692 + Penalty 3227.861204 = -2569519.156489 nChanged 42 SP:Iteration 36Q (685.556169 sec): 3 clusters Score: Raw -2572755.124732 + Penalty 3227.861204 = -2569527.263528 nChanged 29 SP:Iteration 37Q (685.594387 sec): 3 clusters Score: Raw -2572761.237945 + Penalty 3227.861204 = -2569533.376741 nChanged 34 SP:Iteration 38Q (685.643121 sec): 3 clusters Score: Raw -2572769.556595 + Penalty 3227.861204 = -2569541.695391 nChanged 39 SP:Iteration 39Q (685.679914 sec): 3 clusters Score: Raw -2572778.345744 + Penalty 3227.861204 = -2569550.484540 nChanged 36 SP:Iteration 40F (685.754466 sec): 3 clusters Score: Raw -2572785.211678 + Penalty 3227.861204 = -2569557.350474 nChanged 26 SP:Iteration 41Q (685.816946 sec): 3 clusters Score: Raw -2572791.680313 + Penalty 3227.861204 = -2569563.819110 nChanged 31 SP:Iteration 42Q (685.881604 sec): 3 clusters Score: Raw -2572798.594010 + Penalty 3227.861204 = -2569570.732806 nChanged 29 SP:Iteration 43Q (685.921924 sec): 3 clusters Score: Raw -2572804.888722 + Penalty 3227.861204 = -2569577.027518 nChanged 32 SP:Iteration 44Q (685.972568 sec): 3 clusters Score: Raw -2572812.498162 + Penalty 3227.861204 = -2569584.636958 nChanged 28 SP:Iteration 45Q (686.035791 sec): 3 clusters Score: Raw -2572818.947011 + Penalty 3227.861204 = -2569591.085807 nChanged 36 SP:Iteration 46Q (686.087397 sec): 3 clusters Score: Raw -2572828.318615 + Penalty 3227.861204 = -2569600.457411 nChanged 41 SP:Iteration 47Q (686.154230 sec): 3 clusters Score: Raw -2572840.021046 + Penalty 3227.861204 = -2569612.159843 nChanged 37 SP:Iteration 48Q (686.198274 sec): 3 clusters Score: Raw -2572849.618453 + Penalty 3227.861204 = -2569621.757249 nChanged 37 SP:Iteration 49Q (686.242507 sec): 3 clusters Score: Raw -2572858.260524 + Penalty 3227.861204 = -2569630.399320 nChanged 39 SP:Iteration 50Q (686.307647 sec): 3 clusters Score: Raw -2572867.239001 + Penalty 3227.861204 = -2569639.377797 nChanged 38 SP:Iteration 51Q (686.375449 sec): 3 clusters Score: Raw -2572876.591720 + Penalty 3227.861204 = -2569648.730516 nChanged 41 SP:Iteration 52Q (686.435361 sec): 3 clusters Score: Raw -2572886.067398 + Penalty 3227.861204 = -2569658.206194 nChanged 38 SP:Iteration 53Q (686.505132 sec): 3 clusters Score: Raw -2572894.481221 + Penalty 3227.861204 = -2569666.620017 nChanged 36 SP:Iteration 54Q (686.556575 sec): 3 clusters Score: Raw -2572902.237546 + Penalty 3227.861204 = -2569674.376343 nChanged 28 SP:Iteration 55Q (686.611842 sec): 3 clusters Score: Raw -2572908.703912 + Penalty 3227.861204 = -2569680.842709 nChanged 30 SP:Iteration 56Q (686.654245 sec): 3 clusters Score: Raw -2572915.323819 + Penalty 3227.861204 = -2569687.462615 nChanged 33 SP:Iteration 57Q (686.713105 sec): 3 clusters Score: Raw -2572922.426259 + Penalty 3227.861204 = -2569694.565055 nChanged 18 SP:Iteration 58Q (686.778255 sec): 3 clusters Score: Raw -2572926.150919 + Penalty 3227.861204 = -2569698.289715 nChanged 19 SP:Iteration 59Q (686.815306 sec): 3 clusters Score: Raw -2572929.859528 + Penalty 3227.861204 = -2569701.998324 nChanged 19 SP:Iteration 60F (686.886201 sec): 3 clusters Score: Raw -2572933.273556 + Penalty 3227.861204 = -2569705.412352 nChanged 20 SP:Iteration 61Q (686.934957 sec): 3 clusters Score: Raw -2572937.100658 + Penalty 3227.861204 = -2569709.239454 nChanged 15 SP:Iteration 62Q (686.970716 sec): 3 clusters Score: Raw -2572939.302405 + Penalty 3227.861204 = -2569711.441201 nChanged 11 SP:Iteration 63Q (687.006969 sec): 3 clusters Score: Raw -2572941.157158 + Penalty 3227.861204 = -2569713.295954 nChanged 12 SP:Iteration 64Q (687.051472 sec): 3 clusters Score: Raw -2572943.766974 + Penalty 3227.861204 = -2569715.905770 nChanged 10 SP:Iteration 65Q (687.103063 sec): 3 clusters Score: Raw -2572945.136419 + Penalty 3227.861204 = -2569717.275215 nChanged 6 SP:Iteration 66Q (687.147854 sec): 3 clusters Score: Raw -2572946.333240 + Penalty 3227.861204 = -2569718.472036 nChanged 4 SP:Iteration 67Q (687.190664 sec): 3 clusters Score: Raw -2572946.915105 + Penalty 3227.861204 = -2569719.053901 nChanged 4 SP:Iteration 68Q (687.237392 sec): 3 clusters Score: Raw -2572947.638079 + Penalty 3227.861204 = -2569719.776875 nChanged 7 SP:Iteration 69Q (687.282594 sec): 3 clusters Score: Raw -2572949.312050 + Penalty 3227.861204 = -2569721.450847 nChanged 10 SP:Iteration 70Q (687.330329 sec): 3 clusters Score: Raw -2572951.006820 + Penalty 3227.861204 = -2569723.145616 nChanged 5 SP:Iteration 71Q (687.365717 sec): 3 clusters Score: Raw -2572951.755815 + Penalty 3227.861204 = -2569723.894611 nChanged 1 SP:Iteration 72Q (687.409126 sec): 3 clusters Score: Raw -2572951.882271 + Penalty 3227.861204 = -2569724.021067 nChanged 3 SP:Iteration 73Q (687.450379 sec): 3 clusters Score: Raw -2572952.307544 + Penalty 3227.861204 = -2569724.446341 nChanged 4 SP:Iteration 74Q (687.487710 sec): 3 clusters Score: Raw -2572953.235353 + Penalty 3227.861204 = -2569725.374149 nChanged 5 SP:Iteration 75Q (687.525041 sec): 3 clusters Score: Raw -2572954.047451 + Penalty 3227.861204 = -2569726.186248 nChanged 5 SP:Iteration 76Q (687.561497 sec): 3 clusters Score: Raw -2572954.972781 + Penalty 3227.861204 = -2569727.111577 nChanged 5 SP:Iteration 77Q (687.623606 sec): 3 clusters Score: Raw -2572955.781864 + Penalty 3227.861204 = -2569727.920660 nChanged 5 SP:Iteration 78Q (687.691393 sec): 3 clusters Score: Raw -2572956.235254 + Penalty 3227.861204 = -2569728.374050 nChanged 3 SP:Iteration 79Q (687.741543 sec): 3 clusters Score: Raw -2572956.666092 + Penalty 3227.861204 = -2569728.804889 nChanged 3 SP:Iteration 80F (687.790818 sec): 3 clusters Score: Raw -2572956.919837 + Penalty 3227.861204 = -2569729.058633 nChanged 2 SP:Iteration 81Q (687.841347 sec): 3 clusters Score: Raw -2572957.080750 + Penalty 3227.861204 = -2569729.219547 nChanged 2 SP:Iteration 82Q (687.879488 sec): 3 clusters Score: Raw -2572957.550912 + Penalty 3227.861204 = -2569729.689708 nChanged 4 SP:Iteration 83Q (687.919265 sec): 3 clusters Score: Raw -2572958.296705 + Penalty 3227.861204 = -2569730.435502 nChanged 5 SP:Iteration 84Q (687.962473 sec): 3 clusters Score: Raw -2572959.327921 + Penalty 3227.861204 = -2569731.466717 nChanged 4 SP:Iteration 85Q (687.999169 sec): 3 clusters Score: Raw -2572960.086032 + Penalty 3227.861204 = -2569732.224828 nChanged 8 SP:Iteration 86Q (688.044644 sec): 3 clusters Score: Raw -2572961.391391 + Penalty 3227.861204 = -2569733.530188 nChanged 6 SP:Iteration 87Q (688.081822 sec): 3 clusters Score: Raw -2572962.430375 + Penalty 3227.861204 = -2569734.569171 nChanged 6 SP:Iteration 88Q (688.131018 sec): 3 clusters Score: Raw -2572963.512592 + Penalty 3227.861204 = -2569735.651388 nChanged 6 SP:Iteration 89Q (688.166531 sec): 3 clusters Score: Raw -2572965.053763 + Penalty 3227.861204 = -2569737.192559 nChanged 4 SP:Iteration 90Q (688.204334 sec): 3 clusters Score: Raw -2572965.669258 + Penalty 3227.861204 = -2569737.808054 nChanged 5 SP:Iteration 91Q (688.262720 sec): 3 clusters Score: Raw -2572966.894916 + Penalty 3227.861204 = -2569739.033713 nChanged 4 SP:Iteration 92Q (688.298419 sec): 3 clusters Score: Raw -2572967.588706 + Penalty 3227.861204 = -2569739.727503 nChanged 4 SP:Iteration 93Q (688.360594 sec): 3 clusters Score: Raw -2572968.170118 + Penalty 3227.861204 = -2569740.308914 nChanged 6 SP:Iteration 94Q (688.404687 sec): 3 clusters Score: Raw -2572969.002073 + Penalty 3227.861204 = -2569741.140869 nChanged 4 SP:Iteration 95Q (688.472513 sec): 3 clusters Score: Raw -2572969.812235 + Penalty 3227.861204 = -2569741.951032 nChanged 6 SP:Iteration 96Q (688.542446 sec): 3 clusters Score: Raw -2572971.292495 + Penalty 3227.861204 = -2569743.431292 nChanged 6 SP:Iteration 97Q (688.572583 sec): 3 clusters Score: Raw -2572972.184784 + Penalty 3227.861204 = -2569744.323581 nChanged 6 SP:Iteration 98Q (688.626686 sec): 3 clusters Score: Raw -2572973.443071 + Penalty 3227.861204 = -2569745.581868 nChanged 7 SP:Iteration 99Q (688.693444 sec): 3 clusters Score: Raw -2572975.688486 + Penalty 3227.861204 = -2569747.827282 nChanged 5 SP:Iteration 100F (688.736774 sec): 3 clusters Score: Raw -2572976.654631 + Penalty 3227.861204 = -2569748.793428 nChanged 5 SP:Iteration 101Q (688.777392 sec): 3 clusters Score: Raw -2572977.759241 + Penalty 3227.861204 = -2569749.898037 nChanged 2 SP:Iteration 102Q (688.823319 sec): 3 clusters Score: Raw -2572978.163459 + Penalty 3227.861204 = -2569750.302255 nChanged 5 SP:Iteration 103Q (688.867574 sec): 3 clusters Score: Raw -2572979.132710 + Penalty 3227.861204 = -2569751.271507 nChanged 5 SP:Iteration 104Q (688.903134 sec): 3 clusters Score: Raw -2572980.131721 + Penalty 3227.861204 = -2569752.270517 nChanged 6 SP:Iteration 105Q (688.938632 sec): 3 clusters Score: Raw -2572981.112974 + Penalty 3227.861204 = -2569753.251770 nChanged 8 SP:Iteration 106Q (688.998362 sec): 3 clusters Score: Raw -2572982.373008 + Penalty 3227.861204 = -2569754.511804 nChanged 4 SP:Iteration 107Q (689.037277 sec): 3 clusters Score: Raw -2572982.940552 + Penalty 3227.861204 = -2569755.079349 nChanged 3 SP:Iteration 108Q (689.073066 sec): 3 clusters Score: Raw -2572983.432342 + Penalty 3227.861204 = -2569755.571139 nChanged 3 SP:Iteration 109Q (689.137299 sec): 3 clusters Score: Raw -2572983.716681 + Penalty 3227.861204 = -2569755.855477 nChanged 1 SP:Iteration 110Q (689.182531 sec): 3 clusters Score: Raw -2572983.787019 + Penalty 3227.861204 = -2569755.925816 nChanged 1 SP:Iteration 111Q (689.235510 sec): 3 clusters Score: Raw -2572984.212013 + Penalty 3227.861204 = -2569756.350809 nChanged 3 SP:Iteration 112Q (689.310679 sec): 3 clusters Score: Raw -2572984.894073 + Penalty 3227.861204 = -2569757.032869 nChanged 2 SP:Iteration 113Q (689.365103 sec): 3 clusters Score: Raw -2572985.361539 + Penalty 3227.861204 = -2569757.500335 nChanged 3 SP:Iteration 114Q (689.434496 sec): 3 clusters Score: Raw -2572985.654871 + Penalty 3227.861204 = -2569757.793667 nChanged 3 SP:Iteration 115Q (689.488847 sec): 3 clusters Score: Raw -2572986.081153 + Penalty 3227.861204 = -2569758.219949 nChanged 4 SP:Iteration 116Q (689.547238 sec): 3 clusters Score: Raw -2572986.959150 + Penalty 3227.861204 = -2569759.097946 nChanged 2 SP:Iteration 117Q (689.576941 sec): 3 clusters Score: Raw -2572987.156243 + Penalty 3227.861204 = -2569759.295039 nChanged 2 SP:Iteration 118Q (689.622550 sec): 3 clusters Score: Raw -2572987.443893 + Penalty 3227.861204 = -2569759.582689 nChanged 4 SP:Iteration 119Q (689.665205 sec): 3 clusters Score: Raw -2572988.075607 + Penalty 3227.861204 = -2569760.214403 nChanged 4 SP:Iteration 120F (689.716395 sec): 3 clusters Score: Raw -2572989.207739 + Penalty 3227.861204 = -2569761.346535 nChanged 8 SP:Iteration 121Q (689.753226 sec): 3 clusters Score: Raw -2572991.612387 + Penalty 3227.861204 = -2569763.751183 nChanged 7 SP:Iteration 122Q (689.788901 sec): 3 clusters Score: Raw -2572993.011302 + Penalty 3227.861204 = -2569765.150099 nChanged 5 SP:Iteration 123Q (689.851810 sec): 3 clusters Score: Raw -2572993.571904 + Penalty 3227.861204 = -2569765.710700 nChanged 1 SP:Iteration 124Q (689.908014 sec): 3 clusters Score: Raw -2572993.607999 + Penalty 3227.861204 = -2569765.746795 nChanged 1 SP:Iteration 125Q (689.978056 sec): 3 clusters Score: Raw -2572993.712015 + Penalty 3227.861204 = -2569765.850811 nChanged 2 SP:Iteration 126Q (690.013419 sec): 3 clusters Score: Raw -2572993.910983 + Penalty 3227.861204 = -2569766.049780 nChanged 4 SP:Iteration 127Q (690.048670 sec): 3 clusters Score: Raw -2572994.606323 + Penalty 3227.861204 = -2569766.745119 nChanged 2 SP:Iteration 128Q (690.084103 sec): 3 clusters Score: Raw -2572994.771444 + Penalty 3227.861204 = -2569766.910240 nChanged 2 SP:Iteration 129Q (690.119514 sec): 3 clusters Score: Raw -2572994.956891 + Penalty 3227.861204 = -2569767.095688 nChanged 2 SP:Iteration 130Q (690.155096 sec): 3 clusters Score: Raw -2572995.143762 + Penalty 3227.861204 = -2569767.282559 nChanged 2 SP:Iteration 131Q (690.196916 sec): 3 clusters Score: Raw -2572995.387371 + Penalty 3227.861204 = -2569767.526167 nChanged 1 SP:Iteration 132Q (690.231927 sec): 3 clusters Score: Raw -2572995.461399 + Penalty 3227.861204 = -2569767.600195 nChanged 1 SP:Iteration 133Q (690.289177 sec): 3 clusters Score: Raw -2572995.581096 + Penalty 3227.861204 = -2569767.719892 nChanged 0 SP:Iteration 134F (690.330967 sec): 3 clusters Score: Raw -2572995.581096 + Penalty 3227.861204 = -2569767.719892 nChanged 0 Trying to split cluster 22 (54949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (690.409381 sec): 2 clusters Score: Raw -6865482.305349 + Penalty 1773.551124 = -6863708.754225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (690.511378 sec): 3 clusters Score: Raw -6830713.127405 + Penalty 3547.102247 = -6827166.025158 nChanged 25718 SP:Iteration 1F (690.630540 sec): 3 clusters Score: Raw -6845636.570053 + Penalty 3547.102247 = -6842089.467806 nChanged 2492 SP:Iteration 2Q (690.734381 sec): 3 clusters Score: Raw -6846660.937144 + Penalty 3547.102247 = -6843113.834897 nChanged 2904 SP:Iteration 3F (690.829160 sec): 3 clusters Score: Raw -6848169.759830 + Penalty 3547.102247 = -6844622.657583 nChanged 3514 SP:Iteration 4F (690.926675 sec): 3 clusters Score: Raw -6850452.826527 + Penalty 3547.102247 = -6846905.724280 nChanged 4099 SP:Iteration 5F (691.026097 sec): 3 clusters Score: Raw -6853717.254565 + Penalty 3547.102247 = -6850170.152318 nChanged 4285 SP:Iteration 6F (691.120155 sec): 3 clusters Score: Raw -6857515.875237 + Penalty 3547.102247 = -6853968.772990 nChanged 3685 SP:Iteration 7F (691.214826 sec): 3 clusters Score: Raw -6860947.176588 + Penalty 3547.102247 = -6857400.074340 nChanged 2495 SP:Iteration 8Q (691.322794 sec): 3 clusters Score: Raw -6863212.163825 + Penalty 3547.102247 = -6859665.061578 nChanged 1441 SP:Iteration 9Q (691.430368 sec): 3 clusters Score: Raw -6864466.653171 + Penalty 3547.102247 = -6860919.550923 nChanged 721 SP:Iteration 10Q (691.521706 sec): 3 clusters Score: Raw -6865065.525488 + Penalty 3547.102247 = -6861518.423241 nChanged 371 SP:Iteration 11Q (691.608196 sec): 3 clusters Score: Raw -6865340.903819 + Penalty 3547.102247 = -6861793.801571 nChanged 188 SP:Iteration 12Q (691.704683 sec): 3 clusters Score: Raw -6865484.491747 + Penalty 3547.102247 = -6861937.389500 nChanged 120 SP:Iteration 13Q (691.799290 sec): 3 clusters Score: Raw -6865584.004383 + Penalty 3547.102247 = -6862036.902135 nChanged 77 SP:Iteration 14Q (691.897290 sec): 3 clusters Score: Raw -6865649.985455 + Penalty 3547.102247 = -6862102.883208 nChanged 49 SP:Iteration 15Q (691.986482 sec): 3 clusters Score: Raw -6865685.021213 + Penalty 3547.102247 = -6862137.918966 nChanged 28 SP:Iteration 16Q (692.063568 sec): 3 clusters Score: Raw -6865712.539602 + Penalty 3547.102247 = -6862165.437354 nChanged 28 SP:Iteration 17Q (692.139869 sec): 3 clusters Score: Raw -6865737.895736 + Penalty 3547.102247 = -6862190.793488 nChanged 15 SP:Iteration 18Q (692.233001 sec): 3 clusters Score: Raw -6865751.662916 + Penalty 3547.102247 = -6862204.560669 nChanged 10 SP:Iteration 19Q (692.310181 sec): 3 clusters Score: Raw -6865759.212489 + Penalty 3547.102247 = -6862212.110242 nChanged 9 SP:Iteration 20F (692.403550 sec): 3 clusters Score: Raw -6865767.510620 + Penalty 3547.102247 = -6862220.408372 nChanged 8 SP:Iteration 21Q (692.478697 sec): 3 clusters Score: Raw -6865773.559843 + Penalty 3547.102247 = -6862226.457596 nChanged 2 SP:Iteration 22Q (692.556697 sec): 3 clusters Score: Raw -6865774.592777 + Penalty 3547.102247 = -6862227.490530 nChanged 1 SP:Iteration 23Q (692.634208 sec): 3 clusters Score: Raw -6865776.034142 + Penalty 3547.102247 = -6862228.931894 nChanged 2 SP:Iteration 24Q (692.730728 sec): 3 clusters Score: Raw -6865777.798002 + Penalty 3547.102247 = -6862230.695754 nChanged 1 SP:Iteration 25Q (692.815014 sec): 3 clusters Score: Raw -6865778.402572 + Penalty 3547.102247 = -6862231.300325 nChanged 1 SP:Iteration 26Q (692.912450 sec): 3 clusters Score: Raw -6865778.841535 + Penalty 3547.102247 = -6862231.739288 nChanged 0 SP:Iteration 27F (693.013956 sec): 3 clusters Score: Raw -6865778.841535 + Penalty 3547.102247 = -6862231.739288 nChanged 0 Iteration 179Q (695.275840 sec): 23 clusters Score: Raw -39133081.659648 + Penalty 45354.469257 = -39087727.190391 nChanged 200 Iteration 180F (699.613681 sec): 23 clusters Score: Raw -39133090.838956 + Penalty 45354.469257 = -39087736.369699 nChanged 190 Iteration 181Q (701.742053 sec): 23 clusters Score: Raw -39133099.464494 + Penalty 45354.469257 = -39087744.995237 nChanged 168 Iteration 182Q (703.902290 sec): 23 clusters Score: Raw -39133108.373823 + Penalty 45354.469257 = -39087753.904567 nChanged 163 Iteration 183Q (706.071225 sec): 23 clusters Score: Raw -39133116.354513 + Penalty 45354.469257 = -39087761.885257 nChanged 160 Iteration 184Q (708.206980 sec): 23 clusters Score: Raw -39133124.188221 + Penalty 45354.469257 = -39087769.718964 nChanged 141 Iteration 185Q (710.346985 sec): 23 clusters Score: Raw -39133131.502767 + Penalty 45354.469257 = -39087777.033510 nChanged 152 Iteration 186Q (712.482805 sec): 23 clusters Score: Raw -39133138.550847 + Penalty 45354.469257 = -39087784.081590 nChanged 149 Iteration 187Q (714.641329 sec): 23 clusters Score: Raw -39133144.209778 + Penalty 45354.469257 = -39087789.740521 nChanged 141 Iteration 188Q (716.765191 sec): 23 clusters Score: Raw -39133150.743246 + Penalty 45354.469257 = -39087796.273989 nChanged 140 Iteration 189Q (718.922095 sec): 23 clusters Score: Raw -39133156.228942 + Penalty 45354.469257 = -39087801.759685 nChanged 120 Iteration 190Q (721.059576 sec): 23 clusters Score: Raw -39133160.378083 + Penalty 45354.469257 = -39087805.908826 nChanged 118 Iteration 191Q (723.275033 sec): 23 clusters Score: Raw -39133164.673611 + Penalty 45354.469257 = -39087810.204354 nChanged 118 Iteration 192Q (725.413206 sec): 23 clusters Score: Raw -39133170.283100 + Penalty 45354.469257 = -39087815.813843 nChanged 115 Iteration 193Q (727.552993 sec): 23 clusters Score: Raw -39133175.513312 + Penalty 45354.469257 = -39087821.044056 nChanged 116 Iteration 194Q (729.694703 sec): 23 clusters Score: Raw -39133179.871939 + Penalty 45354.469257 = -39087825.402682 nChanged 104 Iteration 195Q (731.906984 sec): 23 clusters Score: Raw -39133184.008357 + Penalty 45354.469257 = -39087829.539100 nChanged 97 Iteration 196Q (734.150353 sec): 23 clusters Score: Raw -39133188.039755 + Penalty 45354.469257 = -39087833.570498 nChanged 91 Iteration 197Q (736.244405 sec): 23 clusters Score: Raw -39133191.857136 + Penalty 45354.469257 = -39087837.387880 nChanged 85 Iteration 198Q (738.365073 sec): 23 clusters Score: Raw -39133194.804200 + Penalty 45354.469257 = -39087840.334943 nChanged 82 Iteration 199Q (740.531750 sec): 23 clusters Score: Raw -39133197.724325 + Penalty 45354.469257 = -39087843.255069 nChanged 84 Iteration 200F (744.824089 sec): 23 clusters Score: Raw -39133200.870406 + Penalty 45354.469257 = -39087846.401149 nChanged 88 Iteration 201Q (746.973793 sec): 23 clusters Score: Raw -39133204.355347 + Penalty 45354.469257 = -39087849.886090 nChanged 97 Iteration 202Q (749.141862 sec): 23 clusters Score: Raw -39133208.471061 + Penalty 45354.469257 = -39087854.001804 nChanged 111 Iteration 203Q (751.276388 sec): 23 clusters Score: Raw -39133212.915013 + Penalty 45354.469257 = -39087858.445756 nChanged 86 Iteration 204Q (753.409399 sec): 23 clusters Score: Raw -39133216.250532 + Penalty 45354.469257 = -39087861.781275 nChanged 86 Iteration 205Q (755.543146 sec): 23 clusters Score: Raw -39133219.654866 + Penalty 45354.469257 = -39087865.185609 nChanged 85 Iteration 206Q (757.697863 sec): 23 clusters Score: Raw -39133223.034042 + Penalty 45354.469257 = -39087868.564785 nChanged 79 Iteration 207Q (759.837759 sec): 23 clusters Score: Raw -39133225.865893 + Penalty 45354.469257 = -39087871.396636 nChanged 66 Iteration 208Q (762.021973 sec): 23 clusters Score: Raw -39133228.246850 + Penalty 45354.469257 = -39087873.777593 nChanged 71 Iteration 209Q (764.166979 sec): 23 clusters Score: Raw -39133231.467935 + Penalty 45354.469257 = -39087876.998678 nChanged 83 Iteration 210Q (766.305624 sec): 23 clusters Score: Raw -39133235.103650 + Penalty 45354.469257 = -39087880.634393 nChanged 71 Iteration 211Q (768.478596 sec): 23 clusters Score: Raw -39133239.039282 + Penalty 45354.469257 = -39087884.570025 nChanged 72 Iteration 212Q (770.808112 sec): 23 clusters Score: Raw -39133242.986585 + Penalty 45354.469257 = -39087888.517329 nChanged 67 Iteration 213Q (772.935555 sec): 23 clusters Score: Raw -39133246.057841 + Penalty 45354.469257 = -39087891.588584 nChanged 67 Iteration 214Q (775.087266 sec): 23 clusters Score: Raw -39133248.832331 + Penalty 45354.469257 = -39087894.363074 nChanged 53 Iteration 215Q (777.208922 sec): 23 clusters Score: Raw -39133250.989091 + Penalty 45354.469257 = -39087896.519834 nChanged 49 Iteration 216Q (779.346467 sec): 23 clusters Score: Raw -39133253.906319 + Penalty 45354.469257 = -39087899.437062 nChanged 48 Iteration 217Q (781.510454 sec): 23 clusters Score: Raw -39133255.681488 + Penalty 45354.469257 = -39087901.212231 nChanged 50 Iteration 218Q (783.652717 sec): 23 clusters Score: Raw -39133257.609481 + Penalty 45354.469257 = -39087903.140224 nChanged 56 Writing temp clu file Because OldScore, -39087901.212231, is greater than current (better) Score,-39087903.140224 Compute initial score before splitting: Score: Raw -39133257.609481 + Penalty 45354.469257 = -39087903.140224 Trying to split cluster 1 (5594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (783.726215 sec): 2 clusters Score: Raw -689472.569644 + Penalty 1402.285604 = -688070.284039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (783.768575 sec): 3 clusters Score: Raw -686492.410629 + Penalty 2804.571209 = -683687.839420 nChanged 2318 SP:Iteration 1F (783.790733 sec): 3 clusters Score: Raw -687680.158468 + Penalty 2804.571209 = -684875.587259 nChanged 398 SP:Iteration 2F (783.816721 sec): 3 clusters Score: Raw -687873.540698 + Penalty 2804.571209 = -685068.969489 nChanged 277 SP:Iteration 3Q (783.838247 sec): 3 clusters Score: Raw -688014.728101 + Penalty 2804.571209 = -685210.156892 nChanged 262 SP:Iteration 4Q (783.858927 sec): 3 clusters Score: Raw -688139.623974 + Penalty 2804.571209 = -685335.052765 nChanged 223 SP:Iteration 5Q (783.879929 sec): 3 clusters Score: Raw -688238.171850 + Penalty 2804.571209 = -685433.600641 nChanged 189 SP:Iteration 6Q (783.900394 sec): 3 clusters Score: Raw -688320.485031 + Penalty 2804.571209 = -685515.913822 nChanged 149 SP:Iteration 7Q (783.920917 sec): 3 clusters Score: Raw -688394.661286 + Penalty 2804.571209 = -685590.090077 nChanged 172 SP:Iteration 8Q (783.941497 sec): 3 clusters Score: Raw -688474.187992 + Penalty 2804.571209 = -685669.616783 nChanged 147 SP:Iteration 9Q (783.963011 sec): 3 clusters Score: Raw -688540.751053 + Penalty 2804.571209 = -685736.179844 nChanged 147 SP:Iteration 10Q (783.984589 sec): 3 clusters Score: Raw -688613.412084 + Penalty 2804.571209 = -685808.840875 nChanged 134 SP:Iteration 11Q (784.005976 sec): 3 clusters Score: Raw -688683.667855 + Penalty 2804.571209 = -685879.096646 nChanged 135 SP:Iteration 12Q (784.031596 sec): 3 clusters Score: Raw -688747.434167 + Penalty 2804.571209 = -685942.862958 nChanged 116 SP:Iteration 13Q (784.057636 sec): 3 clusters Score: Raw -688797.154611 + Penalty 2804.571209 = -685992.583402 nChanged 109 SP:Iteration 14Q (784.088966 sec): 3 clusters Score: Raw -688847.765869 + Penalty 2804.571209 = -686043.194660 nChanged 110 SP:Iteration 15Q (784.110393 sec): 3 clusters Score: Raw -688907.203264 + Penalty 2804.571209 = -686102.632055 nChanged 112 SP:Iteration 16Q (784.131734 sec): 3 clusters Score: Raw -688964.550588 + Penalty 2804.571209 = -686159.979379 nChanged 115 SP:Iteration 17Q (784.153175 sec): 3 clusters Score: Raw -689025.050661 + Penalty 2804.571209 = -686220.479452 nChanged 102 SP:Iteration 18Q (784.177430 sec): 3 clusters Score: Raw -689081.848386 + Penalty 2804.571209 = -686277.277177 nChanged 111 SP:Iteration 19Q (784.231249 sec): 3 clusters Score: Raw -689138.705687 + Penalty 2804.571209 = -686334.134478 nChanged 98 SP:Iteration 20F (784.260125 sec): 3 clusters Score: Raw -689205.529991 + Penalty 2804.571209 = -686400.958782 nChanged 101 SP:Iteration 21Q (784.280296 sec): 3 clusters Score: Raw -689276.367513 + Penalty 2804.571209 = -686471.796304 nChanged 84 SP:Iteration 22Q (784.300557 sec): 3 clusters Score: Raw -689339.901264 + Penalty 2804.571209 = -686535.330055 nChanged 93 SP:Iteration 23Q (784.344528 sec): 3 clusters Score: Raw -689395.623363 + Penalty 2804.571209 = -686591.052154 nChanged 63 SP:Iteration 24Q (784.364216 sec): 3 clusters Score: Raw -689434.220742 + Penalty 2804.571209 = -686629.649533 nChanged 50 SP:Iteration 25Q (784.413874 sec): 3 clusters Score: Raw -689475.572122 + Penalty 2804.571209 = -686671.000913 nChanged 60 SP:Iteration 26Q (784.441603 sec): 3 clusters Score: Raw -689531.082586 + Penalty 2804.571209 = -686726.511377 nChanged 70 SP:Iteration 27Q (784.462293 sec): 3 clusters Score: Raw -689613.429866 + Penalty 2804.571209 = -686808.858657 nChanged 46 SP:Iteration 28Q (784.481899 sec): 3 clusters Score: Raw -689663.360395 + Penalty 2804.571209 = -686858.789186 nChanged 52 SP:Iteration 29Q (784.506492 sec): 3 clusters Score: Raw -689706.359141 + Penalty 2804.571209 = -686901.787932 nChanged 41 SP:Iteration 30Q (784.526121 sec): 3 clusters Score: Raw -689733.827993 + Penalty 2804.571209 = -686929.256784 nChanged 33 SP:Iteration 31Q (784.545489 sec): 3 clusters Score: Raw -689757.945537 + Penalty 2804.571209 = -686953.374328 nChanged 27 SP:Iteration 32Q (784.565382 sec): 3 clusters Score: Raw -689773.796771 + Penalty 2804.571209 = -686969.225562 nChanged 23 SP:Iteration 33Q (784.591309 sec): 3 clusters Score: Raw -689789.449978 + Penalty 2804.571209 = -686984.878769 nChanged 18 SP:Iteration 34Q (784.611241 sec): 3 clusters Score: Raw -689805.818672 + Penalty 2804.571209 = -687001.247463 nChanged 19 SP:Iteration 35Q (784.630974 sec): 3 clusters Score: Raw -689820.139086 + Penalty 2804.571209 = -687015.567878 nChanged 15 SP:Iteration 36Q (784.650547 sec): 3 clusters Score: Raw -689831.092248 + Penalty 2804.571209 = -687026.521039 nChanged 17 SP:Iteration 37Q (784.670055 sec): 3 clusters Score: Raw -689844.433118 + Penalty 2804.571209 = -687039.861909 nChanged 9 SP:Iteration 38Q (784.692538 sec): 3 clusters Score: Raw -689851.498541 + Penalty 2804.571209 = -687046.927332 nChanged 13 SP:Iteration 39Q (784.713975 sec): 3 clusters Score: Raw -689858.951937 + Penalty 2804.571209 = -687054.380728 nChanged 9 SP:Iteration 40F (784.735318 sec): 3 clusters Score: Raw -689864.974461 + Penalty 2804.571209 = -687060.403252 nChanged 8 SP:Iteration 41Q (784.755162 sec): 3 clusters Score: Raw -689868.933329 + Penalty 2804.571209 = -687064.362120 nChanged 9 SP:Iteration 42Q (784.775193 sec): 3 clusters Score: Raw -689873.892622 + Penalty 2804.571209 = -687069.321413 nChanged 10 SP:Iteration 43Q (784.794930 sec): 3 clusters Score: Raw -689877.369222 + Penalty 2804.571209 = -687072.798013 nChanged 5 SP:Iteration 44Q (784.816536 sec): 3 clusters Score: Raw -689879.495472 + Penalty 2804.571209 = -687074.924263 nChanged 5 SP:Iteration 45Q (784.835785 sec): 3 clusters Score: Raw -689881.270699 + Penalty 2804.571209 = -687076.699490 nChanged 3 SP:Iteration 46Q (784.855117 sec): 3 clusters Score: Raw -689882.680883 + Penalty 2804.571209 = -687078.109674 nChanged 3 SP:Iteration 47Q (784.873906 sec): 3 clusters Score: Raw -689883.848434 + Penalty 2804.571209 = -687079.277226 nChanged 2 SP:Iteration 48Q (784.892953 sec): 3 clusters Score: Raw -689884.699786 + Penalty 2804.571209 = -687080.128577 nChanged 2 SP:Iteration 49Q (784.911864 sec): 3 clusters Score: Raw -689885.345945 + Penalty 2804.571209 = -687080.774736 nChanged 0 SP:Iteration 50F (784.932305 sec): 3 clusters Score: Raw -689885.345945 + Penalty 2804.571209 = -687080.774736 nChanged 0 Trying to split cluster 2 (645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (784.948415 sec): 2 clusters Score: Raw -72632.223875 + Penalty 1051.253176 = -71580.970698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (784.952516 sec): 3 clusters Score: Raw -72526.046060 + Penalty 2102.506353 = -70423.539707 nChanged 156 SP:Iteration 1F (784.956390 sec): 3 clusters Score: Raw -72685.677763 + Penalty 2102.506353 = -70583.171410 nChanged 27 SP:Iteration 2Q (784.970119 sec): 3 clusters Score: Raw -72719.456585 + Penalty 2102.506353 = -70616.950232 nChanged 19 SP:Iteration 3Q (784.973916 sec): 3 clusters Score: Raw -72744.471775 + Penalty 2102.506353 = -70641.965422 nChanged 17 SP:Iteration 4Q (784.977666 sec): 3 clusters Score: Raw -72766.216905 + Penalty 2102.506353 = -70663.710552 nChanged 11 SP:Iteration 5Q (784.991664 sec): 3 clusters Score: Raw -72777.179051 + Penalty 2102.506353 = -70674.672698 nChanged 8 SP:Iteration 6Q (784.995447 sec): 3 clusters Score: Raw -72789.148378 + Penalty 2102.506353 = -70686.642025 nChanged 6 SP:Iteration 7Q (784.999194 sec): 3 clusters Score: Raw -72794.579158 + Penalty 2102.506353 = -70692.072805 nChanged 5 SP:Iteration 8Q (785.012975 sec): 3 clusters Score: Raw -72799.256836 + Penalty 2102.506353 = -70696.750483 nChanged 4 SP:Iteration 9Q (785.016755 sec): 3 clusters Score: Raw -72801.556556 + Penalty 2102.506353 = -70699.050203 nChanged 3 SP:Iteration 10Q (785.020496 sec): 3 clusters Score: Raw -72804.183177 + Penalty 2102.506353 = -70701.676824 nChanged 3 SP:Iteration 11Q (785.034734 sec): 3 clusters Score: Raw -72812.387965 + Penalty 2102.506353 = -70709.881612 nChanged 5 SP:Iteration 12Q (785.038473 sec): 3 clusters Score: Raw -72844.142138 + Penalty 2102.506353 = -70741.635785 nChanged 7 SP:Iteration 13Q (785.042195 sec): 3 clusters Score: Raw -72894.979993 + Penalty 2102.506353 = -70792.473640 nChanged 12 SP:Iteration 14Q (785.055853 sec): 3 clusters Score: Raw -72912.419651 + Penalty 2102.506353 = -70809.913298 nChanged 16 SP:Iteration 15Q (785.059579 sec): 3 clusters Score: Raw -72930.754664 + Penalty 2102.506353 = -70828.248311 nChanged 13 SP:Iteration 16Q (785.063324 sec): 3 clusters Score: Raw -72945.724849 + Penalty 2102.506353 = -70843.218496 nChanged 11 SP:Iteration 17Q (785.077318 sec): 3 clusters Score: Raw -72955.275732 + Penalty 2102.506353 = -70852.769379 nChanged 8 SP:Iteration 18Q (785.081022 sec): 3 clusters Score: Raw -72963.124404 + Penalty 2102.506353 = -70860.618051 nChanged 7 SP:Iteration 19Q (785.084718 sec): 3 clusters Score: Raw -72973.182815 + Penalty 2102.506353 = -70870.676462 nChanged 6 SP:Iteration 20F (785.098709 sec): 3 clusters Score: Raw -72979.442099 + Penalty 2102.506353 = -70876.935746 nChanged 2 SP:Iteration 21Q (785.104847 sec): 3 clusters Score: Raw -72981.803695 + Penalty 2102.506353 = -70879.297342 nChanged 0 SP:Iteration 22F (785.108646 sec): 3 clusters Score: Raw -72981.803695 + Penalty 2102.506353 = -70879.297342 nChanged 0 Trying to split cluster 3 (8290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (785.131289 sec): 2 clusters Score: Raw -1009456.869576 + Penalty 1466.205853 = -1007990.663723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (785.163542 sec): 3 clusters Score: Raw -1004872.087420 + Penalty 2932.411706 = -1001939.675715 nChanged 3536 SP:Iteration 1F (785.198332 sec): 3 clusters Score: Raw -1006749.742413 + Penalty 2932.411706 = -1003817.330707 nChanged 508 SP:Iteration 2F (785.233183 sec): 3 clusters Score: Raw -1006973.052991 + Penalty 2932.411706 = -1004040.641285 nChanged 380 SP:Iteration 3Q (785.261109 sec): 3 clusters Score: Raw -1007139.128136 + Penalty 2932.411706 = -1004206.716431 nChanged 324 SP:Iteration 4Q (785.286578 sec): 3 clusters Score: Raw -1007275.615246 + Penalty 2932.411706 = -1004343.203540 nChanged 311 SP:Iteration 5Q (785.311990 sec): 3 clusters Score: Raw -1007401.491591 + Penalty 2932.411706 = -1004469.079885 nChanged 279 SP:Iteration 6Q (785.345940 sec): 3 clusters Score: Raw -1007535.460863 + Penalty 2932.411706 = -1004603.049157 nChanged 305 SP:Iteration 7Q (785.380745 sec): 3 clusters Score: Raw -1007713.699073 + Penalty 2932.411706 = -1004781.287367 nChanged 342 SP:Iteration 8Q (785.412351 sec): 3 clusters Score: Raw -1007927.537396 + Penalty 2932.411706 = -1004995.125691 nChanged 359 SP:Iteration 9Q (785.447470 sec): 3 clusters Score: Raw -1008166.326035 + Penalty 2932.411706 = -1005233.914329 nChanged 324 SP:Iteration 10Q (785.505817 sec): 3 clusters Score: Raw -1008390.334538 + Penalty 2932.411706 = -1005457.922832 nChanged 291 SP:Iteration 11Q (785.530776 sec): 3 clusters Score: Raw -1008604.606020 + Penalty 2932.411706 = -1005672.194314 nChanged 260 SP:Iteration 12Q (785.564153 sec): 3 clusters Score: Raw -1008786.811814 + Penalty 2932.411706 = -1005854.400108 nChanged 215 SP:Iteration 13Q (785.598719 sec): 3 clusters Score: Raw -1008911.024307 + Penalty 2932.411706 = -1005978.612601 nChanged 172 SP:Iteration 14Q (785.633457 sec): 3 clusters Score: Raw -1009013.439472 + Penalty 2932.411706 = -1006081.027766 nChanged 140 SP:Iteration 15Q (785.678257 sec): 3 clusters Score: Raw -1009095.403644 + Penalty 2932.411706 = -1006162.991938 nChanged 129 SP:Iteration 16Q (785.702126 sec): 3 clusters Score: Raw -1009170.968902 + Penalty 2932.411706 = -1006238.557196 nChanged 109 SP:Iteration 17Q (785.756837 sec): 3 clusters Score: Raw -1009233.090704 + Penalty 2932.411706 = -1006300.678999 nChanged 97 SP:Iteration 18Q (785.780073 sec): 3 clusters Score: Raw -1009282.787684 + Penalty 2932.411706 = -1006350.375979 nChanged 84 SP:Iteration 19Q (785.847372 sec): 3 clusters Score: Raw -1009329.634441 + Penalty 2932.411706 = -1006397.222735 nChanged 64 SP:Iteration 20F (785.891279 sec): 3 clusters Score: Raw -1009359.717159 + Penalty 2932.411706 = -1006427.305453 nChanged 59 SP:Iteration 21Q (785.922694 sec): 3 clusters Score: Raw -1009392.146647 + Penalty 2932.411706 = -1006459.734941 nChanged 55 SP:Iteration 22Q (785.982463 sec): 3 clusters Score: Raw -1009423.525241 + Penalty 2932.411706 = -1006491.113536 nChanged 53 SP:Iteration 23Q (786.024655 sec): 3 clusters Score: Raw -1009450.739124 + Penalty 2932.411706 = -1006518.327418 nChanged 41 SP:Iteration 24Q (786.076064 sec): 3 clusters Score: Raw -1009468.592167 + Penalty 2932.411706 = -1006536.180461 nChanged 26 SP:Iteration 25Q (786.107415 sec): 3 clusters Score: Raw -1009481.322750 + Penalty 2932.411706 = -1006548.911044 nChanged 17 SP:Iteration 26Q (786.140262 sec): 3 clusters Score: Raw -1009487.528641 + Penalty 2932.411706 = -1006555.116935 nChanged 12 SP:Iteration 27Q (786.173250 sec): 3 clusters Score: Raw -1009493.623900 + Penalty 2932.411706 = -1006561.212194 nChanged 21 SP:Iteration 28Q (786.228652 sec): 3 clusters Score: Raw -1009504.022503 + Penalty 2932.411706 = -1006571.610798 nChanged 20 SP:Iteration 29Q (786.252129 sec): 3 clusters Score: Raw -1009515.579036 + Penalty 2932.411706 = -1006583.167331 nChanged 16 SP:Iteration 30Q (786.274891 sec): 3 clusters Score: Raw -1009526.165909 + Penalty 2932.411706 = -1006593.754204 nChanged 19 SP:Iteration 31Q (786.297621 sec): 3 clusters Score: Raw -1009536.798734 + Penalty 2932.411706 = -1006604.387028 nChanged 13 SP:Iteration 32Q (786.320503 sec): 3 clusters Score: Raw -1009543.993735 + Penalty 2932.411706 = -1006611.582029 nChanged 16 SP:Iteration 33Q (786.343278 sec): 3 clusters Score: Raw -1009553.244760 + Penalty 2932.411706 = -1006620.833054 nChanged 16 SP:Iteration 34Q (786.376274 sec): 3 clusters Score: Raw -1009563.528213 + Penalty 2932.411706 = -1006631.116507 nChanged 15 SP:Iteration 35Q (786.409827 sec): 3 clusters Score: Raw -1009571.690354 + Penalty 2932.411706 = -1006639.278648 nChanged 18 SP:Iteration 36Q (786.432608 sec): 3 clusters Score: Raw -1009583.828939 + Penalty 2932.411706 = -1006651.417234 nChanged 15 SP:Iteration 37Q (786.455391 sec): 3 clusters Score: Raw -1009591.200546 + Penalty 2932.411706 = -1006658.788840 nChanged 11 SP:Iteration 38Q (786.478112 sec): 3 clusters Score: Raw -1009596.802012 + Penalty 2932.411706 = -1006664.390307 nChanged 13 SP:Iteration 39Q (786.500802 sec): 3 clusters Score: Raw -1009604.973608 + Penalty 2932.411706 = -1006672.561903 nChanged 8 SP:Iteration 40F (786.526286 sec): 3 clusters Score: Raw -1009609.951207 + Penalty 2932.411706 = -1006677.539501 nChanged 7 SP:Iteration 41Q (786.549050 sec): 3 clusters Score: Raw -1009614.567159 + Penalty 2932.411706 = -1006682.155453 nChanged 9 SP:Iteration 42Q (786.571957 sec): 3 clusters Score: Raw -1009617.812425 + Penalty 2932.411706 = -1006685.400719 nChanged 1 SP:Iteration 43Q (786.594767 sec): 3 clusters Score: Raw -1009618.152523 + Penalty 2932.411706 = -1006685.740818 nChanged 1 SP:Iteration 44Q (786.617427 sec): 3 clusters Score: Raw -1009618.580633 + Penalty 2932.411706 = -1006686.168928 nChanged 1 SP:Iteration 45Q (786.667778 sec): 3 clusters Score: Raw -1009618.985098 + Penalty 2932.411706 = -1006686.573392 nChanged 1 SP:Iteration 46Q (786.722623 sec): 3 clusters Score: Raw -1009619.306150 + Penalty 2932.411706 = -1006686.894445 nChanged 1 SP:Iteration 47Q (786.759638 sec): 3 clusters Score: Raw -1009619.486334 + Penalty 2932.411706 = -1006687.074629 nChanged 0 SP:Iteration 48F (786.785675 sec): 3 clusters Score: Raw -1009619.486334 + Penalty 2932.411706 = -1006687.074629 nChanged 0 Trying to split cluster 4 (3009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (786.802061 sec): 2 clusters Score: Raw -337505.533950 + Penalty 1301.521500 = -336204.012450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (786.822468 sec): 3 clusters Score: Raw -336109.511874 + Penalty 2603.043000 = -333506.468874 nChanged 1124 SP:Iteration 1F (786.837158 sec): 3 clusters Score: Raw -336779.015317 + Penalty 2603.043000 = -334175.972317 nChanged 206 SP:Iteration 2F (786.851858 sec): 3 clusters Score: Raw -336895.210160 + Penalty 2603.043000 = -334292.167160 nChanged 124 SP:Iteration 3Q (786.866547 sec): 3 clusters Score: Raw -336972.873753 + Penalty 2603.043000 = -334369.830753 nChanged 118 SP:Iteration 4Q (786.881190 sec): 3 clusters Score: Raw -337053.941561 + Penalty 2603.043000 = -334450.898561 nChanged 101 SP:Iteration 5Q (786.895851 sec): 3 clusters Score: Raw -337126.479260 + Penalty 2603.043000 = -334523.436260 nChanged 98 SP:Iteration 6Q (786.910431 sec): 3 clusters Score: Raw -337197.933824 + Penalty 2603.043000 = -334594.890824 nChanged 79 SP:Iteration 7Q (786.925029 sec): 3 clusters Score: Raw -337268.241751 + Penalty 2603.043000 = -334665.198751 nChanged 89 SP:Iteration 8Q (786.939624 sec): 3 clusters Score: Raw -337347.324941 + Penalty 2603.043000 = -334744.281941 nChanged 93 SP:Iteration 9Q (786.953311 sec): 3 clusters Score: Raw -337461.214882 + Penalty 2603.043000 = -334858.171882 nChanged 92 SP:Iteration 10Q (786.967932 sec): 3 clusters Score: Raw -337606.389751 + Penalty 2603.043000 = -335003.346751 nChanged 126 SP:Iteration 11Q (786.982458 sec): 3 clusters Score: Raw -337764.773592 + Penalty 2603.043000 = -335161.730592 nChanged 156 SP:Iteration 12F (786.997177 sec): 3 clusters Score: Raw -337917.851443 + Penalty 2603.043000 = -335314.808443 nChanged 148 SP:Iteration 13Q (787.011450 sec): 3 clusters Score: Raw -338052.961605 + Penalty 2603.043000 = -335449.918605 nChanged 156 SP:Iteration 14F (787.026030 sec): 3 clusters Score: Raw -338214.875818 + Penalty 2603.043000 = -335611.832819 nChanged 115 SP:Iteration 15Q (787.040208 sec): 3 clusters Score: Raw -338317.130378 + Penalty 2603.043000 = -335714.087378 nChanged 78 SP:Iteration 16Q (787.054382 sec): 3 clusters Score: Raw -338389.309511 + Penalty 2603.043000 = -335786.266511 nChanged 56 SP:Iteration 17Q (787.068639 sec): 3 clusters Score: Raw -338446.342428 + Penalty 2603.043000 = -335843.299428 nChanged 51 SP:Iteration 18Q (787.081665 sec): 3 clusters Score: Raw -338499.662353 + Penalty 2603.043000 = -335896.619353 nChanged 48 SP:Iteration 19Q (787.095794 sec): 3 clusters Score: Raw -338548.678281 + Penalty 2603.043000 = -335945.635281 nChanged 41 SP:Iteration 20F (787.110278 sec): 3 clusters Score: Raw -338592.939331 + Penalty 2603.043000 = -335989.896331 nChanged 37 SP:Iteration 21Q (787.124199 sec): 3 clusters Score: Raw -338623.505679 + Penalty 2603.043000 = -336020.462679 nChanged 26 SP:Iteration 22Q (787.137985 sec): 3 clusters Score: Raw -338645.885959 + Penalty 2603.043000 = -336042.842959 nChanged 34 SP:Iteration 23Q (787.150705 sec): 3 clusters Score: Raw -338676.812329 + Penalty 2603.043000 = -336073.769329 nChanged 27 SP:Iteration 24Q (787.164380 sec): 3 clusters Score: Raw -338707.393533 + Penalty 2603.043000 = -336104.350533 nChanged 24 SP:Iteration 25Q (787.183444 sec): 3 clusters Score: Raw -338735.137571 + Penalty 2603.043000 = -336132.094571 nChanged 26 SP:Iteration 26Q (787.197047 sec): 3 clusters Score: Raw -338763.188640 + Penalty 2603.043000 = -336160.145640 nChanged 31 SP:Iteration 27Q (787.211346 sec): 3 clusters Score: Raw -338800.265619 + Penalty 2603.043000 = -336197.222619 nChanged 26 SP:Iteration 28Q (787.224815 sec): 3 clusters Score: Raw -338841.396234 + Penalty 2603.043000 = -336238.353234 nChanged 26 SP:Iteration 29Q (787.238299 sec): 3 clusters Score: Raw -338882.547287 + Penalty 2603.043000 = -336279.504287 nChanged 23 SP:Iteration 30Q (787.251853 sec): 3 clusters Score: Raw -338922.295939 + Penalty 2603.043000 = -336319.252939 nChanged 17 SP:Iteration 31Q (787.265218 sec): 3 clusters Score: Raw -338946.513192 + Penalty 2603.043000 = -336343.470192 nChanged 14 SP:Iteration 32Q (787.278570 sec): 3 clusters Score: Raw -338964.070346 + Penalty 2603.043000 = -336361.027346 nChanged 13 SP:Iteration 33Q (787.291859 sec): 3 clusters Score: Raw -338977.155236 + Penalty 2603.043000 = -336374.112236 nChanged 6 SP:Iteration 34Q (787.305148 sec): 3 clusters Score: Raw -338982.937621 + Penalty 2603.043000 = -336379.894621 nChanged 3 SP:Iteration 35Q (787.318438 sec): 3 clusters Score: Raw -338985.284157 + Penalty 2603.043000 = -336382.241157 nChanged 0 SP:Iteration 36F (787.332956 sec): 3 clusters Score: Raw -338985.284157 + Penalty 2603.043000 = -336382.241157 nChanged 0 Score: Raw -39134739.018327 + Penalty 47416.036041 = -39087322.982286 Splitting cluster 4 changes total score from -39087903.140224 to -39087322.982286 So it's not getting split. Trying to split cluster 5 (1164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (791.869541 sec): 2 clusters Score: Raw -130668.761119 + Penalty 1147.187865 = -129521.573254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.876205 sec): 3 clusters Score: Raw -130283.385265 + Penalty 2294.375729 = -127989.009536 nChanged 377 SP:Iteration 1F (791.882366 sec): 3 clusters Score: Raw -130762.082660 + Penalty 2294.375729 = -128467.706931 nChanged 143 SP:Iteration 2F (791.888518 sec): 3 clusters Score: Raw -131079.613264 + Penalty 2294.375729 = -128785.237534 nChanged 101 SP:Iteration 3F (791.894754 sec): 3 clusters Score: Raw -131274.384702 + Penalty 2294.375729 = -128980.008973 nChanged 55 SP:Iteration 4Q (791.900815 sec): 3 clusters Score: Raw -131373.030324 + Penalty 2294.375729 = -129078.654595 nChanged 37 SP:Iteration 5Q (791.906826 sec): 3 clusters Score: Raw -131418.062791 + Penalty 2294.375729 = -129123.687061 nChanged 23 SP:Iteration 6Q (791.912868 sec): 3 clusters Score: Raw -131453.831294 + Penalty 2294.375729 = -129159.455565 nChanged 27 SP:Iteration 7Q (791.918820 sec): 3 clusters Score: Raw -131496.141163 + Penalty 2294.375729 = -129201.765434 nChanged 19 SP:Iteration 8Q (791.924809 sec): 3 clusters Score: Raw -131519.438711 + Penalty 2294.375729 = -129225.062982 nChanged 9 SP:Iteration 9Q (791.930752 sec): 3 clusters Score: Raw -131535.312241 + Penalty 2294.375729 = -129240.936511 nChanged 9 SP:Iteration 10Q (791.944348 sec): 3 clusters Score: Raw -131551.107231 + Penalty 2294.375729 = -129256.731502 nChanged 5 SP:Iteration 11Q (791.952347 sec): 3 clusters Score: Raw -131560.413907 + Penalty 2294.375729 = -129266.038178 nChanged 4 SP:Iteration 12Q (791.958301 sec): 3 clusters Score: Raw -131569.419062 + Penalty 2294.375729 = -129275.043333 nChanged 6 SP:Iteration 13Q (791.964270 sec): 3 clusters Score: Raw -131576.343920 + Penalty 2294.375729 = -129281.968190 nChanged 3 SP:Iteration 14Q (791.970185 sec): 3 clusters Score: Raw -131578.659548 + Penalty 2294.375729 = -129284.283818 nChanged 2 SP:Iteration 15Q (791.976082 sec): 3 clusters Score: Raw -131580.483093 + Penalty 2294.375729 = -129286.107364 nChanged 2 SP:Iteration 16Q (791.981999 sec): 3 clusters Score: Raw -131582.020227 + Penalty 2294.375729 = -129287.644498 nChanged 2 SP:Iteration 17Q (791.987895 sec): 3 clusters Score: Raw -131583.921312 + Penalty 2294.375729 = -129289.545583 nChanged 2 SP:Iteration 18Q (791.993811 sec): 3 clusters Score: Raw -131587.231479 + Penalty 2294.375729 = -129292.855750 nChanged 3 SP:Iteration 19Q (791.999777 sec): 3 clusters Score: Raw -131589.466416 + Penalty 2294.375729 = -129295.090687 nChanged 3 SP:Iteration 20F (792.005910 sec): 3 clusters Score: Raw -131591.544923 + Penalty 2294.375729 = -129297.169194 nChanged 1 SP:Iteration 21Q (792.011822 sec): 3 clusters Score: Raw -131592.239053 + Penalty 2294.375729 = -129297.863323 nChanged 1 SP:Iteration 22Q (792.017800 sec): 3 clusters Score: Raw -131593.335076 + Penalty 2294.375729 = -129298.959347 nChanged 1 SP:Iteration 23Q (792.023744 sec): 3 clusters Score: Raw -131593.710656 + Penalty 2294.375729 = -129299.334927 nChanged 0 SP:Iteration 24F (792.029927 sec): 3 clusters Score: Raw -131593.710656 + Penalty 2294.375729 = -129299.334927 nChanged 0 Trying to split cluster 6 (19269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (792.065294 sec): 2 clusters Score: Raw -2404364.973583 + Penalty 1603.266091 = -2402761.707492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (792.110015 sec): 3 clusters Score: Raw -2392853.761918 + Penalty 3206.532181 = -2389647.229737 nChanged 8738 SP:Iteration 1F (792.156812 sec): 3 clusters Score: Raw -2397492.173237 + Penalty 3206.532181 = -2394285.641056 nChanged 917 SP:Iteration 2Q (792.197978 sec): 3 clusters Score: Raw -2397818.411914 + Penalty 3206.532181 = -2394611.879733 nChanged 821 SP:Iteration 3Q (792.239103 sec): 3 clusters Score: Raw -2398141.107619 + Penalty 3206.532181 = -2394934.575437 nChanged 813 SP:Iteration 4Q (792.281041 sec): 3 clusters Score: Raw -2398512.558806 + Penalty 3206.532181 = -2395306.026624 nChanged 883 SP:Iteration 5Q (792.321961 sec): 3 clusters Score: Raw -2398973.792014 + Penalty 3206.532181 = -2395767.259832 nChanged 911 SP:Iteration 6Q (792.363187 sec): 3 clusters Score: Raw -2399506.664724 + Penalty 3206.532181 = -2396300.132543 nChanged 977 SP:Iteration 7F (792.404021 sec): 3 clusters Score: Raw -2400088.577540 + Penalty 3206.532181 = -2396882.045359 nChanged 930 SP:Iteration 8Q (792.444831 sec): 3 clusters Score: Raw -2400725.103540 + Penalty 3206.532181 = -2397518.571359 nChanged 913 SP:Iteration 9Q (792.485330 sec): 3 clusters Score: Raw -2401307.345961 + Penalty 3206.532181 = -2398100.813780 nChanged 785 SP:Iteration 10Q (792.525184 sec): 3 clusters Score: Raw -2401792.352338 + Penalty 3206.532181 = -2398585.820156 nChanged 705 SP:Iteration 11Q (792.564364 sec): 3 clusters Score: Raw -2402207.212056 + Penalty 3206.532181 = -2399000.679874 nChanged 598 SP:Iteration 12Q (792.608716 sec): 3 clusters Score: Raw -2402538.660436 + Penalty 3206.532181 = -2399332.128255 nChanged 492 SP:Iteration 13Q (792.647069 sec): 3 clusters Score: Raw -2402790.517599 + Penalty 3206.532181 = -2399583.985417 nChanged 418 SP:Iteration 14Q (792.685018 sec): 3 clusters Score: Raw -2402982.059054 + Penalty 3206.532181 = -2399775.526873 nChanged 398 SP:Iteration 15Q (792.721992 sec): 3 clusters Score: Raw -2403193.306445 + Penalty 3206.532181 = -2399986.774263 nChanged 365 SP:Iteration 16Q (792.760268 sec): 3 clusters Score: Raw -2403385.489279 + Penalty 3206.532181 = -2400178.957098 nChanged 366 SP:Iteration 17Q (792.796978 sec): 3 clusters Score: Raw -2403584.558511 + Penalty 3206.532181 = -2400378.026330 nChanged 326 SP:Iteration 18Q (792.838180 sec): 3 clusters Score: Raw -2403767.753442 + Penalty 3206.532181 = -2400561.221261 nChanged 303 SP:Iteration 19Q (792.877955 sec): 3 clusters Score: Raw -2403963.660211 + Penalty 3206.532181 = -2400757.128030 nChanged 270 SP:Iteration 20F (792.918178 sec): 3 clusters Score: Raw -2404135.453621 + Penalty 3206.532181 = -2400928.921440 nChanged 212 SP:Iteration 21Q (792.953805 sec): 3 clusters Score: Raw -2404262.838595 + Penalty 3206.532181 = -2401056.306413 nChanged 143 SP:Iteration 22Q (792.989234 sec): 3 clusters Score: Raw -2404351.710018 + Penalty 3206.532181 = -2401145.177836 nChanged 121 SP:Iteration 23Q (793.023791 sec): 3 clusters Score: Raw -2404422.648264 + Penalty 3206.532181 = -2401216.116083 nChanged 91 SP:Iteration 24Q (793.062775 sec): 3 clusters Score: Raw -2404478.154452 + Penalty 3206.532181 = -2401271.622271 nChanged 62 SP:Iteration 25Q (793.097590 sec): 3 clusters Score: Raw -2404513.598326 + Penalty 3206.532181 = -2401307.066145 nChanged 45 SP:Iteration 26Q (793.131582 sec): 3 clusters Score: Raw -2404541.002639 + Penalty 3206.532181 = -2401334.470457 nChanged 40 SP:Iteration 27Q (793.166148 sec): 3 clusters Score: Raw -2404564.107885 + Penalty 3206.532181 = -2401357.575703 nChanged 39 SP:Iteration 28Q (793.208949 sec): 3 clusters Score: Raw -2404587.941455 + Penalty 3206.532181 = -2401381.409274 nChanged 23 SP:Iteration 29Q (793.276423 sec): 3 clusters Score: Raw -2404602.138610 + Penalty 3206.532181 = -2401395.606429 nChanged 24 SP:Iteration 30Q (793.314888 sec): 3 clusters Score: Raw -2404617.252641 + Penalty 3206.532181 = -2401410.720459 nChanged 19 SP:Iteration 31Q (793.349747 sec): 3 clusters Score: Raw -2404627.911774 + Penalty 3206.532181 = -2401421.379593 nChanged 15 SP:Iteration 32Q (793.383543 sec): 3 clusters Score: Raw -2404637.006801 + Penalty 3206.532181 = -2401430.474619 nChanged 6 SP:Iteration 33Q (793.417248 sec): 3 clusters Score: Raw -2404641.196950 + Penalty 3206.532181 = -2401434.664768 nChanged 6 SP:Iteration 34Q (793.451306 sec): 3 clusters Score: Raw -2404644.999657 + Penalty 3206.532181 = -2401438.467476 nChanged 7 SP:Iteration 35Q (793.485935 sec): 3 clusters Score: Raw -2404647.706543 + Penalty 3206.532181 = -2401441.174362 nChanged 3 SP:Iteration 36Q (793.519719 sec): 3 clusters Score: Raw -2404650.407839 + Penalty 3206.532181 = -2401443.875657 nChanged 6 SP:Iteration 37Q (793.558362 sec): 3 clusters Score: Raw -2404653.535815 + Penalty 3206.532181 = -2401447.003633 nChanged 6 SP:Iteration 38Q (793.592328 sec): 3 clusters Score: Raw -2404656.259193 + Penalty 3206.532181 = -2401449.727012 nChanged 5 SP:Iteration 39Q (793.626334 sec): 3 clusters Score: Raw -2404658.556622 + Penalty 3206.532181 = -2401452.024440 nChanged 8 SP:Iteration 40F (793.666475 sec): 3 clusters Score: Raw -2404663.005042 + Penalty 3206.532181 = -2401456.472860 nChanged 6 SP:Iteration 41Q (793.700689 sec): 3 clusters Score: Raw -2404666.719066 + Penalty 3206.532181 = -2401460.186885 nChanged 6 SP:Iteration 42Q (793.734855 sec): 3 clusters Score: Raw -2404670.397380 + Penalty 3206.532181 = -2401463.865199 nChanged 5 SP:Iteration 43Q (793.768568 sec): 3 clusters Score: Raw -2404674.763885 + Penalty 3206.532181 = -2401468.231703 nChanged 4 SP:Iteration 44Q (793.807513 sec): 3 clusters Score: Raw -2404677.169864 + Penalty 3206.532181 = -2401470.637682 nChanged 3 SP:Iteration 45Q (793.841149 sec): 3 clusters Score: Raw -2404678.845155 + Penalty 3206.532181 = -2401472.312974 nChanged 4 SP:Iteration 46Q (793.881586 sec): 3 clusters Score: Raw -2404681.149694 + Penalty 3206.532181 = -2401474.617513 nChanged 4 SP:Iteration 47Q (793.930997 sec): 3 clusters Score: Raw -2404682.901668 + Penalty 3206.532181 = -2401476.369486 nChanged 0 SP:Iteration 48F (793.970827 sec): 3 clusters Score: Raw -2404682.901668 + Penalty 3206.532181 = -2401476.369486 nChanged 0 Trying to split cluster 7 (44741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (794.036257 sec): 2 clusters Score: Raw -5432946.872448 + Penalty 1740.154908 = -5431206.717540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (794.121050 sec): 3 clusters Score: Raw -5404904.341690 + Penalty 3480.309816 = -5401424.031874 nChanged 20876 SP:Iteration 1F (794.201335 sec): 3 clusters Score: Raw -5417023.824416 + Penalty 3480.309816 = -5413543.514601 nChanged 2226 SP:Iteration 2Q (794.285016 sec): 3 clusters Score: Raw -5417999.684348 + Penalty 3480.309816 = -5414519.374532 nChanged 2320 SP:Iteration 3F (794.363781 sec): 3 clusters Score: Raw -5419171.977955 + Penalty 3480.309816 = -5415691.668139 nChanged 2380 SP:Iteration 4F (794.449253 sec): 3 clusters Score: Raw -5420642.008378 + Penalty 3480.309816 = -5417161.698562 nChanged 2635 SP:Iteration 5F (794.527291 sec): 3 clusters Score: Raw -5422459.108037 + Penalty 3480.309816 = -5418978.798222 nChanged 2761 SP:Iteration 6F (794.611898 sec): 3 clusters Score: Raw -5424711.646889 + Penalty 3480.309816 = -5421231.337073 nChanged 2686 SP:Iteration 7F (794.691774 sec): 3 clusters Score: Raw -5426974.123083 + Penalty 3480.309816 = -5423493.813268 nChanged 2286 SP:Iteration 8F (794.788459 sec): 3 clusters Score: Raw -5428531.479796 + Penalty 3480.309816 = -5425051.169981 nChanged 1599 SP:Iteration 9Q (794.877766 sec): 3 clusters Score: Raw -5429296.128116 + Penalty 3480.309816 = -5425815.818301 nChanged 1046 SP:Iteration 10Q (794.956615 sec): 3 clusters Score: Raw -5429699.146586 + Penalty 3480.309816 = -5426218.836770 nChanged 778 SP:Iteration 11Q (795.058410 sec): 3 clusters Score: Raw -5430003.381296 + Penalty 3480.309816 = -5426523.071480 nChanged 676 SP:Iteration 12Q (795.159585 sec): 3 clusters Score: Raw -5430246.566603 + Penalty 3480.309816 = -5426766.256788 nChanged 613 SP:Iteration 13Q (795.243001 sec): 3 clusters Score: Raw -5430468.953272 + Penalty 3480.309816 = -5426988.643457 nChanged 608 SP:Iteration 14Q (795.343505 sec): 3 clusters Score: Raw -5430670.155492 + Penalty 3480.309816 = -5427189.845677 nChanged 548 SP:Iteration 15Q (795.431605 sec): 3 clusters Score: Raw -5430836.669797 + Penalty 3480.309816 = -5427356.359982 nChanged 486 SP:Iteration 16Q (795.517781 sec): 3 clusters Score: Raw -5430986.385829 + Penalty 3480.309816 = -5427506.076014 nChanged 486 SP:Iteration 17Q (795.593177 sec): 3 clusters Score: Raw -5431121.767356 + Penalty 3480.309816 = -5427641.457541 nChanged 440 SP:Iteration 18Q (795.698223 sec): 3 clusters Score: Raw -5431236.378214 + Penalty 3480.309816 = -5427756.068399 nChanged 433 SP:Iteration 19Q (795.773356 sec): 3 clusters Score: Raw -5431357.748981 + Penalty 3480.309816 = -5427877.439166 nChanged 425 SP:Iteration 20F (795.865843 sec): 3 clusters Score: Raw -5431465.358012 + Penalty 3480.309816 = -5427985.048197 nChanged 360 SP:Iteration 21Q (795.964783 sec): 3 clusters Score: Raw -5431547.164561 + Penalty 3480.309816 = -5428066.854745 nChanged 356 SP:Iteration 22Q (796.047979 sec): 3 clusters Score: Raw -5431626.089239 + Penalty 3480.309816 = -5428145.779424 nChanged 300 SP:Iteration 23Q (796.123340 sec): 3 clusters Score: Raw -5431684.875243 + Penalty 3480.309816 = -5428204.565427 nChanged 291 SP:Iteration 24Q (796.196984 sec): 3 clusters Score: Raw -5431733.340930 + Penalty 3480.309816 = -5428253.031114 nChanged 221 SP:Iteration 25Q (796.271931 sec): 3 clusters Score: Raw -5431768.246970 + Penalty 3480.309816 = -5428287.937155 nChanged 232 SP:Iteration 26Q (796.345913 sec): 3 clusters Score: Raw -5431802.939328 + Penalty 3480.309816 = -5428322.629512 nChanged 210 SP:Iteration 27Q (796.419307 sec): 3 clusters Score: Raw -5431837.397731 + Penalty 3480.309816 = -5428357.087916 nChanged 214 SP:Iteration 28Q (796.492776 sec): 3 clusters Score: Raw -5431870.578293 + Penalty 3480.309816 = -5428390.268478 nChanged 209 SP:Iteration 29Q (796.565983 sec): 3 clusters Score: Raw -5431904.896140 + Penalty 3480.309816 = -5428424.586324 nChanged 191 SP:Iteration 30Q (796.639402 sec): 3 clusters Score: Raw -5431931.665230 + Penalty 3480.309816 = -5428451.355415 nChanged 174 SP:Iteration 31Q (796.712448 sec): 3 clusters Score: Raw -5431951.963829 + Penalty 3480.309816 = -5428471.654014 nChanged 160 SP:Iteration 32Q (796.785971 sec): 3 clusters Score: Raw -5431968.644071 + Penalty 3480.309816 = -5428488.334255 nChanged 160 SP:Iteration 33Q (796.858557 sec): 3 clusters Score: Raw -5431987.269701 + Penalty 3480.309816 = -5428506.959885 nChanged 161 SP:Iteration 34Q (796.931757 sec): 3 clusters Score: Raw -5432009.044632 + Penalty 3480.309816 = -5428528.734816 nChanged 165 SP:Iteration 35Q (797.004851 sec): 3 clusters Score: Raw -5432029.439086 + Penalty 3480.309816 = -5428549.129270 nChanged 153 SP:Iteration 36Q (797.077422 sec): 3 clusters Score: Raw -5432045.843954 + Penalty 3480.309816 = -5428565.534138 nChanged 127 SP:Iteration 37Q (797.159112 sec): 3 clusters Score: Raw -5432058.925953 + Penalty 3480.309816 = -5428578.616137 nChanged 139 SP:Iteration 38Q (797.232398 sec): 3 clusters Score: Raw -5432074.143210 + Penalty 3480.309816 = -5428593.833394 nChanged 157 SP:Iteration 39Q (797.304580 sec): 3 clusters Score: Raw -5432094.806258 + Penalty 3480.309816 = -5428614.496443 nChanged 163 SP:Iteration 40F (797.386314 sec): 3 clusters Score: Raw -5432114.894392 + Penalty 3480.309816 = -5428634.584577 nChanged 151 SP:Iteration 41Q (797.458737 sec): 3 clusters Score: Raw -5432134.311786 + Penalty 3480.309816 = -5428654.001970 nChanged 147 SP:Iteration 42Q (797.531918 sec): 3 clusters Score: Raw -5432151.010408 + Penalty 3480.309816 = -5428670.700592 nChanged 136 SP:Iteration 43Q (797.604198 sec): 3 clusters Score: Raw -5432168.388754 + Penalty 3480.309816 = -5428688.078939 nChanged 141 SP:Iteration 44Q (797.676365 sec): 3 clusters Score: Raw -5432185.959687 + Penalty 3480.309816 = -5428705.649871 nChanged 129 SP:Iteration 45Q (797.751191 sec): 3 clusters Score: Raw -5432200.952622 + Penalty 3480.309816 = -5428720.642807 nChanged 120 SP:Iteration 46Q (797.829018 sec): 3 clusters Score: Raw -5432215.391661 + Penalty 3480.309816 = -5428735.081845 nChanged 118 SP:Iteration 47Q (797.901697 sec): 3 clusters Score: Raw -5432228.960887 + Penalty 3480.309816 = -5428748.651071 nChanged 124 SP:Iteration 48Q (797.973789 sec): 3 clusters Score: Raw -5432245.757935 + Penalty 3480.309816 = -5428765.448119 nChanged 126 SP:Iteration 49Q (798.045390 sec): 3 clusters Score: Raw -5432261.665357 + Penalty 3480.309816 = -5428781.355542 nChanged 120 SP:Iteration 50Q (798.127409 sec): 3 clusters Score: Raw -5432276.675833 + Penalty 3480.309816 = -5428796.366017 nChanged 127 SP:Iteration 51Q (798.199913 sec): 3 clusters Score: Raw -5432293.589274 + Penalty 3480.309816 = -5428813.279459 nChanged 129 SP:Iteration 52Q (798.271678 sec): 3 clusters Score: Raw -5432311.494058 + Penalty 3480.309816 = -5428831.184243 nChanged 136 SP:Iteration 53Q (798.342650 sec): 3 clusters Score: Raw -5432330.813986 + Penalty 3480.309816 = -5428850.504170 nChanged 137 SP:Iteration 54Q (798.414119 sec): 3 clusters Score: Raw -5432349.884823 + Penalty 3480.309816 = -5428869.575008 nChanged 138 SP:Iteration 55Q (798.485564 sec): 3 clusters Score: Raw -5432368.655232 + Penalty 3480.309816 = -5428888.345417 nChanged 146 SP:Iteration 56Q (798.556428 sec): 3 clusters Score: Raw -5432387.881770 + Penalty 3480.309816 = -5428907.571954 nChanged 138 SP:Iteration 57Q (798.626764 sec): 3 clusters Score: Raw -5432408.302854 + Penalty 3480.309816 = -5428927.993039 nChanged 159 SP:Iteration 58Q (798.702992 sec): 3 clusters Score: Raw -5432432.163200 + Penalty 3480.309816 = -5428951.853384 nChanged 138 SP:Iteration 59Q (798.773601 sec): 3 clusters Score: Raw -5432451.297755 + Penalty 3480.309816 = -5428970.987940 nChanged 143 SP:Iteration 60F (798.850945 sec): 3 clusters Score: Raw -5432475.211905 + Penalty 3480.309816 = -5428994.902090 nChanged 151 SP:Iteration 61Q (798.922724 sec): 3 clusters Score: Raw -5432497.560666 + Penalty 3480.309816 = -5429017.250850 nChanged 130 SP:Iteration 62Q (798.996303 sec): 3 clusters Score: Raw -5432516.997143 + Penalty 3480.309816 = -5429036.687327 nChanged 133 SP:Iteration 63Q (799.085230 sec): 3 clusters Score: Raw -5432539.326167 + Penalty 3480.309816 = -5429059.016352 nChanged 141 SP:Iteration 64Q (799.155355 sec): 3 clusters Score: Raw -5432564.685468 + Penalty 3480.309816 = -5429084.375653 nChanged 143 SP:Iteration 65Q (799.225555 sec): 3 clusters Score: Raw -5432588.049899 + Penalty 3480.309816 = -5429107.740084 nChanged 138 SP:Iteration 66Q (799.295326 sec): 3 clusters Score: Raw -5432610.598557 + Penalty 3480.309816 = -5429130.288741 nChanged 142 SP:Iteration 67Q (799.364986 sec): 3 clusters Score: Raw -5432633.213905 + Penalty 3480.309816 = -5429152.904090 nChanged 137 SP:Iteration 68Q (799.439965 sec): 3 clusters Score: Raw -5432657.753116 + Penalty 3480.309816 = -5429177.443300 nChanged 156 SP:Iteration 69Q (799.509141 sec): 3 clusters Score: Raw -5432687.739169 + Penalty 3480.309816 = -5429207.429353 nChanged 164 SP:Iteration 70Q (799.579111 sec): 3 clusters Score: Raw -5432721.827586 + Penalty 3480.309816 = -5429241.517770 nChanged 154 SP:Iteration 71Q (799.648721 sec): 3 clusters Score: Raw -5432751.318881 + Penalty 3480.309816 = -5429271.009065 nChanged 134 SP:Iteration 72Q (799.729523 sec): 3 clusters Score: Raw -5432776.039381 + Penalty 3480.309816 = -5429295.729566 nChanged 126 SP:Iteration 73Q (799.798134 sec): 3 clusters Score: Raw -5432799.161616 + Penalty 3480.309816 = -5429318.851800 nChanged 115 SP:Iteration 74Q (799.874349 sec): 3 clusters Score: Raw -5432822.474473 + Penalty 3480.309816 = -5429342.164658 nChanged 109 SP:Iteration 75Q (799.943385 sec): 3 clusters Score: Raw -5432844.192468 + Penalty 3480.309816 = -5429363.882652 nChanged 116 SP:Iteration 76Q (800.017195 sec): 3 clusters Score: Raw -5432865.260078 + Penalty 3480.309816 = -5429384.950263 nChanged 96 SP:Iteration 77Q (800.091203 sec): 3 clusters Score: Raw -5432881.698240 + Penalty 3480.309816 = -5429401.388424 nChanged 102 SP:Iteration 78Q (800.169386 sec): 3 clusters Score: Raw -5432899.903325 + Penalty 3480.309816 = -5429419.593509 nChanged 93 SP:Iteration 79Q (800.248002 sec): 3 clusters Score: Raw -5432916.110475 + Penalty 3480.309816 = -5429435.800660 nChanged 88 SP:Iteration 80F (800.335357 sec): 3 clusters Score: Raw -5432929.910184 + Penalty 3480.309816 = -5429449.600369 nChanged 90 SP:Iteration 81Q (800.428323 sec): 3 clusters Score: Raw -5432946.952257 + Penalty 3480.309816 = -5429466.642441 nChanged 100 SP:Iteration 82Q (800.509081 sec): 3 clusters Score: Raw -5432967.350795 + Penalty 3480.309816 = -5429487.040980 nChanged 106 SP:Iteration 83Q (800.608289 sec): 3 clusters Score: Raw -5432988.006882 + Penalty 3480.309816 = -5429507.697067 nChanged 99 SP:Iteration 84Q (800.676213 sec): 3 clusters Score: Raw -5433006.967964 + Penalty 3480.309816 = -5429526.658148 nChanged 90 SP:Iteration 85Q (800.755693 sec): 3 clusters Score: Raw -5433022.462048 + Penalty 3480.309816 = -5429542.152232 nChanged 68 SP:Iteration 86Q (800.824492 sec): 3 clusters Score: Raw -5433033.537415 + Penalty 3480.309816 = -5429553.227599 nChanged 67 SP:Iteration 87Q (800.904609 sec): 3 clusters Score: Raw -5433047.180253 + Penalty 3480.309816 = -5429566.870437 nChanged 59 SP:Iteration 88Q (800.978439 sec): 3 clusters Score: Raw -5433059.246546 + Penalty 3480.309816 = -5429578.936730 nChanged 66 SP:Iteration 89Q (801.059697 sec): 3 clusters Score: Raw -5433074.834879 + Penalty 3480.309816 = -5429594.525064 nChanged 69 SP:Iteration 90Q (801.146841 sec): 3 clusters Score: Raw -5433089.737519 + Penalty 3480.309816 = -5429609.427703 nChanged 62 SP:Iteration 91Q (801.225400 sec): 3 clusters Score: Raw -5433101.964324 + Penalty 3480.309816 = -5429621.654509 nChanged 49 SP:Iteration 92Q (801.324627 sec): 3 clusters Score: Raw -5433112.057282 + Penalty 3480.309816 = -5429631.747466 nChanged 40 SP:Iteration 93Q (801.455258 sec): 3 clusters Score: Raw -5433119.769000 + Penalty 3480.309816 = -5429639.459185 nChanged 38 SP:Iteration 94Q (801.566532 sec): 3 clusters Score: Raw -5433125.991111 + Penalty 3480.309816 = -5429645.681296 nChanged 38 SP:Iteration 95Q (801.678607 sec): 3 clusters Score: Raw -5433134.719881 + Penalty 3480.309816 = -5429654.410065 nChanged 45 SP:Iteration 96Q (801.805101 sec): 3 clusters Score: Raw -5433144.836736 + Penalty 3480.309816 = -5429664.526921 nChanged 46 SP:Iteration 97Q (801.900105 sec): 3 clusters Score: Raw -5433154.649783 + Penalty 3480.309816 = -5429674.339967 nChanged 49 SP:Iteration 98Q (802.002994 sec): 3 clusters Score: Raw -5433165.617817 + Penalty 3480.309816 = -5429685.308002 nChanged 48 SP:Iteration 99Q (802.091731 sec): 3 clusters Score: Raw -5433175.986161 + Penalty 3480.309816 = -5429695.676345 nChanged 56 SP:Iteration 100F (802.181369 sec): 3 clusters Score: Raw -5433188.428514 + Penalty 3480.309816 = -5429708.118698 nChanged 52 SP:Iteration 101Q (802.253947 sec): 3 clusters Score: Raw -5433201.415712 + Penalty 3480.309816 = -5429721.105896 nChanged 59 SP:Iteration 102Q (802.321003 sec): 3 clusters Score: Raw -5433214.649625 + Penalty 3480.309816 = -5429734.339810 nChanged 53 SP:Iteration 103Q (802.410259 sec): 3 clusters Score: Raw -5433226.300063 + Penalty 3480.309816 = -5429745.990247 nChanged 31 SP:Iteration 104Q (802.481849 sec): 3 clusters Score: Raw -5433234.595381 + Penalty 3480.309816 = -5429754.285565 nChanged 42 SP:Iteration 105Q (802.551366 sec): 3 clusters Score: Raw -5433243.419527 + Penalty 3480.309816 = -5429763.109711 nChanged 36 SP:Iteration 106Q (802.629530 sec): 3 clusters Score: Raw -5433251.046436 + Penalty 3480.309816 = -5429770.736620 nChanged 33 SP:Iteration 107Q (802.706285 sec): 3 clusters Score: Raw -5433258.487939 + Penalty 3480.309816 = -5429778.178124 nChanged 33 SP:Iteration 108Q (802.777795 sec): 3 clusters Score: Raw -5433265.642793 + Penalty 3480.309816 = -5429785.332978 nChanged 28 SP:Iteration 109Q (802.853763 sec): 3 clusters Score: Raw -5433271.683558 + Penalty 3480.309816 = -5429791.373742 nChanged 26 SP:Iteration 110Q (802.920242 sec): 3 clusters Score: Raw -5433277.187044 + Penalty 3480.309816 = -5429796.877228 nChanged 18 SP:Iteration 111Q (802.996884 sec): 3 clusters Score: Raw -5433280.460555 + Penalty 3480.309816 = -5429800.150740 nChanged 14 SP:Iteration 112Q (803.072164 sec): 3 clusters Score: Raw -5433282.552961 + Penalty 3480.309816 = -5429802.243145 nChanged 10 SP:Iteration 113Q (803.166795 sec): 3 clusters Score: Raw -5433285.158081 + Penalty 3480.309816 = -5429804.848265 nChanged 18 SP:Iteration 114Q (803.234826 sec): 3 clusters Score: Raw -5433288.388921 + Penalty 3480.309816 = -5429808.079106 nChanged 12 SP:Iteration 115Q (803.301077 sec): 3 clusters Score: Raw -5433291.055999 + Penalty 3480.309816 = -5429810.746183 nChanged 12 SP:Iteration 116Q (803.389713 sec): 3 clusters Score: Raw -5433292.745114 + Penalty 3480.309816 = -5429812.435298 nChanged 12 SP:Iteration 117Q (803.468812 sec): 3 clusters Score: Raw -5433294.962579 + Penalty 3480.309816 = -5429814.652764 nChanged 7 SP:Iteration 118Q (803.554246 sec): 3 clusters Score: Raw -5433296.152978 + Penalty 3480.309816 = -5429815.843162 nChanged 6 SP:Iteration 119Q (803.634977 sec): 3 clusters Score: Raw -5433296.907397 + Penalty 3480.309816 = -5429816.597582 nChanged 3 SP:Iteration 120F (803.732909 sec): 3 clusters Score: Raw -5433297.189059 + Penalty 3480.309816 = -5429816.879243 nChanged 1 SP:Iteration 121Q (803.821119 sec): 3 clusters Score: Raw -5433297.386300 + Penalty 3480.309816 = -5429817.076484 nChanged 1 SP:Iteration 122Q (803.910253 sec): 3 clusters Score: Raw -5433297.561489 + Penalty 3480.309816 = -5429817.251674 nChanged 3 SP:Iteration 123Q (803.985885 sec): 3 clusters Score: Raw -5433298.464682 + Penalty 3480.309816 = -5429818.154867 nChanged 4 SP:Iteration 124Q (804.064540 sec): 3 clusters Score: Raw -5433299.062838 + Penalty 3480.309816 = -5429818.753022 nChanged 3 SP:Iteration 125Q (804.135168 sec): 3 clusters Score: Raw -5433299.664863 + Penalty 3480.309816 = -5429819.355048 nChanged 6 SP:Iteration 126Q (804.204697 sec): 3 clusters Score: Raw -5433300.523039 + Penalty 3480.309816 = -5429820.213223 nChanged 7 SP:Iteration 127Q (804.278441 sec): 3 clusters Score: Raw -5433301.567415 + Penalty 3480.309816 = -5429821.257600 nChanged 7 SP:Iteration 128Q (804.347735 sec): 3 clusters Score: Raw -5433302.786745 + Penalty 3480.309816 = -5429822.476929 nChanged 6 SP:Iteration 129Q (804.414234 sec): 3 clusters Score: Raw -5433303.409399 + Penalty 3480.309816 = -5429823.099584 nChanged 1 SP:Iteration 130Q (804.481639 sec): 3 clusters Score: Raw -5433303.484952 + Penalty 3480.309816 = -5429823.175136 nChanged 2 SP:Iteration 131Q (804.548175 sec): 3 clusters Score: Raw -5433303.784923 + Penalty 3480.309816 = -5429823.475108 nChanged 5 SP:Iteration 132Q (804.614142 sec): 3 clusters Score: Raw -5433304.753286 + Penalty 3480.309816 = -5429824.443471 nChanged 4 SP:Iteration 133Q (804.680416 sec): 3 clusters Score: Raw -5433305.386718 + Penalty 3480.309816 = -5429825.076903 nChanged 4 SP:Iteration 134Q (804.771170 sec): 3 clusters Score: Raw -5433305.965461 + Penalty 3480.309816 = -5429825.655645 nChanged 2 SP:Iteration 135Q (804.858882 sec): 3 clusters Score: Raw -5433306.339693 + Penalty 3480.309816 = -5429826.029877 nChanged 2 SP:Iteration 136Q (804.938981 sec): 3 clusters Score: Raw -5433306.620179 + Penalty 3480.309816 = -5429826.310363 nChanged 4 SP:Iteration 137Q (805.036607 sec): 3 clusters Score: Raw -5433307.308070 + Penalty 3480.309816 = -5429826.998254 nChanged 4 SP:Iteration 138Q (805.105522 sec): 3 clusters Score: Raw -5433307.872237 + Penalty 3480.309816 = -5429827.562421 nChanged 6 SP:Iteration 139Q (805.192667 sec): 3 clusters Score: Raw -5433309.059179 + Penalty 3480.309816 = -5429828.749364 nChanged 6 SP:Iteration 140F (805.273027 sec): 3 clusters Score: Raw -5433309.992864 + Penalty 3480.309816 = -5429829.683049 nChanged 8 SP:Iteration 141Q (805.357609 sec): 3 clusters Score: Raw -5433312.046042 + Penalty 3480.309816 = -5429831.736227 nChanged 12 SP:Iteration 142Q (805.429896 sec): 3 clusters Score: Raw -5433313.752761 + Penalty 3480.309816 = -5429833.442946 nChanged 4 SP:Iteration 143Q (805.501566 sec): 3 clusters Score: Raw -5433314.398831 + Penalty 3480.309816 = -5429834.089016 nChanged 0 SP:Iteration 144F (805.585228 sec): 3 clusters Score: Raw -5433314.398831 + Penalty 3480.309816 = -5429834.089016 nChanged 0 Trying to split cluster 8 (7627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (805.608660 sec): 2 clusters Score: Raw -940952.040104 + Penalty 1452.660603 = -939499.379501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (805.661946 sec): 3 clusters Score: Raw -936812.377703 + Penalty 2905.321205 = -933907.056498 nChanged 3187 SP:Iteration 1F (805.707184 sec): 3 clusters Score: Raw -938782.220521 + Penalty 2905.321205 = -935876.899316 nChanged 597 SP:Iteration 2F (805.731828 sec): 3 clusters Score: Raw -939184.464556 + Penalty 2905.321205 = -936279.143351 nChanged 495 SP:Iteration 3F (805.786918 sec): 3 clusters Score: Raw -939506.792295 + Penalty 2905.321205 = -936601.471090 nChanged 423 SP:Iteration 4F (805.825944 sec): 3 clusters Score: Raw -939781.997979 + Penalty 2905.321205 = -936876.676774 nChanged 351 SP:Iteration 5Q (805.864207 sec): 3 clusters Score: Raw -939970.126408 + Penalty 2905.321205 = -937064.805203 nChanged 267 SP:Iteration 6Q (805.898959 sec): 3 clusters Score: Raw -940083.868771 + Penalty 2905.321205 = -937178.547565 nChanged 208 SP:Iteration 7Q (805.923151 sec): 3 clusters Score: Raw -940169.614303 + Penalty 2905.321205 = -937264.293098 nChanged 181 SP:Iteration 8Q (805.947263 sec): 3 clusters Score: Raw -940254.488240 + Penalty 2905.321205 = -937349.167035 nChanged 183 SP:Iteration 9Q (805.974852 sec): 3 clusters Score: Raw -940339.759148 + Penalty 2905.321205 = -937434.437942 nChanged 188 SP:Iteration 10Q (805.999274 sec): 3 clusters Score: Raw -940424.438195 + Penalty 2905.321205 = -937519.116990 nChanged 169 SP:Iteration 11Q (806.043553 sec): 3 clusters Score: Raw -940489.982397 + Penalty 2905.321205 = -937584.661192 nChanged 137 SP:Iteration 12Q (806.072028 sec): 3 clusters Score: Raw -940537.422090 + Penalty 2905.321205 = -937632.100885 nChanged 114 SP:Iteration 13Q (806.129830 sec): 3 clusters Score: Raw -940567.209833 + Penalty 2905.321205 = -937661.888628 nChanged 73 SP:Iteration 14Q (806.186576 sec): 3 clusters Score: Raw -940585.641747 + Penalty 2905.321205 = -937680.320542 nChanged 59 SP:Iteration 15Q (806.224473 sec): 3 clusters Score: Raw -940600.109524 + Penalty 2905.321205 = -937694.788318 nChanged 47 SP:Iteration 16Q (806.254657 sec): 3 clusters Score: Raw -940609.099184 + Penalty 2905.321205 = -937703.777978 nChanged 44 SP:Iteration 17Q (806.304895 sec): 3 clusters Score: Raw -940617.348580 + Penalty 2905.321205 = -937712.027375 nChanged 30 SP:Iteration 18Q (806.353956 sec): 3 clusters Score: Raw -940623.264944 + Penalty 2905.321205 = -937717.943739 nChanged 28 SP:Iteration 19Q (806.400650 sec): 3 clusters Score: Raw -940628.105247 + Penalty 2905.321205 = -937722.784042 nChanged 25 SP:Iteration 20F (806.424687 sec): 3 clusters Score: Raw -940632.781193 + Penalty 2905.321205 = -937727.459988 nChanged 22 SP:Iteration 21Q (806.474775 sec): 3 clusters Score: Raw -940636.098016 + Penalty 2905.321205 = -937730.776811 nChanged 17 SP:Iteration 22Q (806.511101 sec): 3 clusters Score: Raw -940638.195320 + Penalty 2905.321205 = -937732.874115 nChanged 7 SP:Iteration 23Q (806.541422 sec): 3 clusters Score: Raw -940638.960574 + Penalty 2905.321205 = -937733.639369 nChanged 8 SP:Iteration 24Q (806.586762 sec): 3 clusters Score: Raw -940639.583965 + Penalty 2905.321205 = -937734.262760 nChanged 7 SP:Iteration 25Q (806.642323 sec): 3 clusters Score: Raw -940640.486925 + Penalty 2905.321205 = -937735.165720 nChanged 8 SP:Iteration 26Q (806.670636 sec): 3 clusters Score: Raw -940641.515276 + Penalty 2905.321205 = -937736.194070 nChanged 7 SP:Iteration 27Q (806.697889 sec): 3 clusters Score: Raw -940642.522148 + Penalty 2905.321205 = -937737.200943 nChanged 12 SP:Iteration 28Q (806.725041 sec): 3 clusters Score: Raw -940644.603207 + Penalty 2905.321205 = -937739.282002 nChanged 10 SP:Iteration 29Q (806.776979 sec): 3 clusters Score: Raw -940646.398267 + Penalty 2905.321205 = -937741.077062 nChanged 11 SP:Iteration 30Q (806.829595 sec): 3 clusters Score: Raw -940648.214322 + Penalty 2905.321205 = -937742.893117 nChanged 11 SP:Iteration 31Q (806.867395 sec): 3 clusters Score: Raw -940649.366240 + Penalty 2905.321205 = -937744.045035 nChanged 7 SP:Iteration 32Q (806.904166 sec): 3 clusters Score: Raw -940650.238365 + Penalty 2905.321205 = -937744.917160 nChanged 4 SP:Iteration 33Q (806.935930 sec): 3 clusters Score: Raw -940650.706171 + Penalty 2905.321205 = -937745.384966 nChanged 5 SP:Iteration 34Q (806.959611 sec): 3 clusters Score: Raw -940651.470983 + Penalty 2905.321205 = -937746.149777 nChanged 10 SP:Iteration 35Q (806.983390 sec): 3 clusters Score: Raw -940652.570501 + Penalty 2905.321205 = -937747.249296 nChanged 9 SP:Iteration 36Q (807.006664 sec): 3 clusters Score: Raw -940653.576308 + Penalty 2905.321205 = -937748.255103 nChanged 9 SP:Iteration 37Q (807.048565 sec): 3 clusters Score: Raw -940654.808719 + Penalty 2905.321205 = -937749.487514 nChanged 12 SP:Iteration 38Q (807.072191 sec): 3 clusters Score: Raw -940656.350453 + Penalty 2905.321205 = -937751.029248 nChanged 12 SP:Iteration 39Q (807.130270 sec): 3 clusters Score: Raw -940657.935903 + Penalty 2905.321205 = -937752.614698 nChanged 14 SP:Iteration 40F (807.160505 sec): 3 clusters Score: Raw -940659.478453 + Penalty 2905.321205 = -937754.157248 nChanged 7 SP:Iteration 41Q (807.220250 sec): 3 clusters Score: Raw -940660.312460 + Penalty 2905.321205 = -937754.991255 nChanged 6 SP:Iteration 42Q (807.275429 sec): 3 clusters Score: Raw -940661.011358 + Penalty 2905.321205 = -937755.690153 nChanged 5 SP:Iteration 43Q (807.332690 sec): 3 clusters Score: Raw -940661.433490 + Penalty 2905.321205 = -937756.112285 nChanged 5 SP:Iteration 44Q (807.387411 sec): 3 clusters Score: Raw -940662.142570 + Penalty 2905.321205 = -937756.821365 nChanged 5 SP:Iteration 45Q (807.442613 sec): 3 clusters Score: Raw -940662.999473 + Penalty 2905.321205 = -937757.678268 nChanged 10 SP:Iteration 46Q (807.490554 sec): 3 clusters Score: Raw -940664.039880 + Penalty 2905.321205 = -937758.718675 nChanged 7 SP:Iteration 47Q (807.517516 sec): 3 clusters Score: Raw -940664.916276 + Penalty 2905.321205 = -937759.595071 nChanged 4 SP:Iteration 48Q (807.544792 sec): 3 clusters Score: Raw -940665.286836 + Penalty 2905.321205 = -937759.965631 nChanged 3 SP:Iteration 49Q (807.596031 sec): 3 clusters Score: Raw -940665.611907 + Penalty 2905.321205 = -937760.290702 nChanged 2 SP:Iteration 50Q (807.654835 sec): 3 clusters Score: Raw -940665.875619 + Penalty 2905.321205 = -937760.554414 nChanged 1 SP:Iteration 51Q (807.703984 sec): 3 clusters Score: Raw -940666.009682 + Penalty 2905.321205 = -937760.688477 nChanged 3 SP:Iteration 52Q (807.747759 sec): 3 clusters Score: Raw -940666.429356 + Penalty 2905.321205 = -937761.108151 nChanged 3 SP:Iteration 53Q (807.800845 sec): 3 clusters Score: Raw -940666.956539 + Penalty 2905.321205 = -937761.635334 nChanged 6 SP:Iteration 54Q (807.828227 sec): 3 clusters Score: Raw -940667.965386 + Penalty 2905.321205 = -937762.644181 nChanged 3 SP:Iteration 55Q (807.850851 sec): 3 clusters Score: Raw -940668.496480 + Penalty 2905.321205 = -937763.175275 nChanged 2 SP:Iteration 56Q (807.880585 sec): 3 clusters Score: Raw -940668.610075 + Penalty 2905.321205 = -937763.288869 nChanged 0 SP:Iteration 57F (807.907809 sec): 3 clusters Score: Raw -940668.610075 + Penalty 2905.321205 = -937763.288869 nChanged 0 Trying to split cluster 9 (13403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (807.942405 sec): 2 clusters Score: Raw -1619628.836772 + Penalty 1544.275499 = -1618084.561273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (807.977429 sec): 3 clusters Score: Raw -1611727.014465 + Penalty 3088.550998 = -1608638.463467 nChanged 6013 SP:Iteration 1F (808.012036 sec): 3 clusters Score: Raw -1615018.839122 + Penalty 3088.550998 = -1611930.288123 nChanged 726 SP:Iteration 2F (808.047286 sec): 3 clusters Score: Raw -1615331.699338 + Penalty 3088.550998 = -1612243.148340 nChanged 722 SP:Iteration 3F (808.096963 sec): 3 clusters Score: Raw -1615765.358006 + Penalty 3088.550998 = -1612676.807007 nChanged 812 SP:Iteration 4F (808.151609 sec): 3 clusters Score: Raw -1616371.358612 + Penalty 3088.550998 = -1613282.807614 nChanged 901 SP:Iteration 5F (808.197460 sec): 3 clusters Score: Raw -1617047.976409 + Penalty 3088.550998 = -1613959.425410 nChanged 964 SP:Iteration 6F (808.262268 sec): 3 clusters Score: Raw -1617801.548032 + Penalty 3088.550998 = -1614712.997034 nChanged 925 SP:Iteration 7F (808.313720 sec): 3 clusters Score: Raw -1618570.724536 + Penalty 3088.550998 = -1615482.173538 nChanged 851 SP:Iteration 8F (808.347528 sec): 3 clusters Score: Raw -1619351.633410 + Penalty 3088.550998 = -1616263.082412 nChanged 650 SP:Iteration 9Q (808.381700 sec): 3 clusters Score: Raw -1619896.812054 + Penalty 3088.550998 = -1616808.261056 nChanged 409 SP:Iteration 10Q (808.432203 sec): 3 clusters Score: Raw -1620174.069718 + Penalty 3088.550998 = -1617085.518720 nChanged 261 SP:Iteration 11Q (808.477121 sec): 3 clusters Score: Raw -1620302.038814 + Penalty 3088.550998 = -1617213.487816 nChanged 174 SP:Iteration 12Q (808.520840 sec): 3 clusters Score: Raw -1620363.186853 + Penalty 3088.550998 = -1617274.635854 nChanged 113 SP:Iteration 13Q (808.556913 sec): 3 clusters Score: Raw -1620392.851811 + Penalty 3088.550998 = -1617304.300813 nChanged 90 SP:Iteration 14Q (808.590086 sec): 3 clusters Score: Raw -1620417.593200 + Penalty 3088.550998 = -1617329.042201 nChanged 68 SP:Iteration 15Q (808.651897 sec): 3 clusters Score: Raw -1620439.592238 + Penalty 3088.550998 = -1617351.041239 nChanged 74 SP:Iteration 16Q (808.706214 sec): 3 clusters Score: Raw -1620458.409250 + Penalty 3088.550998 = -1617369.858252 nChanged 62 SP:Iteration 17Q (808.743853 sec): 3 clusters Score: Raw -1620477.994249 + Penalty 3088.550998 = -1617389.443250 nChanged 61 SP:Iteration 18Q (808.781545 sec): 3 clusters Score: Raw -1620499.558896 + Penalty 3088.550998 = -1617411.007897 nChanged 66 SP:Iteration 19Q (808.824922 sec): 3 clusters Score: Raw -1620525.052664 + Penalty 3088.550998 = -1617436.501666 nChanged 67 SP:Iteration 20F (808.859230 sec): 3 clusters Score: Raw -1620556.557592 + Penalty 3088.550998 = -1617468.006593 nChanged 77 SP:Iteration 21Q (808.891547 sec): 3 clusters Score: Raw -1620594.458401 + Penalty 3088.550998 = -1617505.907403 nChanged 74 SP:Iteration 22Q (808.928148 sec): 3 clusters Score: Raw -1620633.491154 + Penalty 3088.550998 = -1617544.940155 nChanged 78 SP:Iteration 23Q (808.959859 sec): 3 clusters Score: Raw -1620680.998012 + Penalty 3088.550998 = -1617592.447013 nChanged 74 SP:Iteration 24Q (809.028942 sec): 3 clusters Score: Raw -1620732.237231 + Penalty 3088.550998 = -1617643.686233 nChanged 73 SP:Iteration 25Q (809.070255 sec): 3 clusters Score: Raw -1620770.869829 + Penalty 3088.550998 = -1617682.318830 nChanged 38 SP:Iteration 26Q (809.102218 sec): 3 clusters Score: Raw -1620782.236214 + Penalty 3088.550998 = -1617693.685216 nChanged 37 SP:Iteration 27Q (809.133272 sec): 3 clusters Score: Raw -1620791.853266 + Penalty 3088.550998 = -1617703.302267 nChanged 28 SP:Iteration 28Q (809.170261 sec): 3 clusters Score: Raw -1620799.149854 + Penalty 3088.550998 = -1617710.598856 nChanged 30 SP:Iteration 29Q (809.197406 sec): 3 clusters Score: Raw -1620808.172579 + Penalty 3088.550998 = -1617719.621580 nChanged 29 SP:Iteration 30Q (809.233655 sec): 3 clusters Score: Raw -1620814.821835 + Penalty 3088.550998 = -1617726.270836 nChanged 26 SP:Iteration 31Q (809.267100 sec): 3 clusters Score: Raw -1620820.859353 + Penalty 3088.550998 = -1617732.308355 nChanged 20 SP:Iteration 32Q (809.325064 sec): 3 clusters Score: Raw -1620826.773842 + Penalty 3088.550998 = -1617738.222844 nChanged 21 SP:Iteration 33Q (809.364920 sec): 3 clusters Score: Raw -1620831.473657 + Penalty 3088.550998 = -1617742.922659 nChanged 16 SP:Iteration 34Q (809.395800 sec): 3 clusters Score: Raw -1620834.763862 + Penalty 3088.550998 = -1617746.212864 nChanged 13 SP:Iteration 35Q (809.447520 sec): 3 clusters Score: Raw -1620836.476367 + Penalty 3088.550998 = -1617747.925369 nChanged 7 SP:Iteration 36Q (809.511515 sec): 3 clusters Score: Raw -1620837.420057 + Penalty 3088.550998 = -1617748.869058 nChanged 5 SP:Iteration 37Q (809.541420 sec): 3 clusters Score: Raw -1620838.464351 + Penalty 3088.550998 = -1617749.913352 nChanged 4 SP:Iteration 38Q (809.580208 sec): 3 clusters Score: Raw -1620839.056030 + Penalty 3088.550998 = -1617750.505031 nChanged 2 SP:Iteration 39Q (809.613164 sec): 3 clusters Score: Raw -1620839.434873 + Penalty 3088.550998 = -1617750.883875 nChanged 3 SP:Iteration 40F (809.658426 sec): 3 clusters Score: Raw -1620840.242735 + Penalty 3088.550998 = -1617751.691736 nChanged 1 SP:Iteration 41Q (809.692158 sec): 3 clusters Score: Raw -1620840.569543 + Penalty 3088.550998 = -1617752.018545 nChanged 1 SP:Iteration 42Q (809.724170 sec): 3 clusters Score: Raw -1620840.638007 + Penalty 3088.550998 = -1617752.087009 nChanged 1 SP:Iteration 43Q (809.772552 sec): 3 clusters Score: Raw -1620840.760253 + Penalty 3088.550998 = -1617752.209254 nChanged 0 SP:Iteration 44F (809.816271 sec): 3 clusters Score: Raw -1620840.760253 + Penalty 3088.550998 = -1617752.209254 nChanged 0 Trying to split cluster 10 (6131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (809.834968 sec): 2 clusters Score: Raw -805607.557094 + Penalty 1417.180887 = -804190.376207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (809.861433 sec): 3 clusters Score: Raw -802421.592608 + Penalty 2834.361773 = -799587.230835 nChanged 2478 SP:Iteration 1F (809.887436 sec): 3 clusters Score: Raw -803843.490127 + Penalty 2834.361773 = -801009.128354 nChanged 474 SP:Iteration 2F (809.933269 sec): 3 clusters Score: Raw -804165.360463 + Penalty 2834.361773 = -801330.998690 nChanged 390 SP:Iteration 3F (809.964531 sec): 3 clusters Score: Raw -804404.716663 + Penalty 2834.361773 = -801570.354890 nChanged 318 SP:Iteration 4F (810.010928 sec): 3 clusters Score: Raw -804584.794684 + Penalty 2834.361773 = -801750.432911 nChanged 287 SP:Iteration 5Q (810.057871 sec): 3 clusters Score: Raw -804775.541743 + Penalty 2834.361773 = -801941.179970 nChanged 294 SP:Iteration 6Q (810.109918 sec): 3 clusters Score: Raw -804974.723769 + Penalty 2834.361773 = -802140.361996 nChanged 273 SP:Iteration 7Q (810.156515 sec): 3 clusters Score: Raw -805192.810213 + Penalty 2834.361773 = -802358.448440 nChanged 274 SP:Iteration 8Q (810.178287 sec): 3 clusters Score: Raw -805405.888765 + Penalty 2834.361773 = -802571.526992 nChanged 267 SP:Iteration 9Q (810.200149 sec): 3 clusters Score: Raw -805609.661619 + Penalty 2834.361773 = -802775.299846 nChanged 230 SP:Iteration 10Q (810.223036 sec): 3 clusters Score: Raw -805764.046926 + Penalty 2834.361773 = -802929.685153 nChanged 196 SP:Iteration 11Q (810.248923 sec): 3 clusters Score: Raw -805907.411918 + Penalty 2834.361773 = -803073.050145 nChanged 181 SP:Iteration 12Q (810.284866 sec): 3 clusters Score: Raw -806032.818592 + Penalty 2834.361773 = -803198.456819 nChanged 171 SP:Iteration 13Q (810.310592 sec): 3 clusters Score: Raw -806127.256802 + Penalty 2834.361773 = -803292.895029 nChanged 119 SP:Iteration 14Q (810.331971 sec): 3 clusters Score: Raw -806188.962661 + Penalty 2834.361773 = -803354.600888 nChanged 94 SP:Iteration 15Q (810.372183 sec): 3 clusters Score: Raw -806238.783328 + Penalty 2834.361773 = -803404.421555 nChanged 87 SP:Iteration 16Q (810.394188 sec): 3 clusters Score: Raw -806286.043432 + Penalty 2834.361773 = -803451.681658 nChanged 72 SP:Iteration 17Q (810.418305 sec): 3 clusters Score: Raw -806318.524312 + Penalty 2834.361773 = -803484.162539 nChanged 69 SP:Iteration 18Q (810.451533 sec): 3 clusters Score: Raw -806349.375779 + Penalty 2834.361773 = -803515.014006 nChanged 61 SP:Iteration 19Q (810.471280 sec): 3 clusters Score: Raw -806371.755698 + Penalty 2834.361773 = -803537.393925 nChanged 44 SP:Iteration 20F (810.513662 sec): 3 clusters Score: Raw -806385.737068 + Penalty 2834.361773 = -803551.375295 nChanged 44 SP:Iteration 21Q (810.534612 sec): 3 clusters Score: Raw -806398.452488 + Penalty 2834.361773 = -803564.090715 nChanged 30 SP:Iteration 22Q (810.560686 sec): 3 clusters Score: Raw -806405.552092 + Penalty 2834.361773 = -803571.190319 nChanged 19 SP:Iteration 23Q (810.597480 sec): 3 clusters Score: Raw -806409.735283 + Penalty 2834.361773 = -803575.373510 nChanged 23 SP:Iteration 24Q (810.618593 sec): 3 clusters Score: Raw -806417.044937 + Penalty 2834.361773 = -803582.683164 nChanged 18 SP:Iteration 25Q (810.639593 sec): 3 clusters Score: Raw -806421.719884 + Penalty 2834.361773 = -803587.358111 nChanged 21 SP:Iteration 26Q (810.660589 sec): 3 clusters Score: Raw -806427.545404 + Penalty 2834.361773 = -803593.183631 nChanged 11 SP:Iteration 27Q (810.709566 sec): 3 clusters Score: Raw -806429.938500 + Penalty 2834.361773 = -803595.576727 nChanged 10 SP:Iteration 28Q (810.730859 sec): 3 clusters Score: Raw -806431.824675 + Penalty 2834.361773 = -803597.462901 nChanged 8 SP:Iteration 29Q (810.758246 sec): 3 clusters Score: Raw -806433.547738 + Penalty 2834.361773 = -803599.185965 nChanged 8 SP:Iteration 30Q (810.787989 sec): 3 clusters Score: Raw -806434.755018 + Penalty 2834.361773 = -803600.393245 nChanged 8 SP:Iteration 31Q (810.817897 sec): 3 clusters Score: Raw -806435.929039 + Penalty 2834.361773 = -803601.567266 nChanged 2 SP:Iteration 32Q (810.838970 sec): 3 clusters Score: Raw -806436.356244 + Penalty 2834.361773 = -803601.994471 nChanged 3 SP:Iteration 33Q (810.867620 sec): 3 clusters Score: Raw -806436.905734 + Penalty 2834.361773 = -803602.543961 nChanged 4 SP:Iteration 34Q (810.888684 sec): 3 clusters Score: Raw -806437.588872 + Penalty 2834.361773 = -803603.227099 nChanged 1 SP:Iteration 35Q (810.909995 sec): 3 clusters Score: Raw -806438.033565 + Penalty 2834.361773 = -803603.671792 nChanged 2 SP:Iteration 36Q (810.931280 sec): 3 clusters Score: Raw -806438.424132 + Penalty 2834.361773 = -803604.062359 nChanged 1 SP:Iteration 37Q (810.957397 sec): 3 clusters Score: Raw -806438.498825 + Penalty 2834.361773 = -803604.137052 nChanged 0 SP:Iteration 38F (811.005331 sec): 3 clusters Score: Raw -806438.498825 + Penalty 2834.361773 = -803604.137052 nChanged 0 Trying to split cluster 11 (15687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (811.044447 sec): 2 clusters Score: Raw -1982897.323442 + Penalty 1569.845489 = -1981327.477953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (811.091498 sec): 3 clusters Score: Raw -1973609.293638 + Penalty 3139.690977 = -1970469.602660 nChanged 6981 SP:Iteration 1F (811.133445 sec): 3 clusters Score: Raw -1977356.590806 + Penalty 3139.690977 = -1974216.899829 nChanged 723 SP:Iteration 2Q (811.188238 sec): 3 clusters Score: Raw -1977576.290974 + Penalty 3139.690977 = -1974436.599997 nChanged 587 SP:Iteration 3Q (811.252921 sec): 3 clusters Score: Raw -1977743.865069 + Penalty 3139.690977 = -1974604.174091 nChanged 536 SP:Iteration 4Q (811.291614 sec): 3 clusters Score: Raw -1977900.878992 + Penalty 3139.690977 = -1974761.188015 nChanged 530 SP:Iteration 5Q (811.335250 sec): 3 clusters Score: Raw -1978057.821837 + Penalty 3139.690977 = -1974918.130860 nChanged 514 SP:Iteration 6Q (811.376141 sec): 3 clusters Score: Raw -1978215.781989 + Penalty 3139.690977 = -1975076.091011 nChanged 545 SP:Iteration 7Q (811.418558 sec): 3 clusters Score: Raw -1978415.086604 + Penalty 3139.690977 = -1975275.395627 nChanged 609 SP:Iteration 8Q (811.459489 sec): 3 clusters Score: Raw -1978659.844197 + Penalty 3139.690977 = -1975520.153220 nChanged 687 SP:Iteration 9Q (811.501559 sec): 3 clusters Score: Raw -1978985.984936 + Penalty 3139.690977 = -1975846.293959 nChanged 793 SP:Iteration 10F (811.544523 sec): 3 clusters Score: Raw -1979442.948017 + Penalty 3139.690977 = -1976303.257040 nChanged 890 SP:Iteration 11F (811.580473 sec): 3 clusters Score: Raw -1980040.604776 + Penalty 3139.690977 = -1976900.913798 nChanged 895 SP:Iteration 12F (811.616618 sec): 3 clusters Score: Raw -1980751.321899 + Penalty 3139.690977 = -1977611.630922 nChanged 837 SP:Iteration 13F (811.653439 sec): 3 clusters Score: Raw -1981460.621984 + Penalty 3139.690977 = -1978320.931006 nChanged 654 SP:Iteration 14Q (811.715379 sec): 3 clusters Score: Raw -1982020.201211 + Penalty 3139.690977 = -1978880.510234 nChanged 440 SP:Iteration 15Q (811.758874 sec): 3 clusters Score: Raw -1982402.859773 + Penalty 3139.690977 = -1979263.168795 nChanged 292 SP:Iteration 16Q (811.795594 sec): 3 clusters Score: Raw -1982624.020056 + Penalty 3139.690977 = -1979484.329079 nChanged 175 SP:Iteration 17Q (811.828008 sec): 3 clusters Score: Raw -1982750.536514 + Penalty 3139.690977 = -1979610.845537 nChanged 115 SP:Iteration 18Q (811.871676 sec): 3 clusters Score: Raw -1982836.123858 + Penalty 3139.690977 = -1979696.432880 nChanged 85 SP:Iteration 19Q (811.919619 sec): 3 clusters Score: Raw -1982894.174459 + Penalty 3139.690977 = -1979754.483481 nChanged 72 SP:Iteration 20F (811.956935 sec): 3 clusters Score: Raw -1982945.264875 + Penalty 3139.690977 = -1979805.573898 nChanged 64 SP:Iteration 21Q (812.017781 sec): 3 clusters Score: Raw -1982990.769193 + Penalty 3139.690977 = -1979851.078216 nChanged 36 SP:Iteration 22Q (812.052230 sec): 3 clusters Score: Raw -1983014.356774 + Penalty 3139.690977 = -1979874.665797 nChanged 23 SP:Iteration 23Q (812.116738 sec): 3 clusters Score: Raw -1983030.260932 + Penalty 3139.690977 = -1979890.569955 nChanged 24 SP:Iteration 24Q (812.169861 sec): 3 clusters Score: Raw -1983043.712053 + Penalty 3139.690977 = -1979904.021076 nChanged 14 SP:Iteration 25Q (812.199947 sec): 3 clusters Score: Raw -1983054.530339 + Penalty 3139.690977 = -1979914.839362 nChanged 12 SP:Iteration 26Q (812.230313 sec): 3 clusters Score: Raw -1983063.212769 + Penalty 3139.690977 = -1979923.521792 nChanged 9 SP:Iteration 27Q (812.295690 sec): 3 clusters Score: Raw -1983069.001515 + Penalty 3139.690977 = -1979929.310537 nChanged 12 SP:Iteration 28Q (812.338151 sec): 3 clusters Score: Raw -1983075.441801 + Penalty 3139.690977 = -1979935.750824 nChanged 8 SP:Iteration 29Q (812.368608 sec): 3 clusters Score: Raw -1983080.901562 + Penalty 3139.690977 = -1979941.210584 nChanged 7 SP:Iteration 30Q (812.427939 sec): 3 clusters Score: Raw -1983086.388407 + Penalty 3139.690977 = -1979946.697429 nChanged 4 SP:Iteration 31Q (812.467038 sec): 3 clusters Score: Raw -1983088.769707 + Penalty 3139.690977 = -1979949.078729 nChanged 4 SP:Iteration 32Q (812.529595 sec): 3 clusters Score: Raw -1983092.089762 + Penalty 3139.690977 = -1979952.398785 nChanged 5 SP:Iteration 33Q (812.572192 sec): 3 clusters Score: Raw -1983095.260462 + Penalty 3139.690977 = -1979955.569485 nChanged 8 SP:Iteration 34Q (812.602363 sec): 3 clusters Score: Raw -1983100.145500 + Penalty 3139.690977 = -1979960.454523 nChanged 4 SP:Iteration 35Q (812.632694 sec): 3 clusters Score: Raw -1983101.470591 + Penalty 3139.690977 = -1979961.779613 nChanged 2 SP:Iteration 36Q (812.673586 sec): 3 clusters Score: Raw -1983102.192752 + Penalty 3139.690977 = -1979962.501775 nChanged 1 SP:Iteration 37Q (812.703068 sec): 3 clusters Score: Raw -1983102.834787 + Penalty 3139.690977 = -1979963.143809 nChanged 0 SP:Iteration 38F (812.775468 sec): 3 clusters Score: Raw -1983102.834787 + Penalty 3139.690977 = -1979963.143809 nChanged 0 Trying to split cluster 12 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (812.786565 sec): 2 clusters Score: Raw -17469.476346 + Penalty 845.651087 = -16623.825259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (812.835966 sec): 3 clusters Score: Raw -17659.999846 + Penalty 1691.302173 = -15968.697673 nChanged 27 SP:Iteration 1F (812.840775 sec): 3 clusters Score: Raw -17749.709732 + Penalty 1691.302173 = -16058.407559 nChanged 9 SP:Iteration 2Q (812.842303 sec): 3 clusters Score: Raw -17776.670159 + Penalty 1691.302173 = -16085.367986 nChanged 6 SP:Iteration 3Q (812.843806 sec): 3 clusters Score: Raw -17790.046734 + Penalty 1691.302173 = -16098.744560 nChanged 2 SP:Iteration 4Q (812.845292 sec): 3 clusters Score: Raw -17795.005255 + Penalty 1691.302173 = -16103.703081 nChanged 1 SP:Iteration 5Q (812.846757 sec): 3 clusters Score: Raw -17797.997533 + Penalty 1691.302173 = -16106.695360 nChanged 3 SP:Iteration 6Q (812.880912 sec): 3 clusters Score: Raw -17806.406331 + Penalty 1691.302173 = -16115.104157 nChanged 2 SP:Iteration 7Q (812.927220 sec): 3 clusters Score: Raw -17810.412825 + Penalty 1691.302173 = -16119.110652 nChanged 0 SP:Iteration 8F (812.971505 sec): 3 clusters Score: Raw -17810.412825 + Penalty 1691.302173 = -16119.110652 nChanged 0 Trying to split cluster 13 (28225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (813.029685 sec): 2 clusters Score: Raw -3529717.519152 + Penalty 1665.294051 = -3528052.225102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (813.096325 sec): 3 clusters Score: Raw -3512398.576943 + Penalty 3330.588101 = -3509067.988842 nChanged 12888 SP:Iteration 1F (813.149952 sec): 3 clusters Score: Raw -3519446.464988 + Penalty 3330.588101 = -3516115.876886 nChanged 1306 SP:Iteration 2Q (813.239002 sec): 3 clusters Score: Raw -3519903.145091 + Penalty 3330.588101 = -3516572.556989 nChanged 1331 SP:Iteration 3Q (813.320474 sec): 3 clusters Score: Raw -3520377.066394 + Penalty 3330.588101 = -3517046.478293 nChanged 1228 SP:Iteration 4Q (813.384101 sec): 3 clusters Score: Raw -3520863.710753 + Penalty 3330.588101 = -3517533.122652 nChanged 1213 SP:Iteration 5Q (813.440030 sec): 3 clusters Score: Raw -3521403.449510 + Penalty 3330.588101 = -3518072.861408 nChanged 1262 SP:Iteration 6Q (813.501943 sec): 3 clusters Score: Raw -3522033.295688 + Penalty 3330.588101 = -3518702.707587 nChanged 1315 SP:Iteration 7Q (813.575702 sec): 3 clusters Score: Raw -3522754.398358 + Penalty 3330.588101 = -3519423.810257 nChanged 1330 SP:Iteration 8Q (813.656217 sec): 3 clusters Score: Raw -3523531.866910 + Penalty 3330.588101 = -3520201.278809 nChanged 1354 SP:Iteration 9Q (813.709866 sec): 3 clusters Score: Raw -3524262.266930 + Penalty 3330.588101 = -3520931.678828 nChanged 1279 SP:Iteration 10Q (813.767104 sec): 3 clusters Score: Raw -3524915.645170 + Penalty 3330.588101 = -3521585.057069 nChanged 1157 SP:Iteration 11Q (813.826520 sec): 3 clusters Score: Raw -3525465.102543 + Penalty 3330.588101 = -3522134.514442 nChanged 966 SP:Iteration 12Q (813.899399 sec): 3 clusters Score: Raw -3525853.782127 + Penalty 3330.588101 = -3522523.194026 nChanged 818 SP:Iteration 13Q (813.960744 sec): 3 clusters Score: Raw -3526126.002250 + Penalty 3330.588101 = -3522795.414149 nChanged 620 SP:Iteration 14Q (814.015561 sec): 3 clusters Score: Raw -3526307.201660 + Penalty 3330.588101 = -3522976.613559 nChanged 532 SP:Iteration 15Q (814.092638 sec): 3 clusters Score: Raw -3526461.501983 + Penalty 3330.588101 = -3523130.913881 nChanged 452 SP:Iteration 16Q (814.152855 sec): 3 clusters Score: Raw -3526575.739106 + Penalty 3330.588101 = -3523245.151005 nChanged 392 SP:Iteration 17Q (814.206090 sec): 3 clusters Score: Raw -3526666.670358 + Penalty 3330.588101 = -3523336.082256 nChanged 349 SP:Iteration 18Q (814.287829 sec): 3 clusters Score: Raw -3526743.695238 + Penalty 3330.588101 = -3523413.107137 nChanged 309 SP:Iteration 19Q (814.365060 sec): 3 clusters Score: Raw -3526807.478188 + Penalty 3330.588101 = -3523476.890087 nChanged 260 SP:Iteration 20F (814.450086 sec): 3 clusters Score: Raw -3526861.929551 + Penalty 3330.588101 = -3523531.341450 nChanged 253 SP:Iteration 21Q (814.527933 sec): 3 clusters Score: Raw -3526911.288752 + Penalty 3330.588101 = -3523580.700650 nChanged 258 SP:Iteration 22Q (814.598607 sec): 3 clusters Score: Raw -3526960.162098 + Penalty 3330.588101 = -3523629.573997 nChanged 240 SP:Iteration 23Q (814.671516 sec): 3 clusters Score: Raw -3527006.584319 + Penalty 3330.588101 = -3523675.996217 nChanged 254 SP:Iteration 24Q (814.743193 sec): 3 clusters Score: Raw -3527059.806285 + Penalty 3330.588101 = -3523729.218183 nChanged 263 SP:Iteration 25Q (814.796309 sec): 3 clusters Score: Raw -3527115.752340 + Penalty 3330.588101 = -3523785.164239 nChanged 245 SP:Iteration 26Q (814.853198 sec): 3 clusters Score: Raw -3527157.333880 + Penalty 3330.588101 = -3523826.745779 nChanged 222 SP:Iteration 27Q (814.940448 sec): 3 clusters Score: Raw -3527201.164819 + Penalty 3330.588101 = -3523870.576718 nChanged 226 SP:Iteration 28Q (815.028390 sec): 3 clusters Score: Raw -3527242.564032 + Penalty 3330.588101 = -3523911.975930 nChanged 208 SP:Iteration 29Q (815.091984 sec): 3 clusters Score: Raw -3527282.375577 + Penalty 3330.588101 = -3523951.787475 nChanged 223 SP:Iteration 30Q (815.143821 sec): 3 clusters Score: Raw -3527326.705719 + Penalty 3330.588101 = -3523996.117617 nChanged 253 SP:Iteration 31Q (815.194113 sec): 3 clusters Score: Raw -3527386.411797 + Penalty 3330.588101 = -3524055.823696 nChanged 278 SP:Iteration 32Q (815.250199 sec): 3 clusters Score: Raw -3527467.299051 + Penalty 3330.588101 = -3524136.710949 nChanged 323 SP:Iteration 33Q (815.310900 sec): 3 clusters Score: Raw -3527560.734216 + Penalty 3330.588101 = -3524230.146115 nChanged 323 SP:Iteration 34Q (815.362322 sec): 3 clusters Score: Raw -3527652.231606 + Penalty 3330.588101 = -3524321.643504 nChanged 332 SP:Iteration 35Q (815.413355 sec): 3 clusters Score: Raw -3527758.951474 + Penalty 3330.588101 = -3524428.363373 nChanged 348 SP:Iteration 36Q (815.467242 sec): 3 clusters Score: Raw -3527879.120502 + Penalty 3330.588101 = -3524548.532401 nChanged 385 SP:Iteration 37Q (815.516253 sec): 3 clusters Score: Raw -3528011.720402 + Penalty 3330.588101 = -3524681.132301 nChanged 381 SP:Iteration 38Q (815.574652 sec): 3 clusters Score: Raw -3528153.827789 + Penalty 3330.588101 = -3524823.239688 nChanged 399 SP:Iteration 39Q (815.626157 sec): 3 clusters Score: Raw -3528308.401214 + Penalty 3330.588101 = -3524977.813112 nChanged 391 SP:Iteration 40F (815.683962 sec): 3 clusters Score: Raw -3528465.825902 + Penalty 3330.588101 = -3525135.237801 nChanged 362 SP:Iteration 41Q (815.735742 sec): 3 clusters Score: Raw -3528613.530276 + Penalty 3330.588101 = -3525282.942174 nChanged 342 SP:Iteration 42Q (815.786277 sec): 3 clusters Score: Raw -3528751.058245 + Penalty 3330.588101 = -3525420.470143 nChanged 325 SP:Iteration 43Q (815.833845 sec): 3 clusters Score: Raw -3528878.845872 + Penalty 3330.588101 = -3525548.257770 nChanged 283 SP:Iteration 44Q (815.889572 sec): 3 clusters Score: Raw -3528995.985690 + Penalty 3330.588101 = -3525665.397588 nChanged 279 SP:Iteration 45Q (815.940131 sec): 3 clusters Score: Raw -3529111.734436 + Penalty 3330.588101 = -3525781.146335 nChanged 238 SP:Iteration 46Q (815.987371 sec): 3 clusters Score: Raw -3529200.316701 + Penalty 3330.588101 = -3525869.728600 nChanged 220 SP:Iteration 47Q (816.035979 sec): 3 clusters Score: Raw -3529282.256048 + Penalty 3330.588101 = -3525951.667946 nChanged 204 SP:Iteration 48Q (816.085987 sec): 3 clusters Score: Raw -3529356.618554 + Penalty 3330.588101 = -3526026.030452 nChanged 190 SP:Iteration 49Q (816.132190 sec): 3 clusters Score: Raw -3529426.194399 + Penalty 3330.588101 = -3526095.606297 nChanged 163 SP:Iteration 50Q (816.178928 sec): 3 clusters Score: Raw -3529483.928255 + Penalty 3330.588101 = -3526153.340154 nChanged 145 SP:Iteration 51Q (816.225122 sec): 3 clusters Score: Raw -3529540.382199 + Penalty 3330.588101 = -3526209.794098 nChanged 149 SP:Iteration 52Q (816.273326 sec): 3 clusters Score: Raw -3529607.277268 + Penalty 3330.588101 = -3526276.689167 nChanged 141 SP:Iteration 53Q (816.325063 sec): 3 clusters Score: Raw -3529670.759961 + Penalty 3330.588101 = -3526340.171859 nChanged 132 SP:Iteration 54Q (816.373622 sec): 3 clusters Score: Raw -3529729.442397 + Penalty 3330.588101 = -3526398.854295 nChanged 105 SP:Iteration 55Q (816.421783 sec): 3 clusters Score: Raw -3529776.716156 + Penalty 3330.588101 = -3526446.128055 nChanged 77 SP:Iteration 56Q (816.466832 sec): 3 clusters Score: Raw -3529808.058224 + Penalty 3330.588101 = -3526477.470123 nChanged 71 SP:Iteration 57Q (816.539652 sec): 3 clusters Score: Raw -3529842.448847 + Penalty 3330.588101 = -3526511.860745 nChanged 50 SP:Iteration 58Q (816.593508 sec): 3 clusters Score: Raw -3529866.338170 + Penalty 3330.588101 = -3526535.750068 nChanged 54 SP:Iteration 59Q (816.667171 sec): 3 clusters Score: Raw -3529889.542765 + Penalty 3330.588101 = -3526558.954663 nChanged 40 SP:Iteration 60F (816.720720 sec): 3 clusters Score: Raw -3529906.611253 + Penalty 3330.588101 = -3526576.023151 nChanged 44 SP:Iteration 61Q (816.768620 sec): 3 clusters Score: Raw -3529924.223860 + Penalty 3330.588101 = -3526593.635759 nChanged 46 SP:Iteration 62Q (816.822406 sec): 3 clusters Score: Raw -3529945.276289 + Penalty 3330.588101 = -3526614.688188 nChanged 38 SP:Iteration 63Q (816.872834 sec): 3 clusters Score: Raw -3529959.462729 + Penalty 3330.588101 = -3526628.874628 nChanged 26 SP:Iteration 64Q (816.922218 sec): 3 clusters Score: Raw -3529969.651225 + Penalty 3330.588101 = -3526639.063124 nChanged 15 SP:Iteration 65Q (816.973215 sec): 3 clusters Score: Raw -3529974.549098 + Penalty 3330.588101 = -3526643.960997 nChanged 13 SP:Iteration 66Q (817.024679 sec): 3 clusters Score: Raw -3529977.807476 + Penalty 3330.588101 = -3526647.219375 nChanged 11 SP:Iteration 67Q (817.072544 sec): 3 clusters Score: Raw -3529982.312918 + Penalty 3330.588101 = -3526651.724817 nChanged 16 SP:Iteration 68Q (817.123556 sec): 3 clusters Score: Raw -3529987.402429 + Penalty 3330.588101 = -3526656.814328 nChanged 16 SP:Iteration 69Q (817.185737 sec): 3 clusters Score: Raw -3529993.551716 + Penalty 3330.588101 = -3526662.963614 nChanged 10 SP:Iteration 70Q (817.229770 sec): 3 clusters Score: Raw -3529996.781701 + Penalty 3330.588101 = -3526666.193599 nChanged 4 SP:Iteration 71Q (817.279149 sec): 3 clusters Score: Raw -3529997.967998 + Penalty 3330.588101 = -3526667.379896 nChanged 6 SP:Iteration 72Q (817.325733 sec): 3 clusters Score: Raw -3529999.370556 + Penalty 3330.588101 = -3526668.782455 nChanged 7 SP:Iteration 73Q (817.370142 sec): 3 clusters Score: Raw -3530002.420050 + Penalty 3330.588101 = -3526671.831949 nChanged 10 SP:Iteration 74Q (817.414037 sec): 3 clusters Score: Raw -3530006.047723 + Penalty 3330.588101 = -3526675.459621 nChanged 9 SP:Iteration 75Q (817.461240 sec): 3 clusters Score: Raw -3530008.691915 + Penalty 3330.588101 = -3526678.103813 nChanged 5 SP:Iteration 76Q (817.512538 sec): 3 clusters Score: Raw -3530010.510190 + Penalty 3330.588101 = -3526679.922088 nChanged 6 SP:Iteration 77Q (817.563141 sec): 3 clusters Score: Raw -3530012.036400 + Penalty 3330.588101 = -3526681.448298 nChanged 6 SP:Iteration 78Q (817.612972 sec): 3 clusters Score: Raw -3530014.164802 + Penalty 3330.588101 = -3526683.576700 nChanged 6 SP:Iteration 79Q (817.656426 sec): 3 clusters Score: Raw -3530017.045196 + Penalty 3330.588101 = -3526686.457095 nChanged 7 SP:Iteration 80F (817.710345 sec): 3 clusters Score: Raw -3530019.517700 + Penalty 3330.588101 = -3526688.929599 nChanged 6 SP:Iteration 81Q (817.757152 sec): 3 clusters Score: Raw -3530021.299675 + Penalty 3330.588101 = -3526690.711574 nChanged 2 SP:Iteration 82Q (817.807443 sec): 3 clusters Score: Raw -3530021.985940 + Penalty 3330.588101 = -3526691.397838 nChanged 4 SP:Iteration 83Q (817.850687 sec): 3 clusters Score: Raw -3530023.555461 + Penalty 3330.588101 = -3526692.967359 nChanged 5 SP:Iteration 84Q (817.898066 sec): 3 clusters Score: Raw -3530025.918809 + Penalty 3330.588101 = -3526695.330707 nChanged 8 SP:Iteration 85Q (817.948536 sec): 3 clusters Score: Raw -3530029.338497 + Penalty 3330.588101 = -3526698.750396 nChanged 6 SP:Iteration 86Q (818.024979 sec): 3 clusters Score: Raw -3530030.843453 + Penalty 3330.588101 = -3526700.255352 nChanged 4 SP:Iteration 87Q (818.072562 sec): 3 clusters Score: Raw -3530031.832977 + Penalty 3330.588101 = -3526701.244876 nChanged 1 SP:Iteration 88Q (818.116335 sec): 3 clusters Score: Raw -3530032.000478 + Penalty 3330.588101 = -3526701.412377 nChanged 0 SP:Iteration 89F (818.169558 sec): 3 clusters Score: Raw -3530032.000478 + Penalty 3330.588101 = -3526701.412377 nChanged 0 Trying to split cluster 14 (19956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (818.204833 sec): 2 clusters Score: Raw -2340342.809180 + Penalty 1608.958833 = -2338733.850347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (818.253468 sec): 3 clusters Score: Raw -2328428.075779 + Penalty 3217.917667 = -2325210.158112 nChanged 8937 SP:Iteration 1F (818.305605 sec): 3 clusters Score: Raw -2333398.427766 + Penalty 3217.917667 = -2330180.510099 nChanged 1207 SP:Iteration 2F (818.359316 sec): 3 clusters Score: Raw -2333984.572995 + Penalty 3217.917667 = -2330766.655328 nChanged 1208 SP:Iteration 3F (818.401915 sec): 3 clusters Score: Raw -2334612.456114 + Penalty 3217.917667 = -2331394.538448 nChanged 1150 SP:Iteration 4F (818.454504 sec): 3 clusters Score: Raw -2335272.161475 + Penalty 3217.917667 = -2332054.243809 nChanged 1150 SP:Iteration 5F (818.503914 sec): 3 clusters Score: Raw -2335950.945568 + Penalty 3217.917667 = -2332733.027901 nChanged 1160 SP:Iteration 6F (818.557791 sec): 3 clusters Score: Raw -2336786.225689 + Penalty 3217.917667 = -2333568.308022 nChanged 1142 SP:Iteration 7F (818.611378 sec): 3 clusters Score: Raw -2337568.485554 + Penalty 3217.917667 = -2334350.567887 nChanged 1018 SP:Iteration 8F (818.658642 sec): 3 clusters Score: Raw -2338153.147889 + Penalty 3217.917667 = -2334935.230222 nChanged 751 SP:Iteration 9Q (818.701004 sec): 3 clusters Score: Raw -2338492.034003 + Penalty 3217.917667 = -2335274.116336 nChanged 541 SP:Iteration 10Q (818.746638 sec): 3 clusters Score: Raw -2338710.991319 + Penalty 3217.917667 = -2335493.073652 nChanged 440 SP:Iteration 11Q (818.797271 sec): 3 clusters Score: Raw -2338916.019191 + Penalty 3217.917667 = -2335698.101524 nChanged 401 SP:Iteration 12Q (818.847276 sec): 3 clusters Score: Raw -2339117.253720 + Penalty 3217.917667 = -2335899.336053 nChanged 439 SP:Iteration 13Q (818.899600 sec): 3 clusters Score: Raw -2339350.198014 + Penalty 3217.917667 = -2336132.280348 nChanged 443 SP:Iteration 14Q (818.947253 sec): 3 clusters Score: Raw -2339567.262449 + Penalty 3217.917667 = -2336349.344782 nChanged 412 SP:Iteration 15Q (818.989844 sec): 3 clusters Score: Raw -2339737.877476 + Penalty 3217.917667 = -2336519.959810 nChanged 344 SP:Iteration 16Q (819.046487 sec): 3 clusters Score: Raw -2339861.983792 + Penalty 3217.917667 = -2336644.066125 nChanged 312 SP:Iteration 17Q (819.089265 sec): 3 clusters Score: Raw -2339970.610639 + Penalty 3217.917667 = -2336752.692972 nChanged 258 SP:Iteration 18Q (819.141781 sec): 3 clusters Score: Raw -2340047.719245 + Penalty 3217.917667 = -2336829.801578 nChanged 224 SP:Iteration 19Q (819.182438 sec): 3 clusters Score: Raw -2340106.389041 + Penalty 3217.917667 = -2336888.471374 nChanged 213 SP:Iteration 20F (819.224972 sec): 3 clusters Score: Raw -2340162.138662 + Penalty 3217.917667 = -2336944.220995 nChanged 199 SP:Iteration 21Q (819.267815 sec): 3 clusters Score: Raw -2340213.450778 + Penalty 3217.917667 = -2336995.533111 nChanged 178 SP:Iteration 22Q (819.320409 sec): 3 clusters Score: Raw -2340257.707843 + Penalty 3217.917667 = -2337039.790176 nChanged 174 SP:Iteration 23Q (819.374303 sec): 3 clusters Score: Raw -2340297.190465 + Penalty 3217.917667 = -2337079.272798 nChanged 162 SP:Iteration 24Q (819.425302 sec): 3 clusters Score: Raw -2340334.320284 + Penalty 3217.917667 = -2337116.402617 nChanged 139 SP:Iteration 25Q (819.506194 sec): 3 clusters Score: Raw -2340364.416081 + Penalty 3217.917667 = -2337146.498414 nChanged 124 SP:Iteration 26Q (819.559169 sec): 3 clusters Score: Raw -2340385.600054 + Penalty 3217.917667 = -2337167.682387 nChanged 94 SP:Iteration 27Q (819.599954 sec): 3 clusters Score: Raw -2340400.694577 + Penalty 3217.917667 = -2337182.776910 nChanged 81 SP:Iteration 28Q (819.641140 sec): 3 clusters Score: Raw -2340412.002739 + Penalty 3217.917667 = -2337194.085072 nChanged 72 SP:Iteration 29Q (819.681579 sec): 3 clusters Score: Raw -2340420.820468 + Penalty 3217.917667 = -2337202.902801 nChanged 64 SP:Iteration 30Q (819.724890 sec): 3 clusters Score: Raw -2340427.818645 + Penalty 3217.917667 = -2337209.900978 nChanged 57 SP:Iteration 31Q (819.765574 sec): 3 clusters Score: Raw -2340435.577353 + Penalty 3217.917667 = -2337217.659686 nChanged 56 SP:Iteration 32Q (819.805947 sec): 3 clusters Score: Raw -2340442.304254 + Penalty 3217.917667 = -2337224.386587 nChanged 42 SP:Iteration 33Q (819.882057 sec): 3 clusters Score: Raw -2340446.903264 + Penalty 3217.917667 = -2337228.985597 nChanged 35 SP:Iteration 34Q (819.925317 sec): 3 clusters Score: Raw -2340450.374365 + Penalty 3217.917667 = -2337232.456698 nChanged 34 SP:Iteration 35Q (819.978283 sec): 3 clusters Score: Raw -2340453.196340 + Penalty 3217.917667 = -2337235.278673 nChanged 23 SP:Iteration 36Q (820.026227 sec): 3 clusters Score: Raw -2340454.725306 + Penalty 3217.917667 = -2337236.807640 nChanged 18 SP:Iteration 37Q (820.073666 sec): 3 clusters Score: Raw -2340455.946704 + Penalty 3217.917667 = -2337238.029038 nChanged 13 SP:Iteration 38Q (820.113801 sec): 3 clusters Score: Raw -2340456.498950 + Penalty 3217.917667 = -2337238.581284 nChanged 10 SP:Iteration 39Q (820.164022 sec): 3 clusters Score: Raw -2340457.286627 + Penalty 3217.917667 = -2337239.368960 nChanged 13 SP:Iteration 40F (820.221822 sec): 3 clusters Score: Raw -2340458.248032 + Penalty 3217.917667 = -2337240.330365 nChanged 15 SP:Iteration 41Q (820.263748 sec): 3 clusters Score: Raw -2340459.700065 + Penalty 3217.917667 = -2337241.782398 nChanged 17 SP:Iteration 42Q (820.319966 sec): 3 clusters Score: Raw -2340461.517543 + Penalty 3217.917667 = -2337243.599876 nChanged 24 SP:Iteration 43Q (820.387439 sec): 3 clusters Score: Raw -2340463.872541 + Penalty 3217.917667 = -2337245.954874 nChanged 33 SP:Iteration 44Q (820.441552 sec): 3 clusters Score: Raw -2340466.985991 + Penalty 3217.917667 = -2337249.068324 nChanged 30 SP:Iteration 45Q (820.488333 sec): 3 clusters Score: Raw -2340469.594685 + Penalty 3217.917667 = -2337251.677018 nChanged 22 SP:Iteration 46Q (820.533298 sec): 3 clusters Score: Raw -2340470.864438 + Penalty 3217.917667 = -2337252.946771 nChanged 14 SP:Iteration 47Q (820.578159 sec): 3 clusters Score: Raw -2340471.823099 + Penalty 3217.917667 = -2337253.905432 nChanged 18 SP:Iteration 48Q (820.635194 sec): 3 clusters Score: Raw -2340472.517989 + Penalty 3217.917667 = -2337254.600322 nChanged 8 SP:Iteration 49Q (820.676630 sec): 3 clusters Score: Raw -2340472.875730 + Penalty 3217.917667 = -2337254.958063 nChanged 4 SP:Iteration 50Q (820.721667 sec): 3 clusters Score: Raw -2340473.071749 + Penalty 3217.917667 = -2337255.154082 nChanged 5 SP:Iteration 51Q (820.766407 sec): 3 clusters Score: Raw -2340473.273107 + Penalty 3217.917667 = -2337255.355440 nChanged 4 SP:Iteration 52Q (820.813283 sec): 3 clusters Score: Raw -2340473.405141 + Penalty 3217.917667 = -2337255.487475 nChanged 1 SP:Iteration 53Q (820.879457 sec): 3 clusters Score: Raw -2340473.424144 + Penalty 3217.917667 = -2337255.506478 nChanged 0 SP:Iteration 54F (820.928907 sec): 3 clusters Score: Raw -2340473.424144 + Penalty 3217.917667 = -2337255.506478 nChanged 0 Trying to split cluster 15 (4623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (820.952187 sec): 2 clusters Score: Raw -573224.855061 + Penalty 1371.304858 = -571853.550203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (820.973980 sec): 3 clusters Score: Raw -570871.657409 + Penalty 2742.609715 = -568129.047693 nChanged 1892 SP:Iteration 1F (820.993220 sec): 3 clusters Score: Raw -571870.262155 + Penalty 2742.609715 = -569127.652440 nChanged 311 SP:Iteration 2F (821.013514 sec): 3 clusters Score: Raw -572039.367062 + Penalty 2742.609715 = -569296.757347 nChanged 240 SP:Iteration 3F (821.036657 sec): 3 clusters Score: Raw -572201.117016 + Penalty 2742.609715 = -569458.507301 nChanged 224 SP:Iteration 4Q (821.083853 sec): 3 clusters Score: Raw -572358.335613 + Penalty 2742.609715 = -569615.725898 nChanged 187 SP:Iteration 5Q (821.144850 sec): 3 clusters Score: Raw -572475.571246 + Penalty 2742.609715 = -569732.961531 nChanged 155 SP:Iteration 6Q (821.189989 sec): 3 clusters Score: Raw -572574.472365 + Penalty 2742.609715 = -569831.862650 nChanged 128 SP:Iteration 7Q (821.240591 sec): 3 clusters Score: Raw -572661.067209 + Penalty 2742.609715 = -569918.457494 nChanged 130 SP:Iteration 8Q (821.271023 sec): 3 clusters Score: Raw -572745.741640 + Penalty 2742.609715 = -570003.131925 nChanged 125 SP:Iteration 9Q (821.301225 sec): 3 clusters Score: Raw -572819.686840 + Penalty 2742.609715 = -570077.077124 nChanged 102 SP:Iteration 10Q (821.320937 sec): 3 clusters Score: Raw -572881.761418 + Penalty 2742.609715 = -570139.151703 nChanged 98 SP:Iteration 11Q (821.340541 sec): 3 clusters Score: Raw -572948.343467 + Penalty 2742.609715 = -570205.733751 nChanged 97 SP:Iteration 12Q (821.367689 sec): 3 clusters Score: Raw -573009.286722 + Penalty 2742.609715 = -570266.677006 nChanged 83 SP:Iteration 13Q (821.387766 sec): 3 clusters Score: Raw -573059.575177 + Penalty 2742.609715 = -570316.965462 nChanged 73 SP:Iteration 14Q (821.407874 sec): 3 clusters Score: Raw -573107.562322 + Penalty 2742.609715 = -570364.952607 nChanged 80 SP:Iteration 15Q (821.427759 sec): 3 clusters Score: Raw -573154.024052 + Penalty 2742.609715 = -570411.414337 nChanged 62 SP:Iteration 16Q (821.447697 sec): 3 clusters Score: Raw -573199.212112 + Penalty 2742.609715 = -570456.602396 nChanged 56 SP:Iteration 17Q (821.467174 sec): 3 clusters Score: Raw -573243.249741 + Penalty 2742.609715 = -570500.640026 nChanged 59 SP:Iteration 18Q (821.486957 sec): 3 clusters Score: Raw -573278.589595 + Penalty 2742.609715 = -570535.979879 nChanged 44 SP:Iteration 19Q (821.506334 sec): 3 clusters Score: Raw -573303.279662 + Penalty 2742.609715 = -570560.669947 nChanged 24 SP:Iteration 20F (821.525666 sec): 3 clusters Score: Raw -573316.211495 + Penalty 2742.609715 = -570573.601780 nChanged 27 SP:Iteration 21Q (821.555267 sec): 3 clusters Score: Raw -573332.027576 + Penalty 2742.609715 = -570589.417861 nChanged 22 SP:Iteration 22Q (821.610965 sec): 3 clusters Score: Raw -573341.769501 + Penalty 2742.609715 = -570599.159786 nChanged 15 SP:Iteration 23Q (821.661649 sec): 3 clusters Score: Raw -573347.052855 + Penalty 2742.609715 = -570604.443139 nChanged 15 SP:Iteration 24Q (821.686089 sec): 3 clusters Score: Raw -573353.448807 + Penalty 2742.609715 = -570610.839091 nChanged 10 SP:Iteration 25Q (821.714638 sec): 3 clusters Score: Raw -573359.301416 + Penalty 2742.609715 = -570616.691701 nChanged 15 SP:Iteration 26Q (821.736000 sec): 3 clusters Score: Raw -573367.190827 + Penalty 2742.609715 = -570624.581111 nChanged 13 SP:Iteration 27Q (821.754805 sec): 3 clusters Score: Raw -573374.465821 + Penalty 2742.609715 = -570631.856105 nChanged 10 SP:Iteration 28Q (821.774279 sec): 3 clusters Score: Raw -573377.464340 + Penalty 2742.609715 = -570634.854625 nChanged 5 SP:Iteration 29Q (821.803205 sec): 3 clusters Score: Raw -573381.177554 + Penalty 2742.609715 = -570638.567839 nChanged 6 SP:Iteration 30Q (821.822401 sec): 3 clusters Score: Raw -573382.774113 + Penalty 2742.609715 = -570640.164398 nChanged 0 SP:Iteration 31F (821.842540 sec): 3 clusters Score: Raw -573382.774113 + Penalty 2742.609715 = -570640.164398 nChanged 0 Trying to split cluster 16 (3467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (821.859295 sec): 2 clusters Score: Raw -429511.633928 + Penalty 1324.544804 = -428187.089124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (821.886886 sec): 3 clusters Score: Raw -427789.694101 + Penalty 2649.089607 = -425140.604494 nChanged 1339 SP:Iteration 1F (821.907524 sec): 3 clusters Score: Raw -428535.035724 + Penalty 2649.089607 = -425885.946117 nChanged 286 SP:Iteration 2F (821.928743 sec): 3 clusters Score: Raw -428718.623782 + Penalty 2649.089607 = -426069.534175 nChanged 189 SP:Iteration 3F (821.950816 sec): 3 clusters Score: Raw -428840.385058 + Penalty 2649.089607 = -426191.295451 nChanged 154 SP:Iteration 4Q (821.969268 sec): 3 clusters Score: Raw -428942.960178 + Penalty 2649.089607 = -426293.870571 nChanged 131 SP:Iteration 5Q (821.989381 sec): 3 clusters Score: Raw -429012.538595 + Penalty 2649.089607 = -426363.448988 nChanged 107 SP:Iteration 6Q (822.014051 sec): 3 clusters Score: Raw -429072.078142 + Penalty 2649.089607 = -426422.988534 nChanged 108 SP:Iteration 7Q (822.030773 sec): 3 clusters Score: Raw -429135.563510 + Penalty 2649.089607 = -426486.473903 nChanged 88 SP:Iteration 8Q (822.047582 sec): 3 clusters Score: Raw -429181.938821 + Penalty 2649.089607 = -426532.849213 nChanged 83 SP:Iteration 9Q (822.064114 sec): 3 clusters Score: Raw -429218.690416 + Penalty 2649.089607 = -426569.600808 nChanged 51 SP:Iteration 10Q (822.080941 sec): 3 clusters Score: Raw -429239.496841 + Penalty 2649.089607 = -426590.407233 nChanged 44 SP:Iteration 11Q (822.100675 sec): 3 clusters Score: Raw -429260.951484 + Penalty 2649.089607 = -426611.861877 nChanged 56 SP:Iteration 12Q (822.117452 sec): 3 clusters Score: Raw -429286.696540 + Penalty 2649.089607 = -426637.606933 nChanged 46 SP:Iteration 13Q (822.140378 sec): 3 clusters Score: Raw -429305.846647 + Penalty 2649.089607 = -426656.757040 nChanged 47 SP:Iteration 14Q (822.158283 sec): 3 clusters Score: Raw -429327.143846 + Penalty 2649.089607 = -426678.054238 nChanged 57 SP:Iteration 15Q (822.181353 sec): 3 clusters Score: Raw -429352.409305 + Penalty 2649.089607 = -426703.319697 nChanged 46 SP:Iteration 16Q (822.197898 sec): 3 clusters Score: Raw -429370.558087 + Penalty 2649.089607 = -426721.468479 nChanged 37 SP:Iteration 17Q (822.213648 sec): 3 clusters Score: Raw -429385.578642 + Penalty 2649.089607 = -426736.489035 nChanged 34 SP:Iteration 18Q (822.230333 sec): 3 clusters Score: Raw -429397.829632 + Penalty 2649.089607 = -426748.740025 nChanged 27 SP:Iteration 19Q (822.246898 sec): 3 clusters Score: Raw -429407.709875 + Penalty 2649.089607 = -426758.620267 nChanged 22 SP:Iteration 20F (822.263506 sec): 3 clusters Score: Raw -429413.515340 + Penalty 2649.089607 = -426764.425733 nChanged 12 SP:Iteration 21Q (822.280086 sec): 3 clusters Score: Raw -429417.594007 + Penalty 2649.089607 = -426768.504399 nChanged 15 SP:Iteration 22Q (822.296766 sec): 3 clusters Score: Raw -429423.043238 + Penalty 2649.089607 = -426773.953631 nChanged 16 SP:Iteration 23Q (822.313261 sec): 3 clusters Score: Raw -429427.988216 + Penalty 2649.089607 = -426778.898609 nChanged 19 SP:Iteration 24Q (822.338215 sec): 3 clusters Score: Raw -429434.534599 + Penalty 2649.089607 = -426785.444992 nChanged 19 SP:Iteration 25Q (822.355030 sec): 3 clusters Score: Raw -429442.974166 + Penalty 2649.089607 = -426793.884559 nChanged 23 SP:Iteration 26Q (822.371589 sec): 3 clusters Score: Raw -429449.132757 + Penalty 2649.089607 = -426800.043149 nChanged 10 SP:Iteration 27Q (822.388430 sec): 3 clusters Score: Raw -429453.087950 + Penalty 2649.089607 = -426803.998342 nChanged 18 SP:Iteration 28Q (822.408700 sec): 3 clusters Score: Raw -429458.457005 + Penalty 2649.089607 = -426809.367398 nChanged 14 SP:Iteration 29Q (822.425383 sec): 3 clusters Score: Raw -429461.870144 + Penalty 2649.089607 = -426812.780536 nChanged 11 SP:Iteration 30Q (822.451765 sec): 3 clusters Score: Raw -429464.856197 + Penalty 2649.089607 = -426815.766590 nChanged 6 SP:Iteration 31Q (822.468385 sec): 3 clusters Score: Raw -429466.089065 + Penalty 2649.089607 = -426816.999457 nChanged 3 SP:Iteration 32Q (822.492298 sec): 3 clusters Score: Raw -429466.877124 + Penalty 2649.089607 = -426817.787516 nChanged 3 SP:Iteration 33Q (822.508952 sec): 3 clusters Score: Raw -429467.522939 + Penalty 2649.089607 = -426818.433331 nChanged 3 SP:Iteration 34Q (822.524672 sec): 3 clusters Score: Raw -429468.406008 + Penalty 2649.089607 = -426819.316400 nChanged 1 SP:Iteration 35Q (822.541457 sec): 3 clusters Score: Raw -429468.480650 + Penalty 2649.089607 = -426819.391042 nChanged 0 SP:Iteration 36F (822.558282 sec): 3 clusters Score: Raw -429468.480650 + Penalty 2649.089607 = -426819.391042 nChanged 0 Trying to split cluster 17 (18302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (822.593950 sec): 2 clusters Score: Raw -2289144.095231 + Penalty 1594.899414 = -2287549.195817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (822.637139 sec): 3 clusters Score: Raw -2278124.885818 + Penalty 3189.798827 = -2274935.086990 nChanged 8322 SP:Iteration 1F (822.678257 sec): 3 clusters Score: Raw -2282571.660288 + Penalty 3189.798827 = -2279381.861461 nChanged 893 SP:Iteration 2Q (822.720266 sec): 3 clusters Score: Raw -2282907.834397 + Penalty 3189.798827 = -2279718.035570 nChanged 848 SP:Iteration 3Q (822.762648 sec): 3 clusters Score: Raw -2283220.428497 + Penalty 3189.798827 = -2280030.629670 nChanged 841 SP:Iteration 4Q (822.804927 sec): 3 clusters Score: Raw -2283564.983750 + Penalty 3189.798827 = -2280375.184923 nChanged 842 SP:Iteration 5Q (822.846816 sec): 3 clusters Score: Raw -2283950.291008 + Penalty 3189.798827 = -2280760.492180 nChanged 878 SP:Iteration 6Q (822.888747 sec): 3 clusters Score: Raw -2284409.967495 + Penalty 3189.798827 = -2281220.168667 nChanged 942 SP:Iteration 7F (822.929833 sec): 3 clusters Score: Raw -2285000.196326 + Penalty 3189.798827 = -2281810.397498 nChanged 1032 SP:Iteration 8F (822.972643 sec): 3 clusters Score: Raw -2285720.775612 + Penalty 3189.798827 = -2282530.976785 nChanged 1019 SP:Iteration 9F (823.013850 sec): 3 clusters Score: Raw -2286389.156424 + Penalty 3189.798827 = -2283199.357597 nChanged 872 SP:Iteration 10Q (823.061072 sec): 3 clusters Score: Raw -2286892.394797 + Penalty 3189.798827 = -2283702.595969 nChanged 678 SP:Iteration 11Q (823.102031 sec): 3 clusters Score: Raw -2287148.738772 + Penalty 3189.798827 = -2283958.939945 nChanged 424 SP:Iteration 12Q (823.143191 sec): 3 clusters Score: Raw -2287258.180006 + Penalty 3189.798827 = -2284068.381179 nChanged 260 SP:Iteration 13Q (823.188081 sec): 3 clusters Score: Raw -2287313.160567 + Penalty 3189.798827 = -2284123.361739 nChanged 193 SP:Iteration 14Q (823.228843 sec): 3 clusters Score: Raw -2287354.936154 + Penalty 3189.798827 = -2284165.137326 nChanged 179 SP:Iteration 15Q (823.270181 sec): 3 clusters Score: Raw -2287395.807342 + Penalty 3189.798827 = -2284206.008515 nChanged 177 SP:Iteration 16Q (823.334190 sec): 3 clusters Score: Raw -2287437.764385 + Penalty 3189.798827 = -2284247.965557 nChanged 177 SP:Iteration 17Q (823.373758 sec): 3 clusters Score: Raw -2287486.687471 + Penalty 3189.798827 = -2284296.888644 nChanged 214 SP:Iteration 18Q (823.413704 sec): 3 clusters Score: Raw -2287551.126213 + Penalty 3189.798827 = -2284361.327386 nChanged 240 SP:Iteration 19Q (823.453994 sec): 3 clusters Score: Raw -2287626.464005 + Penalty 3189.798827 = -2284436.665177 nChanged 236 SP:Iteration 20F (823.495067 sec): 3 clusters Score: Raw -2287700.175558 + Penalty 3189.798827 = -2284510.376730 nChanged 236 SP:Iteration 21Q (823.552684 sec): 3 clusters Score: Raw -2287772.728464 + Penalty 3189.798827 = -2284582.929636 nChanged 238 SP:Iteration 22Q (823.601215 sec): 3 clusters Score: Raw -2287845.135698 + Penalty 3189.798827 = -2284655.336870 nChanged 242 SP:Iteration 23Q (823.640896 sec): 3 clusters Score: Raw -2287923.701841 + Penalty 3189.798827 = -2284733.903014 nChanged 240 SP:Iteration 24Q (823.707029 sec): 3 clusters Score: Raw -2287997.066710 + Penalty 3189.798827 = -2284807.267883 nChanged 236 SP:Iteration 25Q (823.746839 sec): 3 clusters Score: Raw -2288065.748271 + Penalty 3189.798827 = -2284875.949444 nChanged 213 SP:Iteration 26Q (823.786554 sec): 3 clusters Score: Raw -2288125.603504 + Penalty 3189.798827 = -2284935.804677 nChanged 217 SP:Iteration 27Q (823.825876 sec): 3 clusters Score: Raw -2288185.996989 + Penalty 3189.798827 = -2284996.198161 nChanged 213 SP:Iteration 28Q (823.871740 sec): 3 clusters Score: Raw -2288254.351493 + Penalty 3189.798827 = -2285064.552666 nChanged 213 SP:Iteration 29Q (823.911241 sec): 3 clusters Score: Raw -2288321.679520 + Penalty 3189.798827 = -2285131.880692 nChanged 195 SP:Iteration 30Q (823.962141 sec): 3 clusters Score: Raw -2288384.469204 + Penalty 3189.798827 = -2285194.670377 nChanged 194 SP:Iteration 31Q (824.005384 sec): 3 clusters Score: Raw -2288448.308279 + Penalty 3189.798827 = -2285258.509452 nChanged 198 SP:Iteration 32Q (824.044104 sec): 3 clusters Score: Raw -2288515.320349 + Penalty 3189.798827 = -2285325.521521 nChanged 194 SP:Iteration 33Q (824.082692 sec): 3 clusters Score: Raw -2288576.246108 + Penalty 3189.798827 = -2285386.447281 nChanged 188 SP:Iteration 34Q (824.121269 sec): 3 clusters Score: Raw -2288636.657181 + Penalty 3189.798827 = -2285446.858354 nChanged 176 SP:Iteration 35Q (824.159472 sec): 3 clusters Score: Raw -2288691.229427 + Penalty 3189.798827 = -2285501.430599 nChanged 173 SP:Iteration 36Q (824.197465 sec): 3 clusters Score: Raw -2288748.251597 + Penalty 3189.798827 = -2285558.452769 nChanged 169 SP:Iteration 37Q (824.235207 sec): 3 clusters Score: Raw -2288801.212856 + Penalty 3189.798827 = -2285611.414029 nChanged 151 SP:Iteration 38Q (824.273055 sec): 3 clusters Score: Raw -2288851.972906 + Penalty 3189.798827 = -2285662.174079 nChanged 141 SP:Iteration 39Q (824.310688 sec): 3 clusters Score: Raw -2288903.184745 + Penalty 3189.798827 = -2285713.385918 nChanged 132 SP:Iteration 40F (824.352736 sec): 3 clusters Score: Raw -2288960.815429 + Penalty 3189.798827 = -2285771.016602 nChanged 150 SP:Iteration 41Q (824.390926 sec): 3 clusters Score: Raw -2289022.985637 + Penalty 3189.798827 = -2285833.186810 nChanged 128 SP:Iteration 42Q (824.429324 sec): 3 clusters Score: Raw -2289068.481327 + Penalty 3189.798827 = -2285878.682500 nChanged 111 SP:Iteration 43Q (824.467244 sec): 3 clusters Score: Raw -2289104.147139 + Penalty 3189.798827 = -2285914.348311 nChanged 100 SP:Iteration 44Q (824.520844 sec): 3 clusters Score: Raw -2289133.665783 + Penalty 3189.798827 = -2285943.866956 nChanged 78 SP:Iteration 45Q (824.558347 sec): 3 clusters Score: Raw -2289152.862999 + Penalty 3189.798827 = -2285963.064172 nChanged 69 SP:Iteration 46Q (824.595380 sec): 3 clusters Score: Raw -2289168.286309 + Penalty 3189.798827 = -2285978.487482 nChanged 63 SP:Iteration 47Q (824.634629 sec): 3 clusters Score: Raw -2289180.278661 + Penalty 3189.798827 = -2285990.479834 nChanged 43 SP:Iteration 48Q (824.671452 sec): 3 clusters Score: Raw -2289188.081232 + Penalty 3189.798827 = -2285998.282405 nChanged 41 SP:Iteration 49Q (824.708246 sec): 3 clusters Score: Raw -2289195.055257 + Penalty 3189.798827 = -2286005.256430 nChanged 38 SP:Iteration 50Q (824.745403 sec): 3 clusters Score: Raw -2289202.938414 + Penalty 3189.798827 = -2286013.139587 nChanged 39 SP:Iteration 51Q (824.782164 sec): 3 clusters Score: Raw -2289211.695404 + Penalty 3189.798827 = -2286021.896576 nChanged 39 SP:Iteration 52Q (824.825509 sec): 3 clusters Score: Raw -2289220.935674 + Penalty 3189.798827 = -2286031.136847 nChanged 34 SP:Iteration 53Q (824.866243 sec): 3 clusters Score: Raw -2289227.206311 + Penalty 3189.798827 = -2286037.407484 nChanged 23 SP:Iteration 54Q (824.903066 sec): 3 clusters Score: Raw -2289232.299325 + Penalty 3189.798827 = -2286042.500498 nChanged 28 SP:Iteration 55Q (824.942930 sec): 3 clusters Score: Raw -2289238.641067 + Penalty 3189.798827 = -2286048.842240 nChanged 29 SP:Iteration 56Q (824.986964 sec): 3 clusters Score: Raw -2289244.908284 + Penalty 3189.798827 = -2286055.109457 nChanged 30 SP:Iteration 57Q (825.023307 sec): 3 clusters Score: Raw -2289254.424871 + Penalty 3189.798827 = -2286064.626044 nChanged 41 SP:Iteration 58Q (825.059788 sec): 3 clusters Score: Raw -2289266.073069 + Penalty 3189.798827 = -2286076.274241 nChanged 43 SP:Iteration 59Q (825.096208 sec): 3 clusters Score: Raw -2289275.415492 + Penalty 3189.798827 = -2286085.616665 nChanged 32 SP:Iteration 60F (825.166975 sec): 3 clusters Score: Raw -2289281.437069 + Penalty 3189.798827 = -2286091.638242 nChanged 27 SP:Iteration 61Q (825.209759 sec): 3 clusters Score: Raw -2289287.434395 + Penalty 3189.798827 = -2286097.635568 nChanged 27 SP:Iteration 62Q (825.246784 sec): 3 clusters Score: Raw -2289293.641588 + Penalty 3189.798827 = -2286103.842760 nChanged 34 SP:Iteration 63Q (825.283264 sec): 3 clusters Score: Raw -2289301.201286 + Penalty 3189.798827 = -2286111.402459 nChanged 32 SP:Iteration 64Q (825.337678 sec): 3 clusters Score: Raw -2289308.736204 + Penalty 3189.798827 = -2286118.937376 nChanged 31 SP:Iteration 65Q (825.383893 sec): 3 clusters Score: Raw -2289316.177108 + Penalty 3189.798827 = -2286126.378280 nChanged 37 SP:Iteration 66Q (825.421017 sec): 3 clusters Score: Raw -2289325.990910 + Penalty 3189.798827 = -2286136.192082 nChanged 37 SP:Iteration 67Q (825.457200 sec): 3 clusters Score: Raw -2289333.692415 + Penalty 3189.798827 = -2286143.893588 nChanged 26 SP:Iteration 68Q (825.494380 sec): 3 clusters Score: Raw -2289338.170192 + Penalty 3189.798827 = -2286148.371365 nChanged 23 SP:Iteration 69Q (825.530407 sec): 3 clusters Score: Raw -2289341.920216 + Penalty 3189.798827 = -2286152.121389 nChanged 18 SP:Iteration 70Q (825.567169 sec): 3 clusters Score: Raw -2289344.994829 + Penalty 3189.798827 = -2286155.196002 nChanged 15 SP:Iteration 71Q (825.603439 sec): 3 clusters Score: Raw -2289347.577574 + Penalty 3189.798827 = -2286157.778747 nChanged 12 SP:Iteration 72Q (825.639554 sec): 3 clusters Score: Raw -2289350.024772 + Penalty 3189.798827 = -2286160.225945 nChanged 18 SP:Iteration 73Q (825.676140 sec): 3 clusters Score: Raw -2289353.340433 + Penalty 3189.798827 = -2286163.541606 nChanged 16 SP:Iteration 74Q (825.712151 sec): 3 clusters Score: Raw -2289356.228396 + Penalty 3189.798827 = -2286166.429569 nChanged 15 SP:Iteration 75Q (825.748388 sec): 3 clusters Score: Raw -2289358.476684 + Penalty 3189.798827 = -2286168.677857 nChanged 17 SP:Iteration 76Q (825.785114 sec): 3 clusters Score: Raw -2289361.539580 + Penalty 3189.798827 = -2286171.740753 nChanged 18 SP:Iteration 77Q (825.824561 sec): 3 clusters Score: Raw -2289365.258724 + Penalty 3189.798827 = -2286175.459896 nChanged 25 SP:Iteration 78Q (825.860541 sec): 3 clusters Score: Raw -2289370.283558 + Penalty 3189.798827 = -2286180.484731 nChanged 22 SP:Iteration 79Q (825.932112 sec): 3 clusters Score: Raw -2289376.108299 + Penalty 3189.798827 = -2286186.309472 nChanged 18 SP:Iteration 80F (825.971169 sec): 3 clusters Score: Raw -2289380.370624 + Penalty 3189.798827 = -2286190.571797 nChanged 22 SP:Iteration 81Q (826.027272 sec): 3 clusters Score: Raw -2289384.977091 + Penalty 3189.798827 = -2286195.178264 nChanged 20 SP:Iteration 82Q (826.068716 sec): 3 clusters Score: Raw -2289388.796338 + Penalty 3189.798827 = -2286198.997511 nChanged 15 SP:Iteration 83Q (826.104543 sec): 3 clusters Score: Raw -2289390.606855 + Penalty 3189.798827 = -2286200.808027 nChanged 8 SP:Iteration 84Q (826.170964 sec): 3 clusters Score: Raw -2289392.141146 + Penalty 3189.798827 = -2286202.342319 nChanged 8 SP:Iteration 85Q (826.232712 sec): 3 clusters Score: Raw -2289393.560248 + Penalty 3189.798827 = -2286203.761421 nChanged 6 SP:Iteration 86Q (826.294343 sec): 3 clusters Score: Raw -2289394.402289 + Penalty 3189.798827 = -2286204.603462 nChanged 6 SP:Iteration 87Q (826.356136 sec): 3 clusters Score: Raw -2289395.529902 + Penalty 3189.798827 = -2286205.731074 nChanged 6 SP:Iteration 88Q (826.418011 sec): 3 clusters Score: Raw -2289396.433593 + Penalty 3189.798827 = -2286206.634766 nChanged 6 SP:Iteration 89Q (826.478544 sec): 3 clusters Score: Raw -2289397.541855 + Penalty 3189.798827 = -2286207.743028 nChanged 7 SP:Iteration 90Q (826.549716 sec): 3 clusters Score: Raw -2289398.858311 + Penalty 3189.798827 = -2286209.059484 nChanged 6 SP:Iteration 91Q (826.604280 sec): 3 clusters Score: Raw -2289399.775958 + Penalty 3189.798827 = -2286209.977130 nChanged 8 SP:Iteration 92Q (826.640179 sec): 3 clusters Score: Raw -2289400.994060 + Penalty 3189.798827 = -2286211.195233 nChanged 6 SP:Iteration 93Q (826.676167 sec): 3 clusters Score: Raw -2289401.706012 + Penalty 3189.798827 = -2286211.907185 nChanged 2 SP:Iteration 94Q (826.724543 sec): 3 clusters Score: Raw -2289402.008847 + Penalty 3189.798827 = -2286212.210020 nChanged 1 SP:Iteration 95Q (826.762433 sec): 3 clusters Score: Raw -2289402.133860 + Penalty 3189.798827 = -2286212.335033 nChanged 0 SP:Iteration 96F (826.803742 sec): 3 clusters Score: Raw -2289402.133860 + Penalty 3189.798827 = -2286212.335033 nChanged 0 Trying to split cluster 18 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (826.816906 sec): 2 clusters Score: Raw -100630.150221 + Penalty 1093.790441 = -99536.359779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (826.821882 sec): 3 clusters Score: Raw -100406.943605 + Penalty 2187.580883 = -98219.362722 nChanged 223 SP:Iteration 1F (826.826512 sec): 3 clusters Score: Raw -100632.508312 + Penalty 2187.580883 = -98444.927430 nChanged 60 SP:Iteration 2F (826.830773 sec): 3 clusters Score: Raw -100710.842152 + Penalty 2187.580883 = -98523.261270 nChanged 33 SP:Iteration 3Q (826.835350 sec): 3 clusters Score: Raw -100765.217916 + Penalty 2187.580883 = -98577.637033 nChanged 33 SP:Iteration 4Q (826.839927 sec): 3 clusters Score: Raw -100813.361206 + Penalty 2187.580883 = -98625.780323 nChanged 21 SP:Iteration 5Q (826.844430 sec): 3 clusters Score: Raw -100841.397177 + Penalty 2187.580883 = -98653.816295 nChanged 14 SP:Iteration 6Q (826.848919 sec): 3 clusters Score: Raw -100860.449855 + Penalty 2187.580883 = -98672.868972 nChanged 9 SP:Iteration 7Q (826.853458 sec): 3 clusters Score: Raw -100869.382634 + Penalty 2187.580883 = -98681.801751 nChanged 4 SP:Iteration 8Q (826.857934 sec): 3 clusters Score: Raw -100873.543069 + Penalty 2187.580883 = -98685.962187 nChanged 7 SP:Iteration 9Q (826.862406 sec): 3 clusters Score: Raw -100884.926599 + Penalty 2187.580883 = -98697.345717 nChanged 8 SP:Iteration 10Q (826.866873 sec): 3 clusters Score: Raw -100899.574470 + Penalty 2187.580883 = -98711.993588 nChanged 8 SP:Iteration 11Q (826.871371 sec): 3 clusters Score: Raw -100913.218897 + Penalty 2187.580883 = -98725.638014 nChanged 8 SP:Iteration 12Q (826.875865 sec): 3 clusters Score: Raw -100925.509054 + Penalty 2187.580883 = -98737.928172 nChanged 12 SP:Iteration 13Q (826.880316 sec): 3 clusters Score: Raw -100939.433890 + Penalty 2187.580883 = -98751.853007 nChanged 6 SP:Iteration 14Q (826.884660 sec): 3 clusters Score: Raw -100949.352390 + Penalty 2187.580883 = -98761.771507 nChanged 8 SP:Iteration 15Q (826.889151 sec): 3 clusters Score: Raw -100958.009692 + Penalty 2187.580883 = -98770.428809 nChanged 5 SP:Iteration 16Q (826.893612 sec): 3 clusters Score: Raw -100961.799659 + Penalty 2187.580883 = -98774.218776 nChanged 2 SP:Iteration 17Q (826.898042 sec): 3 clusters Score: Raw -100963.858168 + Penalty 2187.580883 = -98776.277285 nChanged 1 SP:Iteration 18Q (826.902473 sec): 3 clusters Score: Raw -100964.520979 + Penalty 2187.580883 = -98776.940097 nChanged 1 SP:Iteration 19Q (826.906929 sec): 3 clusters Score: Raw -100964.651858 + Penalty 2187.580883 = -98777.070975 nChanged 0 SP:Iteration 20F (826.911497 sec): 3 clusters Score: Raw -100964.651858 + Penalty 2187.580883 = -98777.070975 nChanged 0 Trying to split cluster 19 (989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (826.921777 sec): 2 clusters Score: Raw -116971.003023 + Penalty 1120.712829 = -115850.290195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (826.927471 sec): 3 clusters Score: Raw -116667.216661 + Penalty 2241.425658 = -114425.791003 nChanged 289 SP:Iteration 1F (826.932789 sec): 3 clusters Score: Raw -116911.761017 + Penalty 2241.425658 = -114670.335359 nChanged 73 SP:Iteration 2F (826.938075 sec): 3 clusters Score: Raw -116982.331760 + Penalty 2241.425658 = -114740.906102 nChanged 37 SP:Iteration 3Q (826.943335 sec): 3 clusters Score: Raw -117016.412372 + Penalty 2241.425658 = -114774.986715 nChanged 21 SP:Iteration 4Q (826.948642 sec): 3 clusters Score: Raw -117035.036056 + Penalty 2241.425658 = -114793.610398 nChanged 13 SP:Iteration 5Q (826.953882 sec): 3 clusters Score: Raw -117044.800537 + Penalty 2241.425658 = -114803.374879 nChanged 8 SP:Iteration 6Q (826.959116 sec): 3 clusters Score: Raw -117050.846205 + Penalty 2241.425658 = -114809.420548 nChanged 7 SP:Iteration 7Q (826.964345 sec): 3 clusters Score: Raw -117060.357382 + Penalty 2241.425658 = -114818.931725 nChanged 5 SP:Iteration 8Q (826.969623 sec): 3 clusters Score: Raw -117069.617657 + Penalty 2241.425658 = -114828.191999 nChanged 10 SP:Iteration 9Q (826.983460 sec): 3 clusters Score: Raw -117080.736327 + Penalty 2241.425658 = -114839.310669 nChanged 5 SP:Iteration 10Q (826.988735 sec): 3 clusters Score: Raw -117083.441202 + Penalty 2241.425658 = -114842.015544 nChanged 3 SP:Iteration 11Q (826.993998 sec): 3 clusters Score: Raw -117084.455097 + Penalty 2241.425658 = -114843.029439 nChanged 3 SP:Iteration 12Q (826.999236 sec): 3 clusters Score: Raw -117086.203885 + Penalty 2241.425658 = -114844.778227 nChanged 1 SP:Iteration 13Q (827.004452 sec): 3 clusters Score: Raw -117086.391381 + Penalty 2241.425658 = -114844.965723 nChanged 0 SP:Iteration 14F (827.009863 sec): 3 clusters Score: Raw -117086.391381 + Penalty 2241.425658 = -114844.965723 nChanged 0 Trying to split cluster 20 (45550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (827.078121 sec): 2 clusters Score: Raw -5686910.919073 + Penalty 1743.066959 = -5685167.852114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (827.165113 sec): 3 clusters Score: Raw -5658072.147750 + Penalty 3486.133918 = -5654586.013832 nChanged 21428 SP:Iteration 1F (827.250646 sec): 3 clusters Score: Raw -5670490.532698 + Penalty 3486.133918 = -5667004.398779 nChanged 2220 SP:Iteration 2Q (827.336308 sec): 3 clusters Score: Raw -5671394.864778 + Penalty 3486.133918 = -5667908.730860 nChanged 2563 SP:Iteration 3F (827.417274 sec): 3 clusters Score: Raw -5672670.568861 + Penalty 3486.133918 = -5669184.434942 nChanged 2862 SP:Iteration 4F (827.496182 sec): 3 clusters Score: Raw -5674371.890552 + Penalty 3486.133918 = -5670885.756634 nChanged 3241 SP:Iteration 5F (827.579753 sec): 3 clusters Score: Raw -5676619.058351 + Penalty 3486.133918 = -5673132.924432 nChanged 3255 SP:Iteration 6F (827.658773 sec): 3 clusters Score: Raw -5679131.861916 + Penalty 3486.133918 = -5675645.727998 nChanged 2787 SP:Iteration 7F (827.739336 sec): 3 clusters Score: Raw -5681512.406667 + Penalty 3486.133918 = -5678026.272748 nChanged 2098 SP:Iteration 8Q (827.823895 sec): 3 clusters Score: Raw -5683452.545756 + Penalty 3486.133918 = -5679966.411838 nChanged 1483 SP:Iteration 9Q (827.902990 sec): 3 clusters Score: Raw -5684719.079905 + Penalty 3486.133918 = -5681232.945987 nChanged 989 SP:Iteration 10Q (827.978593 sec): 3 clusters Score: Raw -5685448.748111 + Penalty 3486.133918 = -5681962.614193 nChanged 710 SP:Iteration 11Q (828.056029 sec): 3 clusters Score: Raw -5685915.622259 + Penalty 3486.133918 = -5682429.488340 nChanged 534 SP:Iteration 12Q (828.129788 sec): 3 clusters Score: Raw -5686226.836187 + Penalty 3486.133918 = -5682740.702268 nChanged 430 SP:Iteration 13Q (828.201316 sec): 3 clusters Score: Raw -5686461.765696 + Penalty 3486.133918 = -5682975.631777 nChanged 366 SP:Iteration 14Q (828.271297 sec): 3 clusters Score: Raw -5686625.397298 + Penalty 3486.133918 = -5683139.263379 nChanged 283 SP:Iteration 15Q (828.340835 sec): 3 clusters Score: Raw -5686735.790436 + Penalty 3486.133918 = -5683249.656517 nChanged 250 SP:Iteration 16Q (828.409607 sec): 3 clusters Score: Raw -5686840.534341 + Penalty 3486.133918 = -5683354.400422 nChanged 217 SP:Iteration 17Q (828.481026 sec): 3 clusters Score: Raw -5686923.249959 + Penalty 3486.133918 = -5683437.116041 nChanged 221 SP:Iteration 18Q (828.550440 sec): 3 clusters Score: Raw -5687002.244675 + Penalty 3486.133918 = -5683516.110757 nChanged 182 SP:Iteration 19Q (828.618914 sec): 3 clusters Score: Raw -5687068.328086 + Penalty 3486.133918 = -5683582.194168 nChanged 184 SP:Iteration 20F (828.699799 sec): 3 clusters Score: Raw -5687127.032965 + Penalty 3486.133918 = -5683640.899046 nChanged 134 SP:Iteration 21Q (828.768679 sec): 3 clusters Score: Raw -5687156.358217 + Penalty 3486.133918 = -5683670.224299 nChanged 104 SP:Iteration 22Q (828.837967 sec): 3 clusters Score: Raw -5687177.398092 + Penalty 3486.133918 = -5683691.264173 nChanged 72 SP:Iteration 23Q (828.905471 sec): 3 clusters Score: Raw -5687189.672857 + Penalty 3486.133918 = -5683703.538939 nChanged 60 SP:Iteration 24Q (828.981289 sec): 3 clusters Score: Raw -5687199.833094 + Penalty 3486.133918 = -5683713.699176 nChanged 45 SP:Iteration 25Q (829.048314 sec): 3 clusters Score: Raw -5687208.387856 + Penalty 3486.133918 = -5683722.253937 nChanged 44 SP:Iteration 26Q (829.123155 sec): 3 clusters Score: Raw -5687216.338247 + Penalty 3486.133918 = -5683730.204329 nChanged 50 SP:Iteration 27Q (829.211841 sec): 3 clusters Score: Raw -5687224.332307 + Penalty 3486.133918 = -5683738.198389 nChanged 41 SP:Iteration 28Q (829.282575 sec): 3 clusters Score: Raw -5687230.297225 + Penalty 3486.133918 = -5683744.163307 nChanged 35 SP:Iteration 29Q (829.353024 sec): 3 clusters Score: Raw -5687236.078549 + Penalty 3486.133918 = -5683749.944630 nChanged 29 SP:Iteration 30Q (829.425586 sec): 3 clusters Score: Raw -5687239.211167 + Penalty 3486.133918 = -5683753.077249 nChanged 24 SP:Iteration 31Q (829.492868 sec): 3 clusters Score: Raw -5687242.774507 + Penalty 3486.133918 = -5683756.640588 nChanged 27 SP:Iteration 32Q (829.560581 sec): 3 clusters Score: Raw -5687246.138824 + Penalty 3486.133918 = -5683760.004905 nChanged 20 SP:Iteration 33Q (829.633517 sec): 3 clusters Score: Raw -5687248.161325 + Penalty 3486.133918 = -5683762.027406 nChanged 13 SP:Iteration 34Q (829.704209 sec): 3 clusters Score: Raw -5687249.441561 + Penalty 3486.133918 = -5683763.307642 nChanged 13 SP:Iteration 35Q (829.787334 sec): 3 clusters Score: Raw -5687250.581282 + Penalty 3486.133918 = -5683764.447364 nChanged 12 SP:Iteration 36Q (829.854011 sec): 3 clusters Score: Raw -5687252.000438 + Penalty 3486.133918 = -5683765.866520 nChanged 14 SP:Iteration 37Q (829.921953 sec): 3 clusters Score: Raw -5687253.016169 + Penalty 3486.133918 = -5683766.882251 nChanged 7 SP:Iteration 38Q (830.008480 sec): 3 clusters Score: Raw -5687253.727820 + Penalty 3486.133918 = -5683767.593901 nChanged 8 SP:Iteration 39Q (830.157600 sec): 3 clusters Score: Raw -5687254.223142 + Penalty 3486.133918 = -5683768.089224 nChanged 4 SP:Iteration 40F (830.243934 sec): 3 clusters Score: Raw -5687254.518117 + Penalty 3486.133918 = -5683768.384198 nChanged 2 SP:Iteration 41Q (830.310522 sec): 3 clusters Score: Raw -5687254.586155 + Penalty 3486.133918 = -5683768.452237 nChanged 1 SP:Iteration 42Q (830.379039 sec): 3 clusters Score: Raw -5687254.839731 + Penalty 3486.133918 = -5683768.705812 nChanged 1 SP:Iteration 43Q (830.446949 sec): 3 clusters Score: Raw -5687255.034874 + Penalty 3486.133918 = -5683768.900956 nChanged 3 SP:Iteration 44Q (830.514508 sec): 3 clusters Score: Raw -5687255.379104 + Penalty 3486.133918 = -5683769.245185 nChanged 5 SP:Iteration 45Q (830.588852 sec): 3 clusters Score: Raw -5687256.147610 + Penalty 3486.133918 = -5683770.013692 nChanged 9 SP:Iteration 46Q (830.658222 sec): 3 clusters Score: Raw -5687257.114315 + Penalty 3486.133918 = -5683770.980396 nChanged 6 SP:Iteration 47Q (830.725846 sec): 3 clusters Score: Raw -5687257.640850 + Penalty 3486.133918 = -5683771.506932 nChanged 9 SP:Iteration 48Q (830.816008 sec): 3 clusters Score: Raw -5687258.701218 + Penalty 3486.133918 = -5683772.567299 nChanged 11 SP:Iteration 49Q (830.891939 sec): 3 clusters Score: Raw -5687259.995068 + Penalty 3486.133918 = -5683773.861150 nChanged 11 SP:Iteration 50Q (830.959831 sec): 3 clusters Score: Raw -5687261.226474 + Penalty 3486.133918 = -5683775.092556 nChanged 7 SP:Iteration 51Q (831.031732 sec): 3 clusters Score: Raw -5687261.856238 + Penalty 3486.133918 = -5683775.722320 nChanged 2 SP:Iteration 52Q (831.110416 sec): 3 clusters Score: Raw -5687261.977206 + Penalty 3486.133918 = -5683775.843287 nChanged 2 SP:Iteration 53Q (831.202048 sec): 3 clusters Score: Raw -5687262.123383 + Penalty 3486.133918 = -5683775.989465 nChanged 2 SP:Iteration 54Q (831.270017 sec): 3 clusters Score: Raw -5687262.259233 + Penalty 3486.133918 = -5683776.125315 nChanged 2 SP:Iteration 55Q (831.374218 sec): 3 clusters Score: Raw -5687262.458310 + Penalty 3486.133918 = -5683776.324391 nChanged 1 SP:Iteration 56Q (831.441973 sec): 3 clusters Score: Raw -5687262.497613 + Penalty 3486.133918 = -5683776.363695 nChanged 1 SP:Iteration 57Q (831.511449 sec): 3 clusters Score: Raw -5687262.580957 + Penalty 3486.133918 = -5683776.447038 nChanged 3 SP:Iteration 58Q (831.578665 sec): 3 clusters Score: Raw -5687262.798206 + Penalty 3486.133918 = -5683776.664287 nChanged 1 SP:Iteration 59Q (831.652880 sec): 3 clusters Score: Raw -5687262.944932 + Penalty 3486.133918 = -5683776.811014 nChanged 1 SP:Iteration 60F (831.745655 sec): 3 clusters Score: Raw -5687263.094418 + Penalty 3486.133918 = -5683776.960500 nChanged 5 SP:Iteration 61Q (831.820318 sec): 3 clusters Score: Raw -5687263.537922 + Penalty 3486.133918 = -5683777.404004 nChanged 1 SP:Iteration 62Q (831.888428 sec): 3 clusters Score: Raw -5687263.727937 + Penalty 3486.133918 = -5683777.594018 nChanged 3 SP:Iteration 63Q (831.955452 sec): 3 clusters Score: Raw -5687263.872895 + Penalty 3486.133918 = -5683777.738977 nChanged 2 SP:Iteration 64Q (832.045716 sec): 3 clusters Score: Raw -5687264.249286 + Penalty 3486.133918 = -5683778.115367 nChanged 8 SP:Iteration 65Q (832.145133 sec): 3 clusters Score: Raw -5687264.912530 + Penalty 3486.133918 = -5683778.778611 nChanged 1 SP:Iteration 66Q (832.250055 sec): 3 clusters Score: Raw -5687265.024958 + Penalty 3486.133918 = -5683778.891040 nChanged 2 SP:Iteration 67Q (832.316438 sec): 3 clusters Score: Raw -5687265.366611 + Penalty 3486.133918 = -5683779.232693 nChanged 6 SP:Iteration 68Q (832.383863 sec): 3 clusters Score: Raw -5687266.062185 + Penalty 3486.133918 = -5683779.928267 nChanged 8 SP:Iteration 69Q (832.451230 sec): 3 clusters Score: Raw -5687266.651600 + Penalty 3486.133918 = -5683780.517681 nChanged 3 SP:Iteration 70Q (832.519310 sec): 3 clusters Score: Raw -5687266.979305 + Penalty 3486.133918 = -5683780.845387 nChanged 3 SP:Iteration 71Q (832.623629 sec): 3 clusters Score: Raw -5687267.271056 + Penalty 3486.133918 = -5683781.137137 nChanged 4 SP:Iteration 72Q (832.729179 sec): 3 clusters Score: Raw -5687267.870194 + Penalty 3486.133918 = -5683781.736276 nChanged 6 SP:Iteration 73Q (832.797024 sec): 3 clusters Score: Raw -5687268.398741 + Penalty 3486.133918 = -5683782.264822 nChanged 4 SP:Iteration 74Q (832.863961 sec): 3 clusters Score: Raw -5687268.774204 + Penalty 3486.133918 = -5683782.640286 nChanged 2 SP:Iteration 75Q (832.931695 sec): 3 clusters Score: Raw -5687268.881318 + Penalty 3486.133918 = -5683782.747400 nChanged 1 SP:Iteration 76Q (833.000775 sec): 3 clusters Score: Raw -5687268.987486 + Penalty 3486.133918 = -5683782.853568 nChanged 2 SP:Iteration 77Q (833.068801 sec): 3 clusters Score: Raw -5687269.162584 + Penalty 3486.133918 = -5683783.028666 nChanged 1 SP:Iteration 78Q (833.139117 sec): 3 clusters Score: Raw -5687269.231104 + Penalty 3486.133918 = -5683783.097185 nChanged 1 SP:Iteration 79Q (833.209204 sec): 3 clusters Score: Raw -5687269.305509 + Penalty 3486.133918 = -5683783.171591 nChanged 0 SP:Iteration 80F (833.291432 sec): 3 clusters Score: Raw -5687269.305509 + Penalty 3486.133918 = -5683783.171591 nChanged 0 Trying to split cluster 21 (20605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (833.316988 sec): 2 clusters Score: Raw -2576337.997100 + Penalty 1614.159470 = -2574723.837630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (833.381791 sec): 3 clusters Score: Raw -2563855.069562 + Penalty 3228.318939 = -2560626.750623 nChanged 9296 SP:Iteration 1F (833.425557 sec): 3 clusters Score: Raw -2568876.638749 + Penalty 3228.318939 = -2565648.319810 nChanged 980 SP:Iteration 2Q (833.470106 sec): 3 clusters Score: Raw -2569208.740780 + Penalty 3228.318939 = -2565980.421840 nChanged 887 SP:Iteration 3Q (833.514725 sec): 3 clusters Score: Raw -2569543.372274 + Penalty 3228.318939 = -2566315.053335 nChanged 898 SP:Iteration 4Q (833.558498 sec): 3 clusters Score: Raw -2569893.082347 + Penalty 3228.318939 = -2566664.763408 nChanged 891 SP:Iteration 5Q (833.604326 sec): 3 clusters Score: Raw -2570252.193508 + Penalty 3228.318939 = -2567023.874569 nChanged 905 SP:Iteration 6Q (833.648954 sec): 3 clusters Score: Raw -2570692.694812 + Penalty 3228.318939 = -2567464.375873 nChanged 1001 SP:Iteration 7Q (833.692704 sec): 3 clusters Score: Raw -2571250.579963 + Penalty 3228.318939 = -2568022.261024 nChanged 1047 SP:Iteration 8F (833.737322 sec): 3 clusters Score: Raw -2571890.743775 + Penalty 3228.318939 = -2568662.424835 nChanged 1049 SP:Iteration 9F (833.781527 sec): 3 clusters Score: Raw -2572582.421582 + Penalty 3228.318939 = -2569354.102643 nChanged 1018 SP:Iteration 10Q (833.825406 sec): 3 clusters Score: Raw -2573267.539047 + Penalty 3228.318939 = -2570039.220107 nChanged 892 SP:Iteration 11Q (833.869297 sec): 3 clusters Score: Raw -2573873.644249 + Penalty 3228.318939 = -2570645.325310 nChanged 722 SP:Iteration 12Q (833.915956 sec): 3 clusters Score: Raw -2574292.705926 + Penalty 3228.318939 = -2571064.386987 nChanged 571 SP:Iteration 13Q (833.957510 sec): 3 clusters Score: Raw -2574576.917319 + Penalty 3228.318939 = -2571348.598379 nChanged 417 SP:Iteration 14Q (834.008368 sec): 3 clusters Score: Raw -2574765.160857 + Penalty 3228.318939 = -2571536.841918 nChanged 378 SP:Iteration 15Q (834.048886 sec): 3 clusters Score: Raw -2574921.011324 + Penalty 3228.318939 = -2571692.692384 nChanged 318 SP:Iteration 16Q (834.089195 sec): 3 clusters Score: Raw -2575044.758784 + Penalty 3228.318939 = -2571816.439845 nChanged 301 SP:Iteration 17Q (834.136106 sec): 3 clusters Score: Raw -2575169.289446 + Penalty 3228.318939 = -2571940.970507 nChanged 298 SP:Iteration 18Q (834.196973 sec): 3 clusters Score: Raw -2575308.275872 + Penalty 3228.318939 = -2572079.956933 nChanged 298 SP:Iteration 19Q (834.235961 sec): 3 clusters Score: Raw -2575458.605046 + Penalty 3228.318939 = -2572230.286106 nChanged 283 SP:Iteration 20F (834.279958 sec): 3 clusters Score: Raw -2575609.968947 + Penalty 3228.318939 = -2572381.650008 nChanged 272 SP:Iteration 21Q (834.318764 sec): 3 clusters Score: Raw -2575749.669478 + Penalty 3228.318939 = -2572521.350539 nChanged 246 SP:Iteration 22Q (834.357247 sec): 3 clusters Score: Raw -2575868.602535 + Penalty 3228.318939 = -2572640.283596 nChanged 211 SP:Iteration 23Q (834.399645 sec): 3 clusters Score: Raw -2575977.670629 + Penalty 3228.318939 = -2572749.351689 nChanged 174 SP:Iteration 24Q (834.437187 sec): 3 clusters Score: Raw -2576067.038536 + Penalty 3228.318939 = -2572838.719597 nChanged 156 SP:Iteration 25Q (834.485534 sec): 3 clusters Score: Raw -2576143.917202 + Penalty 3228.318939 = -2572915.598263 nChanged 139 SP:Iteration 26Q (834.544894 sec): 3 clusters Score: Raw -2576207.383169 + Penalty 3228.318939 = -2572979.064230 nChanged 112 SP:Iteration 27Q (834.598887 sec): 3 clusters Score: Raw -2576262.866047 + Penalty 3228.318939 = -2573034.547107 nChanged 103 SP:Iteration 28Q (834.664904 sec): 3 clusters Score: Raw -2576311.498198 + Penalty 3228.318939 = -2573083.179258 nChanged 104 SP:Iteration 29Q (834.725588 sec): 3 clusters Score: Raw -2576366.313564 + Penalty 3228.318939 = -2573137.994625 nChanged 78 SP:Iteration 30Q (834.767316 sec): 3 clusters Score: Raw -2576399.152830 + Penalty 3228.318939 = -2573170.833891 nChanged 60 SP:Iteration 31Q (834.803946 sec): 3 clusters Score: Raw -2576428.623521 + Penalty 3228.318939 = -2573200.304582 nChanged 42 SP:Iteration 32Q (834.864128 sec): 3 clusters Score: Raw -2576449.883505 + Penalty 3228.318939 = -2573221.564566 nChanged 41 SP:Iteration 33Q (834.902038 sec): 3 clusters Score: Raw -2576467.646544 + Penalty 3228.318939 = -2573239.327605 nChanged 42 SP:Iteration 34Q (834.948453 sec): 3 clusters Score: Raw -2576486.963538 + Penalty 3228.318939 = -2573258.644599 nChanged 33 SP:Iteration 35Q (834.988818 sec): 3 clusters Score: Raw -2576499.151705 + Penalty 3228.318939 = -2573270.832766 nChanged 20 SP:Iteration 36Q (835.033608 sec): 3 clusters Score: Raw -2576506.862569 + Penalty 3228.318939 = -2573278.543630 nChanged 24 SP:Iteration 37Q (835.069500 sec): 3 clusters Score: Raw -2576515.319713 + Penalty 3228.318939 = -2573287.000773 nChanged 18 SP:Iteration 38Q (835.105779 sec): 3 clusters Score: Raw -2576522.472272 + Penalty 3228.318939 = -2573294.153333 nChanged 22 SP:Iteration 39Q (835.142415 sec): 3 clusters Score: Raw -2576532.258549 + Penalty 3228.318939 = -2573303.939610 nChanged 18 SP:Iteration 40F (835.185717 sec): 3 clusters Score: Raw -2576538.772888 + Penalty 3228.318939 = -2573310.453949 nChanged 13 SP:Iteration 41Q (835.222952 sec): 3 clusters Score: Raw -2576543.186418 + Penalty 3228.318939 = -2573314.867479 nChanged 12 SP:Iteration 42Q (835.258699 sec): 3 clusters Score: Raw -2576549.163475 + Penalty 3228.318939 = -2573320.844536 nChanged 8 SP:Iteration 43Q (835.317435 sec): 3 clusters Score: Raw -2576553.433458 + Penalty 3228.318939 = -2573325.114519 nChanged 7 SP:Iteration 44Q (835.384627 sec): 3 clusters Score: Raw -2576556.389435 + Penalty 3228.318939 = -2573328.070496 nChanged 7 SP:Iteration 45Q (835.425706 sec): 3 clusters Score: Raw -2576559.192366 + Penalty 3228.318939 = -2573330.873426 nChanged 2 SP:Iteration 46Q (835.471680 sec): 3 clusters Score: Raw -2576559.665814 + Penalty 3228.318939 = -2573331.346875 nChanged 2 SP:Iteration 47Q (835.510316 sec): 3 clusters Score: Raw -2576560.083552 + Penalty 3228.318939 = -2573331.764612 nChanged 4 SP:Iteration 48Q (835.566458 sec): 3 clusters Score: Raw -2576561.549733 + Penalty 3228.318939 = -2573333.230794 nChanged 4 SP:Iteration 49Q (835.622151 sec): 3 clusters Score: Raw -2576563.970123 + Penalty 3228.318939 = -2573335.651184 nChanged 3 SP:Iteration 50Q (835.658811 sec): 3 clusters Score: Raw -2576565.006976 + Penalty 3228.318939 = -2573336.688037 nChanged 1 SP:Iteration 51Q (835.714132 sec): 3 clusters Score: Raw -2576565.755245 + Penalty 3228.318939 = -2573337.436306 nChanged 1 SP:Iteration 52Q (835.765999 sec): 3 clusters Score: Raw -2576565.922421 + Penalty 3228.318939 = -2573337.603482 nChanged 1 SP:Iteration 53Q (835.811203 sec): 3 clusters Score: Raw -2576566.221547 + Penalty 3228.318939 = -2573337.902608 nChanged 1 SP:Iteration 54Q (835.866781 sec): 3 clusters Score: Raw -2576566.479320 + Penalty 3228.318939 = -2573338.160381 nChanged 1 SP:Iteration 55Q (835.922605 sec): 3 clusters Score: Raw -2576566.864134 + Penalty 3228.318939 = -2573338.545194 nChanged 2 SP:Iteration 56Q (835.958202 sec): 3 clusters Score: Raw -2576567.284252 + Penalty 3228.318939 = -2573338.965313 nChanged 1 SP:Iteration 57Q (836.012491 sec): 3 clusters Score: Raw -2576567.391089 + Penalty 3228.318939 = -2573339.072149 nChanged 1 SP:Iteration 58Q (836.068759 sec): 3 clusters Score: Raw -2576567.551013 + Penalty 3228.318939 = -2573339.232074 nChanged 0 SP:Iteration 59F (836.119903 sec): 3 clusters Score: Raw -2576567.551013 + Penalty 3228.318939 = -2573339.232074 nChanged 0 Trying to split cluster 22 (55052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (836.202063 sec): 2 clusters Score: Raw -6878540.014838 + Penalty 1773.855439 = -6876766.159399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (836.331286 sec): 3 clusters Score: Raw -6843376.795865 + Penalty 3547.710878 = -6839829.084987 nChanged 26017 SP:Iteration 1F (836.428048 sec): 3 clusters Score: Raw -6858314.869502 + Penalty 3547.710878 = -6854767.158624 nChanged 2073 SP:Iteration 2Q (836.548111 sec): 3 clusters Score: Raw -6858860.974602 + Penalty 3547.710878 = -6855313.263723 nChanged 2105 SP:Iteration 3Q (836.672975 sec): 3 clusters Score: Raw -6859451.550530 + Penalty 3547.710878 = -6855903.839652 nChanged 2066 SP:Iteration 4Q (836.790757 sec): 3 clusters Score: Raw -6860068.936796 + Penalty 3547.710878 = -6856521.225918 nChanged 2115 SP:Iteration 5Q (836.894961 sec): 3 clusters Score: Raw -6860767.808354 + Penalty 3547.710878 = -6857220.097475 nChanged 2270 SP:Iteration 6Q (836.994972 sec): 3 clusters Score: Raw -6861705.184076 + Penalty 3547.710878 = -6858157.473198 nChanged 2553 SP:Iteration 7Q (837.095253 sec): 3 clusters Score: Raw -6863056.041118 + Penalty 3547.710878 = -6859508.330239 nChanged 2875 SP:Iteration 8F (837.192384 sec): 3 clusters Score: Raw -6864910.763179 + Penalty 3547.710878 = -6861363.052300 nChanged 3081 SP:Iteration 9F (837.305902 sec): 3 clusters Score: Raw -6867229.940042 + Penalty 3547.710878 = -6863682.229164 nChanged 3053 SP:Iteration 10F (837.416260 sec): 3 clusters Score: Raw -6869686.626962 + Penalty 3547.710878 = -6866138.916084 nChanged 2610 SP:Iteration 11Q (837.515959 sec): 3 clusters Score: Raw -6871614.621423 + Penalty 3547.710878 = -6868066.910545 nChanged 2046 SP:Iteration 12Q (837.616463 sec): 3 clusters Score: Raw -6872972.053343 + Penalty 3547.710878 = -6869424.342464 nChanged 1605 SP:Iteration 13Q (837.705620 sec): 3 clusters Score: Raw -6873933.129961 + Penalty 3547.710878 = -6870385.419082 nChanged 1233 SP:Iteration 14Q (837.819380 sec): 3 clusters Score: Raw -6874659.691833 + Penalty 3547.710878 = -6871111.980954 nChanged 1043 SP:Iteration 15Q (837.905899 sec): 3 clusters Score: Raw -6875275.906525 + Penalty 3547.710878 = -6871728.195646 nChanged 896 SP:Iteration 16Q (837.996915 sec): 3 clusters Score: Raw -6875766.731416 + Penalty 3547.710878 = -6872219.020537 nChanged 798 SP:Iteration 17Q (838.082681 sec): 3 clusters Score: Raw -6876189.888982 + Penalty 3547.710878 = -6872642.178104 nChanged 742 SP:Iteration 18Q (838.185284 sec): 3 clusters Score: Raw -6876578.075396 + Penalty 3547.710878 = -6873030.364518 nChanged 677 SP:Iteration 19Q (838.267413 sec): 3 clusters Score: Raw -6876938.597447 + Penalty 3547.710878 = -6873390.886568 nChanged 602 SP:Iteration 20F (838.362069 sec): 3 clusters Score: Raw -6877267.149837 + Penalty 3547.710878 = -6873719.438959 nChanged 537 SP:Iteration 21Q (838.444900 sec): 3 clusters Score: Raw -6877550.273688 + Penalty 3547.710878 = -6874002.562810 nChanged 491 SP:Iteration 22Q (838.523665 sec): 3 clusters Score: Raw -6877818.631868 + Penalty 3547.710878 = -6874270.920989 nChanged 399 SP:Iteration 23Q (838.605219 sec): 3 clusters Score: Raw -6878042.754192 + Penalty 3547.710878 = -6874495.043314 nChanged 341 SP:Iteration 24Q (838.687953 sec): 3 clusters Score: Raw -6878241.874647 + Penalty 3547.710878 = -6874694.163769 nChanged 252 SP:Iteration 25Q (838.769684 sec): 3 clusters Score: Raw -6878376.892127 + Penalty 3547.710878 = -6874829.181248 nChanged 199 SP:Iteration 26Q (838.850673 sec): 3 clusters Score: Raw -6878489.094457 + Penalty 3547.710878 = -6874941.383579 nChanged 163 SP:Iteration 27Q (838.938216 sec): 3 clusters Score: Raw -6878598.736507 + Penalty 3547.710878 = -6875051.025629 nChanged 128 SP:Iteration 28Q (839.015542 sec): 3 clusters Score: Raw -6878682.582743 + Penalty 3547.710878 = -6875134.871865 nChanged 107 SP:Iteration 29Q (839.104406 sec): 3 clusters Score: Raw -6878741.182489 + Penalty 3547.710878 = -6875193.471610 nChanged 67 SP:Iteration 30Q (839.182415 sec): 3 clusters Score: Raw -6878772.949654 + Penalty 3547.710878 = -6875225.238776 nChanged 48 SP:Iteration 31Q (839.260307 sec): 3 clusters Score: Raw -6878796.953254 + Penalty 3547.710878 = -6875249.242376 nChanged 38 SP:Iteration 32Q (839.337224 sec): 3 clusters Score: Raw -6878814.193806 + Penalty 3547.710878 = -6875266.482928 nChanged 35 SP:Iteration 33Q (839.414086 sec): 3 clusters Score: Raw -6878826.129224 + Penalty 3547.710878 = -6875278.418346 nChanged 18 SP:Iteration 34Q (839.490600 sec): 3 clusters Score: Raw -6878831.932862 + Penalty 3547.710878 = -6875284.221984 nChanged 13 SP:Iteration 35Q (839.566162 sec): 3 clusters Score: Raw -6878838.216320 + Penalty 3547.710878 = -6875290.505442 nChanged 21 SP:Iteration 36Q (839.644582 sec): 3 clusters Score: Raw -6878845.551767 + Penalty 3547.710878 = -6875297.840889 nChanged 11 SP:Iteration 37Q (839.739687 sec): 3 clusters Score: Raw -6878849.288012 + Penalty 3547.710878 = -6875301.577133 nChanged 11 SP:Iteration 38Q (839.828793 sec): 3 clusters Score: Raw -6878853.031561 + Penalty 3547.710878 = -6875305.320683 nChanged 6 SP:Iteration 39Q (839.903941 sec): 3 clusters Score: Raw -6878854.966361 + Penalty 3547.710878 = -6875307.255483 nChanged 3 SP:Iteration 40F (840.008151 sec): 3 clusters Score: Raw -6878856.210746 + Penalty 3547.710878 = -6875308.499868 nChanged 7 SP:Iteration 41Q (840.085502 sec): 3 clusters Score: Raw -6878857.939734 + Penalty 3547.710878 = -6875310.228856 nChanged 4 SP:Iteration 42Q (840.161224 sec): 3 clusters Score: Raw -6878858.913780 + Penalty 3547.710878 = -6875311.202901 nChanged 4 SP:Iteration 43Q (840.257686 sec): 3 clusters Score: Raw -6878860.058985 + Penalty 3547.710878 = -6875312.348107 nChanged 5 SP:Iteration 44Q (840.334901 sec): 3 clusters Score: Raw -6878861.894122 + Penalty 3547.710878 = -6875314.183244 nChanged 1 SP:Iteration 45Q (840.414716 sec): 3 clusters Score: Raw -6878862.313083 + Penalty 3547.710878 = -6875314.602205 nChanged 3 SP:Iteration 46Q (840.492060 sec): 3 clusters Score: Raw -6878863.230809 + Penalty 3547.710878 = -6875315.519931 nChanged 2 SP:Iteration 47Q (840.568326 sec): 3 clusters Score: Raw -6878864.315772 + Penalty 3547.710878 = -6875316.604893 nChanged 2 SP:Iteration 48Q (840.646626 sec): 3 clusters Score: Raw -6878864.899172 + Penalty 3547.710878 = -6875317.188293 nChanged 2 SP:Iteration 49Q (840.723058 sec): 3 clusters Score: Raw -6878865.399923 + Penalty 3547.710878 = -6875317.689044 nChanged 0 SP:Iteration 50F (840.817073 sec): 3 clusters Score: Raw -6878865.399923 + Penalty 3547.710878 = -6875317.689044 nChanged 0 Iteration 219Q (842.973866 sec): 23 clusters Score: Raw -39133259.755787 + Penalty 45354.469257 = -39087905.286530 nChanged 58 Iteration 220F (847.286575 sec): 23 clusters Score: Raw -39133261.546621 + Penalty 45354.469257 = -39087907.077364 nChanged 58 Iteration 221Q (849.206865 sec): 23 clusters Score: Raw -39133263.450959 + Penalty 45354.469257 = -39087908.981702 nChanged 60 Iteration 222Q (851.428556 sec): 23 clusters Score: Raw -39133265.101020 + Penalty 45354.469257 = -39087910.631763 nChanged 55 Iteration 223Q (853.606145 sec): 23 clusters Score: Raw -39133266.784537 + Penalty 45354.469257 = -39087912.315280 nChanged 43 Iteration 224Q (855.769756 sec): 23 clusters Score: Raw -39133268.203967 + Penalty 45354.469257 = -39087913.734710 nChanged 46 Iteration 225Q (858.012697 sec): 23 clusters Score: Raw -39133269.737990 + Penalty 45354.469257 = -39087915.268733 nChanged 44 Iteration 226Q (860.211621 sec): 23 clusters Score: Raw -39133271.511351 + Penalty 45354.469257 = -39087917.042094 nChanged 51 Iteration 227Q (862.514863 sec): 23 clusters Score: Raw -39133273.187988 + Penalty 45354.469257 = -39087918.718731 nChanged 51 Iteration 228Q (864.712246 sec): 23 clusters Score: Raw -39133274.440960 + Penalty 45354.469257 = -39087919.971703 nChanged 52 Iteration 229Q (866.868428 sec): 23 clusters Score: Raw -39133275.758415 + Penalty 45354.469257 = -39087921.289158 nChanged 55 Iteration 230Q (869.072882 sec): 23 clusters Score: Raw -39133277.323630 + Penalty 45354.469257 = -39087922.854373 nChanged 60 Iteration 231Q (871.221397 sec): 23 clusters Score: Raw -39133278.947084 + Penalty 45354.469257 = -39087924.477827 nChanged 49 Iteration 232Q (873.400002 sec): 23 clusters Score: Raw -39133280.376761 + Penalty 45354.469257 = -39087925.907504 nChanged 56 Iteration 233Q (875.555564 sec): 23 clusters Score: Raw -39133281.939401 + Penalty 45354.469257 = -39087927.470144 nChanged 50 Iteration 234Q (877.710263 sec): 23 clusters Score: Raw -39133283.268019 + Penalty 45354.469257 = -39087928.798762 nChanged 40 Iteration 235Q (879.861749 sec): 23 clusters Score: Raw -39133284.296869 + Penalty 45354.469257 = -39087929.827613 nChanged 38 Iteration 236Q (882.013117 sec): 23 clusters Score: Raw -39133285.480397 + Penalty 45354.469257 = -39087931.011140 nChanged 50 Iteration 237Q (884.176246 sec): 23 clusters Score: Raw -39133286.889433 + Penalty 45354.469257 = -39087932.420176 nChanged 55 Iteration 238Q (886.398690 sec): 23 clusters Score: Raw -39133288.239409 + Penalty 45354.469257 = -39087933.770152 nChanged 46 Iteration 239Q (888.561944 sec): 23 clusters Score: Raw -39133289.505542 + Penalty 45354.469257 = -39087935.036285 nChanged 39 Iteration 240F (892.861630 sec): 23 clusters Score: Raw -39133290.496360 + Penalty 45354.469257 = -39087936.027104 nChanged 37 Iteration 241Q (895.009118 sec): 23 clusters Score: Raw -39133291.601022 + Penalty 45354.469257 = -39087937.131765 nChanged 41 Iteration 242Q (897.146801 sec): 23 clusters Score: Raw -39133292.843883 + Penalty 45354.469257 = -39087938.374626 nChanged 33 Iteration 243Q (899.282083 sec): 23 clusters Score: Raw -39133293.706941 + Penalty 45354.469257 = -39087939.237684 nChanged 27 Iteration 244Q (901.416491 sec): 23 clusters Score: Raw -39133294.240451 + Penalty 45354.469257 = -39087939.771195 nChanged 21 Iteration 245Q (903.544013 sec): 23 clusters Score: Raw -39133294.672049 + Penalty 45354.469257 = -39087940.202792 nChanged 21 Iteration 246Q (905.688842 sec): 23 clusters Score: Raw -39133295.082317 + Penalty 45354.469257 = -39087940.613060 nChanged 21 Iteration 247Q (907.825602 sec): 23 clusters Score: Raw -39133295.455523 + Penalty 45354.469257 = -39087940.986266 nChanged 30 Iteration 248Q (909.979390 sec): 23 clusters Score: Raw -39133296.086787 + Penalty 45354.469257 = -39087941.617531 nChanged 31 Iteration 249Q (912.115106 sec): 23 clusters Score: Raw -39133296.980381 + Penalty 45354.469257 = -39087942.511124 nChanged 36 Iteration 250Q (914.275906 sec): 23 clusters Score: Raw -39133297.924766 + Penalty 45354.469257 = -39087943.455509 nChanged 24 Iteration 251Q (916.435080 sec): 23 clusters Score: Raw -39133298.854459 + Penalty 45354.469257 = -39087944.385202 nChanged 29 Iteration 252Q (918.568375 sec): 23 clusters Score: Raw -39133299.953715 + Penalty 45354.469257 = -39087945.484458 nChanged 30 Iteration 253Q (920.718939 sec): 23 clusters Score: Raw -39133300.933931 + Penalty 45354.469257 = -39087946.464674 nChanged 29 Iteration 254Q (922.855997 sec): 23 clusters Score: Raw -39133301.916704 + Penalty 45354.469257 = -39087947.447447 nChanged 32 Iteration 255Q (924.998554 sec): 23 clusters Score: Raw -39133302.831148 + Penalty 45354.469257 = -39087948.361891 nChanged 36 Iteration 256Q (927.239008 sec): 23 clusters Score: Raw -39133303.856522 + Penalty 45354.469257 = -39087949.387265 nChanged 37 Iteration 257Q (929.380086 sec): 23 clusters Score: Raw -39133304.847159 + Penalty 45354.469257 = -39087950.377902 nChanged 38 Iteration 258Q (931.516931 sec): 23 clusters Score: Raw -39133305.752358 + Penalty 45354.469257 = -39087951.283102 nChanged 40 Writing temp clu file Because OldScore, -39087950.377902, is greater than current (better) Score,-39087951.283102 Compute initial score before splitting: Score: Raw -39133305.752358 + Penalty 45354.469257 = -39087951.283102 Trying to split cluster 1 (5594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (931.590431 sec): 2 clusters Score: Raw -689460.990959 + Penalty 1402.285604 = -688058.705355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (931.612605 sec): 3 clusters Score: Raw -686527.513850 + Penalty 2804.571209 = -683722.942641 nChanged 2304 SP:Iteration 1F (931.634060 sec): 3 clusters Score: Raw -687788.434895 + Penalty 2804.571209 = -684983.863686 nChanged 389 SP:Iteration 2F (931.655372 sec): 3 clusters Score: Raw -688004.427224 + Penalty 2804.571209 = -685199.856015 nChanged 302 SP:Iteration 3F (931.676804 sec): 3 clusters Score: Raw -688165.671300 + Penalty 2804.571209 = -685361.100091 nChanged 248 SP:Iteration 4Q (931.714308 sec): 3 clusters Score: Raw -688289.180874 + Penalty 2804.571209 = -685484.609665 nChanged 230 SP:Iteration 5Q (931.740096 sec): 3 clusters Score: Raw -688392.495625 + Penalty 2804.571209 = -685587.924416 nChanged 182 SP:Iteration 6Q (931.764730 sec): 3 clusters Score: Raw -688479.983227 + Penalty 2804.571209 = -685675.412018 nChanged 171 SP:Iteration 7Q (931.786015 sec): 3 clusters Score: Raw -688557.336038 + Penalty 2804.571209 = -685752.764829 nChanged 157 SP:Iteration 8Q (931.842983 sec): 3 clusters Score: Raw -688633.330174 + Penalty 2804.571209 = -685828.758965 nChanged 161 SP:Iteration 9Q (931.891561 sec): 3 clusters Score: Raw -688707.907666 + Penalty 2804.571209 = -685903.336457 nChanged 148 SP:Iteration 10Q (931.943627 sec): 3 clusters Score: Raw -688775.572856 + Penalty 2804.571209 = -685971.001647 nChanged 151 SP:Iteration 11Q (931.965314 sec): 3 clusters Score: Raw -688872.537267 + Penalty 2804.571209 = -686067.966058 nChanged 152 SP:Iteration 12Q (931.986732 sec): 3 clusters Score: Raw -688998.670956 + Penalty 2804.571209 = -686194.099747 nChanged 183 SP:Iteration 13Q (932.007923 sec): 3 clusters Score: Raw -689168.792830 + Penalty 2804.571209 = -686364.221621 nChanged 180 SP:Iteration 14Q (932.028967 sec): 3 clusters Score: Raw -689324.543931 + Penalty 2804.571209 = -686519.972722 nChanged 167 SP:Iteration 15Q (932.049716 sec): 3 clusters Score: Raw -689450.651151 + Penalty 2804.571209 = -686646.079942 nChanged 137 SP:Iteration 16Q (932.070522 sec): 3 clusters Score: Raw -689537.464502 + Penalty 2804.571209 = -686732.893293 nChanged 128 SP:Iteration 17Q (932.091170 sec): 3 clusters Score: Raw -689619.498214 + Penalty 2804.571209 = -686814.927005 nChanged 120 SP:Iteration 18Q (932.111895 sec): 3 clusters Score: Raw -689698.140778 + Penalty 2804.571209 = -686893.569569 nChanged 95 SP:Iteration 19Q (932.132763 sec): 3 clusters Score: Raw -689752.883676 + Penalty 2804.571209 = -686948.312467 nChanged 85 SP:Iteration 20F (932.154103 sec): 3 clusters Score: Raw -689795.246653 + Penalty 2804.571209 = -686990.675444 nChanged 74 SP:Iteration 21Q (932.174475 sec): 3 clusters Score: Raw -689839.618056 + Penalty 2804.571209 = -687035.046847 nChanged 76 SP:Iteration 22Q (932.195130 sec): 3 clusters Score: Raw -689878.657513 + Penalty 2804.571209 = -687074.086304 nChanged 49 SP:Iteration 23Q (932.215416 sec): 3 clusters Score: Raw -689902.523977 + Penalty 2804.571209 = -687097.952768 nChanged 42 SP:Iteration 24Q (932.236122 sec): 3 clusters Score: Raw -689925.305607 + Penalty 2804.571209 = -687120.734398 nChanged 37 SP:Iteration 25Q (932.260246 sec): 3 clusters Score: Raw -689942.332950 + Penalty 2804.571209 = -687137.761741 nChanged 34 SP:Iteration 26Q (932.280732 sec): 3 clusters Score: Raw -689955.431184 + Penalty 2804.571209 = -687150.859975 nChanged 26 SP:Iteration 27Q (932.300890 sec): 3 clusters Score: Raw -689963.737189 + Penalty 2804.571209 = -687159.165980 nChanged 21 SP:Iteration 28Q (932.320559 sec): 3 clusters Score: Raw -689970.779971 + Penalty 2804.571209 = -687166.208762 nChanged 16 SP:Iteration 29Q (932.340803 sec): 3 clusters Score: Raw -689973.824633 + Penalty 2804.571209 = -687169.253424 nChanged 9 SP:Iteration 30Q (932.367974 sec): 3 clusters Score: Raw -689975.922093 + Penalty 2804.571209 = -687171.350884 nChanged 8 SP:Iteration 31Q (932.388268 sec): 3 clusters Score: Raw -689977.966094 + Penalty 2804.571209 = -687173.394885 nChanged 6 SP:Iteration 32Q (932.408402 sec): 3 clusters Score: Raw -689979.505938 + Penalty 2804.571209 = -687174.934729 nChanged 6 SP:Iteration 33Q (932.428449 sec): 3 clusters Score: Raw -689980.885483 + Penalty 2804.571209 = -687176.314274 nChanged 4 SP:Iteration 34Q (932.448223 sec): 3 clusters Score: Raw -689981.369148 + Penalty 2804.571209 = -687176.797939 nChanged 4 SP:Iteration 35Q (932.468270 sec): 3 clusters Score: Raw -689981.871237 + Penalty 2804.571209 = -687177.300028 nChanged 6 SP:Iteration 36Q (932.488309 sec): 3 clusters Score: Raw -689983.081476 + Penalty 2804.571209 = -687178.510267 nChanged 6 SP:Iteration 37Q (932.508232 sec): 3 clusters Score: Raw -689984.377472 + Penalty 2804.571209 = -687179.806263 nChanged 5 SP:Iteration 38Q (932.528540 sec): 3 clusters Score: Raw -689985.658098 + Penalty 2804.571209 = -687181.086889 nChanged 2 SP:Iteration 39Q (932.571991 sec): 3 clusters Score: Raw -689985.891651 + Penalty 2804.571209 = -687181.320442 nChanged 0 SP:Iteration 40F (932.593299 sec): 3 clusters Score: Raw -689985.891651 + Penalty 2804.571209 = -687181.320442 nChanged 0 Trying to split cluster 2 (645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (932.603482 sec): 2 clusters Score: Raw -72632.223875 + Penalty 1051.253176 = -71580.970698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (932.607599 sec): 3 clusters Score: Raw -72550.043113 + Penalty 2102.506353 = -70447.536760 nChanged 154 SP:Iteration 1F (932.611420 sec): 3 clusters Score: Raw -72904.762045 + Penalty 2102.506353 = -70802.255692 nChanged 58 SP:Iteration 2F (932.615188 sec): 3 clusters Score: Raw -73012.759653 + Penalty 2102.506353 = -70910.253300 nChanged 32 SP:Iteration 3Q (932.622788 sec): 3 clusters Score: Raw -73060.525232 + Penalty 2102.506353 = -70958.018879 nChanged 7 SP:Iteration 4Q (932.626527 sec): 3 clusters Score: Raw -73069.893864 + Penalty 2102.506353 = -70967.387511 nChanged 4 SP:Iteration 5Q (932.630221 sec): 3 clusters Score: Raw -73074.465696 + Penalty 2102.506353 = -70971.959343 nChanged 3 SP:Iteration 6Q (932.633930 sec): 3 clusters Score: Raw -73084.630001 + Penalty 2102.506353 = -70982.123648 nChanged 4 SP:Iteration 7Q (932.637915 sec): 3 clusters Score: Raw -73090.808458 + Penalty 2102.506353 = -70988.302105 nChanged 7 SP:Iteration 8Q (932.642307 sec): 3 clusters Score: Raw -73106.535083 + Penalty 2102.506353 = -71004.028730 nChanged 6 SP:Iteration 9Q (932.645983 sec): 3 clusters Score: Raw -73114.018557 + Penalty 2102.506353 = -71011.512204 nChanged 1 SP:Iteration 10Q (932.649681 sec): 3 clusters Score: Raw -73114.968193 + Penalty 2102.506353 = -71012.461840 nChanged 1 SP:Iteration 11Q (932.661539 sec): 3 clusters Score: Raw -73115.850643 + Penalty 2102.506353 = -71013.344290 nChanged 1 SP:Iteration 12Q (932.665210 sec): 3 clusters Score: Raw -73118.356289 + Penalty 2102.506353 = -71015.849936 nChanged 0 SP:Iteration 13F (932.668953 sec): 3 clusters Score: Raw -73118.356289 + Penalty 2102.506353 = -71015.849936 nChanged 0 Trying to split cluster 3 (7793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (932.691070 sec): 2 clusters Score: Raw -948934.567578 + Penalty 1456.159441 = -947478.408137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (932.716626 sec): 3 clusters Score: Raw -944627.213497 + Penalty 2912.318881 = -941714.894616 nChanged 3272 SP:Iteration 1F (932.749172 sec): 3 clusters Score: Raw -946383.541433 + Penalty 2912.318881 = -943471.222551 nChanged 510 SP:Iteration 2F (932.773992 sec): 3 clusters Score: Raw -946621.381553 + Penalty 2912.318881 = -943709.062671 nChanged 411 SP:Iteration 3F (932.798908 sec): 3 clusters Score: Raw -946788.595474 + Penalty 2912.318881 = -943876.276592 nChanged 319 SP:Iteration 4Q (932.823735 sec): 3 clusters Score: Raw -946915.543959 + Penalty 2912.318881 = -944003.225077 nChanged 268 SP:Iteration 5Q (932.848585 sec): 3 clusters Score: Raw -947007.153825 + Penalty 2912.318881 = -944094.834943 nChanged 221 SP:Iteration 6Q (932.873769 sec): 3 clusters Score: Raw -947078.382306 + Penalty 2912.318881 = -944166.063425 nChanged 175 SP:Iteration 7Q (932.898806 sec): 3 clusters Score: Raw -947137.942694 + Penalty 2912.318881 = -944225.623812 nChanged 161 SP:Iteration 8Q (932.923856 sec): 3 clusters Score: Raw -947193.286586 + Penalty 2912.318881 = -944280.967704 nChanged 164 SP:Iteration 9Q (932.949065 sec): 3 clusters Score: Raw -947244.860636 + Penalty 2912.318881 = -944332.541755 nChanged 143 SP:Iteration 10Q (932.974160 sec): 3 clusters Score: Raw -947296.152878 + Penalty 2912.318881 = -944383.833997 nChanged 152 SP:Iteration 11Q (932.999183 sec): 3 clusters Score: Raw -947355.119249 + Penalty 2912.318881 = -944442.800368 nChanged 175 SP:Iteration 12Q (933.024162 sec): 3 clusters Score: Raw -947430.731473 + Penalty 2912.318881 = -944518.412591 nChanged 185 SP:Iteration 13Q (933.049338 sec): 3 clusters Score: Raw -947535.223999 + Penalty 2912.318881 = -944622.905118 nChanged 200 SP:Iteration 14Q (933.074552 sec): 3 clusters Score: Raw -947657.465332 + Penalty 2912.318881 = -944745.146450 nChanged 213 SP:Iteration 15Q (933.102910 sec): 3 clusters Score: Raw -947821.629113 + Penalty 2912.318881 = -944909.310231 nChanged 230 SP:Iteration 16Q (933.127709 sec): 3 clusters Score: Raw -947986.392357 + Penalty 2912.318881 = -945074.073475 nChanged 232 SP:Iteration 17Q (933.152338 sec): 3 clusters Score: Raw -948167.992778 + Penalty 2912.318881 = -945255.673897 nChanged 222 SP:Iteration 18Q (933.186734 sec): 3 clusters Score: Raw -948315.863107 + Penalty 2912.318881 = -945403.544226 nChanged 187 SP:Iteration 19Q (933.210993 sec): 3 clusters Score: Raw -948422.490038 + Penalty 2912.318881 = -945510.171157 nChanged 138 SP:Iteration 20F (933.235986 sec): 3 clusters Score: Raw -948487.102177 + Penalty 2912.318881 = -945574.783296 nChanged 117 SP:Iteration 21Q (933.262400 sec): 3 clusters Score: Raw -948543.163951 + Penalty 2912.318881 = -945630.845070 nChanged 104 SP:Iteration 22Q (933.286207 sec): 3 clusters Score: Raw -948595.163171 + Penalty 2912.318881 = -945682.844289 nChanged 85 SP:Iteration 23Q (933.309738 sec): 3 clusters Score: Raw -948638.918173 + Penalty 2912.318881 = -945726.599292 nChanged 92 SP:Iteration 24Q (933.333265 sec): 3 clusters Score: Raw -948683.726540 + Penalty 2912.318881 = -945771.407658 nChanged 78 SP:Iteration 25Q (933.356877 sec): 3 clusters Score: Raw -948723.817725 + Penalty 2912.318881 = -945811.498844 nChanged 71 SP:Iteration 26Q (933.380136 sec): 3 clusters Score: Raw -948759.505691 + Penalty 2912.318881 = -945847.186810 nChanged 55 SP:Iteration 27Q (933.403318 sec): 3 clusters Score: Raw -948784.998163 + Penalty 2912.318881 = -945872.679282 nChanged 49 SP:Iteration 28Q (933.426503 sec): 3 clusters Score: Raw -948808.469984 + Penalty 2912.318881 = -945896.151102 nChanged 45 SP:Iteration 29Q (933.449610 sec): 3 clusters Score: Raw -948827.171026 + Penalty 2912.318881 = -945914.852145 nChanged 37 SP:Iteration 30Q (933.472615 sec): 3 clusters Score: Raw -948843.307250 + Penalty 2912.318881 = -945930.988369 nChanged 35 SP:Iteration 31Q (933.495527 sec): 3 clusters Score: Raw -948860.682885 + Penalty 2912.318881 = -945948.364003 nChanged 39 SP:Iteration 32Q (933.518899 sec): 3 clusters Score: Raw -948876.857410 + Penalty 2912.318881 = -945964.538529 nChanged 38 SP:Iteration 33Q (933.541783 sec): 3 clusters Score: Raw -948895.332610 + Penalty 2912.318881 = -945983.013728 nChanged 31 SP:Iteration 34Q (933.570796 sec): 3 clusters Score: Raw -948906.434012 + Penalty 2912.318881 = -945994.115131 nChanged 27 SP:Iteration 35Q (933.593623 sec): 3 clusters Score: Raw -948915.584315 + Penalty 2912.318881 = -946003.265434 nChanged 23 SP:Iteration 36Q (933.616681 sec): 3 clusters Score: Raw -948924.059216 + Penalty 2912.318881 = -946011.740335 nChanged 17 SP:Iteration 37Q (933.639553 sec): 3 clusters Score: Raw -948929.466874 + Penalty 2912.318881 = -946017.147993 nChanged 20 SP:Iteration 38Q (933.662285 sec): 3 clusters Score: Raw -948940.746420 + Penalty 2912.318881 = -946028.427539 nChanged 23 SP:Iteration 39Q (933.717395 sec): 3 clusters Score: Raw -948951.424875 + Penalty 2912.318881 = -946039.105993 nChanged 22 SP:Iteration 40F (933.747882 sec): 3 clusters Score: Raw -948960.985903 + Penalty 2912.318881 = -946048.667021 nChanged 19 SP:Iteration 41Q (933.770640 sec): 3 clusters Score: Raw -948970.738247 + Penalty 2912.318881 = -946058.419365 nChanged 19 SP:Iteration 42Q (933.794804 sec): 3 clusters Score: Raw -948981.669269 + Penalty 2912.318881 = -946069.350387 nChanged 17 SP:Iteration 43Q (933.817365 sec): 3 clusters Score: Raw -948991.037920 + Penalty 2912.318881 = -946078.719038 nChanged 20 SP:Iteration 44Q (933.875472 sec): 3 clusters Score: Raw -949000.873398 + Penalty 2912.318881 = -946088.554516 nChanged 22 SP:Iteration 45Q (933.908323 sec): 3 clusters Score: Raw -949011.076503 + Penalty 2912.318881 = -946098.757622 nChanged 14 SP:Iteration 46Q (933.932427 sec): 3 clusters Score: Raw -949018.608992 + Penalty 2912.318881 = -946106.290111 nChanged 12 SP:Iteration 47Q (933.955034 sec): 3 clusters Score: Raw -949025.153234 + Penalty 2912.318881 = -946112.834353 nChanged 10 SP:Iteration 48Q (933.988255 sec): 3 clusters Score: Raw -949029.833042 + Penalty 2912.318881 = -946117.514160 nChanged 6 SP:Iteration 49Q (934.010672 sec): 3 clusters Score: Raw -949032.286375 + Penalty 2912.318881 = -946119.967494 nChanged 3 SP:Iteration 50Q (934.032927 sec): 3 clusters Score: Raw -949033.541740 + Penalty 2912.318881 = -946121.222859 nChanged 3 SP:Iteration 51Q (934.057664 sec): 3 clusters Score: Raw -949034.798815 + Penalty 2912.318881 = -946122.479933 nChanged 3 SP:Iteration 52Q (934.083551 sec): 3 clusters Score: Raw -949035.551609 + Penalty 2912.318881 = -946123.232727 nChanged 1 SP:Iteration 53Q (934.117360 sec): 3 clusters Score: Raw -949035.868218 + Penalty 2912.318881 = -946123.549337 nChanged 2 SP:Iteration 54Q (934.139852 sec): 3 clusters Score: Raw -949036.602034 + Penalty 2912.318881 = -946124.283153 nChanged 1 SP:Iteration 55Q (934.162379 sec): 3 clusters Score: Raw -949036.975505 + Penalty 2912.318881 = -946124.656624 nChanged 1 SP:Iteration 56Q (934.184910 sec): 3 clusters Score: Raw -949037.483901 + Penalty 2912.318881 = -946125.165020 nChanged 2 SP:Iteration 57Q (934.207588 sec): 3 clusters Score: Raw -949038.737198 + Penalty 2912.318881 = -946126.418316 nChanged 7 SP:Iteration 58Q (934.231219 sec): 3 clusters Score: Raw -949042.084839 + Penalty 2912.318881 = -946129.765957 nChanged 6 SP:Iteration 59Q (934.261157 sec): 3 clusters Score: Raw -949044.463333 + Penalty 2912.318881 = -946132.144451 nChanged 4 SP:Iteration 60F (934.285991 sec): 3 clusters Score: Raw -949046.731680 + Penalty 2912.318881 = -946134.412799 nChanged 4 SP:Iteration 61Q (934.308569 sec): 3 clusters Score: Raw -949048.441711 + Penalty 2912.318881 = -946136.122829 nChanged 3 SP:Iteration 62Q (934.331176 sec): 3 clusters Score: Raw -949049.872800 + Penalty 2912.318881 = -946137.553918 nChanged 3 SP:Iteration 63Q (934.359372 sec): 3 clusters Score: Raw -949050.916114 + Penalty 2912.318881 = -946138.597233 nChanged 0 SP:Iteration 64F (934.384387 sec): 3 clusters Score: Raw -949050.916114 + Penalty 2912.318881 = -946138.597233 nChanged 0 Trying to split cluster 4 (3016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (934.400291 sec): 2 clusters Score: Raw -338310.979561 + Penalty 1301.899093 = -337009.080467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (934.414544 sec): 3 clusters Score: Raw -336959.353019 + Penalty 2603.798187 = -334355.554832 nChanged 1119 SP:Iteration 1F (934.429201 sec): 3 clusters Score: Raw -337703.092627 + Penalty 2603.798187 = -335099.294440 nChanged 263 SP:Iteration 2F (934.443191 sec): 3 clusters Score: Raw -337924.840034 + Penalty 2603.798187 = -335321.041847 nChanged 195 SP:Iteration 3F (934.459020 sec): 3 clusters Score: Raw -338101.273744 + Penalty 2603.798187 = -335497.475557 nChanged 142 SP:Iteration 4Q (934.473703 sec): 3 clusters Score: Raw -338278.376802 + Penalty 2603.798187 = -335674.578615 nChanged 142 SP:Iteration 5Q (934.488452 sec): 3 clusters Score: Raw -338478.193715 + Penalty 2603.798187 = -335874.395528 nChanged 126 SP:Iteration 6Q (934.503025 sec): 3 clusters Score: Raw -338631.058022 + Penalty 2603.798187 = -336027.259835 nChanged 100 SP:Iteration 7Q (934.517454 sec): 3 clusters Score: Raw -338722.594290 + Penalty 2603.798187 = -336118.796103 nChanged 85 SP:Iteration 8Q (934.531709 sec): 3 clusters Score: Raw -338781.980321 + Penalty 2603.798187 = -336178.182134 nChanged 75 SP:Iteration 9Q (934.546109 sec): 3 clusters Score: Raw -338840.934144 + Penalty 2603.798187 = -336237.135957 nChanged 77 SP:Iteration 10Q (934.560333 sec): 3 clusters Score: Raw -338893.996878 + Penalty 2603.798187 = -336290.198691 nChanged 69 SP:Iteration 11Q (934.574774 sec): 3 clusters Score: Raw -338937.664317 + Penalty 2603.798187 = -336333.866130 nChanged 63 SP:Iteration 12Q (934.589089 sec): 3 clusters Score: Raw -338970.672262 + Penalty 2603.798187 = -336366.874075 nChanged 52 SP:Iteration 13Q (934.603313 sec): 3 clusters Score: Raw -338996.358350 + Penalty 2603.798187 = -336392.560163 nChanged 54 SP:Iteration 14Q (934.617591 sec): 3 clusters Score: Raw -339024.827349 + Penalty 2603.798187 = -336421.029162 nChanged 56 SP:Iteration 15Q (934.631771 sec): 3 clusters Score: Raw -339054.401694 + Penalty 2603.798187 = -336450.603507 nChanged 43 SP:Iteration 16Q (934.646069 sec): 3 clusters Score: Raw -339082.233549 + Penalty 2603.798187 = -336478.435362 nChanged 51 SP:Iteration 17Q (934.660207 sec): 3 clusters Score: Raw -339111.300924 + Penalty 2603.798187 = -336507.502737 nChanged 50 SP:Iteration 18Q (934.674513 sec): 3 clusters Score: Raw -339140.642490 + Penalty 2603.798187 = -336536.844303 nChanged 55 SP:Iteration 19Q (934.688685 sec): 3 clusters Score: Raw -339168.582700 + Penalty 2603.798187 = -336564.784513 nChanged 39 SP:Iteration 20F (934.703507 sec): 3 clusters Score: Raw -339184.651698 + Penalty 2603.798187 = -336580.853511 nChanged 28 SP:Iteration 21Q (934.717774 sec): 3 clusters Score: Raw -339199.248815 + Penalty 2603.798187 = -336595.450628 nChanged 24 SP:Iteration 22Q (934.730712 sec): 3 clusters Score: Raw -339209.502270 + Penalty 2603.798187 = -336605.704083 nChanged 21 SP:Iteration 23Q (934.745001 sec): 3 clusters Score: Raw -339216.607107 + Penalty 2603.798187 = -336612.808920 nChanged 15 SP:Iteration 24Q (934.759281 sec): 3 clusters Score: Raw -339224.978153 + Penalty 2603.798187 = -336621.179966 nChanged 17 SP:Iteration 25Q (934.773385 sec): 3 clusters Score: Raw -339231.434416 + Penalty 2603.798187 = -336627.636229 nChanged 15 SP:Iteration 26Q (934.787506 sec): 3 clusters Score: Raw -339238.159352 + Penalty 2603.798187 = -336634.361165 nChanged 11 SP:Iteration 27Q (934.801585 sec): 3 clusters Score: Raw -339241.948916 + Penalty 2603.798187 = -336638.150729 nChanged 4 SP:Iteration 28Q (934.814990 sec): 3 clusters Score: Raw -339242.897300 + Penalty 2603.798187 = -336639.099113 nChanged 3 SP:Iteration 29Q (934.829114 sec): 3 clusters Score: Raw -339243.600148 + Penalty 2603.798187 = -336639.801961 nChanged 3 SP:Iteration 30Q (934.843352 sec): 3 clusters Score: Raw -339244.201834 + Penalty 2603.798187 = -336640.403647 nChanged 1 SP:Iteration 31Q (934.857721 sec): 3 clusters Score: Raw -339244.444048 + Penalty 2603.798187 = -336640.645861 nChanged 2 SP:Iteration 32Q (934.872095 sec): 3 clusters Score: Raw -339244.915668 + Penalty 2603.798187 = -336641.117481 nChanged 1 SP:Iteration 33Q (934.886408 sec): 3 clusters Score: Raw -339244.991444 + Penalty 2603.798187 = -336641.193257 nChanged 0 SP:Iteration 34F (934.906810 sec): 3 clusters Score: Raw -339244.991444 + Penalty 2603.798187 = -336641.193257 nChanged 0 Trying to split cluster 5 (1164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (934.918649 sec): 2 clusters Score: Raw -130668.761119 + Penalty 1147.187865 = -129521.573254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (934.925205 sec): 3 clusters Score: Raw -130310.171791 + Penalty 2294.375729 = -128015.796062 nChanged 346 SP:Iteration 1F (934.931466 sec): 3 clusters Score: Raw -130643.735659 + Penalty 2294.375729 = -128349.359930 nChanged 102 SP:Iteration 2F (934.939585 sec): 3 clusters Score: Raw -130788.667966 + Penalty 2294.375729 = -128494.292236 nChanged 83 SP:Iteration 3F (934.945670 sec): 3 clusters Score: Raw -130935.724008 + Penalty 2294.375729 = -128641.348279 nChanged 78 SP:Iteration 4F (934.951854 sec): 3 clusters Score: Raw -131083.275239 + Penalty 2294.375729 = -128788.899510 nChanged 60 SP:Iteration 5F (934.957934 sec): 3 clusters Score: Raw -131257.715458 + Penalty 2294.375729 = -128963.339729 nChanged 60 SP:Iteration 6F (934.964013 sec): 3 clusters Score: Raw -131378.256002 + Penalty 2294.375729 = -129083.880272 nChanged 33 SP:Iteration 7Q (934.977020 sec): 3 clusters Score: Raw -131435.386938 + Penalty 2294.375729 = -129141.011209 nChanged 25 SP:Iteration 8Q (934.987976 sec): 3 clusters Score: Raw -131470.112648 + Penalty 2294.375729 = -129175.736919 nChanged 20 SP:Iteration 9Q (934.993882 sec): 3 clusters Score: Raw -131500.226874 + Penalty 2294.375729 = -129205.851145 nChanged 14 SP:Iteration 10Q (934.999732 sec): 3 clusters Score: Raw -131521.116388 + Penalty 2294.375729 = -129226.740659 nChanged 12 SP:Iteration 11Q (935.005683 sec): 3 clusters Score: Raw -131540.152231 + Penalty 2294.375729 = -129245.776502 nChanged 14 SP:Iteration 12Q (935.011595 sec): 3 clusters Score: Raw -131570.548343 + Penalty 2294.375729 = -129276.172614 nChanged 15 SP:Iteration 13Q (935.017446 sec): 3 clusters Score: Raw -131598.366986 + Penalty 2294.375729 = -129303.991257 nChanged 16 SP:Iteration 14Q (935.023281 sec): 3 clusters Score: Raw -131617.814357 + Penalty 2294.375729 = -129323.438628 nChanged 13 SP:Iteration 15Q (935.029239 sec): 3 clusters Score: Raw -131630.992583 + Penalty 2294.375729 = -129336.616854 nChanged 11 SP:Iteration 16Q (935.035082 sec): 3 clusters Score: Raw -131640.857331 + Penalty 2294.375729 = -129346.481602 nChanged 6 SP:Iteration 17Q (935.040976 sec): 3 clusters Score: Raw -131646.798593 + Penalty 2294.375729 = -129352.422863 nChanged 3 SP:Iteration 18Q (935.051541 sec): 3 clusters Score: Raw -131649.828560 + Penalty 2294.375729 = -129355.452830 nChanged 2 SP:Iteration 19Q (935.061295 sec): 3 clusters Score: Raw -131650.439866 + Penalty 2294.375729 = -129356.064137 nChanged 2 SP:Iteration 20F (935.067392 sec): 3 clusters Score: Raw -131651.373794 + Penalty 2294.375729 = -129356.998065 nChanged 0 Trying to split cluster 6 (19269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (935.103065 sec): 2 clusters Score: Raw -2404364.973583 + Penalty 1603.266091 = -2402761.707492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (935.181196 sec): 3 clusters Score: Raw -2392778.746901 + Penalty 3206.532181 = -2389572.214719 nChanged 8681 SP:Iteration 1F (935.223788 sec): 3 clusters Score: Raw -2397738.480808 + Penalty 3206.532181 = -2394531.948627 nChanged 969 SP:Iteration 2F (935.266704 sec): 3 clusters Score: Raw -2398114.285437 + Penalty 3206.532181 = -2394907.753256 nChanged 926 SP:Iteration 3Q (935.314314 sec): 3 clusters Score: Raw -2398520.388526 + Penalty 3206.532181 = -2395313.856345 nChanged 906 SP:Iteration 4Q (935.358951 sec): 3 clusters Score: Raw -2398942.738821 + Penalty 3206.532181 = -2395736.206640 nChanged 909 SP:Iteration 5Q (935.407797 sec): 3 clusters Score: Raw -2399462.380374 + Penalty 3206.532181 = -2396255.848193 nChanged 929 SP:Iteration 6Q (935.450263 sec): 3 clusters Score: Raw -2400041.772390 + Penalty 3206.532181 = -2396835.240208 nChanged 980 SP:Iteration 7F (935.492422 sec): 3 clusters Score: Raw -2400687.143743 + Penalty 3206.532181 = -2397480.611562 nChanged 915 SP:Iteration 8Q (935.534295 sec): 3 clusters Score: Raw -2401293.428858 + Penalty 3206.532181 = -2398086.896677 nChanged 829 SP:Iteration 9Q (935.575852 sec): 3 clusters Score: Raw -2401894.045532 + Penalty 3206.532181 = -2398687.513351 nChanged 738 SP:Iteration 10Q (935.621504 sec): 3 clusters Score: Raw -2402378.761121 + Penalty 3206.532181 = -2399172.228940 nChanged 607 SP:Iteration 11Q (935.661721 sec): 3 clusters Score: Raw -2402776.580302 + Penalty 3206.532181 = -2399570.048120 nChanged 546 SP:Iteration 12Q (935.722252 sec): 3 clusters Score: Raw -2403124.799049 + Penalty 3206.532181 = -2399918.266868 nChanged 487 SP:Iteration 13Q (935.760795 sec): 3 clusters Score: Raw -2403447.819088 + Penalty 3206.532181 = -2400241.286907 nChanged 376 SP:Iteration 14Q (935.804981 sec): 3 clusters Score: Raw -2403682.471988 + Penalty 3206.532181 = -2400475.939807 nChanged 291 SP:Iteration 15Q (935.863609 sec): 3 clusters Score: Raw -2403868.224844 + Penalty 3206.532181 = -2400661.692663 nChanged 262 SP:Iteration 16Q (935.901126 sec): 3 clusters Score: Raw -2404032.289788 + Penalty 3206.532181 = -2400825.757607 nChanged 200 SP:Iteration 17Q (935.937389 sec): 3 clusters Score: Raw -2404176.006035 + Penalty 3206.532181 = -2400969.473854 nChanged 157 SP:Iteration 18Q (935.978991 sec): 3 clusters Score: Raw -2404279.684218 + Penalty 3206.532181 = -2401073.152037 nChanged 131 SP:Iteration 19Q (936.015027 sec): 3 clusters Score: Raw -2404361.806681 + Penalty 3206.532181 = -2401155.274499 nChanged 94 SP:Iteration 20F (936.057075 sec): 3 clusters Score: Raw -2404424.474047 + Penalty 3206.532181 = -2401217.941865 nChanged 71 SP:Iteration 21Q (936.093167 sec): 3 clusters Score: Raw -2404477.752681 + Penalty 3206.532181 = -2401271.220499 nChanged 56 SP:Iteration 22Q (936.129035 sec): 3 clusters Score: Raw -2404513.387582 + Penalty 3206.532181 = -2401306.855401 nChanged 42 SP:Iteration 23Q (936.164898 sec): 3 clusters Score: Raw -2404542.323496 + Penalty 3206.532181 = -2401335.791314 nChanged 38 SP:Iteration 24Q (936.200551 sec): 3 clusters Score: Raw -2404565.508958 + Penalty 3206.532181 = -2401358.976777 nChanged 29 SP:Iteration 25Q (936.239257 sec): 3 clusters Score: Raw -2404585.951741 + Penalty 3206.532181 = -2401379.419559 nChanged 22 SP:Iteration 26Q (936.274444 sec): 3 clusters Score: Raw -2404600.548239 + Penalty 3206.532181 = -2401394.016058 nChanged 23 SP:Iteration 27Q (936.313857 sec): 3 clusters Score: Raw -2404613.837001 + Penalty 3206.532181 = -2401407.304819 nChanged 19 SP:Iteration 28Q (936.349001 sec): 3 clusters Score: Raw -2404625.047548 + Penalty 3206.532181 = -2401418.515367 nChanged 13 SP:Iteration 29Q (936.383720 sec): 3 clusters Score: Raw -2404631.640683 + Penalty 3206.532181 = -2401425.108501 nChanged 7 SP:Iteration 30Q (936.434701 sec): 3 clusters Score: Raw -2404635.401764 + Penalty 3206.532181 = -2401428.869583 nChanged 7 SP:Iteration 31Q (936.469995 sec): 3 clusters Score: Raw -2404639.107208 + Penalty 3206.532181 = -2401432.575026 nChanged 8 SP:Iteration 32Q (936.505466 sec): 3 clusters Score: Raw -2404642.826421 + Penalty 3206.532181 = -2401436.294240 nChanged 4 SP:Iteration 33Q (936.540720 sec): 3 clusters Score: Raw -2404644.900336 + Penalty 3206.532181 = -2401438.368154 nChanged 3 SP:Iteration 34Q (936.575806 sec): 3 clusters Score: Raw -2404646.045901 + Penalty 3206.532181 = -2401439.513719 nChanged 2 SP:Iteration 35Q (936.610758 sec): 3 clusters Score: Raw -2404646.639438 + Penalty 3206.532181 = -2401440.107257 nChanged 0 SP:Iteration 36F (936.652734 sec): 3 clusters Score: Raw -2404646.639438 + Penalty 3206.532181 = -2401440.107257 nChanged 0 Trying to split cluster 7 (45593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (936.718875 sec): 2 clusters Score: Raw -5536134.509238 + Penalty 1743.220290 = -5534391.288948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (936.806361 sec): 3 clusters Score: Raw -5507384.004311 + Penalty 3486.440579 = -5503897.563731 nChanged 21335 SP:Iteration 1F (936.886045 sec): 3 clusters Score: Raw -5519378.857928 + Penalty 3486.440579 = -5515892.417349 nChanged 2123 SP:Iteration 2Q (937.003523 sec): 3 clusters Score: Raw -5520173.713510 + Penalty 3486.440579 = -5516687.272931 nChanged 2297 SP:Iteration 3F (937.104749 sec): 3 clusters Score: Raw -5521259.139497 + Penalty 3486.440579 = -5517772.698918 nChanged 2578 SP:Iteration 4F (937.186914 sec): 3 clusters Score: Raw -5522634.139184 + Penalty 3486.440579 = -5519147.698605 nChanged 2633 SP:Iteration 5F (937.289136 sec): 3 clusters Score: Raw -5524108.073492 + Penalty 3486.440579 = -5520621.632913 nChanged 2668 SP:Iteration 6F (937.368754 sec): 3 clusters Score: Raw -5525676.729203 + Penalty 3486.440579 = -5522190.288624 nChanged 2619 SP:Iteration 7F (937.452089 sec): 3 clusters Score: Raw -5527231.979266 + Penalty 3486.440579 = -5523745.538686 nChanged 2398 SP:Iteration 8F (937.532461 sec): 3 clusters Score: Raw -5528657.190477 + Penalty 3486.440579 = -5525170.749897 nChanged 2179 SP:Iteration 9Q (937.616342 sec): 3 clusters Score: Raw -5529943.911467 + Penalty 3486.440579 = -5526457.470888 nChanged 1864 SP:Iteration 10Q (937.698876 sec): 3 clusters Score: Raw -5530874.421248 + Penalty 3486.440579 = -5527387.980668 nChanged 1444 SP:Iteration 11Q (937.780893 sec): 3 clusters Score: Raw -5531407.568934 + Penalty 3486.440579 = -5527921.128355 nChanged 1018 SP:Iteration 12Q (937.863250 sec): 3 clusters Score: Raw -5531719.649555 + Penalty 3486.440579 = -5528233.208976 nChanged 744 SP:Iteration 13Q (937.956030 sec): 3 clusters Score: Raw -5531916.161673 + Penalty 3486.440579 = -5528429.721094 nChanged 573 SP:Iteration 14Q (938.035881 sec): 3 clusters Score: Raw -5532043.991201 + Penalty 3486.440579 = -5528557.550622 nChanged 503 SP:Iteration 15Q (938.116975 sec): 3 clusters Score: Raw -5532149.726939 + Penalty 3486.440579 = -5528663.286359 nChanged 441 SP:Iteration 16Q (938.196438 sec): 3 clusters Score: Raw -5532238.383789 + Penalty 3486.440579 = -5528751.943210 nChanged 434 SP:Iteration 17Q (938.276413 sec): 3 clusters Score: Raw -5532326.954023 + Penalty 3486.440579 = -5528840.513443 nChanged 425 SP:Iteration 18Q (938.368659 sec): 3 clusters Score: Raw -5532409.759072 + Penalty 3486.440579 = -5528923.318493 nChanged 418 SP:Iteration 19Q (938.469512 sec): 3 clusters Score: Raw -5532495.965628 + Penalty 3486.440579 = -5529009.525049 nChanged 422 SP:Iteration 20F (938.549309 sec): 3 clusters Score: Raw -5532585.533456 + Penalty 3486.440579 = -5529099.092877 nChanged 439 SP:Iteration 21Q (938.633289 sec): 3 clusters Score: Raw -5532675.571438 + Penalty 3486.440579 = -5529189.130859 nChanged 428 SP:Iteration 22Q (938.718214 sec): 3 clusters Score: Raw -5532763.866563 + Penalty 3486.440579 = -5529277.425984 nChanged 408 SP:Iteration 23Q (938.799941 sec): 3 clusters Score: Raw -5532848.192347 + Penalty 3486.440579 = -5529361.751768 nChanged 406 SP:Iteration 24Q (938.879534 sec): 3 clusters Score: Raw -5532931.344322 + Penalty 3486.440579 = -5529444.903743 nChanged 395 SP:Iteration 25Q (938.969763 sec): 3 clusters Score: Raw -5533019.262968 + Penalty 3486.440579 = -5529532.822389 nChanged 374 SP:Iteration 26Q (939.079026 sec): 3 clusters Score: Raw -5533103.872070 + Penalty 3486.440579 = -5529617.431491 nChanged 407 SP:Iteration 27Q (939.170859 sec): 3 clusters Score: Raw -5533201.684893 + Penalty 3486.440579 = -5529715.244314 nChanged 407 SP:Iteration 28Q (939.259102 sec): 3 clusters Score: Raw -5533302.890327 + Penalty 3486.440579 = -5529816.449747 nChanged 414 SP:Iteration 29Q (939.339173 sec): 3 clusters Score: Raw -5533408.483427 + Penalty 3486.440579 = -5529922.042848 nChanged 446 SP:Iteration 30Q (939.418583 sec): 3 clusters Score: Raw -5533519.419068 + Penalty 3486.440579 = -5530032.978489 nChanged 434 SP:Iteration 31Q (939.529992 sec): 3 clusters Score: Raw -5533640.588010 + Penalty 3486.440579 = -5530154.147430 nChanged 452 SP:Iteration 32Q (939.619661 sec): 3 clusters Score: Raw -5533765.963175 + Penalty 3486.440579 = -5530279.522595 nChanged 435 SP:Iteration 33Q (939.712740 sec): 3 clusters Score: Raw -5533876.293790 + Penalty 3486.440579 = -5530389.853211 nChanged 395 SP:Iteration 34Q (939.799136 sec): 3 clusters Score: Raw -5533974.452030 + Penalty 3486.440579 = -5530488.011450 nChanged 381 SP:Iteration 35Q (939.892794 sec): 3 clusters Score: Raw -5534060.387517 + Penalty 3486.440579 = -5530573.946937 nChanged 354 SP:Iteration 36Q (939.969976 sec): 3 clusters Score: Raw -5534137.765409 + Penalty 3486.440579 = -5530651.324830 nChanged 337 SP:Iteration 37Q (940.051435 sec): 3 clusters Score: Raw -5534206.381019 + Penalty 3486.440579 = -5530719.940439 nChanged 331 SP:Iteration 38Q (940.129292 sec): 3 clusters Score: Raw -5534263.099995 + Penalty 3486.440579 = -5530776.659416 nChanged 274 SP:Iteration 39Q (940.226320 sec): 3 clusters Score: Raw -5534306.063398 + Penalty 3486.440579 = -5530819.622818 nChanged 235 SP:Iteration 40F (940.314519 sec): 3 clusters Score: Raw -5534339.515230 + Penalty 3486.440579 = -5530853.074651 nChanged 218 SP:Iteration 41Q (940.420121 sec): 3 clusters Score: Raw -5534372.001925 + Penalty 3486.440579 = -5530885.561346 nChanged 228 SP:Iteration 42Q (940.497983 sec): 3 clusters Score: Raw -5534407.723877 + Penalty 3486.440579 = -5530921.283298 nChanged 218 SP:Iteration 43Q (940.576530 sec): 3 clusters Score: Raw -5534440.636038 + Penalty 3486.440579 = -5530954.195459 nChanged 210 SP:Iteration 44Q (940.653113 sec): 3 clusters Score: Raw -5534471.948584 + Penalty 3486.440579 = -5530985.508005 nChanged 221 SP:Iteration 45Q (940.733116 sec): 3 clusters Score: Raw -5534502.938464 + Penalty 3486.440579 = -5531016.497885 nChanged 203 SP:Iteration 46Q (940.820527 sec): 3 clusters Score: Raw -5534530.278100 + Penalty 3486.440579 = -5531043.837520 nChanged 194 SP:Iteration 47Q (940.900635 sec): 3 clusters Score: Raw -5534554.285876 + Penalty 3486.440579 = -5531067.845297 nChanged 175 SP:Iteration 48Q (940.978020 sec): 3 clusters Score: Raw -5534577.702890 + Penalty 3486.440579 = -5531091.262310 nChanged 169 SP:Iteration 49Q (941.057756 sec): 3 clusters Score: Raw -5534597.863948 + Penalty 3486.440579 = -5531111.423368 nChanged 170 SP:Iteration 50Q (941.134145 sec): 3 clusters Score: Raw -5534618.168637 + Penalty 3486.440579 = -5531131.728058 nChanged 180 SP:Iteration 51Q (941.208571 sec): 3 clusters Score: Raw -5534641.822658 + Penalty 3486.440579 = -5531155.382079 nChanged 183 SP:Iteration 52Q (941.286783 sec): 3 clusters Score: Raw -5534663.531988 + Penalty 3486.440579 = -5531177.091408 nChanged 177 SP:Iteration 53Q (941.384826 sec): 3 clusters Score: Raw -5534683.018903 + Penalty 3486.440579 = -5531196.578324 nChanged 182 SP:Iteration 54Q (941.461127 sec): 3 clusters Score: Raw -5534705.302406 + Penalty 3486.440579 = -5531218.861827 nChanged 184 SP:Iteration 55Q (941.537247 sec): 3 clusters Score: Raw -5534725.807565 + Penalty 3486.440579 = -5531239.366986 nChanged 180 SP:Iteration 56Q (941.613258 sec): 3 clusters Score: Raw -5534745.461057 + Penalty 3486.440579 = -5531259.020478 nChanged 179 SP:Iteration 57Q (941.688120 sec): 3 clusters Score: Raw -5534764.892227 + Penalty 3486.440579 = -5531278.451648 nChanged 187 SP:Iteration 58Q (941.771960 sec): 3 clusters Score: Raw -5534786.068921 + Penalty 3486.440579 = -5531299.628342 nChanged 174 SP:Iteration 59Q (941.847013 sec): 3 clusters Score: Raw -5534805.224570 + Penalty 3486.440579 = -5531318.783991 nChanged 175 SP:Iteration 60F (941.931709 sec): 3 clusters Score: Raw -5534823.614693 + Penalty 3486.440579 = -5531337.174113 nChanged 158 SP:Iteration 61Q (942.009020 sec): 3 clusters Score: Raw -5534840.150078 + Penalty 3486.440579 = -5531353.709499 nChanged 170 SP:Iteration 62Q (942.086254 sec): 3 clusters Score: Raw -5534858.474106 + Penalty 3486.440579 = -5531372.033526 nChanged 165 SP:Iteration 63Q (942.162481 sec): 3 clusters Score: Raw -5534876.904211 + Penalty 3486.440579 = -5531390.463632 nChanged 190 SP:Iteration 64Q (942.237812 sec): 3 clusters Score: Raw -5534898.445969 + Penalty 3486.440579 = -5531412.005389 nChanged 174 SP:Iteration 65Q (942.332091 sec): 3 clusters Score: Raw -5534915.312734 + Penalty 3486.440579 = -5531428.872155 nChanged 160 SP:Iteration 66Q (942.406668 sec): 3 clusters Score: Raw -5534931.536972 + Penalty 3486.440579 = -5531445.096393 nChanged 168 SP:Iteration 67Q (942.482001 sec): 3 clusters Score: Raw -5534948.521232 + Penalty 3486.440579 = -5531462.080653 nChanged 162 SP:Iteration 68Q (942.580405 sec): 3 clusters Score: Raw -5534963.915168 + Penalty 3486.440579 = -5531477.474589 nChanged 164 SP:Iteration 69Q (942.661418 sec): 3 clusters Score: Raw -5534981.617716 + Penalty 3486.440579 = -5531495.177137 nChanged 159 SP:Iteration 70Q (942.736037 sec): 3 clusters Score: Raw -5534999.865962 + Penalty 3486.440579 = -5531513.425382 nChanged 172 SP:Iteration 71Q (942.811092 sec): 3 clusters Score: Raw -5535018.714362 + Penalty 3486.440579 = -5531532.273783 nChanged 149 SP:Iteration 72Q (942.886403 sec): 3 clusters Score: Raw -5535032.864002 + Penalty 3486.440579 = -5531546.423422 nChanged 137 SP:Iteration 73Q (942.960294 sec): 3 clusters Score: Raw -5535046.767382 + Penalty 3486.440579 = -5531560.326803 nChanged 145 SP:Iteration 74Q (943.056102 sec): 3 clusters Score: Raw -5535061.269827 + Penalty 3486.440579 = -5531574.829248 nChanged 150 SP:Iteration 75Q (943.130322 sec): 3 clusters Score: Raw -5535075.640534 + Penalty 3486.440579 = -5531589.199955 nChanged 151 SP:Iteration 76Q (943.203682 sec): 3 clusters Score: Raw -5535090.619282 + Penalty 3486.440579 = -5531604.178703 nChanged 157 SP:Iteration 77Q (943.278568 sec): 3 clusters Score: Raw -5535107.860948 + Penalty 3486.440579 = -5531621.420368 nChanged 167 SP:Iteration 78Q (943.351714 sec): 3 clusters Score: Raw -5535127.726534 + Penalty 3486.440579 = -5531641.285955 nChanged 152 SP:Iteration 79Q (943.426842 sec): 3 clusters Score: Raw -5535145.681915 + Penalty 3486.440579 = -5531659.241336 nChanged 140 SP:Iteration 80F (943.523777 sec): 3 clusters Score: Raw -5535161.591726 + Penalty 3486.440579 = -5531675.151147 nChanged 147 SP:Iteration 81Q (943.598175 sec): 3 clusters Score: Raw -5535177.385667 + Penalty 3486.440579 = -5531690.945088 nChanged 130 SP:Iteration 82Q (943.676192 sec): 3 clusters Score: Raw -5535191.660519 + Penalty 3486.440579 = -5531705.219940 nChanged 125 SP:Iteration 83Q (943.749915 sec): 3 clusters Score: Raw -5535203.549978 + Penalty 3486.440579 = -5531717.109399 nChanged 126 SP:Iteration 84Q (943.823404 sec): 3 clusters Score: Raw -5535215.099414 + Penalty 3486.440579 = -5531728.658835 nChanged 116 SP:Iteration 85Q (943.897705 sec): 3 clusters Score: Raw -5535226.947168 + Penalty 3486.440579 = -5531740.506588 nChanged 117 SP:Iteration 86Q (943.971105 sec): 3 clusters Score: Raw -5535239.486608 + Penalty 3486.440579 = -5531753.046029 nChanged 121 SP:Iteration 87Q (944.044302 sec): 3 clusters Score: Raw -5535254.497069 + Penalty 3486.440579 = -5531768.056490 nChanged 123 SP:Iteration 88Q (944.118344 sec): 3 clusters Score: Raw -5535269.626361 + Penalty 3486.440579 = -5531783.185782 nChanged 127 SP:Iteration 89Q (944.191602 sec): 3 clusters Score: Raw -5535283.957925 + Penalty 3486.440579 = -5531797.517345 nChanged 138 SP:Iteration 90Q (944.264507 sec): 3 clusters Score: Raw -5535300.005469 + Penalty 3486.440579 = -5531813.564890 nChanged 137 SP:Iteration 91Q (944.337424 sec): 3 clusters Score: Raw -5535314.804027 + Penalty 3486.440579 = -5531828.363448 nChanged 130 SP:Iteration 92Q (944.410635 sec): 3 clusters Score: Raw -5535328.922856 + Penalty 3486.440579 = -5531842.482277 nChanged 128 SP:Iteration 93Q (944.482336 sec): 3 clusters Score: Raw -5535344.214335 + Penalty 3486.440579 = -5531857.773755 nChanged 136 SP:Iteration 94Q (944.555718 sec): 3 clusters Score: Raw -5535361.311876 + Penalty 3486.440579 = -5531874.871297 nChanged 133 SP:Iteration 95Q (944.632634 sec): 3 clusters Score: Raw -5535379.819594 + Penalty 3486.440579 = -5531893.379014 nChanged 147 SP:Iteration 96Q (944.705190 sec): 3 clusters Score: Raw -5535400.608675 + Penalty 3486.440579 = -5531914.168095 nChanged 156 SP:Iteration 97Q (944.777652 sec): 3 clusters Score: Raw -5535424.550017 + Penalty 3486.440579 = -5531938.109438 nChanged 151 SP:Iteration 98Q (944.849751 sec): 3 clusters Score: Raw -5535447.858168 + Penalty 3486.440579 = -5531961.417589 nChanged 132 SP:Iteration 99Q (944.944610 sec): 3 clusters Score: Raw -5535465.733553 + Penalty 3486.440579 = -5531979.292974 nChanged 131 SP:Iteration 100F (945.023785 sec): 3 clusters Score: Raw -5535486.581557 + Penalty 3486.440579 = -5532000.140977 nChanged 163 SP:Iteration 101Q (945.097322 sec): 3 clusters Score: Raw -5535511.793869 + Penalty 3486.440579 = -5532025.353290 nChanged 147 SP:Iteration 102Q (945.168220 sec): 3 clusters Score: Raw -5535535.260180 + Penalty 3486.440579 = -5532048.819600 nChanged 159 SP:Iteration 103Q (945.241236 sec): 3 clusters Score: Raw -5535562.922043 + Penalty 3486.440579 = -5532076.481464 nChanged 170 SP:Iteration 104Q (945.311713 sec): 3 clusters Score: Raw -5535596.307037 + Penalty 3486.440579 = -5532109.866458 nChanged 184 SP:Iteration 105Q (945.383897 sec): 3 clusters Score: Raw -5535631.365198 + Penalty 3486.440579 = -5532144.924619 nChanged 158 SP:Iteration 106Q (945.455188 sec): 3 clusters Score: Raw -5535660.392795 + Penalty 3486.440579 = -5532173.952216 nChanged 142 SP:Iteration 107Q (945.552076 sec): 3 clusters Score: Raw -5535687.017653 + Penalty 3486.440579 = -5532200.577073 nChanged 162 SP:Iteration 108Q (945.652547 sec): 3 clusters Score: Raw -5535722.228983 + Penalty 3486.440579 = -5532235.788404 nChanged 195 SP:Iteration 109Q (945.734040 sec): 3 clusters Score: Raw -5535766.714261 + Penalty 3486.440579 = -5532280.273681 nChanged 197 SP:Iteration 110Q (945.808857 sec): 3 clusters Score: Raw -5535814.900183 + Penalty 3486.440579 = -5532328.459604 nChanged 196 SP:Iteration 111Q (945.880539 sec): 3 clusters Score: Raw -5535859.268572 + Penalty 3486.440579 = -5532372.827993 nChanged 192 SP:Iteration 112Q (945.950148 sec): 3 clusters Score: Raw -5535903.721352 + Penalty 3486.440579 = -5532417.280773 nChanged 183 SP:Iteration 113Q (946.043292 sec): 3 clusters Score: Raw -5535941.435915 + Penalty 3486.440579 = -5532454.995336 nChanged 166 SP:Iteration 114Q (946.114430 sec): 3 clusters Score: Raw -5535972.369837 + Penalty 3486.440579 = -5532485.929258 nChanged 158 SP:Iteration 115Q (946.184279 sec): 3 clusters Score: Raw -5536003.285406 + Penalty 3486.440579 = -5532516.844827 nChanged 146 SP:Iteration 116Q (946.253936 sec): 3 clusters Score: Raw -5536029.468340 + Penalty 3486.440579 = -5532543.027760 nChanged 134 SP:Iteration 117Q (946.323242 sec): 3 clusters Score: Raw -5536057.978584 + Penalty 3486.440579 = -5532571.538005 nChanged 134 SP:Iteration 118Q (946.392401 sec): 3 clusters Score: Raw -5536084.373531 + Penalty 3486.440579 = -5532597.932951 nChanged 124 SP:Iteration 119Q (946.491628 sec): 3 clusters Score: Raw -5536110.237315 + Penalty 3486.440579 = -5532623.796735 nChanged 115 SP:Iteration 120F (946.571829 sec): 3 clusters Score: Raw -5536133.295089 + Penalty 3486.440579 = -5532646.854510 nChanged 115 SP:Iteration 121Q (946.641343 sec): 3 clusters Score: Raw -5536157.719835 + Penalty 3486.440579 = -5532671.279256 nChanged 100 SP:Iteration 122Q (946.709899 sec): 3 clusters Score: Raw -5536178.675182 + Penalty 3486.440579 = -5532692.234602 nChanged 92 SP:Iteration 123Q (946.778715 sec): 3 clusters Score: Raw -5536197.258967 + Penalty 3486.440579 = -5532710.818388 nChanged 101 SP:Iteration 124Q (946.847533 sec): 3 clusters Score: Raw -5536219.147619 + Penalty 3486.440579 = -5532732.707039 nChanged 98 SP:Iteration 125Q (946.915896 sec): 3 clusters Score: Raw -5536244.028169 + Penalty 3486.440579 = -5532757.587590 nChanged 97 SP:Iteration 126Q (947.012342 sec): 3 clusters Score: Raw -5536266.079884 + Penalty 3486.440579 = -5532779.639305 nChanged 82 SP:Iteration 127Q (947.083448 sec): 3 clusters Score: Raw -5536283.275133 + Penalty 3486.440579 = -5532796.834554 nChanged 83 SP:Iteration 128Q (947.152417 sec): 3 clusters Score: Raw -5536301.599412 + Penalty 3486.440579 = -5532815.158833 nChanged 76 SP:Iteration 129Q (947.220898 sec): 3 clusters Score: Raw -5536319.751981 + Penalty 3486.440579 = -5532833.311401 nChanged 76 SP:Iteration 130Q (947.310396 sec): 3 clusters Score: Raw -5536340.588354 + Penalty 3486.440579 = -5532854.147775 nChanged 86 SP:Iteration 131Q (947.378589 sec): 3 clusters Score: Raw -5536363.713616 + Penalty 3486.440579 = -5532877.273037 nChanged 67 SP:Iteration 132Q (947.447383 sec): 3 clusters Score: Raw -5536380.567498 + Penalty 3486.440579 = -5532894.126919 nChanged 58 SP:Iteration 133Q (947.515780 sec): 3 clusters Score: Raw -5536396.153141 + Penalty 3486.440579 = -5532909.712561 nChanged 52 SP:Iteration 134Q (947.583984 sec): 3 clusters Score: Raw -5536407.040051 + Penalty 3486.440579 = -5532920.599472 nChanged 49 SP:Iteration 135Q (947.650587 sec): 3 clusters Score: Raw -5536419.514563 + Penalty 3486.440579 = -5532933.073984 nChanged 52 SP:Iteration 136Q (947.723137 sec): 3 clusters Score: Raw -5536432.580919 + Penalty 3486.440579 = -5532946.140340 nChanged 52 SP:Iteration 137Q (947.790570 sec): 3 clusters Score: Raw -5536443.787478 + Penalty 3486.440579 = -5532957.346899 nChanged 42 SP:Iteration 138Q (947.864132 sec): 3 clusters Score: Raw -5536453.406093 + Penalty 3486.440579 = -5532966.965514 nChanged 30 SP:Iteration 139Q (947.941128 sec): 3 clusters Score: Raw -5536459.951867 + Penalty 3486.440579 = -5532973.511288 nChanged 37 SP:Iteration 140F (948.022789 sec): 3 clusters Score: Raw -5536467.680384 + Penalty 3486.440579 = -5532981.239805 nChanged 41 SP:Iteration 141Q (948.090754 sec): 3 clusters Score: Raw -5536476.195725 + Penalty 3486.440579 = -5532989.755145 nChanged 33 SP:Iteration 142Q (948.158387 sec): 3 clusters Score: Raw -5536483.641706 + Penalty 3486.440579 = -5532997.201126 nChanged 24 SP:Iteration 143Q (948.225935 sec): 3 clusters Score: Raw -5536487.324906 + Penalty 3486.440579 = -5533000.884327 nChanged 19 SP:Iteration 144Q (948.293893 sec): 3 clusters Score: Raw -5536490.185533 + Penalty 3486.440579 = -5533003.744954 nChanged 13 SP:Iteration 145Q (948.361340 sec): 3 clusters Score: Raw -5536492.045721 + Penalty 3486.440579 = -5533005.605141 nChanged 9 SP:Iteration 146Q (948.452141 sec): 3 clusters Score: Raw -5536493.334817 + Penalty 3486.440579 = -5533006.894238 nChanged 8 SP:Iteration 147Q (948.527142 sec): 3 clusters Score: Raw -5536494.387489 + Penalty 3486.440579 = -5533007.946910 nChanged 6 SP:Iteration 148Q (948.595169 sec): 3 clusters Score: Raw -5536495.510175 + Penalty 3486.440579 = -5533009.069596 nChanged 10 SP:Iteration 149Q (948.663708 sec): 3 clusters Score: Raw -5536497.448939 + Penalty 3486.440579 = -5533011.008359 nChanged 8 SP:Iteration 150Q (948.730209 sec): 3 clusters Score: Raw -5536498.750172 + Penalty 3486.440579 = -5533012.309592 nChanged 10 SP:Iteration 151Q (948.799024 sec): 3 clusters Score: Raw -5536500.267178 + Penalty 3486.440579 = -5533013.826598 nChanged 5 SP:Iteration 152Q (948.869918 sec): 3 clusters Score: Raw -5536500.752513 + Penalty 3486.440579 = -5533014.311934 nChanged 4 SP:Iteration 153Q (948.936581 sec): 3 clusters Score: Raw -5536501.254164 + Penalty 3486.440579 = -5533014.813585 nChanged 3 SP:Iteration 154Q (949.004564 sec): 3 clusters Score: Raw -5536501.774854 + Penalty 3486.440579 = -5533015.334274 nChanged 2 SP:Iteration 155Q (949.072370 sec): 3 clusters Score: Raw -5536501.989778 + Penalty 3486.440579 = -5533015.549199 nChanged 2 SP:Iteration 156Q (949.163150 sec): 3 clusters Score: Raw -5536502.202895 + Penalty 3486.440579 = -5533015.762315 nChanged 2 SP:Iteration 157Q (949.232246 sec): 3 clusters Score: Raw -5536502.357655 + Penalty 3486.440579 = -5533015.917076 nChanged 2 SP:Iteration 158Q (949.299946 sec): 3 clusters Score: Raw -5536502.805869 + Penalty 3486.440579 = -5533016.365289 nChanged 3 SP:Iteration 159Q (949.371043 sec): 3 clusters Score: Raw -5536503.153546 + Penalty 3486.440579 = -5533016.712967 nChanged 2 SP:Iteration 160F (949.451590 sec): 3 clusters Score: Raw -5536503.344924 + Penalty 3486.440579 = -5533016.904345 nChanged 2 SP:Iteration 161Q (949.528415 sec): 3 clusters Score: Raw -5536503.735777 + Penalty 3486.440579 = -5533017.295198 nChanged 1 SP:Iteration 162Q (949.594858 sec): 3 clusters Score: Raw -5536503.958794 + Penalty 3486.440579 = -5533017.518214 nChanged 1 SP:Iteration 163Q (949.662618 sec): 3 clusters Score: Raw -5536504.069459 + Penalty 3486.440579 = -5533017.628880 nChanged 2 SP:Iteration 164Q (949.731660 sec): 3 clusters Score: Raw -5536504.471321 + Penalty 3486.440579 = -5533018.030742 nChanged 2 SP:Iteration 165Q (949.819553 sec): 3 clusters Score: Raw -5536504.558268 + Penalty 3486.440579 = -5533018.117689 nChanged 0 SP:Iteration 166F (949.898143 sec): 3 clusters Score: Raw -5536504.558268 + Penalty 3486.440579 = -5533018.117689 nChanged 0 Trying to split cluster 8 (7627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (949.911499 sec): 2 clusters Score: Raw -940952.040104 + Penalty 1452.660603 = -939499.379501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (949.941493 sec): 3 clusters Score: Raw -936779.762597 + Penalty 2905.321205 = -933874.441392 nChanged 3200 SP:Iteration 1F (949.965801 sec): 3 clusters Score: Raw -938608.050494 + Penalty 2905.321205 = -935702.729289 nChanged 502 SP:Iteration 2F (949.989780 sec): 3 clusters Score: Raw -938842.257236 + Penalty 2905.321205 = -935936.936031 nChanged 406 SP:Iteration 3F (950.013791 sec): 3 clusters Score: Raw -939052.033331 + Penalty 2905.321205 = -936146.712126 nChanged 372 SP:Iteration 4Q (950.038169 sec): 3 clusters Score: Raw -939233.765825 + Penalty 2905.321205 = -936328.444620 nChanged 326 SP:Iteration 5Q (950.062338 sec): 3 clusters Score: Raw -939412.391957 + Penalty 2905.321205 = -936507.070752 nChanged 322 SP:Iteration 6Q (950.086625 sec): 3 clusters Score: Raw -939593.270768 + Penalty 2905.321205 = -936687.949563 nChanged 322 SP:Iteration 7Q (950.110726 sec): 3 clusters Score: Raw -939774.352175 + Penalty 2905.321205 = -936869.030969 nChanged 282 SP:Iteration 8Q (950.135087 sec): 3 clusters Score: Raw -939924.565807 + Penalty 2905.321205 = -937019.244602 nChanged 291 SP:Iteration 9Q (950.159317 sec): 3 clusters Score: Raw -940072.937375 + Penalty 2905.321205 = -937167.616170 nChanged 280 SP:Iteration 10Q (950.183463 sec): 3 clusters Score: Raw -940227.588272 + Penalty 2905.321205 = -937322.267067 nChanged 261 SP:Iteration 11Q (950.207532 sec): 3 clusters Score: Raw -940399.123013 + Penalty 2905.321205 = -937493.801808 nChanged 294 SP:Iteration 12Q (950.239202 sec): 3 clusters Score: Raw -940605.748160 + Penalty 2905.321205 = -937700.426954 nChanged 273 SP:Iteration 13Q (950.263207 sec): 3 clusters Score: Raw -940768.217683 + Penalty 2905.321205 = -937862.896477 nChanged 209 SP:Iteration 14Q (950.291590 sec): 3 clusters Score: Raw -940878.644370 + Penalty 2905.321205 = -937973.323165 nChanged 188 SP:Iteration 15Q (950.315400 sec): 3 clusters Score: Raw -940980.743524 + Penalty 2905.321205 = -938075.422319 nChanged 150 SP:Iteration 16Q (950.361003 sec): 3 clusters Score: Raw -941056.049263 + Penalty 2905.321205 = -938150.728057 nChanged 112 SP:Iteration 17Q (950.402359 sec): 3 clusters Score: Raw -941105.898623 + Penalty 2905.321205 = -938200.577418 nChanged 85 SP:Iteration 18Q (950.425959 sec): 3 clusters Score: Raw -941135.418987 + Penalty 2905.321205 = -938230.097782 nChanged 72 SP:Iteration 19Q (950.451909 sec): 3 clusters Score: Raw -941159.007976 + Penalty 2905.321205 = -938253.686771 nChanged 76 SP:Iteration 20F (950.511347 sec): 3 clusters Score: Raw -941185.460637 + Penalty 2905.321205 = -938280.139432 nChanged 65 SP:Iteration 21Q (950.544094 sec): 3 clusters Score: Raw -941208.958835 + Penalty 2905.321205 = -938303.637630 nChanged 61 SP:Iteration 22Q (950.567520 sec): 3 clusters Score: Raw -941230.710305 + Penalty 2905.321205 = -938325.389100 nChanged 55 SP:Iteration 23Q (950.590955 sec): 3 clusters Score: Raw -941246.427030 + Penalty 2905.321205 = -938341.105824 nChanged 37 SP:Iteration 24Q (950.645130 sec): 3 clusters Score: Raw -941255.846844 + Penalty 2905.321205 = -938350.525638 nChanged 36 SP:Iteration 25Q (950.669773 sec): 3 clusters Score: Raw -941264.267399 + Penalty 2905.321205 = -938358.946194 nChanged 31 SP:Iteration 26Q (950.693334 sec): 3 clusters Score: Raw -941270.827051 + Penalty 2905.321205 = -938365.505846 nChanged 25 SP:Iteration 27Q (950.716637 sec): 3 clusters Score: Raw -941274.531524 + Penalty 2905.321205 = -938369.210319 nChanged 19 SP:Iteration 28Q (950.739873 sec): 3 clusters Score: Raw -941277.127450 + Penalty 2905.321205 = -938371.806245 nChanged 9 SP:Iteration 29Q (950.763128 sec): 3 clusters Score: Raw -941278.584145 + Penalty 2905.321205 = -938373.262939 nChanged 10 SP:Iteration 30Q (950.792240 sec): 3 clusters Score: Raw -941280.147442 + Penalty 2905.321205 = -938374.826237 nChanged 5 SP:Iteration 31Q (950.830051 sec): 3 clusters Score: Raw -941280.777854 + Penalty 2905.321205 = -938375.456649 nChanged 4 SP:Iteration 32Q (950.853115 sec): 3 clusters Score: Raw -941281.751458 + Penalty 2905.321205 = -938376.430253 nChanged 6 SP:Iteration 33Q (950.876259 sec): 3 clusters Score: Raw -941282.491381 + Penalty 2905.321205 = -938377.170176 nChanged 5 SP:Iteration 34Q (950.903504 sec): 3 clusters Score: Raw -941283.143087 + Penalty 2905.321205 = -938377.821882 nChanged 3 SP:Iteration 35Q (950.926857 sec): 3 clusters Score: Raw -941283.424210 + Penalty 2905.321205 = -938378.103005 nChanged 0 SP:Iteration 36F (950.950951 sec): 3 clusters Score: Raw -941283.424210 + Penalty 2905.321205 = -938378.103005 nChanged 0 Trying to split cluster 9 (13402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (950.987636 sec): 2 clusters Score: Raw -1619517.373373 + Penalty 1544.263375 = -1617973.109998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (951.022256 sec): 3 clusters Score: Raw -1611770.784475 + Penalty 3088.526749 = -1608682.257725 nChanged 5857 SP:Iteration 1F (951.056789 sec): 3 clusters Score: Raw -1615138.955324 + Penalty 3088.526749 = -1612050.428575 nChanged 933 SP:Iteration 2F (951.089273 sec): 3 clusters Score: Raw -1615753.224008 + Penalty 3088.526749 = -1612664.697258 nChanged 916 SP:Iteration 3F (951.123426 sec): 3 clusters Score: Raw -1616431.461763 + Penalty 3088.526749 = -1613342.935014 nChanged 959 SP:Iteration 4F (951.160037 sec): 3 clusters Score: Raw -1617217.388824 + Penalty 3088.526749 = -1614128.862075 nChanged 986 SP:Iteration 5F (951.194297 sec): 3 clusters Score: Raw -1618065.251597 + Penalty 3088.526749 = -1614976.724848 nChanged 897 SP:Iteration 6F (951.228140 sec): 3 clusters Score: Raw -1618744.695232 + Penalty 3088.526749 = -1615656.168483 nChanged 696 SP:Iteration 7F (951.272532 sec): 3 clusters Score: Raw -1619171.054019 + Penalty 3088.526749 = -1616082.527270 nChanged 510 SP:Iteration 8Q (951.306243 sec): 3 clusters Score: Raw -1619372.538720 + Penalty 3088.526749 = -1616284.011970 nChanged 323 SP:Iteration 9Q (951.339888 sec): 3 clusters Score: Raw -1619470.279905 + Penalty 3088.526749 = -1616381.753156 nChanged 218 SP:Iteration 10Q (951.376388 sec): 3 clusters Score: Raw -1619529.343608 + Penalty 3088.526749 = -1616440.816858 nChanged 173 SP:Iteration 11Q (951.411163 sec): 3 clusters Score: Raw -1619578.795361 + Penalty 3088.526749 = -1616490.268612 nChanged 166 SP:Iteration 12Q (951.444870 sec): 3 clusters Score: Raw -1619621.326749 + Penalty 3088.526749 = -1616532.800000 nChanged 139 SP:Iteration 13Q (951.478610 sec): 3 clusters Score: Raw -1619651.203692 + Penalty 3088.526749 = -1616562.676943 nChanged 122 SP:Iteration 14Q (951.512221 sec): 3 clusters Score: Raw -1619677.472814 + Penalty 3088.526749 = -1616588.946065 nChanged 113 SP:Iteration 15Q (951.545605 sec): 3 clusters Score: Raw -1619697.773887 + Penalty 3088.526749 = -1616609.247138 nChanged 88 SP:Iteration 16Q (951.580969 sec): 3 clusters Score: Raw -1619715.338787 + Penalty 3088.526749 = -1616626.812038 nChanged 90 SP:Iteration 17Q (951.614299 sec): 3 clusters Score: Raw -1619731.989644 + Penalty 3088.526749 = -1616643.462895 nChanged 82 SP:Iteration 18Q (951.647458 sec): 3 clusters Score: Raw -1619745.691116 + Penalty 3088.526749 = -1616657.164366 nChanged 77 SP:Iteration 19Q (951.694483 sec): 3 clusters Score: Raw -1619759.940240 + Penalty 3088.526749 = -1616671.413491 nChanged 91 SP:Iteration 20F (951.728713 sec): 3 clusters Score: Raw -1619776.062291 + Penalty 3088.526749 = -1616687.535541 nChanged 84 SP:Iteration 21Q (951.761938 sec): 3 clusters Score: Raw -1619791.528625 + Penalty 3088.526749 = -1616703.001875 nChanged 78 SP:Iteration 22Q (951.800990 sec): 3 clusters Score: Raw -1619806.266990 + Penalty 3088.526749 = -1616717.740240 nChanged 87 SP:Iteration 23Q (951.834383 sec): 3 clusters Score: Raw -1619827.142000 + Penalty 3088.526749 = -1616738.615251 nChanged 112 SP:Iteration 24Q (951.867866 sec): 3 clusters Score: Raw -1619855.264525 + Penalty 3088.526749 = -1616766.737776 nChanged 120 SP:Iteration 25Q (951.901155 sec): 3 clusters Score: Raw -1619888.371137 + Penalty 3088.526749 = -1616799.844388 nChanged 120 SP:Iteration 26Q (951.934388 sec): 3 clusters Score: Raw -1619924.774623 + Penalty 3088.526749 = -1616836.247874 nChanged 118 SP:Iteration 27Q (951.967787 sec): 3 clusters Score: Raw -1619963.039016 + Penalty 3088.526749 = -1616874.512267 nChanged 130 SP:Iteration 28Q (952.001069 sec): 3 clusters Score: Raw -1620004.043726 + Penalty 3088.526749 = -1616915.516977 nChanged 141 SP:Iteration 29Q (952.034331 sec): 3 clusters Score: Raw -1620048.245580 + Penalty 3088.526749 = -1616959.718830 nChanged 127 SP:Iteration 30Q (952.067211 sec): 3 clusters Score: Raw -1620086.705142 + Penalty 3088.526749 = -1616998.178393 nChanged 119 SP:Iteration 31Q (952.100627 sec): 3 clusters Score: Raw -1620121.454348 + Penalty 3088.526749 = -1617032.927599 nChanged 118 SP:Iteration 32Q (952.133746 sec): 3 clusters Score: Raw -1620158.347683 + Penalty 3088.526749 = -1617069.820933 nChanged 121 SP:Iteration 33Q (952.169035 sec): 3 clusters Score: Raw -1620197.329975 + Penalty 3088.526749 = -1617108.803226 nChanged 103 SP:Iteration 34Q (952.202359 sec): 3 clusters Score: Raw -1620229.762642 + Penalty 3088.526749 = -1617141.235893 nChanged 100 SP:Iteration 35Q (952.235332 sec): 3 clusters Score: Raw -1620257.951071 + Penalty 3088.526749 = -1617169.424322 nChanged 92 SP:Iteration 36Q (952.273616 sec): 3 clusters Score: Raw -1620283.035911 + Penalty 3088.526749 = -1617194.509161 nChanged 95 SP:Iteration 37Q (952.306415 sec): 3 clusters Score: Raw -1620308.169696 + Penalty 3088.526749 = -1617219.642947 nChanged 89 SP:Iteration 38Q (952.372311 sec): 3 clusters Score: Raw -1620330.480374 + Penalty 3088.526749 = -1617241.953625 nChanged 79 SP:Iteration 39Q (952.404725 sec): 3 clusters Score: Raw -1620352.354025 + Penalty 3088.526749 = -1617263.827276 nChanged 73 SP:Iteration 40F (952.443434 sec): 3 clusters Score: Raw -1620369.223204 + Penalty 3088.526749 = -1617280.696455 nChanged 56 SP:Iteration 41Q (952.480803 sec): 3 clusters Score: Raw -1620382.438130 + Penalty 3088.526749 = -1617293.911381 nChanged 52 SP:Iteration 42Q (952.513533 sec): 3 clusters Score: Raw -1620393.672215 + Penalty 3088.526749 = -1617305.145466 nChanged 41 SP:Iteration 43Q (952.546173 sec): 3 clusters Score: Raw -1620404.889435 + Penalty 3088.526749 = -1617316.362686 nChanged 46 SP:Iteration 44Q (952.578735 sec): 3 clusters Score: Raw -1620416.758605 + Penalty 3088.526749 = -1617328.231855 nChanged 58 SP:Iteration 45Q (952.611165 sec): 3 clusters Score: Raw -1620435.978434 + Penalty 3088.526749 = -1617347.451685 nChanged 58 SP:Iteration 46Q (952.649268 sec): 3 clusters Score: Raw -1620452.439288 + Penalty 3088.526749 = -1617363.912538 nChanged 44 SP:Iteration 47Q (952.681658 sec): 3 clusters Score: Raw -1620467.178971 + Penalty 3088.526749 = -1617378.652222 nChanged 45 SP:Iteration 48Q (952.713720 sec): 3 clusters Score: Raw -1620483.333035 + Penalty 3088.526749 = -1617394.806286 nChanged 49 SP:Iteration 49Q (952.745514 sec): 3 clusters Score: Raw -1620503.698326 + Penalty 3088.526749 = -1617415.171577 nChanged 52 SP:Iteration 50Q (952.787135 sec): 3 clusters Score: Raw -1620529.280844 + Penalty 3088.526749 = -1617440.754095 nChanged 51 SP:Iteration 51Q (952.819182 sec): 3 clusters Score: Raw -1620556.576642 + Penalty 3088.526749 = -1617468.049893 nChanged 57 SP:Iteration 52Q (952.850819 sec): 3 clusters Score: Raw -1620587.840682 + Penalty 3088.526749 = -1617499.313933 nChanged 51 SP:Iteration 53Q (952.917420 sec): 3 clusters Score: Raw -1620624.425883 + Penalty 3088.526749 = -1617535.899134 nChanged 57 SP:Iteration 54Q (952.953494 sec): 3 clusters Score: Raw -1620662.280094 + Penalty 3088.526749 = -1617573.753345 nChanged 59 SP:Iteration 55Q (952.991606 sec): 3 clusters Score: Raw -1620685.360285 + Penalty 3088.526749 = -1617596.833536 nChanged 40 SP:Iteration 56Q (953.022642 sec): 3 clusters Score: Raw -1620696.395587 + Penalty 3088.526749 = -1617607.868838 nChanged 25 SP:Iteration 57Q (953.053340 sec): 3 clusters Score: Raw -1620702.862633 + Penalty 3088.526749 = -1617614.335883 nChanged 23 SP:Iteration 58Q (953.090158 sec): 3 clusters Score: Raw -1620708.900201 + Penalty 3088.526749 = -1617620.373452 nChanged 22 SP:Iteration 59Q (953.121166 sec): 3 clusters Score: Raw -1620715.142363 + Penalty 3088.526749 = -1617626.615614 nChanged 16 SP:Iteration 60F (953.155241 sec): 3 clusters Score: Raw -1620717.715697 + Penalty 3088.526749 = -1617629.188948 nChanged 8 SP:Iteration 61Q (953.214615 sec): 3 clusters Score: Raw -1620719.168262 + Penalty 3088.526749 = -1617630.641513 nChanged 7 SP:Iteration 62Q (953.245262 sec): 3 clusters Score: Raw -1620720.985527 + Penalty 3088.526749 = -1617632.458778 nChanged 6 SP:Iteration 63Q (953.276075 sec): 3 clusters Score: Raw -1620722.095221 + Penalty 3088.526749 = -1617633.568472 nChanged 6 SP:Iteration 64Q (953.306683 sec): 3 clusters Score: Raw -1620723.665330 + Penalty 3088.526749 = -1617635.138580 nChanged 6 SP:Iteration 65Q (953.337878 sec): 3 clusters Score: Raw -1620724.613975 + Penalty 3088.526749 = -1617636.087226 nChanged 7 SP:Iteration 66Q (953.368471 sec): 3 clusters Score: Raw -1620725.886724 + Penalty 3088.526749 = -1617637.359974 nChanged 7 SP:Iteration 67Q (953.432426 sec): 3 clusters Score: Raw -1620727.745373 + Penalty 3088.526749 = -1617639.218623 nChanged 6 SP:Iteration 68Q (953.464190 sec): 3 clusters Score: Raw -1620728.707026 + Penalty 3088.526749 = -1617640.180276 nChanged 6 SP:Iteration 69Q (953.495182 sec): 3 clusters Score: Raw -1620729.905174 + Penalty 3088.526749 = -1617641.378425 nChanged 6 SP:Iteration 70Q (953.528087 sec): 3 clusters Score: Raw -1620731.756508 + Penalty 3088.526749 = -1617643.229759 nChanged 9 SP:Iteration 71Q (953.558796 sec): 3 clusters Score: Raw -1620733.766159 + Penalty 3088.526749 = -1617645.239409 nChanged 8 SP:Iteration 72Q (953.589183 sec): 3 clusters Score: Raw -1620735.122018 + Penalty 3088.526749 = -1617646.595269 nChanged 7 SP:Iteration 73Q (953.638986 sec): 3 clusters Score: Raw -1620736.141905 + Penalty 3088.526749 = -1617647.615156 nChanged 1 SP:Iteration 74Q (953.669418 sec): 3 clusters Score: Raw -1620736.331363 + Penalty 3088.526749 = -1617647.804614 nChanged 2 SP:Iteration 75Q (953.711809 sec): 3 clusters Score: Raw -1620736.760443 + Penalty 3088.526749 = -1617648.233694 nChanged 3 SP:Iteration 76Q (953.746399 sec): 3 clusters Score: Raw -1620737.175913 + Penalty 3088.526749 = -1617648.649163 nChanged 3 SP:Iteration 77Q (953.777566 sec): 3 clusters Score: Raw -1620737.976124 + Penalty 3088.526749 = -1617649.449374 nChanged 3 SP:Iteration 78Q (953.808082 sec): 3 clusters Score: Raw -1620738.348927 + Penalty 3088.526749 = -1617649.822177 nChanged 0 SP:Iteration 79F (953.842087 sec): 3 clusters Score: Raw -1620738.348927 + Penalty 3088.526749 = -1617649.822177 nChanged 0 Trying to split cluster 10 (6131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (953.860724 sec): 2 clusters Score: Raw -805607.557094 + Penalty 1417.180887 = -804190.376207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (953.883718 sec): 3 clusters Score: Raw -802282.018620 + Penalty 2834.361773 = -799447.656847 nChanged 2575 SP:Iteration 1F (953.905649 sec): 3 clusters Score: Raw -803725.709117 + Penalty 2834.361773 = -800891.347344 nChanged 408 SP:Iteration 2F (953.927832 sec): 3 clusters Score: Raw -803961.131157 + Penalty 2834.361773 = -801126.769384 nChanged 340 SP:Iteration 3F (953.949997 sec): 3 clusters Score: Raw -804167.920851 + Penalty 2834.361773 = -801333.559078 nChanged 343 SP:Iteration 4F (953.972257 sec): 3 clusters Score: Raw -804428.706293 + Penalty 2834.361773 = -801594.344520 nChanged 331 SP:Iteration 5F (953.993929 sec): 3 clusters Score: Raw -804722.965040 + Penalty 2834.361773 = -801888.603267 nChanged 328 SP:Iteration 6F (954.015907 sec): 3 clusters Score: Raw -805005.958669 + Penalty 2834.361773 = -802171.596896 nChanged 313 SP:Iteration 7F (954.042445 sec): 3 clusters Score: Raw -805286.334161 + Penalty 2834.361773 = -802451.972388 nChanged 306 SP:Iteration 8Q (954.069528 sec): 3 clusters Score: Raw -805529.713673 + Penalty 2834.361773 = -802695.351900 nChanged 277 SP:Iteration 9Q (954.102863 sec): 3 clusters Score: Raw -805749.280440 + Penalty 2834.361773 = -802914.918667 nChanged 244 SP:Iteration 10Q (954.132819 sec): 3 clusters Score: Raw -805942.307308 + Penalty 2834.361773 = -803107.945535 nChanged 205 SP:Iteration 11Q (954.154503 sec): 3 clusters Score: Raw -806108.224348 + Penalty 2834.361773 = -803273.862575 nChanged 171 SP:Iteration 12Q (954.176689 sec): 3 clusters Score: Raw -806224.500959 + Penalty 2834.361773 = -803390.139186 nChanged 127 SP:Iteration 13Q (954.210625 sec): 3 clusters Score: Raw -806296.614155 + Penalty 2834.361773 = -803462.252382 nChanged 108 SP:Iteration 14Q (954.263172 sec): 3 clusters Score: Raw -806348.219711 + Penalty 2834.361773 = -803513.857938 nChanged 80 SP:Iteration 15Q (954.284328 sec): 3 clusters Score: Raw -806377.877507 + Penalty 2834.361773 = -803543.515734 nChanged 62 SP:Iteration 16Q (954.323065 sec): 3 clusters Score: Raw -806401.952031 + Penalty 2834.361773 = -803567.590258 nChanged 51 SP:Iteration 17Q (954.344344 sec): 3 clusters Score: Raw -806422.117971 + Penalty 2834.361773 = -803587.756198 nChanged 41 SP:Iteration 18Q (954.365465 sec): 3 clusters Score: Raw -806433.384221 + Penalty 2834.361773 = -803599.022448 nChanged 30 SP:Iteration 19Q (954.386843 sec): 3 clusters Score: Raw -806440.863734 + Penalty 2834.361773 = -803606.501961 nChanged 28 SP:Iteration 20F (954.409021 sec): 3 clusters Score: Raw -806447.863858 + Penalty 2834.361773 = -803613.502085 nChanged 24 SP:Iteration 21Q (954.430095 sec): 3 clusters Score: Raw -806454.826120 + Penalty 2834.361773 = -803620.464347 nChanged 29 SP:Iteration 22Q (954.451576 sec): 3 clusters Score: Raw -806461.256526 + Penalty 2834.361773 = -803626.894753 nChanged 17 SP:Iteration 23Q (954.472679 sec): 3 clusters Score: Raw -806463.815774 + Penalty 2834.361773 = -803629.454001 nChanged 12 SP:Iteration 24Q (954.494072 sec): 3 clusters Score: Raw -806466.859048 + Penalty 2834.361773 = -803632.497275 nChanged 11 SP:Iteration 25Q (954.515444 sec): 3 clusters Score: Raw -806468.383933 + Penalty 2834.361773 = -803634.022160 nChanged 5 SP:Iteration 26Q (954.536591 sec): 3 clusters Score: Raw -806469.460022 + Penalty 2834.361773 = -803635.098249 nChanged 3 SP:Iteration 27Q (954.557949 sec): 3 clusters Score: Raw -806470.057761 + Penalty 2834.361773 = -803635.695988 nChanged 1 SP:Iteration 28Q (954.579442 sec): 3 clusters Score: Raw -806470.263755 + Penalty 2834.361773 = -803635.901982 nChanged 2 SP:Iteration 29Q (954.600554 sec): 3 clusters Score: Raw -806470.455707 + Penalty 2834.361773 = -803636.093934 nChanged 0 SP:Iteration 30F (954.622580 sec): 3 clusters Score: Raw -806470.455707 + Penalty 2834.361773 = -803636.093934 nChanged 0 Trying to split cluster 11 (15717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (954.653106 sec): 2 clusters Score: Raw -1986620.265048 + Penalty 1570.155959 = -1985050.109090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (954.690816 sec): 3 clusters Score: Raw -1977475.989905 + Penalty 3140.311918 = -1974335.677988 nChanged 6962 SP:Iteration 1F (954.728605 sec): 3 clusters Score: Raw -1981302.364831 + Penalty 3140.311918 = -1978162.052913 nChanged 904 SP:Iteration 2F (954.764736 sec): 3 clusters Score: Raw -1981718.745842 + Penalty 3140.311918 = -1978578.433924 nChanged 883 SP:Iteration 3F (954.823418 sec): 3 clusters Score: Raw -1982220.673462 + Penalty 3140.311918 = -1979080.361544 nChanged 992 SP:Iteration 4F (954.865164 sec): 3 clusters Score: Raw -1982907.369551 + Penalty 3140.311918 = -1979767.057633 nChanged 1082 SP:Iteration 5F (954.901344 sec): 3 clusters Score: Raw -1983797.451566 + Penalty 3140.311918 = -1980657.139649 nChanged 1075 SP:Iteration 6F (954.938097 sec): 3 clusters Score: Raw -1984756.304323 + Penalty 3140.311918 = -1981615.992405 nChanged 909 SP:Iteration 7F (954.977191 sec): 3 clusters Score: Raw -1985605.705512 + Penalty 3140.311918 = -1982465.393594 nChanged 591 SP:Iteration 8Q (955.013997 sec): 3 clusters Score: Raw -1986152.819618 + Penalty 3140.311918 = -1983012.507701 nChanged 312 SP:Iteration 9Q (955.046949 sec): 3 clusters Score: Raw -1986447.609005 + Penalty 3140.311918 = -1983307.297087 nChanged 145 SP:Iteration 10Q (955.081966 sec): 3 clusters Score: Raw -1986606.525609 + Penalty 3140.311918 = -1983466.213691 nChanged 70 SP:Iteration 11Q (955.112985 sec): 3 clusters Score: Raw -1986687.393868 + Penalty 3140.311918 = -1983547.081950 nChanged 41 SP:Iteration 12Q (955.143808 sec): 3 clusters Score: Raw -1986738.520690 + Penalty 3140.311918 = -1983598.208773 nChanged 27 SP:Iteration 13Q (955.174268 sec): 3 clusters Score: Raw -1986777.942100 + Penalty 3140.311918 = -1983637.630182 nChanged 10 SP:Iteration 14Q (955.204569 sec): 3 clusters Score: Raw -1986796.844421 + Penalty 3140.311918 = -1983656.532504 nChanged 5 SP:Iteration 15Q (955.235529 sec): 3 clusters Score: Raw -1986806.853242 + Penalty 3140.311918 = -1983666.541325 nChanged 4 SP:Iteration 16Q (955.265813 sec): 3 clusters Score: Raw -1986811.456173 + Penalty 3140.311918 = -1983671.144255 nChanged 2 SP:Iteration 17Q (955.305263 sec): 3 clusters Score: Raw -1986816.482494 + Penalty 3140.311918 = -1983676.170576 nChanged 3 SP:Iteration 18Q (955.335864 sec): 3 clusters Score: Raw -1986818.705985 + Penalty 3140.311918 = -1983678.394068 nChanged 2 SP:Iteration 19Q (955.366245 sec): 3 clusters Score: Raw -1986821.245664 + Penalty 3140.311918 = -1983680.933747 nChanged 2 SP:Iteration 20F (955.402100 sec): 3 clusters Score: Raw -1986822.643643 + Penalty 3140.311918 = -1983682.331725 nChanged 0 Trying to split cluster 12 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (955.413618 sec): 2 clusters Score: Raw -17469.476346 + Penalty 845.651087 = -16623.825259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (955.415324 sec): 3 clusters Score: Raw -17662.375073 + Penalty 1691.302173 = -15971.072900 nChanged 26 SP:Iteration 1F (955.416821 sec): 3 clusters Score: Raw -17737.006190 + Penalty 1691.302173 = -16045.704017 nChanged 8 SP:Iteration 2Q (955.418371 sec): 3 clusters Score: Raw -17763.052135 + Penalty 1691.302173 = -16071.749962 nChanged 2 SP:Iteration 3Q (955.419830 sec): 3 clusters Score: Raw -17772.777736 + Penalty 1691.302173 = -16081.475563 nChanged 0 SP:Iteration 4F (955.421331 sec): 3 clusters Score: Raw -17772.777736 + Penalty 1691.302173 = -16081.475563 nChanged 0 Trying to split cluster 13 (28188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (955.467691 sec): 2 clusters Score: Raw -3525230.774110 + Penalty 1665.080891 = -3523565.693220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (955.524336 sec): 3 clusters Score: Raw -3507900.484242 + Penalty 3330.161781 = -3504570.322461 nChanged 12891 SP:Iteration 1F (955.577868 sec): 3 clusters Score: Raw -3515004.010810 + Penalty 3330.161781 = -3511673.849029 nChanged 1267 SP:Iteration 2Q (955.633723 sec): 3 clusters Score: Raw -3515380.434340 + Penalty 3330.161781 = -3512050.272559 nChanged 1165 SP:Iteration 3Q (955.689510 sec): 3 clusters Score: Raw -3515777.942948 + Penalty 3330.161781 = -3512447.781167 nChanged 1137 SP:Iteration 4Q (955.747865 sec): 3 clusters Score: Raw -3516210.136712 + Penalty 3330.161781 = -3512879.974931 nChanged 1252 SP:Iteration 5Q (955.807868 sec): 3 clusters Score: Raw -3516702.632146 + Penalty 3330.161781 = -3513372.470364 nChanged 1306 SP:Iteration 6Q (955.862841 sec): 3 clusters Score: Raw -3517273.308517 + Penalty 3330.161781 = -3513943.146735 nChanged 1326 SP:Iteration 7Q (955.917808 sec): 3 clusters Score: Raw -3517986.208902 + Penalty 3330.161781 = -3514656.047121 nChanged 1408 SP:Iteration 8Q (955.972376 sec): 3 clusters Score: Raw -3518873.500082 + Penalty 3330.161781 = -3515543.338301 nChanged 1530 SP:Iteration 9F (956.028729 sec): 3 clusters Score: Raw -3519980.645977 + Penalty 3330.161781 = -3516650.484196 nChanged 1516 SP:Iteration 10F (956.082212 sec): 3 clusters Score: Raw -3521070.428933 + Penalty 3330.161781 = -3517740.267152 nChanged 1235 SP:Iteration 11Q (956.137368 sec): 3 clusters Score: Raw -3521732.579322 + Penalty 3330.161781 = -3518402.417541 nChanged 881 SP:Iteration 12Q (956.190969 sec): 3 clusters Score: Raw -3522059.612002 + Penalty 3330.161781 = -3518729.450221 nChanged 605 SP:Iteration 13Q (956.252948 sec): 3 clusters Score: Raw -3522244.110027 + Penalty 3330.161781 = -3518913.948246 nChanged 426 SP:Iteration 14Q (956.320617 sec): 3 clusters Score: Raw -3522374.572138 + Penalty 3330.161781 = -3519044.410356 nChanged 399 SP:Iteration 15Q (956.372539 sec): 3 clusters Score: Raw -3522494.678982 + Penalty 3330.161781 = -3519164.517201 nChanged 388 SP:Iteration 16Q (956.424063 sec): 3 clusters Score: Raw -3522606.105583 + Penalty 3330.161781 = -3519275.943802 nChanged 370 SP:Iteration 17Q (956.478682 sec): 3 clusters Score: Raw -3522722.176956 + Penalty 3330.161781 = -3519392.015175 nChanged 383 SP:Iteration 18Q (956.534022 sec): 3 clusters Score: Raw -3522851.159766 + Penalty 3330.161781 = -3519520.997984 nChanged 393 SP:Iteration 19Q (956.585576 sec): 3 clusters Score: Raw -3522973.927819 + Penalty 3330.161781 = -3519643.766037 nChanged 338 SP:Iteration 20F (956.638427 sec): 3 clusters Score: Raw -3523073.435679 + Penalty 3330.161781 = -3519743.273898 nChanged 307 SP:Iteration 21Q (956.690641 sec): 3 clusters Score: Raw -3523159.506161 + Penalty 3330.161781 = -3519829.344380 nChanged 309 SP:Iteration 22Q (956.741080 sec): 3 clusters Score: Raw -3523249.289565 + Penalty 3330.161781 = -3519919.127784 nChanged 332 SP:Iteration 23Q (956.792296 sec): 3 clusters Score: Raw -3523348.247938 + Penalty 3330.161781 = -3520018.086157 nChanged 321 SP:Iteration 24Q (956.851087 sec): 3 clusters Score: Raw -3523456.963482 + Penalty 3330.161781 = -3520126.801701 nChanged 337 SP:Iteration 25Q (956.901126 sec): 3 clusters Score: Raw -3523577.572541 + Penalty 3330.161781 = -3520247.410760 nChanged 366 SP:Iteration 26Q (956.951123 sec): 3 clusters Score: Raw -3523699.193251 + Penalty 3330.161781 = -3520369.031470 nChanged 313 SP:Iteration 27Q (957.001056 sec): 3 clusters Score: Raw -3523797.591285 + Penalty 3330.161781 = -3520467.429504 nChanged 292 SP:Iteration 28Q (957.051029 sec): 3 clusters Score: Raw -3523886.957287 + Penalty 3330.161781 = -3520556.795506 nChanged 274 SP:Iteration 29Q (957.099747 sec): 3 clusters Score: Raw -3523967.868860 + Penalty 3330.161781 = -3520637.707079 nChanged 258 SP:Iteration 30Q (957.153054 sec): 3 clusters Score: Raw -3524042.752157 + Penalty 3330.161781 = -3520712.590376 nChanged 241 SP:Iteration 31Q (957.201508 sec): 3 clusters Score: Raw -3524112.649815 + Penalty 3330.161781 = -3520782.488034 nChanged 235 SP:Iteration 32Q (957.250139 sec): 3 clusters Score: Raw -3524186.260670 + Penalty 3330.161781 = -3520856.098889 nChanged 254 SP:Iteration 33Q (957.298339 sec): 3 clusters Score: Raw -3524272.494196 + Penalty 3330.161781 = -3520942.332414 nChanged 270 SP:Iteration 34Q (957.346504 sec): 3 clusters Score: Raw -3524364.473632 + Penalty 3330.161781 = -3521034.311851 nChanged 254 SP:Iteration 35Q (957.401062 sec): 3 clusters Score: Raw -3524459.868234 + Penalty 3330.161781 = -3521129.706453 nChanged 231 SP:Iteration 36Q (957.448232 sec): 3 clusters Score: Raw -3524539.046857 + Penalty 3330.161781 = -3521208.885076 nChanged 235 SP:Iteration 37Q (957.495917 sec): 3 clusters Score: Raw -3524624.983472 + Penalty 3330.161781 = -3521294.821691 nChanged 206 SP:Iteration 38Q (957.546200 sec): 3 clusters Score: Raw -3524699.602868 + Penalty 3330.161781 = -3521369.441087 nChanged 208 SP:Iteration 39Q (957.593633 sec): 3 clusters Score: Raw -3524770.669773 + Penalty 3330.161781 = -3521440.507992 nChanged 203 SP:Iteration 40F (957.647439 sec): 3 clusters Score: Raw -3524843.737318 + Penalty 3330.161781 = -3521513.575537 nChanged 196 SP:Iteration 41Q (957.694435 sec): 3 clusters Score: Raw -3524924.833259 + Penalty 3330.161781 = -3521594.671478 nChanged 178 SP:Iteration 42Q (957.742087 sec): 3 clusters Score: Raw -3525001.618152 + Penalty 3330.161781 = -3521671.456370 nChanged 156 SP:Iteration 43Q (957.788062 sec): 3 clusters Score: Raw -3525061.780932 + Penalty 3330.161781 = -3521731.619151 nChanged 139 SP:Iteration 44Q (957.833977 sec): 3 clusters Score: Raw -3525114.428102 + Penalty 3330.161781 = -3521784.266321 nChanged 121 SP:Iteration 45Q (957.880283 sec): 3 clusters Score: Raw -3525164.100967 + Penalty 3330.161781 = -3521833.939186 nChanged 100 SP:Iteration 46Q (957.926850 sec): 3 clusters Score: Raw -3525206.526885 + Penalty 3330.161781 = -3521876.365104 nChanged 97 SP:Iteration 47Q (957.971799 sec): 3 clusters Score: Raw -3525244.091487 + Penalty 3330.161781 = -3521913.929706 nChanged 69 SP:Iteration 48Q (958.020398 sec): 3 clusters Score: Raw -3525271.108283 + Penalty 3330.161781 = -3521940.946502 nChanged 81 SP:Iteration 49Q (958.069834 sec): 3 clusters Score: Raw -3525307.938440 + Penalty 3330.161781 = -3521977.776658 nChanged 70 SP:Iteration 50Q (958.115610 sec): 3 clusters Score: Raw -3525340.336304 + Penalty 3330.161781 = -3522010.174523 nChanged 65 SP:Iteration 51Q (958.160822 sec): 3 clusters Score: Raw -3525367.057062 + Penalty 3330.161781 = -3522036.895281 nChanged 50 SP:Iteration 52Q (958.206158 sec): 3 clusters Score: Raw -3525387.415919 + Penalty 3330.161781 = -3522057.254137 nChanged 46 SP:Iteration 53Q (958.251094 sec): 3 clusters Score: Raw -3525406.992549 + Penalty 3330.161781 = -3522076.830768 nChanged 49 SP:Iteration 54Q (958.295902 sec): 3 clusters Score: Raw -3525428.302328 + Penalty 3330.161781 = -3522098.140547 nChanged 32 SP:Iteration 55Q (958.341920 sec): 3 clusters Score: Raw -3525438.740562 + Penalty 3330.161781 = -3522108.578781 nChanged 24 SP:Iteration 56Q (958.411168 sec): 3 clusters Score: Raw -3525445.353859 + Penalty 3330.161781 = -3522115.192078 nChanged 13 SP:Iteration 57Q (958.466345 sec): 3 clusters Score: Raw -3525449.269403 + Penalty 3330.161781 = -3522119.107622 nChanged 17 SP:Iteration 58Q (958.516171 sec): 3 clusters Score: Raw -3525454.164254 + Penalty 3330.161781 = -3522124.002473 nChanged 22 SP:Iteration 59Q (958.561150 sec): 3 clusters Score: Raw -3525462.035391 + Penalty 3330.161781 = -3522131.873610 nChanged 21 SP:Iteration 60F (958.615584 sec): 3 clusters Score: Raw -3525470.200244 + Penalty 3330.161781 = -3522140.038463 nChanged 20 SP:Iteration 61Q (958.660939 sec): 3 clusters Score: Raw -3525478.857208 + Penalty 3330.161781 = -3522148.695427 nChanged 19 SP:Iteration 62Q (958.706188 sec): 3 clusters Score: Raw -3525485.235023 + Penalty 3330.161781 = -3522155.073242 nChanged 19 SP:Iteration 63Q (958.751233 sec): 3 clusters Score: Raw -3525491.568269 + Penalty 3330.161781 = -3522161.406488 nChanged 13 SP:Iteration 64Q (958.795214 sec): 3 clusters Score: Raw -3525495.185445 + Penalty 3330.161781 = -3522165.023664 nChanged 7 SP:Iteration 65Q (958.839981 sec): 3 clusters Score: Raw -3525497.196770 + Penalty 3330.161781 = -3522167.034989 nChanged 11 SP:Iteration 66Q (958.884785 sec): 3 clusters Score: Raw -3525501.247617 + Penalty 3330.161781 = -3522171.085835 nChanged 7 SP:Iteration 67Q (958.934067 sec): 3 clusters Score: Raw -3525502.915741 + Penalty 3330.161781 = -3522172.753960 nChanged 6 SP:Iteration 68Q (958.980298 sec): 3 clusters Score: Raw -3525504.734783 + Penalty 3330.161781 = -3522174.573002 nChanged 6 SP:Iteration 69Q (959.027864 sec): 3 clusters Score: Raw -3525506.508446 + Penalty 3330.161781 = -3522176.346665 nChanged 2 SP:Iteration 70Q (959.077046 sec): 3 clusters Score: Raw -3525506.760882 + Penalty 3330.161781 = -3522176.599100 nChanged 0 SP:Iteration 71F (959.129009 sec): 3 clusters Score: Raw -3525506.760882 + Penalty 3330.161781 = -3522176.599100 nChanged 0 Trying to split cluster 14 (20060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (959.159803 sec): 2 clusters Score: Raw -2352919.176723 + Penalty 1609.803497 = -2351309.373225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (959.205019 sec): 3 clusters Score: Raw -2340815.758380 + Penalty 3219.606995 = -2337596.151385 nChanged 9038 SP:Iteration 1F (959.250051 sec): 3 clusters Score: Raw -2345987.446022 + Penalty 3219.606995 = -2342767.839027 nChanged 1297 SP:Iteration 2F (959.292646 sec): 3 clusters Score: Raw -2346652.600710 + Penalty 3219.606995 = -2343432.993715 nChanged 1326 SP:Iteration 3F (959.335450 sec): 3 clusters Score: Raw -2347443.182086 + Penalty 3219.606995 = -2344223.575091 nChanged 1333 SP:Iteration 4F (959.378172 sec): 3 clusters Score: Raw -2348368.140899 + Penalty 3219.606995 = -2345148.533904 nChanged 1325 SP:Iteration 5F (959.421727 sec): 3 clusters Score: Raw -2349352.378201 + Penalty 3219.606995 = -2346132.771206 nChanged 1180 SP:Iteration 6F (959.471128 sec): 3 clusters Score: Raw -2350355.330394 + Penalty 3219.606995 = -2347135.723399 nChanged 1034 SP:Iteration 7F (959.513570 sec): 3 clusters Score: Raw -2351293.424724 + Penalty 3219.606995 = -2348073.817729 nChanged 798 SP:Iteration 8Q (959.555540 sec): 3 clusters Score: Raw -2352054.691612 + Penalty 3219.606995 = -2348835.084617 nChanged 558 SP:Iteration 9Q (959.595918 sec): 3 clusters Score: Raw -2352562.636498 + Penalty 3219.606995 = -2349343.029503 nChanged 377 SP:Iteration 10Q (959.635000 sec): 3 clusters Score: Raw -2352872.366961 + Penalty 3219.606995 = -2349652.759966 nChanged 270 SP:Iteration 11Q (959.673518 sec): 3 clusters Score: Raw -2353078.288271 + Penalty 3219.606995 = -2349858.681276 nChanged 193 SP:Iteration 12Q (959.711276 sec): 3 clusters Score: Raw -2353212.210554 + Penalty 3219.606995 = -2349992.603559 nChanged 147 SP:Iteration 13Q (959.773751 sec): 3 clusters Score: Raw -2353296.661035 + Penalty 3219.606995 = -2350077.054040 nChanged 102 SP:Iteration 14Q (959.810970 sec): 3 clusters Score: Raw -2353350.183243 + Penalty 3219.606995 = -2350130.576248 nChanged 75 SP:Iteration 15Q (959.848002 sec): 3 clusters Score: Raw -2353387.764502 + Penalty 3219.606995 = -2350168.157507 nChanged 55 SP:Iteration 16Q (959.884517 sec): 3 clusters Score: Raw -2353411.310379 + Penalty 3219.606995 = -2350191.703384 nChanged 49 SP:Iteration 17Q (959.926575 sec): 3 clusters Score: Raw -2353432.475851 + Penalty 3219.606995 = -2350212.868856 nChanged 43 SP:Iteration 18Q (959.963434 sec): 3 clusters Score: Raw -2353445.890941 + Penalty 3219.606995 = -2350226.283946 nChanged 19 SP:Iteration 19Q (960.000187 sec): 3 clusters Score: Raw -2353451.581043 + Penalty 3219.606995 = -2350231.974048 nChanged 19 SP:Iteration 20F (960.050659 sec): 3 clusters Score: Raw -2353457.466483 + Penalty 3219.606995 = -2350237.859488 nChanged 22 SP:Iteration 21Q (960.091417 sec): 3 clusters Score: Raw -2353463.197395 + Penalty 3219.606995 = -2350243.590400 nChanged 23 SP:Iteration 22Q (960.127890 sec): 3 clusters Score: Raw -2353468.441566 + Penalty 3219.606995 = -2350248.834571 nChanged 12 SP:Iteration 23Q (960.164534 sec): 3 clusters Score: Raw -2353471.097426 + Penalty 3219.606995 = -2350251.490431 nChanged 9 SP:Iteration 24Q (960.201035 sec): 3 clusters Score: Raw -2353473.152447 + Penalty 3219.606995 = -2350253.545452 nChanged 10 SP:Iteration 25Q (960.241932 sec): 3 clusters Score: Raw -2353475.087570 + Penalty 3219.606995 = -2350255.480575 nChanged 9 SP:Iteration 26Q (960.283916 sec): 3 clusters Score: Raw -2353479.112742 + Penalty 3219.606995 = -2350259.505747 nChanged 12 SP:Iteration 27Q (960.320074 sec): 3 clusters Score: Raw -2353482.835846 + Penalty 3219.606995 = -2350263.228851 nChanged 14 SP:Iteration 28Q (960.356550 sec): 3 clusters Score: Raw -2353486.440516 + Penalty 3219.606995 = -2350266.833521 nChanged 12 SP:Iteration 29Q (960.394835 sec): 3 clusters Score: Raw -2353489.643248 + Penalty 3219.606995 = -2350270.036253 nChanged 11 SP:Iteration 30Q (960.431564 sec): 3 clusters Score: Raw -2353493.338473 + Penalty 3219.606995 = -2350273.731478 nChanged 11 SP:Iteration 31Q (960.469666 sec): 3 clusters Score: Raw -2353495.229282 + Penalty 3219.606995 = -2350275.622287 nChanged 7 SP:Iteration 32Q (960.506142 sec): 3 clusters Score: Raw -2353496.591502 + Penalty 3219.606995 = -2350276.984507 nChanged 2 SP:Iteration 33Q (960.542319 sec): 3 clusters Score: Raw -2353497.108816 + Penalty 3219.606995 = -2350277.501821 nChanged 1 SP:Iteration 34Q (960.578963 sec): 3 clusters Score: Raw -2353497.310184 + Penalty 3219.606995 = -2350277.703189 nChanged 1 SP:Iteration 35Q (960.615445 sec): 3 clusters Score: Raw -2353497.446449 + Penalty 3219.606995 = -2350277.839454 nChanged 1 SP:Iteration 36Q (960.659154 sec): 3 clusters Score: Raw -2353497.813637 + Penalty 3219.606995 = -2350278.206642 nChanged 2 SP:Iteration 37Q (960.695386 sec): 3 clusters Score: Raw -2353498.791158 + Penalty 3219.606995 = -2350279.184163 nChanged 5 SP:Iteration 38Q (960.731854 sec): 3 clusters Score: Raw -2353500.026105 + Penalty 3219.606995 = -2350280.419110 nChanged 5 SP:Iteration 39Q (960.796639 sec): 3 clusters Score: Raw -2353501.008579 + Penalty 3219.606995 = -2350281.401584 nChanged 1 SP:Iteration 40F (960.838352 sec): 3 clusters Score: Raw -2353501.094492 + Penalty 3219.606995 = -2350281.487497 nChanged 0 Trying to split cluster 15 (4592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (960.856209 sec): 2 clusters Score: Raw -569449.336395 + Penalty 1370.211527 = -568079.124868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (960.876478 sec): 3 clusters Score: Raw -567089.386870 + Penalty 2740.423055 = -564348.963815 nChanged 1830 SP:Iteration 1F (960.896050 sec): 3 clusters Score: Raw -568197.214905 + Penalty 2740.423055 = -565456.791850 nChanged 388 SP:Iteration 2F (960.936777 sec): 3 clusters Score: Raw -568487.855856 + Penalty 2740.423055 = -565747.432801 nChanged 320 SP:Iteration 3F (960.965396 sec): 3 clusters Score: Raw -568728.540045 + Penalty 2740.423055 = -565988.116990 nChanged 261 SP:Iteration 4F (960.985259 sec): 3 clusters Score: Raw -568919.755523 + Penalty 2740.423055 = -566179.332468 nChanged 219 SP:Iteration 5Q (961.005570 sec): 3 clusters Score: Raw -569090.890726 + Penalty 2740.423055 = -566350.467671 nChanged 214 SP:Iteration 6Q (961.025937 sec): 3 clusters Score: Raw -569240.164875 + Penalty 2740.423055 = -566499.741820 nChanged 189 SP:Iteration 7Q (961.046147 sec): 3 clusters Score: Raw -569379.629387 + Penalty 2740.423055 = -566639.206332 nChanged 187 SP:Iteration 8Q (961.066092 sec): 3 clusters Score: Raw -569505.782005 + Penalty 2740.423055 = -566765.358950 nChanged 154 SP:Iteration 9Q (961.085344 sec): 3 clusters Score: Raw -569595.945672 + Penalty 2740.423055 = -566855.522617 nChanged 123 SP:Iteration 10Q (961.105484 sec): 3 clusters Score: Raw -569667.615888 + Penalty 2740.423055 = -566927.192833 nChanged 105 SP:Iteration 11Q (961.125558 sec): 3 clusters Score: Raw -569733.782239 + Penalty 2740.423055 = -566993.359185 nChanged 105 SP:Iteration 12Q (961.150264 sec): 3 clusters Score: Raw -569793.346347 + Penalty 2740.423055 = -567052.923292 nChanged 65 SP:Iteration 13Q (961.204759 sec): 3 clusters Score: Raw -569832.037036 + Penalty 2740.423055 = -567091.613981 nChanged 63 SP:Iteration 14Q (961.224491 sec): 3 clusters Score: Raw -569881.800830 + Penalty 2740.423055 = -567141.377775 nChanged 55 SP:Iteration 15Q (961.243719 sec): 3 clusters Score: Raw -569920.258002 + Penalty 2740.423055 = -567179.834948 nChanged 41 SP:Iteration 16Q (961.263878 sec): 3 clusters Score: Raw -569938.982331 + Penalty 2740.423055 = -567198.559276 nChanged 21 SP:Iteration 17Q (961.283032 sec): 3 clusters Score: Raw -569947.204315 + Penalty 2740.423055 = -567206.781260 nChanged 13 SP:Iteration 18Q (961.302880 sec): 3 clusters Score: Raw -569952.618667 + Penalty 2740.423055 = -567212.195612 nChanged 17 SP:Iteration 19Q (961.322703 sec): 3 clusters Score: Raw -569959.179805 + Penalty 2740.423055 = -567218.756750 nChanged 12 SP:Iteration 20F (961.355289 sec): 3 clusters Score: Raw -569962.612899 + Penalty 2740.423055 = -567222.189844 nChanged 7 SP:Iteration 21Q (961.393099 sec): 3 clusters Score: Raw -569966.106182 + Penalty 2740.423055 = -567225.683127 nChanged 11 SP:Iteration 22Q (961.413092 sec): 3 clusters Score: Raw -569971.209374 + Penalty 2740.423055 = -567230.786319 nChanged 7 SP:Iteration 23Q (961.433100 sec): 3 clusters Score: Raw -569973.231339 + Penalty 2740.423055 = -567232.808284 nChanged 7 SP:Iteration 24Q (961.454429 sec): 3 clusters Score: Raw -569975.341857 + Penalty 2740.423055 = -567234.918802 nChanged 11 SP:Iteration 25Q (961.474450 sec): 3 clusters Score: Raw -569978.522027 + Penalty 2740.423055 = -567238.098972 nChanged 10 SP:Iteration 26Q (961.493751 sec): 3 clusters Score: Raw -569981.889912 + Penalty 2740.423055 = -567241.466858 nChanged 9 SP:Iteration 27Q (961.513595 sec): 3 clusters Score: Raw -569984.627294 + Penalty 2740.423055 = -567244.204239 nChanged 10 SP:Iteration 28Q (961.533718 sec): 3 clusters Score: Raw -569987.532145 + Penalty 2740.423055 = -567247.109090 nChanged 6 SP:Iteration 29Q (961.553640 sec): 3 clusters Score: Raw -569989.503831 + Penalty 2740.423055 = -567249.080776 nChanged 4 SP:Iteration 30Q (961.573441 sec): 3 clusters Score: Raw -569991.028263 + Penalty 2740.423055 = -567250.605208 nChanged 6 SP:Iteration 31Q (961.593256 sec): 3 clusters Score: Raw -569994.028898 + Penalty 2740.423055 = -567253.605843 nChanged 5 SP:Iteration 32Q (961.612457 sec): 3 clusters Score: Raw -569995.730174 + Penalty 2740.423055 = -567255.307119 nChanged 3 SP:Iteration 33Q (961.632534 sec): 3 clusters Score: Raw -569996.725210 + Penalty 2740.423055 = -567256.302155 nChanged 4 SP:Iteration 34Q (961.651846 sec): 3 clusters Score: Raw -569997.318819 + Penalty 2740.423055 = -567256.895764 nChanged 0 SP:Iteration 35F (961.672059 sec): 3 clusters Score: Raw -569997.318819 + Penalty 2740.423055 = -567256.895764 nChanged 0 Trying to split cluster 16 (3471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (961.688594 sec): 2 clusters Score: Raw -430012.685187 + Penalty 1324.732178 = -428687.953010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (961.710199 sec): 3 clusters Score: Raw -428305.155118 + Penalty 2649.464355 = -425655.690763 nChanged 1327 SP:Iteration 1F (961.726992 sec): 3 clusters Score: Raw -429074.447678 + Penalty 2649.464355 = -426424.983323 nChanged 247 SP:Iteration 2F (961.743929 sec): 3 clusters Score: Raw -429212.714375 + Penalty 2649.464355 = -426563.250020 nChanged 163 SP:Iteration 3Q (961.759866 sec): 3 clusters Score: Raw -429289.763499 + Penalty 2649.464355 = -426640.299144 nChanged 104 SP:Iteration 4Q (961.775528 sec): 3 clusters Score: Raw -429341.502849 + Penalty 2649.464355 = -426692.038494 nChanged 96 SP:Iteration 5Q (961.792404 sec): 3 clusters Score: Raw -429393.153761 + Penalty 2649.464355 = -426743.689406 nChanged 90 SP:Iteration 6Q (961.809075 sec): 3 clusters Score: Raw -429441.637392 + Penalty 2649.464355 = -426792.173037 nChanged 85 SP:Iteration 7Q (961.840941 sec): 3 clusters Score: Raw -429486.065927 + Penalty 2649.464355 = -426836.601572 nChanged 96 SP:Iteration 8Q (961.857899 sec): 3 clusters Score: Raw -429539.785539 + Penalty 2649.464355 = -426890.321184 nChanged 73 SP:Iteration 9Q (961.874570 sec): 3 clusters Score: Raw -429572.375375 + Penalty 2649.464355 = -426922.911020 nChanged 65 SP:Iteration 10Q (961.890966 sec): 3 clusters Score: Raw -429603.336588 + Penalty 2649.464355 = -426953.872232 nChanged 63 SP:Iteration 11Q (961.907633 sec): 3 clusters Score: Raw -429638.192248 + Penalty 2649.464355 = -426988.727893 nChanged 59 SP:Iteration 12Q (961.929485 sec): 3 clusters Score: Raw -429664.712227 + Penalty 2649.464355 = -427015.247871 nChanged 47 SP:Iteration 13Q (961.946332 sec): 3 clusters Score: Raw -429687.989176 + Penalty 2649.464355 = -427038.524820 nChanged 41 SP:Iteration 14Q (961.962310 sec): 3 clusters Score: Raw -429707.469763 + Penalty 2649.464355 = -427058.005408 nChanged 52 SP:Iteration 15Q (961.979228 sec): 3 clusters Score: Raw -429735.846731 + Penalty 2649.464355 = -427086.382376 nChanged 53 SP:Iteration 16Q (961.996006 sec): 3 clusters Score: Raw -429768.756816 + Penalty 2649.464355 = -427119.292461 nChanged 61 SP:Iteration 17Q (962.012618 sec): 3 clusters Score: Raw -429806.540971 + Penalty 2649.464355 = -427157.076616 nChanged 65 SP:Iteration 18Q (962.035232 sec): 3 clusters Score: Raw -429851.927472 + Penalty 2649.464355 = -427202.463117 nChanged 72 SP:Iteration 19Q (962.051966 sec): 3 clusters Score: Raw -429899.081345 + Penalty 2649.464355 = -427249.616990 nChanged 62 SP:Iteration 20F (962.067835 sec): 3 clusters Score: Raw -429935.748096 + Penalty 2649.464355 = -427286.283741 nChanged 45 SP:Iteration 21Q (962.084558 sec): 3 clusters Score: Raw -429957.491674 + Penalty 2649.464355 = -427308.027319 nChanged 34 SP:Iteration 22Q (962.102451 sec): 3 clusters Score: Raw -429971.841345 + Penalty 2649.464355 = -427322.376990 nChanged 25 SP:Iteration 23Q (962.118641 sec): 3 clusters Score: Raw -429982.920874 + Penalty 2649.464355 = -427333.456519 nChanged 21 SP:Iteration 24Q (962.135364 sec): 3 clusters Score: Raw -429991.578136 + Penalty 2649.464355 = -427342.113781 nChanged 22 SP:Iteration 25Q (962.151854 sec): 3 clusters Score: Raw -430001.998385 + Penalty 2649.464355 = -427352.534030 nChanged 14 SP:Iteration 26Q (962.175634 sec): 3 clusters Score: Raw -430008.345279 + Penalty 2649.464355 = -427358.880924 nChanged 6 SP:Iteration 27Q (962.192177 sec): 3 clusters Score: Raw -430010.967166 + Penalty 2649.464355 = -427361.502811 nChanged 9 SP:Iteration 28Q (962.208526 sec): 3 clusters Score: Raw -430015.453184 + Penalty 2649.464355 = -427365.988829 nChanged 9 SP:Iteration 29Q (962.230856 sec): 3 clusters Score: Raw -430019.738971 + Penalty 2649.464355 = -427370.274616 nChanged 7 SP:Iteration 30Q (962.246468 sec): 3 clusters Score: Raw -430022.310401 + Penalty 2649.464355 = -427372.846046 nChanged 6 SP:Iteration 31Q (962.263096 sec): 3 clusters Score: Raw -430025.304917 + Penalty 2649.464355 = -427375.840562 nChanged 7 SP:Iteration 32Q (962.279487 sec): 3 clusters Score: Raw -430028.874645 + Penalty 2649.464355 = -427379.410290 nChanged 6 SP:Iteration 33Q (962.303537 sec): 3 clusters Score: Raw -430033.601108 + Penalty 2649.464355 = -427384.136753 nChanged 13 SP:Iteration 34Q (962.319137 sec): 3 clusters Score: Raw -430039.406219 + Penalty 2649.464355 = -427389.941864 nChanged 12 SP:Iteration 35Q (962.335471 sec): 3 clusters Score: Raw -430044.001477 + Penalty 2649.464355 = -427394.537122 nChanged 3 SP:Iteration 36Q (962.352056 sec): 3 clusters Score: Raw -430045.684830 + Penalty 2649.464355 = -427396.220475 nChanged 6 SP:Iteration 37Q (962.368465 sec): 3 clusters Score: Raw -430048.913968 + Penalty 2649.464355 = -427399.449612 nChanged 4 SP:Iteration 38Q (962.392133 sec): 3 clusters Score: Raw -430050.897669 + Penalty 2649.464355 = -427401.433314 nChanged 3 SP:Iteration 39Q (962.408569 sec): 3 clusters Score: Raw -430051.434656 + Penalty 2649.464355 = -427401.970300 nChanged 0 SP:Iteration 40F (962.425132 sec): 3 clusters Score: Raw -430051.434656 + Penalty 2649.464355 = -427401.970300 nChanged 0 Trying to split cluster 17 (18302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (962.461020 sec): 2 clusters Score: Raw -2289144.095231 + Penalty 1594.899414 = -2287549.195817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (962.504036 sec): 3 clusters Score: Raw -2278208.520557 + Penalty 3189.798827 = -2275018.721729 nChanged 8312 SP:Iteration 1F (962.545319 sec): 3 clusters Score: Raw -2282892.778709 + Penalty 3189.798827 = -2279702.979882 nChanged 901 SP:Iteration 2Q (962.587524 sec): 3 clusters Score: Raw -2283194.415020 + Penalty 3189.798827 = -2280004.616193 nChanged 752 SP:Iteration 3Q (962.629545 sec): 3 clusters Score: Raw -2283462.602457 + Penalty 3189.798827 = -2280272.803630 nChanged 705 SP:Iteration 4Q (962.674684 sec): 3 clusters Score: Raw -2283712.047609 + Penalty 3189.798827 = -2280522.248782 nChanged 721 SP:Iteration 5Q (962.716189 sec): 3 clusters Score: Raw -2283994.224394 + Penalty 3189.798827 = -2280804.425566 nChanged 696 SP:Iteration 6Q (962.762929 sec): 3 clusters Score: Raw -2284320.409370 + Penalty 3189.798827 = -2281130.610543 nChanged 776 SP:Iteration 7Q (962.814778 sec): 3 clusters Score: Raw -2284734.242480 + Penalty 3189.798827 = -2281544.443653 nChanged 865 SP:Iteration 8Q (962.856089 sec): 3 clusters Score: Raw -2285252.883796 + Penalty 3189.798827 = -2282063.084969 nChanged 891 SP:Iteration 9Q (962.897656 sec): 3 clusters Score: Raw -2285858.946575 + Penalty 3189.798827 = -2282669.147747 nChanged 923 SP:Iteration 10F (962.938741 sec): 3 clusters Score: Raw -2286445.571309 + Penalty 3189.798827 = -2283255.772482 nChanged 746 SP:Iteration 11Q (962.986431 sec): 3 clusters Score: Raw -2286792.082172 + Penalty 3189.798827 = -2283602.283345 nChanged 507 SP:Iteration 12Q (963.027737 sec): 3 clusters Score: Raw -2286973.763025 + Penalty 3189.798827 = -2283783.964197 nChanged 339 SP:Iteration 13Q (963.079523 sec): 3 clusters Score: Raw -2287059.994240 + Penalty 3189.798827 = -2283870.195413 nChanged 254 SP:Iteration 14Q (963.127752 sec): 3 clusters Score: Raw -2287112.577827 + Penalty 3189.798827 = -2283922.779000 nChanged 159 SP:Iteration 15Q (963.168649 sec): 3 clusters Score: Raw -2287147.350571 + Penalty 3189.798827 = -2283957.551744 nChanged 171 SP:Iteration 16Q (963.209221 sec): 3 clusters Score: Raw -2287184.217936 + Penalty 3189.798827 = -2283994.419109 nChanged 159 SP:Iteration 17Q (963.249874 sec): 3 clusters Score: Raw -2287222.447469 + Penalty 3189.798827 = -2284032.648642 nChanged 161 SP:Iteration 18Q (963.290499 sec): 3 clusters Score: Raw -2287263.086471 + Penalty 3189.798827 = -2284073.287643 nChanged 153 SP:Iteration 19Q (963.340063 sec): 3 clusters Score: Raw -2287296.659846 + Penalty 3189.798827 = -2284106.861019 nChanged 167 SP:Iteration 20F (963.385244 sec): 3 clusters Score: Raw -2287333.081134 + Penalty 3189.798827 = -2284143.282307 nChanged 159 SP:Iteration 21Q (963.427933 sec): 3 clusters Score: Raw -2287366.270682 + Penalty 3189.798827 = -2284176.471854 nChanged 156 SP:Iteration 22Q (963.468667 sec): 3 clusters Score: Raw -2287398.462653 + Penalty 3189.798827 = -2284208.663826 nChanged 146 SP:Iteration 23Q (963.508921 sec): 3 clusters Score: Raw -2287424.924807 + Penalty 3189.798827 = -2284235.125980 nChanged 150 SP:Iteration 24Q (963.549165 sec): 3 clusters Score: Raw -2287458.062413 + Penalty 3189.798827 = -2284268.263586 nChanged 140 SP:Iteration 25Q (963.589499 sec): 3 clusters Score: Raw -2287485.301651 + Penalty 3189.798827 = -2284295.502823 nChanged 132 SP:Iteration 26Q (963.629962 sec): 3 clusters Score: Raw -2287513.317599 + Penalty 3189.798827 = -2284323.518772 nChanged 126 SP:Iteration 27Q (963.699118 sec): 3 clusters Score: Raw -2287535.816601 + Penalty 3189.798827 = -2284346.017774 nChanged 120 SP:Iteration 28Q (963.738921 sec): 3 clusters Score: Raw -2287558.492988 + Penalty 3189.798827 = -2284368.694161 nChanged 115 SP:Iteration 29Q (963.800886 sec): 3 clusters Score: Raw -2287579.886382 + Penalty 3189.798827 = -2284390.087555 nChanged 114 SP:Iteration 30Q (963.862025 sec): 3 clusters Score: Raw -2287600.876090 + Penalty 3189.798827 = -2284411.077262 nChanged 125 SP:Iteration 31Q (963.936870 sec): 3 clusters Score: Raw -2287623.130564 + Penalty 3189.798827 = -2284433.331736 nChanged 107 SP:Iteration 32Q (964.013506 sec): 3 clusters Score: Raw -2287640.844935 + Penalty 3189.798827 = -2284451.046108 nChanged 101 SP:Iteration 33Q (964.088206 sec): 3 clusters Score: Raw -2287660.563285 + Penalty 3189.798827 = -2284470.764458 nChanged 119 SP:Iteration 34Q (964.135024 sec): 3 clusters Score: Raw -2287683.948406 + Penalty 3189.798827 = -2284494.149579 nChanged 121 SP:Iteration 35Q (964.174160 sec): 3 clusters Score: Raw -2287708.043740 + Penalty 3189.798827 = -2284518.244913 nChanged 111 SP:Iteration 36Q (964.222388 sec): 3 clusters Score: Raw -2287729.450104 + Penalty 3189.798827 = -2284539.651276 nChanged 107 SP:Iteration 37Q (964.264781 sec): 3 clusters Score: Raw -2287748.994005 + Penalty 3189.798827 = -2284559.195178 nChanged 118 SP:Iteration 38Q (964.339184 sec): 3 clusters Score: Raw -2287773.543085 + Penalty 3189.798827 = -2284583.744258 nChanged 129 SP:Iteration 39Q (964.377747 sec): 3 clusters Score: Raw -2287799.972101 + Penalty 3189.798827 = -2284610.173274 nChanged 138 SP:Iteration 40F (964.439068 sec): 3 clusters Score: Raw -2287828.938121 + Penalty 3189.798827 = -2284639.139294 nChanged 144 SP:Iteration 41Q (964.498667 sec): 3 clusters Score: Raw -2287859.742333 + Penalty 3189.798827 = -2284669.943506 nChanged 143 SP:Iteration 42Q (964.540005 sec): 3 clusters Score: Raw -2287889.389728 + Penalty 3189.798827 = -2284699.590900 nChanged 129 SP:Iteration 43Q (964.594962 sec): 3 clusters Score: Raw -2287917.234426 + Penalty 3189.798827 = -2284727.435599 nChanged 146 SP:Iteration 44Q (964.634070 sec): 3 clusters Score: Raw -2287951.678123 + Penalty 3189.798827 = -2284761.879296 nChanged 149 SP:Iteration 45Q (964.684048 sec): 3 clusters Score: Raw -2287987.417636 + Penalty 3189.798827 = -2284797.618809 nChanged 149 SP:Iteration 46Q (964.723816 sec): 3 clusters Score: Raw -2288022.803183 + Penalty 3189.798827 = -2284833.004356 nChanged 157 SP:Iteration 47Q (964.771606 sec): 3 clusters Score: Raw -2288061.600400 + Penalty 3189.798827 = -2284871.801572 nChanged 143 SP:Iteration 48Q (964.809981 sec): 3 clusters Score: Raw -2288093.029332 + Penalty 3189.798827 = -2284903.230505 nChanged 113 SP:Iteration 49Q (964.848760 sec): 3 clusters Score: Raw -2288118.666700 + Penalty 3189.798827 = -2284928.867873 nChanged 126 SP:Iteration 50Q (964.912569 sec): 3 clusters Score: Raw -2288146.860971 + Penalty 3189.798827 = -2284957.062144 nChanged 114 SP:Iteration 51Q (964.958154 sec): 3 clusters Score: Raw -2288172.591998 + Penalty 3189.798827 = -2284982.793170 nChanged 122 SP:Iteration 52Q (964.997680 sec): 3 clusters Score: Raw -2288201.915785 + Penalty 3189.798827 = -2285012.116958 nChanged 107 SP:Iteration 53Q (965.041539 sec): 3 clusters Score: Raw -2288224.898489 + Penalty 3189.798827 = -2285035.099662 nChanged 94 SP:Iteration 54Q (965.081500 sec): 3 clusters Score: Raw -2288246.349372 + Penalty 3189.798827 = -2285056.550544 nChanged 109 SP:Iteration 55Q (965.119899 sec): 3 clusters Score: Raw -2288274.264471 + Penalty 3189.798827 = -2285084.465643 nChanged 110 SP:Iteration 56Q (965.177917 sec): 3 clusters Score: Raw -2288299.811802 + Penalty 3189.798827 = -2285110.012974 nChanged 115 SP:Iteration 57Q (965.215580 sec): 3 clusters Score: Raw -2288327.288980 + Penalty 3189.798827 = -2285137.490153 nChanged 99 SP:Iteration 58Q (965.253165 sec): 3 clusters Score: Raw -2288352.133921 + Penalty 3189.798827 = -2285162.335094 nChanged 106 SP:Iteration 59Q (965.300886 sec): 3 clusters Score: Raw -2288379.278549 + Penalty 3189.798827 = -2285189.479721 nChanged 98 SP:Iteration 60F (965.350209 sec): 3 clusters Score: Raw -2288406.777245 + Penalty 3189.798827 = -2285216.978418 nChanged 108 SP:Iteration 61Q (965.394717 sec): 3 clusters Score: Raw -2288438.234266 + Penalty 3189.798827 = -2285248.435439 nChanged 121 SP:Iteration 62Q (965.432463 sec): 3 clusters Score: Raw -2288477.676208 + Penalty 3189.798827 = -2285287.877381 nChanged 127 SP:Iteration 63Q (965.469611 sec): 3 clusters Score: Raw -2288523.371774 + Penalty 3189.798827 = -2285333.572946 nChanged 143 SP:Iteration 64Q (965.533608 sec): 3 clusters Score: Raw -2288580.853799 + Penalty 3189.798827 = -2285391.054971 nChanged 139 SP:Iteration 65Q (965.590671 sec): 3 clusters Score: Raw -2288631.614556 + Penalty 3189.798827 = -2285441.815729 nChanged 130 SP:Iteration 66Q (965.628038 sec): 3 clusters Score: Raw -2288680.665473 + Penalty 3189.798827 = -2285490.866646 nChanged 132 SP:Iteration 67Q (965.681122 sec): 3 clusters Score: Raw -2288726.975505 + Penalty 3189.798827 = -2285537.176678 nChanged 122 SP:Iteration 68Q (965.737321 sec): 3 clusters Score: Raw -2288776.683646 + Penalty 3189.798827 = -2285586.884819 nChanged 91 SP:Iteration 69Q (965.775710 sec): 3 clusters Score: Raw -2288812.241329 + Penalty 3189.798827 = -2285622.442502 nChanged 89 SP:Iteration 70Q (965.812852 sec): 3 clusters Score: Raw -2288852.975674 + Penalty 3189.798827 = -2285663.176847 nChanged 92 SP:Iteration 71Q (965.850085 sec): 3 clusters Score: Raw -2288892.433470 + Penalty 3189.798827 = -2285702.634642 nChanged 84 SP:Iteration 72Q (965.899129 sec): 3 clusters Score: Raw -2288935.910226 + Penalty 3189.798827 = -2285746.111399 nChanged 86 SP:Iteration 73Q (965.935186 sec): 3 clusters Score: Raw -2288982.129277 + Penalty 3189.798827 = -2285792.330449 nChanged 87 SP:Iteration 74Q (965.973974 sec): 3 clusters Score: Raw -2289023.976927 + Penalty 3189.798827 = -2285834.178099 nChanged 75 SP:Iteration 75Q (966.026630 sec): 3 clusters Score: Raw -2289067.188142 + Penalty 3189.798827 = -2285877.389315 nChanged 78 SP:Iteration 76Q (966.062848 sec): 3 clusters Score: Raw -2289110.276781 + Penalty 3189.798827 = -2285920.477953 nChanged 72 SP:Iteration 77Q (966.098543 sec): 3 clusters Score: Raw -2289144.355355 + Penalty 3189.798827 = -2285954.556528 nChanged 71 SP:Iteration 78Q (966.134324 sec): 3 clusters Score: Raw -2289178.730442 + Penalty 3189.798827 = -2285988.931614 nChanged 58 SP:Iteration 79Q (966.169635 sec): 3 clusters Score: Raw -2289217.470326 + Penalty 3189.798827 = -2286027.671498 nChanged 54 SP:Iteration 80F (966.211320 sec): 3 clusters Score: Raw -2289254.628571 + Penalty 3189.798827 = -2286064.829744 nChanged 41 SP:Iteration 81Q (966.246947 sec): 3 clusters Score: Raw -2289279.811689 + Penalty 3189.798827 = -2286090.012861 nChanged 37 SP:Iteration 82Q (966.282484 sec): 3 clusters Score: Raw -2289303.340413 + Penalty 3189.798827 = -2286113.541586 nChanged 30 SP:Iteration 83Q (966.317745 sec): 3 clusters Score: Raw -2289319.894109 + Penalty 3189.798827 = -2286130.095281 nChanged 24 SP:Iteration 84Q (966.361681 sec): 3 clusters Score: Raw -2289332.811177 + Penalty 3189.798827 = -2286143.012349 nChanged 27 SP:Iteration 85Q (966.396878 sec): 3 clusters Score: Raw -2289344.731008 + Penalty 3189.798827 = -2286154.932181 nChanged 18 SP:Iteration 86Q (966.432123 sec): 3 clusters Score: Raw -2289352.513571 + Penalty 3189.798827 = -2286162.714744 nChanged 18 SP:Iteration 87Q (966.467355 sec): 3 clusters Score: Raw -2289362.226351 + Penalty 3189.798827 = -2286172.427524 nChanged 18 SP:Iteration 88Q (966.502738 sec): 3 clusters Score: Raw -2289373.199720 + Penalty 3189.798827 = -2286183.400892 nChanged 21 SP:Iteration 89Q (966.538206 sec): 3 clusters Score: Raw -2289384.922755 + Penalty 3189.798827 = -2286195.123928 nChanged 19 SP:Iteration 90Q (966.573358 sec): 3 clusters Score: Raw -2289394.049545 + Penalty 3189.798827 = -2286204.250717 nChanged 16 SP:Iteration 91Q (966.621317 sec): 3 clusters Score: Raw -2289403.075409 + Penalty 3189.798827 = -2286213.276581 nChanged 14 SP:Iteration 92Q (966.655992 sec): 3 clusters Score: Raw -2289410.342669 + Penalty 3189.798827 = -2286220.543842 nChanged 9 SP:Iteration 93Q (966.690870 sec): 3 clusters Score: Raw -2289413.207517 + Penalty 3189.798827 = -2286223.408689 nChanged 6 SP:Iteration 94Q (966.743262 sec): 3 clusters Score: Raw -2289415.900422 + Penalty 3189.798827 = -2286226.101595 nChanged 3 SP:Iteration 95Q (966.777792 sec): 3 clusters Score: Raw -2289418.265729 + Penalty 3189.798827 = -2286228.466902 nChanged 4 SP:Iteration 96Q (966.844020 sec): 3 clusters Score: Raw -2289419.610245 + Penalty 3189.798827 = -2286229.811418 nChanged 3 SP:Iteration 97Q (966.904913 sec): 3 clusters Score: Raw -2289421.797564 + Penalty 3189.798827 = -2286231.998737 nChanged 3 SP:Iteration 98Q (966.976404 sec): 3 clusters Score: Raw -2289423.522889 + Penalty 3189.798827 = -2286233.724061 nChanged 6 SP:Iteration 99Q (967.039106 sec): 3 clusters Score: Raw -2289426.893983 + Penalty 3189.798827 = -2286237.095156 nChanged 6 SP:Iteration 100F (967.085698 sec): 3 clusters Score: Raw -2289429.435270 + Penalty 3189.798827 = -2286239.636443 nChanged 4 SP:Iteration 101Q (967.121983 sec): 3 clusters Score: Raw -2289431.949471 + Penalty 3189.798827 = -2286242.150643 nChanged 3 SP:Iteration 102Q (967.156690 sec): 3 clusters Score: Raw -2289433.726188 + Penalty 3189.798827 = -2286243.927361 nChanged 1 SP:Iteration 103Q (967.191586 sec): 3 clusters Score: Raw -2289434.274987 + Penalty 3189.798827 = -2286244.476160 nChanged 2 SP:Iteration 104Q (967.227295 sec): 3 clusters Score: Raw -2289434.977213 + Penalty 3189.798827 = -2286245.178386 nChanged 1 SP:Iteration 105Q (967.262042 sec): 3 clusters Score: Raw -2289435.584897 + Penalty 3189.798827 = -2286245.786070 nChanged 3 SP:Iteration 106Q (967.297172 sec): 3 clusters Score: Raw -2289436.622124 + Penalty 3189.798827 = -2286246.823296 nChanged 1 SP:Iteration 107Q (967.332165 sec): 3 clusters Score: Raw -2289436.978994 + Penalty 3189.798827 = -2286247.180166 nChanged 1 SP:Iteration 108Q (967.366989 sec): 3 clusters Score: Raw -2289437.422594 + Penalty 3189.798827 = -2286247.623767 nChanged 2 SP:Iteration 109Q (967.401913 sec): 3 clusters Score: Raw -2289437.774117 + Penalty 3189.798827 = -2286247.975290 nChanged 0 SP:Iteration 110F (967.442672 sec): 3 clusters Score: Raw -2289437.774117 + Penalty 3189.798827 = -2286247.975290 nChanged 0 Trying to split cluster 18 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (967.455924 sec): 2 clusters Score: Raw -100630.150221 + Penalty 1093.790441 = -99536.359779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (967.460943 sec): 3 clusters Score: Raw -100380.328383 + Penalty 2187.580883 = -98192.747500 nChanged 232 SP:Iteration 1F (967.473962 sec): 3 clusters Score: Raw -100604.494444 + Penalty 2187.580883 = -98416.913561 nChanged 48 SP:Iteration 2F (967.478499 sec): 3 clusters Score: Raw -100660.397571 + Penalty 2187.580883 = -98472.816689 nChanged 20 SP:Iteration 3Q (967.483032 sec): 3 clusters Score: Raw -100679.372128 + Penalty 2187.580883 = -98491.791245 nChanged 15 SP:Iteration 4Q (967.487549 sec): 3 clusters Score: Raw -100694.460496 + Penalty 2187.580883 = -98506.879613 nChanged 12 SP:Iteration 5Q (967.492120 sec): 3 clusters Score: Raw -100709.045435 + Penalty 2187.580883 = -98521.464552 nChanged 12 SP:Iteration 6Q (967.501772 sec): 3 clusters Score: Raw -100723.671653 + Penalty 2187.580883 = -98536.090770 nChanged 11 SP:Iteration 7Q (967.506275 sec): 3 clusters Score: Raw -100734.729639 + Penalty 2187.580883 = -98547.148756 nChanged 12 SP:Iteration 8Q (967.510793 sec): 3 clusters Score: Raw -100750.461001 + Penalty 2187.580883 = -98562.880118 nChanged 14 SP:Iteration 9Q (967.520765 sec): 3 clusters Score: Raw -100765.957317 + Penalty 2187.580883 = -98578.376434 nChanged 11 SP:Iteration 10Q (967.525278 sec): 3 clusters Score: Raw -100779.767884 + Penalty 2187.580883 = -98592.187001 nChanged 6 SP:Iteration 11Q (967.529775 sec): 3 clusters Score: Raw -100788.387662 + Penalty 2187.580883 = -98600.806780 nChanged 8 SP:Iteration 12Q (967.534276 sec): 3 clusters Score: Raw -100797.169086 + Penalty 2187.580883 = -98609.588204 nChanged 11 SP:Iteration 13Q (967.538756 sec): 3 clusters Score: Raw -100810.991559 + Penalty 2187.580883 = -98623.410676 nChanged 8 SP:Iteration 14Q (967.543266 sec): 3 clusters Score: Raw -100820.396112 + Penalty 2187.580883 = -98632.815229 nChanged 2 SP:Iteration 15Q (967.547728 sec): 3 clusters Score: Raw -100822.645045 + Penalty 2187.580883 = -98635.064163 nChanged 2 SP:Iteration 16Q (967.552189 sec): 3 clusters Score: Raw -100824.210302 + Penalty 2187.580883 = -98636.629419 nChanged 1 SP:Iteration 17Q (967.556697 sec): 3 clusters Score: Raw -100825.187734 + Penalty 2187.580883 = -98637.606851 nChanged 1 SP:Iteration 18Q (967.561179 sec): 3 clusters Score: Raw -100826.387469 + Penalty 2187.580883 = -98638.806587 nChanged 4 SP:Iteration 19Q (967.565638 sec): 3 clusters Score: Raw -100830.160064 + Penalty 2187.580883 = -98642.579182 nChanged 3 SP:Iteration 20F (967.570152 sec): 3 clusters Score: Raw -100834.276835 + Penalty 2187.580883 = -98646.695953 nChanged 4 SP:Iteration 21Q (967.574628 sec): 3 clusters Score: Raw -100836.949983 + Penalty 2187.580883 = -98649.369101 nChanged 3 SP:Iteration 22Q (967.579088 sec): 3 clusters Score: Raw -100841.818625 + Penalty 2187.580883 = -98654.237742 nChanged 5 SP:Iteration 23Q (967.589064 sec): 3 clusters Score: Raw -100843.765808 + Penalty 2187.580883 = -98656.184926 nChanged 0 SP:Iteration 24F (967.593602 sec): 3 clusters Score: Raw -100843.765808 + Penalty 2187.580883 = -98656.184926 nChanged 0 Trying to split cluster 19 (992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (967.605808 sec): 2 clusters Score: Raw -117326.142925 + Penalty 1121.205005 = -116204.937920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (967.611149 sec): 3 clusters Score: Raw -117009.429780 + Penalty 2242.410010 = -114767.019770 nChanged 305 SP:Iteration 1F (967.616440 sec): 3 clusters Score: Raw -117279.718136 + Penalty 2242.410010 = -115037.308126 nChanged 59 SP:Iteration 2F (967.621706 sec): 3 clusters Score: Raw -117345.208600 + Penalty 2242.410010 = -115102.798590 nChanged 38 SP:Iteration 3Q (967.626949 sec): 3 clusters Score: Raw -117384.329932 + Penalty 2242.410010 = -115141.919922 nChanged 27 SP:Iteration 4Q (967.632182 sec): 3 clusters Score: Raw -117416.192924 + Penalty 2242.410010 = -115173.782914 nChanged 26 SP:Iteration 5Q (967.637445 sec): 3 clusters Score: Raw -117450.995678 + Penalty 2242.410010 = -115208.585668 nChanged 25 SP:Iteration 6Q (967.642656 sec): 3 clusters Score: Raw -117476.608437 + Penalty 2242.410010 = -115234.198427 nChanged 18 SP:Iteration 7Q (967.647896 sec): 3 clusters Score: Raw -117492.073510 + Penalty 2242.410010 = -115249.663500 nChanged 11 SP:Iteration 8Q (967.653094 sec): 3 clusters Score: Raw -117502.039875 + Penalty 2242.410010 = -115259.629865 nChanged 12 SP:Iteration 9Q (967.658296 sec): 3 clusters Score: Raw -117517.089581 + Penalty 2242.410010 = -115274.679571 nChanged 13 SP:Iteration 10Q (967.663475 sec): 3 clusters Score: Raw -117531.639201 + Penalty 2242.410010 = -115289.229191 nChanged 6 SP:Iteration 11Q (967.668686 sec): 3 clusters Score: Raw -117537.683207 + Penalty 2242.410010 = -115295.273197 nChanged 6 SP:Iteration 12Q (967.673876 sec): 3 clusters Score: Raw -117543.222698 + Penalty 2242.410010 = -115300.812688 nChanged 4 SP:Iteration 13Q (967.679140 sec): 3 clusters Score: Raw -117547.092082 + Penalty 2242.410010 = -115304.682072 nChanged 3 SP:Iteration 14Q (967.684364 sec): 3 clusters Score: Raw -117549.741655 + Penalty 2242.410010 = -115307.331645 nChanged 1 SP:Iteration 15Q (967.689534 sec): 3 clusters Score: Raw -117550.103627 + Penalty 2242.410010 = -115307.693617 nChanged 0 SP:Iteration 16F (967.694773 sec): 3 clusters Score: Raw -117550.103627 + Penalty 2242.410010 = -115307.693617 nChanged 0 Trying to split cluster 20 (45128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (967.762907 sec): 2 clusters Score: Raw -5634982.235330 + Penalty 1741.554454 = -5633240.680877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (967.848663 sec): 3 clusters Score: Raw -5606472.196534 + Penalty 3483.108907 = -5602989.087627 nChanged 21128 SP:Iteration 1F (967.928440 sec): 3 clusters Score: Raw -5618606.083351 + Penalty 3483.108907 = -5615122.974444 nChanged 1986 SP:Iteration 2Q (968.017646 sec): 3 clusters Score: Raw -5619243.485903 + Penalty 3483.108907 = -5615760.376996 nChanged 2106 SP:Iteration 3Q (968.101853 sec): 3 clusters Score: Raw -5620115.078765 + Penalty 3483.108907 = -5616631.969858 nChanged 2401 SP:Iteration 4F (968.186414 sec): 3 clusters Score: Raw -5621334.622496 + Penalty 3483.108907 = -5617851.513589 nChanged 2751 SP:Iteration 5F (968.266465 sec): 3 clusters Score: Raw -5622983.059148 + Penalty 3483.108907 = -5619499.950241 nChanged 2946 SP:Iteration 6F (968.345592 sec): 3 clusters Score: Raw -5625213.774998 + Penalty 3483.108907 = -5621730.666091 nChanged 3072 SP:Iteration 7F (968.426537 sec): 3 clusters Score: Raw -5627883.073780 + Penalty 3483.108907 = -5624399.964873 nChanged 2585 SP:Iteration 8F (968.512495 sec): 3 clusters Score: Raw -5630072.630201 + Penalty 3483.108907 = -5626589.521294 nChanged 1854 SP:Iteration 9Q (968.593689 sec): 3 clusters Score: Raw -5631281.423859 + Penalty 3483.108907 = -5627798.314952 nChanged 1193 SP:Iteration 10Q (968.671889 sec): 3 clusters Score: Raw -5631860.950865 + Penalty 3483.108907 = -5628377.841958 nChanged 783 SP:Iteration 11Q (968.748304 sec): 3 clusters Score: Raw -5632203.100543 + Penalty 3483.108907 = -5628719.991636 nChanged 692 SP:Iteration 12Q (968.823724 sec): 3 clusters Score: Raw -5632507.876622 + Penalty 3483.108907 = -5629024.767715 nChanged 624 SP:Iteration 13Q (968.907711 sec): 3 clusters Score: Raw -5632781.890228 + Penalty 3483.108907 = -5629298.781321 nChanged 575 SP:Iteration 14Q (969.016304 sec): 3 clusters Score: Raw -5633021.470967 + Penalty 3483.108907 = -5629538.362060 nChanged 502 SP:Iteration 15Q (969.127917 sec): 3 clusters Score: Raw -5633241.380444 + Penalty 3483.108907 = -5629758.271537 nChanged 500 SP:Iteration 16Q (969.200640 sec): 3 clusters Score: Raw -5633513.428968 + Penalty 3483.108907 = -5630030.320061 nChanged 493 SP:Iteration 17Q (969.272709 sec): 3 clusters Score: Raw -5633786.992744 + Penalty 3483.108907 = -5630303.883837 nChanged 433 SP:Iteration 18Q (969.344652 sec): 3 clusters Score: Raw -5634059.551302 + Penalty 3483.108907 = -5630576.442395 nChanged 395 SP:Iteration 19Q (969.415122 sec): 3 clusters Score: Raw -5634332.318709 + Penalty 3483.108907 = -5630849.209802 nChanged 358 SP:Iteration 20F (969.494843 sec): 3 clusters Score: Raw -5634579.929891 + Penalty 3483.108907 = -5631096.820984 nChanged 297 SP:Iteration 21Q (969.564060 sec): 3 clusters Score: Raw -5634776.760930 + Penalty 3483.108907 = -5631293.652023 nChanged 267 SP:Iteration 22Q (969.637529 sec): 3 clusters Score: Raw -5634918.614888 + Penalty 3483.108907 = -5631435.505981 nChanged 241 SP:Iteration 23Q (969.711931 sec): 3 clusters Score: Raw -5635018.667510 + Penalty 3483.108907 = -5631535.558603 nChanged 191 SP:Iteration 24Q (969.788394 sec): 3 clusters Score: Raw -5635088.406866 + Penalty 3483.108907 = -5631605.297959 nChanged 142 SP:Iteration 25Q (969.856071 sec): 3 clusters Score: Raw -5635132.620160 + Penalty 3483.108907 = -5631649.511253 nChanged 121 SP:Iteration 26Q (969.929570 sec): 3 clusters Score: Raw -5635170.036178 + Penalty 3483.108907 = -5631686.927271 nChanged 102 SP:Iteration 27Q (970.004100 sec): 3 clusters Score: Raw -5635198.139148 + Penalty 3483.108907 = -5631715.030241 nChanged 90 SP:Iteration 28Q (970.070953 sec): 3 clusters Score: Raw -5635218.214977 + Penalty 3483.108907 = -5631735.106070 nChanged 64 SP:Iteration 29Q (970.139217 sec): 3 clusters Score: Raw -5635231.614558 + Penalty 3483.108907 = -5631748.505651 nChanged 51 SP:Iteration 30Q (970.205116 sec): 3 clusters Score: Raw -5635241.515337 + Penalty 3483.108907 = -5631758.406430 nChanged 60 SP:Iteration 31Q (970.274845 sec): 3 clusters Score: Raw -5635251.333652 + Penalty 3483.108907 = -5631768.224745 nChanged 59 SP:Iteration 32Q (970.342793 sec): 3 clusters Score: Raw -5635261.084424 + Penalty 3483.108907 = -5631777.975517 nChanged 43 SP:Iteration 33Q (970.410278 sec): 3 clusters Score: Raw -5635269.170236 + Penalty 3483.108907 = -5631786.061329 nChanged 37 SP:Iteration 34Q (970.481362 sec): 3 clusters Score: Raw -5635275.591562 + Penalty 3483.108907 = -5631792.482655 nChanged 37 SP:Iteration 35Q (970.548764 sec): 3 clusters Score: Raw -5635282.538137 + Penalty 3483.108907 = -5631799.429230 nChanged 35 SP:Iteration 36Q (970.615753 sec): 3 clusters Score: Raw -5635289.556656 + Penalty 3483.108907 = -5631806.447749 nChanged 39 SP:Iteration 37Q (970.683672 sec): 3 clusters Score: Raw -5635296.278166 + Penalty 3483.108907 = -5631813.169259 nChanged 41 SP:Iteration 38Q (970.750936 sec): 3 clusters Score: Raw -5635304.892018 + Penalty 3483.108907 = -5631821.783111 nChanged 47 SP:Iteration 39Q (970.818080 sec): 3 clusters Score: Raw -5635313.231256 + Penalty 3483.108907 = -5631830.122349 nChanged 37 SP:Iteration 40F (970.905619 sec): 3 clusters Score: Raw -5635319.109316 + Penalty 3483.108907 = -5631836.000409 nChanged 24 SP:Iteration 41Q (970.972671 sec): 3 clusters Score: Raw -5635322.246986 + Penalty 3483.108907 = -5631839.138079 nChanged 22 SP:Iteration 42Q (971.040856 sec): 3 clusters Score: Raw -5635325.549516 + Penalty 3483.108907 = -5631842.440609 nChanged 16 SP:Iteration 43Q (971.108234 sec): 3 clusters Score: Raw -5635327.833163 + Penalty 3483.108907 = -5631844.724256 nChanged 20 SP:Iteration 44Q (971.175098 sec): 3 clusters Score: Raw -5635331.857988 + Penalty 3483.108907 = -5631848.749081 nChanged 25 SP:Iteration 45Q (971.242398 sec): 3 clusters Score: Raw -5635336.824305 + Penalty 3483.108907 = -5631853.715398 nChanged 17 SP:Iteration 46Q (971.314244 sec): 3 clusters Score: Raw -5635338.985442 + Penalty 3483.108907 = -5631855.876535 nChanged 11 SP:Iteration 47Q (971.386959 sec): 3 clusters Score: Raw -5635340.040969 + Penalty 3483.108907 = -5631856.932062 nChanged 11 SP:Iteration 48Q (971.454010 sec): 3 clusters Score: Raw -5635341.126234 + Penalty 3483.108907 = -5631858.017327 nChanged 6 SP:Iteration 49Q (971.549956 sec): 3 clusters Score: Raw -5635341.727110 + Penalty 3483.108907 = -5631858.618203 nChanged 7 SP:Iteration 50Q (971.615395 sec): 3 clusters Score: Raw -5635342.764447 + Penalty 3483.108907 = -5631859.655540 nChanged 8 SP:Iteration 51Q (971.683699 sec): 3 clusters Score: Raw -5635343.726790 + Penalty 3483.108907 = -5631860.617883 nChanged 9 SP:Iteration 52Q (971.751326 sec): 3 clusters Score: Raw -5635344.914739 + Penalty 3483.108907 = -5631861.805832 nChanged 8 SP:Iteration 53Q (971.817427 sec): 3 clusters Score: Raw -5635346.120367 + Penalty 3483.108907 = -5631863.011460 nChanged 9 SP:Iteration 54Q (971.885250 sec): 3 clusters Score: Raw -5635347.572543 + Penalty 3483.108907 = -5631864.463636 nChanged 9 SP:Iteration 55Q (971.953009 sec): 3 clusters Score: Raw -5635348.831661 + Penalty 3483.108907 = -5631865.722754 nChanged 13 SP:Iteration 56Q (972.019087 sec): 3 clusters Score: Raw -5635350.529893 + Penalty 3483.108907 = -5631867.420986 nChanged 8 SP:Iteration 57Q (972.085950 sec): 3 clusters Score: Raw -5635351.290031 + Penalty 3483.108907 = -5631868.181124 nChanged 8 SP:Iteration 58Q (972.153300 sec): 3 clusters Score: Raw -5635352.378911 + Penalty 3483.108907 = -5631869.270004 nChanged 7 SP:Iteration 59Q (972.220188 sec): 3 clusters Score: Raw -5635353.103474 + Penalty 3483.108907 = -5631869.994567 nChanged 9 SP:Iteration 60F (972.321978 sec): 3 clusters Score: Raw -5635353.873870 + Penalty 3483.108907 = -5631870.764963 nChanged 5 SP:Iteration 61Q (972.387378 sec): 3 clusters Score: Raw -5635354.161466 + Penalty 3483.108907 = -5631871.052559 nChanged 2 SP:Iteration 62Q (972.456622 sec): 3 clusters Score: Raw -5635354.500429 + Penalty 3483.108907 = -5631871.391522 nChanged 4 SP:Iteration 63Q (972.523985 sec): 3 clusters Score: Raw -5635354.991564 + Penalty 3483.108907 = -5631871.882657 nChanged 3 SP:Iteration 64Q (972.590454 sec): 3 clusters Score: Raw -5635355.464014 + Penalty 3483.108907 = -5631872.355107 nChanged 5 SP:Iteration 65Q (972.657669 sec): 3 clusters Score: Raw -5635355.902290 + Penalty 3483.108907 = -5631872.793383 nChanged 6 SP:Iteration 66Q (972.724373 sec): 3 clusters Score: Raw -5635356.529911 + Penalty 3483.108907 = -5631873.421004 nChanged 4 SP:Iteration 67Q (972.791843 sec): 3 clusters Score: Raw -5635357.110527 + Penalty 3483.108907 = -5631874.001620 nChanged 7 SP:Iteration 68Q (972.858992 sec): 3 clusters Score: Raw -5635357.849541 + Penalty 3483.108907 = -5631874.740634 nChanged 5 SP:Iteration 69Q (972.925654 sec): 3 clusters Score: Raw -5635358.400876 + Penalty 3483.108907 = -5631875.291969 nChanged 7 SP:Iteration 70Q (972.995669 sec): 3 clusters Score: Raw -5635359.296116 + Penalty 3483.108907 = -5631876.187209 nChanged 8 SP:Iteration 71Q (973.086281 sec): 3 clusters Score: Raw -5635360.414857 + Penalty 3483.108907 = -5631877.305950 nChanged 9 SP:Iteration 72Q (973.160812 sec): 3 clusters Score: Raw -5635361.437667 + Penalty 3483.108907 = -5631878.328760 nChanged 8 SP:Iteration 73Q (973.228205 sec): 3 clusters Score: Raw -5635362.010773 + Penalty 3483.108907 = -5631878.901866 nChanged 2 SP:Iteration 74Q (973.295227 sec): 3 clusters Score: Raw -5635362.128581 + Penalty 3483.108907 = -5631879.019674 nChanged 3 SP:Iteration 75Q (973.362291 sec): 3 clusters Score: Raw -5635362.309448 + Penalty 3483.108907 = -5631879.200541 nChanged 1 SP:Iteration 76Q (973.429067 sec): 3 clusters Score: Raw -5635362.359853 + Penalty 3483.108907 = -5631879.250946 nChanged 1 SP:Iteration 77Q (973.496395 sec): 3 clusters Score: Raw -5635362.395688 + Penalty 3483.108907 = -5631879.286781 nChanged 0 SP:Iteration 78F (973.576612 sec): 3 clusters Score: Raw -5635362.395688 + Penalty 3483.108907 = -5631879.286781 nChanged 0 Trying to split cluster 21 (20605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (973.602895 sec): 2 clusters Score: Raw -2576337.997100 + Penalty 1614.159470 = -2574723.837630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (973.655907 sec): 3 clusters Score: Raw -2563843.960297 + Penalty 3228.318939 = -2560615.641358 nChanged 9323 SP:Iteration 1F (973.704695 sec): 3 clusters Score: Raw -2569142.173819 + Penalty 3228.318939 = -2565913.854880 nChanged 1129 SP:Iteration 2F (973.752674 sec): 3 clusters Score: Raw -2569621.053468 + Penalty 3228.318939 = -2566392.734529 nChanged 1088 SP:Iteration 3F (973.805548 sec): 3 clusters Score: Raw -2570117.279166 + Penalty 3228.318939 = -2566888.960227 nChanged 1049 SP:Iteration 4F (973.849255 sec): 3 clusters Score: Raw -2570632.686434 + Penalty 3228.318939 = -2567404.367494 nChanged 1071 SP:Iteration 5F (973.904264 sec): 3 clusters Score: Raw -2571206.801367 + Penalty 3228.318939 = -2567978.482428 nChanged 1050 SP:Iteration 6F (973.956933 sec): 3 clusters Score: Raw -2571816.830643 + Penalty 3228.318939 = -2568588.511703 nChanged 1079 SP:Iteration 7F (974.000932 sec): 3 clusters Score: Raw -2572443.319420 + Penalty 3228.318939 = -2569215.000481 nChanged 961 SP:Iteration 8Q (974.050772 sec): 3 clusters Score: Raw -2572987.985503 + Penalty 3228.318939 = -2569759.666564 nChanged 860 SP:Iteration 9Q (974.103871 sec): 3 clusters Score: Raw -2573390.855756 + Penalty 3228.318939 = -2570162.536817 nChanged 617 SP:Iteration 10Q (974.147135 sec): 3 clusters Score: Raw -2573640.697435 + Penalty 3228.318939 = -2570412.378496 nChanged 486 SP:Iteration 11Q (974.190096 sec): 3 clusters Score: Raw -2573797.120037 + Penalty 3228.318939 = -2570568.801098 nChanged 365 SP:Iteration 12Q (974.233901 sec): 3 clusters Score: Raw -2573888.732033 + Penalty 3228.318939 = -2570660.413094 nChanged 271 SP:Iteration 13Q (974.288001 sec): 3 clusters Score: Raw -2573938.547355 + Penalty 3228.318939 = -2570710.228416 nChanged 184 SP:Iteration 14Q (974.339345 sec): 3 clusters Score: Raw -2573969.491773 + Penalty 3228.318939 = -2570741.172834 nChanged 152 SP:Iteration 15Q (974.382042 sec): 3 clusters Score: Raw -2573991.750482 + Penalty 3228.318939 = -2570763.431543 nChanged 131 SP:Iteration 16Q (974.424526 sec): 3 clusters Score: Raw -2574011.716800 + Penalty 3228.318939 = -2570783.397860 nChanged 114 SP:Iteration 17Q (974.467221 sec): 3 clusters Score: Raw -2574028.116684 + Penalty 3228.318939 = -2570799.797745 nChanged 117 SP:Iteration 18Q (974.509813 sec): 3 clusters Score: Raw -2574045.954058 + Penalty 3228.318939 = -2570817.635119 nChanged 122 SP:Iteration 19Q (974.562380 sec): 3 clusters Score: Raw -2574067.784424 + Penalty 3228.318939 = -2570839.465485 nChanged 132 SP:Iteration 20F (974.607332 sec): 3 clusters Score: Raw -2574090.125639 + Penalty 3228.318939 = -2570861.806699 nChanged 122 SP:Iteration 21Q (974.650105 sec): 3 clusters Score: Raw -2574109.377847 + Penalty 3228.318939 = -2570881.058907 nChanged 117 SP:Iteration 22Q (974.695826 sec): 3 clusters Score: Raw -2574128.624699 + Penalty 3228.318939 = -2570900.305759 nChanged 127 SP:Iteration 23Q (974.739098 sec): 3 clusters Score: Raw -2574151.498706 + Penalty 3228.318939 = -2570923.179767 nChanged 132 SP:Iteration 24Q (974.787762 sec): 3 clusters Score: Raw -2574170.994086 + Penalty 3228.318939 = -2570942.675146 nChanged 111 SP:Iteration 25Q (974.836614 sec): 3 clusters Score: Raw -2574184.345888 + Penalty 3228.318939 = -2570956.026948 nChanged 93 SP:Iteration 26Q (974.901287 sec): 3 clusters Score: Raw -2574194.692085 + Penalty 3228.318939 = -2570966.373146 nChanged 78 SP:Iteration 27Q (974.943626 sec): 3 clusters Score: Raw -2574204.427202 + Penalty 3228.318939 = -2570976.108263 nChanged 78 SP:Iteration 28Q (974.987070 sec): 3 clusters Score: Raw -2574215.769095 + Penalty 3228.318939 = -2570987.450155 nChanged 83 SP:Iteration 29Q (975.029777 sec): 3 clusters Score: Raw -2574227.605915 + Penalty 3228.318939 = -2570999.286976 nChanged 101 SP:Iteration 30Q (975.072128 sec): 3 clusters Score: Raw -2574242.697697 + Penalty 3228.318939 = -2571014.378758 nChanged 122 SP:Iteration 31Q (975.114332 sec): 3 clusters Score: Raw -2574260.868728 + Penalty 3228.318939 = -2571032.549789 nChanged 109 SP:Iteration 32Q (975.159286 sec): 3 clusters Score: Raw -2574277.023452 + Penalty 3228.318939 = -2571048.704512 nChanged 121 SP:Iteration 33Q (975.201665 sec): 3 clusters Score: Raw -2574298.149797 + Penalty 3228.318939 = -2571069.830858 nChanged 133 SP:Iteration 34Q (975.244225 sec): 3 clusters Score: Raw -2574318.972789 + Penalty 3228.318939 = -2571090.653850 nChanged 111 SP:Iteration 35Q (975.292647 sec): 3 clusters Score: Raw -2574335.940030 + Penalty 3228.318939 = -2571107.621091 nChanged 112 SP:Iteration 36Q (975.334827 sec): 3 clusters Score: Raw -2574352.632172 + Penalty 3228.318939 = -2571124.313232 nChanged 109 SP:Iteration 37Q (975.401008 sec): 3 clusters Score: Raw -2574368.977757 + Penalty 3228.318939 = -2571140.658818 nChanged 111 SP:Iteration 38Q (975.443553 sec): 3 clusters Score: Raw -2574385.252074 + Penalty 3228.318939 = -2571156.933135 nChanged 106 SP:Iteration 39Q (975.485973 sec): 3 clusters Score: Raw -2574402.365070 + Penalty 3228.318939 = -2571174.046131 nChanged 123 SP:Iteration 40F (975.529721 sec): 3 clusters Score: Raw -2574423.453314 + Penalty 3228.318939 = -2571195.134375 nChanged 115 SP:Iteration 41Q (975.572877 sec): 3 clusters Score: Raw -2574444.157062 + Penalty 3228.318939 = -2571215.838123 nChanged 125 SP:Iteration 42Q (975.615342 sec): 3 clusters Score: Raw -2574464.541074 + Penalty 3228.318939 = -2571236.222135 nChanged 121 SP:Iteration 43Q (975.665809 sec): 3 clusters Score: Raw -2574483.127387 + Penalty 3228.318939 = -2571254.808447 nChanged 111 SP:Iteration 44Q (975.707724 sec): 3 clusters Score: Raw -2574500.433392 + Penalty 3228.318939 = -2571272.114452 nChanged 110 SP:Iteration 45Q (975.754150 sec): 3 clusters Score: Raw -2574516.145399 + Penalty 3228.318939 = -2571287.826460 nChanged 99 SP:Iteration 46Q (975.796351 sec): 3 clusters Score: Raw -2574528.255276 + Penalty 3228.318939 = -2571299.936337 nChanged 79 SP:Iteration 47Q (975.862092 sec): 3 clusters Score: Raw -2574537.284060 + Penalty 3228.318939 = -2571308.965121 nChanged 72 SP:Iteration 48Q (975.907972 sec): 3 clusters Score: Raw -2574544.798167 + Penalty 3228.318939 = -2571316.479228 nChanged 71 SP:Iteration 49Q (975.949919 sec): 3 clusters Score: Raw -2574552.839904 + Penalty 3228.318939 = -2571324.520965 nChanged 66 SP:Iteration 50Q (975.991463 sec): 3 clusters Score: Raw -2574561.123818 + Penalty 3228.318939 = -2571332.804879 nChanged 72 SP:Iteration 51Q (976.034200 sec): 3 clusters Score: Raw -2574569.324364 + Penalty 3228.318939 = -2571341.005425 nChanged 67 SP:Iteration 52Q (976.075720 sec): 3 clusters Score: Raw -2574577.525687 + Penalty 3228.318939 = -2571349.206748 nChanged 61 SP:Iteration 53Q (976.117787 sec): 3 clusters Score: Raw -2574585.426986 + Penalty 3228.318939 = -2571357.108047 nChanged 68 SP:Iteration 54Q (976.159203 sec): 3 clusters Score: Raw -2574594.113133 + Penalty 3228.318939 = -2571365.794194 nChanged 76 SP:Iteration 55Q (976.202567 sec): 3 clusters Score: Raw -2574604.200816 + Penalty 3228.318939 = -2571375.881876 nChanged 89 SP:Iteration 56Q (976.244641 sec): 3 clusters Score: Raw -2574616.901563 + Penalty 3228.318939 = -2571388.582624 nChanged 103 SP:Iteration 57Q (976.313433 sec): 3 clusters Score: Raw -2574633.275761 + Penalty 3228.318939 = -2571404.956822 nChanged 114 SP:Iteration 58Q (976.365077 sec): 3 clusters Score: Raw -2574652.707743 + Penalty 3228.318939 = -2571424.388804 nChanged 120 SP:Iteration 59Q (976.406672 sec): 3 clusters Score: Raw -2574671.389914 + Penalty 3228.318939 = -2571443.070975 nChanged 129 SP:Iteration 60F (976.449803 sec): 3 clusters Score: Raw -2574692.149956 + Penalty 3228.318939 = -2571463.831016 nChanged 131 SP:Iteration 61Q (976.491647 sec): 3 clusters Score: Raw -2574712.257852 + Penalty 3228.318939 = -2571483.938913 nChanged 113 SP:Iteration 62Q (976.533192 sec): 3 clusters Score: Raw -2574728.204571 + Penalty 3228.318939 = -2571499.885632 nChanged 106 SP:Iteration 63Q (976.574947 sec): 3 clusters Score: Raw -2574746.597622 + Penalty 3228.318939 = -2571518.278683 nChanged 121 SP:Iteration 64Q (976.616710 sec): 3 clusters Score: Raw -2574765.934543 + Penalty 3228.318939 = -2571537.615604 nChanged 116 SP:Iteration 65Q (976.658182 sec): 3 clusters Score: Raw -2574784.168889 + Penalty 3228.318939 = -2571555.849950 nChanged 108 SP:Iteration 66Q (976.702202 sec): 3 clusters Score: Raw -2574801.585554 + Penalty 3228.318939 = -2571573.266614 nChanged 110 SP:Iteration 67Q (976.743223 sec): 3 clusters Score: Raw -2574818.399618 + Penalty 3228.318939 = -2571590.080678 nChanged 112 SP:Iteration 68Q (976.784533 sec): 3 clusters Score: Raw -2574838.474809 + Penalty 3228.318939 = -2571610.155870 nChanged 133 SP:Iteration 69Q (976.825374 sec): 3 clusters Score: Raw -2574862.446107 + Penalty 3228.318939 = -2571634.127168 nChanged 128 SP:Iteration 70Q (976.866357 sec): 3 clusters Score: Raw -2574885.857028 + Penalty 3228.318939 = -2571657.538089 nChanged 132 SP:Iteration 71Q (976.907200 sec): 3 clusters Score: Raw -2574912.612875 + Penalty 3228.318939 = -2571684.293936 nChanged 141 SP:Iteration 72Q (976.947830 sec): 3 clusters Score: Raw -2574941.574907 + Penalty 3228.318939 = -2571713.255968 nChanged 128 SP:Iteration 73Q (976.988684 sec): 3 clusters Score: Raw -2574968.035051 + Penalty 3228.318939 = -2571739.716112 nChanged 133 SP:Iteration 74Q (977.029373 sec): 3 clusters Score: Raw -2574999.269369 + Penalty 3228.318939 = -2571770.950430 nChanged 146 SP:Iteration 75Q (977.069783 sec): 3 clusters Score: Raw -2575030.590197 + Penalty 3228.318939 = -2571802.271258 nChanged 134 SP:Iteration 76Q (977.113246 sec): 3 clusters Score: Raw -2575062.308956 + Penalty 3228.318939 = -2571833.990017 nChanged 142 SP:Iteration 77Q (977.156540 sec): 3 clusters Score: Raw -2575093.767757 + Penalty 3228.318939 = -2571865.448818 nChanged 136 SP:Iteration 78Q (977.196908 sec): 3 clusters Score: Raw -2575124.088375 + Penalty 3228.318939 = -2571895.769435 nChanged 152 SP:Iteration 79Q (977.237435 sec): 3 clusters Score: Raw -2575158.513309 + Penalty 3228.318939 = -2571930.194370 nChanged 151 SP:Iteration 80F (977.281306 sec): 3 clusters Score: Raw -2575192.350681 + Penalty 3228.318939 = -2571964.031742 nChanged 152 SP:Iteration 81Q (977.321939 sec): 3 clusters Score: Raw -2575227.993651 + Penalty 3228.318939 = -2571999.674712 nChanged 147 SP:Iteration 82Q (977.361841 sec): 3 clusters Score: Raw -2575266.017734 + Penalty 3228.318939 = -2572037.698795 nChanged 161 SP:Iteration 83Q (977.401607 sec): 3 clusters Score: Raw -2575308.353927 + Penalty 3228.318939 = -2572080.034988 nChanged 174 SP:Iteration 84Q (977.443871 sec): 3 clusters Score: Raw -2575357.220457 + Penalty 3228.318939 = -2572128.901517 nChanged 186 SP:Iteration 85Q (977.499409 sec): 3 clusters Score: Raw -2575406.549536 + Penalty 3228.318939 = -2572178.230597 nChanged 173 SP:Iteration 86Q (977.547171 sec): 3 clusters Score: Raw -2575451.123249 + Penalty 3228.318939 = -2572222.804309 nChanged 186 SP:Iteration 87Q (977.586832 sec): 3 clusters Score: Raw -2575506.554388 + Penalty 3228.318939 = -2572278.235449 nChanged 200 SP:Iteration 88Q (977.626042 sec): 3 clusters Score: Raw -2575570.124540 + Penalty 3228.318939 = -2572341.805601 nChanged 190 SP:Iteration 89Q (977.664927 sec): 3 clusters Score: Raw -2575633.262767 + Penalty 3228.318939 = -2572404.943828 nChanged 185 SP:Iteration 90Q (977.703930 sec): 3 clusters Score: Raw -2575698.034959 + Penalty 3228.318939 = -2572469.716020 nChanged 181 SP:Iteration 91Q (977.755305 sec): 3 clusters Score: Raw -2575761.550038 + Penalty 3228.318939 = -2572533.231098 nChanged 186 SP:Iteration 92Q (977.795381 sec): 3 clusters Score: Raw -2575828.401754 + Penalty 3228.318939 = -2572600.082814 nChanged 165 SP:Iteration 93Q (977.834599 sec): 3 clusters Score: Raw -2575888.329055 + Penalty 3228.318939 = -2572660.010116 nChanged 163 SP:Iteration 94Q (977.891713 sec): 3 clusters Score: Raw -2575960.929730 + Penalty 3228.318939 = -2572732.610791 nChanged 163 SP:Iteration 95Q (977.929708 sec): 3 clusters Score: Raw -2576038.124414 + Penalty 3228.318939 = -2572809.805475 nChanged 152 SP:Iteration 96Q (977.967581 sec): 3 clusters Score: Raw -2576097.225233 + Penalty 3228.318939 = -2572868.906294 nChanged 112 SP:Iteration 97Q (978.005585 sec): 3 clusters Score: Raw -2576139.223539 + Penalty 3228.318939 = -2572910.904600 nChanged 103 SP:Iteration 98Q (978.046209 sec): 3 clusters Score: Raw -2576176.152418 + Penalty 3228.318939 = -2572947.833479 nChanged 94 SP:Iteration 99Q (978.097351 sec): 3 clusters Score: Raw -2576207.311600 + Penalty 3228.318939 = -2572978.992661 nChanged 71 SP:Iteration 100F (978.140988 sec): 3 clusters Score: Raw -2576232.738102 + Penalty 3228.318939 = -2573004.419162 nChanged 65 SP:Iteration 101Q (978.179696 sec): 3 clusters Score: Raw -2576259.214988 + Penalty 3228.318939 = -2573030.896049 nChanged 67 SP:Iteration 102Q (978.216705 sec): 3 clusters Score: Raw -2576283.369329 + Penalty 3228.318939 = -2573055.050390 nChanged 71 SP:Iteration 103Q (978.273627 sec): 3 clusters Score: Raw -2576310.733667 + Penalty 3228.318939 = -2573082.414728 nChanged 64 SP:Iteration 104Q (978.315687 sec): 3 clusters Score: Raw -2576335.710716 + Penalty 3228.318939 = -2573107.391776 nChanged 71 SP:Iteration 105Q (978.353624 sec): 3 clusters Score: Raw -2576368.314497 + Penalty 3228.318939 = -2573139.995557 nChanged 64 SP:Iteration 106Q (978.390065 sec): 3 clusters Score: Raw -2576397.044749 + Penalty 3228.318939 = -2573168.725810 nChanged 60 SP:Iteration 107Q (978.427018 sec): 3 clusters Score: Raw -2576422.098252 + Penalty 3228.318939 = -2573193.779313 nChanged 52 SP:Iteration 108Q (978.487630 sec): 3 clusters Score: Raw -2576439.371340 + Penalty 3228.318939 = -2573211.052400 nChanged 39 SP:Iteration 109Q (978.528665 sec): 3 clusters Score: Raw -2576452.974386 + Penalty 3228.318939 = -2573224.655447 nChanged 33 SP:Iteration 110Q (978.565065 sec): 3 clusters Score: Raw -2576464.691845 + Penalty 3228.318939 = -2573236.372906 nChanged 24 SP:Iteration 111Q (978.601405 sec): 3 clusters Score: Raw -2576474.068897 + Penalty 3228.318939 = -2573245.749958 nChanged 25 SP:Iteration 112Q (978.645558 sec): 3 clusters Score: Raw -2576485.079322 + Penalty 3228.318939 = -2573256.760382 nChanged 24 SP:Iteration 113Q (978.681937 sec): 3 clusters Score: Raw -2576499.125999 + Penalty 3228.318939 = -2573270.807060 nChanged 22 SP:Iteration 114Q (978.718564 sec): 3 clusters Score: Raw -2576509.909117 + Penalty 3228.318939 = -2573281.590177 nChanged 20 SP:Iteration 115Q (978.754998 sec): 3 clusters Score: Raw -2576517.055268 + Penalty 3228.318939 = -2573288.736329 nChanged 20 SP:Iteration 116Q (978.791105 sec): 3 clusters Score: Raw -2576524.560573 + Penalty 3228.318939 = -2573296.241634 nChanged 14 SP:Iteration 117Q (978.827226 sec): 3 clusters Score: Raw -2576528.929949 + Penalty 3228.318939 = -2573300.611010 nChanged 15 SP:Iteration 118Q (978.863511 sec): 3 clusters Score: Raw -2576534.212863 + Penalty 3228.318939 = -2573305.893924 nChanged 8 SP:Iteration 119Q (978.900214 sec): 3 clusters Score: Raw -2576537.239470 + Penalty 3228.318939 = -2573308.920530 nChanged 7 SP:Iteration 120F (978.947977 sec): 3 clusters Score: Raw -2576538.587155 + Penalty 3228.318939 = -2573310.268216 nChanged 6 SP:Iteration 121Q (978.984482 sec): 3 clusters Score: Raw -2576541.562889 + Penalty 3228.318939 = -2573313.243950 nChanged 7 SP:Iteration 122Q (979.020746 sec): 3 clusters Score: Raw -2576544.182698 + Penalty 3228.318939 = -2573315.863759 nChanged 6 SP:Iteration 123Q (979.057291 sec): 3 clusters Score: Raw -2576545.909279 + Penalty 3228.318939 = -2573317.590340 nChanged 3 SP:Iteration 124Q (979.093541 sec): 3 clusters Score: Raw -2576546.612773 + Penalty 3228.318939 = -2573318.293833 nChanged 3 SP:Iteration 125Q (979.130125 sec): 3 clusters Score: Raw -2576547.253835 + Penalty 3228.318939 = -2573318.934895 nChanged 1 SP:Iteration 126Q (979.166510 sec): 3 clusters Score: Raw -2576547.461257 + Penalty 3228.318939 = -2573319.142318 nChanged 1 SP:Iteration 127Q (979.202846 sec): 3 clusters Score: Raw -2576547.569002 + Penalty 3228.318939 = -2573319.250063 nChanged 0 SP:Iteration 128F (979.246083 sec): 3 clusters Score: Raw -2576547.569002 + Penalty 3228.318939 = -2573319.250063 nChanged 0 Trying to split cluster 22 (55040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (979.324463 sec): 2 clusters Score: Raw -6877488.890041 + Penalty 1773.820014 = -6875715.070027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (979.424526 sec): 3 clusters Score: Raw -6842426.228834 + Penalty 3547.640029 = -6838878.588806 nChanged 25833 SP:Iteration 1F (979.518993 sec): 3 clusters Score: Raw -6857162.472576 + Penalty 3547.640029 = -6853614.832547 nChanged 2175 SP:Iteration 2Q (979.618276 sec): 3 clusters Score: Raw -6857790.547532 + Penalty 3547.640029 = -6854242.907504 nChanged 2206 SP:Iteration 3Q (979.718053 sec): 3 clusters Score: Raw -6858504.140660 + Penalty 3547.640029 = -6854956.500631 nChanged 2386 SP:Iteration 4Q (979.832845 sec): 3 clusters Score: Raw -6859436.160031 + Penalty 3547.640029 = -6855888.520003 nChanged 2761 SP:Iteration 5F (979.927111 sec): 3 clusters Score: Raw -6860761.951116 + Penalty 3547.640029 = -6857214.311087 nChanged 3094 SP:Iteration 6F (980.021441 sec): 3 clusters Score: Raw -6862592.699179 + Penalty 3547.640029 = -6859045.059150 nChanged 3414 SP:Iteration 7F (980.115478 sec): 3 clusters Score: Raw -6864992.399028 + Penalty 3547.640029 = -6861444.758999 nChanged 3474 SP:Iteration 8F (980.215208 sec): 3 clusters Score: Raw -6867802.588808 + Penalty 3547.640029 = -6864254.948780 nChanged 3044 SP:Iteration 9F (980.316949 sec): 3 clusters Score: Raw -6870492.843810 + Penalty 3547.640029 = -6866945.203781 nChanged 2490 SP:Iteration 10Q (980.420854 sec): 3 clusters Score: Raw -6872680.833515 + Penalty 3547.640029 = -6869133.193487 nChanged 1806 SP:Iteration 11Q (980.511703 sec): 3 clusters Score: Raw -6874031.420002 + Penalty 3547.640029 = -6870483.779973 nChanged 1232 SP:Iteration 12Q (980.599150 sec): 3 clusters Score: Raw -6874783.269624 + Penalty 3547.640029 = -6871235.629596 nChanged 878 SP:Iteration 13Q (980.684694 sec): 3 clusters Score: Raw -6875288.227439 + Penalty 3547.640029 = -6871740.587410 nChanged 800 SP:Iteration 14Q (980.768761 sec): 3 clusters Score: Raw -6875737.044682 + Penalty 3547.640029 = -6872189.404654 nChanged 703 SP:Iteration 15Q (980.851356 sec): 3 clusters Score: Raw -6876140.751658 + Penalty 3547.640029 = -6872593.111630 nChanged 582 SP:Iteration 16Q (980.932943 sec): 3 clusters Score: Raw -6876478.996739 + Penalty 3547.640029 = -6872931.356710 nChanged 496 SP:Iteration 17Q (981.016297 sec): 3 clusters Score: Raw -6876766.729799 + Penalty 3547.640029 = -6873219.089771 nChanged 401 SP:Iteration 18Q (981.095481 sec): 3 clusters Score: Raw -6876994.332791 + Penalty 3547.640029 = -6873446.692763 nChanged 339 SP:Iteration 19Q (981.195585 sec): 3 clusters Score: Raw -6877177.012806 + Penalty 3547.640029 = -6873629.372777 nChanged 256 SP:Iteration 20F (981.288730 sec): 3 clusters Score: Raw -6877307.156216 + Penalty 3547.640029 = -6873759.516187 nChanged 192 SP:Iteration 21Q (981.366382 sec): 3 clusters Score: Raw -6877398.236279 + Penalty 3547.640029 = -6873850.596250 nChanged 147 SP:Iteration 22Q (981.443903 sec): 3 clusters Score: Raw -6877465.665472 + Penalty 3547.640029 = -6873918.025444 nChanged 132 SP:Iteration 23Q (981.530629 sec): 3 clusters Score: Raw -6877527.330183 + Penalty 3547.640029 = -6873979.690155 nChanged 108 SP:Iteration 24Q (981.609395 sec): 3 clusters Score: Raw -6877572.335423 + Penalty 3547.640029 = -6874024.695395 nChanged 76 SP:Iteration 25Q (981.685783 sec): 3 clusters Score: Raw -6877601.910675 + Penalty 3547.640029 = -6874054.270647 nChanged 59 SP:Iteration 26Q (981.761522 sec): 3 clusters Score: Raw -6877628.438684 + Penalty 3547.640029 = -6874080.798655 nChanged 53 SP:Iteration 27Q (981.842829 sec): 3 clusters Score: Raw -6877650.758953 + Penalty 3547.640029 = -6874103.118925 nChanged 34 SP:Iteration 28Q (981.922467 sec): 3 clusters Score: Raw -6877662.612866 + Penalty 3547.640029 = -6874114.972837 nChanged 32 SP:Iteration 29Q (982.007684 sec): 3 clusters Score: Raw -6877676.189438 + Penalty 3547.640029 = -6874128.549409 nChanged 26 SP:Iteration 30Q (982.083397 sec): 3 clusters Score: Raw -6877688.290914 + Penalty 3547.640029 = -6874140.650885 nChanged 28 SP:Iteration 31Q (982.180386 sec): 3 clusters Score: Raw -6877700.910928 + Penalty 3547.640029 = -6874153.270899 nChanged 21 SP:Iteration 32Q (982.257877 sec): 3 clusters Score: Raw -6877709.265607 + Penalty 3547.640029 = -6874161.625579 nChanged 14 SP:Iteration 33Q (982.333257 sec): 3 clusters Score: Raw -6877715.333055 + Penalty 3547.640029 = -6874167.693026 nChanged 13 SP:Iteration 34Q (982.414027 sec): 3 clusters Score: Raw -6877720.578097 + Penalty 3547.640029 = -6874172.938068 nChanged 8 SP:Iteration 35Q (982.490156 sec): 3 clusters Score: Raw -6877723.992215 + Penalty 3547.640029 = -6874176.352186 nChanged 7 SP:Iteration 36Q (982.567212 sec): 3 clusters Score: Raw -6877726.211145 + Penalty 3547.640029 = -6874178.571116 nChanged 10 SP:Iteration 37Q (982.644582 sec): 3 clusters Score: Raw -6877729.297109 + Penalty 3547.640029 = -6874181.657080 nChanged 8 SP:Iteration 38Q (982.725144 sec): 3 clusters Score: Raw -6877732.354339 + Penalty 3547.640029 = -6874184.714310 nChanged 8 SP:Iteration 39Q (982.818490 sec): 3 clusters Score: Raw -6877735.027409 + Penalty 3547.640029 = -6874187.387381 nChanged 5 SP:Iteration 40F (982.923278 sec): 3 clusters Score: Raw -6877736.504579 + Penalty 3547.640029 = -6874188.864550 nChanged 4 SP:Iteration 41Q (983.016034 sec): 3 clusters Score: Raw -6877737.563839 + Penalty 3547.640029 = -6874189.923811 nChanged 4 SP:Iteration 42Q (983.098059 sec): 3 clusters Score: Raw -6877738.434669 + Penalty 3547.640029 = -6874190.794641 nChanged 1 SP:Iteration 43Q (983.174873 sec): 3 clusters Score: Raw -6877738.977751 + Penalty 3547.640029 = -6874191.337723 nChanged 1 SP:Iteration 44Q (983.273944 sec): 3 clusters Score: Raw -6877739.207004 + Penalty 3547.640029 = -6874191.566975 nChanged 1 SP:Iteration 45Q (983.365851 sec): 3 clusters Score: Raw -6877739.343943 + Penalty 3547.640029 = -6874191.703914 nChanged 0 SP:Iteration 46F (983.459217 sec): 3 clusters Score: Raw -6877739.343943 + Penalty 3547.640029 = -6874191.703914 nChanged 0 Iteration 259Q (985.581242 sec): 23 clusters Score: Raw -39133306.773338 + Penalty 45354.469257 = -39087952.304081 nChanged 45 Iteration 260F (989.892050 sec): 23 clusters Score: Raw -39133307.645035 + Penalty 45354.469257 = -39087953.175778 nChanged 35 Iteration 261Q (992.046113 sec): 23 clusters Score: Raw -39133308.291614 + Penalty 45354.469257 = -39087953.822357 nChanged 27 Iteration 262Q (994.181685 sec): 23 clusters Score: Raw -39133308.987485 + Penalty 45354.469257 = -39087954.518228 nChanged 25 Iteration 263Q (996.321272 sec): 23 clusters Score: Raw -39133309.506599 + Penalty 45354.469257 = -39087955.037342 nChanged 26 Iteration 264Q (998.443797 sec): 23 clusters Score: Raw -39133309.997470 + Penalty 45354.469257 = -39087955.528213 nChanged 21 Iteration 265Q (1000.575897 sec): 23 clusters Score: Raw -39133310.430962 + Penalty 45354.469257 = -39087955.961705 nChanged 18 Iteration 266Q (1002.711113 sec): 23 clusters Score: Raw -39133310.902871 + Penalty 45354.469257 = -39087956.433614 nChanged 14 Iteration 267Q (1004.975515 sec): 23 clusters Score: Raw -39133311.566062 + Penalty 45354.469257 = -39087957.096805 nChanged 18 Iteration 268Q (1007.102072 sec): 23 clusters Score: Raw -39133312.406219 + Penalty 45354.469257 = -39087957.936962 nChanged 23 Iteration 269Q (1009.235047 sec): 23 clusters Score: Raw -39133313.110387 + Penalty 45354.469257 = -39087958.641130 nChanged 21 Iteration 270Q (1011.382947 sec): 23 clusters Score: Raw -39133313.871920 + Penalty 45354.469257 = -39087959.402663 nChanged 16 Iteration 271Q (1013.516741 sec): 23 clusters Score: Raw -39133314.470499 + Penalty 45354.469257 = -39087960.001242 nChanged 20 Iteration 272Q (1015.644974 sec): 23 clusters Score: Raw -39133315.055200 + Penalty 45354.469257 = -39087960.585943 nChanged 24 Iteration 273Q (1017.768004 sec): 23 clusters Score: Raw -39133315.757070 + Penalty 45354.469257 = -39087961.287813 nChanged 28 Iteration 274Q (1019.894972 sec): 23 clusters Score: Raw -39133316.980453 + Penalty 45354.469257 = -39087962.511197 nChanged 38 Iteration 275Q (1022.027160 sec): 23 clusters Score: Raw -39133318.500813 + Penalty 45354.469257 = -39087964.031556 nChanged 29 Iteration 276Q (1024.021737 sec): 23 clusters Score: Raw -39133319.242104 + Penalty 45354.469257 = -39087964.772847 nChanged 25 Iteration 277Q (1025.893486 sec): 23 clusters Score: Raw -39133319.866756 + Penalty 45354.469257 = -39087965.397499 nChanged 24 Iteration 278Q (1028.332452 sec): 23 clusters Score: Raw -39133320.604161 + Penalty 45354.469257 = -39087966.134904 nChanged 27 Iteration 279Q (1030.505289 sec): 23 clusters Score: Raw -39133321.544629 + Penalty 45354.469257 = -39087967.075372 nChanged 31 Iteration 280F (1034.901939 sec): 23 clusters Score: Raw -39133322.615907 + Penalty 45354.469257 = -39087968.146650 nChanged 33 Iteration 281Q (1037.081318 sec): 23 clusters Score: Raw -39133323.540279 + Penalty 45354.469257 = -39087969.071022 nChanged 41 Iteration 282Q (1039.253862 sec): 23 clusters Score: Raw -39133324.833810 + Penalty 45354.469257 = -39087970.364554 nChanged 46 Iteration 283Q (1041.515814 sec): 23 clusters Score: Raw -39133326.571751 + Penalty 45354.469257 = -39087972.102494 nChanged 45 Iteration 284Q (1043.689210 sec): 23 clusters Score: Raw -39133328.061002 + Penalty 45354.469257 = -39087973.591745 nChanged 35 Iteration 285Q (1045.946014 sec): 23 clusters Score: Raw -39133329.135725 + Penalty 45354.469257 = -39087974.666468 nChanged 32 Iteration 286Q (1048.355956 sec): 23 clusters Score: Raw -39133329.968331 + Penalty 45354.469257 = -39087975.499074 nChanged 31 Iteration 287Q (1050.596073 sec): 23 clusters Score: Raw -39133330.875896 + Penalty 45354.469257 = -39087976.406639 nChanged 25 Iteration 288Q (1052.807597 sec): 23 clusters Score: Raw -39133331.445655 + Penalty 45354.469257 = -39087976.976398 nChanged 24 Iteration 289Q (1054.992934 sec): 23 clusters Score: Raw -39133332.416321 + Penalty 45354.469257 = -39087977.947064 nChanged 24 Iteration 290Q (1057.149709 sec): 23 clusters Score: Raw -39133333.357192 + Penalty 45354.469257 = -39087978.887935 nChanged 18 Iteration 291Q (1059.322296 sec): 23 clusters Score: Raw -39133333.688582 + Penalty 45354.469257 = -39087979.219325 nChanged 14 Iteration 292Q (1061.933550 sec): 23 clusters Score: Raw -39133334.045962 + Penalty 45354.469257 = -39087979.576705 nChanged 15 Iteration 293Q (1064.144126 sec): 23 clusters Score: Raw -39133334.419824 + Penalty 45354.469257 = -39087979.950567 nChanged 21 Iteration 294Q (1066.327590 sec): 23 clusters Score: Raw -39133334.785221 + Penalty 45354.469257 = -39087980.315964 nChanged 20 Iteration 295Q (1068.539639 sec): 23 clusters Score: Raw -39133335.239219 + Penalty 45354.469257 = -39087980.769962 nChanged 18 Iteration 296Q (1070.684964 sec): 23 clusters Score: Raw -39133335.554105 + Penalty 45354.469257 = -39087981.084848 nChanged 15 Iteration 297Q (1072.861439 sec): 23 clusters Score: Raw -39133335.814404 + Penalty 45354.469257 = -39087981.345147 nChanged 15 Iteration 298Q (1075.000128 sec): 23 clusters Score: Raw -39133336.150277 + Penalty 45354.469257 = -39087981.681020 nChanged 15 Writing temp clu file Because OldScore, -39087981.345147, is greater than current (better) Score,-39087981.681020 Compute initial score before splitting: Score: Raw -39133336.150277 + Penalty 45354.469257 = -39087981.681020 Trying to split cluster 1 (5596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1075.084590 sec): 2 clusters Score: Raw -689664.801482 + Penalty 1402.343692 = -688262.457789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1075.138749 sec): 3 clusters Score: Raw -686767.143032 + Penalty 2804.687384 = -683962.455648 nChanged 2216 SP:Iteration 1F (1075.194139 sec): 3 clusters Score: Raw -687991.292903 + Penalty 2804.687384 = -685186.605519 nChanged 358 SP:Iteration 2F (1075.225033 sec): 3 clusters Score: Raw -688167.424284 + Penalty 2804.687384 = -685362.736900 nChanged 257 SP:Iteration 3Q (1075.252770 sec): 3 clusters Score: Raw -688278.100599 + Penalty 2804.687384 = -685473.413215 nChanged 193 SP:Iteration 4Q (1075.307944 sec): 3 clusters Score: Raw -688354.714897 + Penalty 2804.687384 = -685550.027513 nChanged 157 SP:Iteration 5Q (1075.359341 sec): 3 clusters Score: Raw -688421.751642 + Penalty 2804.687384 = -685617.064258 nChanged 151 SP:Iteration 6Q (1075.387373 sec): 3 clusters Score: Raw -688481.179086 + Penalty 2804.687384 = -685676.491702 nChanged 146 SP:Iteration 7Q (1075.430570 sec): 3 clusters Score: Raw -688547.862833 + Penalty 2804.687384 = -685743.175449 nChanged 147 SP:Iteration 8Q (1075.475511 sec): 3 clusters Score: Raw -688616.081708 + Penalty 2804.687384 = -685811.394324 nChanged 145 SP:Iteration 9Q (1075.525328 sec): 3 clusters Score: Raw -688691.626922 + Penalty 2804.687384 = -685886.939538 nChanged 154 SP:Iteration 10Q (1075.572657 sec): 3 clusters Score: Raw -688781.205586 + Penalty 2804.687384 = -685976.518202 nChanged 176 SP:Iteration 11Q (1075.629282 sec): 3 clusters Score: Raw -688892.247990 + Penalty 2804.687384 = -686087.560605 nChanged 185 SP:Iteration 12Q (1075.683423 sec): 3 clusters Score: Raw -689013.956919 + Penalty 2804.687384 = -686209.269534 nChanged 190 SP:Iteration 13Q (1075.740098 sec): 3 clusters Score: Raw -689132.822124 + Penalty 2804.687384 = -686328.134740 nChanged 192 SP:Iteration 14Q (1075.795114 sec): 3 clusters Score: Raw -689263.687318 + Penalty 2804.687384 = -686458.999934 nChanged 198 SP:Iteration 15Q (1075.839015 sec): 3 clusters Score: Raw -689383.632587 + Penalty 2804.687384 = -686578.945203 nChanged 165 SP:Iteration 16Q (1075.896142 sec): 3 clusters Score: Raw -689465.331551 + Penalty 2804.687384 = -686660.644167 nChanged 147 SP:Iteration 17Q (1075.952778 sec): 3 clusters Score: Raw -689535.982125 + Penalty 2804.687384 = -686731.294741 nChanged 134 SP:Iteration 18Q (1076.004315 sec): 3 clusters Score: Raw -689599.298530 + Penalty 2804.687384 = -686794.611146 nChanged 130 SP:Iteration 19Q (1076.061392 sec): 3 clusters Score: Raw -689661.995923 + Penalty 2804.687384 = -686857.308539 nChanged 137 SP:Iteration 20F (1076.118756 sec): 3 clusters Score: Raw -689738.293675 + Penalty 2804.687384 = -686933.606290 nChanged 126 SP:Iteration 21Q (1076.180754 sec): 3 clusters Score: Raw -689802.868196 + Penalty 2804.687384 = -686998.180812 nChanged 104 SP:Iteration 22Q (1076.228801 sec): 3 clusters Score: Raw -689856.571686 + Penalty 2804.687384 = -687051.884302 nChanged 107 SP:Iteration 23Q (1076.297170 sec): 3 clusters Score: Raw -689915.852159 + Penalty 2804.687384 = -687111.164775 nChanged 98 SP:Iteration 24Q (1076.346519 sec): 3 clusters Score: Raw -689973.174806 + Penalty 2804.687384 = -687168.487422 nChanged 83 SP:Iteration 25Q (1076.400506 sec): 3 clusters Score: Raw -690019.908866 + Penalty 2804.687384 = -687215.221482 nChanged 80 SP:Iteration 26Q (1076.435927 sec): 3 clusters Score: Raw -690058.731322 + Penalty 2804.687384 = -687254.043938 nChanged 65 SP:Iteration 27Q (1076.484384 sec): 3 clusters Score: Raw -690083.793287 + Penalty 2804.687384 = -687279.105903 nChanged 41 SP:Iteration 28Q (1076.536011 sec): 3 clusters Score: Raw -690099.282959 + Penalty 2804.687384 = -687294.595575 nChanged 43 SP:Iteration 29Q (1076.580097 sec): 3 clusters Score: Raw -690116.105090 + Penalty 2804.687384 = -687311.417706 nChanged 24 SP:Iteration 30Q (1076.630617 sec): 3 clusters Score: Raw -690122.591488 + Penalty 2804.687384 = -687317.904104 nChanged 20 SP:Iteration 31Q (1076.689804 sec): 3 clusters Score: Raw -690126.136249 + Penalty 2804.687384 = -687321.448865 nChanged 7 SP:Iteration 32Q (1076.745314 sec): 3 clusters Score: Raw -690127.356378 + Penalty 2804.687384 = -687322.668994 nChanged 7 SP:Iteration 33Q (1076.793004 sec): 3 clusters Score: Raw -690128.551657 + Penalty 2804.687384 = -687323.864273 nChanged 10 SP:Iteration 34Q (1076.842965 sec): 3 clusters Score: Raw -690130.602447 + Penalty 2804.687384 = -687325.915063 nChanged 13 SP:Iteration 35Q (1076.889320 sec): 3 clusters Score: Raw -690132.886346 + Penalty 2804.687384 = -687328.198962 nChanged 17 SP:Iteration 36Q (1076.934312 sec): 3 clusters Score: Raw -690137.338713 + Penalty 2804.687384 = -687332.651329 nChanged 12 SP:Iteration 37Q (1076.988081 sec): 3 clusters Score: Raw -690140.176399 + Penalty 2804.687384 = -687335.489014 nChanged 12 SP:Iteration 38Q (1077.038895 sec): 3 clusters Score: Raw -690143.557359 + Penalty 2804.687384 = -687338.869974 nChanged 17 SP:Iteration 39Q (1077.087255 sec): 3 clusters Score: Raw -690147.767907 + Penalty 2804.687384 = -687343.080523 nChanged 10 SP:Iteration 40F (1077.137436 sec): 3 clusters Score: Raw -690150.024302 + Penalty 2804.687384 = -687345.336918 nChanged 8 SP:Iteration 41Q (1077.189188 sec): 3 clusters Score: Raw -690151.892898 + Penalty 2804.687384 = -687347.205514 nChanged 8 SP:Iteration 42Q (1077.253617 sec): 3 clusters Score: Raw -690153.983796 + Penalty 2804.687384 = -687349.296412 nChanged 14 SP:Iteration 43Q (1077.297686 sec): 3 clusters Score: Raw -690156.630002 + Penalty 2804.687384 = -687351.942618 nChanged 5 SP:Iteration 44Q (1077.352570 sec): 3 clusters Score: Raw -690157.822221 + Penalty 2804.687384 = -687353.134837 nChanged 4 SP:Iteration 45Q (1077.381888 sec): 3 clusters Score: Raw -690158.741904 + Penalty 2804.687384 = -687354.054520 nChanged 5 SP:Iteration 46Q (1077.402817 sec): 3 clusters Score: Raw -690159.659165 + Penalty 2804.687384 = -687354.971781 nChanged 6 SP:Iteration 47Q (1077.423278 sec): 3 clusters Score: Raw -690160.629790 + Penalty 2804.687384 = -687355.942406 nChanged 5 SP:Iteration 48Q (1077.450232 sec): 3 clusters Score: Raw -690161.553677 + Penalty 2804.687384 = -687356.866292 nChanged 6 SP:Iteration 49Q (1077.504105 sec): 3 clusters Score: Raw -690162.525407 + Penalty 2804.687384 = -687357.838023 nChanged 7 SP:Iteration 50Q (1077.523793 sec): 3 clusters Score: Raw -690163.477758 + Penalty 2804.687384 = -687358.790374 nChanged 2 SP:Iteration 51Q (1077.549540 sec): 3 clusters Score: Raw -690164.016846 + Penalty 2804.687384 = -687359.329462 nChanged 1 SP:Iteration 52Q (1077.569891 sec): 3 clusters Score: Raw -690164.196698 + Penalty 2804.687384 = -687359.509314 nChanged 0 SP:Iteration 53F (1077.597748 sec): 3 clusters Score: Raw -690164.196698 + Penalty 2804.687384 = -687359.509314 nChanged 0 Trying to split cluster 2 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1077.610535 sec): 2 clusters Score: Raw -72520.193716 + Penalty 1051.001043 = -71469.192673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1077.614611 sec): 3 clusters Score: Raw -72402.307394 + Penalty 2102.002086 = -70300.305308 nChanged 170 SP:Iteration 1F (1077.618369 sec): 3 clusters Score: Raw -72673.510756 + Penalty 2102.002086 = -70571.508670 nChanged 55 SP:Iteration 2F (1077.628010 sec): 3 clusters Score: Raw -72775.621539 + Penalty 2102.002086 = -70673.619453 nChanged 41 SP:Iteration 3F (1077.631792 sec): 3 clusters Score: Raw -72831.697673 + Penalty 2102.002086 = -70729.695587 nChanged 14 SP:Iteration 4Q (1077.635464 sec): 3 clusters Score: Raw -72849.351902 + Penalty 2102.002086 = -70747.349816 nChanged 12 SP:Iteration 5Q (1077.645199 sec): 3 clusters Score: Raw -72863.103438 + Penalty 2102.002086 = -70761.101352 nChanged 11 SP:Iteration 6Q (1077.648859 sec): 3 clusters Score: Raw -72873.740451 + Penalty 2102.002086 = -70771.738365 nChanged 9 SP:Iteration 7Q (1077.652532 sec): 3 clusters Score: Raw -72880.963623 + Penalty 2102.002086 = -70778.961537 nChanged 7 SP:Iteration 8Q (1077.661899 sec): 3 clusters Score: Raw -72885.854222 + Penalty 2102.002086 = -70783.852136 nChanged 7 SP:Iteration 9Q (1077.665513 sec): 3 clusters Score: Raw -72892.168756 + Penalty 2102.002086 = -70790.166670 nChanged 4 SP:Iteration 10Q (1077.669123 sec): 3 clusters Score: Raw -72898.542262 + Penalty 2102.002086 = -70796.540176 nChanged 10 SP:Iteration 11Q (1077.678821 sec): 3 clusters Score: Raw -72913.518448 + Penalty 2102.002086 = -70811.516362 nChanged 10 SP:Iteration 12Q (1077.682450 sec): 3 clusters Score: Raw -72928.212121 + Penalty 2102.002086 = -70826.210035 nChanged 9 SP:Iteration 13Q (1077.686053 sec): 3 clusters Score: Raw -72941.348264 + Penalty 2102.002086 = -70839.346178 nChanged 6 SP:Iteration 14Q (1077.695951 sec): 3 clusters Score: Raw -72949.102040 + Penalty 2102.002086 = -70847.099954 nChanged 4 SP:Iteration 15Q (1077.699520 sec): 3 clusters Score: Raw -72955.682269 + Penalty 2102.002086 = -70853.680183 nChanged 5 SP:Iteration 16Q (1077.703122 sec): 3 clusters Score: Raw -72964.510664 + Penalty 2102.002086 = -70862.508578 nChanged 5 SP:Iteration 17Q (1077.715459 sec): 3 clusters Score: Raw -72971.372477 + Penalty 2102.002086 = -70869.370391 nChanged 4 SP:Iteration 18Q (1077.719035 sec): 3 clusters Score: Raw -72978.454901 + Penalty 2102.002086 = -70876.452815 nChanged 6 SP:Iteration 19Q (1077.729435 sec): 3 clusters Score: Raw -72986.376447 + Penalty 2102.002086 = -70884.374361 nChanged 3 SP:Iteration 20F (1077.733174 sec): 3 clusters Score: Raw -72991.437408 + Penalty 2102.002086 = -70889.435322 nChanged 2 SP:Iteration 21Q (1077.736720 sec): 3 clusters Score: Raw -72994.475337 + Penalty 2102.002086 = -70892.473251 nChanged 1 SP:Iteration 22Q (1077.748470 sec): 3 clusters Score: Raw -72995.745864 + Penalty 2102.002086 = -70893.743778 nChanged 0 SP:Iteration 23F (1077.752189 sec): 3 clusters Score: Raw -72995.745864 + Penalty 2102.002086 = -70893.743778 nChanged 0 Trying to split cluster 3 (7542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1077.777221 sec): 2 clusters Score: Raw -918406.908182 + Penalty 1450.839435 = -916956.068747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1077.807755 sec): 3 clusters Score: Raw -914217.889001 + Penalty 2901.678870 = -911316.210131 nChanged 3157 SP:Iteration 1F (1077.834715 sec): 3 clusters Score: Raw -915902.947069 + Penalty 2901.678870 = -913001.268199 nChanged 501 SP:Iteration 2F (1077.865635 sec): 3 clusters Score: Raw -916153.886398 + Penalty 2901.678870 = -913252.207528 nChanged 425 SP:Iteration 3F (1077.935031 sec): 3 clusters Score: Raw -916350.679182 + Penalty 2901.678870 = -913449.000312 nChanged 353 SP:Iteration 4Q (1077.954460 sec): 3 clusters Score: Raw -916500.170632 + Penalty 2901.678870 = -913598.491762 nChanged 286 SP:Iteration 5Q (1078.012032 sec): 3 clusters Score: Raw -916619.152745 + Penalty 2901.678870 = -913717.473875 nChanged 246 SP:Iteration 6Q (1078.043266 sec): 3 clusters Score: Raw -916715.149486 + Penalty 2901.678870 = -913813.470616 nChanged 211 SP:Iteration 7Q (1078.071779 sec): 3 clusters Score: Raw -916792.196324 + Penalty 2901.678870 = -913890.517453 nChanged 191 SP:Iteration 8Q (1078.099072 sec): 3 clusters Score: Raw -916868.553278 + Penalty 2901.678870 = -913966.874408 nChanged 195 SP:Iteration 9Q (1078.126230 sec): 3 clusters Score: Raw -916937.705528 + Penalty 2901.678870 = -914036.026658 nChanged 170 SP:Iteration 10Q (1078.150228 sec): 3 clusters Score: Raw -917005.857726 + Penalty 2901.678870 = -914104.178856 nChanged 173 SP:Iteration 11Q (1078.178867 sec): 3 clusters Score: Raw -917078.967179 + Penalty 2901.678870 = -914177.288309 nChanged 183 SP:Iteration 12Q (1078.206131 sec): 3 clusters Score: Raw -917172.642258 + Penalty 2901.678870 = -914270.963388 nChanged 202 SP:Iteration 13Q (1078.230310 sec): 3 clusters Score: Raw -917269.020035 + Penalty 2901.678870 = -914367.341165 nChanged 209 SP:Iteration 14Q (1078.254454 sec): 3 clusters Score: Raw -917373.796477 + Penalty 2901.678870 = -914472.117607 nChanged 214 SP:Iteration 15Q (1078.278659 sec): 3 clusters Score: Raw -917491.612359 + Penalty 2901.678870 = -914589.933488 nChanged 231 SP:Iteration 16Q (1078.302870 sec): 3 clusters Score: Raw -917622.816122 + Penalty 2901.678870 = -914721.137251 nChanged 223 SP:Iteration 17Q (1078.326880 sec): 3 clusters Score: Raw -917744.442815 + Penalty 2901.678870 = -914842.763945 nChanged 184 SP:Iteration 18Q (1078.350743 sec): 3 clusters Score: Raw -917838.933575 + Penalty 2901.678870 = -914937.254705 nChanged 151 SP:Iteration 19Q (1078.374498 sec): 3 clusters Score: Raw -917915.568181 + Penalty 2901.678870 = -915013.889310 nChanged 155 SP:Iteration 20F (1078.433175 sec): 3 clusters Score: Raw -918005.975445 + Penalty 2901.678870 = -915104.296575 nChanged 133 SP:Iteration 21Q (1078.457175 sec): 3 clusters Score: Raw -918064.057143 + Penalty 2901.678870 = -915162.378273 nChanged 104 SP:Iteration 22Q (1078.483797 sec): 3 clusters Score: Raw -918110.138191 + Penalty 2901.678870 = -915208.459321 nChanged 97 SP:Iteration 23Q (1078.507454 sec): 3 clusters Score: Raw -918151.445804 + Penalty 2901.678870 = -915249.766934 nChanged 69 SP:Iteration 24Q (1078.551698 sec): 3 clusters Score: Raw -918179.745429 + Penalty 2901.678870 = -915278.066559 nChanged 76 SP:Iteration 25Q (1078.619147 sec): 3 clusters Score: Raw -918208.135924 + Penalty 2901.678870 = -915306.457054 nChanged 58 SP:Iteration 26Q (1078.657324 sec): 3 clusters Score: Raw -918228.413808 + Penalty 2901.678870 = -915326.734937 nChanged 53 SP:Iteration 27Q (1078.705950 sec): 3 clusters Score: Raw -918248.297622 + Penalty 2901.678870 = -915346.618751 nChanged 63 SP:Iteration 28Q (1078.757700 sec): 3 clusters Score: Raw -918269.419675 + Penalty 2901.678870 = -915367.740805 nChanged 58 SP:Iteration 29Q (1078.803669 sec): 3 clusters Score: Raw -918291.626562 + Penalty 2901.678870 = -915389.947692 nChanged 62 SP:Iteration 30Q (1078.853002 sec): 3 clusters Score: Raw -918313.125865 + Penalty 2901.678870 = -915411.446995 nChanged 54 SP:Iteration 31Q (1078.881894 sec): 3 clusters Score: Raw -918332.067407 + Penalty 2901.678870 = -915430.388536 nChanged 57 SP:Iteration 32Q (1078.908802 sec): 3 clusters Score: Raw -918352.386974 + Penalty 2901.678870 = -915450.708103 nChanged 58 SP:Iteration 33Q (1078.931742 sec): 3 clusters Score: Raw -918374.067830 + Penalty 2901.678870 = -915472.388960 nChanged 51 SP:Iteration 34Q (1078.995703 sec): 3 clusters Score: Raw -918390.036338 + Penalty 2901.678870 = -915488.357467 nChanged 31 SP:Iteration 35Q (1079.010734 sec): 3 clusters Score: Raw -918399.894797 + Penalty 2901.678870 = -915498.215926 nChanged 27 SP:Iteration 36Q (1079.039116 sec): 3 clusters Score: Raw -918407.084417 + Penalty 2901.678870 = -915505.405546 nChanged 26 SP:Iteration 37Q (1079.061829 sec): 3 clusters Score: Raw -918413.694364 + Penalty 2901.678870 = -915512.015493 nChanged 21 SP:Iteration 38Q (1079.084502 sec): 3 clusters Score: Raw -918418.946166 + Penalty 2901.678870 = -915517.267295 nChanged 18 SP:Iteration 39Q (1079.106949 sec): 3 clusters Score: Raw -918423.370870 + Penalty 2901.678870 = -915521.691999 nChanged 14 SP:Iteration 40F (1079.131119 sec): 3 clusters Score: Raw -918426.948974 + Penalty 2901.678870 = -915525.270104 nChanged 13 SP:Iteration 41Q (1079.153820 sec): 3 clusters Score: Raw -918431.630088 + Penalty 2901.678870 = -915529.951218 nChanged 20 SP:Iteration 42Q (1079.182832 sec): 3 clusters Score: Raw -918437.417644 + Penalty 2901.678870 = -915535.738774 nChanged 21 SP:Iteration 43Q (1079.208544 sec): 3 clusters Score: Raw -918442.924021 + Penalty 2901.678870 = -915541.245151 nChanged 25 SP:Iteration 44Q (1079.231168 sec): 3 clusters Score: Raw -918449.212351 + Penalty 2901.678870 = -915547.533481 nChanged 25 SP:Iteration 45Q (1079.253768 sec): 3 clusters Score: Raw -918455.611945 + Penalty 2901.678870 = -915553.933075 nChanged 11 SP:Iteration 46Q (1079.282372 sec): 3 clusters Score: Raw -918457.811276 + Penalty 2901.678870 = -915556.132406 nChanged 11 SP:Iteration 47Q (1079.305030 sec): 3 clusters Score: Raw -918459.860857 + Penalty 2901.678870 = -915558.181986 nChanged 3 SP:Iteration 48Q (1079.327655 sec): 3 clusters Score: Raw -918460.442893 + Penalty 2901.678870 = -915558.764023 nChanged 3 SP:Iteration 49Q (1079.350412 sec): 3 clusters Score: Raw -918461.505022 + Penalty 2901.678870 = -915559.826151 nChanged 3 SP:Iteration 50Q (1079.377698 sec): 3 clusters Score: Raw -918462.049904 + Penalty 2901.678870 = -915560.371034 nChanged 1 SP:Iteration 51Q (1079.400408 sec): 3 clusters Score: Raw -918462.072792 + Penalty 2901.678870 = -915560.393922 nChanged 1 SP:Iteration 52Q (1079.430928 sec): 3 clusters Score: Raw -918462.208360 + Penalty 2901.678870 = -915560.529489 nChanged 1 SP:Iteration 53Q (1079.454070 sec): 3 clusters Score: Raw -918462.389295 + Penalty 2901.678870 = -915560.710425 nChanged 0 SP:Iteration 54F (1079.478043 sec): 3 clusters Score: Raw -918462.389295 + Penalty 2901.678870 = -915560.710425 nChanged 0 Trying to split cluster 4 (3026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1079.494113 sec): 2 clusters Score: Raw -339442.085913 + Penalty 1302.436995 = -338139.648918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1079.509961 sec): 3 clusters Score: Raw -337985.487667 + Penalty 2604.873991 = -335380.613676 nChanged 1151 SP:Iteration 1F (1079.524514 sec): 3 clusters Score: Raw -338717.319574 + Penalty 2604.873991 = -336112.445584 nChanged 281 SP:Iteration 2F (1079.544559 sec): 3 clusters Score: Raw -338924.777722 + Penalty 2604.873991 = -336319.903731 nChanged 184 SP:Iteration 3F (1079.562234 sec): 3 clusters Score: Raw -339060.886648 + Penalty 2604.873991 = -336456.012657 nChanged 167 SP:Iteration 4F (1079.587559 sec): 3 clusters Score: Raw -339184.319927 + Penalty 2604.873991 = -336579.445936 nChanged 138 SP:Iteration 5Q (1079.605101 sec): 3 clusters Score: Raw -339300.211565 + Penalty 2604.873991 = -336695.337574 nChanged 127 SP:Iteration 6Q (1079.641997 sec): 3 clusters Score: Raw -339450.574700 + Penalty 2604.873991 = -336845.700710 nChanged 166 SP:Iteration 7F (1079.656445 sec): 3 clusters Score: Raw -339682.365335 + Penalty 2604.873991 = -337077.491344 nChanged 173 SP:Iteration 8F (1079.671342 sec): 3 clusters Score: Raw -339994.719480 + Penalty 2604.873991 = -337389.845490 nChanged 167 SP:Iteration 9F (1079.686293 sec): 3 clusters Score: Raw -340184.070881 + Penalty 2604.873991 = -337579.196891 nChanged 128 SP:Iteration 10Q (1079.705627 sec): 3 clusters Score: Raw -340298.845574 + Penalty 2604.873991 = -337693.971583 nChanged 92 SP:Iteration 11Q (1079.725746 sec): 3 clusters Score: Raw -340370.234336 + Penalty 2604.873991 = -337765.360345 nChanged 60 SP:Iteration 12Q (1079.740124 sec): 3 clusters Score: Raw -340407.094487 + Penalty 2604.873991 = -337802.220496 nChanged 38 SP:Iteration 13Q (1079.757225 sec): 3 clusters Score: Raw -340426.226639 + Penalty 2604.873991 = -337821.352648 nChanged 24 SP:Iteration 14Q (1079.775920 sec): 3 clusters Score: Raw -340436.092786 + Penalty 2604.873991 = -337831.218795 nChanged 14 SP:Iteration 15Q (1079.790350 sec): 3 clusters Score: Raw -340442.347927 + Penalty 2604.873991 = -337837.473936 nChanged 12 SP:Iteration 16Q (1079.804991 sec): 3 clusters Score: Raw -340447.260905 + Penalty 2604.873991 = -337842.386914 nChanged 17 SP:Iteration 17Q (1079.822314 sec): 3 clusters Score: Raw -340455.601853 + Penalty 2604.873991 = -337850.727862 nChanged 16 SP:Iteration 18Q (1079.836746 sec): 3 clusters Score: Raw -340462.399318 + Penalty 2604.873991 = -337857.525327 nChanged 10 SP:Iteration 19Q (1079.851074 sec): 3 clusters Score: Raw -340466.384475 + Penalty 2604.873991 = -337861.510484 nChanged 6 SP:Iteration 20F (1079.865892 sec): 3 clusters Score: Raw -340471.035320 + Penalty 2604.873991 = -337866.161330 nChanged 9 SP:Iteration 21Q (1079.880324 sec): 3 clusters Score: Raw -340475.730570 + Penalty 2604.873991 = -337870.856579 nChanged 6 SP:Iteration 22Q (1079.894686 sec): 3 clusters Score: Raw -340478.675464 + Penalty 2604.873991 = -337873.801473 nChanged 6 SP:Iteration 23Q (1079.908999 sec): 3 clusters Score: Raw -340481.608127 + Penalty 2604.873991 = -337876.734137 nChanged 5 SP:Iteration 24Q (1079.923429 sec): 3 clusters Score: Raw -340484.576254 + Penalty 2604.873991 = -337879.702263 nChanged 6 SP:Iteration 25Q (1079.937768 sec): 3 clusters Score: Raw -340487.053160 + Penalty 2604.873991 = -337882.179169 nChanged 9 SP:Iteration 26Q (1079.952205 sec): 3 clusters Score: Raw -340491.382494 + Penalty 2604.873991 = -337886.508504 nChanged 8 SP:Iteration 27Q (1079.966500 sec): 3 clusters Score: Raw -340494.941737 + Penalty 2604.873991 = -337890.067746 nChanged 9 SP:Iteration 28Q (1079.980771 sec): 3 clusters Score: Raw -340498.674067 + Penalty 2604.873991 = -337893.800076 nChanged 6 SP:Iteration 29Q (1080.002184 sec): 3 clusters Score: Raw -340502.152204 + Penalty 2604.873991 = -337897.278213 nChanged 8 SP:Iteration 30Q (1080.017876 sec): 3 clusters Score: Raw -340505.656339 + Penalty 2604.873991 = -337900.782348 nChanged 9 SP:Iteration 31Q (1080.044749 sec): 3 clusters Score: Raw -340508.860118 + Penalty 2604.873991 = -337903.986128 nChanged 1 SP:Iteration 32Q (1080.075310 sec): 3 clusters Score: Raw -340509.025683 + Penalty 2604.873991 = -337904.151692 nChanged 0 SP:Iteration 33F (1080.090520 sec): 3 clusters Score: Raw -340509.025683 + Penalty 2604.873991 = -337904.151692 nChanged 0 Trying to split cluster 5 (1164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1080.102526 sec): 2 clusters Score: Raw -130668.761119 + Penalty 1147.187865 = -129521.573254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1080.109076 sec): 3 clusters Score: Raw -130303.777388 + Penalty 2294.375729 = -128009.401659 nChanged 372 SP:Iteration 1F (1080.115212 sec): 3 clusters Score: Raw -130627.392096 + Penalty 2294.375729 = -128333.016366 nChanged 106 SP:Iteration 2F (1080.121356 sec): 3 clusters Score: Raw -130766.043836 + Penalty 2294.375729 = -128471.668107 nChanged 76 SP:Iteration 3F (1080.127439 sec): 3 clusters Score: Raw -130873.150928 + Penalty 2294.375729 = -128578.775199 nChanged 56 SP:Iteration 4Q (1080.133508 sec): 3 clusters Score: Raw -130979.037162 + Penalty 2294.375729 = -128684.661433 nChanged 70 SP:Iteration 5F (1080.139584 sec): 3 clusters Score: Raw -131090.670537 + Penalty 2294.375729 = -128796.294808 nChanged 43 SP:Iteration 6Q (1080.145558 sec): 3 clusters Score: Raw -131156.618749 + Penalty 2294.375729 = -128862.243020 nChanged 39 SP:Iteration 7Q (1080.151500 sec): 3 clusters Score: Raw -131235.679102 + Penalty 2294.375729 = -128941.303372 nChanged 31 SP:Iteration 8Q (1080.157420 sec): 3 clusters Score: Raw -131285.340911 + Penalty 2294.375729 = -128990.965182 nChanged 24 SP:Iteration 9Q (1080.163371 sec): 3 clusters Score: Raw -131314.236044 + Penalty 2294.375729 = -129019.860315 nChanged 20 SP:Iteration 10Q (1080.169266 sec): 3 clusters Score: Raw -131336.913113 + Penalty 2294.375729 = -129042.537383 nChanged 15 SP:Iteration 11Q (1080.175132 sec): 3 clusters Score: Raw -131361.531877 + Penalty 2294.375729 = -129067.156148 nChanged 13 SP:Iteration 12Q (1080.180993 sec): 3 clusters Score: Raw -131374.795274 + Penalty 2294.375729 = -129080.419545 nChanged 9 SP:Iteration 13Q (1080.186844 sec): 3 clusters Score: Raw -131388.114936 + Penalty 2294.375729 = -129093.739207 nChanged 9 SP:Iteration 14Q (1080.192742 sec): 3 clusters Score: Raw -131407.502962 + Penalty 2294.375729 = -129113.127233 nChanged 7 SP:Iteration 15Q (1080.198581 sec): 3 clusters Score: Raw -131419.301261 + Penalty 2294.375729 = -129124.925532 nChanged 8 SP:Iteration 16Q (1080.204483 sec): 3 clusters Score: Raw -131430.059758 + Penalty 2294.375729 = -129135.684029 nChanged 14 SP:Iteration 17Q (1080.210325 sec): 3 clusters Score: Raw -131442.107546 + Penalty 2294.375729 = -129147.731817 nChanged 8 SP:Iteration 18Q (1080.216210 sec): 3 clusters Score: Raw -131449.332800 + Penalty 2294.375729 = -129154.957071 nChanged 8 SP:Iteration 19Q (1080.222054 sec): 3 clusters Score: Raw -131459.202353 + Penalty 2294.375729 = -129164.826624 nChanged 9 SP:Iteration 20F (1080.228150 sec): 3 clusters Score: Raw -131474.068760 + Penalty 2294.375729 = -129179.693031 nChanged 9 SP:Iteration 21Q (1080.234040 sec): 3 clusters Score: Raw -131492.144014 + Penalty 2294.375729 = -129197.768284 nChanged 14 SP:Iteration 22Q (1080.249717 sec): 3 clusters Score: Raw -131522.865181 + Penalty 2294.375729 = -129228.489452 nChanged 16 SP:Iteration 23Q (1080.258101 sec): 3 clusters Score: Raw -131559.576321 + Penalty 2294.375729 = -129265.200592 nChanged 16 SP:Iteration 24Q (1080.263941 sec): 3 clusters Score: Raw -131582.664144 + Penalty 2294.375729 = -129288.288414 nChanged 9 SP:Iteration 25Q (1080.276715 sec): 3 clusters Score: Raw -131596.170821 + Penalty 2294.375729 = -129301.795091 nChanged 10 SP:Iteration 26Q (1080.282716 sec): 3 clusters Score: Raw -131607.070347 + Penalty 2294.375729 = -129312.694618 nChanged 8 SP:Iteration 27Q (1080.291507 sec): 3 clusters Score: Raw -131614.359052 + Penalty 2294.375729 = -129319.983323 nChanged 11 SP:Iteration 28Q (1080.297434 sec): 3 clusters Score: Raw -131624.924228 + Penalty 2294.375729 = -129330.548498 nChanged 3 SP:Iteration 29Q (1080.311582 sec): 3 clusters Score: Raw -131628.454697 + Penalty 2294.375729 = -129334.078968 nChanged 1 SP:Iteration 30Q (1080.323794 sec): 3 clusters Score: Raw -131629.784526 + Penalty 2294.375729 = -129335.408796 nChanged 3 SP:Iteration 31Q (1080.329654 sec): 3 clusters Score: Raw -131631.708874 + Penalty 2294.375729 = -129337.333145 nChanged 1 SP:Iteration 32Q (1080.343989 sec): 3 clusters Score: Raw -131632.449196 + Penalty 2294.375729 = -129338.073467 nChanged 0 SP:Iteration 33F (1080.356321 sec): 3 clusters Score: Raw -131632.449196 + Penalty 2294.375729 = -129338.073467 nChanged 0 Trying to split cluster 6 (19269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1080.392971 sec): 2 clusters Score: Raw -2404364.973583 + Penalty 1603.266091 = -2402761.707492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1080.449540 sec): 3 clusters Score: Raw -2392678.350171 + Penalty 3206.532181 = -2389471.817989 nChanged 8764 SP:Iteration 1F (1080.517556 sec): 3 clusters Score: Raw -2397602.365058 + Penalty 3206.532181 = -2394395.832877 nChanged 948 SP:Iteration 2Q (1080.574072 sec): 3 clusters Score: Raw -2397943.243285 + Penalty 3206.532181 = -2394736.711104 nChanged 893 SP:Iteration 3Q (1080.616043 sec): 3 clusters Score: Raw -2398296.007239 + Penalty 3206.532181 = -2395089.475058 nChanged 939 SP:Iteration 4Q (1080.668128 sec): 3 clusters Score: Raw -2398738.379156 + Penalty 3206.532181 = -2395531.846975 nChanged 1064 SP:Iteration 5F (1080.718471 sec): 3 clusters Score: Raw -2399380.603033 + Penalty 3206.532181 = -2396174.070851 nChanged 1238 SP:Iteration 6F (1080.769673 sec): 3 clusters Score: Raw -2400236.384128 + Penalty 3206.532181 = -2397029.851947 nChanged 1327 SP:Iteration 7F (1080.834721 sec): 3 clusters Score: Raw -2401312.004068 + Penalty 3206.532181 = -2398105.471887 nChanged 1260 SP:Iteration 8F (1080.882953 sec): 3 clusters Score: Raw -2402448.422614 + Penalty 3206.532181 = -2399241.890432 nChanged 995 SP:Iteration 9F (1080.926740 sec): 3 clusters Score: Raw -2403343.230550 + Penalty 3206.532181 = -2400136.698369 nChanged 626 SP:Iteration 10Q (1080.972357 sec): 3 clusters Score: Raw -2403939.095517 + Penalty 3206.532181 = -2400732.563335 nChanged 318 SP:Iteration 11Q (1081.037640 sec): 3 clusters Score: Raw -2404226.915756 + Penalty 3206.532181 = -2401020.383575 nChanged 164 SP:Iteration 12Q (1081.078995 sec): 3 clusters Score: Raw -2404370.440141 + Penalty 3206.532181 = -2401163.907960 nChanged 101 SP:Iteration 13Q (1081.126644 sec): 3 clusters Score: Raw -2404476.882991 + Penalty 3206.532181 = -2401270.350809 nChanged 69 SP:Iteration 14Q (1081.162241 sec): 3 clusters Score: Raw -2404534.650313 + Penalty 3206.532181 = -2401328.118131 nChanged 38 SP:Iteration 15Q (1081.197491 sec): 3 clusters Score: Raw -2404570.847627 + Penalty 3206.532181 = -2401364.315446 nChanged 25 SP:Iteration 16Q (1081.241931 sec): 3 clusters Score: Raw -2404591.713082 + Penalty 3206.532181 = -2401385.180900 nChanged 10 SP:Iteration 17Q (1081.278289 sec): 3 clusters Score: Raw -2404601.751212 + Penalty 3206.532181 = -2401395.219031 nChanged 11 SP:Iteration 18Q (1081.328941 sec): 3 clusters Score: Raw -2404612.634619 + Penalty 3206.532181 = -2401406.102438 nChanged 10 SP:Iteration 19Q (1081.372637 sec): 3 clusters Score: Raw -2404621.855530 + Penalty 3206.532181 = -2401415.323349 nChanged 5 SP:Iteration 20F (1081.414347 sec): 3 clusters Score: Raw -2404625.863026 + Penalty 3206.532181 = -2401419.330845 nChanged 5 SP:Iteration 21Q (1081.449708 sec): 3 clusters Score: Raw -2404631.225555 + Penalty 3206.532181 = -2401424.693374 nChanged 5 SP:Iteration 22Q (1081.486672 sec): 3 clusters Score: Raw -2404636.512257 + Penalty 3206.532181 = -2401429.980076 nChanged 5 SP:Iteration 23Q (1081.521141 sec): 3 clusters Score: Raw -2404642.208698 + Penalty 3206.532181 = -2401435.676517 nChanged 4 SP:Iteration 24Q (1081.555852 sec): 3 clusters Score: Raw -2404645.493110 + Penalty 3206.532181 = -2401438.960929 nChanged 1 SP:Iteration 25Q (1081.590703 sec): 3 clusters Score: Raw -2404646.680488 + Penalty 3206.532181 = -2401440.148307 nChanged 1 SP:Iteration 26Q (1081.625341 sec): 3 clusters Score: Raw -2404647.276463 + Penalty 3206.532181 = -2401440.744282 nChanged 0 SP:Iteration 27F (1081.672494 sec): 3 clusters Score: Raw -2404647.276463 + Penalty 3206.532181 = -2401440.744282 nChanged 0 Trying to split cluster 7 (46142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1081.751130 sec): 2 clusters Score: Raw -5602585.958784 + Penalty 1745.165318 = -5600840.793467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1081.838585 sec): 3 clusters Score: Raw -5573296.137893 + Penalty 3490.330635 = -5569805.807258 nChanged 21517 SP:Iteration 1F (1081.927111 sec): 3 clusters Score: Raw -5586090.915535 + Penalty 3490.330635 = -5582600.584900 nChanged 2242 SP:Iteration 2Q (1082.021074 sec): 3 clusters Score: Raw -5587032.098682 + Penalty 3490.330635 = -5583541.768047 nChanged 2349 SP:Iteration 3F (1082.115434 sec): 3 clusters Score: Raw -5588248.401933 + Penalty 3490.330635 = -5584758.071297 nChanged 2584 SP:Iteration 4F (1082.195064 sec): 3 clusters Score: Raw -5589895.801022 + Penalty 3490.330635 = -5586405.470387 nChanged 2834 SP:Iteration 5F (1082.276489 sec): 3 clusters Score: Raw -5591977.632352 + Penalty 3490.330635 = -5588487.301717 nChanged 2842 SP:Iteration 6F (1082.356882 sec): 3 clusters Score: Raw -5594295.863991 + Penalty 3490.330635 = -5590805.533356 nChanged 2535 SP:Iteration 7F (1082.437894 sec): 3 clusters Score: Raw -5596328.335580 + Penalty 3490.330635 = -5592838.004945 nChanged 2082 SP:Iteration 8Q (1082.538798 sec): 3 clusters Score: Raw -5597850.111737 + Penalty 3490.330635 = -5594359.781102 nChanged 1613 SP:Iteration 9Q (1082.618445 sec): 3 clusters Score: Raw -5598907.857921 + Penalty 3490.330635 = -5595417.527286 nChanged 1265 SP:Iteration 10Q (1082.704891 sec): 3 clusters Score: Raw -5599660.905476 + Penalty 3490.330635 = -5596170.574841 nChanged 1064 SP:Iteration 11Q (1082.810661 sec): 3 clusters Score: Raw -5600275.676728 + Penalty 3490.330635 = -5596785.346093 nChanged 875 SP:Iteration 12Q (1082.890550 sec): 3 clusters Score: Raw -5600790.188924 + Penalty 3490.330635 = -5597299.858288 nChanged 756 SP:Iteration 13Q (1082.988486 sec): 3 clusters Score: Raw -5601242.823485 + Penalty 3490.330635 = -5597752.492850 nChanged 653 SP:Iteration 14Q (1083.074886 sec): 3 clusters Score: Raw -5601677.376498 + Penalty 3490.330635 = -5598187.045863 nChanged 525 SP:Iteration 15Q (1083.144083 sec): 3 clusters Score: Raw -5602047.360466 + Penalty 3490.330635 = -5598557.029831 nChanged 386 SP:Iteration 16Q (1083.212669 sec): 3 clusters Score: Raw -5602313.244350 + Penalty 3490.330635 = -5598822.913715 nChanged 260 SP:Iteration 17Q (1083.300135 sec): 3 clusters Score: Raw -5602479.822488 + Penalty 3490.330635 = -5598989.491853 nChanged 198 SP:Iteration 18Q (1083.390719 sec): 3 clusters Score: Raw -5602589.603440 + Penalty 3490.330635 = -5599099.272805 nChanged 149 SP:Iteration 19Q (1083.456510 sec): 3 clusters Score: Raw -5602678.205204 + Penalty 3490.330635 = -5599187.874569 nChanged 110 SP:Iteration 20F (1083.542539 sec): 3 clusters Score: Raw -5602738.743017 + Penalty 3490.330635 = -5599248.412382 nChanged 74 SP:Iteration 21Q (1083.641778 sec): 3 clusters Score: Raw -5602775.552471 + Penalty 3490.330635 = -5599285.221836 nChanged 66 SP:Iteration 22Q (1083.735878 sec): 3 clusters Score: Raw -5602808.220181 + Penalty 3490.330635 = -5599317.889546 nChanged 51 SP:Iteration 23Q (1083.833312 sec): 3 clusters Score: Raw -5602831.961157 + Penalty 3490.330635 = -5599341.630521 nChanged 32 SP:Iteration 24Q (1083.928859 sec): 3 clusters Score: Raw -5602845.556039 + Penalty 3490.330635 = -5599355.225404 nChanged 24 SP:Iteration 25Q (1083.997966 sec): 3 clusters Score: Raw -5602855.029336 + Penalty 3490.330635 = -5599364.698701 nChanged 20 SP:Iteration 26Q (1084.063697 sec): 3 clusters Score: Raw -5602861.200252 + Penalty 3490.330635 = -5599370.869617 nChanged 17 SP:Iteration 27Q (1084.135869 sec): 3 clusters Score: Raw -5602867.195572 + Penalty 3490.330635 = -5599376.864937 nChanged 20 SP:Iteration 28Q (1084.217851 sec): 3 clusters Score: Raw -5602875.647257 + Penalty 3490.330635 = -5599385.316622 nChanged 18 SP:Iteration 29Q (1084.308771 sec): 3 clusters Score: Raw -5602883.513399 + Penalty 3490.330635 = -5599393.182764 nChanged 20 SP:Iteration 30Q (1084.379026 sec): 3 clusters Score: Raw -5602890.881678 + Penalty 3490.330635 = -5599400.551043 nChanged 6 SP:Iteration 31Q (1084.455607 sec): 3 clusters Score: Raw -5602893.937658 + Penalty 3490.330635 = -5599403.607023 nChanged 8 SP:Iteration 32Q (1084.548464 sec): 3 clusters Score: Raw -5602896.867372 + Penalty 3490.330635 = -5599406.536737 nChanged 12 SP:Iteration 33Q (1084.616647 sec): 3 clusters Score: Raw -5602901.390031 + Penalty 3490.330635 = -5599411.059395 nChanged 10 SP:Iteration 34Q (1084.702468 sec): 3 clusters Score: Raw -5602904.126876 + Penalty 3490.330635 = -5599413.796241 nChanged 4 SP:Iteration 35Q (1084.767591 sec): 3 clusters Score: Raw -5602905.994912 + Penalty 3490.330635 = -5599415.664276 nChanged 8 SP:Iteration 36Q (1084.839106 sec): 3 clusters Score: Raw -5602909.273943 + Penalty 3490.330635 = -5599418.943308 nChanged 6 SP:Iteration 37Q (1084.908932 sec): 3 clusters Score: Raw -5602911.548512 + Penalty 3490.330635 = -5599421.217876 nChanged 7 SP:Iteration 38Q (1084.974589 sec): 3 clusters Score: Raw -5602914.314185 + Penalty 3490.330635 = -5599423.983550 nChanged 5 SP:Iteration 39Q (1085.042148 sec): 3 clusters Score: Raw -5602916.939564 + Penalty 3490.330635 = -5599426.608929 nChanged 2 SP:Iteration 40F (1085.135401 sec): 3 clusters Score: Raw -5602918.146701 + Penalty 3490.330635 = -5599427.816066 nChanged 7 SP:Iteration 41Q (1085.200657 sec): 3 clusters Score: Raw -5602922.069703 + Penalty 3490.330635 = -5599431.739068 nChanged 6 SP:Iteration 42Q (1085.266839 sec): 3 clusters Score: Raw -5602926.071094 + Penalty 3490.330635 = -5599435.740459 nChanged 8 SP:Iteration 43Q (1085.332118 sec): 3 clusters Score: Raw -5602931.651828 + Penalty 3490.330635 = -5599441.321193 nChanged 11 SP:Iteration 44Q (1085.400785 sec): 3 clusters Score: Raw -5602938.561944 + Penalty 3490.330635 = -5599448.231309 nChanged 15 SP:Iteration 45Q (1085.466784 sec): 3 clusters Score: Raw -5602945.663071 + Penalty 3490.330635 = -5599455.332436 nChanged 4 SP:Iteration 46Q (1085.554522 sec): 3 clusters Score: Raw -5602947.855304 + Penalty 3490.330635 = -5599457.524669 nChanged 4 SP:Iteration 47Q (1085.640927 sec): 3 clusters Score: Raw -5602949.875495 + Penalty 3490.330635 = -5599459.544859 nChanged 4 SP:Iteration 48Q (1085.734012 sec): 3 clusters Score: Raw -5602951.107334 + Penalty 3490.330635 = -5599460.776699 nChanged 2 SP:Iteration 49Q (1085.799899 sec): 3 clusters Score: Raw -5602951.671766 + Penalty 3490.330635 = -5599461.341131 nChanged 3 SP:Iteration 50Q (1085.889235 sec): 3 clusters Score: Raw -5602952.982170 + Penalty 3490.330635 = -5599462.651535 nChanged 3 SP:Iteration 51Q (1085.959669 sec): 3 clusters Score: Raw -5602954.229258 + Penalty 3490.330635 = -5599463.898623 nChanged 5 SP:Iteration 52Q (1086.034944 sec): 3 clusters Score: Raw -5602957.302272 + Penalty 3490.330635 = -5599466.971637 nChanged 6 SP:Iteration 53Q (1086.128767 sec): 3 clusters Score: Raw -5602960.085515 + Penalty 3490.330635 = -5599469.754880 nChanged 4 SP:Iteration 54Q (1086.201480 sec): 3 clusters Score: Raw -5602962.327074 + Penalty 3490.330635 = -5599471.996439 nChanged 4 SP:Iteration 55Q (1086.280780 sec): 3 clusters Score: Raw -5602964.743798 + Penalty 3490.330635 = -5599474.413163 nChanged 5 SP:Iteration 56Q (1086.351888 sec): 3 clusters Score: Raw -5602967.414617 + Penalty 3490.330635 = -5599477.083982 nChanged 3 SP:Iteration 57Q (1086.426660 sec): 3 clusters Score: Raw -5602968.941528 + Penalty 3490.330635 = -5599478.610893 nChanged 1 SP:Iteration 58Q (1086.505720 sec): 3 clusters Score: Raw -5602969.630789 + Penalty 3490.330635 = -5599479.300154 nChanged 3 SP:Iteration 59Q (1086.592066 sec): 3 clusters Score: Raw -5602970.841061 + Penalty 3490.330635 = -5599480.510426 nChanged 1 SP:Iteration 60F (1086.681138 sec): 3 clusters Score: Raw -5602971.367347 + Penalty 3490.330635 = -5599481.036712 nChanged 1 SP:Iteration 61Q (1086.749039 sec): 3 clusters Score: Raw -5602972.757305 + Penalty 3490.330635 = -5599482.426670 nChanged 2 SP:Iteration 62Q (1086.824427 sec): 3 clusters Score: Raw -5602973.350791 + Penalty 3490.330635 = -5599483.020156 nChanged 2 SP:Iteration 63Q (1086.893387 sec): 3 clusters Score: Raw -5602974.070984 + Penalty 3490.330635 = -5599483.740349 nChanged 1 SP:Iteration 64Q (1086.958411 sec): 3 clusters Score: Raw -5602974.447460 + Penalty 3490.330635 = -5599484.116825 nChanged 1 SP:Iteration 65Q (1087.023181 sec): 3 clusters Score: Raw -5602975.399726 + Penalty 3490.330635 = -5599485.069091 nChanged 2 SP:Iteration 66Q (1087.099304 sec): 3 clusters Score: Raw -5602976.616001 + Penalty 3490.330635 = -5599486.285366 nChanged 4 SP:Iteration 67Q (1087.171974 sec): 3 clusters Score: Raw -5602978.447383 + Penalty 3490.330635 = -5599488.116748 nChanged 1 SP:Iteration 68Q (1087.241811 sec): 3 clusters Score: Raw -5602978.910073 + Penalty 3490.330635 = -5599488.579438 nChanged 1 SP:Iteration 69Q (1087.307566 sec): 3 clusters Score: Raw -5602979.358703 + Penalty 3490.330635 = -5599489.028068 nChanged 1 SP:Iteration 70Q (1087.374272 sec): 3 clusters Score: Raw -5602979.484227 + Penalty 3490.330635 = -5599489.153592 nChanged 0 SP:Iteration 71F (1087.456872 sec): 3 clusters Score: Raw -5602979.484227 + Penalty 3490.330635 = -5599489.153592 nChanged 0 Trying to split cluster 8 (7627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1087.469921 sec): 2 clusters Score: Raw -940952.040104 + Penalty 1452.660603 = -939499.379501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1087.497120 sec): 3 clusters Score: Raw -936768.289612 + Penalty 2905.321205 = -933862.968407 nChanged 3177 SP:Iteration 1F (1087.521384 sec): 3 clusters Score: Raw -938500.751420 + Penalty 2905.321205 = -935595.430214 nChanged 518 SP:Iteration 2F (1087.549351 sec): 3 clusters Score: Raw -938836.119943 + Penalty 2905.321205 = -935930.798738 nChanged 500 SP:Iteration 3F (1087.573463 sec): 3 clusters Score: Raw -939161.906640 + Penalty 2905.321205 = -936256.585435 nChanged 457 SP:Iteration 4F (1087.597548 sec): 3 clusters Score: Raw -939440.475452 + Penalty 2905.321205 = -936535.154247 nChanged 423 SP:Iteration 5F (1087.624826 sec): 3 clusters Score: Raw -939703.699250 + Penalty 2905.321205 = -936798.378045 nChanged 384 SP:Iteration 6F (1087.651975 sec): 3 clusters Score: Raw -939979.993316 + Penalty 2905.321205 = -937074.672111 nChanged 385 SP:Iteration 7F (1087.704023 sec): 3 clusters Score: Raw -940244.696278 + Penalty 2905.321205 = -937339.375072 nChanged 314 SP:Iteration 8Q (1087.734600 sec): 3 clusters Score: Raw -940452.473276 + Penalty 2905.321205 = -937547.152071 nChanged 279 SP:Iteration 9Q (1087.758559 sec): 3 clusters Score: Raw -940633.878242 + Penalty 2905.321205 = -937728.557037 nChanged 243 SP:Iteration 10Q (1087.810929 sec): 3 clusters Score: Raw -940804.030146 + Penalty 2905.321205 = -937898.708941 nChanged 232 SP:Iteration 11Q (1087.834375 sec): 3 clusters Score: Raw -940935.167833 + Penalty 2905.321205 = -938029.846627 nChanged 169 SP:Iteration 12Q (1087.876134 sec): 3 clusters Score: Raw -941015.144193 + Penalty 2905.321205 = -938109.822988 nChanged 113 SP:Iteration 13Q (1087.917082 sec): 3 clusters Score: Raw -941076.916418 + Penalty 2905.321205 = -938171.595212 nChanged 118 SP:Iteration 14Q (1087.963107 sec): 3 clusters Score: Raw -941123.536459 + Penalty 2905.321205 = -938218.215253 nChanged 77 SP:Iteration 15Q (1087.998278 sec): 3 clusters Score: Raw -941150.221884 + Penalty 2905.321205 = -938244.900679 nChanged 76 SP:Iteration 16Q (1088.035087 sec): 3 clusters Score: Raw -941176.701065 + Penalty 2905.321205 = -938271.379860 nChanged 61 SP:Iteration 17Q (1088.062172 sec): 3 clusters Score: Raw -941200.650755 + Penalty 2905.321205 = -938295.329549 nChanged 57 SP:Iteration 18Q (1088.089503 sec): 3 clusters Score: Raw -941216.745598 + Penalty 2905.321205 = -938311.424393 nChanged 43 SP:Iteration 19Q (1088.116665 sec): 3 clusters Score: Raw -941228.322934 + Penalty 2905.321205 = -938323.001729 nChanged 39 SP:Iteration 20F (1088.140811 sec): 3 clusters Score: Raw -941237.071639 + Penalty 2905.321205 = -938331.750434 nChanged 42 SP:Iteration 21Q (1088.169997 sec): 3 clusters Score: Raw -941250.063123 + Penalty 2905.321205 = -938344.741918 nChanged 48 SP:Iteration 22Q (1088.209259 sec): 3 clusters Score: Raw -941265.047288 + Penalty 2905.321205 = -938359.726083 nChanged 50 SP:Iteration 23Q (1088.245228 sec): 3 clusters Score: Raw -941284.178109 + Penalty 2905.321205 = -938378.856904 nChanged 52 SP:Iteration 24Q (1088.302093 sec): 3 clusters Score: Raw -941304.983774 + Penalty 2905.321205 = -938399.662568 nChanged 56 SP:Iteration 25Q (1088.327358 sec): 3 clusters Score: Raw -941324.036709 + Penalty 2905.321205 = -938418.715504 nChanged 38 SP:Iteration 26Q (1088.350067 sec): 3 clusters Score: Raw -941337.963987 + Penalty 2905.321205 = -938432.642782 nChanged 36 SP:Iteration 27Q (1088.397134 sec): 3 clusters Score: Raw -941349.712970 + Penalty 2905.321205 = -938444.391764 nChanged 38 SP:Iteration 28Q (1088.454359 sec): 3 clusters Score: Raw -941362.312654 + Penalty 2905.321205 = -938456.991449 nChanged 37 SP:Iteration 29Q (1088.511743 sec): 3 clusters Score: Raw -941373.694666 + Penalty 2905.321205 = -938468.373461 nChanged 30 SP:Iteration 30Q (1088.559085 sec): 3 clusters Score: Raw -941382.599290 + Penalty 2905.321205 = -938477.278085 nChanged 30 SP:Iteration 31Q (1088.625732 sec): 3 clusters Score: Raw -941393.200426 + Penalty 2905.321205 = -938487.879220 nChanged 28 SP:Iteration 32Q (1088.636332 sec): 3 clusters Score: Raw -941402.473476 + Penalty 2905.321205 = -938497.152271 nChanged 36 SP:Iteration 33Q (1088.658918 sec): 3 clusters Score: Raw -941413.447612 + Penalty 2905.321205 = -938508.126406 nChanged 22 SP:Iteration 34Q (1088.681537 sec): 3 clusters Score: Raw -941418.791674 + Penalty 2905.321205 = -938513.470469 nChanged 28 SP:Iteration 35Q (1088.704057 sec): 3 clusters Score: Raw -941425.493951 + Penalty 2905.321205 = -938520.172746 nChanged 24 SP:Iteration 36Q (1088.726419 sec): 3 clusters Score: Raw -941432.140143 + Penalty 2905.321205 = -938526.818938 nChanged 24 SP:Iteration 37Q (1088.748835 sec): 3 clusters Score: Raw -941437.957146 + Penalty 2905.321205 = -938532.635941 nChanged 15 SP:Iteration 38Q (1088.771434 sec): 3 clusters Score: Raw -941440.843022 + Penalty 2905.321205 = -938535.521817 nChanged 9 SP:Iteration 39Q (1088.794153 sec): 3 clusters Score: Raw -941442.667441 + Penalty 2905.321205 = -938537.346236 nChanged 7 SP:Iteration 40F (1088.818582 sec): 3 clusters Score: Raw -941443.929606 + Penalty 2905.321205 = -938538.608400 nChanged 6 SP:Iteration 41Q (1088.841098 sec): 3 clusters Score: Raw -941445.843421 + Penalty 2905.321205 = -938540.522215 nChanged 5 SP:Iteration 42Q (1088.863763 sec): 3 clusters Score: Raw -941446.727843 + Penalty 2905.321205 = -938541.406638 nChanged 8 SP:Iteration 43Q (1088.886314 sec): 3 clusters Score: Raw -941448.081574 + Penalty 2905.321205 = -938542.760369 nChanged 9 SP:Iteration 44Q (1088.913808 sec): 3 clusters Score: Raw -941450.156205 + Penalty 2905.321205 = -938544.835000 nChanged 11 SP:Iteration 45Q (1088.936382 sec): 3 clusters Score: Raw -941451.732834 + Penalty 2905.321205 = -938546.411629 nChanged 5 SP:Iteration 46Q (1088.958862 sec): 3 clusters Score: Raw -941452.419112 + Penalty 2905.321205 = -938547.097907 nChanged 4 SP:Iteration 47Q (1088.981288 sec): 3 clusters Score: Raw -941453.172519 + Penalty 2905.321205 = -938547.851314 nChanged 4 SP:Iteration 48Q (1089.003957 sec): 3 clusters Score: Raw -941453.940777 + Penalty 2905.321205 = -938548.619572 nChanged 2 SP:Iteration 49Q (1089.026503 sec): 3 clusters Score: Raw -941454.397289 + Penalty 2905.321205 = -938549.076084 nChanged 5 SP:Iteration 50Q (1089.049005 sec): 3 clusters Score: Raw -941455.283282 + Penalty 2905.321205 = -938549.962076 nChanged 6 SP:Iteration 51Q (1089.071410 sec): 3 clusters Score: Raw -941456.413695 + Penalty 2905.321205 = -938551.092490 nChanged 3 SP:Iteration 52Q (1089.093930 sec): 3 clusters Score: Raw -941456.830580 + Penalty 2905.321205 = -938551.509375 nChanged 1 SP:Iteration 53Q (1089.116308 sec): 3 clusters Score: Raw -941457.094637 + Penalty 2905.321205 = -938551.773432 nChanged 1 SP:Iteration 54Q (1089.138716 sec): 3 clusters Score: Raw -941457.240401 + Penalty 2905.321205 = -938551.919196 nChanged 1 SP:Iteration 55Q (1089.161357 sec): 3 clusters Score: Raw -941457.298178 + Penalty 2905.321205 = -938551.976973 nChanged 0 SP:Iteration 56F (1089.190030 sec): 3 clusters Score: Raw -941457.298178 + Penalty 2905.321205 = -938551.976973 nChanged 0 Trying to split cluster 9 (13402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1089.219866 sec): 2 clusters Score: Raw -1619517.373373 + Penalty 1544.263375 = -1617973.109998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1089.257455 sec): 3 clusters Score: Raw -1611692.950194 + Penalty 3088.526749 = -1608604.423444 nChanged 5890 SP:Iteration 1F (1089.291891 sec): 3 clusters Score: Raw -1614961.508061 + Penalty 3088.526749 = -1611872.981311 nChanged 822 SP:Iteration 2F (1089.324779 sec): 3 clusters Score: Raw -1615380.837878 + Penalty 3088.526749 = -1612292.311129 nChanged 801 SP:Iteration 3F (1089.361823 sec): 3 clusters Score: Raw -1615915.441343 + Penalty 3088.526749 = -1612826.914594 nChanged 854 SP:Iteration 4F (1089.402429 sec): 3 clusters Score: Raw -1616576.806683 + Penalty 3088.526749 = -1613488.279934 nChanged 960 SP:Iteration 5F (1089.456926 sec): 3 clusters Score: Raw -1617407.746637 + Penalty 3088.526749 = -1614319.219888 nChanged 999 SP:Iteration 6F (1089.500697 sec): 3 clusters Score: Raw -1618270.055696 + Penalty 3088.526749 = -1615181.528947 nChanged 857 SP:Iteration 7F (1089.534769 sec): 3 clusters Score: Raw -1618888.477211 + Penalty 3088.526749 = -1615799.950462 nChanged 618 SP:Iteration 8Q (1089.568796 sec): 3 clusters Score: Raw -1619238.990776 + Penalty 3088.526749 = -1616150.464026 nChanged 456 SP:Iteration 9Q (1089.602691 sec): 3 clusters Score: Raw -1619457.648322 + Penalty 3088.526749 = -1616369.121573 nChanged 327 SP:Iteration 10Q (1089.642822 sec): 3 clusters Score: Raw -1619592.304351 + Penalty 3088.526749 = -1616503.777602 nChanged 265 SP:Iteration 11Q (1089.676335 sec): 3 clusters Score: Raw -1619682.711670 + Penalty 3088.526749 = -1616594.184920 nChanged 211 SP:Iteration 12Q (1089.712209 sec): 3 clusters Score: Raw -1619750.678449 + Penalty 3088.526749 = -1616662.151699 nChanged 169 SP:Iteration 13Q (1089.745537 sec): 3 clusters Score: Raw -1619800.029074 + Penalty 3088.526749 = -1616711.502325 nChanged 141 SP:Iteration 14Q (1089.778860 sec): 3 clusters Score: Raw -1619837.676088 + Penalty 3088.526749 = -1616749.149339 nChanged 123 SP:Iteration 15Q (1089.847354 sec): 3 clusters Score: Raw -1619869.549290 + Penalty 3088.526749 = -1616781.022541 nChanged 96 SP:Iteration 16Q (1089.883409 sec): 3 clusters Score: Raw -1619891.734132 + Penalty 3088.526749 = -1616803.207383 nChanged 77 SP:Iteration 17Q (1089.916600 sec): 3 clusters Score: Raw -1619908.798998 + Penalty 3088.526749 = -1616820.272249 nChanged 71 SP:Iteration 18Q (1089.955089 sec): 3 clusters Score: Raw -1619922.197816 + Penalty 3088.526749 = -1616833.671067 nChanged 71 SP:Iteration 19Q (1089.994968 sec): 3 clusters Score: Raw -1619937.727340 + Penalty 3088.526749 = -1616849.200591 nChanged 74 SP:Iteration 20F (1090.031371 sec): 3 clusters Score: Raw -1619955.207707 + Penalty 3088.526749 = -1616866.680957 nChanged 72 SP:Iteration 21Q (1090.065159 sec): 3 clusters Score: Raw -1619972.096163 + Penalty 3088.526749 = -1616883.569414 nChanged 80 SP:Iteration 22Q (1090.107765 sec): 3 clusters Score: Raw -1619993.379216 + Penalty 3088.526749 = -1616904.852466 nChanged 93 SP:Iteration 23Q (1090.142607 sec): 3 clusters Score: Raw -1620022.374801 + Penalty 3088.526749 = -1616933.848052 nChanged 107 SP:Iteration 24Q (1090.175515 sec): 3 clusters Score: Raw -1620063.911055 + Penalty 3088.526749 = -1616975.384306 nChanged 126 SP:Iteration 25Q (1090.208635 sec): 3 clusters Score: Raw -1620115.071944 + Penalty 3088.526749 = -1617026.545194 nChanged 123 SP:Iteration 26Q (1090.253015 sec): 3 clusters Score: Raw -1620162.989223 + Penalty 3088.526749 = -1617074.462474 nChanged 119 SP:Iteration 27Q (1090.308245 sec): 3 clusters Score: Raw -1620209.651148 + Penalty 3088.526749 = -1617121.124398 nChanged 118 SP:Iteration 28Q (1090.345948 sec): 3 clusters Score: Raw -1620259.206237 + Penalty 3088.526749 = -1617170.679487 nChanged 112 SP:Iteration 29Q (1090.378938 sec): 3 clusters Score: Raw -1620307.005873 + Penalty 3088.526749 = -1617218.479123 nChanged 105 SP:Iteration 30Q (1090.411840 sec): 3 clusters Score: Raw -1620347.246160 + Penalty 3088.526749 = -1617258.719411 nChanged 95 SP:Iteration 31Q (1090.444861 sec): 3 clusters Score: Raw -1620378.450026 + Penalty 3088.526749 = -1617289.923277 nChanged 82 SP:Iteration 32Q (1090.477316 sec): 3 clusters Score: Raw -1620406.759931 + Penalty 3088.526749 = -1617318.233182 nChanged 72 SP:Iteration 33Q (1090.509626 sec): 3 clusters Score: Raw -1620430.145553 + Penalty 3088.526749 = -1617341.618803 nChanged 53 SP:Iteration 34Q (1090.541782 sec): 3 clusters Score: Raw -1620446.943371 + Penalty 3088.526749 = -1617358.416621 nChanged 48 SP:Iteration 35Q (1090.573879 sec): 3 clusters Score: Raw -1620463.271209 + Penalty 3088.526749 = -1617374.744460 nChanged 48 SP:Iteration 36Q (1090.605785 sec): 3 clusters Score: Raw -1620481.214436 + Penalty 3088.526749 = -1617392.687687 nChanged 46 SP:Iteration 37Q (1090.637811 sec): 3 clusters Score: Raw -1620499.993942 + Penalty 3088.526749 = -1617411.467193 nChanged 49 SP:Iteration 38Q (1090.673755 sec): 3 clusters Score: Raw -1620521.714521 + Penalty 3088.526749 = -1617433.187772 nChanged 52 SP:Iteration 39Q (1090.705289 sec): 3 clusters Score: Raw -1620543.419589 + Penalty 3088.526749 = -1617454.892840 nChanged 50 SP:Iteration 40F (1090.739818 sec): 3 clusters Score: Raw -1620570.634057 + Penalty 3088.526749 = -1617482.107308 nChanged 55 SP:Iteration 41Q (1090.771415 sec): 3 clusters Score: Raw -1620610.881329 + Penalty 3088.526749 = -1617522.354580 nChanged 62 SP:Iteration 42Q (1090.806784 sec): 3 clusters Score: Raw -1620652.781001 + Penalty 3088.526749 = -1617564.254251 nChanged 51 SP:Iteration 43Q (1090.840024 sec): 3 clusters Score: Raw -1620680.961978 + Penalty 3088.526749 = -1617592.435229 nChanged 47 SP:Iteration 44Q (1090.873380 sec): 3 clusters Score: Raw -1620694.957319 + Penalty 3088.526749 = -1617606.430570 nChanged 30 SP:Iteration 45Q (1090.904263 sec): 3 clusters Score: Raw -1620701.477096 + Penalty 3088.526749 = -1617612.950346 nChanged 20 SP:Iteration 46Q (1090.957121 sec): 3 clusters Score: Raw -1620707.261122 + Penalty 3088.526749 = -1617618.734373 nChanged 21 SP:Iteration 47Q (1091.018885 sec): 3 clusters Score: Raw -1620713.730631 + Penalty 3088.526749 = -1617625.203882 nChanged 19 SP:Iteration 48Q (1091.088033 sec): 3 clusters Score: Raw -1620716.796676 + Penalty 3088.526749 = -1617628.269927 nChanged 12 SP:Iteration 49Q (1091.154245 sec): 3 clusters Score: Raw -1620718.604309 + Penalty 3088.526749 = -1617630.077560 nChanged 6 SP:Iteration 50Q (1091.208034 sec): 3 clusters Score: Raw -1620719.927317 + Penalty 3088.526749 = -1617631.400568 nChanged 6 SP:Iteration 51Q (1091.243977 sec): 3 clusters Score: Raw -1620721.485378 + Penalty 3088.526749 = -1617632.958629 nChanged 4 SP:Iteration 52Q (1091.276209 sec): 3 clusters Score: Raw -1620722.348420 + Penalty 3088.526749 = -1617633.821671 nChanged 6 SP:Iteration 53Q (1091.344511 sec): 3 clusters Score: Raw -1620723.462356 + Penalty 3088.526749 = -1617634.935607 nChanged 7 SP:Iteration 54Q (1091.417703 sec): 3 clusters Score: Raw -1620724.878956 + Penalty 3088.526749 = -1617636.352206 nChanged 9 SP:Iteration 55Q (1091.455496 sec): 3 clusters Score: Raw -1620726.403709 + Penalty 3088.526749 = -1617637.876959 nChanged 11 SP:Iteration 56Q (1091.502764 sec): 3 clusters Score: Raw -1620728.980143 + Penalty 3088.526749 = -1617640.453394 nChanged 9 SP:Iteration 57Q (1091.558673 sec): 3 clusters Score: Raw -1620730.991567 + Penalty 3088.526749 = -1617642.464817 nChanged 9 SP:Iteration 58Q (1091.616048 sec): 3 clusters Score: Raw -1620732.974764 + Penalty 3088.526749 = -1617644.448015 nChanged 6 SP:Iteration 59Q (1091.674553 sec): 3 clusters Score: Raw -1620734.253857 + Penalty 3088.526749 = -1617645.727107 nChanged 6 SP:Iteration 60F (1091.738026 sec): 3 clusters Score: Raw -1620735.994068 + Penalty 3088.526749 = -1617647.467319 nChanged 7 SP:Iteration 61Q (1091.805288 sec): 3 clusters Score: Raw -1620737.208311 + Penalty 3088.526749 = -1617648.681562 nChanged 3 SP:Iteration 62Q (1091.862377 sec): 3 clusters Score: Raw -1620737.638231 + Penalty 3088.526749 = -1617649.111482 nChanged 4 SP:Iteration 63Q (1091.929612 sec): 3 clusters Score: Raw -1620738.471700 + Penalty 3088.526749 = -1617649.944950 nChanged 3 SP:Iteration 64Q (1091.985432 sec): 3 clusters Score: Raw -1620738.737194 + Penalty 3088.526749 = -1617650.210445 nChanged 1 SP:Iteration 65Q (1092.064537 sec): 3 clusters Score: Raw -1620738.839079 + Penalty 3088.526749 = -1617650.312330 nChanged 0 SP:Iteration 66F (1092.121323 sec): 3 clusters Score: Raw -1620738.839079 + Penalty 3088.526749 = -1617650.312330 nChanged 0 Trying to split cluster 10 (6131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1092.139532 sec): 2 clusters Score: Raw -805607.557094 + Penalty 1417.180887 = -804190.376207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1092.182345 sec): 3 clusters Score: Raw -802339.654009 + Penalty 2834.361773 = -799505.292236 nChanged 2553 SP:Iteration 1F (1092.231522 sec): 3 clusters Score: Raw -803832.455931 + Penalty 2834.361773 = -800998.094158 nChanged 442 SP:Iteration 2F (1092.273179 sec): 3 clusters Score: Raw -804110.581944 + Penalty 2834.361773 = -801276.220171 nChanged 358 SP:Iteration 3F (1092.318478 sec): 3 clusters Score: Raw -804360.901732 + Penalty 2834.361773 = -801526.539959 nChanged 364 SP:Iteration 4F (1092.369513 sec): 3 clusters Score: Raw -804672.005283 + Penalty 2834.361773 = -801837.643510 nChanged 350 SP:Iteration 5F (1092.416980 sec): 3 clusters Score: Raw -804973.849305 + Penalty 2834.361773 = -802139.487531 nChanged 318 SP:Iteration 6F (1092.469762 sec): 3 clusters Score: Raw -805207.167227 + Penalty 2834.361773 = -802372.805454 nChanged 283 SP:Iteration 7Q (1092.530416 sec): 3 clusters Score: Raw -805389.856909 + Penalty 2834.361773 = -802555.495136 nChanged 251 SP:Iteration 8Q (1092.578209 sec): 3 clusters Score: Raw -805560.267167 + Penalty 2834.361773 = -802725.905394 nChanged 205 SP:Iteration 9Q (1092.643116 sec): 3 clusters Score: Raw -805668.949140 + Penalty 2834.361773 = -802834.587367 nChanged 170 SP:Iteration 10Q (1092.699692 sec): 3 clusters Score: Raw -805752.036571 + Penalty 2834.361773 = -802917.674798 nChanged 145 SP:Iteration 11Q (1092.751398 sec): 3 clusters Score: Raw -805830.510852 + Penalty 2834.361773 = -802996.149079 nChanged 136 SP:Iteration 12Q (1092.785123 sec): 3 clusters Score: Raw -805904.754879 + Penalty 2834.361773 = -803070.393106 nChanged 137 SP:Iteration 13Q (1092.832369 sec): 3 clusters Score: Raw -805974.901549 + Penalty 2834.361773 = -803140.539776 nChanged 128 SP:Iteration 14Q (1092.886328 sec): 3 clusters Score: Raw -806041.331292 + Penalty 2834.361773 = -803206.969519 nChanged 118 SP:Iteration 15Q (1092.947022 sec): 3 clusters Score: Raw -806110.853636 + Penalty 2834.361773 = -803276.491863 nChanged 123 SP:Iteration 16Q (1092.986656 sec): 3 clusters Score: Raw -806182.849814 + Penalty 2834.361773 = -803348.488041 nChanged 118 SP:Iteration 17Q (1093.031558 sec): 3 clusters Score: Raw -806247.588779 + Penalty 2834.361773 = -803413.227006 nChanged 93 SP:Iteration 18Q (1093.085148 sec): 3 clusters Score: Raw -806293.696349 + Penalty 2834.361773 = -803459.334576 nChanged 83 SP:Iteration 19Q (1093.135265 sec): 3 clusters Score: Raw -806334.937031 + Penalty 2834.361773 = -803500.575258 nChanged 70 SP:Iteration 20F (1093.159084 sec): 3 clusters Score: Raw -806364.825726 + Penalty 2834.361773 = -803530.463953 nChanged 58 SP:Iteration 21Q (1093.203780 sec): 3 clusters Score: Raw -806386.712577 + Penalty 2834.361773 = -803552.350804 nChanged 43 SP:Iteration 22Q (1093.240525 sec): 3 clusters Score: Raw -806401.596011 + Penalty 2834.361773 = -803567.234238 nChanged 30 SP:Iteration 23Q (1093.266788 sec): 3 clusters Score: Raw -806410.061694 + Penalty 2834.361773 = -803575.699921 nChanged 20 SP:Iteration 24Q (1093.288119 sec): 3 clusters Score: Raw -806415.491356 + Penalty 2834.361773 = -803581.129583 nChanged 14 SP:Iteration 25Q (1093.309072 sec): 3 clusters Score: Raw -806418.041688 + Penalty 2834.361773 = -803583.679915 nChanged 8 SP:Iteration 26Q (1093.330012 sec): 3 clusters Score: Raw -806419.600530 + Penalty 2834.361773 = -803585.238757 nChanged 9 SP:Iteration 27Q (1093.351127 sec): 3 clusters Score: Raw -806420.764726 + Penalty 2834.361773 = -803586.402953 nChanged 6 SP:Iteration 28Q (1093.392054 sec): 3 clusters Score: Raw -806421.959545 + Penalty 2834.361773 = -803587.597772 nChanged 5 SP:Iteration 29Q (1093.443401 sec): 3 clusters Score: Raw -806423.804229 + Penalty 2834.361773 = -803589.442456 nChanged 1 SP:Iteration 30Q (1093.470843 sec): 3 clusters Score: Raw -806424.146080 + Penalty 2834.361773 = -803589.784307 nChanged 1 SP:Iteration 31Q (1093.494340 sec): 3 clusters Score: Raw -806424.271568 + Penalty 2834.361773 = -803589.909795 nChanged 1 SP:Iteration 32Q (1093.546262 sec): 3 clusters Score: Raw -806424.370273 + Penalty 2834.361773 = -803590.008500 nChanged 0 SP:Iteration 33F (1093.599383 sec): 3 clusters Score: Raw -806424.370273 + Penalty 2834.361773 = -803590.008500 nChanged 0 Trying to split cluster 11 (15726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.629315 sec): 2 clusters Score: Raw -1987715.260716 + Penalty 1570.248984 = -1986145.011732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.690732 sec): 3 clusters Score: Raw -1978332.592871 + Penalty 3140.497969 = -1975192.094903 nChanged 7084 SP:Iteration 1F (1093.733580 sec): 3 clusters Score: Raw -1982148.368911 + Penalty 3140.497969 = -1979007.870943 nChanged 809 SP:Iteration 2F (1093.769576 sec): 3 clusters Score: Raw -1982431.838537 + Penalty 3140.497969 = -1979291.340569 nChanged 723 SP:Iteration 3Q (1093.806335 sec): 3 clusters Score: Raw -1982663.216950 + Penalty 3140.497969 = -1979522.718982 nChanged 635 SP:Iteration 4Q (1093.844118 sec): 3 clusters Score: Raw -1982868.530339 + Penalty 3140.497969 = -1979728.032371 nChanged 555 SP:Iteration 5Q (1093.887156 sec): 3 clusters Score: Raw -1983032.411638 + Penalty 3140.497969 = -1979891.913670 nChanged 506 SP:Iteration 6Q (1093.925023 sec): 3 clusters Score: Raw -1983181.790740 + Penalty 3140.497969 = -1980041.292772 nChanged 495 SP:Iteration 7Q (1093.962506 sec): 3 clusters Score: Raw -1983342.712995 + Penalty 3140.497969 = -1980202.215026 nChanged 522 SP:Iteration 8Q (1094.001026 sec): 3 clusters Score: Raw -1983545.144034 + Penalty 3140.497969 = -1980404.646065 nChanged 589 SP:Iteration 9Q (1094.039623 sec): 3 clusters Score: Raw -1983809.579140 + Penalty 3140.497969 = -1980669.081171 nChanged 703 SP:Iteration 10Q (1094.076600 sec): 3 clusters Score: Raw -1984214.141587 + Penalty 3140.497969 = -1981073.643619 nChanged 793 SP:Iteration 11F (1094.139781 sec): 3 clusters Score: Raw -1984742.558727 + Penalty 3140.497969 = -1981602.060759 nChanged 847 SP:Iteration 12F (1094.180153 sec): 3 clusters Score: Raw -1985372.235733 + Penalty 3140.497969 = -1982231.737764 nChanged 804 SP:Iteration 13F (1094.229788 sec): 3 clusters Score: Raw -1986019.983889 + Penalty 3140.497969 = -1982879.485920 nChanged 684 SP:Iteration 14Q (1094.294211 sec): 3 clusters Score: Raw -1986588.238872 + Penalty 3140.497969 = -1983447.740903 nChanged 548 SP:Iteration 15Q (1094.364245 sec): 3 clusters Score: Raw -1987070.977842 + Penalty 3140.497969 = -1983930.479874 nChanged 385 SP:Iteration 16Q (1094.397473 sec): 3 clusters Score: Raw -1987399.927336 + Penalty 3140.497969 = -1984259.429368 nChanged 219 SP:Iteration 17Q (1094.429808 sec): 3 clusters Score: Raw -1987577.508771 + Penalty 3140.497969 = -1984437.010802 nChanged 143 SP:Iteration 18Q (1094.461089 sec): 3 clusters Score: Raw -1987696.234326 + Penalty 3140.497969 = -1984555.736357 nChanged 85 SP:Iteration 19Q (1094.492053 sec): 3 clusters Score: Raw -1987779.799295 + Penalty 3140.497969 = -1984639.301326 nChanged 55 SP:Iteration 20F (1094.529792 sec): 3 clusters Score: Raw -1987831.071016 + Penalty 3140.497969 = -1984690.573047 nChanged 31 SP:Iteration 21Q (1094.567140 sec): 3 clusters Score: Raw -1987857.878837 + Penalty 3140.497969 = -1984717.380869 nChanged 16 SP:Iteration 22Q (1094.604204 sec): 3 clusters Score: Raw -1987870.010315 + Penalty 3140.497969 = -1984729.512346 nChanged 12 SP:Iteration 23Q (1094.634739 sec): 3 clusters Score: Raw -1987880.210241 + Penalty 3140.497969 = -1984739.712273 nChanged 10 SP:Iteration 24Q (1094.669604 sec): 3 clusters Score: Raw -1987888.336270 + Penalty 3140.497969 = -1984747.838302 nChanged 10 SP:Iteration 25Q (1094.700145 sec): 3 clusters Score: Raw -1987898.159190 + Penalty 3140.497969 = -1984757.661221 nChanged 9 SP:Iteration 26Q (1094.737023 sec): 3 clusters Score: Raw -1987907.961330 + Penalty 3140.497969 = -1984767.463361 nChanged 9 SP:Iteration 27Q (1094.774141 sec): 3 clusters Score: Raw -1987914.757636 + Penalty 3140.497969 = -1984774.259667 nChanged 7 SP:Iteration 28Q (1094.804784 sec): 3 clusters Score: Raw -1987920.358676 + Penalty 3140.497969 = -1984779.860707 nChanged 4 SP:Iteration 29Q (1094.834995 sec): 3 clusters Score: Raw -1987923.235704 + Penalty 3140.497969 = -1984782.737735 nChanged 6 SP:Iteration 30Q (1094.865179 sec): 3 clusters Score: Raw -1987927.975153 + Penalty 3140.497969 = -1984787.477185 nChanged 6 SP:Iteration 31Q (1094.935003 sec): 3 clusters Score: Raw -1987934.377891 + Penalty 3140.497969 = -1984793.879922 nChanged 2 SP:Iteration 32Q (1094.988775 sec): 3 clusters Score: Raw -1987937.354867 + Penalty 3140.497969 = -1984796.856898 nChanged 1 SP:Iteration 33Q (1095.045144 sec): 3 clusters Score: Raw -1987938.002652 + Penalty 3140.497969 = -1984797.504683 nChanged 0 SP:Iteration 34F (1095.111037 sec): 3 clusters Score: Raw -1987938.002652 + Penalty 3140.497969 = -1984797.504683 nChanged 0 Trying to split cluster 12 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1095.121131 sec): 2 clusters Score: Raw -17469.476346 + Penalty 845.651087 = -16623.825259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1095.122840 sec): 3 clusters Score: Raw -17650.656995 + Penalty 1691.302173 = -15959.354821 nChanged 28 SP:Iteration 1F (1095.124385 sec): 3 clusters Score: Raw -17719.636548 + Penalty 1691.302173 = -16028.334374 nChanged 4 SP:Iteration 2Q (1095.125857 sec): 3 clusters Score: Raw -17727.736932 + Penalty 1691.302173 = -16036.434758 nChanged 4 SP:Iteration 3Q (1095.127334 sec): 3 clusters Score: Raw -17736.866433 + Penalty 1691.302173 = -16045.564260 nChanged 4 SP:Iteration 4Q (1095.128792 sec): 3 clusters Score: Raw -17745.334273 + Penalty 1691.302173 = -16054.032100 nChanged 2 SP:Iteration 5Q (1095.130279 sec): 3 clusters Score: Raw -17756.054696 + Penalty 1691.302173 = -16064.752523 nChanged 5 SP:Iteration 6Q (1095.131746 sec): 3 clusters Score: Raw -17768.210112 + Penalty 1691.302173 = -16076.907939 nChanged 3 SP:Iteration 7Q (1095.133200 sec): 3 clusters Score: Raw -17777.488574 + Penalty 1691.302173 = -16086.186401 nChanged 2 SP:Iteration 8Q (1095.134797 sec): 3 clusters Score: Raw -17783.174791 + Penalty 1691.302173 = -16091.872618 nChanged 2 SP:Iteration 9Q (1095.142807 sec): 3 clusters Score: Raw -17790.775926 + Penalty 1691.302173 = -16099.473753 nChanged 1 SP:Iteration 10Q (1095.144255 sec): 3 clusters Score: Raw -17798.284404 + Penalty 1691.302173 = -16106.982231 nChanged 1 SP:Iteration 11Q (1095.145706 sec): 3 clusters Score: Raw -17802.258751 + Penalty 1691.302173 = -16110.956578 nChanged 1 SP:Iteration 12Q (1095.147171 sec): 3 clusters Score: Raw -17806.326657 + Penalty 1691.302173 = -16115.024484 nChanged 0 SP:Iteration 13F (1095.148689 sec): 3 clusters Score: Raw -17806.326657 + Penalty 1691.302173 = -16115.024484 nChanged 0 Trying to split cluster 13 (28132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1095.200395 sec): 2 clusters Score: Raw -3518452.504209 + Penalty 1664.757737 = -3516787.746472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1095.264903 sec): 3 clusters Score: Raw -3501197.128461 + Penalty 3329.515474 = -3497867.612987 nChanged 12897 SP:Iteration 1F (1095.323199 sec): 3 clusters Score: Raw -3508198.772995 + Penalty 3329.515474 = -3504869.257521 nChanged 1357 SP:Iteration 2Q (1095.378887 sec): 3 clusters Score: Raw -3508691.523897 + Penalty 3329.515474 = -3505362.008423 nChanged 1323 SP:Iteration 3Q (1095.433740 sec): 3 clusters Score: Raw -3509269.493968 + Penalty 3329.515474 = -3505939.978494 nChanged 1409 SP:Iteration 4F (1095.486820 sec): 3 clusters Score: Raw -3509980.298286 + Penalty 3329.515474 = -3506650.782812 nChanged 1431 SP:Iteration 5F (1095.540443 sec): 3 clusters Score: Raw -3510830.603288 + Penalty 3329.515474 = -3507501.087814 nChanged 1483 SP:Iteration 6F (1095.594272 sec): 3 clusters Score: Raw -3511815.499548 + Penalty 3329.515474 = -3508485.984074 nChanged 1510 SP:Iteration 7F (1095.674328 sec): 3 clusters Score: Raw -3512874.275859 + Penalty 3329.515474 = -3509544.760385 nChanged 1491 SP:Iteration 8F (1095.720966 sec): 3 clusters Score: Raw -3513897.997257 + Penalty 3329.515474 = -3510568.481783 nChanged 1307 SP:Iteration 9Q (1095.778950 sec): 3 clusters Score: Raw -3514729.972584 + Penalty 3329.515474 = -3511400.457109 nChanged 1063 SP:Iteration 10Q (1095.854004 sec): 3 clusters Score: Raw -3515349.056548 + Penalty 3329.515474 = -3512019.541074 nChanged 902 SP:Iteration 11Q (1095.906849 sec): 3 clusters Score: Raw -3515823.848888 + Penalty 3329.515474 = -3512494.333414 nChanged 762 SP:Iteration 12Q (1095.956976 sec): 3 clusters Score: Raw -3516232.331721 + Penalty 3329.515474 = -3512902.816246 nChanged 682 SP:Iteration 13Q (1096.018864 sec): 3 clusters Score: Raw -3516588.976243 + Penalty 3329.515474 = -3513259.460769 nChanged 621 SP:Iteration 14Q (1096.068274 sec): 3 clusters Score: Raw -3516925.993463 + Penalty 3329.515474 = -3513596.477989 nChanged 546 SP:Iteration 15Q (1096.127048 sec): 3 clusters Score: Raw -3517226.358529 + Penalty 3329.515474 = -3513896.843055 nChanged 464 SP:Iteration 16Q (1096.178878 sec): 3 clusters Score: Raw -3517483.835849 + Penalty 3329.515474 = -3514154.320375 nChanged 437 SP:Iteration 17Q (1096.226630 sec): 3 clusters Score: Raw -3517735.629428 + Penalty 3329.515474 = -3514406.113954 nChanged 370 SP:Iteration 18Q (1096.273751 sec): 3 clusters Score: Raw -3517946.427456 + Penalty 3329.515474 = -3514616.911981 nChanged 319 SP:Iteration 19Q (1096.326185 sec): 3 clusters Score: Raw -3518124.737000 + Penalty 3329.515474 = -3514795.221526 nChanged 271 SP:Iteration 20F (1096.379601 sec): 3 clusters Score: Raw -3518266.197776 + Penalty 3329.515474 = -3514936.682302 nChanged 218 SP:Iteration 21Q (1096.427082 sec): 3 clusters Score: Raw -3518383.494117 + Penalty 3329.515474 = -3515053.978643 nChanged 183 SP:Iteration 22Q (1096.473054 sec): 3 clusters Score: Raw -3518479.642716 + Penalty 3329.515474 = -3515150.127242 nChanged 153 SP:Iteration 23Q (1096.518762 sec): 3 clusters Score: Raw -3518554.718032 + Penalty 3329.515474 = -3515225.202558 nChanged 108 SP:Iteration 24Q (1096.569936 sec): 3 clusters Score: Raw -3518599.034128 + Penalty 3329.515474 = -3515269.518654 nChanged 69 SP:Iteration 25Q (1096.615235 sec): 3 clusters Score: Raw -3518629.173688 + Penalty 3329.515474 = -3515299.658214 nChanged 59 SP:Iteration 26Q (1096.660193 sec): 3 clusters Score: Raw -3518651.442389 + Penalty 3329.515474 = -3515321.926915 nChanged 46 SP:Iteration 27Q (1096.709107 sec): 3 clusters Score: Raw -3518669.785502 + Penalty 3329.515474 = -3515340.270027 nChanged 47 SP:Iteration 28Q (1096.764916 sec): 3 clusters Score: Raw -3518687.624968 + Penalty 3329.515474 = -3515358.109494 nChanged 31 SP:Iteration 29Q (1096.809525 sec): 3 clusters Score: Raw -3518697.594352 + Penalty 3329.515474 = -3515368.078878 nChanged 28 SP:Iteration 30Q (1096.859183 sec): 3 clusters Score: Raw -3518708.517863 + Penalty 3329.515474 = -3515379.002389 nChanged 29 SP:Iteration 31Q (1096.916282 sec): 3 clusters Score: Raw -3518720.713740 + Penalty 3329.515474 = -3515391.198266 nChanged 27 SP:Iteration 32Q (1096.961136 sec): 3 clusters Score: Raw -3518732.523343 + Penalty 3329.515474 = -3515403.007869 nChanged 28 SP:Iteration 33Q (1097.005867 sec): 3 clusters Score: Raw -3518743.558665 + Penalty 3329.515474 = -3515414.043191 nChanged 23 SP:Iteration 34Q (1097.050461 sec): 3 clusters Score: Raw -3518751.081745 + Penalty 3329.515474 = -3515421.566271 nChanged 16 SP:Iteration 35Q (1097.102498 sec): 3 clusters Score: Raw -3518757.157990 + Penalty 3329.515474 = -3515427.642516 nChanged 11 SP:Iteration 36Q (1097.181703 sec): 3 clusters Score: Raw -3518761.368751 + Penalty 3329.515474 = -3515431.853277 nChanged 8 SP:Iteration 37Q (1097.242985 sec): 3 clusters Score: Raw -3518764.405609 + Penalty 3329.515474 = -3515434.890135 nChanged 10 SP:Iteration 38Q (1097.292948 sec): 3 clusters Score: Raw -3518767.919901 + Penalty 3329.515474 = -3515438.404427 nChanged 6 SP:Iteration 39Q (1097.337079 sec): 3 clusters Score: Raw -3518769.311824 + Penalty 3329.515474 = -3515439.796350 nChanged 6 SP:Iteration 40F (1097.399513 sec): 3 clusters Score: Raw -3518771.210545 + Penalty 3329.515474 = -3515441.695071 nChanged 12 SP:Iteration 41Q (1097.445513 sec): 3 clusters Score: Raw -3518775.201081 + Penalty 3329.515474 = -3515445.685607 nChanged 6 SP:Iteration 42Q (1097.519433 sec): 3 clusters Score: Raw -3518777.182665 + Penalty 3329.515474 = -3515447.667190 nChanged 5 SP:Iteration 43Q (1097.573276 sec): 3 clusters Score: Raw -3518779.010944 + Penalty 3329.515474 = -3515449.495470 nChanged 5 SP:Iteration 44Q (1097.618901 sec): 3 clusters Score: Raw -3518780.954787 + Penalty 3329.515474 = -3515451.439312 nChanged 6 SP:Iteration 45Q (1097.672675 sec): 3 clusters Score: Raw -3518783.413273 + Penalty 3329.515474 = -3515453.897799 nChanged 6 SP:Iteration 46Q (1097.731661 sec): 3 clusters Score: Raw -3518785.365203 + Penalty 3329.515474 = -3515455.849729 nChanged 8 SP:Iteration 47Q (1097.797303 sec): 3 clusters Score: Raw -3518788.300098 + Penalty 3329.515474 = -3515458.784624 nChanged 5 SP:Iteration 48Q (1097.843796 sec): 3 clusters Score: Raw -3518789.671517 + Penalty 3329.515474 = -3515460.156043 nChanged 4 SP:Iteration 49Q (1097.892168 sec): 3 clusters Score: Raw -3518791.279015 + Penalty 3329.515474 = -3515461.763541 nChanged 4 SP:Iteration 50Q (1097.936108 sec): 3 clusters Score: Raw -3518792.127433 + Penalty 3329.515474 = -3515462.611959 nChanged 3 SP:Iteration 51Q (1097.982435 sec): 3 clusters Score: Raw -3518792.804357 + Penalty 3329.515474 = -3515463.288883 nChanged 1 SP:Iteration 52Q (1098.031061 sec): 3 clusters Score: Raw -3518792.922023 + Penalty 3329.515474 = -3515463.406549 nChanged 0 SP:Iteration 53F (1098.084859 sec): 3 clusters Score: Raw -3518792.922023 + Penalty 3329.515474 = -3515463.406549 nChanged 0 Trying to split cluster 14 (20077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.115801 sec): 2 clusters Score: Raw -2355084.234704 + Penalty 1609.941151 = -2353474.293553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.164334 sec): 3 clusters Score: Raw -2342911.840720 + Penalty 3219.882302 = -2339691.958418 nChanged 9140 SP:Iteration 1F (1098.206673 sec): 3 clusters Score: Raw -2348336.022700 + Penalty 3219.882302 = -2345116.140398 nChanged 1293 SP:Iteration 2F (1098.252738 sec): 3 clusters Score: Raw -2349028.853304 + Penalty 3219.882302 = -2345808.971002 nChanged 1288 SP:Iteration 3F (1098.310603 sec): 3 clusters Score: Raw -2349851.660988 + Penalty 3219.882302 = -2346631.778685 nChanged 1325 SP:Iteration 4F (1098.360512 sec): 3 clusters Score: Raw -2350793.522856 + Penalty 3219.882302 = -2347573.640554 nChanged 1278 SP:Iteration 5F (1098.416498 sec): 3 clusters Score: Raw -2351752.795798 + Penalty 3219.882302 = -2348532.913496 nChanged 1165 SP:Iteration 6F (1098.466657 sec): 3 clusters Score: Raw -2352640.919226 + Penalty 3219.882302 = -2349421.036924 nChanged 1021 SP:Iteration 7F (1098.512008 sec): 3 clusters Score: Raw -2353359.849780 + Penalty 3219.882302 = -2350139.967478 nChanged 808 SP:Iteration 8Q (1098.553582 sec): 3 clusters Score: Raw -2353809.583629 + Penalty 3219.882302 = -2350589.701327 nChanged 551 SP:Iteration 9Q (1098.594942 sec): 3 clusters Score: Raw -2354014.720493 + Penalty 3219.882302 = -2350794.838191 nChanged 391 SP:Iteration 10Q (1098.636460 sec): 3 clusters Score: Raw -2354143.366987 + Penalty 3219.882302 = -2350923.484685 nChanged 322 SP:Iteration 11Q (1098.678856 sec): 3 clusters Score: Raw -2354247.886003 + Penalty 3219.882302 = -2351028.003701 nChanged 264 SP:Iteration 12Q (1098.719739 sec): 3 clusters Score: Raw -2354326.464641 + Penalty 3219.882302 = -2351106.582339 nChanged 259 SP:Iteration 13Q (1098.760834 sec): 3 clusters Score: Raw -2354404.322178 + Penalty 3219.882302 = -2351184.439876 nChanged 234 SP:Iteration 14Q (1098.801785 sec): 3 clusters Score: Raw -2354464.200200 + Penalty 3219.882302 = -2351244.317898 nChanged 190 SP:Iteration 15Q (1098.865384 sec): 3 clusters Score: Raw -2354510.093877 + Penalty 3219.882302 = -2351290.211575 nChanged 162 SP:Iteration 16Q (1098.905627 sec): 3 clusters Score: Raw -2354547.448639 + Penalty 3219.882302 = -2351327.566337 nChanged 172 SP:Iteration 17Q (1098.946232 sec): 3 clusters Score: Raw -2354583.609872 + Penalty 3219.882302 = -2351363.727570 nChanged 161 SP:Iteration 18Q (1098.986831 sec): 3 clusters Score: Raw -2354617.083595 + Penalty 3219.882302 = -2351397.201293 nChanged 158 SP:Iteration 19Q (1099.027332 sec): 3 clusters Score: Raw -2354647.318151 + Penalty 3219.882302 = -2351427.435849 nChanged 129 SP:Iteration 20F (1099.070030 sec): 3 clusters Score: Raw -2354674.557578 + Penalty 3219.882302 = -2351454.675276 nChanged 141 SP:Iteration 21Q (1099.110682 sec): 3 clusters Score: Raw -2354704.186000 + Penalty 3219.882302 = -2351484.303698 nChanged 142 SP:Iteration 22Q (1099.151511 sec): 3 clusters Score: Raw -2354729.600541 + Penalty 3219.882302 = -2351509.718239 nChanged 125 SP:Iteration 23Q (1099.206712 sec): 3 clusters Score: Raw -2354750.138821 + Penalty 3219.882302 = -2351530.256519 nChanged 104 SP:Iteration 24Q (1099.250330 sec): 3 clusters Score: Raw -2354770.192104 + Penalty 3219.882302 = -2351550.309802 nChanged 101 SP:Iteration 25Q (1099.291135 sec): 3 clusters Score: Raw -2354785.443919 + Penalty 3219.882302 = -2351565.561617 nChanged 81 SP:Iteration 26Q (1099.331320 sec): 3 clusters Score: Raw -2354795.725946 + Penalty 3219.882302 = -2351575.843644 nChanged 68 SP:Iteration 27Q (1099.378594 sec): 3 clusters Score: Raw -2354804.640192 + Penalty 3219.882302 = -2351584.757890 nChanged 72 SP:Iteration 28Q (1099.444854 sec): 3 clusters Score: Raw -2354814.700311 + Penalty 3219.882302 = -2351594.818009 nChanged 67 SP:Iteration 29Q (1099.490188 sec): 3 clusters Score: Raw -2354823.994219 + Penalty 3219.882302 = -2351604.111917 nChanged 72 SP:Iteration 30Q (1099.530103 sec): 3 clusters Score: Raw -2354834.815126 + Penalty 3219.882302 = -2351614.932824 nChanged 72 SP:Iteration 31Q (1099.574757 sec): 3 clusters Score: Raw -2354847.258396 + Penalty 3219.882302 = -2351627.376094 nChanged 87 SP:Iteration 32Q (1099.620568 sec): 3 clusters Score: Raw -2354859.951686 + Penalty 3219.882302 = -2351640.069384 nChanged 91 SP:Iteration 33Q (1099.689890 sec): 3 clusters Score: Raw -2354875.172541 + Penalty 3219.882302 = -2351655.290239 nChanged 93 SP:Iteration 34Q (1099.728286 sec): 3 clusters Score: Raw -2354892.530087 + Penalty 3219.882302 = -2351672.647785 nChanged 89 SP:Iteration 35Q (1099.768019 sec): 3 clusters Score: Raw -2354905.477898 + Penalty 3219.882302 = -2351685.595596 nChanged 83 SP:Iteration 36Q (1099.814301 sec): 3 clusters Score: Raw -2354918.631330 + Penalty 3219.882302 = -2351698.749028 nChanged 90 SP:Iteration 37Q (1099.853898 sec): 3 clusters Score: Raw -2354932.435734 + Penalty 3219.882302 = -2351712.553432 nChanged 76 SP:Iteration 38Q (1099.896230 sec): 3 clusters Score: Raw -2354943.314901 + Penalty 3219.882302 = -2351723.432599 nChanged 71 SP:Iteration 39Q (1099.941062 sec): 3 clusters Score: Raw -2354952.926774 + Penalty 3219.882302 = -2351733.044472 nChanged 65 SP:Iteration 40F (1099.992463 sec): 3 clusters Score: Raw -2354960.968318 + Penalty 3219.882302 = -2351741.086016 nChanged 57 SP:Iteration 41Q (1100.032647 sec): 3 clusters Score: Raw -2354967.973038 + Penalty 3219.882302 = -2351748.090736 nChanged 56 SP:Iteration 42Q (1100.077628 sec): 3 clusters Score: Raw -2354974.809312 + Penalty 3219.882302 = -2351754.927010 nChanged 58 SP:Iteration 43Q (1100.143753 sec): 3 clusters Score: Raw -2354981.352132 + Penalty 3219.882302 = -2351761.469830 nChanged 53 SP:Iteration 44Q (1100.185854 sec): 3 clusters Score: Raw -2354988.728200 + Penalty 3219.882302 = -2351768.845898 nChanged 64 SP:Iteration 45Q (1100.232575 sec): 3 clusters Score: Raw -2354997.880517 + Penalty 3219.882302 = -2351777.998214 nChanged 66 SP:Iteration 46Q (1100.276939 sec): 3 clusters Score: Raw -2355007.182587 + Penalty 3219.882302 = -2351787.300284 nChanged 66 SP:Iteration 47Q (1100.319913 sec): 3 clusters Score: Raw -2355015.693681 + Penalty 3219.882302 = -2351795.811379 nChanged 64 SP:Iteration 48Q (1100.396730 sec): 3 clusters Score: Raw -2355024.772021 + Penalty 3219.882302 = -2351804.889719 nChanged 64 SP:Iteration 49Q (1100.451280 sec): 3 clusters Score: Raw -2355032.213503 + Penalty 3219.882302 = -2351812.331201 nChanged 56 SP:Iteration 50Q (1100.495639 sec): 3 clusters Score: Raw -2355039.063979 + Penalty 3219.882302 = -2351819.181677 nChanged 59 SP:Iteration 51Q (1100.538683 sec): 3 clusters Score: Raw -2355046.258754 + Penalty 3219.882302 = -2351826.376452 nChanged 50 SP:Iteration 52Q (1100.578092 sec): 3 clusters Score: Raw -2355052.301576 + Penalty 3219.882302 = -2351832.419274 nChanged 54 SP:Iteration 53Q (1100.640220 sec): 3 clusters Score: Raw -2355059.069063 + Penalty 3219.882302 = -2351839.186761 nChanged 53 SP:Iteration 54Q (1100.681461 sec): 3 clusters Score: Raw -2355064.458322 + Penalty 3219.882302 = -2351844.576020 nChanged 43 SP:Iteration 55Q (1100.723701 sec): 3 clusters Score: Raw -2355070.620836 + Penalty 3219.882302 = -2351850.738534 nChanged 53 SP:Iteration 56Q (1100.776589 sec): 3 clusters Score: Raw -2355077.753111 + Penalty 3219.882302 = -2351857.870809 nChanged 55 SP:Iteration 57Q (1100.820385 sec): 3 clusters Score: Raw -2355087.385115 + Penalty 3219.882302 = -2351867.502813 nChanged 63 SP:Iteration 58Q (1100.862554 sec): 3 clusters Score: Raw -2355096.879068 + Penalty 3219.882302 = -2351876.996766 nChanged 58 SP:Iteration 59Q (1100.907834 sec): 3 clusters Score: Raw -2355105.968685 + Penalty 3219.882302 = -2351886.086383 nChanged 50 SP:Iteration 60F (1100.956167 sec): 3 clusters Score: Raw -2355111.714722 + Penalty 3219.882302 = -2351891.832420 nChanged 42 SP:Iteration 61Q (1100.995123 sec): 3 clusters Score: Raw -2355117.328038 + Penalty 3219.882302 = -2351897.445736 nChanged 40 SP:Iteration 62Q (1101.037666 sec): 3 clusters Score: Raw -2355122.737921 + Penalty 3219.882302 = -2351902.855619 nChanged 53 SP:Iteration 63Q (1101.076990 sec): 3 clusters Score: Raw -2355129.916375 + Penalty 3219.882302 = -2351910.034073 nChanged 51 SP:Iteration 64Q (1101.116387 sec): 3 clusters Score: Raw -2355136.083194 + Penalty 3219.882302 = -2351916.200891 nChanged 48 SP:Iteration 65Q (1101.161322 sec): 3 clusters Score: Raw -2355142.617484 + Penalty 3219.882302 = -2351922.735182 nChanged 46 SP:Iteration 66Q (1101.217443 sec): 3 clusters Score: Raw -2355148.643809 + Penalty 3219.882302 = -2351928.761506 nChanged 40 SP:Iteration 67Q (1101.258204 sec): 3 clusters Score: Raw -2355155.011149 + Penalty 3219.882302 = -2351935.128847 nChanged 40 SP:Iteration 68Q (1101.334250 sec): 3 clusters Score: Raw -2355161.220897 + Penalty 3219.882302 = -2351941.338595 nChanged 51 SP:Iteration 69Q (1101.383399 sec): 3 clusters Score: Raw -2355169.240368 + Penalty 3219.882302 = -2351949.358066 nChanged 54 SP:Iteration 70Q (1101.435477 sec): 3 clusters Score: Raw -2355176.866753 + Penalty 3219.882302 = -2351956.984451 nChanged 49 SP:Iteration 71Q (1101.477257 sec): 3 clusters Score: Raw -2355182.883260 + Penalty 3219.882302 = -2351963.000958 nChanged 42 SP:Iteration 72Q (1101.537534 sec): 3 clusters Score: Raw -2355188.077064 + Penalty 3219.882302 = -2351968.194762 nChanged 35 SP:Iteration 73Q (1101.603633 sec): 3 clusters Score: Raw -2355192.684109 + Penalty 3219.882302 = -2351972.801807 nChanged 43 SP:Iteration 74Q (1101.641492 sec): 3 clusters Score: Raw -2355196.985904 + Penalty 3219.882302 = -2351977.103602 nChanged 28 SP:Iteration 75Q (1101.692470 sec): 3 clusters Score: Raw -2355199.361637 + Penalty 3219.882302 = -2351979.479334 nChanged 25 SP:Iteration 76Q (1101.747296 sec): 3 clusters Score: Raw -2355202.260799 + Penalty 3219.882302 = -2351982.378497 nChanged 27 SP:Iteration 77Q (1101.797406 sec): 3 clusters Score: Raw -2355205.840991 + Penalty 3219.882302 = -2351985.958689 nChanged 26 SP:Iteration 78Q (1101.836116 sec): 3 clusters Score: Raw -2355209.501652 + Penalty 3219.882302 = -2351989.619350 nChanged 33 SP:Iteration 79Q (1101.899500 sec): 3 clusters Score: Raw -2355213.780247 + Penalty 3219.882302 = -2351993.897945 nChanged 35 SP:Iteration 80F (1101.941855 sec): 3 clusters Score: Raw -2355218.391033 + Penalty 3219.882302 = -2351998.508730 nChanged 34 SP:Iteration 81Q (1101.980923 sec): 3 clusters Score: Raw -2355222.441264 + Penalty 3219.882302 = -2352002.558962 nChanged 25 SP:Iteration 82Q (1102.025630 sec): 3 clusters Score: Raw -2355226.368532 + Penalty 3219.882302 = -2352006.486230 nChanged 31 SP:Iteration 83Q (1102.091118 sec): 3 clusters Score: Raw -2355231.989826 + Penalty 3219.882302 = -2352012.107524 nChanged 40 SP:Iteration 84Q (1102.132887 sec): 3 clusters Score: Raw -2355239.283582 + Penalty 3219.882302 = -2352019.401280 nChanged 47 SP:Iteration 85Q (1102.171663 sec): 3 clusters Score: Raw -2355249.560870 + Penalty 3219.882302 = -2352029.678568 nChanged 59 SP:Iteration 86Q (1102.215126 sec): 3 clusters Score: Raw -2355261.253600 + Penalty 3219.882302 = -2352041.371298 nChanged 64 SP:Iteration 87Q (1102.260064 sec): 3 clusters Score: Raw -2355275.171904 + Penalty 3219.882302 = -2352055.289602 nChanged 70 SP:Iteration 88Q (1102.302772 sec): 3 clusters Score: Raw -2355296.294994 + Penalty 3219.882302 = -2352076.412691 nChanged 64 SP:Iteration 89Q (1102.345454 sec): 3 clusters Score: Raw -2355311.988711 + Penalty 3219.882302 = -2352092.106409 nChanged 78 SP:Iteration 90Q (1102.390495 sec): 3 clusters Score: Raw -2355331.444684 + Penalty 3219.882302 = -2352111.562382 nChanged 86 SP:Iteration 91Q (1102.432448 sec): 3 clusters Score: Raw -2355353.599919 + Penalty 3219.882302 = -2352133.717617 nChanged 80 SP:Iteration 92Q (1102.471056 sec): 3 clusters Score: Raw -2355375.892292 + Penalty 3219.882302 = -2352156.009990 nChanged 83 SP:Iteration 93Q (1102.516718 sec): 3 clusters Score: Raw -2355406.899628 + Penalty 3219.882302 = -2352187.017326 nChanged 102 SP:Iteration 94Q (1102.555000 sec): 3 clusters Score: Raw -2355454.963729 + Penalty 3219.882302 = -2352235.081426 nChanged 107 SP:Iteration 95Q (1102.594734 sec): 3 clusters Score: Raw -2355504.953065 + Penalty 3219.882302 = -2352285.070763 nChanged 116 SP:Iteration 96Q (1102.644812 sec): 3 clusters Score: Raw -2355575.426513 + Penalty 3219.882302 = -2352355.544211 nChanged 133 SP:Iteration 97Q (1102.689733 sec): 3 clusters Score: Raw -2355651.229325 + Penalty 3219.882302 = -2352431.347023 nChanged 122 SP:Iteration 98Q (1102.728024 sec): 3 clusters Score: Raw -2355713.235356 + Penalty 3219.882302 = -2352493.353054 nChanged 127 SP:Iteration 99Q (1102.766554 sec): 3 clusters Score: Raw -2355765.093896 + Penalty 3219.882302 = -2352545.211594 nChanged 109 SP:Iteration 100F (1102.809261 sec): 3 clusters Score: Raw -2355806.078324 + Penalty 3219.882302 = -2352586.196022 nChanged 98 SP:Iteration 101Q (1102.878634 sec): 3 clusters Score: Raw -2355839.310205 + Penalty 3219.882302 = -2352619.427903 nChanged 83 SP:Iteration 102Q (1102.949217 sec): 3 clusters Score: Raw -2355863.616687 + Penalty 3219.882302 = -2352643.734385 nChanged 88 SP:Iteration 103Q (1102.992016 sec): 3 clusters Score: Raw -2355889.498565 + Penalty 3219.882302 = -2352669.616263 nChanged 71 SP:Iteration 104Q (1103.035665 sec): 3 clusters Score: Raw -2355907.176902 + Penalty 3219.882302 = -2352687.294599 nChanged 49 SP:Iteration 105Q (1103.077500 sec): 3 clusters Score: Raw -2355917.227289 + Penalty 3219.882302 = -2352697.344986 nChanged 40 SP:Iteration 106Q (1103.115163 sec): 3 clusters Score: Raw -2355926.814364 + Penalty 3219.882302 = -2352706.932061 nChanged 49 SP:Iteration 107Q (1103.157420 sec): 3 clusters Score: Raw -2355940.242591 + Penalty 3219.882302 = -2352720.360289 nChanged 56 SP:Iteration 108Q (1103.196857 sec): 3 clusters Score: Raw -2355950.560866 + Penalty 3219.882302 = -2352730.678564 nChanged 43 SP:Iteration 109Q (1103.234738 sec): 3 clusters Score: Raw -2355958.078725 + Penalty 3219.882302 = -2352738.196422 nChanged 36 SP:Iteration 110Q (1103.272502 sec): 3 clusters Score: Raw -2355965.330400 + Penalty 3219.882302 = -2352745.448098 nChanged 31 SP:Iteration 111Q (1103.347868 sec): 3 clusters Score: Raw -2355973.979781 + Penalty 3219.882302 = -2352754.097479 nChanged 44 SP:Iteration 112Q (1103.402788 sec): 3 clusters Score: Raw -2355982.658930 + Penalty 3219.882302 = -2352762.776628 nChanged 31 SP:Iteration 113Q (1103.440355 sec): 3 clusters Score: Raw -2355989.049386 + Penalty 3219.882302 = -2352769.167084 nChanged 31 SP:Iteration 114Q (1103.477800 sec): 3 clusters Score: Raw -2355994.625935 + Penalty 3219.882302 = -2352774.743633 nChanged 26 SP:Iteration 115Q (1103.552117 sec): 3 clusters Score: Raw -2356000.359653 + Penalty 3219.882302 = -2352780.477351 nChanged 27 SP:Iteration 116Q (1103.587503 sec): 3 clusters Score: Raw -2356005.749329 + Penalty 3219.882302 = -2352785.867027 nChanged 31 SP:Iteration 117Q (1103.632335 sec): 3 clusters Score: Raw -2356011.441026 + Penalty 3219.882302 = -2352791.558724 nChanged 30 SP:Iteration 118Q (1103.679035 sec): 3 clusters Score: Raw -2356016.626939 + Penalty 3219.882302 = -2352796.744637 nChanged 22 SP:Iteration 119Q (1103.727366 sec): 3 clusters Score: Raw -2356020.123180 + Penalty 3219.882302 = -2352800.240878 nChanged 27 SP:Iteration 120F (1103.774399 sec): 3 clusters Score: Raw -2356023.975290 + Penalty 3219.882302 = -2352804.092988 nChanged 19 SP:Iteration 121Q (1103.813333 sec): 3 clusters Score: Raw -2356026.586916 + Penalty 3219.882302 = -2352806.704614 nChanged 15 SP:Iteration 122Q (1103.883835 sec): 3 clusters Score: Raw -2356028.609699 + Penalty 3219.882302 = -2352808.727397 nChanged 12 SP:Iteration 123Q (1103.955024 sec): 3 clusters Score: Raw -2356030.618207 + Penalty 3219.882302 = -2352810.735905 nChanged 12 SP:Iteration 124Q (1104.028458 sec): 3 clusters Score: Raw -2356032.719086 + Penalty 3219.882302 = -2352812.836784 nChanged 10 SP:Iteration 125Q (1104.063254 sec): 3 clusters Score: Raw -2356034.232920 + Penalty 3219.882302 = -2352814.350618 nChanged 10 SP:Iteration 126Q (1104.123201 sec): 3 clusters Score: Raw -2356035.678651 + Penalty 3219.882302 = -2352815.796349 nChanged 8 SP:Iteration 127Q (1104.166362 sec): 3 clusters Score: Raw -2356036.586071 + Penalty 3219.882302 = -2352816.703769 nChanged 6 SP:Iteration 128Q (1104.209532 sec): 3 clusters Score: Raw -2356037.114176 + Penalty 3219.882302 = -2352817.231874 nChanged 1 SP:Iteration 129Q (1104.247138 sec): 3 clusters Score: Raw -2356037.235245 + Penalty 3219.882302 = -2352817.352943 nChanged 1 SP:Iteration 130Q (1104.284820 sec): 3 clusters Score: Raw -2356037.385790 + Penalty 3219.882302 = -2352817.503488 nChanged 3 SP:Iteration 131Q (1104.323587 sec): 3 clusters Score: Raw -2356037.918491 + Penalty 3219.882302 = -2352818.036189 nChanged 5 SP:Iteration 132Q (1104.391676 sec): 3 clusters Score: Raw -2356038.668745 + Penalty 3219.882302 = -2352818.786443 nChanged 1 SP:Iteration 133Q (1104.438765 sec): 3 clusters Score: Raw -2356038.766354 + Penalty 3219.882302 = -2352818.884052 nChanged 2 SP:Iteration 134Q (1104.482181 sec): 3 clusters Score: Raw -2356038.902958 + Penalty 3219.882302 = -2352819.020656 nChanged 1 SP:Iteration 135Q (1104.523211 sec): 3 clusters Score: Raw -2356038.968711 + Penalty 3219.882302 = -2352819.086409 nChanged 0 SP:Iteration 136F (1104.574675 sec): 3 clusters Score: Raw -2356038.968711 + Penalty 3219.882302 = -2352819.086409 nChanged 0 Trying to split cluster 15 (4548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1104.591772 sec): 2 clusters Score: Raw -564034.051624 + Penalty 1368.646964 = -562665.404660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1104.611681 sec): 3 clusters Score: Raw -561686.375448 + Penalty 2737.293928 = -558949.081520 nChanged 1825 SP:Iteration 1F (1104.637034 sec): 3 clusters Score: Raw -562830.201054 + Penalty 2737.293928 = -560092.907126 nChanged 393 SP:Iteration 2F (1104.656748 sec): 3 clusters Score: Raw -563211.908175 + Penalty 2737.293928 = -560474.614247 nChanged 351 SP:Iteration 3F (1104.676347 sec): 3 clusters Score: Raw -563514.392772 + Penalty 2737.293928 = -560777.098844 nChanged 278 SP:Iteration 4F (1104.700090 sec): 3 clusters Score: Raw -563746.497826 + Penalty 2737.293928 = -561009.203898 nChanged 253 SP:Iteration 5F (1104.719859 sec): 3 clusters Score: Raw -563937.351825 + Penalty 2737.293928 = -561200.057897 nChanged 211 SP:Iteration 6Q (1104.739102 sec): 3 clusters Score: Raw -564089.907994 + Penalty 2737.293928 = -561352.614066 nChanged 176 SP:Iteration 7Q (1104.762959 sec): 3 clusters Score: Raw -564214.004615 + Penalty 2737.293928 = -561476.710688 nChanged 155 SP:Iteration 8Q (1104.782467 sec): 3 clusters Score: Raw -564328.978011 + Penalty 2737.293928 = -561591.684083 nChanged 128 SP:Iteration 9Q (1104.802339 sec): 3 clusters Score: Raw -564414.207053 + Penalty 2737.293928 = -561676.913125 nChanged 82 SP:Iteration 10Q (1104.827495 sec): 3 clusters Score: Raw -564458.006786 + Penalty 2737.293928 = -561720.712858 nChanged 60 SP:Iteration 11Q (1104.846816 sec): 3 clusters Score: Raw -564485.141254 + Penalty 2737.293928 = -561747.847326 nChanged 48 SP:Iteration 12Q (1104.865966 sec): 3 clusters Score: Raw -564506.380244 + Penalty 2737.293928 = -561769.086316 nChanged 50 SP:Iteration 13Q (1104.891719 sec): 3 clusters Score: Raw -564529.464447 + Penalty 2737.293928 = -561792.170519 nChanged 36 SP:Iteration 14Q (1104.910807 sec): 3 clusters Score: Raw -564543.186536 + Penalty 2737.293928 = -561805.892608 nChanged 22 SP:Iteration 15Q (1104.936942 sec): 3 clusters Score: Raw -564552.650458 + Penalty 2737.293928 = -561815.356531 nChanged 17 SP:Iteration 16Q (1104.956109 sec): 3 clusters Score: Raw -564558.963784 + Penalty 2737.293928 = -561821.669856 nChanged 15 SP:Iteration 17Q (1104.980810 sec): 3 clusters Score: Raw -564562.562693 + Penalty 2737.293928 = -561825.268765 nChanged 11 SP:Iteration 18Q (1104.999872 sec): 3 clusters Score: Raw -564566.221069 + Penalty 2737.293928 = -561828.927141 nChanged 14 SP:Iteration 19Q (1105.019047 sec): 3 clusters Score: Raw -564569.339585 + Penalty 2737.293928 = -561832.045657 nChanged 10 SP:Iteration 20F (1105.038482 sec): 3 clusters Score: Raw -564571.354040 + Penalty 2737.293928 = -561834.060112 nChanged 7 SP:Iteration 21Q (1105.058309 sec): 3 clusters Score: Raw -564573.514262 + Penalty 2737.293928 = -561836.220334 nChanged 8 SP:Iteration 22Q (1105.078168 sec): 3 clusters Score: Raw -564574.804742 + Penalty 2737.293928 = -561837.510814 nChanged 1 SP:Iteration 23Q (1105.127687 sec): 3 clusters Score: Raw -564575.403178 + Penalty 2737.293928 = -561838.109250 nChanged 3 SP:Iteration 24Q (1105.168298 sec): 3 clusters Score: Raw -564576.424865 + Penalty 2737.293928 = -561839.130937 nChanged 4 SP:Iteration 25Q (1105.192092 sec): 3 clusters Score: Raw -564577.066424 + Penalty 2737.293928 = -561839.772497 nChanged 6 SP:Iteration 26Q (1105.211528 sec): 3 clusters Score: Raw -564578.323364 + Penalty 2737.293928 = -561841.029436 nChanged 1 SP:Iteration 27Q (1105.230696 sec): 3 clusters Score: Raw -564578.646726 + Penalty 2737.293928 = -561841.352799 nChanged 0 SP:Iteration 28F (1105.256893 sec): 3 clusters Score: Raw -564578.646726 + Penalty 2737.293928 = -561841.352799 nChanged 0 Trying to split cluster 16 (3477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.273281 sec): 2 clusters Score: Raw -430706.832901 + Penalty 1325.012834 = -429381.820067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.290284 sec): 3 clusters Score: Raw -429062.490719 + Penalty 2650.025668 = -426412.465051 nChanged 1345 SP:Iteration 1F (1105.306376 sec): 3 clusters Score: Raw -429795.870080 + Penalty 2650.025668 = -427145.844412 nChanged 254 SP:Iteration 2F (1105.323530 sec): 3 clusters Score: Raw -429932.884282 + Penalty 2650.025668 = -427282.858615 nChanged 153 SP:Iteration 3Q (1105.339593 sec): 3 clusters Score: Raw -430001.400915 + Penalty 2650.025668 = -427351.375247 nChanged 104 SP:Iteration 4Q (1105.356396 sec): 3 clusters Score: Raw -430042.122049 + Penalty 2650.025668 = -427392.096381 nChanged 79 SP:Iteration 5Q (1105.372435 sec): 3 clusters Score: Raw -430079.835737 + Penalty 2650.025668 = -427429.810069 nChanged 79 SP:Iteration 6Q (1105.388524 sec): 3 clusters Score: Raw -430108.761809 + Penalty 2650.025668 = -427458.736141 nChanged 58 SP:Iteration 7Q (1105.404864 sec): 3 clusters Score: Raw -430129.423036 + Penalty 2650.025668 = -427479.397368 nChanged 51 SP:Iteration 8Q (1105.421033 sec): 3 clusters Score: Raw -430150.184564 + Penalty 2650.025668 = -427500.158896 nChanged 53 SP:Iteration 9Q (1105.437456 sec): 3 clusters Score: Raw -430173.110156 + Penalty 2650.025668 = -427523.084488 nChanged 49 SP:Iteration 10Q (1105.454371 sec): 3 clusters Score: Raw -430193.562005 + Penalty 2650.025668 = -427543.536337 nChanged 47 SP:Iteration 11Q (1105.471253 sec): 3 clusters Score: Raw -430209.731056 + Penalty 2650.025668 = -427559.705388 nChanged 49 SP:Iteration 12Q (1105.488565 sec): 3 clusters Score: Raw -430227.124781 + Penalty 2650.025668 = -427577.099113 nChanged 37 SP:Iteration 13Q (1105.505274 sec): 3 clusters Score: Raw -430239.319765 + Penalty 2650.025668 = -427589.294097 nChanged 35 SP:Iteration 14Q (1105.522501 sec): 3 clusters Score: Raw -430252.187767 + Penalty 2650.025668 = -427602.162099 nChanged 33 SP:Iteration 15Q (1105.539436 sec): 3 clusters Score: Raw -430264.020213 + Penalty 2650.025668 = -427613.994545 nChanged 29 SP:Iteration 16Q (1105.556367 sec): 3 clusters Score: Raw -430271.381211 + Penalty 2650.025668 = -427621.355543 nChanged 22 SP:Iteration 17Q (1105.574246 sec): 3 clusters Score: Raw -430277.163529 + Penalty 2650.025668 = -427627.137861 nChanged 18 SP:Iteration 18Q (1105.590397 sec): 3 clusters Score: Raw -430282.598119 + Penalty 2650.025668 = -427632.572451 nChanged 12 SP:Iteration 19Q (1105.606545 sec): 3 clusters Score: Raw -430285.580157 + Penalty 2650.025668 = -427635.554489 nChanged 9 SP:Iteration 20F (1105.623218 sec): 3 clusters Score: Raw -430287.067813 + Penalty 2650.025668 = -427637.042146 nChanged 4 SP:Iteration 21Q (1105.639399 sec): 3 clusters Score: Raw -430288.148250 + Penalty 2650.025668 = -427638.122582 nChanged 7 SP:Iteration 22Q (1105.655697 sec): 3 clusters Score: Raw -430289.786803 + Penalty 2650.025668 = -427639.761135 nChanged 7 SP:Iteration 23Q (1105.672172 sec): 3 clusters Score: Raw -430291.085273 + Penalty 2650.025668 = -427641.059605 nChanged 3 SP:Iteration 24Q (1105.689105 sec): 3 clusters Score: Raw -430291.636609 + Penalty 2650.025668 = -427641.610942 nChanged 3 SP:Iteration 25Q (1105.705956 sec): 3 clusters Score: Raw -430292.238679 + Penalty 2650.025668 = -427642.213011 nChanged 1 SP:Iteration 26Q (1105.722145 sec): 3 clusters Score: Raw -430292.509668 + Penalty 2650.025668 = -427642.484000 nChanged 1 SP:Iteration 27Q (1105.738316 sec): 3 clusters Score: Raw -430292.554271 + Penalty 2650.025668 = -427642.528603 nChanged 0 SP:Iteration 28F (1105.755362 sec): 3 clusters Score: Raw -430292.554271 + Penalty 2650.025668 = -427642.528603 nChanged 0 Trying to split cluster 17 (18302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.790315 sec): 2 clusters Score: Raw -2289144.095231 + Penalty 1594.899414 = -2287549.195817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.833344 sec): 3 clusters Score: Raw -2278192.420506 + Penalty 3189.798827 = -2275002.621679 nChanged 8216 SP:Iteration 1F (1105.874337 sec): 3 clusters Score: Raw -2282615.019821 + Penalty 3189.798827 = -2279425.220994 nChanged 973 SP:Iteration 2F (1105.931889 sec): 3 clusters Score: Raw -2283009.147904 + Penalty 3189.798827 = -2279819.349076 nChanged 898 SP:Iteration 3Q (1106.007155 sec): 3 clusters Score: Raw -2283402.826300 + Penalty 3189.798827 = -2280213.027472 nChanged 941 SP:Iteration 4F (1106.048000 sec): 3 clusters Score: Raw -2283861.369969 + Penalty 3189.798827 = -2280671.571142 nChanged 953 SP:Iteration 5F (1106.089116 sec): 3 clusters Score: Raw -2284395.363401 + Penalty 3189.798827 = -2281205.564574 nChanged 983 SP:Iteration 6F (1106.131912 sec): 3 clusters Score: Raw -2284974.749893 + Penalty 3189.798827 = -2281784.951066 nChanged 1000 SP:Iteration 7F (1106.185589 sec): 3 clusters Score: Raw -2285547.336493 + Penalty 3189.798827 = -2282357.537665 nChanged 895 SP:Iteration 8Q (1106.227074 sec): 3 clusters Score: Raw -2286073.697215 + Penalty 3189.798827 = -2282883.898388 nChanged 793 SP:Iteration 9Q (1106.268589 sec): 3 clusters Score: Raw -2286479.256719 + Penalty 3189.798827 = -2283289.457892 nChanged 662 SP:Iteration 10Q (1106.334664 sec): 3 clusters Score: Raw -2286761.949917 + Penalty 3189.798827 = -2283572.151090 nChanged 531 SP:Iteration 11Q (1106.379248 sec): 3 clusters Score: Raw -2286961.369786 + Penalty 3189.798827 = -2283771.570959 nChanged 434 SP:Iteration 12Q (1106.432357 sec): 3 clusters Score: Raw -2287103.357200 + Penalty 3189.798827 = -2283913.558373 nChanged 357 SP:Iteration 13Q (1106.480856 sec): 3 clusters Score: Raw -2287206.488085 + Penalty 3189.798827 = -2284016.689258 nChanged 306 SP:Iteration 14Q (1106.525351 sec): 3 clusters Score: Raw -2287291.331739 + Penalty 3189.798827 = -2284101.532912 nChanged 271 SP:Iteration 15Q (1106.570443 sec): 3 clusters Score: Raw -2287365.476566 + Penalty 3189.798827 = -2284175.677739 nChanged 262 SP:Iteration 16Q (1106.643729 sec): 3 clusters Score: Raw -2287435.974440 + Penalty 3189.798827 = -2284246.175612 nChanged 222 SP:Iteration 17Q (1106.686611 sec): 3 clusters Score: Raw -2287491.866354 + Penalty 3189.798827 = -2284302.067527 nChanged 214 SP:Iteration 18Q (1106.729742 sec): 3 clusters Score: Raw -2287546.369815 + Penalty 3189.798827 = -2284356.570988 nChanged 181 SP:Iteration 19Q (1106.771951 sec): 3 clusters Score: Raw -2287589.441246 + Penalty 3189.798827 = -2284399.642419 nChanged 176 SP:Iteration 20F (1106.822719 sec): 3 clusters Score: Raw -2287630.831605 + Penalty 3189.798827 = -2284441.032777 nChanged 190 SP:Iteration 21Q (1106.861999 sec): 3 clusters Score: Raw -2287676.317400 + Penalty 3189.798827 = -2284486.518573 nChanged 181 SP:Iteration 22Q (1106.911424 sec): 3 clusters Score: Raw -2287723.930417 + Penalty 3189.798827 = -2284534.131590 nChanged 179 SP:Iteration 23Q (1106.950756 sec): 3 clusters Score: Raw -2287776.034312 + Penalty 3189.798827 = -2284586.235484 nChanged 197 SP:Iteration 24Q (1106.990337 sec): 3 clusters Score: Raw -2287832.079975 + Penalty 3189.798827 = -2284642.281147 nChanged 190 SP:Iteration 25Q (1107.039651 sec): 3 clusters Score: Raw -2287887.614627 + Penalty 3189.798827 = -2284697.815800 nChanged 182 SP:Iteration 26Q (1107.078803 sec): 3 clusters Score: Raw -2287938.610510 + Penalty 3189.798827 = -2284748.811682 nChanged 185 SP:Iteration 27Q (1107.117992 sec): 3 clusters Score: Raw -2287987.473649 + Penalty 3189.798827 = -2284797.674822 nChanged 184 SP:Iteration 28Q (1107.156852 sec): 3 clusters Score: Raw -2288032.814010 + Penalty 3189.798827 = -2284843.015183 nChanged 178 SP:Iteration 29Q (1107.195668 sec): 3 clusters Score: Raw -2288078.448400 + Penalty 3189.798827 = -2284888.649573 nChanged 169 SP:Iteration 30Q (1107.255260 sec): 3 clusters Score: Raw -2288122.905219 + Penalty 3189.798827 = -2284933.106392 nChanged 171 SP:Iteration 31Q (1107.316602 sec): 3 clusters Score: Raw -2288171.745631 + Penalty 3189.798827 = -2284981.946804 nChanged 185 SP:Iteration 32Q (1107.373463 sec): 3 clusters Score: Raw -2288225.214807 + Penalty 3189.798827 = -2285035.415980 nChanged 188 SP:Iteration 33Q (1107.417464 sec): 3 clusters Score: Raw -2288282.873656 + Penalty 3189.798827 = -2285093.074828 nChanged 188 SP:Iteration 34Q (1107.484722 sec): 3 clusters Score: Raw -2288344.463458 + Penalty 3189.798827 = -2285154.664631 nChanged 181 SP:Iteration 35Q (1107.524643 sec): 3 clusters Score: Raw -2288404.924157 + Penalty 3189.798827 = -2285215.125330 nChanged 184 SP:Iteration 36Q (1107.562563 sec): 3 clusters Score: Raw -2288467.185725 + Penalty 3189.798827 = -2285277.386898 nChanged 179 SP:Iteration 37Q (1107.600608 sec): 3 clusters Score: Raw -2288527.557410 + Penalty 3189.798827 = -2285337.758583 nChanged 167 SP:Iteration 38Q (1107.647913 sec): 3 clusters Score: Raw -2288589.132144 + Penalty 3189.798827 = -2285399.333316 nChanged 167 SP:Iteration 39Q (1107.686862 sec): 3 clusters Score: Raw -2288654.190436 + Penalty 3189.798827 = -2285464.391609 nChanged 156 SP:Iteration 40F (1107.727790 sec): 3 clusters Score: Raw -2288710.158279 + Penalty 3189.798827 = -2285520.359452 nChanged 141 SP:Iteration 41Q (1107.767596 sec): 3 clusters Score: Raw -2288767.310311 + Penalty 3189.798827 = -2285577.511484 nChanged 138 SP:Iteration 42Q (1107.806060 sec): 3 clusters Score: Raw -2288823.987010 + Penalty 3189.798827 = -2285634.188183 nChanged 129 SP:Iteration 43Q (1107.844686 sec): 3 clusters Score: Raw -2288874.716981 + Penalty 3189.798827 = -2285684.918153 nChanged 127 SP:Iteration 44Q (1107.883166 sec): 3 clusters Score: Raw -2288922.620481 + Penalty 3189.798827 = -2285732.821653 nChanged 115 SP:Iteration 45Q (1107.920886 sec): 3 clusters Score: Raw -2288962.585902 + Penalty 3189.798827 = -2285772.787075 nChanged 99 SP:Iteration 46Q (1107.972453 sec): 3 clusters Score: Raw -2288993.489489 + Penalty 3189.798827 = -2285803.690662 nChanged 84 SP:Iteration 47Q (1108.009825 sec): 3 clusters Score: Raw -2289019.189755 + Penalty 3189.798827 = -2285829.390928 nChanged 82 SP:Iteration 48Q (1108.047869 sec): 3 clusters Score: Raw -2289047.512049 + Penalty 3189.798827 = -2285857.713222 nChanged 83 SP:Iteration 49Q (1108.084266 sec): 3 clusters Score: Raw -2289079.736551 + Penalty 3189.798827 = -2285889.937724 nChanged 90 SP:Iteration 50Q (1108.136759 sec): 3 clusters Score: Raw -2289119.140671 + Penalty 3189.798827 = -2285929.341844 nChanged 77 SP:Iteration 51Q (1108.177578 sec): 3 clusters Score: Raw -2289156.825857 + Penalty 3189.798827 = -2285967.027030 nChanged 79 SP:Iteration 52Q (1108.214085 sec): 3 clusters Score: Raw -2289189.607582 + Penalty 3189.798827 = -2285999.808755 nChanged 68 SP:Iteration 53Q (1108.250134 sec): 3 clusters Score: Raw -2289217.052657 + Penalty 3189.798827 = -2286027.253829 nChanged 62 SP:Iteration 54Q (1108.311388 sec): 3 clusters Score: Raw -2289237.818333 + Penalty 3189.798827 = -2286048.019505 nChanged 56 SP:Iteration 55Q (1108.356907 sec): 3 clusters Score: Raw -2289262.003714 + Penalty 3189.798827 = -2286072.204887 nChanged 46 SP:Iteration 56Q (1108.399214 sec): 3 clusters Score: Raw -2289274.926224 + Penalty 3189.798827 = -2286085.127397 nChanged 26 SP:Iteration 57Q (1108.439717 sec): 3 clusters Score: Raw -2289282.537548 + Penalty 3189.798827 = -2286092.738721 nChanged 16 SP:Iteration 58Q (1108.486147 sec): 3 clusters Score: Raw -2289287.123184 + Penalty 3189.798827 = -2286097.324356 nChanged 14 SP:Iteration 59Q (1108.523864 sec): 3 clusters Score: Raw -2289290.281190 + Penalty 3189.798827 = -2286100.482363 nChanged 14 SP:Iteration 60F (1108.578711 sec): 3 clusters Score: Raw -2289295.125908 + Penalty 3189.798827 = -2286105.327081 nChanged 19 SP:Iteration 61Q (1108.645650 sec): 3 clusters Score: Raw -2289300.449050 + Penalty 3189.798827 = -2286110.650222 nChanged 14 SP:Iteration 62Q (1108.707256 sec): 3 clusters Score: Raw -2289303.796365 + Penalty 3189.798827 = -2286113.997538 nChanged 8 SP:Iteration 63Q (1108.773293 sec): 3 clusters Score: Raw -2289305.391466 + Penalty 3189.798827 = -2286115.592638 nChanged 5 SP:Iteration 64Q (1108.812319 sec): 3 clusters Score: Raw -2289306.458721 + Penalty 3189.798827 = -2286116.659894 nChanged 6 SP:Iteration 65Q (1108.849037 sec): 3 clusters Score: Raw -2289307.490184 + Penalty 3189.798827 = -2286117.691357 nChanged 5 SP:Iteration 66Q (1108.886435 sec): 3 clusters Score: Raw -2289308.693512 + Penalty 3189.798827 = -2286118.894685 nChanged 3 SP:Iteration 67Q (1108.941072 sec): 3 clusters Score: Raw -2289309.381379 + Penalty 3189.798827 = -2286119.582552 nChanged 5 SP:Iteration 68Q (1108.977481 sec): 3 clusters Score: Raw -2289311.379559 + Penalty 3189.798827 = -2286121.580732 nChanged 5 SP:Iteration 69Q (1109.033879 sec): 3 clusters Score: Raw -2289312.314214 + Penalty 3189.798827 = -2286122.515387 nChanged 4 SP:Iteration 70Q (1109.080461 sec): 3 clusters Score: Raw -2289313.310550 + Penalty 3189.798827 = -2286123.511722 nChanged 3 SP:Iteration 71Q (1109.116127 sec): 3 clusters Score: Raw -2289314.084387 + Penalty 3189.798827 = -2286124.285560 nChanged 2 SP:Iteration 72Q (1109.152490 sec): 3 clusters Score: Raw -2289314.461289 + Penalty 3189.798827 = -2286124.662462 nChanged 2 SP:Iteration 73Q (1109.188608 sec): 3 clusters Score: Raw -2289314.811720 + Penalty 3189.798827 = -2286125.012893 nChanged 4 SP:Iteration 74Q (1109.245486 sec): 3 clusters Score: Raw -2289315.994638 + Penalty 3189.798827 = -2286126.195810 nChanged 4 SP:Iteration 75Q (1109.282994 sec): 3 clusters Score: Raw -2289317.246706 + Penalty 3189.798827 = -2286127.447879 nChanged 6 SP:Iteration 76Q (1109.336099 sec): 3 clusters Score: Raw -2289320.480013 + Penalty 3189.798827 = -2286130.681186 nChanged 8 SP:Iteration 77Q (1109.405060 sec): 3 clusters Score: Raw -2289323.468549 + Penalty 3189.798827 = -2286133.669722 nChanged 6 SP:Iteration 78Q (1109.440479 sec): 3 clusters Score: Raw -2289324.950405 + Penalty 3189.798827 = -2286135.151578 nChanged 3 SP:Iteration 79Q (1109.476171 sec): 3 clusters Score: Raw -2289325.560292 + Penalty 3189.798827 = -2286135.761465 nChanged 3 SP:Iteration 80F (1109.517013 sec): 3 clusters Score: Raw -2289326.246020 + Penalty 3189.798827 = -2286136.447193 nChanged 2 SP:Iteration 81Q (1109.552862 sec): 3 clusters Score: Raw -2289326.763673 + Penalty 3189.798827 = -2286136.964846 nChanged 0 SP:Iteration 82F (1109.593803 sec): 3 clusters Score: Raw -2289326.763673 + Penalty 3189.798827 = -2286136.964846 nChanged 0 Trying to split cluster 18 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.607055 sec): 2 clusters Score: Raw -100630.150221 + Penalty 1093.790441 = -99536.359779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.612043 sec): 3 clusters Score: Raw -100351.023653 + Penalty 2187.580883 = -98163.442771 nChanged 222 SP:Iteration 1F (1109.616684 sec): 3 clusters Score: Raw -100569.283027 + Penalty 2187.580883 = -98381.702144 nChanged 50 SP:Iteration 2F (1109.621268 sec): 3 clusters Score: Raw -100625.834062 + Penalty 2187.580883 = -98438.253179 nChanged 28 SP:Iteration 3Q (1109.626068 sec): 3 clusters Score: Raw -100659.157084 + Penalty 2187.580883 = -98471.576201 nChanged 24 SP:Iteration 4Q (1109.630622 sec): 3 clusters Score: Raw -100691.637336 + Penalty 2187.580883 = -98504.056453 nChanged 14 SP:Iteration 5Q (1109.635149 sec): 3 clusters Score: Raw -100707.303430 + Penalty 2187.580883 = -98519.722547 nChanged 8 SP:Iteration 6Q (1109.639708 sec): 3 clusters Score: Raw -100720.129920 + Penalty 2187.580883 = -98532.549038 nChanged 10 SP:Iteration 7Q (1109.644258 sec): 3 clusters Score: Raw -100734.828823 + Penalty 2187.580883 = -98547.247940 nChanged 6 SP:Iteration 8Q (1109.648789 sec): 3 clusters Score: Raw -100739.439885 + Penalty 2187.580883 = -98551.859002 nChanged 0 SP:Iteration 9F (1109.653309 sec): 3 clusters Score: Raw -100739.439885 + Penalty 2187.580883 = -98551.859002 nChanged 0 Trying to split cluster 19 (989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.663715 sec): 2 clusters Score: Raw -116979.070486 + Penalty 1120.712829 = -115858.357657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.669369 sec): 3 clusters Score: Raw -116642.624825 + Penalty 2241.425658 = -114401.199167 nChanged 287 SP:Iteration 1F (1109.674611 sec): 3 clusters Score: Raw -116928.966330 + Penalty 2241.425658 = -114687.540672 nChanged 86 SP:Iteration 2F (1109.679875 sec): 3 clusters Score: Raw -117027.074410 + Penalty 2241.425658 = -114785.648752 nChanged 43 SP:Iteration 3Q (1109.685120 sec): 3 clusters Score: Raw -117090.665890 + Penalty 2241.425658 = -114849.240233 nChanged 29 SP:Iteration 4Q (1109.690383 sec): 3 clusters Score: Raw -117125.191975 + Penalty 2241.425658 = -114883.766317 nChanged 23 SP:Iteration 5Q (1109.695629 sec): 3 clusters Score: Raw -117152.736771 + Penalty 2241.425658 = -114911.311113 nChanged 21 SP:Iteration 6Q (1109.700821 sec): 3 clusters Score: Raw -117179.453305 + Penalty 2241.425658 = -114938.027647 nChanged 17 SP:Iteration 7Q (1109.707405 sec): 3 clusters Score: Raw -117196.251288 + Penalty 2241.425658 = -114954.825630 nChanged 17 SP:Iteration 8Q (1109.712606 sec): 3 clusters Score: Raw -117214.939926 + Penalty 2241.425658 = -114973.514269 nChanged 14 SP:Iteration 9Q (1109.717797 sec): 3 clusters Score: Raw -117232.341245 + Penalty 2241.425658 = -114990.915587 nChanged 10 SP:Iteration 10Q (1109.723166 sec): 3 clusters Score: Raw -117242.441645 + Penalty 2241.425658 = -115001.015987 nChanged 7 SP:Iteration 11Q (1109.728350 sec): 3 clusters Score: Raw -117249.444866 + Penalty 2241.425658 = -115008.019208 nChanged 3 SP:Iteration 12Q (1109.734307 sec): 3 clusters Score: Raw -117254.139142 + Penalty 2241.425658 = -115012.713484 nChanged 1 SP:Iteration 13Q (1109.739496 sec): 3 clusters Score: Raw -117254.632071 + Penalty 2241.425658 = -115013.206413 nChanged 1 SP:Iteration 14Q (1109.744641 sec): 3 clusters Score: Raw -117255.293821 + Penalty 2241.425658 = -115013.868163 nChanged 1 SP:Iteration 15Q (1109.749797 sec): 3 clusters Score: Raw -117256.486599 + Penalty 2241.425658 = -115015.060942 nChanged 3 SP:Iteration 16Q (1109.755024 sec): 3 clusters Score: Raw -117259.453118 + Penalty 2241.425658 = -115018.027460 nChanged 4 SP:Iteration 17Q (1109.760224 sec): 3 clusters Score: Raw -117264.013312 + Penalty 2241.425658 = -115022.587654 nChanged 7 SP:Iteration 18Q (1109.765492 sec): 3 clusters Score: Raw -117277.992111 + Penalty 2241.425658 = -115036.566453 nChanged 10 SP:Iteration 19Q (1109.770708 sec): 3 clusters Score: Raw -117289.845345 + Penalty 2241.425658 = -115048.419687 nChanged 9 SP:Iteration 20F (1109.776041 sec): 3 clusters Score: Raw -117304.943790 + Penalty 2241.425658 = -115063.518132 nChanged 8 SP:Iteration 21Q (1109.781201 sec): 3 clusters Score: Raw -117313.960343 + Penalty 2241.425658 = -115072.534685 nChanged 6 SP:Iteration 22Q (1109.786401 sec): 3 clusters Score: Raw -117319.187254 + Penalty 2241.425658 = -115077.761596 nChanged 5 SP:Iteration 23Q (1109.791603 sec): 3 clusters Score: Raw -117323.614685 + Penalty 2241.425658 = -115082.189027 nChanged 3 SP:Iteration 24Q (1109.796843 sec): 3 clusters Score: Raw -117325.572658 + Penalty 2241.425658 = -115084.147000 nChanged 2 SP:Iteration 25Q (1109.801982 sec): 3 clusters Score: Raw -117327.651683 + Penalty 2241.425658 = -115086.226025 nChanged 1 SP:Iteration 26Q (1109.807132 sec): 3 clusters Score: Raw -117329.348901 + Penalty 2241.425658 = -115087.923243 nChanged 1 SP:Iteration 27Q (1109.812261 sec): 3 clusters Score: Raw -117330.743533 + Penalty 2241.425658 = -115089.317876 nChanged 2 SP:Iteration 28Q (1109.817465 sec): 3 clusters Score: Raw -117331.965222 + Penalty 2241.425658 = -115090.539564 nChanged 1 SP:Iteration 29Q (1109.822652 sec): 3 clusters Score: Raw -117332.772199 + Penalty 2241.425658 = -115091.346541 nChanged 0 SP:Iteration 30F (1109.827879 sec): 3 clusters Score: Raw -117332.772199 + Penalty 2241.425658 = -115091.346541 nChanged 0 Trying to split cluster 20 (44800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.894978 sec): 2 clusters Score: Raw -5594708.513062 + Penalty 1740.369055 = -5592968.144006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.980819 sec): 3 clusters Score: Raw -5566357.365057 + Penalty 3480.738111 = -5562876.626946 nChanged 20974 SP:Iteration 1F (1110.072725 sec): 3 clusters Score: Raw -5577965.087665 + Penalty 3480.738111 = -5574484.349554 nChanged 1634 SP:Iteration 2Q (1110.154863 sec): 3 clusters Score: Raw -5578362.610624 + Penalty 3480.738111 = -5574881.872513 nChanged 1560 SP:Iteration 3Q (1110.237154 sec): 3 clusters Score: Raw -5578764.688753 + Penalty 3480.738111 = -5575283.950642 nChanged 1622 SP:Iteration 4Q (1110.319609 sec): 3 clusters Score: Raw -5579255.830896 + Penalty 3480.738111 = -5575775.092785 nChanged 1750 SP:Iteration 5Q (1110.401819 sec): 3 clusters Score: Raw -5579871.829082 + Penalty 3480.738111 = -5576391.090971 nChanged 2075 SP:Iteration 6Q (1110.483905 sec): 3 clusters Score: Raw -5580695.903712 + Penalty 3480.738111 = -5577215.165601 nChanged 2280 SP:Iteration 7F (1110.561879 sec): 3 clusters Score: Raw -5581815.252531 + Penalty 3480.738111 = -5578334.514420 nChanged 2652 SP:Iteration 8F (1110.640450 sec): 3 clusters Score: Raw -5583411.977351 + Penalty 3480.738111 = -5579931.239240 nChanged 3055 SP:Iteration 9F (1110.719016 sec): 3 clusters Score: Raw -5585541.303449 + Penalty 3480.738111 = -5582060.565338 nChanged 3096 SP:Iteration 10F (1110.797449 sec): 3 clusters Score: Raw -5587976.817165 + Penalty 3480.738111 = -5584496.079054 nChanged 2748 SP:Iteration 11F (1110.876208 sec): 3 clusters Score: Raw -5590306.571217 + Penalty 3480.738111 = -5586825.833106 nChanged 2095 SP:Iteration 12Q (1110.958812 sec): 3 clusters Score: Raw -5592198.493331 + Penalty 3480.738111 = -5588717.755220 nChanged 1404 SP:Iteration 13Q (1111.039060 sec): 3 clusters Score: Raw -5593484.290956 + Penalty 3480.738111 = -5590003.552845 nChanged 788 SP:Iteration 14Q (1111.114608 sec): 3 clusters Score: Raw -5594207.666193 + Penalty 3480.738111 = -5590726.928082 nChanged 428 SP:Iteration 15Q (1111.184776 sec): 3 clusters Score: Raw -5594584.303713 + Penalty 3480.738111 = -5591103.565602 nChanged 185 SP:Iteration 16Q (1111.251533 sec): 3 clusters Score: Raw -5594751.863917 + Penalty 3480.738111 = -5591271.125806 nChanged 102 SP:Iteration 17Q (1111.316437 sec): 3 clusters Score: Raw -5594844.008810 + Penalty 3480.738111 = -5591363.270699 nChanged 69 SP:Iteration 18Q (1111.380862 sec): 3 clusters Score: Raw -5594894.057878 + Penalty 3480.738111 = -5591413.319767 nChanged 50 SP:Iteration 19Q (1111.444187 sec): 3 clusters Score: Raw -5594925.726901 + Penalty 3480.738111 = -5591444.988790 nChanged 26 SP:Iteration 20F (1111.521278 sec): 3 clusters Score: Raw -5594941.560792 + Penalty 3480.738111 = -5591460.822681 nChanged 18 SP:Iteration 21Q (1111.585876 sec): 3 clusters Score: Raw -5594948.514048 + Penalty 3480.738111 = -5591467.775937 nChanged 11 SP:Iteration 22Q (1111.658150 sec): 3 clusters Score: Raw -5594954.809418 + Penalty 3480.738111 = -5591474.071307 nChanged 12 SP:Iteration 23Q (1111.722148 sec): 3 clusters Score: Raw -5594961.021592 + Penalty 3480.738111 = -5591480.283482 nChanged 11 SP:Iteration 24Q (1111.785856 sec): 3 clusters Score: Raw -5594966.253469 + Penalty 3480.738111 = -5591485.515358 nChanged 9 SP:Iteration 25Q (1111.850259 sec): 3 clusters Score: Raw -5594971.066071 + Penalty 3480.738111 = -5591490.327960 nChanged 9 SP:Iteration 26Q (1111.912474 sec): 3 clusters Score: Raw -5594975.444730 + Penalty 3480.738111 = -5591494.706619 nChanged 6 SP:Iteration 27Q (1111.976095 sec): 3 clusters Score: Raw -5594979.069189 + Penalty 3480.738111 = -5591498.331078 nChanged 5 SP:Iteration 28Q (1112.040005 sec): 3 clusters Score: Raw -5594981.634135 + Penalty 3480.738111 = -5591500.896024 nChanged 10 SP:Iteration 29Q (1112.103989 sec): 3 clusters Score: Raw -5594987.224424 + Penalty 3480.738111 = -5591506.486313 nChanged 7 SP:Iteration 30Q (1112.174900 sec): 3 clusters Score: Raw -5594990.945175 + Penalty 3480.738111 = -5591510.207064 nChanged 7 SP:Iteration 31Q (1112.247125 sec): 3 clusters Score: Raw -5594995.000937 + Penalty 3480.738111 = -5591514.262826 nChanged 6 SP:Iteration 32Q (1112.311105 sec): 3 clusters Score: Raw -5594999.141372 + Penalty 3480.738111 = -5591518.403261 nChanged 8 SP:Iteration 33Q (1112.382464 sec): 3 clusters Score: Raw -5595005.876347 + Penalty 3480.738111 = -5591525.138236 nChanged 14 SP:Iteration 34Q (1112.448676 sec): 3 clusters Score: Raw -5595013.474888 + Penalty 3480.738111 = -5591532.736777 nChanged 12 SP:Iteration 35Q (1112.512320 sec): 3 clusters Score: Raw -5595019.997203 + Penalty 3480.738111 = -5591539.259092 nChanged 5 SP:Iteration 36Q (1112.575938 sec): 3 clusters Score: Raw -5595022.162283 + Penalty 3480.738111 = -5591541.424172 nChanged 3 SP:Iteration 37Q (1112.638599 sec): 3 clusters Score: Raw -5595022.697477 + Penalty 3480.738111 = -5591541.959366 nChanged 0 SP:Iteration 38F (1112.716432 sec): 3 clusters Score: Raw -5595022.697477 + Penalty 3480.738111 = -5591541.959366 nChanged 0 Trying to split cluster 21 (20605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1112.753151 sec): 2 clusters Score: Raw -2576337.997100 + Penalty 1614.159470 = -2574723.837630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1112.800703 sec): 3 clusters Score: Raw -2563833.957696 + Penalty 3228.318939 = -2560605.638757 nChanged 9330 SP:Iteration 1F (1112.844298 sec): 3 clusters Score: Raw -2568896.299952 + Penalty 3228.318939 = -2565667.981013 nChanged 1031 SP:Iteration 2F (1112.888315 sec): 3 clusters Score: Raw -2569248.463340 + Penalty 3228.318939 = -2566020.144400 nChanged 918 SP:Iteration 3Q (1112.932852 sec): 3 clusters Score: Raw -2569560.138263 + Penalty 3228.318939 = -2566331.819323 nChanged 847 SP:Iteration 4Q (1112.977433 sec): 3 clusters Score: Raw -2569840.121612 + Penalty 3228.318939 = -2566611.802673 nChanged 780 SP:Iteration 5Q (1113.021751 sec): 3 clusters Score: Raw -2570079.418718 + Penalty 3228.318939 = -2566851.099779 nChanged 704 SP:Iteration 6Q (1113.066027 sec): 3 clusters Score: Raw -2570313.626002 + Penalty 3228.318939 = -2567085.307063 nChanged 753 SP:Iteration 7Q (1113.114288 sec): 3 clusters Score: Raw -2570599.146659 + Penalty 3228.318939 = -2567370.827719 nChanged 790 SP:Iteration 8Q (1113.161488 sec): 3 clusters Score: Raw -2570948.911748 + Penalty 3228.318939 = -2567720.592809 nChanged 836 SP:Iteration 9Q (1113.205425 sec): 3 clusters Score: Raw -2571384.719394 + Penalty 3228.318939 = -2568156.400455 nChanged 913 SP:Iteration 10Q (1113.249861 sec): 3 clusters Score: Raw -2571915.502566 + Penalty 3228.318939 = -2568687.183627 nChanged 955 SP:Iteration 11Q (1113.301450 sec): 3 clusters Score: Raw -2572504.189732 + Penalty 3228.318939 = -2569275.870793 nChanged 903 SP:Iteration 12Q (1113.357051 sec): 3 clusters Score: Raw -2572990.896858 + Penalty 3228.318939 = -2569762.577918 nChanged 765 SP:Iteration 13Q (1113.400357 sec): 3 clusters Score: Raw -2573305.269202 + Penalty 3228.318939 = -2570076.950263 nChanged 508 SP:Iteration 14Q (1113.443475 sec): 3 clusters Score: Raw -2573443.886369 + Penalty 3228.318939 = -2570215.567429 nChanged 318 SP:Iteration 15Q (1113.486762 sec): 3 clusters Score: Raw -2573507.997666 + Penalty 3228.318939 = -2570279.678726 nChanged 210 SP:Iteration 16Q (1113.531739 sec): 3 clusters Score: Raw -2573543.919458 + Penalty 3228.318939 = -2570315.600519 nChanged 163 SP:Iteration 17Q (1113.577386 sec): 3 clusters Score: Raw -2573569.035141 + Penalty 3228.318939 = -2570340.716202 nChanged 134 SP:Iteration 18Q (1113.620065 sec): 3 clusters Score: Raw -2573587.937676 + Penalty 3228.318939 = -2570359.618736 nChanged 121 SP:Iteration 19Q (1113.664191 sec): 3 clusters Score: Raw -2573605.402124 + Penalty 3228.318939 = -2570377.083185 nChanged 106 SP:Iteration 20F (1113.708222 sec): 3 clusters Score: Raw -2573621.917364 + Penalty 3228.318939 = -2570393.598425 nChanged 105 SP:Iteration 21Q (1113.751015 sec): 3 clusters Score: Raw -2573634.451787 + Penalty 3228.318939 = -2570406.132848 nChanged 74 SP:Iteration 22Q (1113.793971 sec): 3 clusters Score: Raw -2573644.636294 + Penalty 3228.318939 = -2570416.317354 nChanged 82 SP:Iteration 23Q (1113.836802 sec): 3 clusters Score: Raw -2573656.241958 + Penalty 3228.318939 = -2570427.923019 nChanged 77 SP:Iteration 24Q (1113.882437 sec): 3 clusters Score: Raw -2573666.605632 + Penalty 3228.318939 = -2570438.286693 nChanged 89 SP:Iteration 25Q (1113.925195 sec): 3 clusters Score: Raw -2573678.332828 + Penalty 3228.318939 = -2570450.013889 nChanged 105 SP:Iteration 26Q (1113.967884 sec): 3 clusters Score: Raw -2573694.909619 + Penalty 3228.318939 = -2570466.590680 nChanged 108 SP:Iteration 27Q (1114.018573 sec): 3 clusters Score: Raw -2573710.836279 + Penalty 3228.318939 = -2570482.517340 nChanged 113 SP:Iteration 28Q (1114.061413 sec): 3 clusters Score: Raw -2573727.438019 + Penalty 3228.318939 = -2570499.119080 nChanged 96 SP:Iteration 29Q (1114.104175 sec): 3 clusters Score: Raw -2573740.114790 + Penalty 3228.318939 = -2570511.795851 nChanged 85 SP:Iteration 30Q (1114.146991 sec): 3 clusters Score: Raw -2573750.582735 + Penalty 3228.318939 = -2570522.263796 nChanged 79 SP:Iteration 31Q (1114.189520 sec): 3 clusters Score: Raw -2573759.779834 + Penalty 3228.318939 = -2570531.460895 nChanged 75 SP:Iteration 32Q (1114.232921 sec): 3 clusters Score: Raw -2573767.471916 + Penalty 3228.318939 = -2570539.152977 nChanged 71 SP:Iteration 33Q (1114.282778 sec): 3 clusters Score: Raw -2573775.529034 + Penalty 3228.318939 = -2570547.210095 nChanged 83 SP:Iteration 34Q (1114.325780 sec): 3 clusters Score: Raw -2573786.640358 + Penalty 3228.318939 = -2570558.321418 nChanged 85 SP:Iteration 35Q (1114.370602 sec): 3 clusters Score: Raw -2573797.852521 + Penalty 3228.318939 = -2570569.533581 nChanged 97 SP:Iteration 36Q (1114.412907 sec): 3 clusters Score: Raw -2573810.960095 + Penalty 3228.318939 = -2570582.641156 nChanged 100 SP:Iteration 37Q (1114.455256 sec): 3 clusters Score: Raw -2573825.422709 + Penalty 3228.318939 = -2570597.103769 nChanged 114 SP:Iteration 38Q (1114.497787 sec): 3 clusters Score: Raw -2573840.991340 + Penalty 3228.318939 = -2570612.672401 nChanged 108 SP:Iteration 39Q (1114.540301 sec): 3 clusters Score: Raw -2573855.777710 + Penalty 3228.318939 = -2570627.458771 nChanged 102 SP:Iteration 40F (1114.584031 sec): 3 clusters Score: Raw -2573869.795850 + Penalty 3228.318939 = -2570641.476911 nChanged 94 SP:Iteration 41Q (1114.645670 sec): 3 clusters Score: Raw -2573881.713298 + Penalty 3228.318939 = -2570653.394359 nChanged 97 SP:Iteration 42Q (1114.688147 sec): 3 clusters Score: Raw -2573893.021495 + Penalty 3228.318939 = -2570664.702555 nChanged 103 SP:Iteration 43Q (1114.730569 sec): 3 clusters Score: Raw -2573905.167469 + Penalty 3228.318939 = -2570676.848529 nChanged 87 SP:Iteration 44Q (1114.774396 sec): 3 clusters Score: Raw -2573916.433843 + Penalty 3228.318939 = -2570688.114904 nChanged 100 SP:Iteration 45Q (1114.820224 sec): 3 clusters Score: Raw -2573929.096415 + Penalty 3228.318939 = -2570700.777475 nChanged 94 SP:Iteration 46Q (1114.862527 sec): 3 clusters Score: Raw -2573941.694610 + Penalty 3228.318939 = -2570713.375671 nChanged 102 SP:Iteration 47Q (1114.905019 sec): 3 clusters Score: Raw -2573958.278268 + Penalty 3228.318939 = -2570729.959329 nChanged 126 SP:Iteration 48Q (1114.947271 sec): 3 clusters Score: Raw -2573981.466030 + Penalty 3228.318939 = -2570753.147091 nChanged 143 SP:Iteration 49Q (1114.989756 sec): 3 clusters Score: Raw -2574009.249688 + Penalty 3228.318939 = -2570780.930749 nChanged 147 SP:Iteration 50Q (1115.034804 sec): 3 clusters Score: Raw -2574036.472956 + Penalty 3228.318939 = -2570808.154017 nChanged 133 SP:Iteration 51Q (1115.123849 sec): 3 clusters Score: Raw -2574059.419080 + Penalty 3228.318939 = -2570831.100141 nChanged 144 SP:Iteration 52Q (1115.208633 sec): 3 clusters Score: Raw -2574086.432908 + Penalty 3228.318939 = -2570858.113969 nChanged 148 SP:Iteration 53Q (1115.247913 sec): 3 clusters Score: Raw -2574113.987977 + Penalty 3228.318939 = -2570885.669038 nChanged 150 SP:Iteration 54Q (1115.308827 sec): 3 clusters Score: Raw -2574142.554398 + Penalty 3228.318939 = -2570914.235459 nChanged 152 SP:Iteration 55Q (1115.350806 sec): 3 clusters Score: Raw -2574171.414316 + Penalty 3228.318939 = -2570943.095377 nChanged 170 SP:Iteration 56Q (1115.392813 sec): 3 clusters Score: Raw -2574205.450315 + Penalty 3228.318939 = -2570977.131376 nChanged 156 SP:Iteration 57Q (1115.434813 sec): 3 clusters Score: Raw -2574232.669130 + Penalty 3228.318939 = -2571004.350191 nChanged 154 SP:Iteration 58Q (1115.477206 sec): 3 clusters Score: Raw -2574262.651234 + Penalty 3228.318939 = -2571034.332295 nChanged 165 SP:Iteration 59Q (1115.519282 sec): 3 clusters Score: Raw -2574297.918613 + Penalty 3228.318939 = -2571069.599674 nChanged 193 SP:Iteration 60F (1115.563531 sec): 3 clusters Score: Raw -2574338.835100 + Penalty 3228.318939 = -2571110.516160 nChanged 194 SP:Iteration 61Q (1115.605583 sec): 3 clusters Score: Raw -2574380.748762 + Penalty 3228.318939 = -2571152.429823 nChanged 202 SP:Iteration 62Q (1115.647453 sec): 3 clusters Score: Raw -2574435.223828 + Penalty 3228.318939 = -2571206.904889 nChanged 225 SP:Iteration 63Q (1115.689299 sec): 3 clusters Score: Raw -2574501.484837 + Penalty 3228.318939 = -2571273.165898 nChanged 238 SP:Iteration 64Q (1115.731770 sec): 3 clusters Score: Raw -2574569.785887 + Penalty 3228.318939 = -2571341.466947 nChanged 235 SP:Iteration 65Q (1115.773271 sec): 3 clusters Score: Raw -2574637.225522 + Penalty 3228.318939 = -2571408.906583 nChanged 251 SP:Iteration 66Q (1115.814479 sec): 3 clusters Score: Raw -2574714.463255 + Penalty 3228.318939 = -2571486.144316 nChanged 254 SP:Iteration 67Q (1115.855915 sec): 3 clusters Score: Raw -2574792.426652 + Penalty 3228.318939 = -2571564.107713 nChanged 249 SP:Iteration 68Q (1115.903750 sec): 3 clusters Score: Raw -2574874.256500 + Penalty 3228.318939 = -2571645.937561 nChanged 259 SP:Iteration 69Q (1115.944753 sec): 3 clusters Score: Raw -2574962.297634 + Penalty 3228.318939 = -2571733.978695 nChanged 262 SP:Iteration 70Q (1115.998280 sec): 3 clusters Score: Raw -2575054.175463 + Penalty 3228.318939 = -2571825.856524 nChanged 254 SP:Iteration 71Q (1116.039549 sec): 3 clusters Score: Raw -2575147.782588 + Penalty 3228.318939 = -2571919.463648 nChanged 245 SP:Iteration 72Q (1116.079855 sec): 3 clusters Score: Raw -2575238.779837 + Penalty 3228.318939 = -2572010.460898 nChanged 231 SP:Iteration 73Q (1116.131744 sec): 3 clusters Score: Raw -2575331.102926 + Penalty 3228.318939 = -2572102.783987 nChanged 238 SP:Iteration 74Q (1116.171809 sec): 3 clusters Score: Raw -2575428.293702 + Penalty 3228.318939 = -2572199.974763 nChanged 247 SP:Iteration 75Q (1116.211761 sec): 3 clusters Score: Raw -2575549.464186 + Penalty 3228.318939 = -2572321.145247 nChanged 254 SP:Iteration 76Q (1116.254406 sec): 3 clusters Score: Raw -2575676.093000 + Penalty 3228.318939 = -2572447.774061 nChanged 245 SP:Iteration 77Q (1116.293888 sec): 3 clusters Score: Raw -2575809.221091 + Penalty 3228.318939 = -2572580.902152 nChanged 237 SP:Iteration 78Q (1116.332995 sec): 3 clusters Score: Raw -2575948.380676 + Penalty 3228.318939 = -2572720.061736 nChanged 219 SP:Iteration 79Q (1116.371609 sec): 3 clusters Score: Raw -2576099.415669 + Penalty 3228.318939 = -2572871.096730 nChanged 179 SP:Iteration 80F (1116.425592 sec): 3 clusters Score: Raw -2576239.068702 + Penalty 3228.318939 = -2573010.749762 nChanged 173 SP:Iteration 81Q (1116.467636 sec): 3 clusters Score: Raw -2576365.435468 + Penalty 3228.318939 = -2573137.116529 nChanged 126 SP:Iteration 82Q (1116.505083 sec): 3 clusters Score: Raw -2576448.701053 + Penalty 3228.318939 = -2573220.382113 nChanged 107 SP:Iteration 83Q (1116.541914 sec): 3 clusters Score: Raw -2576512.877492 + Penalty 3228.318939 = -2573284.558552 nChanged 88 SP:Iteration 84Q (1116.578483 sec): 3 clusters Score: Raw -2576569.593994 + Penalty 3228.318939 = -2573341.275054 nChanged 82 SP:Iteration 85Q (1116.615156 sec): 3 clusters Score: Raw -2576617.610484 + Penalty 3228.318939 = -2573389.291544 nChanged 61 SP:Iteration 86Q (1116.651835 sec): 3 clusters Score: Raw -2576644.758432 + Penalty 3228.318939 = -2573416.439493 nChanged 46 SP:Iteration 87Q (1116.688432 sec): 3 clusters Score: Raw -2576666.118977 + Penalty 3228.318939 = -2573437.800038 nChanged 40 SP:Iteration 88Q (1116.729674 sec): 3 clusters Score: Raw -2576679.755842 + Penalty 3228.318939 = -2573451.436903 nChanged 28 SP:Iteration 89Q (1116.766359 sec): 3 clusters Score: Raw -2576690.421616 + Penalty 3228.318939 = -2573462.102676 nChanged 30 SP:Iteration 90Q (1116.804043 sec): 3 clusters Score: Raw -2576698.689690 + Penalty 3228.318939 = -2573470.370751 nChanged 22 SP:Iteration 91Q (1116.840328 sec): 3 clusters Score: Raw -2576704.477221 + Penalty 3228.318939 = -2573476.158281 nChanged 16 SP:Iteration 92Q (1116.886593 sec): 3 clusters Score: Raw -2576708.323683 + Penalty 3228.318939 = -2573480.004744 nChanged 11 SP:Iteration 93Q (1116.922979 sec): 3 clusters Score: Raw -2576711.737538 + Penalty 3228.318939 = -2573483.418599 nChanged 11 SP:Iteration 94Q (1116.960262 sec): 3 clusters Score: Raw -2576714.841142 + Penalty 3228.318939 = -2573486.522203 nChanged 9 SP:Iteration 95Q (1116.996644 sec): 3 clusters Score: Raw -2576717.539330 + Penalty 3228.318939 = -2573489.220391 nChanged 3 SP:Iteration 96Q (1117.052957 sec): 3 clusters Score: Raw -2576718.311060 + Penalty 3228.318939 = -2573489.992121 nChanged 6 SP:Iteration 97Q (1117.089336 sec): 3 clusters Score: Raw -2576719.694550 + Penalty 3228.318939 = -2573491.375610 nChanged 7 SP:Iteration 98Q (1117.126457 sec): 3 clusters Score: Raw -2576721.424287 + Penalty 3228.318939 = -2573493.105347 nChanged 6 SP:Iteration 99Q (1117.162802 sec): 3 clusters Score: Raw -2576723.172927 + Penalty 3228.318939 = -2573494.853988 nChanged 5 SP:Iteration 100F (1117.212054 sec): 3 clusters Score: Raw -2576724.010612 + Penalty 3228.318939 = -2573495.691673 nChanged 1 SP:Iteration 101Q (1117.248795 sec): 3 clusters Score: Raw -2576724.362714 + Penalty 3228.318939 = -2573496.043775 nChanged 2 SP:Iteration 102Q (1117.285069 sec): 3 clusters Score: Raw -2576724.756032 + Penalty 3228.318939 = -2573496.437093 nChanged 4 SP:Iteration 103Q (1117.321300 sec): 3 clusters Score: Raw -2576725.951563 + Penalty 3228.318939 = -2573497.632624 nChanged 7 SP:Iteration 104Q (1117.357572 sec): 3 clusters Score: Raw -2576727.542868 + Penalty 3228.318939 = -2573499.223929 nChanged 4 SP:Iteration 105Q (1117.393924 sec): 3 clusters Score: Raw -2576729.268813 + Penalty 3228.318939 = -2573500.949874 nChanged 6 SP:Iteration 106Q (1117.430183 sec): 3 clusters Score: Raw -2576730.984137 + Penalty 3228.318939 = -2573502.665198 nChanged 8 SP:Iteration 107Q (1117.471658 sec): 3 clusters Score: Raw -2576733.248283 + Penalty 3228.318939 = -2573504.929344 nChanged 4 SP:Iteration 108Q (1117.514189 sec): 3 clusters Score: Raw -2576734.299070 + Penalty 3228.318939 = -2573505.980131 nChanged 3 SP:Iteration 109Q (1117.550526 sec): 3 clusters Score: Raw -2576735.080063 + Penalty 3228.318939 = -2573506.761123 nChanged 3 SP:Iteration 110Q (1117.586896 sec): 3 clusters Score: Raw -2576736.217273 + Penalty 3228.318939 = -2573507.898334 nChanged 7 SP:Iteration 111Q (1117.623360 sec): 3 clusters Score: Raw -2576738.585968 + Penalty 3228.318939 = -2573510.267029 nChanged 9 SP:Iteration 112Q (1117.695135 sec): 3 clusters Score: Raw -2576741.195379 + Penalty 3228.318939 = -2573512.876440 nChanged 5 SP:Iteration 113Q (1117.746496 sec): 3 clusters Score: Raw -2576743.533545 + Penalty 3228.318939 = -2573515.214605 nChanged 7 SP:Iteration 114Q (1117.786535 sec): 3 clusters Score: Raw -2576745.582792 + Penalty 3228.318939 = -2573517.263853 nChanged 9 SP:Iteration 115Q (1117.822856 sec): 3 clusters Score: Raw -2576749.301167 + Penalty 3228.318939 = -2573520.982228 nChanged 9 SP:Iteration 116Q (1117.860090 sec): 3 clusters Score: Raw -2576753.071073 + Penalty 3228.318939 = -2573524.752134 nChanged 10 SP:Iteration 117Q (1117.895757 sec): 3 clusters Score: Raw -2576756.157350 + Penalty 3228.318939 = -2573527.838411 nChanged 6 SP:Iteration 118Q (1117.932377 sec): 3 clusters Score: Raw -2576757.360819 + Penalty 3228.318939 = -2573529.041880 nChanged 7 SP:Iteration 119Q (1117.968808 sec): 3 clusters Score: Raw -2576760.154328 + Penalty 3228.318939 = -2573531.835389 nChanged 12 SP:Iteration 120F (1118.012441 sec): 3 clusters Score: Raw -2576764.769138 + Penalty 3228.318939 = -2573536.450199 nChanged 11 SP:Iteration 121Q (1118.048800 sec): 3 clusters Score: Raw -2576767.844336 + Penalty 3228.318939 = -2573539.525397 nChanged 5 SP:Iteration 122Q (1118.084955 sec): 3 clusters Score: Raw -2576769.637942 + Penalty 3228.318939 = -2573541.319003 nChanged 2 SP:Iteration 123Q (1118.124935 sec): 3 clusters Score: Raw -2576770.548683 + Penalty 3228.318939 = -2573542.229743 nChanged 2 SP:Iteration 124Q (1118.161159 sec): 3 clusters Score: Raw -2576771.016615 + Penalty 3228.318939 = -2573542.697676 nChanged 1 SP:Iteration 125Q (1118.197346 sec): 3 clusters Score: Raw -2576771.235385 + Penalty 3228.318939 = -2573542.916446 nChanged 2 SP:Iteration 126Q (1118.233867 sec): 3 clusters Score: Raw -2576771.799848 + Penalty 3228.318939 = -2573543.480908 nChanged 2 SP:Iteration 127Q (1118.277443 sec): 3 clusters Score: Raw -2576772.269715 + Penalty 3228.318939 = -2573543.950775 nChanged 2 SP:Iteration 128Q (1118.317168 sec): 3 clusters Score: Raw -2576772.925719 + Penalty 3228.318939 = -2573544.606780 nChanged 5 SP:Iteration 129Q (1118.353332 sec): 3 clusters Score: Raw -2576774.161496 + Penalty 3228.318939 = -2573545.842557 nChanged 4 SP:Iteration 130Q (1118.406508 sec): 3 clusters Score: Raw -2576775.266677 + Penalty 3228.318939 = -2573546.947738 nChanged 4 SP:Iteration 131Q (1118.443751 sec): 3 clusters Score: Raw -2576776.354505 + Penalty 3228.318939 = -2573548.035566 nChanged 5 SP:Iteration 132Q (1118.479500 sec): 3 clusters Score: Raw -2576777.868071 + Penalty 3228.318939 = -2573549.549131 nChanged 1 SP:Iteration 133Q (1118.514900 sec): 3 clusters Score: Raw -2576778.058261 + Penalty 3228.318939 = -2573549.739322 nChanged 0 SP:Iteration 134F (1118.569551 sec): 3 clusters Score: Raw -2576778.058261 + Penalty 3228.318939 = -2573549.739322 nChanged 0 Trying to split cluster 22 (55130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1118.648977 sec): 2 clusters Score: Raw -6888686.305121 + Penalty 1774.085513 = -6886912.219607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1118.760325 sec): 3 clusters Score: Raw -6853705.798199 + Penalty 3548.171026 = -6850157.627173 nChanged 25858 SP:Iteration 1F (1118.854681 sec): 3 clusters Score: Raw -6868518.394702 + Penalty 3548.171026 = -6864970.223676 nChanged 2281 SP:Iteration 2Q (1118.953839 sec): 3 clusters Score: Raw -6869228.451711 + Penalty 3548.171026 = -6865680.280684 nChanged 2389 SP:Iteration 3Q (1119.053169 sec): 3 clusters Score: Raw -6870145.692213 + Penalty 3548.171026 = -6866597.521187 nChanged 2792 SP:Iteration 4F (1119.147955 sec): 3 clusters Score: Raw -6871491.208360 + Penalty 3548.171026 = -6867943.037334 nChanged 3332 SP:Iteration 5F (1119.242542 sec): 3 clusters Score: Raw -6873560.529191 + Penalty 3548.171026 = -6870012.358164 nChanged 3874 SP:Iteration 6F (1119.335717 sec): 3 clusters Score: Raw -6876546.949241 + Penalty 3548.171026 = -6872998.778215 nChanged 3959 SP:Iteration 7F (1119.430160 sec): 3 clusters Score: Raw -6880028.162938 + Penalty 3548.171026 = -6876479.991912 nChanged 3292 SP:Iteration 8F (1119.524483 sec): 3 clusters Score: Raw -6882879.539261 + Penalty 3548.171026 = -6879331.368235 nChanged 2401 SP:Iteration 9Q (1119.620788 sec): 3 clusters Score: Raw -6884665.300678 + Penalty 3548.171026 = -6881117.129652 nChanged 1574 SP:Iteration 10Q (1119.723754 sec): 3 clusters Score: Raw -6885575.336082 + Penalty 3548.171026 = -6882027.165056 nChanged 1024 SP:Iteration 11Q (1119.815233 sec): 3 clusters Score: Raw -6886160.468889 + Penalty 3548.171026 = -6882612.297863 nChanged 874 SP:Iteration 12Q (1119.904071 sec): 3 clusters Score: Raw -6886635.473175 + Penalty 3548.171026 = -6883087.302149 nChanged 719 SP:Iteration 13Q (1119.993753 sec): 3 clusters Score: Raw -6886965.799402 + Penalty 3548.171026 = -6883417.628375 nChanged 615 SP:Iteration 14Q (1120.081504 sec): 3 clusters Score: Raw -6887200.036858 + Penalty 3548.171026 = -6883651.865832 nChanged 493 SP:Iteration 15Q (1120.168406 sec): 3 clusters Score: Raw -6887361.676107 + Penalty 3548.171026 = -6883813.505081 nChanged 430 SP:Iteration 16Q (1120.256741 sec): 3 clusters Score: Raw -6887483.881469 + Penalty 3548.171026 = -6883935.710442 nChanged 400 SP:Iteration 17Q (1120.342682 sec): 3 clusters Score: Raw -6887590.343595 + Penalty 3548.171026 = -6884042.172569 nChanged 372 SP:Iteration 18Q (1120.428719 sec): 3 clusters Score: Raw -6887685.485434 + Penalty 3548.171026 = -6884137.314408 nChanged 321 SP:Iteration 19Q (1120.513930 sec): 3 clusters Score: Raw -6887767.935887 + Penalty 3548.171026 = -6884219.764861 nChanged 324 SP:Iteration 20F (1120.608070 sec): 3 clusters Score: Raw -6887846.350965 + Penalty 3548.171026 = -6884298.179939 nChanged 295 SP:Iteration 21Q (1120.693146 sec): 3 clusters Score: Raw -6887917.365873 + Penalty 3548.171026 = -6884369.194847 nChanged 301 SP:Iteration 22Q (1120.778887 sec): 3 clusters Score: Raw -6887984.014421 + Penalty 3548.171026 = -6884435.843395 nChanged 277 SP:Iteration 23Q (1120.868716 sec): 3 clusters Score: Raw -6888043.217303 + Penalty 3548.171026 = -6884495.046277 nChanged 256 SP:Iteration 24Q (1120.952062 sec): 3 clusters Score: Raw -6888097.592080 + Penalty 3548.171026 = -6884549.421054 nChanged 238 SP:Iteration 25Q (1121.036531 sec): 3 clusters Score: Raw -6888145.093387 + Penalty 3548.171026 = -6884596.922361 nChanged 232 SP:Iteration 26Q (1121.120627 sec): 3 clusters Score: Raw -6888191.987354 + Penalty 3548.171026 = -6884643.816328 nChanged 205 SP:Iteration 27Q (1121.204451 sec): 3 clusters Score: Raw -6888230.895989 + Penalty 3548.171026 = -6884682.724962 nChanged 188 SP:Iteration 28Q (1121.294409 sec): 3 clusters Score: Raw -6888268.423727 + Penalty 3548.171026 = -6884720.252701 nChanged 182 SP:Iteration 29Q (1121.378010 sec): 3 clusters Score: Raw -6888300.217395 + Penalty 3548.171026 = -6884752.046369 nChanged 151 SP:Iteration 30Q (1121.460540 sec): 3 clusters Score: Raw -6888325.240693 + Penalty 3548.171026 = -6884777.069667 nChanged 144 SP:Iteration 31Q (1121.542979 sec): 3 clusters Score: Raw -6888348.740115 + Penalty 3548.171026 = -6884800.569088 nChanged 142 SP:Iteration 32Q (1121.626038 sec): 3 clusters Score: Raw -6888373.222326 + Penalty 3548.171026 = -6884825.051300 nChanged 150 SP:Iteration 33Q (1121.708482 sec): 3 clusters Score: Raw -6888398.321115 + Penalty 3548.171026 = -6884850.150088 nChanged 132 SP:Iteration 34Q (1121.790351 sec): 3 clusters Score: Raw -6888419.982420 + Penalty 3548.171026 = -6884871.811394 nChanged 113 SP:Iteration 35Q (1121.874636 sec): 3 clusters Score: Raw -6888437.733038 + Penalty 3548.171026 = -6884889.562011 nChanged 100 SP:Iteration 36Q (1121.955773 sec): 3 clusters Score: Raw -6888454.150546 + Penalty 3548.171026 = -6884905.979520 nChanged 105 SP:Iteration 37Q (1122.038986 sec): 3 clusters Score: Raw -6888469.338316 + Penalty 3548.171026 = -6884921.167290 nChanged 90 SP:Iteration 38Q (1122.120824 sec): 3 clusters Score: Raw -6888481.650099 + Penalty 3548.171026 = -6884933.479073 nChanged 105 SP:Iteration 39Q (1122.202563 sec): 3 clusters Score: Raw -6888496.976216 + Penalty 3548.171026 = -6884948.805190 nChanged 89 SP:Iteration 40F (1122.302447 sec): 3 clusters Score: Raw -6888509.098466 + Penalty 3548.171026 = -6884960.927440 nChanged 87 SP:Iteration 41Q (1122.391148 sec): 3 clusters Score: Raw -6888520.464907 + Penalty 3548.171026 = -6884972.293880 nChanged 79 SP:Iteration 42Q (1122.471827 sec): 3 clusters Score: Raw -6888530.926575 + Penalty 3548.171026 = -6884982.755548 nChanged 90 SP:Iteration 43Q (1122.556599 sec): 3 clusters Score: Raw -6888543.503028 + Penalty 3548.171026 = -6884995.332002 nChanged 89 SP:Iteration 44Q (1122.636933 sec): 3 clusters Score: Raw -6888556.951535 + Penalty 3548.171026 = -6885008.780509 nChanged 85 SP:Iteration 45Q (1122.728453 sec): 3 clusters Score: Raw -6888569.171946 + Penalty 3548.171026 = -6885021.000919 nChanged 85 SP:Iteration 46Q (1122.809144 sec): 3 clusters Score: Raw -6888579.983467 + Penalty 3548.171026 = -6885031.812441 nChanged 73 SP:Iteration 47Q (1122.897617 sec): 3 clusters Score: Raw -6888590.430733 + Penalty 3548.171026 = -6885042.259707 nChanged 73 SP:Iteration 48Q (1122.977886 sec): 3 clusters Score: Raw -6888601.376052 + Penalty 3548.171026 = -6885053.205025 nChanged 62 SP:Iteration 49Q (1123.059090 sec): 3 clusters Score: Raw -6888610.494039 + Penalty 3548.171026 = -6885062.323013 nChanged 58 SP:Iteration 50Q (1123.143447 sec): 3 clusters Score: Raw -6888618.247591 + Penalty 3548.171026 = -6885070.076564 nChanged 56 SP:Iteration 51Q (1123.245565 sec): 3 clusters Score: Raw -6888625.751365 + Penalty 3548.171026 = -6885077.580339 nChanged 51 SP:Iteration 52Q (1123.326542 sec): 3 clusters Score: Raw -6888631.667437 + Penalty 3548.171026 = -6885083.496411 nChanged 43 SP:Iteration 53Q (1123.406381 sec): 3 clusters Score: Raw -6888637.177589 + Penalty 3548.171026 = -6885089.006563 nChanged 44 SP:Iteration 54Q (1123.485319 sec): 3 clusters Score: Raw -6888642.112167 + Penalty 3548.171026 = -6885093.941141 nChanged 51 SP:Iteration 55Q (1123.565591 sec): 3 clusters Score: Raw -6888648.816181 + Penalty 3548.171026 = -6885100.645155 nChanged 40 SP:Iteration 56Q (1123.645895 sec): 3 clusters Score: Raw -6888653.865668 + Penalty 3548.171026 = -6885105.694642 nChanged 40 SP:Iteration 57Q (1123.730009 sec): 3 clusters Score: Raw -6888659.376961 + Penalty 3548.171026 = -6885111.205935 nChanged 42 SP:Iteration 58Q (1123.813769 sec): 3 clusters Score: Raw -6888665.075084 + Penalty 3548.171026 = -6885116.904057 nChanged 30 SP:Iteration 59Q (1123.893465 sec): 3 clusters Score: Raw -6888669.335952 + Penalty 3548.171026 = -6885121.164926 nChanged 35 SP:Iteration 60F (1123.987507 sec): 3 clusters Score: Raw -6888673.252196 + Penalty 3548.171026 = -6885125.081170 nChanged 31 SP:Iteration 61Q (1124.071041 sec): 3 clusters Score: Raw -6888676.602376 + Penalty 3548.171026 = -6885128.431349 nChanged 33 SP:Iteration 62Q (1124.153736 sec): 3 clusters Score: Raw -6888681.596757 + Penalty 3548.171026 = -6885133.425731 nChanged 38 SP:Iteration 63Q (1124.233619 sec): 3 clusters Score: Raw -6888687.400206 + Penalty 3548.171026 = -6885139.229180 nChanged 35 SP:Iteration 64Q (1124.312317 sec): 3 clusters Score: Raw -6888692.277772 + Penalty 3548.171026 = -6885144.106746 nChanged 38 SP:Iteration 65Q (1124.394006 sec): 3 clusters Score: Raw -6888698.149765 + Penalty 3548.171026 = -6885149.978739 nChanged 48 SP:Iteration 66Q (1124.474577 sec): 3 clusters Score: Raw -6888705.484958 + Penalty 3548.171026 = -6885157.313932 nChanged 52 SP:Iteration 67Q (1124.561740 sec): 3 clusters Score: Raw -6888714.151739 + Penalty 3548.171026 = -6885165.980713 nChanged 51 SP:Iteration 68Q (1124.653654 sec): 3 clusters Score: Raw -6888723.879054 + Penalty 3548.171026 = -6885175.708028 nChanged 43 SP:Iteration 69Q (1124.739152 sec): 3 clusters Score: Raw -6888729.305022 + Penalty 3548.171026 = -6885181.133995 nChanged 32 SP:Iteration 70Q (1124.818915 sec): 3 clusters Score: Raw -6888733.212887 + Penalty 3548.171026 = -6885185.041860 nChanged 30 SP:Iteration 71Q (1124.903558 sec): 3 clusters Score: Raw -6888737.048981 + Penalty 3548.171026 = -6885188.877955 nChanged 23 SP:Iteration 72Q (1124.987430 sec): 3 clusters Score: Raw -6888739.270025 + Penalty 3548.171026 = -6885191.098999 nChanged 26 SP:Iteration 73Q (1125.066712 sec): 3 clusters Score: Raw -6888741.620891 + Penalty 3548.171026 = -6885193.449864 nChanged 18 SP:Iteration 74Q (1125.146786 sec): 3 clusters Score: Raw -6888743.346038 + Penalty 3548.171026 = -6885195.175012 nChanged 15 SP:Iteration 75Q (1125.226574 sec): 3 clusters Score: Raw -6888744.668045 + Penalty 3548.171026 = -6885196.497019 nChanged 13 SP:Iteration 76Q (1125.305635 sec): 3 clusters Score: Raw -6888746.421711 + Penalty 3548.171026 = -6885198.250684 nChanged 19 SP:Iteration 77Q (1125.411920 sec): 3 clusters Score: Raw -6888748.973152 + Penalty 3548.171026 = -6885200.802126 nChanged 20 SP:Iteration 78Q (1125.527609 sec): 3 clusters Score: Raw -6888751.298286 + Penalty 3548.171026 = -6885203.127260 nChanged 15 SP:Iteration 79Q (1125.627756 sec): 3 clusters Score: Raw -6888752.940941 + Penalty 3548.171026 = -6885204.769915 nChanged 12 SP:Iteration 80F (1125.739517 sec): 3 clusters Score: Raw -6888754.177497 + Penalty 3548.171026 = -6885206.006471 nChanged 9 SP:Iteration 81Q (1125.821131 sec): 3 clusters Score: Raw -6888754.944145 + Penalty 3548.171026 = -6885206.773119 nChanged 10 SP:Iteration 82Q (1125.901037 sec): 3 clusters Score: Raw -6888755.909086 + Penalty 3548.171026 = -6885207.738060 nChanged 11 SP:Iteration 83Q (1125.980276 sec): 3 clusters Score: Raw -6888756.901852 + Penalty 3548.171026 = -6885208.730826 nChanged 10 SP:Iteration 84Q (1126.059758 sec): 3 clusters Score: Raw -6888757.777860 + Penalty 3548.171026 = -6885209.606834 nChanged 12 SP:Iteration 85Q (1126.139463 sec): 3 clusters Score: Raw -6888759.299540 + Penalty 3548.171026 = -6885211.128513 nChanged 10 SP:Iteration 86Q (1126.219641 sec): 3 clusters Score: Raw -6888760.338675 + Penalty 3548.171026 = -6885212.167649 nChanged 11 SP:Iteration 87Q (1126.298839 sec): 3 clusters Score: Raw -6888761.550851 + Penalty 3548.171026 = -6885213.379825 nChanged 8 SP:Iteration 88Q (1126.381823 sec): 3 clusters Score: Raw -6888762.644097 + Penalty 3548.171026 = -6885214.473071 nChanged 10 SP:Iteration 89Q (1126.467015 sec): 3 clusters Score: Raw -6888763.662019 + Penalty 3548.171026 = -6885215.490993 nChanged 8 SP:Iteration 90Q (1126.577623 sec): 3 clusters Score: Raw -6888764.074758 + Penalty 3548.171026 = -6885215.903732 nChanged 4 SP:Iteration 91Q (1126.661183 sec): 3 clusters Score: Raw -6888764.446774 + Penalty 3548.171026 = -6885216.275747 nChanged 4 SP:Iteration 92Q (1126.748790 sec): 3 clusters Score: Raw -6888765.118209 + Penalty 3548.171026 = -6885216.947183 nChanged 9 SP:Iteration 93Q (1126.828170 sec): 3 clusters Score: Raw -6888765.917533 + Penalty 3548.171026 = -6885217.746507 nChanged 5 SP:Iteration 94Q (1126.911329 sec): 3 clusters Score: Raw -6888766.307137 + Penalty 3548.171026 = -6885218.136111 nChanged 4 SP:Iteration 95Q (1126.992755 sec): 3 clusters Score: Raw -6888766.624616 + Penalty 3548.171026 = -6885218.453590 nChanged 4 SP:Iteration 96Q (1127.073284 sec): 3 clusters Score: Raw -6888766.979754 + Penalty 3548.171026 = -6885218.808727 nChanged 4 SP:Iteration 97Q (1127.151930 sec): 3 clusters Score: Raw -6888767.192980 + Penalty 3548.171026 = -6885219.021954 nChanged 3 SP:Iteration 98Q (1127.231031 sec): 3 clusters Score: Raw -6888767.648873 + Penalty 3548.171026 = -6885219.477847 nChanged 8 SP:Iteration 99Q (1127.310623 sec): 3 clusters Score: Raw -6888768.117253 + Penalty 3548.171026 = -6885219.946226 nChanged 5 SP:Iteration 100F (1127.410543 sec): 3 clusters Score: Raw -6888768.521162 + Penalty 3548.171026 = -6885220.350136 nChanged 2 SP:Iteration 101Q (1127.497337 sec): 3 clusters Score: Raw -6888768.626522 + Penalty 3548.171026 = -6885220.455495 nChanged 2 SP:Iteration 102Q (1127.596888 sec): 3 clusters Score: Raw -6888768.765013 + Penalty 3548.171026 = -6885220.593986 nChanged 3 SP:Iteration 103Q (1127.676258 sec): 3 clusters Score: Raw -6888768.942069 + Penalty 3548.171026 = -6885220.771043 nChanged 3 SP:Iteration 104Q (1127.765930 sec): 3 clusters Score: Raw -6888769.322513 + Penalty 3548.171026 = -6885221.151486 nChanged 4 SP:Iteration 105Q (1127.854442 sec): 3 clusters Score: Raw -6888769.637299 + Penalty 3548.171026 = -6885221.466273 nChanged 4 SP:Iteration 106Q (1127.941536 sec): 3 clusters Score: Raw -6888770.022772 + Penalty 3548.171026 = -6885221.851745 nChanged 2 SP:Iteration 107Q (1128.021696 sec): 3 clusters Score: Raw -6888770.170687 + Penalty 3548.171026 = -6885221.999661 nChanged 4 SP:Iteration 108Q (1128.104981 sec): 3 clusters Score: Raw -6888770.415721 + Penalty 3548.171026 = -6885222.244695 nChanged 3 SP:Iteration 109Q (1128.184427 sec): 3 clusters Score: Raw -6888770.652199 + Penalty 3548.171026 = -6885222.481172 nChanged 5 SP:Iteration 110Q (1128.263043 sec): 3 clusters Score: Raw -6888770.913995 + Penalty 3548.171026 = -6885222.742969 nChanged 2 SP:Iteration 111Q (1128.341332 sec): 3 clusters Score: Raw -6888771.053111 + Penalty 3548.171026 = -6885222.882085 nChanged 4 SP:Iteration 112Q (1128.421154 sec): 3 clusters Score: Raw -6888771.226434 + Penalty 3548.171026 = -6885223.055408 nChanged 1 SP:Iteration 113Q (1128.499861 sec): 3 clusters Score: Raw -6888771.323847 + Penalty 3548.171026 = -6885223.152821 nChanged 1 SP:Iteration 114Q (1128.580437 sec): 3 clusters Score: Raw -6888771.359075 + Penalty 3548.171026 = -6885223.188049 nChanged 1 SP:Iteration 115Q (1128.662227 sec): 3 clusters Score: Raw -6888771.378178 + Penalty 3548.171026 = -6885223.207152 nChanged 0 SP:Iteration 116F (1128.758741 sec): 3 clusters Score: Raw -6888771.378178 + Penalty 3548.171026 = -6885223.207152 nChanged 0 Iteration 299Q (1130.928184 sec): 23 clusters Score: Raw -39133336.555419 + Penalty 45354.469257 = -39087982.086162 nChanged 14 Iteration 300F (1135.269000 sec): 23 clusters Score: Raw -39133337.030877 + Penalty 45354.469257 = -39087982.561620 nChanged 15 Iteration 301Q (1137.403004 sec): 23 clusters Score: Raw -39133337.605894 + Penalty 45354.469257 = -39087983.136637 nChanged 19 Iteration 302Q (1139.552730 sec): 23 clusters Score: Raw -39133338.133031 + Penalty 45354.469257 = -39087983.663775 nChanged 11 Iteration 303Q (1141.687387 sec): 23 clusters Score: Raw -39133338.382784 + Penalty 45354.469257 = -39087983.913527 nChanged 9 Iteration 304Q (1143.857228 sec): 23 clusters Score: Raw -39133338.560806 + Penalty 45354.469257 = -39087984.091549 nChanged 12 Iteration 305Q (1146.044327 sec): 23 clusters Score: Raw -39133339.017426 + Penalty 45354.469257 = -39087984.548170 nChanged 13 Iteration 306Q (1148.169225 sec): 23 clusters Score: Raw -39133339.375958 + Penalty 45354.469257 = -39087984.906701 nChanged 13 Iteration 307Q (1150.296304 sec): 23 clusters Score: Raw -39133340.044796 + Penalty 45354.469257 = -39087985.575539 nChanged 12 Iteration 308Q (1152.437543 sec): 23 clusters Score: Raw -39133340.483933 + Penalty 45354.469257 = -39087986.014676 nChanged 15 Iteration 309Q (1154.627085 sec): 23 clusters Score: Raw -39133341.277176 + Penalty 45354.469257 = -39087986.807919 nChanged 9 Iteration 310Q (1156.790553 sec): 23 clusters Score: Raw -39133341.516472 + Penalty 45354.469257 = -39087987.047215 nChanged 8 Iteration 311Q (1158.944222 sec): 23 clusters Score: Raw -39133341.687039 + Penalty 45354.469257 = -39087987.217782 nChanged 6 Iteration 312Q (1161.103426 sec): 23 clusters Score: Raw -39133341.833377 + Penalty 45354.469257 = -39087987.364120 nChanged 8 Iteration 313Q (1163.243226 sec): 23 clusters Score: Raw -39133342.071879 + Penalty 45354.469257 = -39087987.602622 nChanged 6 Iteration 314Q (1165.380565 sec): 23 clusters Score: Raw -39133342.362558 + Penalty 45354.469257 = -39087987.893301 nChanged 6 Iteration 315Q (1167.540343 sec): 23 clusters Score: Raw -39133342.604711 + Penalty 45354.469257 = -39087988.135455 nChanged 6 Iteration 316Q (1169.662114 sec): 23 clusters Score: Raw -39133342.867873 + Penalty 45354.469257 = -39087988.398616 nChanged 8 Iteration 317Q (1171.804274 sec): 23 clusters Score: Raw -39133343.245369 + Penalty 45354.469257 = -39087988.776112 nChanged 5 Iteration 318Q (1173.944976 sec): 23 clusters Score: Raw -39133343.408431 + Penalty 45354.469257 = -39087988.939174 nChanged 3 Iteration 319Q (1176.123656 sec): 23 clusters Score: Raw -39133343.432170 + Penalty 45354.469257 = -39087988.962913 nChanged 0 Iteration 320F (1180.435778 sec): 23 clusters Score: Raw -39133343.432170 + Penalty 45354.469257 = -39087988.962913 nChanged 0 Compute initial score before splitting: Score: Raw -39133343.432170 + Penalty 45354.469257 = -39087988.962913 Trying to split cluster 1 (5597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1180.482058 sec): 2 clusters Score: Raw -689770.642893 + Penalty 1402.372728 = -688368.270165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1180.503990 sec): 3 clusters Score: Raw -686782.475534 + Penalty 2804.745456 = -683977.730078 nChanged 2327 SP:Iteration 1F (1180.562131 sec): 3 clusters Score: Raw -688057.400243 + Penalty 2804.745456 = -685252.654787 nChanged 386 SP:Iteration 2F (1180.618119 sec): 3 clusters Score: Raw -688246.306871 + Penalty 2804.745456 = -685441.561415 nChanged 300 SP:Iteration 3F (1180.670003 sec): 3 clusters Score: Raw -688386.923179 + Penalty 2804.745456 = -685582.177723 nChanged 236 SP:Iteration 4Q (1180.679789 sec): 3 clusters Score: Raw -688490.547284 + Penalty 2804.745456 = -685685.801828 nChanged 177 SP:Iteration 5Q (1180.701702 sec): 3 clusters Score: Raw -688563.935665 + Penalty 2804.745456 = -685759.190209 nChanged 185 SP:Iteration 6Q (1180.723335 sec): 3 clusters Score: Raw -688632.107154 + Penalty 2804.745456 = -685827.361698 nChanged 147 SP:Iteration 7Q (1180.745129 sec): 3 clusters Score: Raw -688691.904315 + Penalty 2804.745456 = -685887.158859 nChanged 147 SP:Iteration 8Q (1180.793388 sec): 3 clusters Score: Raw -688749.769190 + Penalty 2804.745456 = -685945.023734 nChanged 136 SP:Iteration 9Q (1180.824012 sec): 3 clusters Score: Raw -688800.756753 + Penalty 2804.745456 = -685996.011297 nChanged 124 SP:Iteration 10Q (1180.854922 sec): 3 clusters Score: Raw -688857.298677 + Penalty 2804.745456 = -686052.553220 nChanged 145 SP:Iteration 11Q (1180.874443 sec): 3 clusters Score: Raw -688918.391977 + Penalty 2804.745456 = -686113.646521 nChanged 138 SP:Iteration 12Q (1180.896020 sec): 3 clusters Score: Raw -688989.793097 + Penalty 2804.745456 = -686185.047641 nChanged 155 SP:Iteration 13Q (1180.929223 sec): 3 clusters Score: Raw -689071.537497 + Penalty 2804.745456 = -686266.792040 nChanged 162 SP:Iteration 14Q (1180.959466 sec): 3 clusters Score: Raw -689162.260213 + Penalty 2804.745456 = -686357.514757 nChanged 151 SP:Iteration 15Q (1181.010086 sec): 3 clusters Score: Raw -689237.706919 + Penalty 2804.745456 = -686432.961463 nChanged 144 SP:Iteration 16Q (1181.040469 sec): 3 clusters Score: Raw -689321.910175 + Penalty 2804.745456 = -686517.164719 nChanged 124 SP:Iteration 17Q (1181.062177 sec): 3 clusters Score: Raw -689398.102441 + Penalty 2804.745456 = -686593.356985 nChanged 112 SP:Iteration 18Q (1181.083803 sec): 3 clusters Score: Raw -689458.309108 + Penalty 2804.745456 = -686653.563651 nChanged 101 SP:Iteration 19Q (1181.105471 sec): 3 clusters Score: Raw -689509.595248 + Penalty 2804.745456 = -686704.849792 nChanged 84 SP:Iteration 20F (1181.127218 sec): 3 clusters Score: Raw -689550.362787 + Penalty 2804.745456 = -686745.617331 nChanged 71 SP:Iteration 21Q (1181.148572 sec): 3 clusters Score: Raw -689584.850728 + Penalty 2804.745456 = -686780.105271 nChanged 63 SP:Iteration 22Q (1181.169976 sec): 3 clusters Score: Raw -689617.251792 + Penalty 2804.745456 = -686812.506336 nChanged 60 SP:Iteration 23Q (1181.190994 sec): 3 clusters Score: Raw -689646.334598 + Penalty 2804.745456 = -686841.589142 nChanged 61 SP:Iteration 24Q (1181.212263 sec): 3 clusters Score: Raw -689679.441957 + Penalty 2804.745456 = -686874.696501 nChanged 63 SP:Iteration 25Q (1181.233251 sec): 3 clusters Score: Raw -689716.602457 + Penalty 2804.745456 = -686911.857001 nChanged 49 SP:Iteration 26Q (1181.254181 sec): 3 clusters Score: Raw -689739.551561 + Penalty 2804.745456 = -686934.806105 nChanged 38 SP:Iteration 27Q (1181.275172 sec): 3 clusters Score: Raw -689760.035685 + Penalty 2804.745456 = -686955.290229 nChanged 32 SP:Iteration 28Q (1181.295990 sec): 3 clusters Score: Raw -689780.506660 + Penalty 2804.745456 = -686975.761204 nChanged 32 SP:Iteration 29Q (1181.316664 sec): 3 clusters Score: Raw -689798.494611 + Penalty 2804.745456 = -686993.749155 nChanged 33 SP:Iteration 30Q (1181.337148 sec): 3 clusters Score: Raw -689814.834149 + Penalty 2804.745456 = -687010.088693 nChanged 26 SP:Iteration 31Q (1181.357719 sec): 3 clusters Score: Raw -689828.089865 + Penalty 2804.745456 = -687023.344408 nChanged 22 SP:Iteration 32Q (1181.378215 sec): 3 clusters Score: Raw -689842.305490 + Penalty 2804.745456 = -687037.560033 nChanged 28 SP:Iteration 33Q (1181.398551 sec): 3 clusters Score: Raw -689856.822164 + Penalty 2804.745456 = -687052.076708 nChanged 23 SP:Iteration 34Q (1181.418924 sec): 3 clusters Score: Raw -689866.399769 + Penalty 2804.745456 = -687061.654312 nChanged 16 SP:Iteration 35Q (1181.439320 sec): 3 clusters Score: Raw -689875.611179 + Penalty 2804.745456 = -687070.865723 nChanged 14 SP:Iteration 36Q (1181.459722 sec): 3 clusters Score: Raw -689881.593010 + Penalty 2804.745456 = -687076.847554 nChanged 10 SP:Iteration 37Q (1181.479877 sec): 3 clusters Score: Raw -689885.845985 + Penalty 2804.745456 = -687081.100529 nChanged 5 SP:Iteration 38Q (1181.500087 sec): 3 clusters Score: Raw -689888.040384 + Penalty 2804.745456 = -687083.294927 nChanged 5 SP:Iteration 39Q (1181.520303 sec): 3 clusters Score: Raw -689889.308360 + Penalty 2804.745456 = -687084.562904 nChanged 1 SP:Iteration 40F (1181.542172 sec): 3 clusters Score: Raw -689889.462563 + Penalty 2804.745456 = -687084.717107 nChanged 1 SP:Iteration 41Q (1181.583943 sec): 3 clusters Score: Raw -689890.281322 + Penalty 2804.745456 = -687085.535865 nChanged 3 SP:Iteration 42Q (1181.624110 sec): 3 clusters Score: Raw -689891.016674 + Penalty 2804.745456 = -687086.271218 nChanged 2 SP:Iteration 43Q (1181.644402 sec): 3 clusters Score: Raw -689891.758212 + Penalty 2804.745456 = -687087.012756 nChanged 2 SP:Iteration 44Q (1181.664805 sec): 3 clusters Score: Raw -689892.444706 + Penalty 2804.745456 = -687087.699250 nChanged 4 SP:Iteration 45Q (1181.685067 sec): 3 clusters Score: Raw -689894.291357 + Penalty 2804.745456 = -687089.545901 nChanged 1 SP:Iteration 46Q (1181.705207 sec): 3 clusters Score: Raw -689894.554310 + Penalty 2804.745456 = -687089.808854 nChanged 0 SP:Iteration 47F (1181.726843 sec): 3 clusters Score: Raw -689894.554310 + Penalty 2804.745456 = -687089.808854 nChanged 0 Trying to split cluster 2 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1181.736855 sec): 2 clusters Score: Raw -72520.193716 + Penalty 1051.001043 = -71469.192673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1181.740916 sec): 3 clusters Score: Raw -72432.691975 + Penalty 2102.002086 = -70330.689889 nChanged 160 SP:Iteration 1F (1181.744720 sec): 3 clusters Score: Raw -72626.676067 + Penalty 2102.002086 = -70524.673981 nChanged 41 SP:Iteration 2F (1181.748500 sec): 3 clusters Score: Raw -72691.092428 + Penalty 2102.002086 = -70589.090342 nChanged 20 SP:Iteration 3Q (1181.752219 sec): 3 clusters Score: Raw -72726.277384 + Penalty 2102.002086 = -70624.275298 nChanged 14 SP:Iteration 4Q (1181.755925 sec): 3 clusters Score: Raw -72741.668547 + Penalty 2102.002086 = -70639.666461 nChanged 4 SP:Iteration 5Q (1181.759660 sec): 3 clusters Score: Raw -72747.100233 + Penalty 2102.002086 = -70645.098147 nChanged 3 SP:Iteration 6Q (1181.763397 sec): 3 clusters Score: Raw -72753.318448 + Penalty 2102.002086 = -70651.316362 nChanged 6 SP:Iteration 7Q (1181.767092 sec): 3 clusters Score: Raw -72760.308606 + Penalty 2102.002086 = -70658.306520 nChanged 4 SP:Iteration 8Q (1181.770798 sec): 3 clusters Score: Raw -72763.249365 + Penalty 2102.002086 = -70661.247279 nChanged 1 SP:Iteration 9Q (1181.774503 sec): 3 clusters Score: Raw -72763.723030 + Penalty 2102.002086 = -70661.720945 nChanged 0 SP:Iteration 10F (1181.778239 sec): 3 clusters Score: Raw -72763.723030 + Penalty 2102.002086 = -70661.720945 nChanged 0 Trying to split cluster 3 (7535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1181.799798 sec): 2 clusters Score: Raw -917580.596892 + Penalty 1450.688543 = -916129.908349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1181.830739 sec): 3 clusters Score: Raw -913521.508465 + Penalty 2901.377086 = -910620.131379 nChanged 3087 SP:Iteration 1F (1181.854551 sec): 3 clusters Score: Raw -915135.332514 + Penalty 2901.377086 = -912233.955428 nChanged 473 SP:Iteration 2F (1181.878494 sec): 3 clusters Score: Raw -915360.138797 + Penalty 2901.377086 = -912458.761710 nChanged 374 SP:Iteration 3Q (1181.902665 sec): 3 clusters Score: Raw -915535.628986 + Penalty 2901.377086 = -912634.251900 nChanged 315 SP:Iteration 4Q (1181.926912 sec): 3 clusters Score: Raw -915673.062587 + Penalty 2901.377086 = -912771.685501 nChanged 290 SP:Iteration 5Q (1181.951164 sec): 3 clusters Score: Raw -915798.727937 + Penalty 2901.377086 = -912897.350851 nChanged 262 SP:Iteration 6Q (1181.975450 sec): 3 clusters Score: Raw -915912.645026 + Penalty 2901.377086 = -913011.267940 nChanged 286 SP:Iteration 7Q (1181.999650 sec): 3 clusters Score: Raw -916044.280261 + Penalty 2901.377086 = -913142.903175 nChanged 263 SP:Iteration 8Q (1182.023884 sec): 3 clusters Score: Raw -916166.091795 + Penalty 2901.377086 = -913264.714709 nChanged 266 SP:Iteration 9Q (1182.052235 sec): 3 clusters Score: Raw -916302.961152 + Penalty 2901.377086 = -913401.584066 nChanged 247 SP:Iteration 10Q (1182.082447 sec): 3 clusters Score: Raw -916431.675415 + Penalty 2901.377086 = -913530.298329 nChanged 227 SP:Iteration 11Q (1182.107077 sec): 3 clusters Score: Raw -916544.034824 + Penalty 2901.377086 = -913642.657738 nChanged 206 SP:Iteration 12Q (1182.154718 sec): 3 clusters Score: Raw -916649.209902 + Penalty 2901.377086 = -913747.832816 nChanged 192 SP:Iteration 13Q (1182.177743 sec): 3 clusters Score: Raw -916750.798269 + Penalty 2901.377086 = -913849.421183 nChanged 181 SP:Iteration 14Q (1182.201892 sec): 3 clusters Score: Raw -916843.161273 + Penalty 2901.377086 = -913941.784187 nChanged 168 SP:Iteration 15Q (1182.225846 sec): 3 clusters Score: Raw -916932.574531 + Penalty 2901.377086 = -914031.197445 nChanged 174 SP:Iteration 16Q (1182.249795 sec): 3 clusters Score: Raw -917020.626591 + Penalty 2901.377086 = -914119.249505 nChanged 162 SP:Iteration 17Q (1182.273446 sec): 3 clusters Score: Raw -917110.363283 + Penalty 2901.377086 = -914208.986197 nChanged 116 SP:Iteration 18Q (1182.297385 sec): 3 clusters Score: Raw -917190.353999 + Penalty 2901.377086 = -914288.976913 nChanged 118 SP:Iteration 19Q (1182.320860 sec): 3 clusters Score: Raw -917250.287156 + Penalty 2901.377086 = -914348.910070 nChanged 91 SP:Iteration 20F (1182.344935 sec): 3 clusters Score: Raw -917289.913139 + Penalty 2901.377086 = -914388.536053 nChanged 77 SP:Iteration 21Q (1182.377340 sec): 3 clusters Score: Raw -917326.817690 + Penalty 2901.377086 = -914425.440604 nChanged 77 SP:Iteration 22Q (1182.427318 sec): 3 clusters Score: Raw -917362.180093 + Penalty 2901.377086 = -914460.803007 nChanged 66 SP:Iteration 23Q (1182.450211 sec): 3 clusters Score: Raw -917391.805641 + Penalty 2901.377086 = -914490.428555 nChanged 72 SP:Iteration 24Q (1182.473622 sec): 3 clusters Score: Raw -917420.269689 + Penalty 2901.377086 = -914518.892603 nChanged 61 SP:Iteration 25Q (1182.496870 sec): 3 clusters Score: Raw -917447.045185 + Penalty 2901.377086 = -914545.668099 nChanged 58 SP:Iteration 26Q (1182.519886 sec): 3 clusters Score: Raw -917473.188401 + Penalty 2901.377086 = -914571.811315 nChanged 66 SP:Iteration 27Q (1182.542764 sec): 3 clusters Score: Raw -917497.828854 + Penalty 2901.377086 = -914596.451768 nChanged 48 SP:Iteration 28Q (1182.565684 sec): 3 clusters Score: Raw -917516.101227 + Penalty 2901.377086 = -914614.724141 nChanged 42 SP:Iteration 29Q (1182.588431 sec): 3 clusters Score: Raw -917536.497770 + Penalty 2901.377086 = -914635.120684 nChanged 59 SP:Iteration 30Q (1182.614707 sec): 3 clusters Score: Raw -917567.183608 + Penalty 2901.377086 = -914665.806522 nChanged 56 SP:Iteration 31Q (1182.640663 sec): 3 clusters Score: Raw -917594.511181 + Penalty 2901.377086 = -914693.134095 nChanged 48 SP:Iteration 32Q (1182.663190 sec): 3 clusters Score: Raw -917615.996579 + Penalty 2901.377086 = -914714.619493 nChanged 36 SP:Iteration 33Q (1182.685704 sec): 3 clusters Score: Raw -917629.472712 + Penalty 2901.377086 = -914728.095626 nChanged 32 SP:Iteration 34Q (1182.729298 sec): 3 clusters Score: Raw -917641.468352 + Penalty 2901.377086 = -914740.091265 nChanged 41 SP:Iteration 35Q (1182.751839 sec): 3 clusters Score: Raw -917657.553737 + Penalty 2901.377086 = -914756.176651 nChanged 33 SP:Iteration 36Q (1182.774545 sec): 3 clusters Score: Raw -917669.987427 + Penalty 2901.377086 = -914768.610341 nChanged 24 SP:Iteration 37Q (1182.797200 sec): 3 clusters Score: Raw -917676.645096 + Penalty 2901.377086 = -914775.268009 nChanged 18 SP:Iteration 38Q (1182.819690 sec): 3 clusters Score: Raw -917682.861891 + Penalty 2901.377086 = -914781.484805 nChanged 19 SP:Iteration 39Q (1182.841989 sec): 3 clusters Score: Raw -917689.103967 + Penalty 2901.377086 = -914787.726881 nChanged 15 SP:Iteration 40F (1182.866117 sec): 3 clusters Score: Raw -917695.101982 + Penalty 2901.377086 = -914793.724896 nChanged 20 SP:Iteration 41Q (1182.888694 sec): 3 clusters Score: Raw -917701.056035 + Penalty 2901.377086 = -914799.678949 nChanged 19 SP:Iteration 42Q (1182.911351 sec): 3 clusters Score: Raw -917707.003768 + Penalty 2901.377086 = -914805.626681 nChanged 19 SP:Iteration 43Q (1182.933695 sec): 3 clusters Score: Raw -917714.261828 + Penalty 2901.377086 = -914812.884742 nChanged 23 SP:Iteration 44Q (1182.961984 sec): 3 clusters Score: Raw -917722.228822 + Penalty 2901.377086 = -914820.851736 nChanged 23 SP:Iteration 45Q (1182.984684 sec): 3 clusters Score: Raw -917732.175908 + Penalty 2901.377086 = -914830.798822 nChanged 16 SP:Iteration 46Q (1183.043015 sec): 3 clusters Score: Raw -917738.315020 + Penalty 2901.377086 = -914836.937934 nChanged 18 SP:Iteration 47Q (1183.095842 sec): 3 clusters Score: Raw -917744.902545 + Penalty 2901.377086 = -914843.525459 nChanged 12 SP:Iteration 48Q (1183.152889 sec): 3 clusters Score: Raw -917750.482760 + Penalty 2901.377086 = -914849.105674 nChanged 18 SP:Iteration 49Q (1183.180622 sec): 3 clusters Score: Raw -917756.483929 + Penalty 2901.377086 = -914855.106843 nChanged 11 SP:Iteration 50Q (1183.202842 sec): 3 clusters Score: Raw -917760.392648 + Penalty 2901.377086 = -914859.015562 nChanged 10 SP:Iteration 51Q (1183.225107 sec): 3 clusters Score: Raw -917762.852574 + Penalty 2901.377086 = -914861.475488 nChanged 6 SP:Iteration 52Q (1183.247326 sec): 3 clusters Score: Raw -917764.403842 + Penalty 2901.377086 = -914863.026756 nChanged 4 SP:Iteration 53Q (1183.269480 sec): 3 clusters Score: Raw -917765.672476 + Penalty 2901.377086 = -914864.295390 nChanged 3 SP:Iteration 54Q (1183.291970 sec): 3 clusters Score: Raw -917766.797218 + Penalty 2901.377086 = -914865.420132 nChanged 9 SP:Iteration 55Q (1183.314336 sec): 3 clusters Score: Raw -917769.929992 + Penalty 2901.377086 = -914868.552905 nChanged 10 SP:Iteration 56Q (1183.336583 sec): 3 clusters Score: Raw -917774.003408 + Penalty 2901.377086 = -914872.626322 nChanged 13 SP:Iteration 57Q (1183.358822 sec): 3 clusters Score: Raw -917777.699299 + Penalty 2901.377086 = -914876.322212 nChanged 7 SP:Iteration 58Q (1183.380879 sec): 3 clusters Score: Raw -917779.319077 + Penalty 2901.377086 = -914877.941991 nChanged 5 SP:Iteration 59Q (1183.433974 sec): 3 clusters Score: Raw -917780.410391 + Penalty 2901.377086 = -914879.033305 nChanged 5 SP:Iteration 60F (1183.457880 sec): 3 clusters Score: Raw -917781.530902 + Penalty 2901.377086 = -914880.153816 nChanged 5 SP:Iteration 61Q (1183.480038 sec): 3 clusters Score: Raw -917782.924201 + Penalty 2901.377086 = -914881.547115 nChanged 3 SP:Iteration 62Q (1183.502374 sec): 3 clusters Score: Raw -917783.368336 + Penalty 2901.377086 = -914881.991250 nChanged 1 SP:Iteration 63Q (1183.524521 sec): 3 clusters Score: Raw -917783.512625 + Penalty 2901.377086 = -914882.135539 nChanged 0 SP:Iteration 64F (1183.548776 sec): 3 clusters Score: Raw -917783.512625 + Penalty 2901.377086 = -914882.135539 nChanged 0 Trying to split cluster 4 (3026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1183.564877 sec): 2 clusters Score: Raw -339442.085913 + Penalty 1302.436995 = -338139.648918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1183.580717 sec): 3 clusters Score: Raw -338061.951656 + Penalty 2604.873991 = -335457.077666 nChanged 1123 SP:Iteration 1F (1183.627012 sec): 3 clusters Score: Raw -338749.457326 + Penalty 2604.873991 = -336144.583335 nChanged 244 SP:Iteration 2F (1183.684906 sec): 3 clusters Score: Raw -338928.628084 + Penalty 2604.873991 = -336323.754093 nChanged 206 SP:Iteration 3F (1183.742085 sec): 3 clusters Score: Raw -339104.349186 + Penalty 2604.873991 = -336499.475196 nChanged 165 SP:Iteration 4F (1183.798097 sec): 3 clusters Score: Raw -339286.147943 + Penalty 2604.873991 = -336681.273953 nChanged 203 SP:Iteration 5F (1183.850763 sec): 3 clusters Score: Raw -339584.308404 + Penalty 2604.873991 = -336979.434413 nChanged 206 SP:Iteration 6F (1183.898314 sec): 3 clusters Score: Raw -339989.896031 + Penalty 2604.873991 = -337385.022041 nChanged 178 SP:Iteration 7F (1183.947128 sec): 3 clusters Score: Raw -340221.559401 + Penalty 2604.873991 = -337616.685411 nChanged 121 SP:Iteration 8Q (1183.995119 sec): 3 clusters Score: Raw -340347.203734 + Penalty 2604.873991 = -337742.329743 nChanged 85 SP:Iteration 9Q (1184.053976 sec): 3 clusters Score: Raw -340421.550051 + Penalty 2604.873991 = -337816.676060 nChanged 55 SP:Iteration 10Q (1184.105939 sec): 3 clusters Score: Raw -340458.895071 + Penalty 2604.873991 = -337854.021080 nChanged 36 SP:Iteration 11Q (1184.150078 sec): 3 clusters Score: Raw -340483.000785 + Penalty 2604.873991 = -337878.126795 nChanged 27 SP:Iteration 12Q (1184.195981 sec): 3 clusters Score: Raw -340495.698123 + Penalty 2604.873991 = -337890.824133 nChanged 13 SP:Iteration 13Q (1184.257015 sec): 3 clusters Score: Raw -340502.066473 + Penalty 2604.873991 = -337897.192482 nChanged 9 SP:Iteration 14Q (1184.312015 sec): 3 clusters Score: Raw -340508.315115 + Penalty 2604.873991 = -337903.441124 nChanged 7 SP:Iteration 15Q (1184.354343 sec): 3 clusters Score: Raw -340513.180431 + Penalty 2604.873991 = -337908.306441 nChanged 6 SP:Iteration 16Q (1184.410441 sec): 3 clusters Score: Raw -340515.457629 + Penalty 2604.873991 = -337910.583639 nChanged 6 SP:Iteration 17Q (1184.464037 sec): 3 clusters Score: Raw -340518.393383 + Penalty 2604.873991 = -337913.519393 nChanged 5 SP:Iteration 18Q (1184.505000 sec): 3 clusters Score: Raw -340520.089740 + Penalty 2604.873991 = -337915.215749 nChanged 3 SP:Iteration 19Q (1184.541009 sec): 3 clusters Score: Raw -340521.748346 + Penalty 2604.873991 = -337916.874355 nChanged 4 SP:Iteration 20F (1184.555031 sec): 3 clusters Score: Raw -340523.289702 + Penalty 2604.873991 = -337918.415711 nChanged 5 SP:Iteration 21Q (1184.569414 sec): 3 clusters Score: Raw -340525.405540 + Penalty 2604.873991 = -337920.531550 nChanged 3 SP:Iteration 22Q (1184.589472 sec): 3 clusters Score: Raw -340527.461660 + Penalty 2604.873991 = -337922.587669 nChanged 2 SP:Iteration 23Q (1184.631781 sec): 3 clusters Score: Raw -340528.161175 + Penalty 2604.873991 = -337923.287184 nChanged 1 SP:Iteration 24Q (1184.681828 sec): 3 clusters Score: Raw -340528.650133 + Penalty 2604.873991 = -337923.776142 nChanged 1 SP:Iteration 25Q (1184.696502 sec): 3 clusters Score: Raw -340528.965631 + Penalty 2604.873991 = -337924.091640 nChanged 1 SP:Iteration 26Q (1184.711026 sec): 3 clusters Score: Raw -340529.137548 + Penalty 2604.873991 = -337924.263558 nChanged 0 SP:Iteration 27F (1184.734219 sec): 3 clusters Score: Raw -340529.137548 + Penalty 2604.873991 = -337924.263558 nChanged 0 Trying to split cluster 5 (1164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1184.749395 sec): 2 clusters Score: Raw -130668.761119 + Penalty 1147.187865 = -129521.573254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1184.756102 sec): 3 clusters Score: Raw -130280.850510 + Penalty 2294.375729 = -127986.474781 nChanged 371 SP:Iteration 1F (1184.771026 sec): 3 clusters Score: Raw -130637.578224 + Penalty 2294.375729 = -128343.202495 nChanged 116 SP:Iteration 2F (1184.777190 sec): 3 clusters Score: Raw -130845.771159 + Penalty 2294.375729 = -128551.395430 nChanged 109 SP:Iteration 3F (1184.792423 sec): 3 clusters Score: Raw -131084.749399 + Penalty 2294.375729 = -128790.373669 nChanged 88 SP:Iteration 4F (1184.798532 sec): 3 clusters Score: Raw -131297.817903 + Penalty 2294.375729 = -129003.442173 nChanged 71 SP:Iteration 5F (1184.804617 sec): 3 clusters Score: Raw -131459.560548 + Penalty 2294.375729 = -129165.184818 nChanged 48 SP:Iteration 6Q (1184.810512 sec): 3 clusters Score: Raw -131530.353156 + Penalty 2294.375729 = -129235.977427 nChanged 26 SP:Iteration 7Q (1184.816429 sec): 3 clusters Score: Raw -131577.595336 + Penalty 2294.375729 = -129283.219607 nChanged 24 SP:Iteration 8Q (1184.822412 sec): 3 clusters Score: Raw -131608.812061 + Penalty 2294.375729 = -129314.436332 nChanged 14 SP:Iteration 9Q (1184.828275 sec): 3 clusters Score: Raw -131624.104694 + Penalty 2294.375729 = -129329.728965 nChanged 9 SP:Iteration 10Q (1184.834130 sec): 3 clusters Score: Raw -131634.838541 + Penalty 2294.375729 = -129340.462812 nChanged 6 SP:Iteration 11Q (1184.839976 sec): 3 clusters Score: Raw -131640.960624 + Penalty 2294.375729 = -129346.584895 nChanged 5 SP:Iteration 12Q (1184.845814 sec): 3 clusters Score: Raw -131643.735669 + Penalty 2294.375729 = -129349.359940 nChanged 2 SP:Iteration 13Q (1184.851708 sec): 3 clusters Score: Raw -131645.021817 + Penalty 2294.375729 = -129350.646088 nChanged 3 SP:Iteration 14Q (1184.857560 sec): 3 clusters Score: Raw -131647.578875 + Penalty 2294.375729 = -129353.203146 nChanged 1 SP:Iteration 15Q (1184.877449 sec): 3 clusters Score: Raw -131647.951863 + Penalty 2294.375729 = -129353.576133 nChanged 1 SP:Iteration 16Q (1184.883326 sec): 3 clusters Score: Raw -131648.408036 + Penalty 2294.375729 = -129354.032307 nChanged 0 SP:Iteration 17F (1184.889414 sec): 3 clusters Score: Raw -131648.408036 + Penalty 2294.375729 = -129354.032307 nChanged 0 Trying to split cluster 6 (19269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1184.935395 sec): 2 clusters Score: Raw -2404364.973583 + Penalty 1603.266091 = -2402761.707492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1184.987188 sec): 3 clusters Score: Raw -2392725.895640 + Penalty 3206.532181 = -2389519.363459 nChanged 8702 SP:Iteration 1F (1185.028662 sec): 3 clusters Score: Raw -2397543.761407 + Penalty 3206.532181 = -2394337.229226 nChanged 891 SP:Iteration 2Q (1185.078893 sec): 3 clusters Score: Raw -2397825.887314 + Penalty 3206.532181 = -2394619.355132 nChanged 777 SP:Iteration 3Q (1185.121339 sec): 3 clusters Score: Raw -2398063.097727 + Penalty 3206.532181 = -2394856.565545 nChanged 720 SP:Iteration 4Q (1185.170406 sec): 3 clusters Score: Raw -2398303.111515 + Penalty 3206.532181 = -2395096.579334 nChanged 726 SP:Iteration 5Q (1185.248051 sec): 3 clusters Score: Raw -2398566.493771 + Penalty 3206.532181 = -2395359.961589 nChanged 724 SP:Iteration 6Q (1185.281087 sec): 3 clusters Score: Raw -2398859.227029 + Penalty 3206.532181 = -2395652.694847 nChanged 771 SP:Iteration 7Q (1185.337530 sec): 3 clusters Score: Raw -2399188.202355 + Penalty 3206.532181 = -2395981.670174 nChanged 859 SP:Iteration 8Q (1185.382847 sec): 3 clusters Score: Raw -2399612.868293 + Penalty 3206.532181 = -2396406.336112 nChanged 905 SP:Iteration 9Q (1185.435125 sec): 3 clusters Score: Raw -2400140.826693 + Penalty 3206.532181 = -2396934.294512 nChanged 994 SP:Iteration 10F (1185.477180 sec): 3 clusters Score: Raw -2400874.886236 + Penalty 3206.532181 = -2397668.354055 nChanged 1112 SP:Iteration 11F (1185.519646 sec): 3 clusters Score: Raw -2401837.441596 + Penalty 3206.532181 = -2398630.909414 nChanged 1022 SP:Iteration 12F (1185.561949 sec): 3 clusters Score: Raw -2402664.459203 + Penalty 3206.532181 = -2399457.927022 nChanged 766 SP:Iteration 13Q (1185.603740 sec): 3 clusters Score: Raw -2403135.276242 + Penalty 3206.532181 = -2399928.744060 nChanged 489 SP:Iteration 14Q (1185.659561 sec): 3 clusters Score: Raw -2403361.176412 + Penalty 3206.532181 = -2400154.644230 nChanged 319 SP:Iteration 15Q (1185.699790 sec): 3 clusters Score: Raw -2403485.598863 + Penalty 3206.532181 = -2400279.066682 nChanged 253 SP:Iteration 16Q (1185.750981 sec): 3 clusters Score: Raw -2403593.529428 + Penalty 3206.532181 = -2400386.997247 nChanged 245 SP:Iteration 17Q (1185.790678 sec): 3 clusters Score: Raw -2403709.549935 + Penalty 3206.532181 = -2400503.017754 nChanged 244 SP:Iteration 18Q (1185.830180 sec): 3 clusters Score: Raw -2403823.746956 + Penalty 3206.532181 = -2400617.214774 nChanged 231 SP:Iteration 19Q (1185.870089 sec): 3 clusters Score: Raw -2403918.797831 + Penalty 3206.532181 = -2400712.265649 nChanged 213 SP:Iteration 20F (1185.912344 sec): 3 clusters Score: Raw -2404004.098240 + Penalty 3206.532181 = -2400797.566059 nChanged 197 SP:Iteration 21Q (1185.951851 sec): 3 clusters Score: Raw -2404070.421791 + Penalty 3206.532181 = -2400863.889610 nChanged 171 SP:Iteration 22Q (1185.990515 sec): 3 clusters Score: Raw -2404124.472468 + Penalty 3206.532181 = -2400917.940287 nChanged 172 SP:Iteration 23Q (1186.030668 sec): 3 clusters Score: Raw -2404169.360155 + Penalty 3206.532181 = -2400962.827973 nChanged 130 SP:Iteration 24Q (1186.074819 sec): 3 clusters Score: Raw -2404200.560868 + Penalty 3206.532181 = -2400994.028687 nChanged 98 SP:Iteration 25Q (1186.113372 sec): 3 clusters Score: Raw -2404220.267227 + Penalty 3206.532181 = -2401013.735046 nChanged 89 SP:Iteration 26Q (1186.151741 sec): 3 clusters Score: Raw -2404237.757001 + Penalty 3206.532181 = -2401031.224820 nChanged 81 SP:Iteration 27Q (1186.190188 sec): 3 clusters Score: Raw -2404251.925099 + Penalty 3206.532181 = -2401045.392918 nChanged 73 SP:Iteration 28Q (1186.237083 sec): 3 clusters Score: Raw -2404262.423516 + Penalty 3206.532181 = -2401055.891334 nChanged 44 SP:Iteration 29Q (1186.282683 sec): 3 clusters Score: Raw -2404269.059062 + Penalty 3206.532181 = -2401062.526880 nChanged 43 SP:Iteration 30Q (1186.342186 sec): 3 clusters Score: Raw -2404274.993665 + Penalty 3206.532181 = -2401068.461484 nChanged 30 SP:Iteration 31Q (1186.383247 sec): 3 clusters Score: Raw -2404278.773382 + Penalty 3206.532181 = -2401072.241200 nChanged 35 SP:Iteration 32Q (1186.427713 sec): 3 clusters Score: Raw -2404282.941985 + Penalty 3206.532181 = -2401076.409803 nChanged 29 SP:Iteration 33Q (1186.500226 sec): 3 clusters Score: Raw -2404286.545999 + Penalty 3206.532181 = -2401080.013818 nChanged 27 SP:Iteration 34Q (1186.537859 sec): 3 clusters Score: Raw -2404289.830410 + Penalty 3206.532181 = -2401083.298229 nChanged 22 SP:Iteration 35Q (1186.581115 sec): 3 clusters Score: Raw -2404292.795454 + Penalty 3206.532181 = -2401086.263273 nChanged 26 SP:Iteration 36Q (1186.618648 sec): 3 clusters Score: Raw -2404295.697003 + Penalty 3206.532181 = -2401089.164822 nChanged 22 SP:Iteration 37Q (1186.656291 sec): 3 clusters Score: Raw -2404297.577383 + Penalty 3206.532181 = -2401091.045201 nChanged 19 SP:Iteration 38Q (1186.694248 sec): 3 clusters Score: Raw -2404299.216818 + Penalty 3206.532181 = -2401092.684637 nChanged 17 SP:Iteration 39Q (1186.741879 sec): 3 clusters Score: Raw -2404300.500096 + Penalty 3206.532181 = -2401093.967915 nChanged 14 SP:Iteration 40F (1186.793552 sec): 3 clusters Score: Raw -2404301.675782 + Penalty 3206.532181 = -2401095.143601 nChanged 14 SP:Iteration 41Q (1186.841991 sec): 3 clusters Score: Raw -2404302.918289 + Penalty 3206.532181 = -2401096.386107 nChanged 13 SP:Iteration 42Q (1186.879659 sec): 3 clusters Score: Raw -2404303.804412 + Penalty 3206.532181 = -2401097.272231 nChanged 8 SP:Iteration 43Q (1186.918410 sec): 3 clusters Score: Raw -2404304.311831 + Penalty 3206.532181 = -2401097.779650 nChanged 8 SP:Iteration 44Q (1186.956274 sec): 3 clusters Score: Raw -2404304.813182 + Penalty 3206.532181 = -2401098.281000 nChanged 7 SP:Iteration 45Q (1187.005205 sec): 3 clusters Score: Raw -2404305.240513 + Penalty 3206.532181 = -2401098.708331 nChanged 6 SP:Iteration 46Q (1187.062218 sec): 3 clusters Score: Raw -2404305.683862 + Penalty 3206.532181 = -2401099.151680 nChanged 10 SP:Iteration 47Q (1187.119051 sec): 3 clusters Score: Raw -2404306.821522 + Penalty 3206.532181 = -2401100.289341 nChanged 11 SP:Iteration 48Q (1187.162697 sec): 3 clusters Score: Raw -2404307.696083 + Penalty 3206.532181 = -2401101.163902 nChanged 11 SP:Iteration 49Q (1187.203041 sec): 3 clusters Score: Raw -2404308.619477 + Penalty 3206.532181 = -2401102.087296 nChanged 6 SP:Iteration 50Q (1187.240707 sec): 3 clusters Score: Raw -2404309.153226 + Penalty 3206.532181 = -2401102.621045 nChanged 7 SP:Iteration 51Q (1187.286855 sec): 3 clusters Score: Raw -2404309.895062 + Penalty 3206.532181 = -2401103.362881 nChanged 7 SP:Iteration 52Q (1187.331439 sec): 3 clusters Score: Raw -2404310.532113 + Penalty 3206.532181 = -2401103.999931 nChanged 12 SP:Iteration 53Q (1187.378015 sec): 3 clusters Score: Raw -2404311.780414 + Penalty 3206.532181 = -2401105.248233 nChanged 12 SP:Iteration 54Q (1187.421981 sec): 3 clusters Score: Raw -2404313.138439 + Penalty 3206.532181 = -2401106.606258 nChanged 13 SP:Iteration 55Q (1187.496615 sec): 3 clusters Score: Raw -2404314.430998 + Penalty 3206.532181 = -2401107.898816 nChanged 13 SP:Iteration 56Q (1187.550872 sec): 3 clusters Score: Raw -2404315.534658 + Penalty 3206.532181 = -2401109.002477 nChanged 11 SP:Iteration 57Q (1187.618227 sec): 3 clusters Score: Raw -2404316.703520 + Penalty 3206.532181 = -2401110.171338 nChanged 16 SP:Iteration 58Q (1187.660678 sec): 3 clusters Score: Raw -2404318.303620 + Penalty 3206.532181 = -2401111.771438 nChanged 18 SP:Iteration 59Q (1187.730258 sec): 3 clusters Score: Raw -2404320.223514 + Penalty 3206.532181 = -2401113.691333 nChanged 20 SP:Iteration 60F (1187.793824 sec): 3 clusters Score: Raw -2404322.420480 + Penalty 3206.532181 = -2401115.888298 nChanged 21 SP:Iteration 61Q (1187.830590 sec): 3 clusters Score: Raw -2404324.354421 + Penalty 3206.532181 = -2401117.822240 nChanged 18 SP:Iteration 62Q (1187.878650 sec): 3 clusters Score: Raw -2404326.605337 + Penalty 3206.532181 = -2401120.073156 nChanged 18 SP:Iteration 63Q (1187.916126 sec): 3 clusters Score: Raw -2404328.741336 + Penalty 3206.532181 = -2401122.209154 nChanged 19 SP:Iteration 64Q (1187.973710 sec): 3 clusters Score: Raw -2404330.815979 + Penalty 3206.532181 = -2401124.283797 nChanged 15 SP:Iteration 65Q (1188.014375 sec): 3 clusters Score: Raw -2404332.964297 + Penalty 3206.532181 = -2401126.432116 nChanged 21 SP:Iteration 66Q (1188.079810 sec): 3 clusters Score: Raw -2404336.031193 + Penalty 3206.532181 = -2401129.499011 nChanged 29 SP:Iteration 67Q (1188.145742 sec): 3 clusters Score: Raw -2404339.876541 + Penalty 3206.532181 = -2401133.344359 nChanged 32 SP:Iteration 68Q (1188.201577 sec): 3 clusters Score: Raw -2404344.124263 + Penalty 3206.532181 = -2401137.592082 nChanged 36 SP:Iteration 69Q (1188.260662 sec): 3 clusters Score: Raw -2404349.659679 + Penalty 3206.532181 = -2401143.127497 nChanged 29 SP:Iteration 70Q (1188.297895 sec): 3 clusters Score: Raw -2404353.774016 + Penalty 3206.532181 = -2401147.241835 nChanged 26 SP:Iteration 71Q (1188.370496 sec): 3 clusters Score: Raw -2404357.259288 + Penalty 3206.532181 = -2401150.727107 nChanged 25 SP:Iteration 72Q (1188.408791 sec): 3 clusters Score: Raw -2404361.502987 + Penalty 3206.532181 = -2401154.970806 nChanged 30 SP:Iteration 73Q (1188.455573 sec): 3 clusters Score: Raw -2404367.260464 + Penalty 3206.532181 = -2401160.728283 nChanged 36 SP:Iteration 74Q (1188.504365 sec): 3 clusters Score: Raw -2404373.181492 + Penalty 3206.532181 = -2401166.649311 nChanged 36 SP:Iteration 75Q (1188.583364 sec): 3 clusters Score: Raw -2404378.365829 + Penalty 3206.532181 = -2401171.833648 nChanged 36 SP:Iteration 76Q (1188.614469 sec): 3 clusters Score: Raw -2404383.757500 + Penalty 3206.532181 = -2401177.225319 nChanged 35 SP:Iteration 77Q (1188.660988 sec): 3 clusters Score: Raw -2404388.570513 + Penalty 3206.532181 = -2401182.038332 nChanged 34 SP:Iteration 78Q (1188.725434 sec): 3 clusters Score: Raw -2404393.049721 + Penalty 3206.532181 = -2401186.517539 nChanged 28 SP:Iteration 79Q (1188.795214 sec): 3 clusters Score: Raw -2404396.573004 + Penalty 3206.532181 = -2401190.040823 nChanged 31 SP:Iteration 80F (1188.848974 sec): 3 clusters Score: Raw -2404401.807234 + Penalty 3206.532181 = -2401195.275053 nChanged 38 SP:Iteration 81Q (1188.919389 sec): 3 clusters Score: Raw -2404408.167942 + Penalty 3206.532181 = -2401201.635760 nChanged 40 SP:Iteration 82Q (1188.963589 sec): 3 clusters Score: Raw -2404414.500874 + Penalty 3206.532181 = -2401207.968692 nChanged 37 SP:Iteration 83Q (1189.000649 sec): 3 clusters Score: Raw -2404422.083762 + Penalty 3206.532181 = -2401215.551581 nChanged 43 SP:Iteration 84Q (1189.048844 sec): 3 clusters Score: Raw -2404430.915693 + Penalty 3206.532181 = -2401224.383512 nChanged 43 SP:Iteration 85Q (1189.085938 sec): 3 clusters Score: Raw -2404439.579592 + Penalty 3206.532181 = -2401233.047410 nChanged 50 SP:Iteration 86Q (1189.123374 sec): 3 clusters Score: Raw -2404446.751377 + Penalty 3206.532181 = -2401240.219196 nChanged 40 SP:Iteration 87Q (1189.191623 sec): 3 clusters Score: Raw -2404453.912608 + Penalty 3206.532181 = -2401247.380426 nChanged 44 SP:Iteration 88Q (1189.233575 sec): 3 clusters Score: Raw -2404462.019343 + Penalty 3206.532181 = -2401255.487162 nChanged 39 SP:Iteration 89Q (1189.271157 sec): 3 clusters Score: Raw -2404469.606624 + Penalty 3206.532181 = -2401263.074442 nChanged 40 SP:Iteration 90Q (1189.338965 sec): 3 clusters Score: Raw -2404476.358248 + Penalty 3206.532181 = -2401269.826066 nChanged 26 SP:Iteration 91Q (1189.377624 sec): 3 clusters Score: Raw -2404481.169554 + Penalty 3206.532181 = -2401274.637372 nChanged 34 SP:Iteration 92Q (1189.425086 sec): 3 clusters Score: Raw -2404486.829533 + Penalty 3206.532181 = -2401280.297352 nChanged 29 SP:Iteration 93Q (1189.461670 sec): 3 clusters Score: Raw -2404492.915086 + Penalty 3206.532181 = -2401286.382905 nChanged 29 SP:Iteration 94Q (1189.520357 sec): 3 clusters Score: Raw -2404497.920316 + Penalty 3206.532181 = -2401291.388135 nChanged 36 SP:Iteration 95Q (1189.563820 sec): 3 clusters Score: Raw -2404503.816393 + Penalty 3206.532181 = -2401297.284211 nChanged 29 SP:Iteration 96Q (1189.600300 sec): 3 clusters Score: Raw -2404508.409050 + Penalty 3206.532181 = -2401301.876868 nChanged 27 SP:Iteration 97Q (1189.663360 sec): 3 clusters Score: Raw -2404513.036669 + Penalty 3206.532181 = -2401306.504487 nChanged 21 SP:Iteration 98Q (1189.701115 sec): 3 clusters Score: Raw -2404517.111861 + Penalty 3206.532181 = -2401310.579680 nChanged 25 SP:Iteration 99Q (1189.746907 sec): 3 clusters Score: Raw -2404521.466863 + Penalty 3206.532181 = -2401314.934682 nChanged 32 SP:Iteration 100F (1189.809804 sec): 3 clusters Score: Raw -2404527.342092 + Penalty 3206.532181 = -2401320.809910 nChanged 34 SP:Iteration 101Q (1189.851307 sec): 3 clusters Score: Raw -2404532.777784 + Penalty 3206.532181 = -2401326.245602 nChanged 29 SP:Iteration 102Q (1189.892951 sec): 3 clusters Score: Raw -2404537.709249 + Penalty 3206.532181 = -2401331.177068 nChanged 32 SP:Iteration 103Q (1189.952521 sec): 3 clusters Score: Raw -2404542.752230 + Penalty 3206.532181 = -2401336.220049 nChanged 23 SP:Iteration 104Q (1189.991896 sec): 3 clusters Score: Raw -2404546.788903 + Penalty 3206.532181 = -2401340.256722 nChanged 25 SP:Iteration 105Q (1190.037565 sec): 3 clusters Score: Raw -2404551.100847 + Penalty 3206.532181 = -2401344.568666 nChanged 23 SP:Iteration 106Q (1190.087865 sec): 3 clusters Score: Raw -2404554.894669 + Penalty 3206.532181 = -2401348.362488 nChanged 25 SP:Iteration 107Q (1190.134010 sec): 3 clusters Score: Raw -2404558.675453 + Penalty 3206.532181 = -2401352.143272 nChanged 18 SP:Iteration 108Q (1190.197531 sec): 3 clusters Score: Raw -2404561.390314 + Penalty 3206.532181 = -2401354.858132 nChanged 17 SP:Iteration 109Q (1190.265747 sec): 3 clusters Score: Raw -2404563.735882 + Penalty 3206.532181 = -2401357.203700 nChanged 19 SP:Iteration 110Q (1190.302039 sec): 3 clusters Score: Raw -2404566.912319 + Penalty 3206.532181 = -2401360.380137 nChanged 21 SP:Iteration 111Q (1190.350287 sec): 3 clusters Score: Raw -2404570.238143 + Penalty 3206.532181 = -2401363.705962 nChanged 19 SP:Iteration 112Q (1190.390847 sec): 3 clusters Score: Raw -2404573.132025 + Penalty 3206.532181 = -2401366.599844 nChanged 21 SP:Iteration 113Q (1190.432330 sec): 3 clusters Score: Raw -2404576.053502 + Penalty 3206.532181 = -2401369.521321 nChanged 20 SP:Iteration 114Q (1190.469360 sec): 3 clusters Score: Raw -2404579.019328 + Penalty 3206.532181 = -2401372.487147 nChanged 13 SP:Iteration 115Q (1190.505828 sec): 3 clusters Score: Raw -2404582.009038 + Penalty 3206.532181 = -2401375.476857 nChanged 14 SP:Iteration 116Q (1190.587561 sec): 3 clusters Score: Raw -2404584.317040 + Penalty 3206.532181 = -2401377.784859 nChanged 16 SP:Iteration 117Q (1190.640091 sec): 3 clusters Score: Raw -2404586.800394 + Penalty 3206.532181 = -2401380.268213 nChanged 19 SP:Iteration 118Q (1190.683078 sec): 3 clusters Score: Raw -2404589.877966 + Penalty 3206.532181 = -2401383.345785 nChanged 14 SP:Iteration 119Q (1190.726671 sec): 3 clusters Score: Raw -2404592.306821 + Penalty 3206.532181 = -2401385.774640 nChanged 17 SP:Iteration 120F (1190.777491 sec): 3 clusters Score: Raw -2404595.398255 + Penalty 3206.532181 = -2401388.866074 nChanged 14 SP:Iteration 121Q (1190.813515 sec): 3 clusters Score: Raw -2404597.537269 + Penalty 3206.532181 = -2401391.005088 nChanged 11 SP:Iteration 122Q (1190.856780 sec): 3 clusters Score: Raw -2404598.825907 + Penalty 3206.532181 = -2401392.293726 nChanged 6 SP:Iteration 123Q (1190.893482 sec): 3 clusters Score: Raw -2404599.766826 + Penalty 3206.532181 = -2401393.234644 nChanged 2 SP:Iteration 124Q (1190.932177 sec): 3 clusters Score: Raw -2404600.026427 + Penalty 3206.532181 = -2401393.494246 nChanged 3 SP:Iteration 125Q (1190.984108 sec): 3 clusters Score: Raw -2404600.390498 + Penalty 3206.532181 = -2401393.858317 nChanged 4 SP:Iteration 126Q (1191.024645 sec): 3 clusters Score: Raw -2404601.104124 + Penalty 3206.532181 = -2401394.571943 nChanged 6 SP:Iteration 127Q (1191.073671 sec): 3 clusters Score: Raw -2404601.929026 + Penalty 3206.532181 = -2401395.396844 nChanged 6 SP:Iteration 128Q (1191.117490 sec): 3 clusters Score: Raw -2404602.905656 + Penalty 3206.532181 = -2401396.373475 nChanged 13 SP:Iteration 129Q (1191.181499 sec): 3 clusters Score: Raw -2404605.380748 + Penalty 3206.532181 = -2401398.848567 nChanged 17 SP:Iteration 130Q (1191.222266 sec): 3 clusters Score: Raw -2404608.044096 + Penalty 3206.532181 = -2401401.511914 nChanged 14 SP:Iteration 131Q (1191.269679 sec): 3 clusters Score: Raw -2404610.132184 + Penalty 3206.532181 = -2401403.600003 nChanged 10 SP:Iteration 132Q (1191.309832 sec): 3 clusters Score: Raw -2404611.418618 + Penalty 3206.532181 = -2401404.886437 nChanged 12 SP:Iteration 133Q (1191.354471 sec): 3 clusters Score: Raw -2404613.659456 + Penalty 3206.532181 = -2401407.127274 nChanged 17 SP:Iteration 134Q (1191.397011 sec): 3 clusters Score: Raw -2404616.264038 + Penalty 3206.532181 = -2401409.731856 nChanged 21 SP:Iteration 135Q (1191.433292 sec): 3 clusters Score: Raw -2404619.727771 + Penalty 3206.532181 = -2401413.195589 nChanged 20 SP:Iteration 136Q (1191.469569 sec): 3 clusters Score: Raw -2404622.602101 + Penalty 3206.532181 = -2401416.069920 nChanged 14 SP:Iteration 137Q (1191.506101 sec): 3 clusters Score: Raw -2404625.113163 + Penalty 3206.532181 = -2401418.580981 nChanged 14 SP:Iteration 138Q (1191.542340 sec): 3 clusters Score: Raw -2404626.927658 + Penalty 3206.532181 = -2401420.395477 nChanged 11 SP:Iteration 139Q (1191.588913 sec): 3 clusters Score: Raw -2404628.107384 + Penalty 3206.532181 = -2401421.575203 nChanged 8 SP:Iteration 140F (1191.633645 sec): 3 clusters Score: Raw -2404629.168097 + Penalty 3206.532181 = -2401422.635916 nChanged 7 SP:Iteration 141Q (1191.678148 sec): 3 clusters Score: Raw -2404630.224037 + Penalty 3206.532181 = -2401423.691856 nChanged 10 SP:Iteration 142Q (1191.720155 sec): 3 clusters Score: Raw -2404631.503345 + Penalty 3206.532181 = -2401424.971164 nChanged 10 SP:Iteration 143Q (1191.756815 sec): 3 clusters Score: Raw -2404632.769708 + Penalty 3206.532181 = -2401426.237527 nChanged 7 SP:Iteration 144Q (1191.802237 sec): 3 clusters Score: Raw -2404633.529552 + Penalty 3206.532181 = -2401426.997370 nChanged 10 SP:Iteration 145Q (1191.849400 sec): 3 clusters Score: Raw -2404634.793484 + Penalty 3206.532181 = -2401428.261303 nChanged 6 SP:Iteration 146Q (1191.890040 sec): 3 clusters Score: Raw -2404636.012597 + Penalty 3206.532181 = -2401429.480416 nChanged 2 SP:Iteration 147Q (1191.934148 sec): 3 clusters Score: Raw -2404636.316697 + Penalty 3206.532181 = -2401429.784515 nChanged 1 SP:Iteration 148Q (1191.986571 sec): 3 clusters Score: Raw -2404636.386501 + Penalty 3206.532181 = -2401429.854320 nChanged 0 SP:Iteration 149F (1192.028378 sec): 3 clusters Score: Raw -2404636.386501 + Penalty 3206.532181 = -2401429.854320 nChanged 0 Trying to split cluster 7 (46174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1192.096439 sec): 2 clusters Score: Raw -5606461.410120 + Penalty 1745.277974 = -5604716.132146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1192.197086 sec): 3 clusters Score: Raw -5577473.370174 + Penalty 3490.555948 = -5573982.814226 nChanged 21560 SP:Iteration 1F (1192.285953 sec): 3 clusters Score: Raw -5589532.029675 + Penalty 3490.555948 = -5586041.473727 nChanged 1906 SP:Iteration 2Q (1192.381769 sec): 3 clusters Score: Raw -5590131.724194 + Penalty 3490.555948 = -5586641.168245 nChanged 2023 SP:Iteration 3Q (1192.467953 sec): 3 clusters Score: Raw -5590921.341382 + Penalty 3490.555948 = -5587430.785433 nChanged 2209 SP:Iteration 4Q (1192.558019 sec): 3 clusters Score: Raw -5591991.117517 + Penalty 3490.555948 = -5588500.561568 nChanged 2520 SP:Iteration 5F (1192.646380 sec): 3 clusters Score: Raw -5593475.989850 + Penalty 3490.555948 = -5589985.433902 nChanged 2862 SP:Iteration 6F (1192.734114 sec): 3 clusters Score: Raw -5595502.999343 + Penalty 3490.555948 = -5592012.443395 nChanged 3017 SP:Iteration 7F (1192.816103 sec): 3 clusters Score: Raw -5597798.086948 + Penalty 3490.555948 = -5594307.531000 nChanged 2946 SP:Iteration 8F (1192.930186 sec): 3 clusters Score: Raw -5599922.035528 + Penalty 3490.555948 = -5596431.479580 nChanged 2531 SP:Iteration 9F (1193.016082 sec): 3 clusters Score: Raw -5601441.879274 + Penalty 3490.555948 = -5597951.323326 nChanged 1830 SP:Iteration 10Q (1193.120956 sec): 3 clusters Score: Raw -5602313.492478 + Penalty 3490.555948 = -5598822.936530 nChanged 1275 SP:Iteration 11Q (1193.203506 sec): 3 clusters Score: Raw -5602778.480144 + Penalty 3490.555948 = -5599287.924196 nChanged 975 SP:Iteration 12Q (1193.296441 sec): 3 clusters Score: Raw -5603134.126533 + Penalty 3490.555948 = -5599643.570585 nChanged 848 SP:Iteration 13Q (1193.380871 sec): 3 clusters Score: Raw -5603413.312568 + Penalty 3490.555948 = -5599922.756620 nChanged 733 SP:Iteration 14Q (1193.467043 sec): 3 clusters Score: Raw -5603634.864068 + Penalty 3490.555948 = -5600144.308120 nChanged 639 SP:Iteration 15Q (1193.578128 sec): 3 clusters Score: Raw -5603813.311391 + Penalty 3490.555948 = -5600322.755443 nChanged 603 SP:Iteration 16Q (1193.660564 sec): 3 clusters Score: Raw -5603968.023133 + Penalty 3490.555948 = -5600477.467184 nChanged 555 SP:Iteration 17Q (1193.755230 sec): 3 clusters Score: Raw -5604092.071549 + Penalty 3490.555948 = -5600601.515601 nChanged 482 SP:Iteration 18Q (1193.836426 sec): 3 clusters Score: Raw -5604180.678414 + Penalty 3490.555948 = -5600690.122466 nChanged 386 SP:Iteration 19Q (1193.933917 sec): 3 clusters Score: Raw -5604249.454236 + Penalty 3490.555948 = -5600758.898288 nChanged 357 SP:Iteration 20F (1194.023306 sec): 3 clusters Score: Raw -5604307.502895 + Penalty 3490.555948 = -5600816.946947 nChanged 319 SP:Iteration 21Q (1194.122022 sec): 3 clusters Score: Raw -5604352.349622 + Penalty 3490.555948 = -5600861.793674 nChanged 255 SP:Iteration 22Q (1194.209161 sec): 3 clusters Score: Raw -5604389.059043 + Penalty 3490.555948 = -5600898.503094 nChanged 251 SP:Iteration 23Q (1194.290232 sec): 3 clusters Score: Raw -5604423.032910 + Penalty 3490.555948 = -5600932.476962 nChanged 228 SP:Iteration 24Q (1194.394131 sec): 3 clusters Score: Raw -5604452.277936 + Penalty 3490.555948 = -5600961.721988 nChanged 203 SP:Iteration 25Q (1194.482303 sec): 3 clusters Score: Raw -5604474.589723 + Penalty 3490.555948 = -5600984.033775 nChanged 198 SP:Iteration 26Q (1194.563153 sec): 3 clusters Score: Raw -5604494.023728 + Penalty 3490.555948 = -5601003.467780 nChanged 184 SP:Iteration 27Q (1194.644020 sec): 3 clusters Score: Raw -5604510.629478 + Penalty 3490.555948 = -5601020.073530 nChanged 155 SP:Iteration 28Q (1194.738523 sec): 3 clusters Score: Raw -5604521.798845 + Penalty 3490.555948 = -5601031.242897 nChanged 151 SP:Iteration 29Q (1194.849321 sec): 3 clusters Score: Raw -5604533.795615 + Penalty 3490.555948 = -5601043.239667 nChanged 130 SP:Iteration 30Q (1194.940919 sec): 3 clusters Score: Raw -5604543.687550 + Penalty 3490.555948 = -5601053.131602 nChanged 127 SP:Iteration 31Q (1195.027068 sec): 3 clusters Score: Raw -5604554.634548 + Penalty 3490.555948 = -5601064.078600 nChanged 149 SP:Iteration 32Q (1195.114622 sec): 3 clusters Score: Raw -5604567.414875 + Penalty 3490.555948 = -5601076.858927 nChanged 145 SP:Iteration 33Q (1195.209422 sec): 3 clusters Score: Raw -5604578.740240 + Penalty 3490.555948 = -5601088.184291 nChanged 146 SP:Iteration 34Q (1195.300267 sec): 3 clusters Score: Raw -5604590.402384 + Penalty 3490.555948 = -5601099.846436 nChanged 139 SP:Iteration 35Q (1195.394513 sec): 3 clusters Score: Raw -5604602.228468 + Penalty 3490.555948 = -5601111.672520 nChanged 134 SP:Iteration 36Q (1195.476322 sec): 3 clusters Score: Raw -5604613.801813 + Penalty 3490.555948 = -5601123.245865 nChanged 135 SP:Iteration 37Q (1195.556473 sec): 3 clusters Score: Raw -5604625.232563 + Penalty 3490.555948 = -5601134.676615 nChanged 137 SP:Iteration 38Q (1195.640545 sec): 3 clusters Score: Raw -5604636.034416 + Penalty 3490.555948 = -5601145.478468 nChanged 129 SP:Iteration 39Q (1195.749104 sec): 3 clusters Score: Raw -5604645.252769 + Penalty 3490.555948 = -5601154.696821 nChanged 133 SP:Iteration 40F (1195.862638 sec): 3 clusters Score: Raw -5604655.888118 + Penalty 3490.555948 = -5601165.332170 nChanged 152 SP:Iteration 41Q (1195.943063 sec): 3 clusters Score: Raw -5604670.006169 + Penalty 3490.555948 = -5601179.450221 nChanged 171 SP:Iteration 42Q (1196.034706 sec): 3 clusters Score: Raw -5604685.720405 + Penalty 3490.555948 = -5601195.164457 nChanged 169 SP:Iteration 43Q (1196.135489 sec): 3 clusters Score: Raw -5604701.111959 + Penalty 3490.555948 = -5601210.556011 nChanged 169 SP:Iteration 44Q (1196.231360 sec): 3 clusters Score: Raw -5604717.137834 + Penalty 3490.555948 = -5601226.581886 nChanged 172 SP:Iteration 45Q (1196.312323 sec): 3 clusters Score: Raw -5604731.499456 + Penalty 3490.555948 = -5601240.943508 nChanged 159 SP:Iteration 46Q (1196.407342 sec): 3 clusters Score: Raw -5604744.424823 + Penalty 3490.555948 = -5601253.868875 nChanged 157 SP:Iteration 47Q (1196.486904 sec): 3 clusters Score: Raw -5604759.277369 + Penalty 3490.555948 = -5601268.721421 nChanged 176 SP:Iteration 48Q (1196.577867 sec): 3 clusters Score: Raw -5604775.718329 + Penalty 3490.555948 = -5601285.162381 nChanged 177 SP:Iteration 49Q (1196.669996 sec): 3 clusters Score: Raw -5604791.409775 + Penalty 3490.555948 = -5601300.853827 nChanged 137 SP:Iteration 50Q (1196.748507 sec): 3 clusters Score: Raw -5604801.906369 + Penalty 3490.555948 = -5601311.350421 nChanged 145 SP:Iteration 51Q (1196.835461 sec): 3 clusters Score: Raw -5604814.484294 + Penalty 3490.555948 = -5601323.928346 nChanged 152 SP:Iteration 52Q (1196.913719 sec): 3 clusters Score: Raw -5604829.374229 + Penalty 3490.555948 = -5601338.818281 nChanged 175 SP:Iteration 53Q (1197.003914 sec): 3 clusters Score: Raw -5604846.523281 + Penalty 3490.555948 = -5601355.967333 nChanged 163 SP:Iteration 54Q (1197.096363 sec): 3 clusters Score: Raw -5604861.744156 + Penalty 3490.555948 = -5601371.188208 nChanged 149 SP:Iteration 55Q (1197.184216 sec): 3 clusters Score: Raw -5604875.485887 + Penalty 3490.555948 = -5601384.929939 nChanged 169 SP:Iteration 56Q (1197.272562 sec): 3 clusters Score: Raw -5604893.378366 + Penalty 3490.555948 = -5601402.822418 nChanged 184 SP:Iteration 57Q (1197.351248 sec): 3 clusters Score: Raw -5604912.498561 + Penalty 3490.555948 = -5601421.942613 nChanged 190 SP:Iteration 58Q (1197.444648 sec): 3 clusters Score: Raw -5604931.293073 + Penalty 3490.555948 = -5601440.737125 nChanged 190 SP:Iteration 59Q (1197.521984 sec): 3 clusters Score: Raw -5604949.868009 + Penalty 3490.555948 = -5601459.312061 nChanged 187 SP:Iteration 60F (1197.601857 sec): 3 clusters Score: Raw -5604969.297162 + Penalty 3490.555948 = -5601478.741214 nChanged 202 SP:Iteration 61Q (1197.679640 sec): 3 clusters Score: Raw -5604990.175169 + Penalty 3490.555948 = -5601499.619221 nChanged 202 SP:Iteration 62Q (1197.770949 sec): 3 clusters Score: Raw -5605011.544271 + Penalty 3490.555948 = -5601520.988323 nChanged 203 SP:Iteration 63Q (1197.874071 sec): 3 clusters Score: Raw -5605032.942700 + Penalty 3490.555948 = -5601542.386751 nChanged 194 SP:Iteration 64Q (1197.952144 sec): 3 clusters Score: Raw -5605054.343749 + Penalty 3490.555948 = -5601563.787801 nChanged 198 SP:Iteration 65Q (1198.028781 sec): 3 clusters Score: Raw -5605075.668765 + Penalty 3490.555948 = -5601585.112817 nChanged 192 SP:Iteration 66Q (1198.105264 sec): 3 clusters Score: Raw -5605094.489826 + Penalty 3490.555948 = -5601603.933878 nChanged 170 SP:Iteration 67Q (1198.190755 sec): 3 clusters Score: Raw -5605111.145207 + Penalty 3490.555948 = -5601620.589259 nChanged 160 SP:Iteration 68Q (1198.267231 sec): 3 clusters Score: Raw -5605128.318076 + Penalty 3490.555948 = -5601637.762128 nChanged 163 SP:Iteration 69Q (1198.361356 sec): 3 clusters Score: Raw -5605145.978896 + Penalty 3490.555948 = -5601655.422948 nChanged 172 SP:Iteration 70Q (1198.443192 sec): 3 clusters Score: Raw -5605164.379243 + Penalty 3490.555948 = -5601673.823295 nChanged 189 SP:Iteration 71Q (1198.530600 sec): 3 clusters Score: Raw -5605184.049256 + Penalty 3490.555948 = -5601693.493308 nChanged 173 SP:Iteration 72Q (1198.611815 sec): 3 clusters Score: Raw -5605200.550294 + Penalty 3490.555948 = -5601709.994346 nChanged 180 SP:Iteration 73Q (1198.688110 sec): 3 clusters Score: Raw -5605219.304936 + Penalty 3490.555948 = -5601728.748988 nChanged 176 SP:Iteration 74Q (1198.767408 sec): 3 clusters Score: Raw -5605237.056696 + Penalty 3490.555948 = -5601746.500748 nChanged 167 SP:Iteration 75Q (1198.843032 sec): 3 clusters Score: Raw -5605252.543191 + Penalty 3490.555948 = -5601761.987243 nChanged 140 SP:Iteration 76Q (1198.926781 sec): 3 clusters Score: Raw -5605264.478625 + Penalty 3490.555948 = -5601773.922677 nChanged 140 SP:Iteration 77Q (1199.009493 sec): 3 clusters Score: Raw -5605276.799234 + Penalty 3490.555948 = -5601786.243286 nChanged 138 SP:Iteration 78Q (1199.087489 sec): 3 clusters Score: Raw -5605289.175063 + Penalty 3490.555948 = -5601798.619115 nChanged 146 SP:Iteration 79Q (1199.163100 sec): 3 clusters Score: Raw -5605303.755990 + Penalty 3490.555948 = -5601813.200042 nChanged 156 SP:Iteration 80F (1199.251217 sec): 3 clusters Score: Raw -5605319.740098 + Penalty 3490.555948 = -5601829.184150 nChanged 159 SP:Iteration 81Q (1199.335867 sec): 3 clusters Score: Raw -5605335.229444 + Penalty 3490.555948 = -5601844.673496 nChanged 153 SP:Iteration 82Q (1199.444749 sec): 3 clusters Score: Raw -5605349.854243 + Penalty 3490.555948 = -5601859.298295 nChanged 137 SP:Iteration 83Q (1199.541111 sec): 3 clusters Score: Raw -5605363.720509 + Penalty 3490.555948 = -5601873.164561 nChanged 147 SP:Iteration 84Q (1199.632278 sec): 3 clusters Score: Raw -5605376.235873 + Penalty 3490.555948 = -5601885.679925 nChanged 142 SP:Iteration 85Q (1199.737089 sec): 3 clusters Score: Raw -5605388.148184 + Penalty 3490.555948 = -5601897.592236 nChanged 136 SP:Iteration 86Q (1199.820151 sec): 3 clusters Score: Raw -5605401.958452 + Penalty 3490.555948 = -5601911.402503 nChanged 153 SP:Iteration 87Q (1199.895155 sec): 3 clusters Score: Raw -5605419.065910 + Penalty 3490.555948 = -5601928.509962 nChanged 153 SP:Iteration 88Q (1199.969955 sec): 3 clusters Score: Raw -5605434.893006 + Penalty 3490.555948 = -5601944.337058 nChanged 140 SP:Iteration 89Q (1200.053164 sec): 3 clusters Score: Raw -5605449.782547 + Penalty 3490.555948 = -5601959.226599 nChanged 149 SP:Iteration 90Q (1200.127180 sec): 3 clusters Score: Raw -5605467.552325 + Penalty 3490.555948 = -5601976.996377 nChanged 137 SP:Iteration 91Q (1200.201898 sec): 3 clusters Score: Raw -5605483.868489 + Penalty 3490.555948 = -5601993.312541 nChanged 135 SP:Iteration 92Q (1200.277164 sec): 3 clusters Score: Raw -5605497.644992 + Penalty 3490.555948 = -5602007.089044 nChanged 136 SP:Iteration 93Q (1200.351224 sec): 3 clusters Score: Raw -5605511.848836 + Penalty 3490.555948 = -5602021.292887 nChanged 133 SP:Iteration 94Q (1200.441792 sec): 3 clusters Score: Raw -5605527.010942 + Penalty 3490.555948 = -5602036.454994 nChanged 144 SP:Iteration 95Q (1200.521572 sec): 3 clusters Score: Raw -5605544.124489 + Penalty 3490.555948 = -5602053.568540 nChanged 137 SP:Iteration 96Q (1200.604048 sec): 3 clusters Score: Raw -5605559.123572 + Penalty 3490.555948 = -5602068.567624 nChanged 116 SP:Iteration 97Q (1200.692298 sec): 3 clusters Score: Raw -5605571.676420 + Penalty 3490.555948 = -5602081.120472 nChanged 123 SP:Iteration 98Q (1200.766135 sec): 3 clusters Score: Raw -5605585.797980 + Penalty 3490.555948 = -5602095.242032 nChanged 128 SP:Iteration 99Q (1200.839997 sec): 3 clusters Score: Raw -5605601.207753 + Penalty 3490.555948 = -5602110.651805 nChanged 122 SP:Iteration 100F (1200.923310 sec): 3 clusters Score: Raw -5605615.939030 + Penalty 3490.555948 = -5602125.383082 nChanged 139 SP:Iteration 101Q (1200.997371 sec): 3 clusters Score: Raw -5605633.719151 + Penalty 3490.555948 = -5602143.163203 nChanged 153 SP:Iteration 102Q (1201.071109 sec): 3 clusters Score: Raw -5605654.054861 + Penalty 3490.555948 = -5602163.498913 nChanged 146 SP:Iteration 103Q (1201.178709 sec): 3 clusters Score: Raw -5605671.766465 + Penalty 3490.555948 = -5602181.210517 nChanged 155 SP:Iteration 104Q (1201.262013 sec): 3 clusters Score: Raw -5605692.269254 + Penalty 3490.555948 = -5602201.713306 nChanged 151 SP:Iteration 105Q (1201.345334 sec): 3 clusters Score: Raw -5605713.068224 + Penalty 3490.555948 = -5602222.512276 nChanged 143 SP:Iteration 106Q (1201.418414 sec): 3 clusters Score: Raw -5605731.875209 + Penalty 3490.555948 = -5602241.319261 nChanged 126 SP:Iteration 107Q (1201.491515 sec): 3 clusters Score: Raw -5605746.755217 + Penalty 3490.555948 = -5602256.199268 nChanged 129 SP:Iteration 108Q (1201.565366 sec): 3 clusters Score: Raw -5605764.967034 + Penalty 3490.555948 = -5602274.411085 nChanged 139 SP:Iteration 109Q (1201.637566 sec): 3 clusters Score: Raw -5605783.326594 + Penalty 3490.555948 = -5602292.770646 nChanged 132 SP:Iteration 110Q (1201.741584 sec): 3 clusters Score: Raw -5605801.799558 + Penalty 3490.555948 = -5602311.243610 nChanged 154 SP:Iteration 111Q (1201.833629 sec): 3 clusters Score: Raw -5605825.842978 + Penalty 3490.555948 = -5602335.287030 nChanged 154 SP:Iteration 112Q (1201.934109 sec): 3 clusters Score: Raw -5605850.326258 + Penalty 3490.555948 = -5602359.770310 nChanged 169 SP:Iteration 113Q (1202.005555 sec): 3 clusters Score: Raw -5605879.153698 + Penalty 3490.555948 = -5602388.597750 nChanged 178 SP:Iteration 114Q (1202.078479 sec): 3 clusters Score: Raw -5605909.141642 + Penalty 3490.555948 = -5602418.585694 nChanged 175 SP:Iteration 115Q (1202.150753 sec): 3 clusters Score: Raw -5605943.976512 + Penalty 3490.555948 = -5602453.420564 nChanged 154 SP:Iteration 116Q (1202.245423 sec): 3 clusters Score: Raw -5605972.004261 + Penalty 3490.555948 = -5602481.448313 nChanged 155 SP:Iteration 117Q (1202.318923 sec): 3 clusters Score: Raw -5605998.146426 + Penalty 3490.555948 = -5602507.590478 nChanged 148 SP:Iteration 118Q (1202.391272 sec): 3 clusters Score: Raw -5606027.629517 + Penalty 3490.555948 = -5602537.073569 nChanged 177 SP:Iteration 119Q (1202.474124 sec): 3 clusters Score: Raw -5606066.554406 + Penalty 3490.555948 = -5602575.998457 nChanged 177 SP:Iteration 120F (1202.555056 sec): 3 clusters Score: Raw -5606105.389964 + Penalty 3490.555948 = -5602614.834016 nChanged 169 SP:Iteration 121Q (1202.630145 sec): 3 clusters Score: Raw -5606140.328826 + Penalty 3490.555948 = -5602649.772878 nChanged 188 SP:Iteration 122Q (1202.711665 sec): 3 clusters Score: Raw -5606177.531908 + Penalty 3490.555948 = -5602686.975960 nChanged 176 SP:Iteration 123Q (1202.790465 sec): 3 clusters Score: Raw -5606213.802572 + Penalty 3490.555948 = -5602723.246624 nChanged 174 SP:Iteration 124Q (1202.885750 sec): 3 clusters Score: Raw -5606248.014004 + Penalty 3490.555948 = -5602757.458056 nChanged 185 SP:Iteration 125Q (1202.969678 sec): 3 clusters Score: Raw -5606284.702795 + Penalty 3490.555948 = -5602794.146847 nChanged 161 SP:Iteration 126Q (1203.057301 sec): 3 clusters Score: Raw -5606319.014505 + Penalty 3490.555948 = -5602828.458556 nChanged 161 SP:Iteration 127Q (1203.151948 sec): 3 clusters Score: Raw -5606355.313456 + Penalty 3490.555948 = -5602864.757508 nChanged 154 SP:Iteration 128Q (1203.222358 sec): 3 clusters Score: Raw -5606386.690128 + Penalty 3490.555948 = -5602896.134180 nChanged 111 SP:Iteration 129Q (1203.292328 sec): 3 clusters Score: Raw -5606406.742784 + Penalty 3490.555948 = -5602916.186835 nChanged 123 SP:Iteration 130Q (1203.362757 sec): 3 clusters Score: Raw -5606433.080908 + Penalty 3490.555948 = -5602942.524960 nChanged 127 SP:Iteration 131Q (1203.456002 sec): 3 clusters Score: Raw -5606459.528128 + Penalty 3490.555948 = -5602968.972180 nChanged 118 SP:Iteration 132Q (1203.556167 sec): 3 clusters Score: Raw -5606488.406549 + Penalty 3490.555948 = -5602997.850601 nChanged 106 SP:Iteration 133Q (1203.650506 sec): 3 clusters Score: Raw -5606507.494448 + Penalty 3490.555948 = -5603016.938500 nChanged 94 SP:Iteration 134Q (1203.744852 sec): 3 clusters Score: Raw -5606522.937014 + Penalty 3490.555948 = -5603032.381066 nChanged 75 SP:Iteration 135Q (1203.814425 sec): 3 clusters Score: Raw -5606535.377481 + Penalty 3490.555948 = -5603044.821532 nChanged 67 SP:Iteration 136Q (1203.885668 sec): 3 clusters Score: Raw -5606548.203007 + Penalty 3490.555948 = -5603057.647059 nChanged 50 SP:Iteration 137Q (1203.954535 sec): 3 clusters Score: Raw -5606557.483788 + Penalty 3490.555948 = -5603066.927840 nChanged 54 SP:Iteration 138Q (1204.024132 sec): 3 clusters Score: Raw -5606568.256826 + Penalty 3490.555948 = -5603077.700878 nChanged 71 SP:Iteration 139Q (1204.093690 sec): 3 clusters Score: Raw -5606582.550977 + Penalty 3490.555948 = -5603091.995029 nChanged 72 SP:Iteration 140F (1204.182973 sec): 3 clusters Score: Raw -5606595.689446 + Penalty 3490.555948 = -5603105.133498 nChanged 69 SP:Iteration 141Q (1204.251954 sec): 3 clusters Score: Raw -5606612.652468 + Penalty 3490.555948 = -5603122.096520 nChanged 84 SP:Iteration 142Q (1204.321950 sec): 3 clusters Score: Raw -5606638.280670 + Penalty 3490.555948 = -5603147.724722 nChanged 86 SP:Iteration 143Q (1204.391350 sec): 3 clusters Score: Raw -5606662.177828 + Penalty 3490.555948 = -5603171.621880 nChanged 82 SP:Iteration 144Q (1204.460829 sec): 3 clusters Score: Raw -5606683.068743 + Penalty 3490.555948 = -5603192.512794 nChanged 70 SP:Iteration 145Q (1204.529219 sec): 3 clusters Score: Raw -5606701.122202 + Penalty 3490.555948 = -5603210.566253 nChanged 79 SP:Iteration 146Q (1204.603545 sec): 3 clusters Score: Raw -5606721.369341 + Penalty 3490.555948 = -5603230.813393 nChanged 68 SP:Iteration 147Q (1204.671981 sec): 3 clusters Score: Raw -5606738.838160 + Penalty 3490.555948 = -5603248.282212 nChanged 66 SP:Iteration 148Q (1204.739476 sec): 3 clusters Score: Raw -5606756.001998 + Penalty 3490.555948 = -5603265.446050 nChanged 49 SP:Iteration 149Q (1204.808754 sec): 3 clusters Score: Raw -5606768.204897 + Penalty 3490.555948 = -5603277.648948 nChanged 46 SP:Iteration 150Q (1204.876367 sec): 3 clusters Score: Raw -5606778.657565 + Penalty 3490.555948 = -5603288.101617 nChanged 38 SP:Iteration 151Q (1204.944588 sec): 3 clusters Score: Raw -5606785.944437 + Penalty 3490.555948 = -5603295.388489 nChanged 31 SP:Iteration 152Q (1205.012299 sec): 3 clusters Score: Raw -5606791.713180 + Penalty 3490.555948 = -5603301.157232 nChanged 35 SP:Iteration 153Q (1205.080263 sec): 3 clusters Score: Raw -5606797.409732 + Penalty 3490.555948 = -5603306.853783 nChanged 29 SP:Iteration 154Q (1205.156820 sec): 3 clusters Score: Raw -5606803.070711 + Penalty 3490.555948 = -5603312.514763 nChanged 31 SP:Iteration 155Q (1205.224413 sec): 3 clusters Score: Raw -5606809.258385 + Penalty 3490.555948 = -5603318.702437 nChanged 31 SP:Iteration 156Q (1205.292042 sec): 3 clusters Score: Raw -5606815.680418 + Penalty 3490.555948 = -5603325.124470 nChanged 34 SP:Iteration 157Q (1205.360261 sec): 3 clusters Score: Raw -5606822.155215 + Penalty 3490.555948 = -5603331.599266 nChanged 27 SP:Iteration 158Q (1205.428794 sec): 3 clusters Score: Raw -5606826.861524 + Penalty 3490.555948 = -5603336.305576 nChanged 16 SP:Iteration 159Q (1205.519840 sec): 3 clusters Score: Raw -5606829.721120 + Penalty 3490.555948 = -5603339.165172 nChanged 20 SP:Iteration 160F (1205.599350 sec): 3 clusters Score: Raw -5606833.263637 + Penalty 3490.555948 = -5603342.707689 nChanged 19 SP:Iteration 161Q (1205.667745 sec): 3 clusters Score: Raw -5606835.521412 + Penalty 3490.555948 = -5603344.965464 nChanged 15 SP:Iteration 162Q (1205.737472 sec): 3 clusters Score: Raw -5606836.914273 + Penalty 3490.555948 = -5603346.358325 nChanged 9 SP:Iteration 163Q (1205.809978 sec): 3 clusters Score: Raw -5606837.959314 + Penalty 3490.555948 = -5603347.403366 nChanged 5 SP:Iteration 164Q (1205.912123 sec): 3 clusters Score: Raw -5606838.699758 + Penalty 3490.555948 = -5603348.143810 nChanged 8 SP:Iteration 165Q (1205.990027 sec): 3 clusters Score: Raw -5606840.166342 + Penalty 3490.555948 = -5603349.610394 nChanged 7 SP:Iteration 166Q (1206.057444 sec): 3 clusters Score: Raw -5606840.989467 + Penalty 3490.555948 = -5603350.433519 nChanged 4 SP:Iteration 167Q (1206.125705 sec): 3 clusters Score: Raw -5606841.870881 + Penalty 3490.555948 = -5603351.314933 nChanged 5 SP:Iteration 168Q (1206.192938 sec): 3 clusters Score: Raw -5606842.578892 + Penalty 3490.555948 = -5603352.022944 nChanged 6 SP:Iteration 169Q (1206.261645 sec): 3 clusters Score: Raw -5606843.604335 + Penalty 3490.555948 = -5603353.048387 nChanged 5 SP:Iteration 170Q (1206.329536 sec): 3 clusters Score: Raw -5606844.687357 + Penalty 3490.555948 = -5603354.131409 nChanged 4 SP:Iteration 171Q (1206.400730 sec): 3 clusters Score: Raw -5606845.298364 + Penalty 3490.555948 = -5603354.742416 nChanged 4 SP:Iteration 172Q (1206.468206 sec): 3 clusters Score: Raw -5606845.701310 + Penalty 3490.555948 = -5603355.145362 nChanged 5 SP:Iteration 173Q (1206.536172 sec): 3 clusters Score: Raw -5606846.591914 + Penalty 3490.555948 = -5603356.035966 nChanged 6 SP:Iteration 174Q (1206.604130 sec): 3 clusters Score: Raw -5606847.692228 + Penalty 3490.555948 = -5603357.136280 nChanged 4 SP:Iteration 175Q (1206.671559 sec): 3 clusters Score: Raw -5606848.222896 + Penalty 3490.555948 = -5603357.666948 nChanged 4 SP:Iteration 176Q (1206.738940 sec): 3 clusters Score: Raw -5606848.739781 + Penalty 3490.555948 = -5603358.183833 nChanged 4 SP:Iteration 177Q (1206.807627 sec): 3 clusters Score: Raw -5606849.041683 + Penalty 3490.555948 = -5603358.485735 nChanged 3 SP:Iteration 178Q (1206.881820 sec): 3 clusters Score: Raw -5606849.429216 + Penalty 3490.555948 = -5603358.873268 nChanged 3 SP:Iteration 179Q (1206.950328 sec): 3 clusters Score: Raw -5606850.190681 + Penalty 3490.555948 = -5603359.634733 nChanged 3 SP:Iteration 180F (1207.029748 sec): 3 clusters Score: Raw -5606850.784232 + Penalty 3490.555948 = -5603360.228284 nChanged 4 SP:Iteration 181Q (1207.098358 sec): 3 clusters Score: Raw -5606851.271370 + Penalty 3490.555948 = -5603360.715422 nChanged 2 SP:Iteration 182Q (1207.171711 sec): 3 clusters Score: Raw -5606851.506160 + Penalty 3490.555948 = -5603360.950212 nChanged 0 SP:Iteration 183F (1207.251163 sec): 3 clusters Score: Raw -5606851.506160 + Penalty 3490.555948 = -5603360.950212 nChanged 0 Trying to split cluster 8 (7627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.264394 sec): 2 clusters Score: Raw -940952.040104 + Penalty 1452.660603 = -939499.379501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.289383 sec): 3 clusters Score: Raw -936833.880668 + Penalty 2905.321205 = -933928.559462 nChanged 3211 SP:Iteration 1F (1207.313471 sec): 3 clusters Score: Raw -938676.899156 + Penalty 2905.321205 = -935771.577951 nChanged 522 SP:Iteration 2F (1207.337739 sec): 3 clusters Score: Raw -938960.495352 + Penalty 2905.321205 = -936055.174147 nChanged 411 SP:Iteration 3F (1207.367331 sec): 3 clusters Score: Raw -939216.915345 + Penalty 2905.321205 = -936311.594140 nChanged 401 SP:Iteration 4F (1207.391539 sec): 3 clusters Score: Raw -939455.124108 + Penalty 2905.321205 = -936549.802903 nChanged 401 SP:Iteration 5F (1207.415725 sec): 3 clusters Score: Raw -939713.378591 + Penalty 2905.321205 = -936808.057386 nChanged 348 SP:Iteration 6Q (1207.439868 sec): 3 clusters Score: Raw -939931.678244 + Penalty 2905.321205 = -937026.357039 nChanged 300 SP:Iteration 7Q (1207.463995 sec): 3 clusters Score: Raw -940111.095758 + Penalty 2905.321205 = -937205.774553 nChanged 262 SP:Iteration 8Q (1207.487836 sec): 3 clusters Score: Raw -940282.415350 + Penalty 2905.321205 = -937377.094145 nChanged 267 SP:Iteration 9Q (1207.511565 sec): 3 clusters Score: Raw -940467.824182 + Penalty 2905.321205 = -937562.502977 nChanged 237 SP:Iteration 10Q (1207.535280 sec): 3 clusters Score: Raw -940637.336574 + Penalty 2905.321205 = -937732.015369 nChanged 221 SP:Iteration 11Q (1207.559016 sec): 3 clusters Score: Raw -940801.682447 + Penalty 2905.321205 = -937896.361242 nChanged 200 SP:Iteration 12Q (1207.582482 sec): 3 clusters Score: Raw -940927.952444 + Penalty 2905.321205 = -938022.631239 nChanged 182 SP:Iteration 13Q (1207.605770 sec): 3 clusters Score: Raw -941066.069411 + Penalty 2905.321205 = -938160.748206 nChanged 143 SP:Iteration 14Q (1207.628983 sec): 3 clusters Score: Raw -941189.453064 + Penalty 2905.321205 = -938284.131859 nChanged 130 SP:Iteration 15Q (1207.651948 sec): 3 clusters Score: Raw -941285.678690 + Penalty 2905.321205 = -938380.357485 nChanged 106 SP:Iteration 16Q (1207.674809 sec): 3 clusters Score: Raw -941351.992502 + Penalty 2905.321205 = -938446.671296 nChanged 91 SP:Iteration 17Q (1207.697611 sec): 3 clusters Score: Raw -941398.150628 + Penalty 2905.321205 = -938492.829423 nChanged 88 SP:Iteration 18Q (1207.730958 sec): 3 clusters Score: Raw -941443.880915 + Penalty 2905.321205 = -938538.559709 nChanged 69 SP:Iteration 19Q (1207.753576 sec): 3 clusters Score: Raw -941472.949578 + Penalty 2905.321205 = -938567.628373 nChanged 51 SP:Iteration 20F (1207.777780 sec): 3 clusters Score: Raw -941497.541243 + Penalty 2905.321205 = -938592.220038 nChanged 40 SP:Iteration 21Q (1207.800192 sec): 3 clusters Score: Raw -941512.684484 + Penalty 2905.321205 = -938607.363279 nChanged 35 SP:Iteration 22Q (1207.823226 sec): 3 clusters Score: Raw -941524.595095 + Penalty 2905.321205 = -938619.273889 nChanged 33 SP:Iteration 23Q (1207.845710 sec): 3 clusters Score: Raw -941538.091307 + Penalty 2905.321205 = -938632.770102 nChanged 29 SP:Iteration 24Q (1207.868123 sec): 3 clusters Score: Raw -941549.504494 + Penalty 2905.321205 = -938644.183289 nChanged 32 SP:Iteration 25Q (1207.890486 sec): 3 clusters Score: Raw -941559.954294 + Penalty 2905.321205 = -938654.633089 nChanged 25 SP:Iteration 26Q (1207.912930 sec): 3 clusters Score: Raw -941567.678858 + Penalty 2905.321205 = -938662.357653 nChanged 17 SP:Iteration 27Q (1207.937306 sec): 3 clusters Score: Raw -941571.845759 + Penalty 2905.321205 = -938666.524554 nChanged 12 SP:Iteration 28Q (1207.959695 sec): 3 clusters Score: Raw -941574.673358 + Penalty 2905.321205 = -938669.352152 nChanged 9 SP:Iteration 29Q (1207.982069 sec): 3 clusters Score: Raw -941576.575528 + Penalty 2905.321205 = -938671.254323 nChanged 5 SP:Iteration 30Q (1208.004608 sec): 3 clusters Score: Raw -941577.415197 + Penalty 2905.321205 = -938672.093992 nChanged 3 SP:Iteration 31Q (1208.027046 sec): 3 clusters Score: Raw -941578.192010 + Penalty 2905.321205 = -938672.870805 nChanged 2 SP:Iteration 32Q (1208.049478 sec): 3 clusters Score: Raw -941578.673259 + Penalty 2905.321205 = -938673.352054 nChanged 1 SP:Iteration 33Q (1208.071894 sec): 3 clusters Score: Raw -941578.708228 + Penalty 2905.321205 = -938673.387022 nChanged 0 SP:Iteration 34F (1208.097621 sec): 3 clusters Score: Raw -941578.708228 + Penalty 2905.321205 = -938673.387022 nChanged 0 Trying to split cluster 9 (13402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.127626 sec): 2 clusters Score: Raw -1619517.373373 + Penalty 1544.263375 = -1617973.109998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.194615 sec): 3 clusters Score: Raw -1611674.389487 + Penalty 3088.526749 = -1608585.862738 nChanged 5982 SP:Iteration 1F (1208.241657 sec): 3 clusters Score: Raw -1614996.629565 + Penalty 3088.526749 = -1611908.102815 nChanged 869 SP:Iteration 2F (1208.273549 sec): 3 clusters Score: Raw -1615484.117016 + Penalty 3088.526749 = -1612395.590267 nChanged 856 SP:Iteration 3F (1208.309700 sec): 3 clusters Score: Raw -1616093.657309 + Penalty 3088.526749 = -1613005.130560 nChanged 847 SP:Iteration 4F (1208.344278 sec): 3 clusters Score: Raw -1616758.400839 + Penalty 3088.526749 = -1613669.874090 nChanged 868 SP:Iteration 5F (1208.378069 sec): 3 clusters Score: Raw -1617463.294137 + Penalty 3088.526749 = -1614374.767387 nChanged 848 SP:Iteration 6F (1208.427050 sec): 3 clusters Score: Raw -1618135.273100 + Penalty 3088.526749 = -1615046.746351 nChanged 773 SP:Iteration 7F (1208.461292 sec): 3 clusters Score: Raw -1618701.537671 + Penalty 3088.526749 = -1615613.010922 nChanged 660 SP:Iteration 8Q (1208.494857 sec): 3 clusters Score: Raw -1619121.105337 + Penalty 3088.526749 = -1616032.578588 nChanged 525 SP:Iteration 9Q (1208.528344 sec): 3 clusters Score: Raw -1619383.393524 + Penalty 3088.526749 = -1616294.866775 nChanged 375 SP:Iteration 10Q (1208.570568 sec): 3 clusters Score: Raw -1619537.454756 + Penalty 3088.526749 = -1616448.928007 nChanged 285 SP:Iteration 11Q (1208.604838 sec): 3 clusters Score: Raw -1619636.991228 + Penalty 3088.526749 = -1616548.464479 nChanged 208 SP:Iteration 12Q (1208.637898 sec): 3 clusters Score: Raw -1619707.226346 + Penalty 3088.526749 = -1616618.699597 nChanged 178 SP:Iteration 13Q (1208.693021 sec): 3 clusters Score: Raw -1619767.154215 + Penalty 3088.526749 = -1616678.627466 nChanged 173 SP:Iteration 14Q (1208.725915 sec): 3 clusters Score: Raw -1619820.094961 + Penalty 3088.526749 = -1616731.568211 nChanged 169 SP:Iteration 15Q (1208.759745 sec): 3 clusters Score: Raw -1619866.755326 + Penalty 3088.526749 = -1616778.228577 nChanged 148 SP:Iteration 16Q (1208.792617 sec): 3 clusters Score: Raw -1619908.047386 + Penalty 3088.526749 = -1616819.520637 nChanged 150 SP:Iteration 17Q (1208.831412 sec): 3 clusters Score: Raw -1619951.802072 + Penalty 3088.526749 = -1616863.275322 nChanged 150 SP:Iteration 18Q (1208.870305 sec): 3 clusters Score: Raw -1619995.543708 + Penalty 3088.526749 = -1616907.016959 nChanged 150 SP:Iteration 19Q (1208.902977 sec): 3 clusters Score: Raw -1620038.924801 + Penalty 3088.526749 = -1616950.398051 nChanged 138 SP:Iteration 20F (1208.952169 sec): 3 clusters Score: Raw -1620071.047825 + Penalty 3088.526749 = -1616982.521076 nChanged 112 SP:Iteration 21Q (1209.015753 sec): 3 clusters Score: Raw -1620096.501277 + Penalty 3088.526749 = -1617007.974527 nChanged 121 SP:Iteration 22Q (1209.048846 sec): 3 clusters Score: Raw -1620124.412845 + Penalty 3088.526749 = -1617035.886096 nChanged 111 SP:Iteration 23Q (1209.081947 sec): 3 clusters Score: Raw -1620145.733541 + Penalty 3088.526749 = -1617057.206791 nChanged 85 SP:Iteration 24Q (1209.114790 sec): 3 clusters Score: Raw -1620160.961976 + Penalty 3088.526749 = -1617072.435227 nChanged 78 SP:Iteration 25Q (1209.147438 sec): 3 clusters Score: Raw -1620175.081800 + Penalty 3088.526749 = -1617086.555051 nChanged 70 SP:Iteration 26Q (1209.192182 sec): 3 clusters Score: Raw -1620188.008492 + Penalty 3088.526749 = -1617099.481742 nChanged 84 SP:Iteration 27Q (1209.224987 sec): 3 clusters Score: Raw -1620204.104506 + Penalty 3088.526749 = -1617115.577757 nChanged 74 SP:Iteration 28Q (1209.258166 sec): 3 clusters Score: Raw -1620215.798353 + Penalty 3088.526749 = -1617127.271604 nChanged 56 SP:Iteration 29Q (1209.291105 sec): 3 clusters Score: Raw -1620224.862384 + Penalty 3088.526749 = -1617136.335635 nChanged 51 SP:Iteration 30Q (1209.324206 sec): 3 clusters Score: Raw -1620233.678981 + Penalty 3088.526749 = -1617145.152231 nChanged 62 SP:Iteration 31Q (1209.357113 sec): 3 clusters Score: Raw -1620245.252095 + Penalty 3088.526749 = -1617156.725346 nChanged 64 SP:Iteration 32Q (1209.407508 sec): 3 clusters Score: Raw -1620256.543394 + Penalty 3088.526749 = -1617168.016644 nChanged 67 SP:Iteration 33Q (1209.440182 sec): 3 clusters Score: Raw -1620266.526785 + Penalty 3088.526749 = -1617178.000036 nChanged 51 SP:Iteration 34Q (1209.472990 sec): 3 clusters Score: Raw -1620274.188483 + Penalty 3088.526749 = -1617185.661734 nChanged 48 SP:Iteration 35Q (1209.505685 sec): 3 clusters Score: Raw -1620280.794187 + Penalty 3088.526749 = -1617192.267437 nChanged 46 SP:Iteration 36Q (1209.538194 sec): 3 clusters Score: Raw -1620287.840216 + Penalty 3088.526749 = -1617199.313467 nChanged 39 SP:Iteration 37Q (1209.570760 sec): 3 clusters Score: Raw -1620293.513376 + Penalty 3088.526749 = -1617204.986627 nChanged 36 SP:Iteration 38Q (1209.603042 sec): 3 clusters Score: Raw -1620297.948431 + Penalty 3088.526749 = -1617209.421682 nChanged 34 SP:Iteration 39Q (1209.655967 sec): 3 clusters Score: Raw -1620301.830185 + Penalty 3088.526749 = -1617213.303436 nChanged 17 SP:Iteration 40F (1209.690344 sec): 3 clusters Score: Raw -1620303.921824 + Penalty 3088.526749 = -1617215.395075 nChanged 15 SP:Iteration 41Q (1209.723369 sec): 3 clusters Score: Raw -1620305.360855 + Penalty 3088.526749 = -1617216.834105 nChanged 13 SP:Iteration 42Q (1209.756403 sec): 3 clusters Score: Raw -1620306.641744 + Penalty 3088.526749 = -1617218.114995 nChanged 14 SP:Iteration 43Q (1209.789305 sec): 3 clusters Score: Raw -1620307.858990 + Penalty 3088.526749 = -1617219.332240 nChanged 12 SP:Iteration 44Q (1209.840394 sec): 3 clusters Score: Raw -1620308.946666 + Penalty 3088.526749 = -1617220.419916 nChanged 7 SP:Iteration 45Q (1209.873498 sec): 3 clusters Score: Raw -1620310.078574 + Penalty 3088.526749 = -1617221.551825 nChanged 5 SP:Iteration 46Q (1209.906441 sec): 3 clusters Score: Raw -1620310.525320 + Penalty 3088.526749 = -1617221.998570 nChanged 3 SP:Iteration 47Q (1209.939230 sec): 3 clusters Score: Raw -1620310.758150 + Penalty 3088.526749 = -1617222.231401 nChanged 4 SP:Iteration 48Q (1209.981287 sec): 3 clusters Score: Raw -1620311.050806 + Penalty 3088.526749 = -1617222.524056 nChanged 6 SP:Iteration 49Q (1210.014266 sec): 3 clusters Score: Raw -1620311.535663 + Penalty 3088.526749 = -1617223.008913 nChanged 5 SP:Iteration 50Q (1210.053548 sec): 3 clusters Score: Raw -1620311.775095 + Penalty 3088.526749 = -1617223.248345 nChanged 6 SP:Iteration 51Q (1210.086509 sec): 3 clusters Score: Raw -1620312.104177 + Penalty 3088.526749 = -1617223.577428 nChanged 8 SP:Iteration 52Q (1210.119549 sec): 3 clusters Score: Raw -1620312.782593 + Penalty 3088.526749 = -1617224.255843 nChanged 7 SP:Iteration 53Q (1210.152197 sec): 3 clusters Score: Raw -1620313.735720 + Penalty 3088.526749 = -1617225.208971 nChanged 9 SP:Iteration 54Q (1210.184939 sec): 3 clusters Score: Raw -1620314.532797 + Penalty 3088.526749 = -1617226.006047 nChanged 6 SP:Iteration 55Q (1210.217808 sec): 3 clusters Score: Raw -1620315.093184 + Penalty 3088.526749 = -1617226.566435 nChanged 6 SP:Iteration 56Q (1210.250886 sec): 3 clusters Score: Raw -1620315.440408 + Penalty 3088.526749 = -1617226.913658 nChanged 6 SP:Iteration 57Q (1210.283781 sec): 3 clusters Score: Raw -1620315.744443 + Penalty 3088.526749 = -1617227.217693 nChanged 5 SP:Iteration 58Q (1210.319785 sec): 3 clusters Score: Raw -1620316.104764 + Penalty 3088.526749 = -1617227.578015 nChanged 5 SP:Iteration 59Q (1210.352868 sec): 3 clusters Score: Raw -1620316.469037 + Penalty 3088.526749 = -1617227.942288 nChanged 7 SP:Iteration 60F (1210.386969 sec): 3 clusters Score: Raw -1620317.085122 + Penalty 3088.526749 = -1617228.558372 nChanged 8 SP:Iteration 61Q (1210.420215 sec): 3 clusters Score: Raw -1620317.644621 + Penalty 3088.526749 = -1617229.117872 nChanged 9 SP:Iteration 62Q (1210.453278 sec): 3 clusters Score: Raw -1620318.383325 + Penalty 3088.526749 = -1617229.856576 nChanged 12 SP:Iteration 63Q (1210.486124 sec): 3 clusters Score: Raw -1620319.855756 + Penalty 3088.526749 = -1617231.329006 nChanged 12 SP:Iteration 64Q (1210.519270 sec): 3 clusters Score: Raw -1620321.072464 + Penalty 3088.526749 = -1617232.545715 nChanged 13 SP:Iteration 65Q (1210.552474 sec): 3 clusters Score: Raw -1620322.347451 + Penalty 3088.526749 = -1617233.820702 nChanged 12 SP:Iteration 66Q (1210.586924 sec): 3 clusters Score: Raw -1620323.492222 + Penalty 3088.526749 = -1617234.965473 nChanged 10 SP:Iteration 67Q (1210.620373 sec): 3 clusters Score: Raw -1620324.109108 + Penalty 3088.526749 = -1617235.582359 nChanged 6 SP:Iteration 68Q (1210.673734 sec): 3 clusters Score: Raw -1620324.497599 + Penalty 3088.526749 = -1617235.970849 nChanged 4 SP:Iteration 69Q (1210.706561 sec): 3 clusters Score: Raw -1620324.719061 + Penalty 3088.526749 = -1617236.192311 nChanged 2 SP:Iteration 70Q (1210.749628 sec): 3 clusters Score: Raw -1620324.831272 + Penalty 3088.526749 = -1617236.304522 nChanged 2 SP:Iteration 71Q (1210.782398 sec): 3 clusters Score: Raw -1620324.914846 + Penalty 3088.526749 = -1617236.388097 nChanged 2 SP:Iteration 72Q (1210.821192 sec): 3 clusters Score: Raw -1620325.027002 + Penalty 3088.526749 = -1617236.500253 nChanged 2 SP:Iteration 73Q (1210.853805 sec): 3 clusters Score: Raw -1620325.244206 + Penalty 3088.526749 = -1617236.717457 nChanged 4 SP:Iteration 74Q (1210.886858 sec): 3 clusters Score: Raw -1620325.505792 + Penalty 3088.526749 = -1617236.979043 nChanged 8 SP:Iteration 75Q (1210.919744 sec): 3 clusters Score: Raw -1620326.071903 + Penalty 3088.526749 = -1617237.545154 nChanged 14 SP:Iteration 76Q (1210.952517 sec): 3 clusters Score: Raw -1620327.804621 + Penalty 3088.526749 = -1617239.277872 nChanged 14 SP:Iteration 77Q (1210.985409 sec): 3 clusters Score: Raw -1620329.043679 + Penalty 3088.526749 = -1617240.516930 nChanged 9 SP:Iteration 78Q (1211.018088 sec): 3 clusters Score: Raw -1620329.646519 + Penalty 3088.526749 = -1617241.119769 nChanged 10 SP:Iteration 79Q (1211.050900 sec): 3 clusters Score: Raw -1620330.670267 + Penalty 3088.526749 = -1617242.143517 nChanged 9 SP:Iteration 80F (1211.085009 sec): 3 clusters Score: Raw -1620331.429141 + Penalty 3088.526749 = -1617242.902391 nChanged 7 SP:Iteration 81Q (1211.122810 sec): 3 clusters Score: Raw -1620332.187628 + Penalty 3088.526749 = -1617243.660878 nChanged 12 SP:Iteration 82Q (1211.155805 sec): 3 clusters Score: Raw -1620332.843862 + Penalty 3088.526749 = -1617244.317112 nChanged 11 SP:Iteration 83Q (1211.188644 sec): 3 clusters Score: Raw -1620333.752587 + Penalty 3088.526749 = -1617245.225838 nChanged 9 SP:Iteration 84Q (1211.222053 sec): 3 clusters Score: Raw -1620334.823850 + Penalty 3088.526749 = -1617246.297101 nChanged 12 SP:Iteration 85Q (1211.254896 sec): 3 clusters Score: Raw -1620335.582507 + Penalty 3088.526749 = -1617247.055758 nChanged 5 SP:Iteration 86Q (1211.287777 sec): 3 clusters Score: Raw -1620335.821478 + Penalty 3088.526749 = -1617247.294729 nChanged 2 SP:Iteration 87Q (1211.322811 sec): 3 clusters Score: Raw -1620335.933095 + Penalty 3088.526749 = -1617247.406346 nChanged 5 SP:Iteration 88Q (1211.355704 sec): 3 clusters Score: Raw -1620336.170897 + Penalty 3088.526749 = -1617247.644148 nChanged 5 SP:Iteration 89Q (1211.388683 sec): 3 clusters Score: Raw -1620336.451639 + Penalty 3088.526749 = -1617247.924890 nChanged 2 SP:Iteration 90Q (1211.421541 sec): 3 clusters Score: Raw -1620336.649834 + Penalty 3088.526749 = -1617248.123085 nChanged 2 SP:Iteration 91Q (1211.454498 sec): 3 clusters Score: Raw -1620336.851341 + Penalty 3088.526749 = -1617248.324592 nChanged 2 SP:Iteration 92Q (1211.487157 sec): 3 clusters Score: Raw -1620336.946783 + Penalty 3088.526749 = -1617248.420034 nChanged 1 SP:Iteration 93Q (1211.519967 sec): 3 clusters Score: Raw -1620337.037054 + Penalty 3088.526749 = -1617248.510304 nChanged 4 SP:Iteration 94Q (1211.552918 sec): 3 clusters Score: Raw -1620337.256814 + Penalty 3088.526749 = -1617248.730065 nChanged 4 SP:Iteration 95Q (1211.599835 sec): 3 clusters Score: Raw -1620337.566078 + Penalty 3088.526749 = -1617249.039329 nChanged 2 SP:Iteration 96Q (1211.651676 sec): 3 clusters Score: Raw -1620337.680274 + Penalty 3088.526749 = -1617249.153524 nChanged 2 SP:Iteration 97Q (1211.684285 sec): 3 clusters Score: Raw -1620337.803582 + Penalty 3088.526749 = -1617249.276833 nChanged 1 SP:Iteration 98Q (1211.727094 sec): 3 clusters Score: Raw -1620337.822798 + Penalty 3088.526749 = -1617249.296048 nChanged 1 SP:Iteration 99Q (1211.759894 sec): 3 clusters Score: Raw -1620337.975089 + Penalty 3088.526749 = -1617249.448339 nChanged 2 SP:Iteration 100F (1211.794002 sec): 3 clusters Score: Raw -1620338.182206 + Penalty 3088.526749 = -1617249.655457 nChanged 3 SP:Iteration 101Q (1211.828193 sec): 3 clusters Score: Raw -1620338.422818 + Penalty 3088.526749 = -1617249.896068 nChanged 2 SP:Iteration 102Q (1211.861205 sec): 3 clusters Score: Raw -1620338.546441 + Penalty 3088.526749 = -1617250.019691 nChanged 1 SP:Iteration 103Q (1211.894051 sec): 3 clusters Score: Raw -1620338.562746 + Penalty 3088.526749 = -1617250.035996 nChanged 1 SP:Iteration 104Q (1211.930548 sec): 3 clusters Score: Raw -1620338.630570 + Penalty 3088.526749 = -1617250.103821 nChanged 1 SP:Iteration 105Q (1211.963372 sec): 3 clusters Score: Raw -1620338.679475 + Penalty 3088.526749 = -1617250.152726 nChanged 1 SP:Iteration 106Q (1211.996000 sec): 3 clusters Score: Raw -1620338.737122 + Penalty 3088.526749 = -1617250.210373 nChanged 1 SP:Iteration 107Q (1212.028726 sec): 3 clusters Score: Raw -1620338.759986 + Penalty 3088.526749 = -1617250.233236 nChanged 0 SP:Iteration 108F (1212.069001 sec): 3 clusters Score: Raw -1620338.759986 + Penalty 3088.526749 = -1617250.233236 nChanged 0 Trying to split cluster 10 (6131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1212.087403 sec): 2 clusters Score: Raw -805607.557094 + Penalty 1417.180887 = -804190.376207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1212.110206 sec): 3 clusters Score: Raw -802367.750561 + Penalty 2834.361773 = -799533.388788 nChanged 2584 SP:Iteration 1F (1212.132158 sec): 3 clusters Score: Raw -803810.094032 + Penalty 2834.361773 = -800975.732259 nChanged 454 SP:Iteration 2F (1212.155778 sec): 3 clusters Score: Raw -804089.096971 + Penalty 2834.361773 = -801254.735198 nChanged 331 SP:Iteration 3F (1212.177828 sec): 3 clusters Score: Raw -804252.705212 + Penalty 2834.361773 = -801418.343438 nChanged 269 SP:Iteration 4Q (1212.199879 sec): 3 clusters Score: Raw -804387.432851 + Penalty 2834.361773 = -801553.071078 nChanged 240 SP:Iteration 5Q (1212.222008 sec): 3 clusters Score: Raw -804498.117980 + Penalty 2834.361773 = -801663.756207 nChanged 188 SP:Iteration 6Q (1212.253344 sec): 3 clusters Score: Raw -804586.465959 + Penalty 2834.361773 = -801752.104186 nChanged 180 SP:Iteration 7Q (1212.279857 sec): 3 clusters Score: Raw -804674.539527 + Penalty 2834.361773 = -801840.177754 nChanged 160 SP:Iteration 8Q (1212.302196 sec): 3 clusters Score: Raw -804761.532154 + Penalty 2834.361773 = -801927.170381 nChanged 167 SP:Iteration 9Q (1212.324430 sec): 3 clusters Score: Raw -804856.050610 + Penalty 2834.361773 = -802021.688837 nChanged 156 SP:Iteration 10Q (1212.346626 sec): 3 clusters Score: Raw -804958.646146 + Penalty 2834.361773 = -802124.284373 nChanged 165 SP:Iteration 11Q (1212.368785 sec): 3 clusters Score: Raw -805070.829966 + Penalty 2834.361773 = -802236.468193 nChanged 163 SP:Iteration 12Q (1212.394661 sec): 3 clusters Score: Raw -805205.084238 + Penalty 2834.361773 = -802370.722465 nChanged 181 SP:Iteration 13Q (1212.416405 sec): 3 clusters Score: Raw -805342.519870 + Penalty 2834.361773 = -802508.158097 nChanged 136 SP:Iteration 14Q (1212.474907 sec): 3 clusters Score: Raw -805443.646324 + Penalty 2834.361773 = -802609.284551 nChanged 129 SP:Iteration 15Q (1212.515386 sec): 3 clusters Score: Raw -805538.263351 + Penalty 2834.361773 = -802703.901578 nChanged 99 SP:Iteration 16Q (1212.536682 sec): 3 clusters Score: Raw -805608.553411 + Penalty 2834.361773 = -802774.191638 nChanged 84 SP:Iteration 17Q (1212.557938 sec): 3 clusters Score: Raw -805667.003550 + Penalty 2834.361773 = -802832.641777 nChanged 69 SP:Iteration 18Q (1212.579284 sec): 3 clusters Score: Raw -805708.293494 + Penalty 2834.361773 = -802873.931721 nChanged 44 SP:Iteration 19Q (1212.600210 sec): 3 clusters Score: Raw -805734.152210 + Penalty 2834.361773 = -802899.790437 nChanged 42 SP:Iteration 20F (1212.622617 sec): 3 clusters Score: Raw -805758.889789 + Penalty 2834.361773 = -802924.528016 nChanged 31 SP:Iteration 21Q (1212.643449 sec): 3 clusters Score: Raw -805775.884097 + Penalty 2834.361773 = -802941.522324 nChanged 28 SP:Iteration 22Q (1212.664540 sec): 3 clusters Score: Raw -805794.669796 + Penalty 2834.361773 = -802960.308023 nChanged 34 SP:Iteration 23Q (1212.685300 sec): 3 clusters Score: Raw -805816.662410 + Penalty 2834.361773 = -802982.300637 nChanged 36 SP:Iteration 24Q (1212.706174 sec): 3 clusters Score: Raw -805846.431384 + Penalty 2834.361773 = -803012.069611 nChanged 40 SP:Iteration 25Q (1212.726904 sec): 3 clusters Score: Raw -805872.552949 + Penalty 2834.361773 = -803038.191176 nChanged 35 SP:Iteration 26Q (1212.747719 sec): 3 clusters Score: Raw -805891.048464 + Penalty 2834.361773 = -803056.686691 nChanged 26 SP:Iteration 27Q (1212.768451 sec): 3 clusters Score: Raw -805907.414856 + Penalty 2834.361773 = -803073.053083 nChanged 27 SP:Iteration 28Q (1212.823078 sec): 3 clusters Score: Raw -805922.321818 + Penalty 2834.361773 = -803087.960045 nChanged 25 SP:Iteration 29Q (1212.872587 sec): 3 clusters Score: Raw -805934.559764 + Penalty 2834.361773 = -803100.197991 nChanged 22 SP:Iteration 30Q (1212.923189 sec): 3 clusters Score: Raw -805948.362781 + Penalty 2834.361773 = -803114.001008 nChanged 18 SP:Iteration 31Q (1212.978017 sec): 3 clusters Score: Raw -805961.637774 + Penalty 2834.361773 = -803127.276001 nChanged 19 SP:Iteration 32Q (1213.013119 sec): 3 clusters Score: Raw -805975.022143 + Penalty 2834.361773 = -803140.660370 nChanged 28 SP:Iteration 33Q (1213.032974 sec): 3 clusters Score: Raw -805995.757429 + Penalty 2834.361773 = -803161.395656 nChanged 30 SP:Iteration 34Q (1213.053504 sec): 3 clusters Score: Raw -806017.267897 + Penalty 2834.361773 = -803182.906124 nChanged 22 SP:Iteration 35Q (1213.079564 sec): 3 clusters Score: Raw -806027.223261 + Penalty 2834.361773 = -803192.861488 nChanged 13 SP:Iteration 36Q (1213.101108 sec): 3 clusters Score: Raw -806032.939824 + Penalty 2834.361773 = -803198.578051 nChanged 11 SP:Iteration 37Q (1213.121442 sec): 3 clusters Score: Raw -806039.938778 + Penalty 2834.361773 = -803205.577005 nChanged 12 SP:Iteration 38Q (1213.141812 sec): 3 clusters Score: Raw -806048.788173 + Penalty 2834.361773 = -803214.426400 nChanged 11 SP:Iteration 39Q (1213.162297 sec): 3 clusters Score: Raw -806055.004848 + Penalty 2834.361773 = -803220.643075 nChanged 14 SP:Iteration 40F (1213.184587 sec): 3 clusters Score: Raw -806064.235108 + Penalty 2834.361773 = -803229.873335 nChanged 12 SP:Iteration 41Q (1213.204969 sec): 3 clusters Score: Raw -806075.719633 + Penalty 2834.361773 = -803241.357860 nChanged 18 SP:Iteration 42Q (1213.225289 sec): 3 clusters Score: Raw -806087.108518 + Penalty 2834.361773 = -803252.746745 nChanged 14 SP:Iteration 43Q (1213.265168 sec): 3 clusters Score: Raw -806093.239938 + Penalty 2834.361773 = -803258.878165 nChanged 2 SP:Iteration 44Q (1213.287592 sec): 3 clusters Score: Raw -806094.040904 + Penalty 2834.361773 = -803259.679131 nChanged 1 SP:Iteration 45Q (1213.307748 sec): 3 clusters Score: Raw -806094.730020 + Penalty 2834.361773 = -803260.368247 nChanged 1 SP:Iteration 46Q (1213.328015 sec): 3 clusters Score: Raw -806095.775327 + Penalty 2834.361773 = -803261.413554 nChanged 4 SP:Iteration 47Q (1213.354892 sec): 3 clusters Score: Raw -806097.166072 + Penalty 2834.361773 = -803262.804299 nChanged 0 SP:Iteration 48F (1213.377033 sec): 3 clusters Score: Raw -806097.166072 + Penalty 2834.361773 = -803262.804299 nChanged 0 Trying to split cluster 11 (15753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1213.407121 sec): 2 clusters Score: Raw -1990941.063636 + Penalty 1570.527742 = -1989370.535894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1213.451664 sec): 3 clusters Score: Raw -1981655.415241 + Penalty 3141.055483 = -1978514.359758 nChanged 6985 SP:Iteration 1F (1213.486921 sec): 3 clusters Score: Raw -1985384.072411 + Penalty 3141.055483 = -1982243.016928 nChanged 761 SP:Iteration 2Q (1213.529725 sec): 3 clusters Score: Raw -1985646.380527 + Penalty 3141.055483 = -1982505.325044 nChanged 693 SP:Iteration 3Q (1213.566116 sec): 3 clusters Score: Raw -1985895.716770 + Penalty 3141.055483 = -1982754.661286 nChanged 683 SP:Iteration 4Q (1213.603342 sec): 3 clusters Score: Raw -1986170.860876 + Penalty 3141.055483 = -1983029.805392 nChanged 736 SP:Iteration 5Q (1213.640305 sec): 3 clusters Score: Raw -1986513.250215 + Penalty 3141.055483 = -1983372.194732 nChanged 800 SP:Iteration 6F (1213.676438 sec): 3 clusters Score: Raw -1986963.179930 + Penalty 3141.055483 = -1983822.124447 nChanged 919 SP:Iteration 7F (1213.716597 sec): 3 clusters Score: Raw -1987604.507841 + Penalty 3141.055483 = -1984463.452358 nChanged 987 SP:Iteration 8F (1213.753109 sec): 3 clusters Score: Raw -1988404.818232 + Penalty 3141.055483 = -1985263.762748 nChanged 932 SP:Iteration 9F (1213.812183 sec): 3 clusters Score: Raw -1989216.895440 + Penalty 3141.055483 = -1986075.839957 nChanged 750 SP:Iteration 10Q (1213.857650 sec): 3 clusters Score: Raw -1989881.037579 + Penalty 3141.055483 = -1986739.982095 nChanged 522 SP:Iteration 11Q (1213.892890 sec): 3 clusters Score: Raw -1990336.043789 + Penalty 3141.055483 = -1987194.988306 nChanged 334 SP:Iteration 12Q (1213.926938 sec): 3 clusters Score: Raw -1990630.128311 + Penalty 3141.055483 = -1987489.072828 nChanged 196 SP:Iteration 13Q (1213.970178 sec): 3 clusters Score: Raw -1990821.509031 + Penalty 3141.055483 = -1987680.453548 nChanged 118 SP:Iteration 14Q (1214.002851 sec): 3 clusters Score: Raw -1990924.555991 + Penalty 3141.055483 = -1987783.500508 nChanged 72 SP:Iteration 15Q (1214.034361 sec): 3 clusters Score: Raw -1990985.522159 + Penalty 3141.055483 = -1987844.466676 nChanged 49 SP:Iteration 16Q (1214.065407 sec): 3 clusters Score: Raw -1991028.645048 + Penalty 3141.055483 = -1987887.589565 nChanged 35 SP:Iteration 17Q (1214.096366 sec): 3 clusters Score: Raw -1991057.177464 + Penalty 3141.055483 = -1987916.121981 nChanged 24 SP:Iteration 18Q (1214.136785 sec): 3 clusters Score: Raw -1991075.478059 + Penalty 3141.055483 = -1987934.422576 nChanged 20 SP:Iteration 19Q (1214.167683 sec): 3 clusters Score: Raw -1991089.969810 + Penalty 3141.055483 = -1987948.914326 nChanged 9 SP:Iteration 20F (1214.203364 sec): 3 clusters Score: Raw -1991095.907901 + Penalty 3141.055483 = -1987954.852418 nChanged 6 SP:Iteration 21Q (1214.235308 sec): 3 clusters Score: Raw -1991100.423532 + Penalty 3141.055483 = -1987959.368049 nChanged 5 SP:Iteration 22Q (1214.266079 sec): 3 clusters Score: Raw -1991105.595477 + Penalty 3141.055483 = -1987964.539994 nChanged 8 SP:Iteration 23Q (1214.296639 sec): 3 clusters Score: Raw -1991112.303233 + Penalty 3141.055483 = -1987971.247749 nChanged 5 SP:Iteration 24Q (1214.327471 sec): 3 clusters Score: Raw -1991114.887052 + Penalty 3141.055483 = -1987973.831569 nChanged 4 SP:Iteration 25Q (1214.358137 sec): 3 clusters Score: Raw -1991117.037589 + Penalty 3141.055483 = -1987975.982105 nChanged 1 SP:Iteration 26Q (1214.388803 sec): 3 clusters Score: Raw -1991117.928368 + Penalty 3141.055483 = -1987976.872884 nChanged 2 SP:Iteration 27Q (1214.419447 sec): 3 clusters Score: Raw -1991118.685068 + Penalty 3141.055483 = -1987977.629585 nChanged 2 SP:Iteration 28Q (1214.450139 sec): 3 clusters Score: Raw -1991119.702774 + Penalty 3141.055483 = -1987978.647291 nChanged 0 SP:Iteration 29F (1214.485974 sec): 3 clusters Score: Raw -1991119.702774 + Penalty 3141.055483 = -1987978.647291 nChanged 0 Trying to split cluster 12 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1214.497507 sec): 2 clusters Score: Raw -17469.476346 + Penalty 845.651087 = -16623.825259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.499195 sec): 3 clusters Score: Raw -17634.866262 + Penalty 1691.302173 = -15943.564088 nChanged 28 SP:Iteration 1F (1214.500808 sec): 3 clusters Score: Raw -17732.882132 + Penalty 1691.302173 = -16041.579959 nChanged 6 SP:Iteration 2Q (1214.502288 sec): 3 clusters Score: Raw -17769.919875 + Penalty 1691.302173 = -16078.617701 nChanged 4 SP:Iteration 3Q (1214.503733 sec): 3 clusters Score: Raw -17785.225545 + Penalty 1691.302173 = -16093.923371 nChanged 2 SP:Iteration 4Q (1214.505129 sec): 3 clusters Score: Raw -17792.146682 + Penalty 1691.302173 = -16100.844508 nChanged 0 SP:Iteration 5F (1214.506602 sec): 3 clusters Score: Raw -17792.146682 + Penalty 1691.302173 = -16100.844508 nChanged 0 Trying to split cluster 13 (28118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1214.552202 sec): 2 clusters Score: Raw -3516790.318095 + Penalty 1664.676848 = -3515125.641247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.620218 sec): 3 clusters Score: Raw -3499555.152566 + Penalty 3329.353696 = -3496225.798869 nChanged 12853 SP:Iteration 1F (1214.673659 sec): 3 clusters Score: Raw -3506702.720306 + Penalty 3329.353696 = -3503373.366610 nChanged 1348 SP:Iteration 2Q (1214.729277 sec): 3 clusters Score: Raw -3507176.124661 + Penalty 3329.353696 = -3503846.770965 nChanged 1274 SP:Iteration 3Q (1214.785542 sec): 3 clusters Score: Raw -3507665.059325 + Penalty 3329.353696 = -3504335.705628 nChanged 1310 SP:Iteration 4Q (1214.839534 sec): 3 clusters Score: Raw -3508284.463085 + Penalty 3329.353696 = -3504955.109388 nChanged 1430 SP:Iteration 5F (1214.892447 sec): 3 clusters Score: Raw -3509082.175967 + Penalty 3329.353696 = -3505752.822271 nChanged 1517 SP:Iteration 6F (1214.946828 sec): 3 clusters Score: Raw -3510084.453713 + Penalty 3329.353696 = -3506755.100017 nChanged 1617 SP:Iteration 7F (1215.004835 sec): 3 clusters Score: Raw -3511293.051210 + Penalty 3329.353696 = -3507963.697514 nChanged 1603 SP:Iteration 8F (1215.058002 sec): 3 clusters Score: Raw -3512540.546489 + Penalty 3329.353696 = -3509211.192793 nChanged 1462 SP:Iteration 9F (1215.116397 sec): 3 clusters Score: Raw -3513493.483885 + Penalty 3329.353696 = -3510164.130189 nChanged 1082 SP:Iteration 10Q (1215.168506 sec): 3 clusters Score: Raw -3514059.460528 + Penalty 3329.353696 = -3510730.106831 nChanged 727 SP:Iteration 11Q (1215.220826 sec): 3 clusters Score: Raw -3514370.516340 + Penalty 3329.353696 = -3511041.162644 nChanged 555 SP:Iteration 12Q (1215.272024 sec): 3 clusters Score: Raw -3514604.999017 + Penalty 3329.353696 = -3511275.645320 nChanged 470 SP:Iteration 13Q (1215.322492 sec): 3 clusters Score: Raw -3514805.758911 + Penalty 3329.353696 = -3511476.405215 nChanged 431 SP:Iteration 14Q (1215.372957 sec): 3 clusters Score: Raw -3514989.840802 + Penalty 3329.353696 = -3511660.487106 nChanged 407 SP:Iteration 15Q (1215.423225 sec): 3 clusters Score: Raw -3515161.875884 + Penalty 3329.353696 = -3511832.522188 nChanged 365 SP:Iteration 16Q (1215.472237 sec): 3 clusters Score: Raw -3515319.010426 + Penalty 3329.353696 = -3511989.656730 nChanged 371 SP:Iteration 17Q (1215.522415 sec): 3 clusters Score: Raw -3515485.021911 + Penalty 3329.353696 = -3512155.668214 nChanged 385 SP:Iteration 18Q (1215.592012 sec): 3 clusters Score: Raw -3515662.384082 + Penalty 3329.353696 = -3512333.030386 nChanged 398 SP:Iteration 19Q (1215.640257 sec): 3 clusters Score: Raw -3515844.913193 + Penalty 3329.353696 = -3512515.559496 nChanged 368 SP:Iteration 20F (1215.698950 sec): 3 clusters Score: Raw -3516026.999384 + Penalty 3329.353696 = -3512697.645688 nChanged 342 SP:Iteration 21Q (1215.757690 sec): 3 clusters Score: Raw -3516210.803103 + Penalty 3329.353696 = -3512881.449407 nChanged 307 SP:Iteration 22Q (1215.805099 sec): 3 clusters Score: Raw -3516386.442984 + Penalty 3329.353696 = -3513057.089288 nChanged 285 SP:Iteration 23Q (1215.852407 sec): 3 clusters Score: Raw -3516537.754070 + Penalty 3329.353696 = -3513208.400374 nChanged 262 SP:Iteration 24Q (1215.899588 sec): 3 clusters Score: Raw -3516675.163681 + Penalty 3329.353696 = -3513345.809985 nChanged 213 SP:Iteration 25Q (1215.950748 sec): 3 clusters Score: Raw -3516767.690744 + Penalty 3329.353696 = -3513438.337047 nChanged 189 SP:Iteration 26Q (1215.997021 sec): 3 clusters Score: Raw -3516843.052093 + Penalty 3329.353696 = -3513513.698396 nChanged 159 SP:Iteration 27Q (1216.043545 sec): 3 clusters Score: Raw -3516899.841388 + Penalty 3329.353696 = -3513570.487692 nChanged 140 SP:Iteration 28Q (1216.089374 sec): 3 clusters Score: Raw -3516948.901429 + Penalty 3329.353696 = -3513619.547733 nChanged 122 SP:Iteration 29Q (1216.143856 sec): 3 clusters Score: Raw -3516982.766765 + Penalty 3329.353696 = -3513653.413069 nChanged 90 SP:Iteration 30Q (1216.189186 sec): 3 clusters Score: Raw -3517006.392271 + Penalty 3329.353696 = -3513677.038575 nChanged 76 SP:Iteration 31Q (1216.241248 sec): 3 clusters Score: Raw -3517024.968935 + Penalty 3329.353696 = -3513695.615239 nChanged 56 SP:Iteration 32Q (1216.286587 sec): 3 clusters Score: Raw -3517037.802558 + Penalty 3329.353696 = -3513708.448861 nChanged 54 SP:Iteration 33Q (1216.342805 sec): 3 clusters Score: Raw -3517049.345567 + Penalty 3329.353696 = -3513719.991870 nChanged 52 SP:Iteration 34Q (1216.388666 sec): 3 clusters Score: Raw -3517060.811931 + Penalty 3329.353696 = -3513731.458235 nChanged 47 SP:Iteration 35Q (1216.434343 sec): 3 clusters Score: Raw -3517070.852076 + Penalty 3329.353696 = -3513741.498380 nChanged 40 SP:Iteration 36Q (1216.483411 sec): 3 clusters Score: Raw -3517078.949449 + Penalty 3329.353696 = -3513749.595753 nChanged 39 SP:Iteration 37Q (1216.534078 sec): 3 clusters Score: Raw -3517085.758748 + Penalty 3329.353696 = -3513756.405051 nChanged 34 SP:Iteration 38Q (1216.578849 sec): 3 clusters Score: Raw -3517090.765257 + Penalty 3329.353696 = -3513761.411560 nChanged 29 SP:Iteration 39Q (1216.634684 sec): 3 clusters Score: Raw -3517095.563800 + Penalty 3329.353696 = -3513766.210104 nChanged 34 SP:Iteration 40F (1216.688339 sec): 3 clusters Score: Raw -3517100.516522 + Penalty 3329.353696 = -3513771.162826 nChanged 30 SP:Iteration 41Q (1216.759364 sec): 3 clusters Score: Raw -3517105.957488 + Penalty 3329.353696 = -3513776.603791 nChanged 28 SP:Iteration 42Q (1216.830469 sec): 3 clusters Score: Raw -3517111.460617 + Penalty 3329.353696 = -3513782.106921 nChanged 26 SP:Iteration 43Q (1216.875892 sec): 3 clusters Score: Raw -3517117.110038 + Penalty 3329.353696 = -3513787.756342 nChanged 26 SP:Iteration 44Q (1216.921732 sec): 3 clusters Score: Raw -3517120.876479 + Penalty 3329.353696 = -3513791.522783 nChanged 23 SP:Iteration 45Q (1216.966948 sec): 3 clusters Score: Raw -3517124.411399 + Penalty 3329.353696 = -3513795.057702 nChanged 26 SP:Iteration 46Q (1217.014603 sec): 3 clusters Score: Raw -3517129.348954 + Penalty 3329.353696 = -3513799.995258 nChanged 28 SP:Iteration 47Q (1217.060303 sec): 3 clusters Score: Raw -3517133.929046 + Penalty 3329.353696 = -3513804.575350 nChanged 26 SP:Iteration 48Q (1217.105757 sec): 3 clusters Score: Raw -3517138.553450 + Penalty 3329.353696 = -3513809.199754 nChanged 23 SP:Iteration 49Q (1217.158685 sec): 3 clusters Score: Raw -3517143.043607 + Penalty 3329.353696 = -3513813.689911 nChanged 24 SP:Iteration 50Q (1217.246866 sec): 3 clusters Score: Raw -3517146.872078 + Penalty 3329.353696 = -3513817.518381 nChanged 19 SP:Iteration 51Q (1217.282363 sec): 3 clusters Score: Raw -3517150.253758 + Penalty 3329.353696 = -3513820.900061 nChanged 21 SP:Iteration 52Q (1217.327454 sec): 3 clusters Score: Raw -3517153.548528 + Penalty 3329.353696 = -3513824.194832 nChanged 15 SP:Iteration 53Q (1217.372872 sec): 3 clusters Score: Raw -3517155.823623 + Penalty 3329.353696 = -3513826.469927 nChanged 20 SP:Iteration 54Q (1217.417841 sec): 3 clusters Score: Raw -3517158.927420 + Penalty 3329.353696 = -3513829.573724 nChanged 20 SP:Iteration 55Q (1217.463688 sec): 3 clusters Score: Raw -3517162.417863 + Penalty 3329.353696 = -3513833.064167 nChanged 11 SP:Iteration 56Q (1217.512332 sec): 3 clusters Score: Raw -3517163.994514 + Penalty 3329.353696 = -3513834.640818 nChanged 11 SP:Iteration 57Q (1217.556876 sec): 3 clusters Score: Raw -3517165.221517 + Penalty 3329.353696 = -3513835.867820 nChanged 7 SP:Iteration 58Q (1217.602429 sec): 3 clusters Score: Raw -3517165.857789 + Penalty 3329.353696 = -3513836.504093 nChanged 7 SP:Iteration 59Q (1217.647749 sec): 3 clusters Score: Raw -3517166.630557 + Penalty 3329.353696 = -3513837.276860 nChanged 6 SP:Iteration 60F (1217.701917 sec): 3 clusters Score: Raw -3517167.178289 + Penalty 3329.353696 = -3513837.824593 nChanged 2 SP:Iteration 61Q (1217.746636 sec): 3 clusters Score: Raw -3517167.278079 + Penalty 3329.353696 = -3513837.924382 nChanged 1 SP:Iteration 62Q (1217.791635 sec): 3 clusters Score: Raw -3517167.361776 + Penalty 3329.353696 = -3513838.008080 nChanged 3 SP:Iteration 63Q (1217.851220 sec): 3 clusters Score: Raw -3517167.589026 + Penalty 3329.353696 = -3513838.235329 nChanged 2 SP:Iteration 64Q (1217.896421 sec): 3 clusters Score: Raw -3517167.818039 + Penalty 3329.353696 = -3513838.464343 nChanged 2 SP:Iteration 65Q (1217.945571 sec): 3 clusters Score: Raw -3517168.090862 + Penalty 3329.353696 = -3513838.737165 nChanged 3 SP:Iteration 66Q (1217.993489 sec): 3 clusters Score: Raw -3517168.418342 + Penalty 3329.353696 = -3513839.064645 nChanged 2 SP:Iteration 67Q (1218.038700 sec): 3 clusters Score: Raw -3517168.549789 + Penalty 3329.353696 = -3513839.196093 nChanged 2 SP:Iteration 68Q (1218.083773 sec): 3 clusters Score: Raw -3517168.677780 + Penalty 3329.353696 = -3513839.324084 nChanged 2 SP:Iteration 69Q (1218.135114 sec): 3 clusters Score: Raw -3517168.774192 + Penalty 3329.353696 = -3513839.420496 nChanged 2 SP:Iteration 70Q (1218.179843 sec): 3 clusters Score: Raw -3517169.136626 + Penalty 3329.353696 = -3513839.782930 nChanged 3 SP:Iteration 71Q (1218.224657 sec): 3 clusters Score: Raw -3517169.623676 + Penalty 3329.353696 = -3513840.269979 nChanged 5 SP:Iteration 72Q (1218.269548 sec): 3 clusters Score: Raw -3517170.403518 + Penalty 3329.353696 = -3513841.049821 nChanged 2 SP:Iteration 73Q (1218.315013 sec): 3 clusters Score: Raw -3517170.519467 + Penalty 3329.353696 = -3513841.165771 nChanged 2 SP:Iteration 74Q (1218.359903 sec): 3 clusters Score: Raw -3517170.732517 + Penalty 3329.353696 = -3513841.378821 nChanged 2 SP:Iteration 75Q (1218.405225 sec): 3 clusters Score: Raw -3517170.930588 + Penalty 3329.353696 = -3513841.576892 nChanged 1 SP:Iteration 76Q (1218.450529 sec): 3 clusters Score: Raw -3517171.081497 + Penalty 3329.353696 = -3513841.727801 nChanged 2 SP:Iteration 77Q (1218.505962 sec): 3 clusters Score: Raw -3517171.304340 + Penalty 3329.353696 = -3513841.950644 nChanged 4 SP:Iteration 78Q (1218.551251 sec): 3 clusters Score: Raw -3517171.992609 + Penalty 3329.353696 = -3513842.638913 nChanged 3 SP:Iteration 79Q (1218.596588 sec): 3 clusters Score: Raw -3517172.499675 + Penalty 3329.353696 = -3513843.145979 nChanged 3 SP:Iteration 80F (1218.650252 sec): 3 clusters Score: Raw -3517173.072734 + Penalty 3329.353696 = -3513843.719038 nChanged 4 SP:Iteration 81Q (1218.695854 sec): 3 clusters Score: Raw -3517173.454037 + Penalty 3329.353696 = -3513844.100341 nChanged 3 SP:Iteration 82Q (1218.747132 sec): 3 clusters Score: Raw -3517173.749474 + Penalty 3329.353696 = -3513844.395778 nChanged 6 SP:Iteration 83Q (1218.792447 sec): 3 clusters Score: Raw -3517174.490202 + Penalty 3329.353696 = -3513845.136506 nChanged 4 SP:Iteration 84Q (1218.837649 sec): 3 clusters Score: Raw -3517175.106939 + Penalty 3329.353696 = -3513845.753242 nChanged 4 SP:Iteration 85Q (1218.883152 sec): 3 clusters Score: Raw -3517175.581089 + Penalty 3329.353696 = -3513846.227392 nChanged 2 SP:Iteration 86Q (1218.928388 sec): 3 clusters Score: Raw -3517175.837253 + Penalty 3329.353696 = -3513846.483557 nChanged 3 SP:Iteration 87Q (1218.973170 sec): 3 clusters Score: Raw -3517176.065542 + Penalty 3329.353696 = -3513846.711846 nChanged 1 SP:Iteration 88Q (1219.018316 sec): 3 clusters Score: Raw -3517176.216745 + Penalty 3329.353696 = -3513846.863049 nChanged 1 SP:Iteration 89Q (1219.068777 sec): 3 clusters Score: Raw -3517176.395630 + Penalty 3329.353696 = -3513847.041934 nChanged 0 SP:Iteration 90F (1219.122614 sec): 3 clusters Score: Raw -3517176.395630 + Penalty 3329.353696 = -3513847.041934 nChanged 0 Trying to split cluster 14 (20084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1219.154269 sec): 2 clusters Score: Raw -2355917.712696 + Penalty 1609.997798 = -2354307.714897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1219.199481 sec): 3 clusters Score: Raw -2343869.178683 + Penalty 3219.995596 = -2340649.183087 nChanged 9074 SP:Iteration 1F (1219.242222 sec): 3 clusters Score: Raw -2349096.295411 + Penalty 3219.995596 = -2345876.299815 nChanged 1132 SP:Iteration 2F (1219.284847 sec): 3 clusters Score: Raw -2349629.488864 + Penalty 3219.995596 = -2346409.493268 nChanged 1211 SP:Iteration 3F (1219.327672 sec): 3 clusters Score: Raw -2350330.028246 + Penalty 3219.995596 = -2347110.032650 nChanged 1331 SP:Iteration 4F (1219.370431 sec): 3 clusters Score: Raw -2351269.244964 + Penalty 3219.995596 = -2348049.249368 nChanged 1394 SP:Iteration 5F (1219.429948 sec): 3 clusters Score: Raw -2352386.288865 + Penalty 3219.995596 = -2349166.293269 nChanged 1350 SP:Iteration 6F (1219.472337 sec): 3 clusters Score: Raw -2353455.049890 + Penalty 3219.995596 = -2350235.054294 nChanged 1073 SP:Iteration 7F (1219.515099 sec): 3 clusters Score: Raw -2354243.616828 + Penalty 3219.995596 = -2351023.621232 nChanged 799 SP:Iteration 8Q (1219.587565 sec): 3 clusters Score: Raw -2354664.466181 + Penalty 3219.995596 = -2351444.470584 nChanged 525 SP:Iteration 9Q (1219.629674 sec): 3 clusters Score: Raw -2354848.703483 + Penalty 3219.995596 = -2351628.707887 nChanged 328 SP:Iteration 10Q (1219.671403 sec): 3 clusters Score: Raw -2354953.250070 + Penalty 3219.995596 = -2351733.254474 nChanged 235 SP:Iteration 11Q (1219.712939 sec): 3 clusters Score: Raw -2355014.920912 + Penalty 3219.995596 = -2351794.925316 nChanged 202 SP:Iteration 12Q (1219.755638 sec): 3 clusters Score: Raw -2355059.271631 + Penalty 3219.995596 = -2351839.276035 nChanged 159 SP:Iteration 13Q (1219.796736 sec): 3 clusters Score: Raw -2355089.101991 + Penalty 3219.995596 = -2351869.106395 nChanged 118 SP:Iteration 14Q (1219.838202 sec): 3 clusters Score: Raw -2355109.833933 + Penalty 3219.995596 = -2351889.838337 nChanged 87 SP:Iteration 15Q (1219.885913 sec): 3 clusters Score: Raw -2355121.527497 + Penalty 3219.995596 = -2351901.531901 nChanged 67 SP:Iteration 16Q (1219.927105 sec): 3 clusters Score: Raw -2355131.603652 + Penalty 3219.995596 = -2351911.608056 nChanged 69 SP:Iteration 17Q (1219.969383 sec): 3 clusters Score: Raw -2355140.200164 + Penalty 3219.995596 = -2351920.204568 nChanged 68 SP:Iteration 18Q (1220.010404 sec): 3 clusters Score: Raw -2355149.994931 + Penalty 3219.995596 = -2351929.999335 nChanged 66 SP:Iteration 19Q (1220.051539 sec): 3 clusters Score: Raw -2355158.266970 + Penalty 3219.995596 = -2351938.271374 nChanged 58 SP:Iteration 20F (1220.094317 sec): 3 clusters Score: Raw -2355165.326839 + Penalty 3219.995596 = -2351945.331243 nChanged 62 SP:Iteration 21Q (1220.141635 sec): 3 clusters Score: Raw -2355173.509601 + Penalty 3219.995596 = -2351953.514005 nChanged 60 SP:Iteration 22Q (1220.182690 sec): 3 clusters Score: Raw -2355180.065124 + Penalty 3219.995596 = -2351960.069528 nChanged 52 SP:Iteration 23Q (1220.223472 sec): 3 clusters Score: Raw -2355185.850590 + Penalty 3219.995596 = -2351965.854994 nChanged 36 SP:Iteration 24Q (1220.264908 sec): 3 clusters Score: Raw -2355189.612698 + Penalty 3219.995596 = -2351969.617102 nChanged 43 SP:Iteration 25Q (1220.305551 sec): 3 clusters Score: Raw -2355194.152596 + Penalty 3219.995596 = -2351974.157000 nChanged 51 SP:Iteration 26Q (1220.352398 sec): 3 clusters Score: Raw -2355199.925671 + Penalty 3219.995596 = -2351979.930074 nChanged 45 SP:Iteration 27Q (1220.396670 sec): 3 clusters Score: Raw -2355205.032694 + Penalty 3219.995596 = -2351985.037098 nChanged 52 SP:Iteration 28Q (1220.437657 sec): 3 clusters Score: Raw -2355212.257421 + Penalty 3219.995596 = -2351992.261825 nChanged 62 SP:Iteration 29Q (1220.480283 sec): 3 clusters Score: Raw -2355221.231433 + Penalty 3219.995596 = -2352001.235837 nChanged 63 SP:Iteration 30Q (1220.521042 sec): 3 clusters Score: Raw -2355231.266995 + Penalty 3219.995596 = -2352011.271399 nChanged 54 SP:Iteration 31Q (1220.584270 sec): 3 clusters Score: Raw -2355239.296259 + Penalty 3219.995596 = -2352019.300663 nChanged 68 SP:Iteration 32Q (1220.627550 sec): 3 clusters Score: Raw -2355248.450710 + Penalty 3219.995596 = -2352028.455114 nChanged 64 SP:Iteration 33Q (1220.668304 sec): 3 clusters Score: Raw -2355257.676320 + Penalty 3219.995596 = -2352037.680724 nChanged 56 SP:Iteration 34Q (1220.709109 sec): 3 clusters Score: Raw -2355266.660046 + Penalty 3219.995596 = -2352046.664450 nChanged 63 SP:Iteration 35Q (1220.749467 sec): 3 clusters Score: Raw -2355277.030759 + Penalty 3219.995596 = -2352057.035162 nChanged 71 SP:Iteration 36Q (1220.792094 sec): 3 clusters Score: Raw -2355291.057677 + Penalty 3219.995596 = -2352071.062081 nChanged 80 SP:Iteration 37Q (1220.833533 sec): 3 clusters Score: Raw -2355305.911653 + Penalty 3219.995596 = -2352085.916057 nChanged 71 SP:Iteration 38Q (1220.873391 sec): 3 clusters Score: Raw -2355319.307718 + Penalty 3219.995596 = -2352099.312122 nChanged 72 SP:Iteration 39Q (1220.913423 sec): 3 clusters Score: Raw -2355331.997394 + Penalty 3219.995596 = -2352112.001798 nChanged 85 SP:Iteration 40F (1220.956581 sec): 3 clusters Score: Raw -2355349.659071 + Penalty 3219.995596 = -2352129.663475 nChanged 74 SP:Iteration 41Q (1220.996643 sec): 3 clusters Score: Raw -2355366.483940 + Penalty 3219.995596 = -2352146.488344 nChanged 87 SP:Iteration 42Q (1221.036811 sec): 3 clusters Score: Raw -2355390.533771 + Penalty 3219.995596 = -2352170.538174 nChanged 108 SP:Iteration 43Q (1221.076725 sec): 3 clusters Score: Raw -2355418.517952 + Penalty 3219.995596 = -2352198.522356 nChanged 102 SP:Iteration 44Q (1221.143466 sec): 3 clusters Score: Raw -2355450.067868 + Penalty 3219.995596 = -2352230.072272 nChanged 120 SP:Iteration 45Q (1221.182738 sec): 3 clusters Score: Raw -2355496.748572 + Penalty 3219.995596 = -2352276.752976 nChanged 116 SP:Iteration 46Q (1221.227480 sec): 3 clusters Score: Raw -2355547.228347 + Penalty 3219.995596 = -2352327.232751 nChanged 131 SP:Iteration 47Q (1221.266636 sec): 3 clusters Score: Raw -2355612.648822 + Penalty 3219.995596 = -2352392.653226 nChanged 154 SP:Iteration 48Q (1221.305456 sec): 3 clusters Score: Raw -2355696.608758 + Penalty 3219.995596 = -2352476.613161 nChanged 165 SP:Iteration 49Q (1221.344212 sec): 3 clusters Score: Raw -2355806.936334 + Penalty 3219.995596 = -2352586.940738 nChanged 159 SP:Iteration 50Q (1221.382542 sec): 3 clusters Score: Raw -2355920.141193 + Penalty 3219.995596 = -2352700.145597 nChanged 149 SP:Iteration 51Q (1221.420411 sec): 3 clusters Score: Raw -2356028.523170 + Penalty 3219.995596 = -2352808.527574 nChanged 160 SP:Iteration 52Q (1221.458073 sec): 3 clusters Score: Raw -2356131.384689 + Penalty 3219.995596 = -2352911.389093 nChanged 136 SP:Iteration 53Q (1221.495273 sec): 3 clusters Score: Raw -2356207.911782 + Penalty 3219.995596 = -2352987.916186 nChanged 131 SP:Iteration 54Q (1221.541618 sec): 3 clusters Score: Raw -2356286.490529 + Penalty 3219.995596 = -2353066.494933 nChanged 122 SP:Iteration 55Q (1221.589700 sec): 3 clusters Score: Raw -2356347.794476 + Penalty 3219.995596 = -2353127.798879 nChanged 98 SP:Iteration 56Q (1221.656850 sec): 3 clusters Score: Raw -2356398.996802 + Penalty 3219.995596 = -2353179.001206 nChanged 103 SP:Iteration 57Q (1221.693372 sec): 3 clusters Score: Raw -2356452.894979 + Penalty 3219.995596 = -2353232.899383 nChanged 86 SP:Iteration 58Q (1221.729535 sec): 3 clusters Score: Raw -2356492.433504 + Penalty 3219.995596 = -2353272.437908 nChanged 82 SP:Iteration 59Q (1221.765753 sec): 3 clusters Score: Raw -2356523.114850 + Penalty 3219.995596 = -2353303.119253 nChanged 62 SP:Iteration 60F (1221.808203 sec): 3 clusters Score: Raw -2356547.986585 + Penalty 3219.995596 = -2353327.990988 nChanged 50 SP:Iteration 61Q (1221.844506 sec): 3 clusters Score: Raw -2356562.826897 + Penalty 3219.995596 = -2353342.831301 nChanged 34 SP:Iteration 62Q (1221.880976 sec): 3 clusters Score: Raw -2356569.618153 + Penalty 3219.995596 = -2353349.622557 nChanged 18 SP:Iteration 63Q (1221.920753 sec): 3 clusters Score: Raw -2356571.914584 + Penalty 3219.995596 = -2353351.918988 nChanged 11 SP:Iteration 64Q (1221.957325 sec): 3 clusters Score: Raw -2356573.877577 + Penalty 3219.995596 = -2353353.881981 nChanged 14 SP:Iteration 65Q (1221.993396 sec): 3 clusters Score: Raw -2356576.494742 + Penalty 3219.995596 = -2353356.499146 nChanged 21 SP:Iteration 66Q (1222.029373 sec): 3 clusters Score: Raw -2356580.316263 + Penalty 3219.995596 = -2353360.320667 nChanged 21 SP:Iteration 67Q (1222.065616 sec): 3 clusters Score: Raw -2356584.247892 + Penalty 3219.995596 = -2353364.252296 nChanged 16 SP:Iteration 68Q (1222.101673 sec): 3 clusters Score: Raw -2356588.630890 + Penalty 3219.995596 = -2353368.635294 nChanged 17 SP:Iteration 69Q (1222.138431 sec): 3 clusters Score: Raw -2356591.831832 + Penalty 3219.995596 = -2353371.836236 nChanged 14 SP:Iteration 70Q (1222.174555 sec): 3 clusters Score: Raw -2356596.035392 + Penalty 3219.995596 = -2353376.039796 nChanged 23 SP:Iteration 71Q (1222.210594 sec): 3 clusters Score: Raw -2356602.207174 + Penalty 3219.995596 = -2353382.211578 nChanged 19 SP:Iteration 72Q (1222.248043 sec): 3 clusters Score: Raw -2356606.816440 + Penalty 3219.995596 = -2353386.820844 nChanged 15 SP:Iteration 73Q (1222.284030 sec): 3 clusters Score: Raw -2356609.205454 + Penalty 3219.995596 = -2353389.209858 nChanged 11 SP:Iteration 74Q (1222.320178 sec): 3 clusters Score: Raw -2356611.782286 + Penalty 3219.995596 = -2353391.786690 nChanged 9 SP:Iteration 75Q (1222.356754 sec): 3 clusters Score: Raw -2356613.356344 + Penalty 3219.995596 = -2353393.360748 nChanged 7 SP:Iteration 76Q (1222.396356 sec): 3 clusters Score: Raw -2356614.202580 + Penalty 3219.995596 = -2353394.206984 nChanged 5 SP:Iteration 77Q (1222.432896 sec): 3 clusters Score: Raw -2356615.661956 + Penalty 3219.995596 = -2353395.666360 nChanged 8 SP:Iteration 78Q (1222.469070 sec): 3 clusters Score: Raw -2356617.174908 + Penalty 3219.995596 = -2353397.179312 nChanged 6 SP:Iteration 79Q (1222.505514 sec): 3 clusters Score: Raw -2356618.092533 + Penalty 3219.995596 = -2353398.096937 nChanged 5 SP:Iteration 80F (1222.548205 sec): 3 clusters Score: Raw -2356618.734971 + Penalty 3219.995596 = -2353398.739375 nChanged 4 SP:Iteration 81Q (1222.584391 sec): 3 clusters Score: Raw -2356619.160302 + Penalty 3219.995596 = -2353399.164705 nChanged 1 SP:Iteration 82Q (1222.620795 sec): 3 clusters Score: Raw -2356619.372637 + Penalty 3219.995596 = -2353399.377041 nChanged 1 SP:Iteration 83Q (1222.657068 sec): 3 clusters Score: Raw -2356619.570392 + Penalty 3219.995596 = -2353399.574796 nChanged 0 SP:Iteration 84F (1222.699573 sec): 3 clusters Score: Raw -2356619.570392 + Penalty 3219.995596 = -2353399.574796 nChanged 0 Trying to split cluster 15 (4495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.716676 sec): 2 clusters Score: Raw -557460.446436 + Penalty 1366.742154 = -556093.704283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1222.737274 sec): 3 clusters Score: Raw -555102.186411 + Penalty 2733.484308 = -552368.702103 nChanged 1796 SP:Iteration 1F (1222.760777 sec): 3 clusters Score: Raw -556104.122128 + Penalty 2733.484308 = -553370.637820 nChanged 329 SP:Iteration 2F (1222.781160 sec): 3 clusters Score: Raw -556279.240545 + Penalty 2733.484308 = -553545.756237 nChanged 233 SP:Iteration 3F (1222.812290 sec): 3 clusters Score: Raw -556398.916809 + Penalty 2733.484308 = -553665.432501 nChanged 175 SP:Iteration 4Q (1222.832659 sec): 3 clusters Score: Raw -556486.789103 + Penalty 2733.484308 = -553753.304795 nChanged 155 SP:Iteration 5Q (1222.852744 sec): 3 clusters Score: Raw -556586.601479 + Penalty 2733.484308 = -553853.117172 nChanged 154 SP:Iteration 6Q (1222.872358 sec): 3 clusters Score: Raw -556668.206155 + Penalty 2733.484308 = -553934.721847 nChanged 125 SP:Iteration 7Q (1222.892473 sec): 3 clusters Score: Raw -556747.505901 + Penalty 2733.484308 = -554014.021593 nChanged 115 SP:Iteration 8Q (1222.911780 sec): 3 clusters Score: Raw -556826.476204 + Penalty 2733.484308 = -554092.991896 nChanged 126 SP:Iteration 9Q (1222.932969 sec): 3 clusters Score: Raw -556919.448038 + Penalty 2733.484308 = -554185.963730 nChanged 122 SP:Iteration 10Q (1222.953066 sec): 3 clusters Score: Raw -557022.522998 + Penalty 2733.484308 = -554289.038690 nChanged 115 SP:Iteration 11Q (1222.973085 sec): 3 clusters Score: Raw -557127.384450 + Penalty 2733.484308 = -554393.900142 nChanged 108 SP:Iteration 12Q (1222.993089 sec): 3 clusters Score: Raw -557224.898603 + Penalty 2733.484308 = -554491.414295 nChanged 105 SP:Iteration 13Q (1223.013707 sec): 3 clusters Score: Raw -557320.343939 + Penalty 2733.484308 = -554586.859632 nChanged 106 SP:Iteration 14Q (1223.037620 sec): 3 clusters Score: Raw -557387.521902 + Penalty 2733.484308 = -554654.037595 nChanged 94 SP:Iteration 15Q (1223.057339 sec): 3 clusters Score: Raw -557461.797963 + Penalty 2733.484308 = -554728.313656 nChanged 78 SP:Iteration 16Q (1223.076544 sec): 3 clusters Score: Raw -557530.624944 + Penalty 2733.484308 = -554797.140636 nChanged 66 SP:Iteration 17Q (1223.100815 sec): 3 clusters Score: Raw -557572.752911 + Penalty 2733.484308 = -554839.268603 nChanged 54 SP:Iteration 18Q (1223.119921 sec): 3 clusters Score: Raw -557604.690566 + Penalty 2733.484308 = -554871.206258 nChanged 39 SP:Iteration 19Q (1223.139056 sec): 3 clusters Score: Raw -557623.089593 + Penalty 2733.484308 = -554889.605285 nChanged 26 SP:Iteration 20F (1223.159110 sec): 3 clusters Score: Raw -557634.986130 + Penalty 2733.484308 = -554901.501823 nChanged 19 SP:Iteration 21Q (1223.178252 sec): 3 clusters Score: Raw -557641.924596 + Penalty 2733.484308 = -554908.440289 nChanged 14 SP:Iteration 22Q (1223.203780 sec): 3 clusters Score: Raw -557649.652085 + Penalty 2733.484308 = -554916.167777 nChanged 11 SP:Iteration 23Q (1223.222749 sec): 3 clusters Score: Raw -557655.432250 + Penalty 2733.484308 = -554921.947942 nChanged 13 SP:Iteration 24Q (1223.244479 sec): 3 clusters Score: Raw -557663.009165 + Penalty 2733.484308 = -554929.524857 nChanged 13 SP:Iteration 25Q (1223.270775 sec): 3 clusters Score: Raw -557669.249789 + Penalty 2733.484308 = -554935.765481 nChanged 10 SP:Iteration 26Q (1223.289719 sec): 3 clusters Score: Raw -557672.300984 + Penalty 2733.484308 = -554938.816676 nChanged 6 SP:Iteration 27Q (1223.308796 sec): 3 clusters Score: Raw -557676.097685 + Penalty 2733.484308 = -554942.613377 nChanged 10 SP:Iteration 28Q (1223.327725 sec): 3 clusters Score: Raw -557681.288748 + Penalty 2733.484308 = -554947.804440 nChanged 11 SP:Iteration 29Q (1223.346772 sec): 3 clusters Score: Raw -557686.188190 + Penalty 2733.484308 = -554952.703882 nChanged 9 SP:Iteration 30Q (1223.365960 sec): 3 clusters Score: Raw -557689.234012 + Penalty 2733.484308 = -554955.749705 nChanged 6 SP:Iteration 31Q (1223.384539 sec): 3 clusters Score: Raw -557691.430331 + Penalty 2733.484308 = -554957.946023 nChanged 5 SP:Iteration 32Q (1223.403543 sec): 3 clusters Score: Raw -557694.120902 + Penalty 2733.484308 = -554960.636594 nChanged 1 SP:Iteration 33Q (1223.427032 sec): 3 clusters Score: Raw -557694.550021 + Penalty 2733.484308 = -554961.065713 nChanged 0 SP:Iteration 34F (1223.446408 sec): 3 clusters Score: Raw -557694.550021 + Penalty 2733.484308 = -554961.065713 nChanged 0 Trying to split cluster 16 (3480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1223.462941 sec): 2 clusters Score: Raw -431064.986059 + Penalty 1325.152981 = -429739.833079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1223.481072 sec): 3 clusters Score: Raw -429396.058824 + Penalty 2650.305961 = -426745.752863 nChanged 1330 SP:Iteration 1F (1223.498078 sec): 3 clusters Score: Raw -430156.650165 + Penalty 2650.305961 = -427506.344204 nChanged 245 SP:Iteration 2F (1223.514964 sec): 3 clusters Score: Raw -430311.410526 + Penalty 2650.305961 = -427661.104565 nChanged 163 SP:Iteration 3Q (1223.539169 sec): 3 clusters Score: Raw -430406.786102 + Penalty 2650.305961 = -427756.480140 nChanged 108 SP:Iteration 4Q (1223.556077 sec): 3 clusters Score: Raw -430465.023215 + Penalty 2650.305961 = -427814.717254 nChanged 89 SP:Iteration 5Q (1223.573005 sec): 3 clusters Score: Raw -430518.982812 + Penalty 2650.305961 = -427868.676851 nChanged 93 SP:Iteration 6Q (1223.590134 sec): 3 clusters Score: Raw -430576.290392 + Penalty 2650.305961 = -427925.984430 nChanged 90 SP:Iteration 7Q (1223.607069 sec): 3 clusters Score: Raw -430623.138496 + Penalty 2650.305961 = -427972.832535 nChanged 74 SP:Iteration 8Q (1223.623243 sec): 3 clusters Score: Raw -430664.795045 + Penalty 2650.305961 = -428014.489084 nChanged 72 SP:Iteration 9Q (1223.642497 sec): 3 clusters Score: Raw -430706.825431 + Penalty 2650.305961 = -428056.519470 nChanged 78 SP:Iteration 10Q (1223.659311 sec): 3 clusters Score: Raw -430752.618992 + Penalty 2650.305961 = -428102.313031 nChanged 73 SP:Iteration 11Q (1223.676164 sec): 3 clusters Score: Raw -430797.990972 + Penalty 2650.305961 = -428147.685011 nChanged 84 SP:Iteration 12Q (1223.692362 sec): 3 clusters Score: Raw -430863.091658 + Penalty 2650.305961 = -428212.785697 nChanged 83 SP:Iteration 13Q (1223.711103 sec): 3 clusters Score: Raw -430919.226235 + Penalty 2650.305961 = -428268.920274 nChanged 76 SP:Iteration 14Q (1223.727866 sec): 3 clusters Score: Raw -430975.551599 + Penalty 2650.305961 = -428325.245638 nChanged 43 SP:Iteration 15Q (1223.744714 sec): 3 clusters Score: Raw -431006.665606 + Penalty 2650.305961 = -428356.359645 nChanged 40 SP:Iteration 16Q (1223.760601 sec): 3 clusters Score: Raw -431032.036690 + Penalty 2650.305961 = -428381.730729 nChanged 37 SP:Iteration 17Q (1223.777723 sec): 3 clusters Score: Raw -431057.489714 + Penalty 2650.305961 = -428407.183753 nChanged 27 SP:Iteration 18Q (1223.794281 sec): 3 clusters Score: Raw -431073.937624 + Penalty 2650.305961 = -428423.631663 nChanged 24 SP:Iteration 19Q (1223.810926 sec): 3 clusters Score: Raw -431088.681551 + Penalty 2650.305961 = -428438.375590 nChanged 18 SP:Iteration 20F (1223.826997 sec): 3 clusters Score: Raw -431099.652128 + Penalty 2650.305961 = -428449.346167 nChanged 14 SP:Iteration 21Q (1223.845269 sec): 3 clusters Score: Raw -431112.395785 + Penalty 2650.305961 = -428462.089824 nChanged 14 SP:Iteration 22Q (1223.861775 sec): 3 clusters Score: Raw -431121.183804 + Penalty 2650.305961 = -428470.877842 nChanged 10 SP:Iteration 23Q (1223.878204 sec): 3 clusters Score: Raw -431126.358690 + Penalty 2650.305961 = -428476.052729 nChanged 12 SP:Iteration 24Q (1223.893955 sec): 3 clusters Score: Raw -431133.967247 + Penalty 2650.305961 = -428483.661285 nChanged 7 SP:Iteration 25Q (1223.921274 sec): 3 clusters Score: Raw -431137.940457 + Penalty 2650.305961 = -428487.634496 nChanged 10 SP:Iteration 26Q (1223.937807 sec): 3 clusters Score: Raw -431143.027753 + Penalty 2650.305961 = -428492.721792 nChanged 6 SP:Iteration 27Q (1223.956569 sec): 3 clusters Score: Raw -431146.360089 + Penalty 2650.305961 = -428496.054128 nChanged 5 SP:Iteration 28Q (1223.973088 sec): 3 clusters Score: Raw -431148.227373 + Penalty 2650.305961 = -428497.921412 nChanged 1 SP:Iteration 29Q (1223.989567 sec): 3 clusters Score: Raw -431148.952200 + Penalty 2650.305961 = -428498.646238 nChanged 1 SP:Iteration 30Q (1224.005895 sec): 3 clusters Score: Raw -431149.260877 + Penalty 2650.305961 = -428498.954915 nChanged 1 SP:Iteration 31Q (1224.020958 sec): 3 clusters Score: Raw -431149.534781 + Penalty 2650.305961 = -428499.228819 nChanged 1 SP:Iteration 32Q (1224.037405 sec): 3 clusters Score: Raw -431149.702190 + Penalty 2650.305961 = -428499.396229 nChanged 0 SP:Iteration 33F (1224.054390 sec): 3 clusters Score: Raw -431149.702190 + Penalty 2650.305961 = -428499.396229 nChanged 0 Trying to split cluster 17 (18302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1224.094925 sec): 2 clusters Score: Raw -2289144.095231 + Penalty 1594.899414 = -2287549.195817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1224.141084 sec): 3 clusters Score: Raw -2278208.721272 + Penalty 3189.798827 = -2275018.922445 nChanged 8187 SP:Iteration 1F (1224.182348 sec): 3 clusters Score: Raw -2282688.742858 + Penalty 3189.798827 = -2279498.944031 nChanged 1033 SP:Iteration 2F (1224.223312 sec): 3 clusters Score: Raw -2283164.704705 + Penalty 3189.798827 = -2279974.905878 nChanged 1034 SP:Iteration 3F (1224.264834 sec): 3 clusters Score: Raw -2283749.000689 + Penalty 3189.798827 = -2280559.201862 nChanged 1138 SP:Iteration 4F (1224.305640 sec): 3 clusters Score: Raw -2284461.457608 + Penalty 3189.798827 = -2281271.658781 nChanged 1171 SP:Iteration 5F (1224.346705 sec): 3 clusters Score: Raw -2285323.875617 + Penalty 3189.798827 = -2282134.076790 nChanged 1161 SP:Iteration 6F (1224.387758 sec): 3 clusters Score: Raw -2286272.248395 + Penalty 3189.798827 = -2283082.449568 nChanged 1078 SP:Iteration 7F (1224.429057 sec): 3 clusters Score: Raw -2287234.900022 + Penalty 3189.798827 = -2284045.101195 nChanged 833 SP:Iteration 8Q (1224.497918 sec): 3 clusters Score: Raw -2287997.641314 + Penalty 3189.798827 = -2284807.842486 nChanged 573 SP:Iteration 9Q (1224.536910 sec): 3 clusters Score: Raw -2288523.955351 + Penalty 3189.798827 = -2285334.156524 nChanged 384 SP:Iteration 10Q (1224.574432 sec): 3 clusters Score: Raw -2288865.204742 + Penalty 3189.798827 = -2285675.405915 nChanged 242 SP:Iteration 11Q (1224.610699 sec): 3 clusters Score: Raw -2289040.757722 + Penalty 3189.798827 = -2285850.958894 nChanged 167 SP:Iteration 12Q (1224.646092 sec): 3 clusters Score: Raw -2289143.851593 + Penalty 3189.798827 = -2285954.052765 nChanged 110 SP:Iteration 13Q (1224.681207 sec): 3 clusters Score: Raw -2289207.353729 + Penalty 3189.798827 = -2286017.554901 nChanged 80 SP:Iteration 14Q (1224.735780 sec): 3 clusters Score: Raw -2289241.736755 + Penalty 3189.798827 = -2286051.937928 nChanged 56 SP:Iteration 15Q (1224.770626 sec): 3 clusters Score: Raw -2289266.435171 + Penalty 3189.798827 = -2286076.636344 nChanged 39 SP:Iteration 16Q (1224.809678 sec): 3 clusters Score: Raw -2289282.822152 + Penalty 3189.798827 = -2286093.023325 nChanged 41 SP:Iteration 17Q (1224.844226 sec): 3 clusters Score: Raw -2289299.392976 + Penalty 3189.798827 = -2286109.594149 nChanged 28 SP:Iteration 18Q (1224.878452 sec): 3 clusters Score: Raw -2289315.231536 + Penalty 3189.798827 = -2286125.432708 nChanged 34 SP:Iteration 19Q (1224.913114 sec): 3 clusters Score: Raw -2289330.921088 + Penalty 3189.798827 = -2286141.122260 nChanged 33 SP:Iteration 20F (1224.954228 sec): 3 clusters Score: Raw -2289344.791907 + Penalty 3189.798827 = -2286154.993080 nChanged 26 SP:Iteration 21Q (1224.988815 sec): 3 clusters Score: Raw -2289355.359189 + Penalty 3189.798827 = -2286165.560362 nChanged 20 SP:Iteration 22Q (1225.023198 sec): 3 clusters Score: Raw -2289362.107859 + Penalty 3189.798827 = -2286172.309032 nChanged 16 SP:Iteration 23Q (1225.057733 sec): 3 clusters Score: Raw -2289369.806268 + Penalty 3189.798827 = -2286180.007441 nChanged 21 SP:Iteration 24Q (1225.091913 sec): 3 clusters Score: Raw -2289377.813041 + Penalty 3189.798827 = -2286188.014214 nChanged 14 SP:Iteration 25Q (1225.136621 sec): 3 clusters Score: Raw -2289382.260686 + Penalty 3189.798827 = -2286192.461859 nChanged 10 SP:Iteration 26Q (1225.170599 sec): 3 clusters Score: Raw -2289386.573264 + Penalty 3189.798827 = -2286196.774437 nChanged 9 SP:Iteration 27Q (1225.210270 sec): 3 clusters Score: Raw -2289390.081431 + Penalty 3189.798827 = -2286200.282604 nChanged 8 SP:Iteration 28Q (1225.248409 sec): 3 clusters Score: Raw -2289392.995761 + Penalty 3189.798827 = -2286203.196933 nChanged 7 SP:Iteration 29Q (1225.288744 sec): 3 clusters Score: Raw -2289396.997225 + Penalty 3189.798827 = -2286207.198398 nChanged 10 SP:Iteration 30Q (1225.322766 sec): 3 clusters Score: Raw -2289401.447539 + Penalty 3189.798827 = -2286211.648712 nChanged 9 SP:Iteration 31Q (1225.356915 sec): 3 clusters Score: Raw -2289405.180558 + Penalty 3189.798827 = -2286215.381730 nChanged 8 SP:Iteration 32Q (1225.391021 sec): 3 clusters Score: Raw -2289409.610017 + Penalty 3189.798827 = -2286219.811190 nChanged 8 SP:Iteration 33Q (1225.425410 sec): 3 clusters Score: Raw -2289411.556468 + Penalty 3189.798827 = -2286221.757641 nChanged 6 SP:Iteration 34Q (1225.459758 sec): 3 clusters Score: Raw -2289413.302883 + Penalty 3189.798827 = -2286223.504056 nChanged 4 SP:Iteration 35Q (1225.493711 sec): 3 clusters Score: Raw -2289415.090318 + Penalty 3189.798827 = -2286225.291491 nChanged 6 SP:Iteration 36Q (1225.527981 sec): 3 clusters Score: Raw -2289416.808230 + Penalty 3189.798827 = -2286227.009403 nChanged 2 SP:Iteration 37Q (1225.586015 sec): 3 clusters Score: Raw -2289417.860228 + Penalty 3189.798827 = -2286228.061400 nChanged 5 SP:Iteration 38Q (1225.621047 sec): 3 clusters Score: Raw -2289419.894187 + Penalty 3189.798827 = -2286230.095360 nChanged 5 SP:Iteration 39Q (1225.659733 sec): 3 clusters Score: Raw -2289421.903918 + Penalty 3189.798827 = -2286232.105091 nChanged 5 SP:Iteration 40F (1225.711213 sec): 3 clusters Score: Raw -2289422.895466 + Penalty 3189.798827 = -2286233.096639 nChanged 3 SP:Iteration 41Q (1225.745271 sec): 3 clusters Score: Raw -2289424.537881 + Penalty 3189.798827 = -2286234.739054 nChanged 3 SP:Iteration 42Q (1225.779272 sec): 3 clusters Score: Raw -2289425.542331 + Penalty 3189.798827 = -2286235.743504 nChanged 2 SP:Iteration 43Q (1225.813130 sec): 3 clusters Score: Raw -2289425.911447 + Penalty 3189.798827 = -2286236.112620 nChanged 1 SP:Iteration 44Q (1225.847289 sec): 3 clusters Score: Raw -2289426.405278 + Penalty 3189.798827 = -2286236.606451 nChanged 1 SP:Iteration 45Q (1225.881346 sec): 3 clusters Score: Raw -2289426.829705 + Penalty 3189.798827 = -2286237.030877 nChanged 1 SP:Iteration 46Q (1225.918835 sec): 3 clusters Score: Raw -2289427.055133 + Penalty 3189.798827 = -2286237.256306 nChanged 0 SP:Iteration 47F (1225.959808 sec): 3 clusters Score: Raw -2289427.055133 + Penalty 3189.798827 = -2286237.256306 nChanged 0 Trying to split cluster 18 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1225.972915 sec): 2 clusters Score: Raw -100630.150221 + Penalty 1093.790441 = -99536.359779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1225.977872 sec): 3 clusters Score: Raw -100338.931582 + Penalty 2187.580883 = -98151.350699 nChanged 224 SP:Iteration 1F (1225.982473 sec): 3 clusters Score: Raw -100552.535368 + Penalty 2187.580883 = -98364.954485 nChanged 81 SP:Iteration 2F (1225.987068 sec): 3 clusters Score: Raw -100647.381339 + Penalty 2187.580883 = -98459.800457 nChanged 42 SP:Iteration 3F (1225.991595 sec): 3 clusters Score: Raw -100705.845662 + Penalty 2187.580883 = -98518.264779 nChanged 34 SP:Iteration 4Q (1225.996119 sec): 3 clusters Score: Raw -100741.055043 + Penalty 2187.580883 = -98553.474161 nChanged 21 SP:Iteration 5Q (1226.000661 sec): 3 clusters Score: Raw -100770.262382 + Penalty 2187.580883 = -98582.681500 nChanged 18 SP:Iteration 6Q (1226.005203 sec): 3 clusters Score: Raw -100797.466883 + Penalty 2187.580883 = -98609.886001 nChanged 15 SP:Iteration 7Q (1226.009636 sec): 3 clusters Score: Raw -100817.772429 + Penalty 2187.580883 = -98630.191546 nChanged 11 SP:Iteration 8Q (1226.014106 sec): 3 clusters Score: Raw -100832.279869 + Penalty 2187.580883 = -98644.698986 nChanged 12 SP:Iteration 9Q (1226.018577 sec): 3 clusters Score: Raw -100845.083848 + Penalty 2187.580883 = -98657.502965 nChanged 5 SP:Iteration 10Q (1226.023226 sec): 3 clusters Score: Raw -100852.979106 + Penalty 2187.580883 = -98665.398223 nChanged 6 SP:Iteration 11Q (1226.033948 sec): 3 clusters Score: Raw -100861.176728 + Penalty 2187.580883 = -98673.595845 nChanged 6 SP:Iteration 12Q (1226.038408 sec): 3 clusters Score: Raw -100868.005722 + Penalty 2187.580883 = -98680.424840 nChanged 3 SP:Iteration 13Q (1226.042826 sec): 3 clusters Score: Raw -100870.836125 + Penalty 2187.580883 = -98683.255242 nChanged 0 SP:Iteration 14F (1226.047372 sec): 3 clusters Score: Raw -100870.836125 + Penalty 2187.580883 = -98683.255242 nChanged 0 Trying to split cluster 19 (989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1226.061458 sec): 2 clusters Score: Raw -116979.070486 + Penalty 1120.712829 = -115858.357657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1226.067050 sec): 3 clusters Score: Raw -116658.378577 + Penalty 2241.425658 = -114416.952920 nChanged 286 SP:Iteration 1F (1226.072346 sec): 3 clusters Score: Raw -116884.571501 + Penalty 2241.425658 = -114643.145844 nChanged 57 SP:Iteration 2F (1226.077655 sec): 3 clusters Score: Raw -116945.852244 + Penalty 2241.425658 = -114704.426586 nChanged 42 SP:Iteration 3Q (1226.082915 sec): 3 clusters Score: Raw -116997.257200 + Penalty 2241.425658 = -114755.831542 nChanged 31 SP:Iteration 4Q (1226.088142 sec): 3 clusters Score: Raw -117034.223116 + Penalty 2241.425658 = -114792.797458 nChanged 28 SP:Iteration 5Q (1226.093398 sec): 3 clusters Score: Raw -117064.378268 + Penalty 2241.425658 = -114822.952610 nChanged 15 SP:Iteration 6Q (1226.098678 sec): 3 clusters Score: Raw -117080.996747 + Penalty 2241.425658 = -114839.571089 nChanged 17 SP:Iteration 7Q (1226.103906 sec): 3 clusters Score: Raw -117094.121156 + Penalty 2241.425658 = -114852.695498 nChanged 9 SP:Iteration 8Q (1226.109129 sec): 3 clusters Score: Raw -117101.011149 + Penalty 2241.425658 = -114859.585492 nChanged 6 SP:Iteration 9Q (1226.114328 sec): 3 clusters Score: Raw -117106.301103 + Penalty 2241.425658 = -114864.875445 nChanged 5 SP:Iteration 10Q (1226.127506 sec): 3 clusters Score: Raw -117109.886630 + Penalty 2241.425658 = -114868.460973 nChanged 3 SP:Iteration 11Q (1226.132752 sec): 3 clusters Score: Raw -117110.918613 + Penalty 2241.425658 = -114869.492955 nChanged 2 SP:Iteration 12Q (1226.137904 sec): 3 clusters Score: Raw -117112.068849 + Penalty 2241.425658 = -114870.643191 nChanged 0 SP:Iteration 13F (1226.143129 sec): 3 clusters Score: Raw -117112.068849 + Penalty 2241.425658 = -114870.643191 nChanged 0 Trying to split cluster 20 (44753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1226.210396 sec): 2 clusters Score: Raw -5588876.711958 + Penalty 1740.198486 = -5587136.513472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1226.327023 sec): 3 clusters Score: Raw -5560773.731761 + Penalty 3480.396972 = -5557293.334789 nChanged 20761 SP:Iteration 1F (1226.403832 sec): 3 clusters Score: Raw -5572579.472469 + Penalty 3480.396972 = -5569099.075496 nChanged 1993 SP:Iteration 2Q (1226.488337 sec): 3 clusters Score: Raw -5573257.817388 + Penalty 3480.396972 = -5569777.420416 nChanged 2013 SP:Iteration 3Q (1226.594331 sec): 3 clusters Score: Raw -5574073.913238 + Penalty 3480.396972 = -5570593.516265 nChanged 2257 SP:Iteration 4F (1226.691819 sec): 3 clusters Score: Raw -5575141.651682 + Penalty 3480.396972 = -5571661.254710 nChanged 2502 SP:Iteration 5F (1226.772501 sec): 3 clusters Score: Raw -5576499.105078 + Penalty 3480.396972 = -5573018.708106 nChanged 2672 SP:Iteration 6F (1226.857506 sec): 3 clusters Score: Raw -5578187.136640 + Penalty 3480.396972 = -5574706.739668 nChanged 2639 SP:Iteration 7F (1226.935978 sec): 3 clusters Score: Raw -5580055.679314 + Penalty 3480.396972 = -5576575.282342 nChanged 2437 SP:Iteration 8F (1227.020311 sec): 3 clusters Score: Raw -5581748.358115 + Penalty 3480.396972 = -5578267.961142 nChanged 2069 SP:Iteration 9Q (1227.101057 sec): 3 clusters Score: Raw -5582988.052914 + Penalty 3480.396972 = -5579507.655942 nChanged 1499 SP:Iteration 10Q (1227.180584 sec): 3 clusters Score: Raw -5583753.139572 + Penalty 3480.396972 = -5580272.742600 nChanged 1116 SP:Iteration 11Q (1227.259216 sec): 3 clusters Score: Raw -5584251.409872 + Penalty 3480.396972 = -5580771.012899 nChanged 924 SP:Iteration 12Q (1227.335130 sec): 3 clusters Score: Raw -5584656.801537 + Penalty 3480.396972 = -5581176.404565 nChanged 865 SP:Iteration 13Q (1227.413338 sec): 3 clusters Score: Raw -5585044.276517 + Penalty 3480.396972 = -5581563.879545 nChanged 866 SP:Iteration 14Q (1227.487935 sec): 3 clusters Score: Raw -5585457.226598 + Penalty 3480.396972 = -5581976.829625 nChanged 854 SP:Iteration 15Q (1227.563130 sec): 3 clusters Score: Raw -5585925.091417 + Penalty 3480.396972 = -5582444.694445 nChanged 833 SP:Iteration 16Q (1227.639684 sec): 3 clusters Score: Raw -5586398.669627 + Penalty 3480.396972 = -5582918.272655 nChanged 769 SP:Iteration 17Q (1227.712956 sec): 3 clusters Score: Raw -5586825.933055 + Penalty 3480.396972 = -5583345.536083 nChanged 685 SP:Iteration 18Q (1227.785655 sec): 3 clusters Score: Raw -5587206.827411 + Penalty 3480.396972 = -5583726.430439 nChanged 596 SP:Iteration 19Q (1227.857081 sec): 3 clusters Score: Raw -5587543.048633 + Penalty 3480.396972 = -5584062.651661 nChanged 526 SP:Iteration 20F (1227.936434 sec): 3 clusters Score: Raw -5587858.958059 + Penalty 3480.396972 = -5584378.561087 nChanged 443 SP:Iteration 21Q (1228.006111 sec): 3 clusters Score: Raw -5588135.477305 + Penalty 3480.396972 = -5584655.080333 nChanged 365 SP:Iteration 22Q (1228.078082 sec): 3 clusters Score: Raw -5588354.471677 + Penalty 3480.396972 = -5584874.074704 nChanged 338 SP:Iteration 23Q (1228.146384 sec): 3 clusters Score: Raw -5588557.534577 + Penalty 3480.396972 = -5585077.137605 nChanged 290 SP:Iteration 24Q (1228.220733 sec): 3 clusters Score: Raw -5588722.325588 + Penalty 3480.396972 = -5585241.928616 nChanged 255 SP:Iteration 25Q (1228.288087 sec): 3 clusters Score: Raw -5588849.056320 + Penalty 3480.396972 = -5585368.659347 nChanged 201 SP:Iteration 26Q (1228.355162 sec): 3 clusters Score: Raw -5588940.077085 + Penalty 3480.396972 = -5585459.680113 nChanged 164 SP:Iteration 27Q (1228.421401 sec): 3 clusters Score: Raw -5589008.614900 + Penalty 3480.396972 = -5585528.217927 nChanged 123 SP:Iteration 28Q (1228.499905 sec): 3 clusters Score: Raw -5589051.874424 + Penalty 3480.396972 = -5585571.477452 nChanged 110 SP:Iteration 29Q (1228.565204 sec): 3 clusters Score: Raw -5589083.850989 + Penalty 3480.396972 = -5585603.454017 nChanged 79 SP:Iteration 30Q (1228.631963 sec): 3 clusters Score: Raw -5589109.440952 + Penalty 3480.396972 = -5585629.043980 nChanged 78 SP:Iteration 31Q (1228.699604 sec): 3 clusters Score: Raw -5589135.144028 + Penalty 3480.396972 = -5585654.747056 nChanged 71 SP:Iteration 32Q (1228.772791 sec): 3 clusters Score: Raw -5589155.255200 + Penalty 3480.396972 = -5585674.858228 nChanged 78 SP:Iteration 33Q (1228.838325 sec): 3 clusters Score: Raw -5589176.162925 + Penalty 3480.396972 = -5585695.765953 nChanged 71 SP:Iteration 34Q (1228.904690 sec): 3 clusters Score: Raw -5589190.696721 + Penalty 3480.396972 = -5585710.299749 nChanged 51 SP:Iteration 35Q (1228.970683 sec): 3 clusters Score: Raw -5589200.083840 + Penalty 3480.396972 = -5585719.686867 nChanged 35 SP:Iteration 36Q (1229.036033 sec): 3 clusters Score: Raw -5589207.647439 + Penalty 3480.396972 = -5585727.250467 nChanged 41 SP:Iteration 37Q (1229.103022 sec): 3 clusters Score: Raw -5589218.921033 + Penalty 3480.396972 = -5585738.524061 nChanged 35 SP:Iteration 38Q (1229.169034 sec): 3 clusters Score: Raw -5589225.993077 + Penalty 3480.396972 = -5585745.596105 nChanged 28 SP:Iteration 39Q (1229.234507 sec): 3 clusters Score: Raw -5589231.459983 + Penalty 3480.396972 = -5585751.063011 nChanged 31 SP:Iteration 40F (1229.314279 sec): 3 clusters Score: Raw -5589237.172014 + Penalty 3480.396972 = -5585756.775042 nChanged 23 SP:Iteration 41Q (1229.379700 sec): 3 clusters Score: Raw -5589240.348615 + Penalty 3480.396972 = -5585759.951643 nChanged 15 SP:Iteration 42Q (1229.445606 sec): 3 clusters Score: Raw -5589242.120610 + Penalty 3480.396972 = -5585761.723638 nChanged 11 SP:Iteration 43Q (1229.511641 sec): 3 clusters Score: Raw -5589243.630110 + Penalty 3480.396972 = -5585763.233138 nChanged 10 SP:Iteration 44Q (1229.577639 sec): 3 clusters Score: Raw -5589245.431555 + Penalty 3480.396972 = -5585765.034582 nChanged 11 SP:Iteration 45Q (1229.652328 sec): 3 clusters Score: Raw -5589246.998324 + Penalty 3480.396972 = -5585766.601352 nChanged 13 SP:Iteration 46Q (1229.718342 sec): 3 clusters Score: Raw -5589248.970161 + Penalty 3480.396972 = -5585768.573188 nChanged 11 SP:Iteration 47Q (1229.783999 sec): 3 clusters Score: Raw -5589250.736395 + Penalty 3480.396972 = -5585770.339423 nChanged 7 SP:Iteration 48Q (1229.850063 sec): 3 clusters Score: Raw -5589251.564911 + Penalty 3480.396972 = -5585771.167939 nChanged 8 SP:Iteration 49Q (1229.915552 sec): 3 clusters Score: Raw -5589252.729440 + Penalty 3480.396972 = -5585772.332468 nChanged 8 SP:Iteration 50Q (1229.981667 sec): 3 clusters Score: Raw -5589253.951916 + Penalty 3480.396972 = -5585773.554944 nChanged 4 SP:Iteration 51Q (1230.047268 sec): 3 clusters Score: Raw -5589254.394372 + Penalty 3480.396972 = -5585773.997400 nChanged 4 SP:Iteration 52Q (1230.113460 sec): 3 clusters Score: Raw -5589254.864495 + Penalty 3480.396972 = -5585774.467523 nChanged 4 SP:Iteration 53Q (1230.179205 sec): 3 clusters Score: Raw -5589255.307653 + Penalty 3480.396972 = -5585774.910681 nChanged 4 SP:Iteration 54Q (1230.244629 sec): 3 clusters Score: Raw -5589255.877762 + Penalty 3480.396972 = -5585775.480789 nChanged 4 SP:Iteration 55Q (1230.312147 sec): 3 clusters Score: Raw -5589256.708388 + Penalty 3480.396972 = -5585776.311416 nChanged 6 SP:Iteration 56Q (1230.416830 sec): 3 clusters Score: Raw -5589257.563550 + Penalty 3480.396972 = -5585777.166578 nChanged 6 SP:Iteration 57Q (1230.518545 sec): 3 clusters Score: Raw -5589258.352987 + Penalty 3480.396972 = -5585777.956015 nChanged 7 SP:Iteration 58Q (1230.622116 sec): 3 clusters Score: Raw -5589259.236643 + Penalty 3480.396972 = -5585778.839671 nChanged 4 SP:Iteration 59Q (1230.685831 sec): 3 clusters Score: Raw -5589259.633340 + Penalty 3480.396972 = -5585779.236368 nChanged 4 SP:Iteration 60F (1230.765605 sec): 3 clusters Score: Raw -5589260.210250 + Penalty 3480.396972 = -5585779.813278 nChanged 1 SP:Iteration 61Q (1230.830153 sec): 3 clusters Score: Raw -5589260.452915 + Penalty 3480.396972 = -5585780.055943 nChanged 2 SP:Iteration 62Q (1230.896641 sec): 3 clusters Score: Raw -5589260.624404 + Penalty 3480.396972 = -5585780.227432 nChanged 1 SP:Iteration 63Q (1230.962376 sec): 3 clusters Score: Raw -5589260.712124 + Penalty 3480.396972 = -5585780.315152 nChanged 0 SP:Iteration 64F (1231.040512 sec): 3 clusters Score: Raw -5589260.712124 + Penalty 3480.396972 = -5585780.315152 nChanged 0 Trying to split cluster 21 (20605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1231.068462 sec): 2 clusters Score: Raw -2576337.997100 + Penalty 1614.159470 = -2574723.837630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1231.114814 sec): 3 clusters Score: Raw -2563899.661151 + Penalty 3228.318939 = -2560671.342211 nChanged 9418 SP:Iteration 1F (1231.163965 sec): 3 clusters Score: Raw -2569028.884318 + Penalty 3228.318939 = -2565800.565378 nChanged 982 SP:Iteration 2Q (1231.208349 sec): 3 clusters Score: Raw -2569388.860663 + Penalty 3228.318939 = -2566160.541724 nChanged 993 SP:Iteration 3Q (1231.261901 sec): 3 clusters Score: Raw -2569795.170038 + Penalty 3228.318939 = -2566566.851098 nChanged 1085 SP:Iteration 4F (1231.306045 sec): 3 clusters Score: Raw -2570337.661853 + Penalty 3228.318939 = -2567109.342914 nChanged 1238 SP:Iteration 5F (1231.359236 sec): 3 clusters Score: Raw -2571134.207378 + Penalty 3228.318939 = -2567905.888439 nChanged 1451 SP:Iteration 6F (1231.440989 sec): 3 clusters Score: Raw -2572227.001987 + Penalty 3228.318939 = -2568998.683048 nChanged 1452 SP:Iteration 7F (1231.512522 sec): 3 clusters Score: Raw -2573475.545677 + Penalty 3228.318939 = -2570247.226738 nChanged 1291 SP:Iteration 8F (1231.601986 sec): 3 clusters Score: Raw -2574665.111913 + Penalty 3228.318939 = -2571436.792973 nChanged 934 SP:Iteration 9Q (1231.645025 sec): 3 clusters Score: Raw -2575520.087829 + Penalty 3228.318939 = -2572291.768890 nChanged 541 SP:Iteration 10Q (1231.686993 sec): 3 clusters Score: Raw -2576021.998182 + Penalty 3228.318939 = -2572793.679243 nChanged 291 SP:Iteration 11Q (1231.726955 sec): 3 clusters Score: Raw -2576285.274008 + Penalty 3228.318939 = -2573056.955069 nChanged 157 SP:Iteration 12Q (1231.765367 sec): 3 clusters Score: Raw -2576431.224619 + Penalty 3228.318939 = -2573202.905680 nChanged 80 SP:Iteration 13Q (1231.802632 sec): 3 clusters Score: Raw -2576503.624633 + Penalty 3228.318939 = -2573275.305693 nChanged 37 SP:Iteration 14Q (1231.839533 sec): 3 clusters Score: Raw -2576533.872718 + Penalty 3228.318939 = -2573305.553778 nChanged 26 SP:Iteration 15Q (1231.876045 sec): 3 clusters Score: Raw -2576552.136820 + Penalty 3228.318939 = -2573323.817881 nChanged 15 SP:Iteration 16Q (1231.912116 sec): 3 clusters Score: Raw -2576565.805461 + Penalty 3228.318939 = -2573337.486521 nChanged 11 SP:Iteration 17Q (1231.949940 sec): 3 clusters Score: Raw -2576572.059885 + Penalty 3228.318939 = -2573343.740946 nChanged 5 SP:Iteration 18Q (1231.986197 sec): 3 clusters Score: Raw -2576574.742083 + Penalty 3228.318939 = -2573346.423144 nChanged 2 SP:Iteration 19Q (1232.025057 sec): 3 clusters Score: Raw -2576576.787690 + Penalty 3228.318939 = -2573348.468751 nChanged 2 SP:Iteration 20F (1232.071739 sec): 3 clusters Score: Raw -2576579.120083 + Penalty 3228.318939 = -2573350.801144 nChanged 2 SP:Iteration 21Q (1232.115048 sec): 3 clusters Score: Raw -2576580.181354 + Penalty 3228.318939 = -2573351.862414 nChanged 2 SP:Iteration 22Q (1232.151096 sec): 3 clusters Score: Raw -2576582.759743 + Penalty 3228.318939 = -2573354.440804 nChanged 2 SP:Iteration 23Q (1232.191004 sec): 3 clusters Score: Raw -2576584.776587 + Penalty 3228.318939 = -2573356.457648 nChanged 1 SP:Iteration 24Q (1232.231660 sec): 3 clusters Score: Raw -2576585.151650 + Penalty 3228.318939 = -2573356.832711 nChanged 0 SP:Iteration 25F (1232.275412 sec): 3 clusters Score: Raw -2576585.151650 + Penalty 3228.318939 = -2573356.832711 nChanged 0 Trying to split cluster 22 (55181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1232.360174 sec): 2 clusters Score: Raw -6895079.905469 + Penalty 1774.235770 = -6893305.669699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1232.470567 sec): 3 clusters Score: Raw -6859969.431072 + Penalty 3548.471540 = -6856420.959531 nChanged 26032 SP:Iteration 1F (1232.568219 sec): 3 clusters Score: Raw -6875055.083125 + Penalty 3548.471540 = -6871506.611584 nChanged 2233 SP:Iteration 2Q (1232.676850 sec): 3 clusters Score: Raw -6875754.518188 + Penalty 3548.471540 = -6872206.046648 nChanged 2316 SP:Iteration 3Q (1232.787405 sec): 3 clusters Score: Raw -6876617.445274 + Penalty 3548.471540 = -6873068.973734 nChanged 2599 SP:Iteration 4Q (1232.908232 sec): 3 clusters Score: Raw -6877811.768702 + Penalty 3548.471540 = -6874263.297162 nChanged 3045 SP:Iteration 5F (1233.003306 sec): 3 clusters Score: Raw -6879554.261276 + Penalty 3548.471540 = -6876005.789736 nChanged 3514 SP:Iteration 6F (1233.119080 sec): 3 clusters Score: Raw -6882029.605576 + Penalty 3548.471540 = -6878481.134036 nChanged 3774 SP:Iteration 7F (1233.215383 sec): 3 clusters Score: Raw -6884962.242300 + Penalty 3548.471540 = -6881413.770760 nChanged 3516 SP:Iteration 8F (1233.309906 sec): 3 clusters Score: Raw -6887776.263914 + Penalty 3548.471540 = -6884227.792374 nChanged 2842 SP:Iteration 9F (1233.405379 sec): 3 clusters Score: Raw -6890068.720702 + Penalty 3548.471540 = -6886520.249162 nChanged 2291 SP:Iteration 10Q (1233.498536 sec): 3 clusters Score: Raw -6892024.003751 + Penalty 3548.471540 = -6888475.532211 nChanged 1633 SP:Iteration 11Q (1233.588469 sec): 3 clusters Score: Raw -6893414.404744 + Penalty 3548.471540 = -6889865.933203 nChanged 1003 SP:Iteration 12Q (1233.672944 sec): 3 clusters Score: Raw -6894232.195676 + Penalty 3548.471540 = -6890683.724136 nChanged 577 SP:Iteration 13Q (1233.754548 sec): 3 clusters Score: Raw -6894707.240695 + Penalty 3548.471540 = -6891158.769155 nChanged 345 SP:Iteration 14Q (1233.833880 sec): 3 clusters Score: Raw -6894950.480208 + Penalty 3548.471540 = -6891402.008668 nChanged 197 SP:Iteration 15Q (1233.913384 sec): 3 clusters Score: Raw -6895084.285245 + Penalty 3548.471540 = -6891535.813704 nChanged 117 SP:Iteration 16Q (1233.992200 sec): 3 clusters Score: Raw -6895157.203267 + Penalty 3548.471540 = -6891608.731726 nChanged 80 SP:Iteration 17Q (1234.071494 sec): 3 clusters Score: Raw -6895210.927280 + Penalty 3548.471540 = -6891662.455740 nChanged 55 SP:Iteration 18Q (1234.148084 sec): 3 clusters Score: Raw -6895249.404518 + Penalty 3548.471540 = -6891700.932977 nChanged 52 SP:Iteration 19Q (1234.224391 sec): 3 clusters Score: Raw -6895285.807355 + Penalty 3548.471540 = -6891737.335815 nChanged 37 SP:Iteration 20F (1234.318071 sec): 3 clusters Score: Raw -6895307.736730 + Penalty 3548.471540 = -6891759.265190 nChanged 24 SP:Iteration 21Q (1234.393988 sec): 3 clusters Score: Raw -6895319.874635 + Penalty 3548.471540 = -6891771.403095 nChanged 22 SP:Iteration 22Q (1234.475378 sec): 3 clusters Score: Raw -6895331.606047 + Penalty 3548.471540 = -6891783.134507 nChanged 19 SP:Iteration 23Q (1234.560024 sec): 3 clusters Score: Raw -6895340.612180 + Penalty 3548.471540 = -6891792.140639 nChanged 15 SP:Iteration 24Q (1234.636463 sec): 3 clusters Score: Raw -6895346.873628 + Penalty 3548.471540 = -6891798.402087 nChanged 11 SP:Iteration 25Q (1234.712822 sec): 3 clusters Score: Raw -6895351.267503 + Penalty 3548.471540 = -6891802.795963 nChanged 10 SP:Iteration 26Q (1234.788901 sec): 3 clusters Score: Raw -6895355.532309 + Penalty 3548.471540 = -6891807.060769 nChanged 10 SP:Iteration 27Q (1234.864881 sec): 3 clusters Score: Raw -6895359.102348 + Penalty 3548.471540 = -6891810.630808 nChanged 5 SP:Iteration 28Q (1234.941459 sec): 3 clusters Score: Raw -6895360.353381 + Penalty 3548.471540 = -6891811.881841 nChanged 3 SP:Iteration 29Q (1235.018366 sec): 3 clusters Score: Raw -6895362.516246 + Penalty 3548.471540 = -6891814.044706 nChanged 4 SP:Iteration 30Q (1235.117330 sec): 3 clusters Score: Raw -6895364.471448 + Penalty 3548.471540 = -6891815.999908 nChanged 3 SP:Iteration 31Q (1235.202288 sec): 3 clusters Score: Raw -6895365.367409 + Penalty 3548.471540 = -6891816.895869 nChanged 3 SP:Iteration 32Q (1235.278183 sec): 3 clusters Score: Raw -6895366.256390 + Penalty 3548.471540 = -6891817.784850 nChanged 1 SP:Iteration 33Q (1235.354009 sec): 3 clusters Score: Raw -6895366.776747 + Penalty 3548.471540 = -6891818.305207 nChanged 1 SP:Iteration 34Q (1235.465031 sec): 3 clusters Score: Raw -6895366.905345 + Penalty 3548.471540 = -6891818.433805 nChanged 0 SP:Iteration 35F (1235.595442 sec): 3 clusters Score: Raw -6895366.905345 + Penalty 3548.471540 = -6891818.433805 nChanged 0 Time taken for this iteration:1233.565756 seconds. 20->23 Clusters: Score -39087988.962913, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 323374 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 1 (3599 points): Lose 397.327835 but Gain 2061.566784 Iteration 0F (1239.595327 sec): 20 clusters Score: Raw -37562397.521491 + Penalty 39169.768904 = -37523227.752587 nChanged 306030 Deleting Class 17 (1649 points): Lose 1548.197350 but Gain 2061.566784 Iteration 1F (1243.314121 sec): 19 clusters Score: Raw -38494993.971643 + Penalty 37108.202119 = -38457885.769524 nChanged 87995 Deleting Class 20 (1633 points): Lose 1785.947170 but Gain 2061.566784 Iteration 2F (1246.812442 sec): 18 clusters Score: Raw -38620079.727895 + Penalty 35046.635335 = -38585033.092561 nChanged 58782 Deleting Class 2 (595 points): Lose 1614.907856 but Gain 2061.566784 Iteration 3F (1250.107053 sec): 17 clusters Score: Raw -38708863.699482 + Penalty 32985.068550 = -38675878.630932 nChanged 39134 Iteration 4F (1253.229615 sec): 17 clusters Score: Raw -38772723.599068 + Penalty 32985.068550 = -38739738.530517 nChanged 25631 Iteration 5F (1256.333789 sec): 17 clusters Score: Raw -38810839.573987 + Penalty 32985.068550 = -38777854.505437 nChanged 19976 Iteration 6F (1259.458574 sec): 17 clusters Score: Raw -38834958.131318 + Penalty 32985.068550 = -38801973.062767 nChanged 16509 Iteration 7F (1262.585033 sec): 17 clusters Score: Raw -38852080.287250 + Penalty 32985.068550 = -38819095.218699 nChanged 14351 Iteration 8Q (1264.374643 sec): 17 clusters Score: Raw -38867477.841664 + Penalty 32985.068550 = -38834492.773113 nChanged 13418 Iteration 9Q (1266.094182 sec): 17 clusters Score: Raw -38881549.133030 + Penalty 32985.068550 = -38848564.064480 nChanged 13293 Iteration 10Q (1267.796839 sec): 17 clusters Score: Raw -38891169.315575 + Penalty 32985.068550 = -38858184.247025 nChanged 12607 Iteration 11Q (1269.481877 sec): 17 clusters Score: Raw -38898808.235820 + Penalty 32985.068550 = -38865823.167269 nChanged 12083 Iteration 12Q (1271.162144 sec): 17 clusters Score: Raw -38905684.084079 + Penalty 32985.068550 = -38872699.015528 nChanged 12378 Iteration 13Q (1272.899864 sec): 17 clusters Score: Raw -38912825.765573 + Penalty 32985.068550 = -38879840.697022 nChanged 12816 Iteration 14Q (1274.585078 sec): 17 clusters Score: Raw -38919953.566782 + Penalty 32985.068550 = -38886968.498231 nChanged 12714 Iteration 15Q (1276.296485 sec): 17 clusters Score: Raw -38926290.267729 + Penalty 32985.068550 = -38893305.199179 nChanged 12294 Iteration 16Q (1278.002310 sec): 17 clusters Score: Raw -38931869.745349 + Penalty 32985.068550 = -38898884.676799 nChanged 11764 Iteration 17Q (1279.678827 sec): 17 clusters Score: Raw -38936917.766036 + Penalty 32985.068550 = -38903932.697486 nChanged 11272 Iteration 18Q (1281.359647 sec): 17 clusters Score: Raw -38941885.668456 + Penalty 32985.068550 = -38908900.599906 nChanged 11373 Iteration 19Q (1283.044520 sec): 17 clusters Score: Raw -38946951.180615 + Penalty 32985.068550 = -38913966.112064 nChanged 11251 Writing temp clu file Because OldScore, -38908900.599906, is greater than current (better) Score,-38913966.112064 Compute initial score before splitting: Score: Raw -38946951.180615 + Penalty 32985.068550 = -38913966.112064 Trying to split cluster 3 (18844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1283.141596 sec): 2 clusters Score: Raw -2356861.348632 + Penalty 1599.641849 = -2355261.706783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1283.185950 sec): 3 clusters Score: Raw -2345516.812207 + Penalty 3199.283698 = -2342317.528509 nChanged 8542 SP:Iteration 1F (1283.228746 sec): 3 clusters Score: Raw -2350496.313695 + Penalty 3199.283698 = -2347297.029997 nChanged 1334 SP:Iteration 2F (1283.271288 sec): 3 clusters Score: Raw -2351787.828438 + Penalty 3199.283698 = -2348588.544740 nChanged 1703 SP:Iteration 3F (1283.314047 sec): 3 clusters Score: Raw -2353632.142843 + Penalty 3199.283698 = -2350432.859145 nChanged 1916 SP:Iteration 4F (1283.356547 sec): 3 clusters Score: Raw -2355596.524044 + Penalty 3199.283698 = -2352397.240346 nChanged 1766 SP:Iteration 5F (1283.398873 sec): 3 clusters Score: Raw -2357224.455374 + Penalty 3199.283698 = -2354025.171676 nChanged 1193 SP:Iteration 6F (1283.446706 sec): 3 clusters Score: Raw -2358208.645406 + Penalty 3199.283698 = -2355009.361708 nChanged 720 SP:Iteration 7Q (1283.488893 sec): 3 clusters Score: Raw -2358742.764862 + Penalty 3199.283698 = -2355543.481164 nChanged 446 SP:Iteration 8Q (1283.531605 sec): 3 clusters Score: Raw -2358971.424730 + Penalty 3199.283698 = -2355772.141032 nChanged 302 SP:Iteration 9Q (1283.573399 sec): 3 clusters Score: Raw -2359093.299082 + Penalty 3199.283698 = -2355894.015384 nChanged 223 SP:Iteration 10Q (1283.614734 sec): 3 clusters Score: Raw -2359158.752124 + Penalty 3199.283698 = -2355959.468426 nChanged 147 SP:Iteration 11Q (1283.656045 sec): 3 clusters Score: Raw -2359195.869212 + Penalty 3199.283698 = -2355996.585514 nChanged 118 SP:Iteration 12Q (1283.721339 sec): 3 clusters Score: Raw -2359226.625908 + Penalty 3199.283698 = -2356027.342210 nChanged 112 SP:Iteration 13Q (1283.774672 sec): 3 clusters Score: Raw -2359259.557103 + Penalty 3199.283698 = -2356060.273405 nChanged 120 SP:Iteration 14Q (1283.815249 sec): 3 clusters Score: Raw -2359290.879840 + Penalty 3199.283698 = -2356091.596142 nChanged 84 SP:Iteration 15Q (1283.855830 sec): 3 clusters Score: Raw -2359308.811930 + Penalty 3199.283698 = -2356109.528232 nChanged 75 SP:Iteration 16Q (1283.904543 sec): 3 clusters Score: Raw -2359324.673002 + Penalty 3199.283698 = -2356125.389304 nChanged 68 SP:Iteration 17Q (1283.944418 sec): 3 clusters Score: Raw -2359336.693471 + Penalty 3199.283698 = -2356137.409773 nChanged 60 SP:Iteration 18Q (1283.984442 sec): 3 clusters Score: Raw -2359346.814615 + Penalty 3199.283698 = -2356147.530917 nChanged 57 SP:Iteration 19Q (1284.024772 sec): 3 clusters Score: Raw -2359356.761345 + Penalty 3199.283698 = -2356157.477647 nChanged 50 SP:Iteration 20F (1284.067162 sec): 3 clusters Score: Raw -2359365.628163 + Penalty 3199.283698 = -2356166.344465 nChanged 45 SP:Iteration 21Q (1284.116119 sec): 3 clusters Score: Raw -2359374.393279 + Penalty 3199.283698 = -2356175.109581 nChanged 40 SP:Iteration 22Q (1284.165624 sec): 3 clusters Score: Raw -2359380.182610 + Penalty 3199.283698 = -2356180.898912 nChanged 28 SP:Iteration 23Q (1284.205497 sec): 3 clusters Score: Raw -2359384.600212 + Penalty 3199.283698 = -2356185.316515 nChanged 22 SP:Iteration 24Q (1284.245083 sec): 3 clusters Score: Raw -2359387.575236 + Penalty 3199.283698 = -2356188.291538 nChanged 18 SP:Iteration 25Q (1284.284885 sec): 3 clusters Score: Raw -2359389.413568 + Penalty 3199.283698 = -2356190.129870 nChanged 17 SP:Iteration 26Q (1284.325330 sec): 3 clusters Score: Raw -2359391.188580 + Penalty 3199.283698 = -2356191.904882 nChanged 12 SP:Iteration 27Q (1284.369416 sec): 3 clusters Score: Raw -2359392.565868 + Penalty 3199.283698 = -2356193.282170 nChanged 12 SP:Iteration 28Q (1284.408709 sec): 3 clusters Score: Raw -2359393.794088 + Penalty 3199.283698 = -2356194.510390 nChanged 14 SP:Iteration 29Q (1284.448235 sec): 3 clusters Score: Raw -2359395.058711 + Penalty 3199.283698 = -2356195.775013 nChanged 12 SP:Iteration 30Q (1284.487589 sec): 3 clusters Score: Raw -2359396.178443 + Penalty 3199.283698 = -2356196.894745 nChanged 16 SP:Iteration 31Q (1284.526857 sec): 3 clusters Score: Raw -2359398.139423 + Penalty 3199.283698 = -2356198.855725 nChanged 13 SP:Iteration 32Q (1284.566544 sec): 3 clusters Score: Raw -2359399.735768 + Penalty 3199.283698 = -2356200.452070 nChanged 16 SP:Iteration 33Q (1284.614888 sec): 3 clusters Score: Raw -2359401.236054 + Penalty 3199.283698 = -2356201.952356 nChanged 14 SP:Iteration 34Q (1284.654123 sec): 3 clusters Score: Raw -2359403.108873 + Penalty 3199.283698 = -2356203.825175 nChanged 15 SP:Iteration 35Q (1284.693281 sec): 3 clusters Score: Raw -2359404.580339 + Penalty 3199.283698 = -2356205.296642 nChanged 13 SP:Iteration 36Q (1284.732578 sec): 3 clusters Score: Raw -2359406.600132 + Penalty 3199.283698 = -2356207.316434 nChanged 15 SP:Iteration 37Q (1284.776170 sec): 3 clusters Score: Raw -2359408.329108 + Penalty 3199.283698 = -2356209.045410 nChanged 13 SP:Iteration 38Q (1284.816882 sec): 3 clusters Score: Raw -2359409.619662 + Penalty 3199.283698 = -2356210.335964 nChanged 10 SP:Iteration 39Q (1284.855761 sec): 3 clusters Score: Raw -2359410.836283 + Penalty 3199.283698 = -2356211.552585 nChanged 9 SP:Iteration 40F (1284.898124 sec): 3 clusters Score: Raw -2359411.500755 + Penalty 3199.283698 = -2356212.217057 nChanged 9 SP:Iteration 41Q (1284.944405 sec): 3 clusters Score: Raw -2359412.323527 + Penalty 3199.283698 = -2356213.039829 nChanged 5 SP:Iteration 42Q (1284.996979 sec): 3 clusters Score: Raw -2359412.673853 + Penalty 3199.283698 = -2356213.390155 nChanged 5 SP:Iteration 43Q (1285.045638 sec): 3 clusters Score: Raw -2359413.049311 + Penalty 3199.283698 = -2356213.765613 nChanged 7 SP:Iteration 44Q (1285.084573 sec): 3 clusters Score: Raw -2359413.579311 + Penalty 3199.283698 = -2356214.295613 nChanged 5 SP:Iteration 45Q (1285.123657 sec): 3 clusters Score: Raw -2359413.937734 + Penalty 3199.283698 = -2356214.654036 nChanged 5 SP:Iteration 46Q (1285.162665 sec): 3 clusters Score: Raw -2359414.454969 + Penalty 3199.283698 = -2356215.171271 nChanged 4 SP:Iteration 47Q (1285.201652 sec): 3 clusters Score: Raw -2359414.695258 + Penalty 3199.283698 = -2356215.411560 nChanged 4 SP:Iteration 48Q (1285.240729 sec): 3 clusters Score: Raw -2359415.127944 + Penalty 3199.283698 = -2356215.844246 nChanged 4 SP:Iteration 49Q (1285.291982 sec): 3 clusters Score: Raw -2359415.526853 + Penalty 3199.283698 = -2356216.243155 nChanged 2 SP:Iteration 50Q (1285.369383 sec): 3 clusters Score: Raw -2359415.707377 + Penalty 3199.283698 = -2356216.423679 nChanged 1 SP:Iteration 51Q (1285.451291 sec): 3 clusters Score: Raw -2359415.746525 + Penalty 3199.283698 = -2356216.462827 nChanged 0 SP:Iteration 52F (1285.538452 sec): 3 clusters Score: Raw -2359415.746525 + Penalty 3199.283698 = -2356216.462827 nChanged 0 Score: Raw -38951857.791779 + Penalty 35046.635335 = -38916811.156444 Splitting cluster 3 changes total score from -38913966.112064 to -38916811.156444 So it's getting split into cluster 1. Trying to split cluster 4 (1230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1289.230208 sec): 2 clusters Score: Raw -146611.953063 + Penalty 1156.150035 = -145455.803028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1289.237146 sec): 3 clusters Score: Raw -146219.433476 + Penalty 2312.300071 = -143907.133405 nChanged 380 SP:Iteration 1F (1289.243541 sec): 3 clusters Score: Raw -146571.920503 + Penalty 2312.300071 = -144259.620432 nChanged 83 SP:Iteration 2F (1289.249986 sec): 3 clusters Score: Raw -146655.119839 + Penalty 2312.300071 = -144342.819768 nChanged 57 SP:Iteration 3Q (1289.256383 sec): 3 clusters Score: Raw -146708.584034 + Penalty 2312.300071 = -144396.283963 nChanged 29 SP:Iteration 4Q (1289.262754 sec): 3 clusters Score: Raw -146735.948741 + Penalty 2312.300071 = -144423.648670 nChanged 29 SP:Iteration 5Q (1289.269060 sec): 3 clusters Score: Raw -146762.489569 + Penalty 2312.300071 = -144450.189498 nChanged 29 SP:Iteration 6Q (1289.275346 sec): 3 clusters Score: Raw -146797.362263 + Penalty 2312.300071 = -144485.062193 nChanged 26 SP:Iteration 7Q (1289.281662 sec): 3 clusters Score: Raw -146833.554672 + Penalty 2312.300071 = -144521.254601 nChanged 26 SP:Iteration 8Q (1289.287991 sec): 3 clusters Score: Raw -146860.291075 + Penalty 2312.300071 = -144547.991004 nChanged 16 SP:Iteration 9Q (1289.294250 sec): 3 clusters Score: Raw -146877.556604 + Penalty 2312.300071 = -144565.256533 nChanged 13 SP:Iteration 10Q (1289.300488 sec): 3 clusters Score: Raw -146891.505598 + Penalty 2312.300071 = -144579.205527 nChanged 14 SP:Iteration 11Q (1289.306773 sec): 3 clusters Score: Raw -146905.312020 + Penalty 2312.300071 = -144593.011950 nChanged 11 SP:Iteration 12Q (1289.313023 sec): 3 clusters Score: Raw -146916.166095 + Penalty 2312.300071 = -144603.866024 nChanged 7 SP:Iteration 13Q (1289.319241 sec): 3 clusters Score: Raw -146924.688562 + Penalty 2312.300071 = -144612.388491 nChanged 10 SP:Iteration 14Q (1289.325481 sec): 3 clusters Score: Raw -146937.345487 + Penalty 2312.300071 = -144625.045416 nChanged 10 SP:Iteration 15Q (1289.331668 sec): 3 clusters Score: Raw -146947.212328 + Penalty 2312.300071 = -144634.912257 nChanged 11 SP:Iteration 16Q (1289.337845 sec): 3 clusters Score: Raw -146956.704028 + Penalty 2312.300071 = -144644.403957 nChanged 9 SP:Iteration 17Q (1289.344040 sec): 3 clusters Score: Raw -146965.004743 + Penalty 2312.300071 = -144652.704672 nChanged 8 SP:Iteration 18Q (1289.350391 sec): 3 clusters Score: Raw -146975.947441 + Penalty 2312.300071 = -144663.647370 nChanged 8 SP:Iteration 19Q (1289.362337 sec): 3 clusters Score: Raw -146985.282210 + Penalty 2312.300071 = -144672.982139 nChanged 6 SP:Iteration 20F (1289.368649 sec): 3 clusters Score: Raw -146991.560650 + Penalty 2312.300071 = -144679.260579 nChanged 4 SP:Iteration 21Q (1289.383724 sec): 3 clusters Score: Raw -146995.357490 + Penalty 2312.300071 = -144683.057420 nChanged 4 SP:Iteration 22Q (1289.390001 sec): 3 clusters Score: Raw -146999.531843 + Penalty 2312.300071 = -144687.231773 nChanged 4 SP:Iteration 23Q (1289.433025 sec): 3 clusters Score: Raw -147002.115892 + Penalty 2312.300071 = -144689.815821 nChanged 0 SP:Iteration 24F (1289.480138 sec): 3 clusters Score: Raw -147002.115892 + Penalty 2312.300071 = -144689.815821 nChanged 0 Trying to split cluster 5 (931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1289.504364 sec): 2 clusters Score: Raw -106770.863155 + Penalty 1110.892133 = -105659.971023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1289.509752 sec): 3 clusters Score: Raw -106487.291890 + Penalty 2221.784265 = -104265.507625 nChanged 277 SP:Iteration 1F (1289.514765 sec): 3 clusters Score: Raw -106745.314062 + Penalty 2221.784265 = -104523.529797 nChanged 66 SP:Iteration 2F (1289.526937 sec): 3 clusters Score: Raw -106831.592767 + Penalty 2221.784265 = -104609.808502 nChanged 48 SP:Iteration 3F (1289.531990 sec): 3 clusters Score: Raw -106915.617749 + Penalty 2221.784265 = -104693.833484 nChanged 35 SP:Iteration 4Q (1289.547335 sec): 3 clusters Score: Raw -106992.925668 + Penalty 2221.784265 = -104771.141403 nChanged 36 SP:Iteration 5Q (1289.552334 sec): 3 clusters Score: Raw -107074.105460 + Penalty 2221.784265 = -104852.321195 nChanged 45 SP:Iteration 6Q (1289.557285 sec): 3 clusters Score: Raw -107157.326756 + Penalty 2221.784265 = -104935.542491 nChanged 30 SP:Iteration 7Q (1289.569671 sec): 3 clusters Score: Raw -107200.198564 + Penalty 2221.784265 = -104978.414299 nChanged 28 SP:Iteration 8Q (1289.574528 sec): 3 clusters Score: Raw -107233.197189 + Penalty 2221.784265 = -105011.412924 nChanged 15 SP:Iteration 9Q (1289.591445 sec): 3 clusters Score: Raw -107250.866171 + Penalty 2221.784265 = -105029.081906 nChanged 11 SP:Iteration 10Q (1289.636282 sec): 3 clusters Score: Raw -107263.653426 + Penalty 2221.784265 = -105041.869161 nChanged 8 SP:Iteration 11Q (1289.660904 sec): 3 clusters Score: Raw -107278.111940 + Penalty 2221.784265 = -105056.327675 nChanged 6 SP:Iteration 12Q (1289.665800 sec): 3 clusters Score: Raw -107287.320581 + Penalty 2221.784265 = -105065.536315 nChanged 5 SP:Iteration 13Q (1289.713135 sec): 3 clusters Score: Raw -107293.623054 + Penalty 2221.784265 = -105071.838789 nChanged 3 SP:Iteration 14Q (1289.725404 sec): 3 clusters Score: Raw -107297.190801 + Penalty 2221.784265 = -105075.406535 nChanged 3 SP:Iteration 15Q (1289.730312 sec): 3 clusters Score: Raw -107300.083547 + Penalty 2221.784265 = -105078.299282 nChanged 1 SP:Iteration 16Q (1289.735181 sec): 3 clusters Score: Raw -107301.073459 + Penalty 2221.784265 = -105079.289194 nChanged 0 SP:Iteration 17F (1289.748502 sec): 3 clusters Score: Raw -107301.073459 + Penalty 2221.784265 = -105079.289194 nChanged 0 Trying to split cluster 6 (7312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1289.770712 sec): 2 clusters Score: Raw -883909.559911 + Penalty 1445.806718 = -882463.753193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1289.798976 sec): 3 clusters Score: Raw -879927.645768 + Penalty 2891.613437 = -877036.032331 nChanged 3002 SP:Iteration 1F (1289.822717 sec): 3 clusters Score: Raw -881643.834408 + Penalty 2891.613437 = -878752.220971 nChanged 506 SP:Iteration 2F (1289.854394 sec): 3 clusters Score: Raw -881918.608174 + Penalty 2891.613437 = -879026.994737 nChanged 431 SP:Iteration 3F (1289.888021 sec): 3 clusters Score: Raw -882144.502252 + Penalty 2891.613437 = -879252.888815 nChanged 364 SP:Iteration 4Q (1289.921267 sec): 3 clusters Score: Raw -882357.114839 + Penalty 2891.613437 = -879465.501402 nChanged 369 SP:Iteration 5F (1289.954555 sec): 3 clusters Score: Raw -882603.751978 + Penalty 2891.613437 = -879712.138542 nChanged 352 SP:Iteration 6Q (1289.978502 sec): 3 clusters Score: Raw -882818.397485 + Penalty 2891.613437 = -879926.784049 nChanged 319 SP:Iteration 7Q (1290.002684 sec): 3 clusters Score: Raw -883019.838969 + Penalty 2891.613437 = -880128.225532 nChanged 314 SP:Iteration 8Q (1290.027829 sec): 3 clusters Score: Raw -883234.786186 + Penalty 2891.613437 = -880343.172750 nChanged 302 SP:Iteration 9Q (1290.051603 sec): 3 clusters Score: Raw -883417.868311 + Penalty 2891.613437 = -880526.254874 nChanged 243 SP:Iteration 10Q (1290.075279 sec): 3 clusters Score: Raw -883538.035061 + Penalty 2891.613437 = -880646.421624 nChanged 189 SP:Iteration 11Q (1290.119103 sec): 3 clusters Score: Raw -883612.612924 + Penalty 2891.613437 = -880720.999487 nChanged 131 SP:Iteration 12Q (1290.142790 sec): 3 clusters Score: Raw -883658.433948 + Penalty 2891.613437 = -880766.820511 nChanged 93 SP:Iteration 13Q (1290.192195 sec): 3 clusters Score: Raw -883688.982099 + Penalty 2891.613437 = -880797.368662 nChanged 75 SP:Iteration 14Q (1290.245184 sec): 3 clusters Score: Raw -883709.521297 + Penalty 2891.613437 = -880817.907860 nChanged 60 SP:Iteration 15Q (1290.268804 sec): 3 clusters Score: Raw -883725.577273 + Penalty 2891.613437 = -880833.963836 nChanged 47 SP:Iteration 16Q (1290.292349 sec): 3 clusters Score: Raw -883737.957130 + Penalty 2891.613437 = -880846.343693 nChanged 38 SP:Iteration 17Q (1290.315707 sec): 3 clusters Score: Raw -883745.700578 + Penalty 2891.613437 = -880854.087141 nChanged 48 SP:Iteration 18Q (1290.339250 sec): 3 clusters Score: Raw -883756.282576 + Penalty 2891.613437 = -880864.669139 nChanged 41 SP:Iteration 19Q (1290.362777 sec): 3 clusters Score: Raw -883765.516669 + Penalty 2891.613437 = -880873.903232 nChanged 33 SP:Iteration 20F (1290.386669 sec): 3 clusters Score: Raw -883772.399439 + Penalty 2891.613437 = -880880.786003 nChanged 36 SP:Iteration 21Q (1290.437767 sec): 3 clusters Score: Raw -883779.067144 + Penalty 2891.613437 = -880887.453707 nChanged 25 SP:Iteration 22Q (1290.496618 sec): 3 clusters Score: Raw -883784.714688 + Penalty 2891.613437 = -880893.101251 nChanged 30 SP:Iteration 23Q (1290.525180 sec): 3 clusters Score: Raw -883792.517617 + Penalty 2891.613437 = -880900.904180 nChanged 35 SP:Iteration 24Q (1290.548480 sec): 3 clusters Score: Raw -883800.665608 + Penalty 2891.613437 = -880909.052171 nChanged 33 SP:Iteration 25Q (1290.609434 sec): 3 clusters Score: Raw -883807.311434 + Penalty 2891.613437 = -880915.697997 nChanged 31 SP:Iteration 26Q (1290.633578 sec): 3 clusters Score: Raw -883815.188465 + Penalty 2891.613437 = -880923.575029 nChanged 38 SP:Iteration 27Q (1290.657236 sec): 3 clusters Score: Raw -883824.707812 + Penalty 2891.613437 = -880933.094375 nChanged 38 SP:Iteration 28Q (1290.694629 sec): 3 clusters Score: Raw -883832.592427 + Penalty 2891.613437 = -880940.978991 nChanged 36 SP:Iteration 29Q (1290.718174 sec): 3 clusters Score: Raw -883839.421243 + Penalty 2891.613437 = -880947.807806 nChanged 28 SP:Iteration 30Q (1290.741700 sec): 3 clusters Score: Raw -883844.543762 + Penalty 2891.613437 = -880952.930325 nChanged 28 SP:Iteration 31Q (1290.765133 sec): 3 clusters Score: Raw -883850.071620 + Penalty 2891.613437 = -880958.458184 nChanged 25 SP:Iteration 32Q (1290.788670 sec): 3 clusters Score: Raw -883853.803675 + Penalty 2891.613437 = -880962.190238 nChanged 18 SP:Iteration 33Q (1290.819823 sec): 3 clusters Score: Raw -883856.914730 + Penalty 2891.613437 = -880965.301293 nChanged 13 SP:Iteration 34Q (1290.843098 sec): 3 clusters Score: Raw -883858.993555 + Penalty 2891.613437 = -880967.380119 nChanged 13 SP:Iteration 35Q (1290.884923 sec): 3 clusters Score: Raw -883861.356576 + Penalty 2891.613437 = -880969.743139 nChanged 15 SP:Iteration 36Q (1290.907881 sec): 3 clusters Score: Raw -883863.484731 + Penalty 2891.613437 = -880971.871294 nChanged 10 SP:Iteration 37Q (1290.942206 sec): 3 clusters Score: Raw -883865.399204 + Penalty 2891.613437 = -880973.785767 nChanged 14 SP:Iteration 38Q (1290.967697 sec): 3 clusters Score: Raw -883867.537518 + Penalty 2891.613437 = -880975.924081 nChanged 16 SP:Iteration 39Q (1290.990920 sec): 3 clusters Score: Raw -883870.563300 + Penalty 2891.613437 = -880978.949863 nChanged 16 SP:Iteration 40F (1291.018170 sec): 3 clusters Score: Raw -883873.233534 + Penalty 2891.613437 = -880981.620097 nChanged 19 SP:Iteration 41Q (1291.041504 sec): 3 clusters Score: Raw -883875.908908 + Penalty 2891.613437 = -880984.295471 nChanged 17 SP:Iteration 42Q (1291.064982 sec): 3 clusters Score: Raw -883879.046523 + Penalty 2891.613437 = -880987.433086 nChanged 15 SP:Iteration 43Q (1291.123106 sec): 3 clusters Score: Raw -883882.204380 + Penalty 2891.613437 = -880990.590943 nChanged 18 SP:Iteration 44Q (1291.145817 sec): 3 clusters Score: Raw -883885.330955 + Penalty 2891.613437 = -880993.717518 nChanged 20 SP:Iteration 45Q (1291.169081 sec): 3 clusters Score: Raw -883889.035794 + Penalty 2891.613437 = -880997.422357 nChanged 21 SP:Iteration 46Q (1291.192588 sec): 3 clusters Score: Raw -883895.246277 + Penalty 2891.613437 = -881003.632840 nChanged 28 SP:Iteration 47Q (1291.221587 sec): 3 clusters Score: Raw -883904.654134 + Penalty 2891.613437 = -881013.040697 nChanged 39 SP:Iteration 48Q (1291.251916 sec): 3 clusters Score: Raw -883915.062216 + Penalty 2891.613437 = -881023.448779 nChanged 43 SP:Iteration 49Q (1291.275293 sec): 3 clusters Score: Raw -883924.934651 + Penalty 2891.613437 = -881033.321214 nChanged 40 SP:Iteration 50Q (1291.298935 sec): 3 clusters Score: Raw -883936.882920 + Penalty 2891.613437 = -881045.269483 nChanged 40 SP:Iteration 51Q (1291.327484 sec): 3 clusters Score: Raw -883948.008824 + Penalty 2891.613437 = -881056.395387 nChanged 40 SP:Iteration 52Q (1291.353042 sec): 3 clusters Score: Raw -883959.629620 + Penalty 2891.613437 = -881068.016183 nChanged 40 SP:Iteration 53Q (1291.384147 sec): 3 clusters Score: Raw -883971.450961 + Penalty 2891.613437 = -881079.837524 nChanged 45 SP:Iteration 54Q (1291.407515 sec): 3 clusters Score: Raw -883984.995404 + Penalty 2891.613437 = -881093.381967 nChanged 47 SP:Iteration 55Q (1291.430842 sec): 3 clusters Score: Raw -883996.896691 + Penalty 2891.613437 = -881105.283254 nChanged 46 SP:Iteration 56Q (1291.454079 sec): 3 clusters Score: Raw -884008.415954 + Penalty 2891.613437 = -881116.802517 nChanged 35 SP:Iteration 57Q (1291.477231 sec): 3 clusters Score: Raw -884017.424771 + Penalty 2891.613437 = -881125.811334 nChanged 31 SP:Iteration 58Q (1291.500613 sec): 3 clusters Score: Raw -884024.740446 + Penalty 2891.613437 = -881133.127009 nChanged 35 SP:Iteration 59Q (1291.526216 sec): 3 clusters Score: Raw -884035.654172 + Penalty 2891.613437 = -881144.040735 nChanged 47 SP:Iteration 60F (1291.550250 sec): 3 clusters Score: Raw -884048.639792 + Penalty 2891.613437 = -881157.026356 nChanged 39 SP:Iteration 61Q (1291.573528 sec): 3 clusters Score: Raw -884059.386433 + Penalty 2891.613437 = -881167.772996 nChanged 38 SP:Iteration 62Q (1291.596786 sec): 3 clusters Score: Raw -884068.435570 + Penalty 2891.613437 = -881176.822133 nChanged 39 SP:Iteration 63Q (1291.620095 sec): 3 clusters Score: Raw -884078.385417 + Penalty 2891.613437 = -881186.771980 nChanged 35 SP:Iteration 64Q (1291.643484 sec): 3 clusters Score: Raw -884087.040872 + Penalty 2891.613437 = -881195.427435 nChanged 41 SP:Iteration 65Q (1291.666809 sec): 3 clusters Score: Raw -884095.807559 + Penalty 2891.613437 = -881204.194122 nChanged 30 SP:Iteration 66Q (1291.690010 sec): 3 clusters Score: Raw -884103.407473 + Penalty 2891.613437 = -881211.794036 nChanged 37 SP:Iteration 67Q (1291.719114 sec): 3 clusters Score: Raw -884111.046206 + Penalty 2891.613437 = -881219.432769 nChanged 24 SP:Iteration 68Q (1291.742405 sec): 3 clusters Score: Raw -884115.634838 + Penalty 2891.613437 = -881224.021401 nChanged 23 SP:Iteration 69Q (1291.765776 sec): 3 clusters Score: Raw -884119.968513 + Penalty 2891.613437 = -881228.355076 nChanged 21 SP:Iteration 70Q (1291.793899 sec): 3 clusters Score: Raw -884123.914200 + Penalty 2891.613437 = -881232.300763 nChanged 19 SP:Iteration 71Q (1291.816983 sec): 3 clusters Score: Raw -884128.214438 + Penalty 2891.613437 = -881236.601001 nChanged 22 SP:Iteration 72Q (1291.843466 sec): 3 clusters Score: Raw -884134.071126 + Penalty 2891.613437 = -881242.457690 nChanged 34 SP:Iteration 73Q (1291.866577 sec): 3 clusters Score: Raw -884142.384346 + Penalty 2891.613437 = -881250.770910 nChanged 34 SP:Iteration 74Q (1291.889742 sec): 3 clusters Score: Raw -884150.932967 + Penalty 2891.613437 = -881259.319531 nChanged 30 SP:Iteration 75Q (1291.912959 sec): 3 clusters Score: Raw -884157.892342 + Penalty 2891.613437 = -881266.278906 nChanged 38 SP:Iteration 76Q (1291.936147 sec): 3 clusters Score: Raw -884168.661366 + Penalty 2891.613437 = -881277.047930 nChanged 49 SP:Iteration 77Q (1291.961363 sec): 3 clusters Score: Raw -884185.101352 + Penalty 2891.613437 = -881293.487915 nChanged 56 SP:Iteration 78Q (1292.004654 sec): 3 clusters Score: Raw -884202.152748 + Penalty 2891.613437 = -881310.539311 nChanged 42 SP:Iteration 79Q (1292.027887 sec): 3 clusters Score: Raw -884211.144108 + Penalty 2891.613437 = -881319.530671 nChanged 30 SP:Iteration 80F (1292.065987 sec): 3 clusters Score: Raw -884217.738697 + Penalty 2891.613437 = -881326.125260 nChanged 32 SP:Iteration 81Q (1292.098582 sec): 3 clusters Score: Raw -884226.722199 + Penalty 2891.613437 = -881335.108763 nChanged 42 SP:Iteration 82Q (1292.121489 sec): 3 clusters Score: Raw -884238.107539 + Penalty 2891.613437 = -881346.494103 nChanged 35 SP:Iteration 83Q (1292.147585 sec): 3 clusters Score: Raw -884247.115775 + Penalty 2891.613437 = -881355.502338 nChanged 34 SP:Iteration 84Q (1292.170664 sec): 3 clusters Score: Raw -884256.195366 + Penalty 2891.613437 = -881364.581930 nChanged 42 SP:Iteration 85Q (1292.193745 sec): 3 clusters Score: Raw -884269.063632 + Penalty 2891.613437 = -881377.450195 nChanged 42 SP:Iteration 86Q (1292.216747 sec): 3 clusters Score: Raw -884279.183596 + Penalty 2891.613437 = -881387.570160 nChanged 35 SP:Iteration 87Q (1292.244275 sec): 3 clusters Score: Raw -884288.114424 + Penalty 2891.613437 = -881396.500988 nChanged 42 SP:Iteration 88Q (1292.267566 sec): 3 clusters Score: Raw -884300.206869 + Penalty 2891.613437 = -881408.593432 nChanged 32 SP:Iteration 89Q (1292.312612 sec): 3 clusters Score: Raw -884308.630257 + Penalty 2891.613437 = -881417.016820 nChanged 35 SP:Iteration 90Q (1292.337894 sec): 3 clusters Score: Raw -884320.290360 + Penalty 2891.613437 = -881428.676923 nChanged 42 SP:Iteration 91Q (1292.360806 sec): 3 clusters Score: Raw -884334.499184 + Penalty 2891.613437 = -881442.885748 nChanged 41 SP:Iteration 92Q (1292.383730 sec): 3 clusters Score: Raw -884347.106600 + Penalty 2891.613437 = -881455.493163 nChanged 39 SP:Iteration 93Q (1292.406670 sec): 3 clusters Score: Raw -884360.194182 + Penalty 2891.613437 = -881468.580745 nChanged 35 SP:Iteration 94Q (1292.429525 sec): 3 clusters Score: Raw -884374.160563 + Penalty 2891.613437 = -881482.547126 nChanged 42 SP:Iteration 95Q (1292.452379 sec): 3 clusters Score: Raw -884387.290915 + Penalty 2891.613437 = -881495.677478 nChanged 28 SP:Iteration 96Q (1292.475132 sec): 3 clusters Score: Raw -884396.642343 + Penalty 2891.613437 = -881505.028906 nChanged 24 SP:Iteration 97Q (1292.497962 sec): 3 clusters Score: Raw -884403.840256 + Penalty 2891.613437 = -881512.226820 nChanged 20 SP:Iteration 98Q (1292.520756 sec): 3 clusters Score: Raw -884410.113999 + Penalty 2891.613437 = -881518.500562 nChanged 18 SP:Iteration 99Q (1292.543433 sec): 3 clusters Score: Raw -884417.315812 + Penalty 2891.613437 = -881525.702376 nChanged 24 SP:Iteration 100F (1292.567224 sec): 3 clusters Score: Raw -884423.678941 + Penalty 2891.613437 = -881532.065504 nChanged 22 SP:Iteration 101Q (1292.589941 sec): 3 clusters Score: Raw -884429.014965 + Penalty 2891.613437 = -881537.401529 nChanged 25 SP:Iteration 102Q (1292.612781 sec): 3 clusters Score: Raw -884434.439391 + Penalty 2891.613437 = -881542.825954 nChanged 15 SP:Iteration 103Q (1292.635559 sec): 3 clusters Score: Raw -884437.636757 + Penalty 2891.613437 = -881546.023320 nChanged 12 SP:Iteration 104Q (1292.658405 sec): 3 clusters Score: Raw -884439.675462 + Penalty 2891.613437 = -881548.062025 nChanged 6 SP:Iteration 105Q (1292.681135 sec): 3 clusters Score: Raw -884440.706423 + Penalty 2891.613437 = -881549.092986 nChanged 5 SP:Iteration 106Q (1292.703830 sec): 3 clusters Score: Raw -884441.380193 + Penalty 2891.613437 = -881549.766756 nChanged 6 SP:Iteration 107Q (1292.726472 sec): 3 clusters Score: Raw -884442.362075 + Penalty 2891.613437 = -881550.748639 nChanged 5 SP:Iteration 108Q (1292.749090 sec): 3 clusters Score: Raw -884442.767704 + Penalty 2891.613437 = -881551.154267 nChanged 1 SP:Iteration 109Q (1292.775183 sec): 3 clusters Score: Raw -884442.868143 + Penalty 2891.613437 = -881551.254706 nChanged 0 SP:Iteration 110F (1292.798893 sec): 3 clusters Score: Raw -884442.868143 + Penalty 2891.613437 = -881551.254706 nChanged 0 Trying to split cluster 7 (1029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1292.811873 sec): 2 clusters Score: Raw -110611.141685 + Penalty 1127.155695 = -109483.985990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1292.817877 sec): 3 clusters Score: Raw -110317.290664 + Penalty 2254.311389 = -108062.979275 nChanged 336 SP:Iteration 1F (1292.823449 sec): 3 clusters Score: Raw -110869.960898 + Penalty 2254.311389 = -108615.649509 nChanged 159 SP:Iteration 2F (1292.829064 sec): 3 clusters Score: Raw -111705.701462 + Penalty 2254.311389 = -109451.390073 nChanged 157 SP:Iteration 3F (1292.834545 sec): 3 clusters Score: Raw -112518.422453 + Penalty 2254.311389 = -110264.111064 nChanged 97 SP:Iteration 4F (1292.840019 sec): 3 clusters Score: Raw -112857.081535 + Penalty 2254.311389 = -110602.770146 nChanged 30 SP:Iteration 5Q (1292.845149 sec): 3 clusters Score: Raw -112950.602974 + Penalty 2254.311389 = -110696.291585 nChanged 7 SP:Iteration 6Q (1292.850207 sec): 3 clusters Score: Raw -112967.390976 + Penalty 2254.311389 = -110713.079587 nChanged 3 SP:Iteration 7Q (1292.855304 sec): 3 clusters Score: Raw -112970.998299 + Penalty 2254.311389 = -110716.686910 nChanged 0 SP:Iteration 8F (1292.860781 sec): 3 clusters Score: Raw -112970.998299 + Penalty 2254.311389 = -110716.686910 nChanged 0 Score: Raw -38954217.648393 + Penalty 37108.202119 = -38917109.446274 Splitting cluster 7 changes total score from -38913966.112064 to -38917109.446274 So it's getting split into cluster 2. Trying to split cluster 8 (2918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1296.623023 sec): 2 clusters Score: Raw -346906.134738 + Penalty 1296.531231 = -345609.603507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1296.637943 sec): 3 clusters Score: Raw -345514.123837 + Penalty 2593.062462 = -342921.061375 nChanged 1085 SP:Iteration 1F (1296.652153 sec): 3 clusters Score: Raw -346157.731117 + Penalty 2593.062462 = -343564.668655 nChanged 246 SP:Iteration 2F (1296.667153 sec): 3 clusters Score: Raw -346368.073689 + Penalty 2593.062462 = -343775.011227 nChanged 191 SP:Iteration 3F (1296.682128 sec): 3 clusters Score: Raw -346539.270428 + Penalty 2593.062462 = -343946.207966 nChanged 178 SP:Iteration 4F (1296.698188 sec): 3 clusters Score: Raw -346716.078564 + Penalty 2593.062462 = -344123.016102 nChanged 171 SP:Iteration 5F (1296.713126 sec): 3 clusters Score: Raw -346869.974323 + Penalty 2593.062462 = -344276.911861 nChanged 160 SP:Iteration 6F (1296.729152 sec): 3 clusters Score: Raw -347023.275810 + Penalty 2593.062462 = -344430.213348 nChanged 137 SP:Iteration 7Q (1296.744154 sec): 3 clusters Score: Raw -347136.567820 + Penalty 2593.062462 = -344543.505358 nChanged 112 SP:Iteration 8Q (1296.759090 sec): 3 clusters Score: Raw -347228.114948 + Penalty 2593.062462 = -344635.052486 nChanged 107 SP:Iteration 9Q (1296.773221 sec): 3 clusters Score: Raw -347320.568699 + Penalty 2593.062462 = -344727.506237 nChanged 88 SP:Iteration 10Q (1296.787372 sec): 3 clusters Score: Raw -347392.302156 + Penalty 2593.062462 = -344799.239694 nChanged 58 SP:Iteration 11Q (1296.801488 sec): 3 clusters Score: Raw -347447.055462 + Penalty 2593.062462 = -344853.993000 nChanged 47 SP:Iteration 12Q (1296.815574 sec): 3 clusters Score: Raw -347487.663810 + Penalty 2593.062462 = -344894.601348 nChanged 40 SP:Iteration 13Q (1296.829657 sec): 3 clusters Score: Raw -347519.655722 + Penalty 2593.062462 = -344926.593260 nChanged 23 SP:Iteration 14Q (1296.844009 sec): 3 clusters Score: Raw -347533.528208 + Penalty 2593.062462 = -344940.465746 nChanged 16 SP:Iteration 15Q (1296.860083 sec): 3 clusters Score: Raw -347543.372765 + Penalty 2593.062462 = -344950.310303 nChanged 14 SP:Iteration 16Q (1296.907245 sec): 3 clusters Score: Raw -347549.969169 + Penalty 2593.062462 = -344956.906707 nChanged 10 SP:Iteration 17Q (1296.920558 sec): 3 clusters Score: Raw -347556.664739 + Penalty 2593.062462 = -344963.602277 nChanged 12 SP:Iteration 18Q (1296.933931 sec): 3 clusters Score: Raw -347562.137447 + Penalty 2593.062462 = -344969.074985 nChanged 13 SP:Iteration 19Q (1296.947276 sec): 3 clusters Score: Raw -347568.597147 + Penalty 2593.062462 = -344975.534686 nChanged 4 SP:Iteration 20F (1296.961912 sec): 3 clusters Score: Raw -347571.104229 + Penalty 2593.062462 = -344978.041767 nChanged 5 SP:Iteration 21Q (1296.977785 sec): 3 clusters Score: Raw -347572.603253 + Penalty 2593.062462 = -344979.540791 nChanged 3 SP:Iteration 22Q (1296.992814 sec): 3 clusters Score: Raw -347573.633476 + Penalty 2593.062462 = -344980.571014 nChanged 2 SP:Iteration 23Q (1297.007793 sec): 3 clusters Score: Raw -347575.071662 + Penalty 2593.062462 = -344982.009200 nChanged 3 SP:Iteration 24Q (1297.022747 sec): 3 clusters Score: Raw -347576.744669 + Penalty 2593.062462 = -344983.682207 nChanged 2 SP:Iteration 25Q (1297.037770 sec): 3 clusters Score: Raw -347577.309129 + Penalty 2593.062462 = -344984.246667 nChanged 2 SP:Iteration 26Q (1297.052724 sec): 3 clusters Score: Raw -347577.883909 + Penalty 2593.062462 = -344984.821447 nChanged 2 SP:Iteration 27Q (1297.066855 sec): 3 clusters Score: Raw -347578.363931 + Penalty 2593.062462 = -344985.301469 nChanged 0 SP:Iteration 28F (1297.081060 sec): 3 clusters Score: Raw -347578.363931 + Penalty 2593.062462 = -344985.301469 nChanged 0 Trying to split cluster 9 (111636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1297.230315 sec): 2 clusters Score: Raw -13559642.371872 + Penalty 1888.737314 = -13557753.634558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1297.414217 sec): 3 clusters Score: Raw -13486651.955566 + Penalty 3777.474629 = -13482874.480937 nChanged 53625 SP:Iteration 1F (1297.604837 sec): 3 clusters Score: Raw -13517904.470010 + Penalty 3777.474629 = -13514126.995382 nChanged 3939 SP:Iteration 2Q (1297.796553 sec): 3 clusters Score: Raw -13518931.509086 + Penalty 3777.474629 = -13515154.034457 nChanged 4055 SP:Iteration 3Q (1297.990749 sec): 3 clusters Score: Raw -13520111.605120 + Penalty 3777.474629 = -13516334.130491 nChanged 4365 SP:Iteration 4Q (1298.184303 sec): 3 clusters Score: Raw -13521572.624260 + Penalty 3777.474629 = -13517795.149631 nChanged 4841 SP:Iteration 5Q (1298.375333 sec): 3 clusters Score: Raw -13523493.300736 + Penalty 3777.474629 = -13519715.826107 nChanged 5388 SP:Iteration 6Q (1298.589576 sec): 3 clusters Score: Raw -13525922.771076 + Penalty 3777.474629 = -13522145.296447 nChanged 5716 SP:Iteration 7F (1298.774524 sec): 3 clusters Score: Raw -13528813.872189 + Penalty 3777.474629 = -13525036.397560 nChanged 6077 SP:Iteration 8F (1298.964546 sec): 3 clusters Score: Raw -13532036.363119 + Penalty 3777.474629 = -13528258.888491 nChanged 5980 SP:Iteration 9F (1299.150365 sec): 3 clusters Score: Raw -13535050.533935 + Penalty 3777.474629 = -13531273.059306 nChanged 5318 SP:Iteration 10Q (1299.339853 sec): 3 clusters Score: Raw -13537400.579030 + Penalty 3777.474629 = -13533623.104401 nChanged 4451 SP:Iteration 11Q (1299.530087 sec): 3 clusters Score: Raw -13539158.337112 + Penalty 3777.474629 = -13535380.862484 nChanged 3566 SP:Iteration 12Q (1299.725743 sec): 3 clusters Score: Raw -13540468.355525 + Penalty 3777.474629 = -13536690.880897 nChanged 2963 SP:Iteration 13Q (1299.919037 sec): 3 clusters Score: Raw -13541486.189972 + Penalty 3777.474629 = -13537708.715343 nChanged 2476 SP:Iteration 14Q (1300.129177 sec): 3 clusters Score: Raw -13542207.991261 + Penalty 3777.474629 = -13538430.516633 nChanged 2005 SP:Iteration 15Q (1300.353779 sec): 3 clusters Score: Raw -13542721.554465 + Penalty 3777.474629 = -13538944.079836 nChanged 1797 SP:Iteration 16Q (1300.540213 sec): 3 clusters Score: Raw -13543173.810581 + Penalty 3777.474629 = -13539396.335952 nChanged 1616 SP:Iteration 17Q (1300.757185 sec): 3 clusters Score: Raw -13543575.145074 + Penalty 3777.474629 = -13539797.670445 nChanged 1505 SP:Iteration 18Q (1300.989239 sec): 3 clusters Score: Raw -13543910.258915 + Penalty 3777.474629 = -13540132.784286 nChanged 1417 SP:Iteration 19Q (1301.232741 sec): 3 clusters Score: Raw -13544215.312807 + Penalty 3777.474629 = -13540437.838178 nChanged 1328 SP:Iteration 20F (1301.473848 sec): 3 clusters Score: Raw -13544480.858699 + Penalty 3777.474629 = -13540703.384071 nChanged 1264 SP:Iteration 21Q (1301.678346 sec): 3 clusters Score: Raw -13544733.098186 + Penalty 3777.474629 = -13540955.623557 nChanged 1236 SP:Iteration 22Q (1301.879706 sec): 3 clusters Score: Raw -13544981.978429 + Penalty 3777.474629 = -13541204.503800 nChanged 1209 SP:Iteration 23Q (1302.063974 sec): 3 clusters Score: Raw -13545234.746603 + Penalty 3777.474629 = -13541457.271974 nChanged 1227 SP:Iteration 24Q (1302.251822 sec): 3 clusters Score: Raw -13545488.848369 + Penalty 3777.474629 = -13541711.373740 nChanged 1194 SP:Iteration 25Q (1302.434688 sec): 3 clusters Score: Raw -13545756.101090 + Penalty 3777.474629 = -13541978.626461 nChanged 1260 SP:Iteration 26Q (1302.626928 sec): 3 clusters Score: Raw -13546050.381732 + Penalty 3777.474629 = -13542272.907103 nChanged 1328 SP:Iteration 27Q (1302.816503 sec): 3 clusters Score: Raw -13546380.519895 + Penalty 3777.474629 = -13542603.045266 nChanged 1413 SP:Iteration 28Q (1303.000070 sec): 3 clusters Score: Raw -13546778.374586 + Penalty 3777.474629 = -13543000.899957 nChanged 1521 SP:Iteration 29Q (1303.199770 sec): 3 clusters Score: Raw -13547227.614599 + Penalty 3777.474629 = -13543450.139971 nChanged 1579 SP:Iteration 30Q (1303.380761 sec): 3 clusters Score: Raw -13547699.144353 + Penalty 3777.474629 = -13543921.669724 nChanged 1655 SP:Iteration 31Q (1303.574059 sec): 3 clusters Score: Raw -13548217.151172 + Penalty 3777.474629 = -13544439.676544 nChanged 1773 SP:Iteration 32Q (1303.754970 sec): 3 clusters Score: Raw -13548802.110659 + Penalty 3777.474629 = -13545024.636030 nChanged 1903 SP:Iteration 33Q (1303.936685 sec): 3 clusters Score: Raw -13549457.341945 + Penalty 3777.474629 = -13545679.867317 nChanged 1977 SP:Iteration 34Q (1304.120980 sec): 3 clusters Score: Raw -13550186.778489 + Penalty 3777.474629 = -13546409.303860 nChanged 2024 SP:Iteration 35Q (1304.303557 sec): 3 clusters Score: Raw -13550983.758621 + Penalty 3777.474629 = -13547206.283992 nChanged 2162 SP:Iteration 36Q (1304.480222 sec): 3 clusters Score: Raw -13551866.136719 + Penalty 3777.474629 = -13548088.662091 nChanged 2118 SP:Iteration 37Q (1304.692553 sec): 3 clusters Score: Raw -13552755.625731 + Penalty 3777.474629 = -13548978.151102 nChanged 2105 SP:Iteration 38Q (1304.880882 sec): 3 clusters Score: Raw -13553712.407418 + Penalty 3777.474629 = -13549934.932790 nChanged 2005 SP:Iteration 39Q (1305.050333 sec): 3 clusters Score: Raw -13554654.002729 + Penalty 3777.474629 = -13550876.528100 nChanged 1798 SP:Iteration 40F (1305.241075 sec): 3 clusters Score: Raw -13555645.073843 + Penalty 3777.474629 = -13551867.599214 nChanged 1703 SP:Iteration 41Q (1305.428882 sec): 3 clusters Score: Raw -13556598.988108 + Penalty 3777.474629 = -13552821.513479 nChanged 1488 SP:Iteration 42Q (1305.601317 sec): 3 clusters Score: Raw -13557410.087019 + Penalty 3777.474629 = -13553632.612390 nChanged 1273 SP:Iteration 43Q (1305.772555 sec): 3 clusters Score: Raw -13558119.759644 + Penalty 3777.474629 = -13554342.285015 nChanged 985 SP:Iteration 44Q (1305.934820 sec): 3 clusters Score: Raw -13558638.078663 + Penalty 3777.474629 = -13554860.604034 nChanged 738 SP:Iteration 45Q (1306.112039 sec): 3 clusters Score: Raw -13559005.030602 + Penalty 3777.474629 = -13555227.555973 nChanged 531 SP:Iteration 46Q (1306.264869 sec): 3 clusters Score: Raw -13559245.664601 + Penalty 3777.474629 = -13555468.189972 nChanged 408 SP:Iteration 47Q (1306.422144 sec): 3 clusters Score: Raw -13559431.175752 + Penalty 3777.474629 = -13555653.701124 nChanged 322 SP:Iteration 48Q (1306.585149 sec): 3 clusters Score: Raw -13559569.656550 + Penalty 3777.474629 = -13555792.181921 nChanged 232 SP:Iteration 49Q (1306.738470 sec): 3 clusters Score: Raw -13559675.419573 + Penalty 3777.474629 = -13555897.944944 nChanged 195 SP:Iteration 50Q (1306.891608 sec): 3 clusters Score: Raw -13559755.735551 + Penalty 3777.474629 = -13555978.260923 nChanged 131 SP:Iteration 51Q (1307.041236 sec): 3 clusters Score: Raw -13559816.140016 + Penalty 3777.474629 = -13556038.665387 nChanged 111 SP:Iteration 52Q (1307.191976 sec): 3 clusters Score: Raw -13559853.547212 + Penalty 3777.474629 = -13556076.072584 nChanged 70 SP:Iteration 53Q (1307.344517 sec): 3 clusters Score: Raw -13559880.372399 + Penalty 3777.474629 = -13556102.897771 nChanged 62 SP:Iteration 54Q (1307.491677 sec): 3 clusters Score: Raw -13559902.608679 + Penalty 3777.474629 = -13556125.134050 nChanged 55 SP:Iteration 55Q (1307.674765 sec): 3 clusters Score: Raw -13559925.073231 + Penalty 3777.474629 = -13556147.598603 nChanged 53 SP:Iteration 56Q (1307.826543 sec): 3 clusters Score: Raw -13559947.093077 + Penalty 3777.474629 = -13556169.618448 nChanged 43 SP:Iteration 57Q (1307.976365 sec): 3 clusters Score: Raw -13559961.320175 + Penalty 3777.474629 = -13556183.845546 nChanged 38 SP:Iteration 58Q (1308.127040 sec): 3 clusters Score: Raw -13559975.723423 + Penalty 3777.474629 = -13556198.248794 nChanged 32 SP:Iteration 59Q (1308.273317 sec): 3 clusters Score: Raw -13559986.574990 + Penalty 3777.474629 = -13556209.100361 nChanged 23 SP:Iteration 60F (1308.456602 sec): 3 clusters Score: Raw -13559995.293355 + Penalty 3777.474629 = -13556217.818727 nChanged 18 SP:Iteration 61Q (1308.616874 sec): 3 clusters Score: Raw -13560000.274100 + Penalty 3777.474629 = -13556222.799472 nChanged 12 SP:Iteration 62Q (1308.762721 sec): 3 clusters Score: Raw -13560004.813521 + Penalty 3777.474629 = -13556227.338892 nChanged 13 SP:Iteration 63Q (1308.914446 sec): 3 clusters Score: Raw -13560010.894012 + Penalty 3777.474629 = -13556233.419384 nChanged 19 SP:Iteration 64Q (1309.067167 sec): 3 clusters Score: Raw -13560020.552870 + Penalty 3777.474629 = -13556243.078242 nChanged 19 SP:Iteration 65Q (1309.236618 sec): 3 clusters Score: Raw -13560027.635082 + Penalty 3777.474629 = -13556250.160453 nChanged 16 SP:Iteration 66Q (1309.389578 sec): 3 clusters Score: Raw -13560033.990344 + Penalty 3777.474629 = -13556256.515715 nChanged 19 SP:Iteration 67Q (1309.535560 sec): 3 clusters Score: Raw -13560039.908104 + Penalty 3777.474629 = -13556262.433475 nChanged 13 SP:Iteration 68Q (1309.685702 sec): 3 clusters Score: Raw -13560044.302284 + Penalty 3777.474629 = -13556266.827655 nChanged 6 SP:Iteration 69Q (1309.837129 sec): 3 clusters Score: Raw -13560046.086512 + Penalty 3777.474629 = -13556268.611883 nChanged 8 SP:Iteration 70Q (1309.982826 sec): 3 clusters Score: Raw -13560048.230034 + Penalty 3777.474629 = -13556270.755406 nChanged 3 SP:Iteration 71Q (1310.129185 sec): 3 clusters Score: Raw -13560049.144553 + Penalty 3777.474629 = -13556271.669924 nChanged 4 SP:Iteration 72Q (1310.273608 sec): 3 clusters Score: Raw -13560049.791342 + Penalty 3777.474629 = -13556272.316713 nChanged 4 SP:Iteration 73Q (1310.447828 sec): 3 clusters Score: Raw -13560051.281563 + Penalty 3777.474629 = -13556273.806935 nChanged 6 SP:Iteration 74Q (1310.631306 sec): 3 clusters Score: Raw -13560053.807503 + Penalty 3777.474629 = -13556276.332874 nChanged 7 SP:Iteration 75Q (1310.793858 sec): 3 clusters Score: Raw -13560055.639860 + Penalty 3777.474629 = -13556278.165231 nChanged 9 SP:Iteration 76Q (1310.941955 sec): 3 clusters Score: Raw -13560059.635368 + Penalty 3777.474629 = -13556282.160739 nChanged 9 SP:Iteration 77Q (1311.090900 sec): 3 clusters Score: Raw -13560062.432693 + Penalty 3777.474629 = -13556284.958065 nChanged 7 SP:Iteration 78Q (1311.239826 sec): 3 clusters Score: Raw -13560065.092420 + Penalty 3777.474629 = -13556287.617791 nChanged 8 SP:Iteration 79Q (1311.433753 sec): 3 clusters Score: Raw -13560067.751443 + Penalty 3777.474629 = -13556290.276814 nChanged 8 SP:Iteration 80F (1311.669518 sec): 3 clusters Score: Raw -13560070.999203 + Penalty 3777.474629 = -13556293.524575 nChanged 7 SP:Iteration 81Q (1311.851433 sec): 3 clusters Score: Raw -13560072.661319 + Penalty 3777.474629 = -13556295.186691 nChanged 3 SP:Iteration 82Q (1312.027418 sec): 3 clusters Score: Raw -13560074.329043 + Penalty 3777.474629 = -13556296.854414 nChanged 1 SP:Iteration 83Q (1312.204358 sec): 3 clusters Score: Raw -13560074.391509 + Penalty 3777.474629 = -13556296.916880 nChanged 0 SP:Iteration 84F (1312.404545 sec): 3 clusters Score: Raw -13560074.391509 + Penalty 3777.474629 = -13556296.916880 nChanged 0 Trying to split cluster 10 (10950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1312.435914 sec): 2 clusters Score: Raw -1353953.405589 + Penalty 1511.427894 = -1352441.977695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1312.504470 sec): 3 clusters Score: Raw -1347714.097507 + Penalty 3022.855789 = -1344691.241718 nChanged 4788 SP:Iteration 1F (1312.538833 sec): 3 clusters Score: Raw -1350706.445851 + Penalty 3022.855789 = -1347683.590062 nChanged 852 SP:Iteration 2F (1312.579111 sec): 3 clusters Score: Raw -1351425.502356 + Penalty 3022.855789 = -1348402.646567 nChanged 815 SP:Iteration 3F (1312.607412 sec): 3 clusters Score: Raw -1352338.891297 + Penalty 3022.855789 = -1349316.035508 nChanged 943 SP:Iteration 4F (1312.637535 sec): 3 clusters Score: Raw -1353672.537315 + Penalty 3022.855789 = -1350649.681526 nChanged 933 SP:Iteration 5F (1312.667768 sec): 3 clusters Score: Raw -1354913.703461 + Penalty 3022.855789 = -1351890.847672 nChanged 711 SP:Iteration 6F (1312.701835 sec): 3 clusters Score: Raw -1355723.776957 + Penalty 3022.855789 = -1352700.921168 nChanged 475 SP:Iteration 7Q (1312.736600 sec): 3 clusters Score: Raw -1356163.882429 + Penalty 3022.855789 = -1353141.026640 nChanged 331 SP:Iteration 8Q (1312.765011 sec): 3 clusters Score: Raw -1356444.913647 + Penalty 3022.855789 = -1353422.057858 nChanged 230 SP:Iteration 9Q (1312.800657 sec): 3 clusters Score: Raw -1356606.383138 + Penalty 3022.855789 = -1353583.527349 nChanged 147 SP:Iteration 10Q (1312.830699 sec): 3 clusters Score: Raw -1356685.565868 + Penalty 3022.855789 = -1353662.710079 nChanged 100 SP:Iteration 11Q (1312.859368 sec): 3 clusters Score: Raw -1356744.226487 + Penalty 3022.855789 = -1353721.370698 nChanged 92 SP:Iteration 12Q (1312.896930 sec): 3 clusters Score: Raw -1356792.725563 + Penalty 3022.855789 = -1353769.869774 nChanged 82 SP:Iteration 13Q (1312.947612 sec): 3 clusters Score: Raw -1356839.033867 + Penalty 3022.855789 = -1353816.178078 nChanged 58 SP:Iteration 14Q (1312.979606 sec): 3 clusters Score: Raw -1356873.001554 + Penalty 3022.855789 = -1353850.145765 nChanged 64 SP:Iteration 15Q (1313.038668 sec): 3 clusters Score: Raw -1356905.578972 + Penalty 3022.855789 = -1353882.723183 nChanged 62 SP:Iteration 16Q (1313.100775 sec): 3 clusters Score: Raw -1356928.184635 + Penalty 3022.855789 = -1353905.328846 nChanged 55 SP:Iteration 17Q (1313.154059 sec): 3 clusters Score: Raw -1356946.915214 + Penalty 3022.855789 = -1353924.059425 nChanged 51 SP:Iteration 18Q (1313.210240 sec): 3 clusters Score: Raw -1356963.189910 + Penalty 3022.855789 = -1353940.334121 nChanged 41 SP:Iteration 19Q (1313.275404 sec): 3 clusters Score: Raw -1356975.240832 + Penalty 3022.855789 = -1353952.385043 nChanged 43 SP:Iteration 20F (1313.336250 sec): 3 clusters Score: Raw -1356985.648380 + Penalty 3022.855789 = -1353962.792591 nChanged 38 SP:Iteration 21Q (1313.392537 sec): 3 clusters Score: Raw -1356994.247875 + Penalty 3022.855789 = -1353971.392087 nChanged 28 SP:Iteration 22Q (1313.450831 sec): 3 clusters Score: Raw -1356999.419060 + Penalty 3022.855789 = -1353976.563271 nChanged 29 SP:Iteration 23Q (1313.505140 sec): 3 clusters Score: Raw -1357006.020521 + Penalty 3022.855789 = -1353983.164732 nChanged 31 SP:Iteration 24Q (1313.557249 sec): 3 clusters Score: Raw -1357014.634441 + Penalty 3022.855789 = -1353991.778652 nChanged 35 SP:Iteration 25Q (1313.588868 sec): 3 clusters Score: Raw -1357024.515858 + Penalty 3022.855789 = -1354001.660069 nChanged 30 SP:Iteration 26Q (1313.620030 sec): 3 clusters Score: Raw -1357031.272574 + Penalty 3022.855789 = -1354008.416785 nChanged 25 SP:Iteration 27Q (1313.657247 sec): 3 clusters Score: Raw -1357038.201538 + Penalty 3022.855789 = -1354015.345749 nChanged 35 SP:Iteration 28Q (1313.690695 sec): 3 clusters Score: Raw -1357047.368633 + Penalty 3022.855789 = -1354024.512844 nChanged 34 SP:Iteration 29Q (1313.735735 sec): 3 clusters Score: Raw -1357057.803968 + Penalty 3022.855789 = -1354034.948179 nChanged 35 SP:Iteration 30Q (1313.763745 sec): 3 clusters Score: Raw -1357069.760969 + Penalty 3022.855789 = -1354046.905180 nChanged 44 SP:Iteration 31Q (1313.800675 sec): 3 clusters Score: Raw -1357082.580415 + Penalty 3022.855789 = -1354059.724626 nChanged 30 SP:Iteration 32Q (1313.834290 sec): 3 clusters Score: Raw -1357090.097257 + Penalty 3022.855789 = -1354067.241468 nChanged 36 SP:Iteration 33Q (1313.896080 sec): 3 clusters Score: Raw -1357098.194453 + Penalty 3022.855789 = -1354075.338664 nChanged 30 SP:Iteration 34Q (1313.930239 sec): 3 clusters Score: Raw -1357105.135554 + Penalty 3022.855789 = -1354082.279765 nChanged 24 SP:Iteration 35Q (1313.967847 sec): 3 clusters Score: Raw -1357109.572210 + Penalty 3022.855789 = -1354086.716421 nChanged 20 SP:Iteration 36Q (1313.998974 sec): 3 clusters Score: Raw -1357113.382345 + Penalty 3022.855789 = -1354090.526556 nChanged 16 SP:Iteration 37Q (1314.047236 sec): 3 clusters Score: Raw -1357116.216701 + Penalty 3022.855789 = -1354093.360912 nChanged 14 SP:Iteration 38Q (1314.080976 sec): 3 clusters Score: Raw -1357118.454374 + Penalty 3022.855789 = -1354095.598586 nChanged 17 SP:Iteration 39Q (1314.118094 sec): 3 clusters Score: Raw -1357120.953770 + Penalty 3022.855789 = -1354098.097981 nChanged 10 SP:Iteration 40F (1314.154588 sec): 3 clusters Score: Raw -1357124.057787 + Penalty 3022.855789 = -1354101.201998 nChanged 6 SP:Iteration 41Q (1314.182553 sec): 3 clusters Score: Raw -1357126.013925 + Penalty 3022.855789 = -1354103.158136 nChanged 4 SP:Iteration 42Q (1314.214074 sec): 3 clusters Score: Raw -1357126.485235 + Penalty 3022.855789 = -1354103.629446 nChanged 2 SP:Iteration 43Q (1314.253666 sec): 3 clusters Score: Raw -1357126.799861 + Penalty 3022.855789 = -1354103.944072 nChanged 3 SP:Iteration 44Q (1314.288745 sec): 3 clusters Score: Raw -1357127.408142 + Penalty 3022.855789 = -1354104.552353 nChanged 5 SP:Iteration 45Q (1314.325444 sec): 3 clusters Score: Raw -1357128.048541 + Penalty 3022.855789 = -1354105.192752 nChanged 2 SP:Iteration 46Q (1314.353400 sec): 3 clusters Score: Raw -1357128.249209 + Penalty 3022.855789 = -1354105.393420 nChanged 1 SP:Iteration 47Q (1314.398371 sec): 3 clusters Score: Raw -1357128.281959 + Penalty 3022.855789 = -1354105.426170 nChanged 0 SP:Iteration 48F (1314.430976 sec): 3 clusters Score: Raw -1357128.281959 + Penalty 3022.855789 = -1354105.426170 nChanged 0 Score: Raw -38957392.524763 + Penalty 39169.768904 = -38918222.755859 Splitting cluster 10 changes total score from -38913966.112064 to -38918222.755859 So it's getting split into cluster 17. Trying to split cluster 11 (4491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1318.193617 sec): 2 clusters Score: Raw -556216.309922 + Penalty 1366.597484 = -554849.712438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1318.215341 sec): 3 clusters Score: Raw -553954.041665 + Penalty 2733.194969 = -551220.846696 nChanged 1785 SP:Iteration 1F (1318.239449 sec): 3 clusters Score: Raw -554933.550601 + Penalty 2733.194969 = -552200.355632 nChanged 327 SP:Iteration 2F (1318.258470 sec): 3 clusters Score: Raw -555141.874266 + Penalty 2733.194969 = -552408.679297 nChanged 263 SP:Iteration 3F (1318.284059 sec): 3 clusters Score: Raw -555319.775445 + Penalty 2733.194969 = -552586.580477 nChanged 224 SP:Iteration 4Q (1318.315831 sec): 3 clusters Score: Raw -555497.488952 + Penalty 2733.194969 = -552764.293983 nChanged 226 SP:Iteration 5F (1318.365858 sec): 3 clusters Score: Raw -555672.568020 + Penalty 2733.194969 = -552939.373051 nChanged 206 SP:Iteration 6Q (1318.415921 sec): 3 clusters Score: Raw -555827.906382 + Penalty 2733.194969 = -553094.711414 nChanged 194 SP:Iteration 7Q (1318.467234 sec): 3 clusters Score: Raw -555986.209878 + Penalty 2733.194969 = -553253.014909 nChanged 195 SP:Iteration 8Q (1318.490613 sec): 3 clusters Score: Raw -556151.137716 + Penalty 2733.194969 = -553417.942747 nChanged 192 SP:Iteration 9Q (1318.511553 sec): 3 clusters Score: Raw -556334.087587 + Penalty 2733.194969 = -553600.892618 nChanged 180 SP:Iteration 10Q (1318.552692 sec): 3 clusters Score: Raw -556523.455564 + Penalty 2733.194969 = -553790.260596 nChanged 172 SP:Iteration 11Q (1318.605466 sec): 3 clusters Score: Raw -556722.731056 + Penalty 2733.194969 = -553989.536087 nChanged 128 SP:Iteration 12Q (1318.645656 sec): 3 clusters Score: Raw -556816.830670 + Penalty 2733.194969 = -554083.635701 nChanged 66 SP:Iteration 13Q (1318.685433 sec): 3 clusters Score: Raw -556849.936889 + Penalty 2733.194969 = -554116.741921 nChanged 42 SP:Iteration 14Q (1318.715731 sec): 3 clusters Score: Raw -556866.363894 + Penalty 2733.194969 = -554133.168925 nChanged 23 SP:Iteration 15Q (1318.746977 sec): 3 clusters Score: Raw -556875.301148 + Penalty 2733.194969 = -554142.106179 nChanged 24 SP:Iteration 16Q (1318.768658 sec): 3 clusters Score: Raw -556884.182347 + Penalty 2733.194969 = -554150.987379 nChanged 13 SP:Iteration 17Q (1318.787384 sec): 3 clusters Score: Raw -556887.843861 + Penalty 2733.194969 = -554154.648892 nChanged 14 SP:Iteration 18Q (1318.814890 sec): 3 clusters Score: Raw -556893.467815 + Penalty 2733.194969 = -554160.272846 nChanged 9 SP:Iteration 19Q (1318.829978 sec): 3 clusters Score: Raw -556896.183889 + Penalty 2733.194969 = -554162.988921 nChanged 13 SP:Iteration 20F (1318.854762 sec): 3 clusters Score: Raw -556900.554413 + Penalty 2733.194969 = -554167.359444 nChanged 6 SP:Iteration 21Q (1318.878494 sec): 3 clusters Score: Raw -556902.088674 + Penalty 2733.194969 = -554168.893705 nChanged 2 SP:Iteration 22Q (1318.909586 sec): 3 clusters Score: Raw -556902.829309 + Penalty 2733.194969 = -554169.634340 nChanged 1 SP:Iteration 23Q (1318.932319 sec): 3 clusters Score: Raw -556902.968541 + Penalty 2733.194969 = -554169.773572 nChanged 1 SP:Iteration 24Q (1318.951217 sec): 3 clusters Score: Raw -556903.047642 + Penalty 2733.194969 = -554169.852673 nChanged 1 SP:Iteration 25Q (1318.976343 sec): 3 clusters Score: Raw -556903.383615 + Penalty 2733.194969 = -554170.188646 nChanged 0 SP:Iteration 26F (1318.995884 sec): 3 clusters Score: Raw -556903.383615 + Penalty 2733.194969 = -554170.188646 nChanged 0 Trying to split cluster 12 (23165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1319.035319 sec): 2 clusters Score: Raw -2804841.969048 + Penalty 1633.189642 = -2803208.779406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1319.091734 sec): 3 clusters Score: Raw -2790711.162525 + Penalty 3266.379284 = -2787444.783241 nChanged 10464 SP:Iteration 1F (1319.142304 sec): 3 clusters Score: Raw -2796346.120930 + Penalty 3266.379284 = -2793079.741646 nChanged 1152 SP:Iteration 2Q (1319.199092 sec): 3 clusters Score: Raw -2796763.695603 + Penalty 3266.379284 = -2793497.316319 nChanged 1160 SP:Iteration 3F (1319.258378 sec): 3 clusters Score: Raw -2797199.192295 + Penalty 3266.379284 = -2793932.813010 nChanged 1107 SP:Iteration 4Q (1319.315410 sec): 3 clusters Score: Raw -2797674.540611 + Penalty 3266.379284 = -2794408.161326 nChanged 1200 SP:Iteration 5F (1319.385897 sec): 3 clusters Score: Raw -2798329.326122 + Penalty 3266.379284 = -2795062.946837 nChanged 1377 SP:Iteration 6F (1319.443275 sec): 3 clusters Score: Raw -2799278.744585 + Penalty 3266.379284 = -2796012.365301 nChanged 1597 SP:Iteration 7F (1319.501003 sec): 3 clusters Score: Raw -2800583.389848 + Penalty 3266.379284 = -2797317.010563 nChanged 1618 SP:Iteration 8F (1319.557791 sec): 3 clusters Score: Raw -2802083.911285 + Penalty 3266.379284 = -2798817.532001 nChanged 1255 SP:Iteration 9F (1319.604383 sec): 3 clusters Score: Raw -2803281.423513 + Penalty 3266.379284 = -2800015.044229 nChanged 862 SP:Iteration 10Q (1319.649071 sec): 3 clusters Score: Raw -2804080.760262 + Penalty 3266.379284 = -2800814.380978 nChanged 505 SP:Iteration 11Q (1319.697207 sec): 3 clusters Score: Raw -2804517.987274 + Penalty 3266.379284 = -2801251.607990 nChanged 330 SP:Iteration 12Q (1319.737993 sec): 3 clusters Score: Raw -2804766.291236 + Penalty 3266.379284 = -2801499.911951 nChanged 190 SP:Iteration 13Q (1319.816291 sec): 3 clusters Score: Raw -2804893.832821 + Penalty 3266.379284 = -2801627.453537 nChanged 114 SP:Iteration 14Q (1319.893369 sec): 3 clusters Score: Raw -2804980.942101 + Penalty 3266.379284 = -2801714.562817 nChanged 93 SP:Iteration 15Q (1319.948310 sec): 3 clusters Score: Raw -2805047.858153 + Penalty 3266.379284 = -2801781.478869 nChanged 73 SP:Iteration 16Q (1320.023192 sec): 3 clusters Score: Raw -2805100.037103 + Penalty 3266.379284 = -2801833.657819 nChanged 54 SP:Iteration 17Q (1320.078956 sec): 3 clusters Score: Raw -2805141.350733 + Penalty 3266.379284 = -2801874.971449 nChanged 42 SP:Iteration 18Q (1320.124367 sec): 3 clusters Score: Raw -2805173.887634 + Penalty 3266.379284 = -2801907.508349 nChanged 43 SP:Iteration 19Q (1320.202366 sec): 3 clusters Score: Raw -2805210.367319 + Penalty 3266.379284 = -2801943.988035 nChanged 28 SP:Iteration 20F (1320.284891 sec): 3 clusters Score: Raw -2805226.485507 + Penalty 3266.379284 = -2801960.106223 nChanged 26 SP:Iteration 21Q (1320.366651 sec): 3 clusters Score: Raw -2805243.136534 + Penalty 3266.379284 = -2801976.757250 nChanged 21 SP:Iteration 22Q (1320.415497 sec): 3 clusters Score: Raw -2805252.753129 + Penalty 3266.379284 = -2801986.373845 nChanged 14 SP:Iteration 23Q (1320.454370 sec): 3 clusters Score: Raw -2805264.046289 + Penalty 3266.379284 = -2801997.667004 nChanged 18 SP:Iteration 24Q (1320.503330 sec): 3 clusters Score: Raw -2805272.524422 + Penalty 3266.379284 = -2802006.145138 nChanged 13 SP:Iteration 25Q (1320.552427 sec): 3 clusters Score: Raw -2805277.855305 + Penalty 3266.379284 = -2802011.476021 nChanged 8 SP:Iteration 26Q (1320.598878 sec): 3 clusters Score: Raw -2805282.776502 + Penalty 3266.379284 = -2802016.397218 nChanged 7 SP:Iteration 27Q (1320.635559 sec): 3 clusters Score: Raw -2805286.013714 + Penalty 3266.379284 = -2802019.634430 nChanged 2 SP:Iteration 28Q (1320.703545 sec): 3 clusters Score: Raw -2805286.665097 + Penalty 3266.379284 = -2802020.285813 nChanged 0 SP:Iteration 29F (1320.755733 sec): 3 clusters Score: Raw -2805286.665097 + Penalty 3266.379284 = -2802020.285813 nChanged 0 Trying to split cluster 13 (77181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1320.857061 sec): 2 clusters Score: Raw -9599829.421709 + Penalty 1828.760146 = -9598000.661562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1321.004434 sec): 3 clusters Score: Raw -9550054.034496 + Penalty 3657.520292 = -9546396.514204 nChanged 36592 SP:Iteration 1F (1321.144318 sec): 3 clusters Score: Raw -9571495.731475 + Penalty 3657.520292 = -9567838.211183 nChanged 3241 SP:Iteration 2Q (1321.292547 sec): 3 clusters Score: Raw -9572742.026616 + Penalty 3657.520292 = -9569084.506324 nChanged 3706 SP:Iteration 3Q (1321.440572 sec): 3 clusters Score: Raw -9574564.186886 + Penalty 3657.520292 = -9570906.666594 nChanged 4257 SP:Iteration 4F (1321.586400 sec): 3 clusters Score: Raw -9577202.474150 + Penalty 3657.520292 = -9573544.953857 nChanged 4849 SP:Iteration 5F (1321.747670 sec): 3 clusters Score: Raw -9580795.769426 + Penalty 3657.520292 = -9577138.249134 nChanged 5105 SP:Iteration 6F (1321.887363 sec): 3 clusters Score: Raw -9584939.124168 + Penalty 3657.520292 = -9581281.603875 nChanged 4717 SP:Iteration 7F (1322.032891 sec): 3 clusters Score: Raw -9588664.342451 + Penalty 3657.520292 = -9585006.822158 nChanged 3991 SP:Iteration 8F (1322.174940 sec): 3 clusters Score: Raw -9591541.004389 + Penalty 3657.520292 = -9587883.484096 nChanged 3034 SP:Iteration 9Q (1322.334241 sec): 3 clusters Score: Raw -9593370.324944 + Penalty 3657.520292 = -9589712.804652 nChanged 2263 SP:Iteration 10Q (1322.470303 sec): 3 clusters Score: Raw -9594502.193592 + Penalty 3657.520292 = -9590844.673300 nChanged 1667 SP:Iteration 11Q (1322.612341 sec): 3 clusters Score: Raw -9595238.852823 + Penalty 3657.520292 = -9591581.332531 nChanged 1316 SP:Iteration 12Q (1322.743169 sec): 3 clusters Score: Raw -9595785.461109 + Penalty 3657.520292 = -9592127.940817 nChanged 1179 SP:Iteration 13Q (1322.902250 sec): 3 clusters Score: Raw -9596252.637279 + Penalty 3657.520292 = -9592595.116987 nChanged 1061 SP:Iteration 14Q (1323.067658 sec): 3 clusters Score: Raw -9596662.626952 + Penalty 3657.520292 = -9593005.106660 nChanged 944 SP:Iteration 15Q (1323.204515 sec): 3 clusters Score: Raw -9597013.941368 + Penalty 3657.520292 = -9593356.421076 nChanged 848 SP:Iteration 16Q (1323.332738 sec): 3 clusters Score: Raw -9597315.874850 + Penalty 3657.520292 = -9593658.354558 nChanged 808 SP:Iteration 17Q (1323.459225 sec): 3 clusters Score: Raw -9597585.892500 + Penalty 3657.520292 = -9593928.372208 nChanged 781 SP:Iteration 18Q (1323.589420 sec): 3 clusters Score: Raw -9597848.565019 + Penalty 3657.520292 = -9594191.044726 nChanged 723 SP:Iteration 19Q (1323.721848 sec): 3 clusters Score: Raw -9598111.149628 + Penalty 3657.520292 = -9594453.629336 nChanged 729 SP:Iteration 20F (1323.870612 sec): 3 clusters Score: Raw -9598377.201360 + Penalty 3657.520292 = -9594719.681067 nChanged 672 SP:Iteration 21Q (1323.997441 sec): 3 clusters Score: Raw -9598622.098097 + Penalty 3657.520292 = -9594964.577805 nChanged 639 SP:Iteration 22Q (1324.129756 sec): 3 clusters Score: Raw -9598852.623468 + Penalty 3657.520292 = -9595195.103176 nChanged 605 SP:Iteration 23Q (1324.253340 sec): 3 clusters Score: Raw -9599059.190916 + Penalty 3657.520292 = -9595401.670623 nChanged 549 SP:Iteration 24Q (1324.380975 sec): 3 clusters Score: Raw -9599233.102696 + Penalty 3657.520292 = -9595575.582404 nChanged 505 SP:Iteration 25Q (1324.502251 sec): 3 clusters Score: Raw -9599384.740417 + Penalty 3657.520292 = -9595727.220125 nChanged 452 SP:Iteration 26Q (1324.640451 sec): 3 clusters Score: Raw -9599515.458408 + Penalty 3657.520292 = -9595857.938116 nChanged 397 SP:Iteration 27Q (1324.765393 sec): 3 clusters Score: Raw -9599627.854591 + Penalty 3657.520292 = -9595970.334299 nChanged 341 SP:Iteration 28Q (1324.887000 sec): 3 clusters Score: Raw -9599711.624421 + Penalty 3657.520292 = -9596054.104128 nChanged 298 SP:Iteration 29Q (1325.008624 sec): 3 clusters Score: Raw -9599782.233632 + Penalty 3657.520292 = -9596124.713340 nChanged 280 SP:Iteration 30Q (1325.135065 sec): 3 clusters Score: Raw -9599851.692091 + Penalty 3657.520292 = -9596194.171799 nChanged 281 SP:Iteration 31Q (1325.278844 sec): 3 clusters Score: Raw -9599915.534065 + Penalty 3657.520292 = -9596258.013773 nChanged 206 SP:Iteration 32Q (1325.400592 sec): 3 clusters Score: Raw -9599958.748026 + Penalty 3657.520292 = -9596301.227734 nChanged 179 SP:Iteration 33Q (1325.535986 sec): 3 clusters Score: Raw -9599997.129588 + Penalty 3657.520292 = -9596339.609295 nChanged 172 SP:Iteration 34Q (1325.677117 sec): 3 clusters Score: Raw -9600032.174598 + Penalty 3657.520292 = -9596374.654306 nChanged 157 SP:Iteration 35Q (1325.795161 sec): 3 clusters Score: Raw -9600064.617708 + Penalty 3657.520292 = -9596407.097415 nChanged 141 SP:Iteration 36Q (1325.921635 sec): 3 clusters Score: Raw -9600093.555695 + Penalty 3657.520292 = -9596436.035403 nChanged 136 SP:Iteration 37Q (1326.039981 sec): 3 clusters Score: Raw -9600124.207151 + Penalty 3657.520292 = -9596466.686859 nChanged 127 SP:Iteration 38Q (1326.164692 sec): 3 clusters Score: Raw -9600149.407695 + Penalty 3657.520292 = -9596491.887403 nChanged 116 SP:Iteration 39Q (1326.283394 sec): 3 clusters Score: Raw -9600171.184704 + Penalty 3657.520292 = -9596513.664412 nChanged 96 SP:Iteration 40F (1326.428642 sec): 3 clusters Score: Raw -9600190.315764 + Penalty 3657.520292 = -9596532.795471 nChanged 92 SP:Iteration 41Q (1326.546398 sec): 3 clusters Score: Raw -9600209.648256 + Penalty 3657.520292 = -9596552.127964 nChanged 89 SP:Iteration 42Q (1326.668736 sec): 3 clusters Score: Raw -9600229.040857 + Penalty 3657.520292 = -9596571.520564 nChanged 77 SP:Iteration 43Q (1326.786287 sec): 3 clusters Score: Raw -9600245.923530 + Penalty 3657.520292 = -9596588.403238 nChanged 84 SP:Iteration 44Q (1326.910117 sec): 3 clusters Score: Raw -9600260.803205 + Penalty 3657.520292 = -9596603.282912 nChanged 57 SP:Iteration 45Q (1327.026716 sec): 3 clusters Score: Raw -9600271.053397 + Penalty 3657.520292 = -9596613.533104 nChanged 53 SP:Iteration 46Q (1327.148786 sec): 3 clusters Score: Raw -9600280.573635 + Penalty 3657.520292 = -9596623.053343 nChanged 54 SP:Iteration 47Q (1327.269170 sec): 3 clusters Score: Raw -9600290.943256 + Penalty 3657.520292 = -9596633.422963 nChanged 47 SP:Iteration 48Q (1327.409242 sec): 3 clusters Score: Raw -9600299.310642 + Penalty 3657.520292 = -9596641.790350 nChanged 44 SP:Iteration 49Q (1327.527438 sec): 3 clusters Score: Raw -9600307.786331 + Penalty 3657.520292 = -9596650.266039 nChanged 40 SP:Iteration 50Q (1327.645362 sec): 3 clusters Score: Raw -9600314.279633 + Penalty 3657.520292 = -9596656.759341 nChanged 26 SP:Iteration 51Q (1327.761156 sec): 3 clusters Score: Raw -9600317.834530 + Penalty 3657.520292 = -9596660.314238 nChanged 20 SP:Iteration 52Q (1327.876608 sec): 3 clusters Score: Raw -9600320.919962 + Penalty 3657.520292 = -9596663.399669 nChanged 19 SP:Iteration 53Q (1328.013752 sec): 3 clusters Score: Raw -9600324.436418 + Penalty 3657.520292 = -9596666.916125 nChanged 24 SP:Iteration 54Q (1328.133385 sec): 3 clusters Score: Raw -9600329.364747 + Penalty 3657.520292 = -9596671.844454 nChanged 28 SP:Iteration 55Q (1328.253373 sec): 3 clusters Score: Raw -9600333.635225 + Penalty 3657.520292 = -9596676.114933 nChanged 20 SP:Iteration 56Q (1328.381893 sec): 3 clusters Score: Raw -9600337.747309 + Penalty 3657.520292 = -9596680.227016 nChanged 28 SP:Iteration 57Q (1328.497757 sec): 3 clusters Score: Raw -9600341.926786 + Penalty 3657.520292 = -9596684.406494 nChanged 23 SP:Iteration 58Q (1328.627260 sec): 3 clusters Score: Raw -9600344.677007 + Penalty 3657.520292 = -9596687.156715 nChanged 17 SP:Iteration 59Q (1328.742638 sec): 3 clusters Score: Raw -9600347.544269 + Penalty 3657.520292 = -9596690.023976 nChanged 23 SP:Iteration 60F (1328.880911 sec): 3 clusters Score: Raw -9600351.476101 + Penalty 3657.520292 = -9596693.955809 nChanged 31 SP:Iteration 61Q (1328.996241 sec): 3 clusters Score: Raw -9600356.046032 + Penalty 3657.520292 = -9596698.525740 nChanged 27 SP:Iteration 62Q (1329.120498 sec): 3 clusters Score: Raw -9600360.302285 + Penalty 3657.520292 = -9596702.781993 nChanged 21 SP:Iteration 63Q (1329.235689 sec): 3 clusters Score: Raw -9600363.310642 + Penalty 3657.520292 = -9596705.790350 nChanged 17 SP:Iteration 64Q (1329.355745 sec): 3 clusters Score: Raw -9600365.612146 + Penalty 3657.520292 = -9596708.091854 nChanged 19 SP:Iteration 65Q (1329.470305 sec): 3 clusters Score: Raw -9600368.227358 + Penalty 3657.520292 = -9596710.707066 nChanged 13 SP:Iteration 66Q (1329.584973 sec): 3 clusters Score: Raw -9600370.141113 + Penalty 3657.520292 = -9596712.620821 nChanged 13 SP:Iteration 67Q (1329.708360 sec): 3 clusters Score: Raw -9600372.190278 + Penalty 3657.520292 = -9596714.669985 nChanged 15 SP:Iteration 68Q (1329.830198 sec): 3 clusters Score: Raw -9600374.012718 + Penalty 3657.520292 = -9596716.492425 nChanged 12 SP:Iteration 69Q (1329.945996 sec): 3 clusters Score: Raw -9600375.997109 + Penalty 3657.520292 = -9596718.476816 nChanged 16 SP:Iteration 70Q (1330.061514 sec): 3 clusters Score: Raw -9600378.440175 + Penalty 3657.520292 = -9596720.919883 nChanged 19 SP:Iteration 71Q (1330.177452 sec): 3 clusters Score: Raw -9600381.759955 + Penalty 3657.520292 = -9596724.239663 nChanged 12 SP:Iteration 72Q (1330.291752 sec): 3 clusters Score: Raw -9600383.375203 + Penalty 3657.520292 = -9596725.854911 nChanged 7 SP:Iteration 73Q (1330.406615 sec): 3 clusters Score: Raw -9600384.190149 + Penalty 3657.520292 = -9596726.669857 nChanged 6 SP:Iteration 74Q (1330.526609 sec): 3 clusters Score: Raw -9600384.889379 + Penalty 3657.520292 = -9596727.369087 nChanged 6 SP:Iteration 75Q (1330.644087 sec): 3 clusters Score: Raw -9600385.413193 + Penalty 3657.520292 = -9596727.892901 nChanged 5 SP:Iteration 76Q (1330.758688 sec): 3 clusters Score: Raw -9600385.956202 + Penalty 3657.520292 = -9596728.435910 nChanged 6 SP:Iteration 77Q (1330.874314 sec): 3 clusters Score: Raw -9600386.831433 + Penalty 3657.520292 = -9596729.311141 nChanged 3 SP:Iteration 78Q (1330.991215 sec): 3 clusters Score: Raw -9600387.206174 + Penalty 3657.520292 = -9596729.685882 nChanged 3 SP:Iteration 79Q (1331.107660 sec): 3 clusters Score: Raw -9600387.768650 + Penalty 3657.520292 = -9596730.248358 nChanged 5 SP:Iteration 80F (1331.247209 sec): 3 clusters Score: Raw -9600388.353737 + Penalty 3657.520292 = -9596730.833444 nChanged 2 SP:Iteration 81Q (1331.365943 sec): 3 clusters Score: Raw -9600388.655247 + Penalty 3657.520292 = -9596731.134955 nChanged 3 SP:Iteration 82Q (1331.481919 sec): 3 clusters Score: Raw -9600388.965774 + Penalty 3657.520292 = -9596731.445482 nChanged 2 SP:Iteration 83Q (1331.599147 sec): 3 clusters Score: Raw -9600389.153097 + Penalty 3657.520292 = -9596731.632805 nChanged 1 SP:Iteration 84Q (1331.721297 sec): 3 clusters Score: Raw -9600389.254367 + Penalty 3657.520292 = -9596731.734075 nChanged 1 SP:Iteration 85Q (1331.836594 sec): 3 clusters Score: Raw -9600389.305347 + Penalty 3657.520292 = -9596731.785054 nChanged 1 SP:Iteration 86Q (1331.951652 sec): 3 clusters Score: Raw -9600389.358548 + Penalty 3657.520292 = -9596731.838256 nChanged 1 SP:Iteration 87Q (1332.066250 sec): 3 clusters Score: Raw -9600389.487635 + Penalty 3657.520292 = -9596731.967343 nChanged 1 SP:Iteration 88Q (1332.181558 sec): 3 clusters Score: Raw -9600389.576622 + Penalty 3657.520292 = -9596732.056330 nChanged 1 SP:Iteration 89Q (1332.301478 sec): 3 clusters Score: Raw -9600389.736556 + Penalty 3657.520292 = -9596732.216264 nChanged 1 SP:Iteration 90Q (1332.425388 sec): 3 clusters Score: Raw -9600389.813134 + Penalty 3657.520292 = -9596732.292841 nChanged 1 SP:Iteration 91Q (1332.540755 sec): 3 clusters Score: Raw -9600389.891963 + Penalty 3657.520292 = -9596732.371671 nChanged 0 SP:Iteration 92F (1332.679654 sec): 3 clusters Score: Raw -9600389.891963 + Penalty 3657.520292 = -9596732.371671 nChanged 0 Trying to split cluster 14 (14490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1332.702238 sec): 2 clusters Score: Raw -1670783.426172 + Penalty 1556.947281 = -1669226.478891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1332.750567 sec): 3 clusters Score: Raw -1662246.751350 + Penalty 3113.894561 = -1659132.856789 nChanged 6480 SP:Iteration 1F (1332.791260 sec): 3 clusters Score: Raw -1666433.403958 + Penalty 3113.894561 = -1663319.509396 nChanged 1230 SP:Iteration 2F (1332.827110 sec): 3 clusters Score: Raw -1667508.062398 + Penalty 3113.894561 = -1664394.167836 nChanged 1338 SP:Iteration 3F (1332.862926 sec): 3 clusters Score: Raw -1668651.300205 + Penalty 3113.894561 = -1665537.405644 nChanged 1258 SP:Iteration 4F (1332.898892 sec): 3 clusters Score: Raw -1669694.217517 + Penalty 3113.894561 = -1666580.322955 nChanged 1030 SP:Iteration 5F (1332.934795 sec): 3 clusters Score: Raw -1670440.074107 + Penalty 3113.894561 = -1667326.179545 nChanged 675 SP:Iteration 6Q (1332.970771 sec): 3 clusters Score: Raw -1670888.637225 + Penalty 3113.894561 = -1667774.742663 nChanged 470 SP:Iteration 7Q (1333.006440 sec): 3 clusters Score: Raw -1671194.228059 + Penalty 3113.894561 = -1668080.333498 nChanged 356 SP:Iteration 8Q (1333.051389 sec): 3 clusters Score: Raw -1671397.299816 + Penalty 3113.894561 = -1668283.405255 nChanged 292 SP:Iteration 9Q (1333.097742 sec): 3 clusters Score: Raw -1671556.295771 + Penalty 3113.894561 = -1668442.401210 nChanged 216 SP:Iteration 10Q (1333.131417 sec): 3 clusters Score: Raw -1671650.921702 + Penalty 3113.894561 = -1668537.027141 nChanged 134 SP:Iteration 11Q (1333.178534 sec): 3 clusters Score: Raw -1671697.889395 + Penalty 3113.894561 = -1668583.994834 nChanged 132 SP:Iteration 12Q (1333.219333 sec): 3 clusters Score: Raw -1671736.335964 + Penalty 3113.894561 = -1668622.441402 nChanged 110 SP:Iteration 13Q (1333.254632 sec): 3 clusters Score: Raw -1671767.293770 + Penalty 3113.894561 = -1668653.399209 nChanged 98 SP:Iteration 14Q (1333.290177 sec): 3 clusters Score: Raw -1671797.543593 + Penalty 3113.894561 = -1668683.649031 nChanged 96 SP:Iteration 15Q (1333.325279 sec): 3 clusters Score: Raw -1671826.957212 + Penalty 3113.894561 = -1668713.062651 nChanged 86 SP:Iteration 16Q (1333.359621 sec): 3 clusters Score: Raw -1671853.355536 + Penalty 3113.894561 = -1668739.460974 nChanged 84 SP:Iteration 17Q (1333.393996 sec): 3 clusters Score: Raw -1671875.418630 + Penalty 3113.894561 = -1668761.524069 nChanged 74 SP:Iteration 18Q (1333.427796 sec): 3 clusters Score: Raw -1671895.918311 + Penalty 3113.894561 = -1668782.023749 nChanged 67 SP:Iteration 19Q (1333.461924 sec): 3 clusters Score: Raw -1671911.113361 + Penalty 3113.894561 = -1668797.218800 nChanged 56 SP:Iteration 20F (1333.497934 sec): 3 clusters Score: Raw -1671924.316996 + Penalty 3113.894561 = -1668810.422435 nChanged 47 SP:Iteration 21Q (1333.531876 sec): 3 clusters Score: Raw -1671934.765510 + Penalty 3113.894561 = -1668820.870949 nChanged 43 SP:Iteration 22Q (1333.574849 sec): 3 clusters Score: Raw -1671946.207407 + Penalty 3113.894561 = -1668832.312845 nChanged 50 SP:Iteration 23Q (1333.612311 sec): 3 clusters Score: Raw -1671958.501120 + Penalty 3113.894561 = -1668844.606558 nChanged 57 SP:Iteration 24Q (1333.645814 sec): 3 clusters Score: Raw -1671974.193760 + Penalty 3113.894561 = -1668860.299199 nChanged 56 SP:Iteration 25Q (1333.682295 sec): 3 clusters Score: Raw -1671987.465069 + Penalty 3113.894561 = -1668873.570507 nChanged 49 SP:Iteration 26Q (1333.721269 sec): 3 clusters Score: Raw -1671998.919492 + Penalty 3113.894561 = -1668885.024931 nChanged 42 SP:Iteration 27Q (1333.754512 sec): 3 clusters Score: Raw -1672008.891215 + Penalty 3113.894561 = -1668894.996653 nChanged 38 SP:Iteration 28Q (1333.791529 sec): 3 clusters Score: Raw -1672016.807688 + Penalty 3113.894561 = -1668902.913126 nChanged 31 SP:Iteration 29Q (1333.824389 sec): 3 clusters Score: Raw -1672023.105726 + Penalty 3113.894561 = -1668909.211164 nChanged 26 SP:Iteration 30Q (1333.868107 sec): 3 clusters Score: Raw -1672028.413114 + Penalty 3113.894561 = -1668914.518552 nChanged 28 SP:Iteration 31Q (1333.901174 sec): 3 clusters Score: Raw -1672033.969320 + Penalty 3113.894561 = -1668920.074758 nChanged 24 SP:Iteration 32Q (1333.933627 sec): 3 clusters Score: Raw -1672039.286450 + Penalty 3113.894561 = -1668925.391889 nChanged 21 SP:Iteration 33Q (1333.968580 sec): 3 clusters Score: Raw -1672044.625152 + Penalty 3113.894561 = -1668930.730590 nChanged 25 SP:Iteration 34Q (1334.000863 sec): 3 clusters Score: Raw -1672049.458509 + Penalty 3113.894561 = -1668935.563947 nChanged 20 SP:Iteration 35Q (1334.038824 sec): 3 clusters Score: Raw -1672052.857874 + Penalty 3113.894561 = -1668938.963313 nChanged 22 SP:Iteration 36Q (1334.081849 sec): 3 clusters Score: Raw -1672058.371399 + Penalty 3113.894561 = -1668944.476838 nChanged 24 SP:Iteration 37Q (1334.114209 sec): 3 clusters Score: Raw -1672064.410234 + Penalty 3113.894561 = -1668950.515673 nChanged 22 SP:Iteration 38Q (1334.146397 sec): 3 clusters Score: Raw -1672070.612642 + Penalty 3113.894561 = -1668956.718080 nChanged 23 SP:Iteration 39Q (1334.178473 sec): 3 clusters Score: Raw -1672076.120031 + Penalty 3113.894561 = -1668962.225469 nChanged 22 SP:Iteration 40F (1334.217993 sec): 3 clusters Score: Raw -1672081.384452 + Penalty 3113.894561 = -1668967.489891 nChanged 21 SP:Iteration 41Q (1334.256448 sec): 3 clusters Score: Raw -1672086.450180 + Penalty 3113.894561 = -1668972.555619 nChanged 18 SP:Iteration 42Q (1334.288590 sec): 3 clusters Score: Raw -1672090.828425 + Penalty 3113.894561 = -1668976.933864 nChanged 22 SP:Iteration 43Q (1334.338776 sec): 3 clusters Score: Raw -1672095.278973 + Penalty 3113.894561 = -1668981.384411 nChanged 15 SP:Iteration 44Q (1334.371115 sec): 3 clusters Score: Raw -1672097.518147 + Penalty 3113.894561 = -1668983.623586 nChanged 9 SP:Iteration 45Q (1334.410851 sec): 3 clusters Score: Raw -1672098.609320 + Penalty 3113.894561 = -1668984.714758 nChanged 7 SP:Iteration 46Q (1334.442835 sec): 3 clusters Score: Raw -1672099.592182 + Penalty 3113.894561 = -1668985.697620 nChanged 5 SP:Iteration 47Q (1334.474240 sec): 3 clusters Score: Raw -1672100.211067 + Penalty 3113.894561 = -1668986.316506 nChanged 4 SP:Iteration 48Q (1334.505994 sec): 3 clusters Score: Raw -1672100.757185 + Penalty 3113.894561 = -1668986.862624 nChanged 6 SP:Iteration 49Q (1334.542809 sec): 3 clusters Score: Raw -1672101.397634 + Penalty 3113.894561 = -1668987.503072 nChanged 3 SP:Iteration 50Q (1334.597526 sec): 3 clusters Score: Raw -1672101.715859 + Penalty 3113.894561 = -1668987.821297 nChanged 3 SP:Iteration 51Q (1334.629006 sec): 3 clusters Score: Raw -1672102.058597 + Penalty 3113.894561 = -1668988.164036 nChanged 0 SP:Iteration 52F (1334.664631 sec): 3 clusters Score: Raw -1672102.058597 + Penalty 3113.894561 = -1668988.164036 nChanged 0 Trying to split cluster 15 (4221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1334.691514 sec): 2 clusters Score: Raw -506630.267303 + Penalty 1356.521944 = -505273.745359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1334.711362 sec): 3 clusters Score: Raw -504558.059882 + Penalty 2713.043887 = -501845.015995 nChanged 1635 SP:Iteration 1F (1334.730753 sec): 3 clusters Score: Raw -505436.415684 + Penalty 2713.043887 = -502723.371797 nChanged 321 SP:Iteration 2F (1334.750125 sec): 3 clusters Score: Raw -505613.135371 + Penalty 2713.043887 = -502900.091484 nChanged 227 SP:Iteration 3F (1334.768595 sec): 3 clusters Score: Raw -505727.215721 + Penalty 2713.043887 = -503014.171834 nChanged 194 SP:Iteration 4Q (1334.821374 sec): 3 clusters Score: Raw -505846.028643 + Penalty 2713.043887 = -503132.984756 nChanged 195 SP:Iteration 5Q (1334.873107 sec): 3 clusters Score: Raw -505997.021007 + Penalty 2713.043887 = -503283.977119 nChanged 205 SP:Iteration 6Q (1334.913069 sec): 3 clusters Score: Raw -506216.911660 + Penalty 2713.043887 = -503503.867773 nChanged 237 SP:Iteration 7F (1334.932686 sec): 3 clusters Score: Raw -506631.276432 + Penalty 2713.043887 = -503918.232545 nChanged 281 SP:Iteration 8F (1334.978581 sec): 3 clusters Score: Raw -507160.479096 + Penalty 2713.043887 = -504447.435209 nChanged 253 SP:Iteration 9F (1335.016834 sec): 3 clusters Score: Raw -507418.879552 + Penalty 2713.043887 = -504705.835665 nChanged 188 SP:Iteration 10Q (1335.046964 sec): 3 clusters Score: Raw -507567.600751 + Penalty 2713.043887 = -504854.556863 nChanged 145 SP:Iteration 11Q (1335.082287 sec): 3 clusters Score: Raw -507679.721970 + Penalty 2713.043887 = -504966.678083 nChanged 84 SP:Iteration 12Q (1335.101735 sec): 3 clusters Score: Raw -507729.565048 + Penalty 2713.043887 = -505016.521160 nChanged 60 SP:Iteration 13Q (1335.120855 sec): 3 clusters Score: Raw -507762.053384 + Penalty 2713.043887 = -505049.009497 nChanged 42 SP:Iteration 14Q (1335.140038 sec): 3 clusters Score: Raw -507785.008581 + Penalty 2713.043887 = -505071.964694 nChanged 37 SP:Iteration 15Q (1335.159680 sec): 3 clusters Score: Raw -507806.746455 + Penalty 2713.043887 = -505093.702568 nChanged 31 SP:Iteration 16Q (1335.213321 sec): 3 clusters Score: Raw -507823.330742 + Penalty 2713.043887 = -505110.286854 nChanged 24 SP:Iteration 17Q (1335.253721 sec): 3 clusters Score: Raw -507836.121699 + Penalty 2713.043887 = -505123.077812 nChanged 18 SP:Iteration 18Q (1335.272582 sec): 3 clusters Score: Raw -507843.456277 + Penalty 2713.043887 = -505130.412390 nChanged 12 SP:Iteration 19Q (1335.293102 sec): 3 clusters Score: Raw -507849.007249 + Penalty 2713.043887 = -505135.963361 nChanged 13 SP:Iteration 20F (1335.312487 sec): 3 clusters Score: Raw -507853.698363 + Penalty 2713.043887 = -505140.654476 nChanged 13 SP:Iteration 21Q (1335.331777 sec): 3 clusters Score: Raw -507858.083259 + Penalty 2713.043887 = -505145.039371 nChanged 7 SP:Iteration 22Q (1335.380779 sec): 3 clusters Score: Raw -507860.055419 + Penalty 2713.043887 = -505147.011531 nChanged 6 SP:Iteration 23Q (1335.432336 sec): 3 clusters Score: Raw -507862.088225 + Penalty 2713.043887 = -505149.044337 nChanged 7 SP:Iteration 24Q (1335.476310 sec): 3 clusters Score: Raw -507865.803118 + Penalty 2713.043887 = -505152.759231 nChanged 9 SP:Iteration 25Q (1335.523382 sec): 3 clusters Score: Raw -507870.279338 + Penalty 2713.043887 = -505157.235451 nChanged 6 SP:Iteration 26Q (1335.576549 sec): 3 clusters Score: Raw -507872.426108 + Penalty 2713.043887 = -505159.382221 nChanged 4 SP:Iteration 27Q (1335.628990 sec): 3 clusters Score: Raw -507874.350141 + Penalty 2713.043887 = -505161.306253 nChanged 5 SP:Iteration 28Q (1335.661274 sec): 3 clusters Score: Raw -507876.339703 + Penalty 2713.043887 = -505163.295816 nChanged 4 SP:Iteration 29Q (1335.703307 sec): 3 clusters Score: Raw -507877.753794 + Penalty 2713.043887 = -505164.709907 nChanged 3 SP:Iteration 30Q (1335.755252 sec): 3 clusters Score: Raw -507879.494362 + Penalty 2713.043887 = -505166.450475 nChanged 2 SP:Iteration 31Q (1335.807579 sec): 3 clusters Score: Raw -507880.617583 + Penalty 2713.043887 = -505167.573695 nChanged 4 SP:Iteration 32Q (1335.826062 sec): 3 clusters Score: Raw -507881.596415 + Penalty 2713.043887 = -505168.552527 nChanged 3 SP:Iteration 33Q (1335.845248 sec): 3 clusters Score: Raw -507883.356049 + Penalty 2713.043887 = -505170.312162 nChanged 8 SP:Iteration 34Q (1335.864391 sec): 3 clusters Score: Raw -507886.510331 + Penalty 2713.043887 = -505173.466443 nChanged 4 SP:Iteration 35Q (1335.883428 sec): 3 clusters Score: Raw -507887.570097 + Penalty 2713.043887 = -505174.526209 nChanged 3 SP:Iteration 36Q (1335.902555 sec): 3 clusters Score: Raw -507889.176963 + Penalty 2713.043887 = -505176.133075 nChanged 4 SP:Iteration 37Q (1335.922999 sec): 3 clusters Score: Raw -507892.177366 + Penalty 2713.043887 = -505179.133479 nChanged 4 SP:Iteration 38Q (1335.960601 sec): 3 clusters Score: Raw -507896.590169 + Penalty 2713.043887 = -505183.546282 nChanged 12 SP:Iteration 39Q (1335.982132 sec): 3 clusters Score: Raw -507913.730378 + Penalty 2713.043887 = -505200.686491 nChanged 23 SP:Iteration 40F (1336.006032 sec): 3 clusters Score: Raw -507952.823606 + Penalty 2713.043887 = -505239.779719 nChanged 28 SP:Iteration 41Q (1336.024863 sec): 3 clusters Score: Raw -508004.415447 + Penalty 2713.043887 = -505291.371560 nChanged 23 SP:Iteration 42Q (1336.042397 sec): 3 clusters Score: Raw -508071.214295 + Penalty 2713.043887 = -505358.170408 nChanged 17 SP:Iteration 43Q (1336.062284 sec): 3 clusters Score: Raw -508195.800365 + Penalty 2713.043887 = -505482.756478 nChanged 9 SP:Iteration 44Q (1336.081759 sec): 3 clusters Score: Raw -508225.409433 + Penalty 2713.043887 = -505512.365545 nChanged 3 SP:Iteration 45Q (1336.099367 sec): 3 clusters Score: Raw -508226.683688 + Penalty 2713.043887 = -505513.639801 nChanged 0 SP:Iteration 46F (1336.118868 sec): 3 clusters Score: Raw -508226.683688 + Penalty 2713.043887 = -505513.639801 nChanged 0 Score: Raw -38958988.941149 + Penalty 41231.335688 = -38917757.605461 Splitting cluster 15 changes total score from -38913966.112064 to -38917757.605461 So it's getting split into cluster 20. Trying to split cluster 16 (6198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1340.017280 sec): 2 clusters Score: Raw -813746.264503 + Penalty 1418.947065 = -812327.317438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1340.047629 sec): 3 clusters Score: Raw -810341.923550 + Penalty 2837.894130 = -807504.029420 nChanged 2612 SP:Iteration 1F (1340.075803 sec): 3 clusters Score: Raw -811812.865884 + Penalty 2837.894130 = -808974.971754 nChanged 480 SP:Iteration 2F (1340.130490 sec): 3 clusters Score: Raw -812101.007703 + Penalty 2837.894130 = -809263.113573 nChanged 425 SP:Iteration 3F (1340.159633 sec): 3 clusters Score: Raw -812363.233936 + Penalty 2837.894130 = -809525.339806 nChanged 362 SP:Iteration 4F (1340.182040 sec): 3 clusters Score: Raw -812583.308691 + Penalty 2837.894130 = -809745.414561 nChanged 320 SP:Iteration 5F (1340.233969 sec): 3 clusters Score: Raw -812771.569652 + Penalty 2837.894130 = -809933.675522 nChanged 286 SP:Iteration 6Q (1340.256321 sec): 3 clusters Score: Raw -812967.241239 + Penalty 2837.894130 = -810129.347109 nChanged 315 SP:Iteration 7F (1340.278782 sec): 3 clusters Score: Raw -813262.985925 + Penalty 2837.894130 = -810425.091795 nChanged 286 SP:Iteration 8Q (1340.301396 sec): 3 clusters Score: Raw -813494.951603 + Penalty 2837.894130 = -810657.057473 nChanged 238 SP:Iteration 9Q (1340.323489 sec): 3 clusters Score: Raw -813688.060240 + Penalty 2837.894130 = -810850.166110 nChanged 206 SP:Iteration 10Q (1340.357072 sec): 3 clusters Score: Raw -813843.975427 + Penalty 2837.894130 = -811006.081297 nChanged 186 SP:Iteration 11Q (1340.390812 sec): 3 clusters Score: Raw -813979.563377 + Penalty 2837.894130 = -811141.669247 nChanged 151 SP:Iteration 12Q (1340.412532 sec): 3 clusters Score: Raw -814065.633424 + Penalty 2837.894130 = -811227.739295 nChanged 101 SP:Iteration 13Q (1340.434117 sec): 3 clusters Score: Raw -814118.342689 + Penalty 2837.894130 = -811280.448559 nChanged 83 SP:Iteration 14Q (1340.455833 sec): 3 clusters Score: Raw -814155.574684 + Penalty 2837.894130 = -811317.680554 nChanged 58 SP:Iteration 15Q (1340.477675 sec): 3 clusters Score: Raw -814181.888657 + Penalty 2837.894130 = -811343.994527 nChanged 60 SP:Iteration 16Q (1340.518638 sec): 3 clusters Score: Raw -814207.451069 + Penalty 2837.894130 = -811369.556939 nChanged 59 SP:Iteration 17Q (1340.545685 sec): 3 clusters Score: Raw -814230.576749 + Penalty 2837.894130 = -811392.682619 nChanged 64 SP:Iteration 18Q (1340.569769 sec): 3 clusters Score: Raw -814261.327633 + Penalty 2837.894130 = -811423.433503 nChanged 62 SP:Iteration 19Q (1340.598905 sec): 3 clusters Score: Raw -814293.847620 + Penalty 2837.894130 = -811455.953490 nChanged 60 SP:Iteration 20F (1340.626319 sec): 3 clusters Score: Raw -814321.535417 + Penalty 2837.894130 = -811483.641287 nChanged 50 SP:Iteration 21Q (1340.647598 sec): 3 clusters Score: Raw -814345.236281 + Penalty 2837.894130 = -811507.342151 nChanged 52 SP:Iteration 22Q (1340.672080 sec): 3 clusters Score: Raw -814368.653300 + Penalty 2837.894130 = -811530.759170 nChanged 51 SP:Iteration 23Q (1340.698122 sec): 3 clusters Score: Raw -814395.130065 + Penalty 2837.894130 = -811557.235935 nChanged 48 SP:Iteration 24Q (1340.739410 sec): 3 clusters Score: Raw -814422.259992 + Penalty 2837.894130 = -811584.365862 nChanged 50 SP:Iteration 25Q (1340.766701 sec): 3 clusters Score: Raw -814442.595559 + Penalty 2837.894130 = -811604.701429 nChanged 43 SP:Iteration 26Q (1340.801261 sec): 3 clusters Score: Raw -814460.847477 + Penalty 2837.894130 = -811622.953347 nChanged 48 SP:Iteration 27Q (1340.826749 sec): 3 clusters Score: Raw -814478.898914 + Penalty 2837.894130 = -811641.004784 nChanged 47 SP:Iteration 28Q (1340.851962 sec): 3 clusters Score: Raw -814496.403797 + Penalty 2837.894130 = -811658.509667 nChanged 53 SP:Iteration 29Q (1340.878854 sec): 3 clusters Score: Raw -814514.331042 + Penalty 2837.894130 = -811676.436912 nChanged 36 SP:Iteration 30Q (1340.903484 sec): 3 clusters Score: Raw -814527.201973 + Penalty 2837.894130 = -811689.307843 nChanged 29 SP:Iteration 31Q (1340.928374 sec): 3 clusters Score: Raw -814534.669719 + Penalty 2837.894130 = -811696.775589 nChanged 23 SP:Iteration 32Q (1340.949606 sec): 3 clusters Score: Raw -814540.279106 + Penalty 2837.894130 = -811702.384977 nChanged 17 SP:Iteration 33Q (1340.971003 sec): 3 clusters Score: Raw -814544.198643 + Penalty 2837.894130 = -811706.304513 nChanged 13 SP:Iteration 34Q (1340.992364 sec): 3 clusters Score: Raw -814547.517998 + Penalty 2837.894130 = -811709.623868 nChanged 12 SP:Iteration 35Q (1341.013221 sec): 3 clusters Score: Raw -814550.345793 + Penalty 2837.894130 = -811712.451663 nChanged 6 SP:Iteration 36Q (1341.038257 sec): 3 clusters Score: Raw -814551.498006 + Penalty 2837.894130 = -811713.603876 nChanged 5 SP:Iteration 37Q (1341.059403 sec): 3 clusters Score: Raw -814552.606786 + Penalty 2837.894130 = -811714.712656 nChanged 3 SP:Iteration 38Q (1341.080893 sec): 3 clusters Score: Raw -814553.292923 + Penalty 2837.894130 = -811715.398793 nChanged 3 SP:Iteration 39Q (1341.102543 sec): 3 clusters Score: Raw -814554.028061 + Penalty 2837.894130 = -811716.133931 nChanged 4 SP:Iteration 40F (1341.124905 sec): 3 clusters Score: Raw -814554.975617 + Penalty 2837.894130 = -811717.081487 nChanged 4 SP:Iteration 41Q (1341.151931 sec): 3 clusters Score: Raw -814555.648574 + Penalty 2837.894130 = -811717.754444 nChanged 6 SP:Iteration 42Q (1341.176862 sec): 3 clusters Score: Raw -814556.816779 + Penalty 2837.894130 = -811718.922649 nChanged 4 SP:Iteration 43Q (1341.197992 sec): 3 clusters Score: Raw -814557.671115 + Penalty 2837.894130 = -811719.776985 nChanged 5 SP:Iteration 44Q (1341.219000 sec): 3 clusters Score: Raw -814558.311345 + Penalty 2837.894130 = -811720.417215 nChanged 1 SP:Iteration 45Q (1341.240394 sec): 3 clusters Score: Raw -814558.401131 + Penalty 2837.894130 = -811720.507001 nChanged 0 SP:Iteration 46F (1341.262847 sec): 3 clusters Score: Raw -814558.401131 + Penalty 2837.894130 = -811720.507001 nChanged 0 Trying to split cluster 18 (38359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1341.321981 sec): 2 clusters Score: Raw -4724759.120394 + Penalty 1715.145975 = -4723043.974419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1341.401419 sec): 3 clusters Score: Raw -4700714.209146 + Penalty 3430.291949 = -4697283.917197 nChanged 17832 SP:Iteration 1F (1341.480772 sec): 3 clusters Score: Raw -4711543.125411 + Penalty 3430.291949 = -4708112.833461 nChanged 2409 SP:Iteration 2F (1341.553944 sec): 3 clusters Score: Raw -4712933.268048 + Penalty 3430.291949 = -4709502.976099 nChanged 2697 SP:Iteration 3F (1341.632990 sec): 3 clusters Score: Raw -4714910.189300 + Penalty 3430.291949 = -4711479.897350 nChanged 3170 SP:Iteration 4F (1341.704148 sec): 3 clusters Score: Raw -4717662.316202 + Penalty 3430.291949 = -4714232.024252 nChanged 3079 SP:Iteration 5F (1341.778598 sec): 3 clusters Score: Raw -4720460.613523 + Penalty 3430.291949 = -4717030.321573 nChanged 2438 SP:Iteration 6F (1341.876505 sec): 3 clusters Score: Raw -4722669.354035 + Penalty 3430.291949 = -4719239.062085 nChanged 1599 SP:Iteration 7Q (1341.961231 sec): 3 clusters Score: Raw -4724227.926845 + Penalty 3430.291949 = -4720797.634896 nChanged 1065 SP:Iteration 8Q (1342.040193 sec): 3 clusters Score: Raw -4725398.221641 + Penalty 3430.291949 = -4721967.929691 nChanged 751 SP:Iteration 9Q (1342.108150 sec): 3 clusters Score: Raw -4726145.262001 + Penalty 3430.291949 = -4722714.970052 nChanged 622 SP:Iteration 10Q (1342.176650 sec): 3 clusters Score: Raw -4726653.125277 + Penalty 3430.291949 = -4723222.833328 nChanged 510 SP:Iteration 11Q (1342.239281 sec): 3 clusters Score: Raw -4727041.229754 + Penalty 3430.291949 = -4723610.937804 nChanged 433 SP:Iteration 12Q (1342.303390 sec): 3 clusters Score: Raw -4727384.997094 + Penalty 3430.291949 = -4723954.705144 nChanged 406 SP:Iteration 13Q (1342.367577 sec): 3 clusters Score: Raw -4727717.765383 + Penalty 3430.291949 = -4724287.473434 nChanged 426 SP:Iteration 14Q (1342.435847 sec): 3 clusters Score: Raw -4728066.232445 + Penalty 3430.291949 = -4724635.940495 nChanged 396 SP:Iteration 15Q (1342.498274 sec): 3 clusters Score: Raw -4728361.907805 + Penalty 3430.291949 = -4724931.615856 nChanged 359 SP:Iteration 16Q (1342.563436 sec): 3 clusters Score: Raw -4728569.069968 + Penalty 3430.291949 = -4725138.778018 nChanged 291 SP:Iteration 17Q (1342.631008 sec): 3 clusters Score: Raw -4728719.327479 + Penalty 3430.291949 = -4725289.035530 nChanged 236 SP:Iteration 18Q (1342.695479 sec): 3 clusters Score: Raw -4728823.310332 + Penalty 3430.291949 = -4725393.018382 nChanged 199 SP:Iteration 19Q (1342.768689 sec): 3 clusters Score: Raw -4728901.706764 + Penalty 3430.291949 = -4725471.414814 nChanged 162 SP:Iteration 20F (1342.863649 sec): 3 clusters Score: Raw -4729068.383297 + Penalty 3430.291949 = -4725638.091347 nChanged 174 SP:Iteration 21Q (1342.926755 sec): 3 clusters Score: Raw -4729157.147894 + Penalty 3430.291949 = -4725726.855944 nChanged 168 SP:Iteration 22Q (1342.990043 sec): 3 clusters Score: Raw -4729217.195436 + Penalty 3430.291949 = -4725786.903486 nChanged 142 SP:Iteration 23Q (1343.052491 sec): 3 clusters Score: Raw -4729253.935710 + Penalty 3430.291949 = -4725823.643761 nChanged 114 SP:Iteration 24Q (1343.132712 sec): 3 clusters Score: Raw -4729279.360078 + Penalty 3430.291949 = -4725849.068128 nChanged 106 SP:Iteration 25Q (1343.196744 sec): 3 clusters Score: Raw -4729304.100192 + Penalty 3430.291949 = -4725873.808243 nChanged 87 SP:Iteration 26Q (1343.268605 sec): 3 clusters Score: Raw -4729319.722430 + Penalty 3430.291949 = -4725889.430480 nChanged 78 SP:Iteration 27Q (1343.331329 sec): 3 clusters Score: Raw -4729332.667276 + Penalty 3430.291949 = -4725902.375326 nChanged 51 SP:Iteration 28Q (1343.393316 sec): 3 clusters Score: Raw -4729338.782466 + Penalty 3430.291949 = -4725908.490517 nChanged 46 SP:Iteration 29Q (1343.455477 sec): 3 clusters Score: Raw -4729343.354641 + Penalty 3430.291949 = -4725913.062691 nChanged 37 SP:Iteration 30Q (1343.517997 sec): 3 clusters Score: Raw -4729346.258394 + Penalty 3430.291949 = -4725915.966444 nChanged 28 SP:Iteration 31Q (1343.580498 sec): 3 clusters Score: Raw -4729348.461907 + Penalty 3430.291949 = -4725918.169957 nChanged 22 SP:Iteration 32Q (1343.676155 sec): 3 clusters Score: Raw -4729349.799231 + Penalty 3430.291949 = -4725919.507282 nChanged 18 SP:Iteration 33Q (1343.763454 sec): 3 clusters Score: Raw -4729351.088380 + Penalty 3430.291949 = -4725920.796430 nChanged 16 SP:Iteration 34Q (1343.827113 sec): 3 clusters Score: Raw -4729351.836117 + Penalty 3430.291949 = -4725921.544168 nChanged 9 SP:Iteration 35Q (1343.889523 sec): 3 clusters Score: Raw -4729352.163162 + Penalty 3430.291949 = -4725921.871213 nChanged 4 SP:Iteration 36Q (1343.951862 sec): 3 clusters Score: Raw -4729352.289550 + Penalty 3430.291949 = -4725921.997600 nChanged 3 SP:Iteration 37Q (1344.014310 sec): 3 clusters Score: Raw -4729352.422274 + Penalty 3430.291949 = -4725922.130324 nChanged 2 SP:Iteration 38Q (1344.077037 sec): 3 clusters Score: Raw -4729352.499187 + Penalty 3430.291949 = -4725922.207238 nChanged 1 SP:Iteration 39Q (1344.140439 sec): 3 clusters Score: Raw -4729352.538900 + Penalty 3430.291949 = -4725922.246951 nChanged 0 SP:Iteration 40F (1344.213386 sec): 3 clusters Score: Raw -4729352.538900 + Penalty 3430.291949 = -4725922.246951 nChanged 0 Score: Raw -38963582.359656 + Penalty 43292.902472 = -38920289.457183 Splitting cluster 18 changes total score from -38913966.112064 to -38920289.457183 So it's getting split into cluster 21. Trying to split cluster 19 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1348.842709 sec): 2 clusters Score: Raw -39607.984282 + Penalty 964.420307 = -38643.563976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1348.845459 sec): 3 clusters Score: Raw -39690.409491 + Penalty 1928.840614 = -37761.568878 nChanged 90 SP:Iteration 1F (1348.847933 sec): 3 clusters Score: Raw -39913.582506 + Penalty 1928.840614 = -37984.741893 nChanged 23 SP:Iteration 2F (1348.850394 sec): 3 clusters Score: Raw -39968.422456 + Penalty 1928.840614 = -38039.581842 nChanged 8 SP:Iteration 3Q (1348.852873 sec): 3 clusters Score: Raw -39987.671809 + Penalty 1928.840614 = -38058.831195 nChanged 6 SP:Iteration 4Q (1348.855262 sec): 3 clusters Score: Raw -40002.259432 + Penalty 1928.840614 = -38073.418818 nChanged 3 SP:Iteration 5Q (1348.857639 sec): 3 clusters Score: Raw -40006.314625 + Penalty 1928.840614 = -38077.474012 nChanged 2 SP:Iteration 6Q (1348.860004 sec): 3 clusters Score: Raw -40009.443583 + Penalty 1928.840614 = -38080.602970 nChanged 1 SP:Iteration 7Q (1348.862362 sec): 3 clusters Score: Raw -40010.589336 + Penalty 1928.840614 = -38081.748723 nChanged 0 SP:Iteration 8F (1348.864815 sec): 3 clusters Score: Raw -40010.589336 + Penalty 1928.840614 = -38081.748723 nChanged 0 Iteration 20F (1352.997295 sec): 22 clusters Score: Raw -38978731.280796 + Penalty 43292.902472 = -38935438.378323 nChanged 22826 Iteration 21F (1357.081216 sec): 22 clusters Score: Raw -38997591.799238 + Penalty 43292.902472 = -38954298.896765 nChanged 19745 Iteration 22F (1361.144600 sec): 22 clusters Score: Raw -39013133.218223 + Penalty 43292.902472 = -38969840.315751 nChanged 18652 Iteration 23F (1365.198822 sec): 22 clusters Score: Raw -39027232.409904 + Penalty 43292.902472 = -38983939.507432 nChanged 17659 Iteration 24F (1369.233538 sec): 22 clusters Score: Raw -39040131.561150 + Penalty 43292.902472 = -38996838.658677 nChanged 16488 Iteration 25F (1373.271714 sec): 22 clusters Score: Raw -39051674.951269 + Penalty 43292.902472 = -39008382.048796 nChanged 14599 Iteration 26Q (1375.402795 sec): 22 clusters Score: Raw -39061555.539419 + Penalty 43292.902472 = -39018262.636947 nChanged 12363 Iteration 27Q (1377.526013 sec): 22 clusters Score: Raw -39070044.285993 + Penalty 43292.902472 = -39026751.383521 nChanged 9949 Iteration 28Q (1379.634258 sec): 22 clusters Score: Raw -39077882.292118 + Penalty 43292.902472 = -39034589.389646 nChanged 7662 Iteration 29Q (1381.692870 sec): 22 clusters Score: Raw -39084585.804973 + Penalty 43292.902472 = -39041292.902501 nChanged 6496 Iteration 30Q (1383.761489 sec): 22 clusters Score: Raw -39088849.750051 + Penalty 43292.902472 = -39045556.847578 nChanged 6044 Iteration 31Q (1385.785156 sec): 22 clusters Score: Raw -39092516.909793 + Penalty 43292.902472 = -39049224.007321 nChanged 5654 Iteration 32Q (1387.814806 sec): 22 clusters Score: Raw -39095880.112614 + Penalty 43292.902472 = -39052587.210141 nChanged 5052 Iteration 33Q (1389.827145 sec): 22 clusters Score: Raw -39098402.363926 + Penalty 43292.902472 = -39055109.461454 nChanged 4187 Iteration 34Q (1391.824104 sec): 22 clusters Score: Raw -39100088.436329 + Penalty 43292.902472 = -39056795.533856 nChanged 3597 Iteration 35Q (1393.835263 sec): 22 clusters Score: Raw -39101137.381328 + Penalty 43292.902472 = -39057844.478856 nChanged 2925 Iteration 36Q (1395.876688 sec): 22 clusters Score: Raw -39101842.790409 + Penalty 43292.902472 = -39058549.887937 nChanged 2447 Iteration 37Q (1397.854796 sec): 22 clusters Score: Raw -39102350.187193 + Penalty 43292.902472 = -39059057.284720 nChanged 2105 Iteration 38Q (1399.845546 sec): 22 clusters Score: Raw -39102777.007295 + Penalty 43292.902472 = -39059484.104823 nChanged 1949 Iteration 39Q (1402.174364 sec): 22 clusters Score: Raw -39103148.298252 + Penalty 43292.902472 = -39059855.395780 nChanged 1752 Iteration 40F (1406.362272 sec): 22 clusters Score: Raw -39105212.320651 + Penalty 43292.902472 = -39061919.418179 nChanged 3422 Iteration 41Q (1408.438735 sec): 22 clusters Score: Raw -39106784.026842 + Penalty 43292.902472 = -39063491.124370 nChanged 3228 Iteration 42Q (1410.509236 sec): 22 clusters Score: Raw -39107799.213936 + Penalty 43292.902472 = -39064506.311463 nChanged 2899 Iteration 43Q (1412.550888 sec): 22 clusters Score: Raw -39108530.572319 + Penalty 43292.902472 = -39065237.669846 nChanged 2623 Iteration 44Q (1414.577301 sec): 22 clusters Score: Raw -39109112.850799 + Penalty 43292.902472 = -39065819.948327 nChanged 2365 Iteration 45Q (1416.655856 sec): 22 clusters Score: Raw -39109574.961016 + Penalty 43292.902472 = -39066282.058543 nChanged 2067 Iteration 46Q (1418.687865 sec): 22 clusters Score: Raw -39109946.343073 + Penalty 43292.902472 = -39066653.440601 nChanged 1860 Iteration 47Q (1420.700637 sec): 22 clusters Score: Raw -39110249.793408 + Penalty 43292.902472 = -39066956.890936 nChanged 1683 Iteration 48Q (1422.737980 sec): 22 clusters Score: Raw -39110522.272357 + Penalty 43292.902472 = -39067229.369884 nChanged 1578 Iteration 49Q (1424.740321 sec): 22 clusters Score: Raw -39110763.155016 + Penalty 43292.902472 = -39067470.252543 nChanged 1475 Iteration 50Q (1426.735108 sec): 22 clusters Score: Raw -39110980.689919 + Penalty 43292.902472 = -39067687.787447 nChanged 1407 Iteration 51Q (1428.744238 sec): 22 clusters Score: Raw -39111209.445791 + Penalty 43292.902472 = -39067916.543319 nChanged 1488 Iteration 52Q (1430.764277 sec): 22 clusters Score: Raw -39111451.382507 + Penalty 43292.902472 = -39068158.480035 nChanged 1454 Iteration 53Q (1432.760330 sec): 22 clusters Score: Raw -39111693.186282 + Penalty 43292.902472 = -39068400.283809 nChanged 1415 Iteration 54Q (1434.765865 sec): 22 clusters Score: Raw -39111925.673150 + Penalty 43292.902472 = -39068632.770678 nChanged 1344 Iteration 55Q (1436.800318 sec): 22 clusters Score: Raw -39112154.244441 + Penalty 43292.902472 = -39068861.341968 nChanged 1359 Iteration 56Q (1438.840117 sec): 22 clusters Score: Raw -39112375.330015 + Penalty 43292.902472 = -39069082.427542 nChanged 1346 Iteration 57Q (1440.860193 sec): 22 clusters Score: Raw -39112603.104706 + Penalty 43292.902472 = -39069310.202234 nChanged 1343 Iteration 58Q (1442.901367 sec): 22 clusters Score: Raw -39112817.084824 + Penalty 43292.902472 = -39069524.182351 nChanged 1234 Writing temp clu file Because OldScore, -39069310.202234, is greater than current (better) Score,-39069524.182351 Compute initial score before splitting: Score: Raw -39112817.084824 + Penalty 43292.902472 = -39069524.182351 Trying to split cluster 1 (16788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1442.983375 sec): 2 clusters Score: Raw -2120333.711979 + Penalty 1580.868189 = -2118752.843790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1443.024595 sec): 3 clusters Score: Raw -2110340.146838 + Penalty 3161.736378 = -2107178.410461 nChanged 7487 SP:Iteration 1F (1443.070086 sec): 3 clusters Score: Raw -2114611.539232 + Penalty 3161.736378 = -2111449.802854 nChanged 970 SP:Iteration 2F (1443.109329 sec): 3 clusters Score: Raw -2115032.040239 + Penalty 3161.736378 = -2111870.303861 nChanged 911 SP:Iteration 3F (1443.148859 sec): 3 clusters Score: Raw -2115459.873139 + Penalty 3161.736378 = -2112298.136761 nChanged 863 SP:Iteration 4F (1443.188297 sec): 3 clusters Score: Raw -2115899.104975 + Penalty 3161.736378 = -2112737.368597 nChanged 869 SP:Iteration 5F (1443.232731 sec): 3 clusters Score: Raw -2116397.091732 + Penalty 3161.736378 = -2113235.355354 nChanged 903 SP:Iteration 6F (1443.272067 sec): 3 clusters Score: Raw -2116991.042367 + Penalty 3161.736378 = -2113829.305989 nChanged 956 SP:Iteration 7F (1443.313287 sec): 3 clusters Score: Raw -2117667.034313 + Penalty 3161.736378 = -2114505.297935 nChanged 904 SP:Iteration 8F (1443.352850 sec): 3 clusters Score: Raw -2118266.501065 + Penalty 3161.736378 = -2115104.764687 nChanged 749 SP:Iteration 9Q (1443.392175 sec): 3 clusters Score: Raw -2118665.149856 + Penalty 3161.736378 = -2115503.413478 nChanged 518 SP:Iteration 10Q (1443.431268 sec): 3 clusters Score: Raw -2118890.322755 + Penalty 3161.736378 = -2115728.586377 nChanged 351 SP:Iteration 11Q (1443.504373 sec): 3 clusters Score: Raw -2119005.188074 + Penalty 3161.736378 = -2115843.451696 nChanged 242 SP:Iteration 12Q (1443.553333 sec): 3 clusters Score: Raw -2119065.594367 + Penalty 3161.736378 = -2115903.857990 nChanged 174 SP:Iteration 13Q (1443.591731 sec): 3 clusters Score: Raw -2119106.626348 + Penalty 3161.736378 = -2115944.889970 nChanged 171 SP:Iteration 14Q (1443.635720 sec): 3 clusters Score: Raw -2119146.461418 + Penalty 3161.736378 = -2115984.725040 nChanged 148 SP:Iteration 15Q (1443.680600 sec): 3 clusters Score: Raw -2119181.240208 + Penalty 3161.736378 = -2116019.503830 nChanged 145 SP:Iteration 16Q (1443.719561 sec): 3 clusters Score: Raw -2119212.377995 + Penalty 3161.736378 = -2116050.641617 nChanged 132 SP:Iteration 17Q (1443.758356 sec): 3 clusters Score: Raw -2119234.290557 + Penalty 3161.736378 = -2116072.554179 nChanged 90 SP:Iteration 18Q (1443.806319 sec): 3 clusters Score: Raw -2119245.825142 + Penalty 3161.736378 = -2116084.088764 nChanged 73 SP:Iteration 19Q (1443.844528 sec): 3 clusters Score: Raw -2119254.035775 + Penalty 3161.736378 = -2116092.299397 nChanged 59 SP:Iteration 20F (1443.885805 sec): 3 clusters Score: Raw -2119261.450190 + Penalty 3161.736378 = -2116099.713812 nChanged 40 SP:Iteration 21Q (1443.924283 sec): 3 clusters Score: Raw -2119265.497790 + Penalty 3161.736378 = -2116103.761412 nChanged 40 SP:Iteration 22Q (1443.963452 sec): 3 clusters Score: Raw -2119268.701862 + Penalty 3161.736378 = -2116106.965484 nChanged 24 SP:Iteration 23Q (1444.002504 sec): 3 clusters Score: Raw -2119270.725759 + Penalty 3161.736378 = -2116108.989382 nChanged 18 SP:Iteration 24Q (1444.058968 sec): 3 clusters Score: Raw -2119271.640916 + Penalty 3161.736378 = -2116109.904538 nChanged 9 SP:Iteration 25Q (1444.097453 sec): 3 clusters Score: Raw -2119272.074797 + Penalty 3161.736378 = -2116110.338419 nChanged 6 SP:Iteration 26Q (1444.136199 sec): 3 clusters Score: Raw -2119272.446757 + Penalty 3161.736378 = -2116110.710379 nChanged 5 SP:Iteration 27Q (1444.174572 sec): 3 clusters Score: Raw -2119272.811071 + Penalty 3161.736378 = -2116111.074693 nChanged 8 SP:Iteration 28Q (1444.235925 sec): 3 clusters Score: Raw -2119273.242041 + Penalty 3161.736378 = -2116111.505663 nChanged 6 SP:Iteration 29Q (1444.274490 sec): 3 clusters Score: Raw -2119273.596806 + Penalty 3161.736378 = -2116111.860428 nChanged 9 SP:Iteration 30Q (1444.320396 sec): 3 clusters Score: Raw -2119274.179571 + Penalty 3161.736378 = -2116112.443193 nChanged 8 SP:Iteration 31Q (1444.358896 sec): 3 clusters Score: Raw -2119274.753402 + Penalty 3161.736378 = -2116113.017025 nChanged 7 SP:Iteration 32Q (1444.397732 sec): 3 clusters Score: Raw -2119275.351263 + Penalty 3161.736378 = -2116113.614885 nChanged 7 SP:Iteration 33Q (1444.436156 sec): 3 clusters Score: Raw -2119275.760004 + Penalty 3161.736378 = -2116114.023626 nChanged 7 SP:Iteration 34Q (1444.474681 sec): 3 clusters Score: Raw -2119276.047409 + Penalty 3161.736378 = -2116114.311031 nChanged 3 SP:Iteration 35Q (1444.514031 sec): 3 clusters Score: Raw -2119276.136766 + Penalty 3161.736378 = -2116114.400388 nChanged 1 SP:Iteration 36Q (1444.553616 sec): 3 clusters Score: Raw -2119276.172048 + Penalty 3161.736378 = -2116114.435671 nChanged 0 SP:Iteration 37F (1444.593149 sec): 3 clusters Score: Raw -2119276.172048 + Penalty 3161.736378 = -2116114.435671 nChanged 0 Trying to split cluster 2 (889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.606001 sec): 2 clusters Score: Raw -98966.820198 + Penalty 1103.390801 = -97863.429397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.611217 sec): 3 clusters Score: Raw -98719.139767 + Penalty 2206.781602 = -96512.358165 nChanged 261 SP:Iteration 1F (1444.616167 sec): 3 clusters Score: Raw -98992.429076 + Penalty 2206.781602 = -96785.647474 nChanged 72 SP:Iteration 2F (1444.621075 sec): 3 clusters Score: Raw -99080.072008 + Penalty 2206.781602 = -96873.290406 nChanged 39 SP:Iteration 3Q (1444.625467 sec): 3 clusters Score: Raw -99147.396445 + Penalty 2206.781602 = -96940.614844 nChanged 23 SP:Iteration 4Q (1444.630254 sec): 3 clusters Score: Raw -99182.671121 + Penalty 2206.781602 = -96975.889519 nChanged 13 SP:Iteration 5Q (1444.635062 sec): 3 clusters Score: Raw -99203.356552 + Penalty 2206.781602 = -96996.574950 nChanged 20 SP:Iteration 6Q (1444.639823 sec): 3 clusters Score: Raw -99230.410594 + Penalty 2206.781602 = -97023.628993 nChanged 13 SP:Iteration 7Q (1444.644600 sec): 3 clusters Score: Raw -99245.835165 + Penalty 2206.781602 = -97039.053564 nChanged 16 SP:Iteration 8Q (1444.649155 sec): 3 clusters Score: Raw -99259.030619 + Penalty 2206.781602 = -97052.249017 nChanged 14 SP:Iteration 9Q (1444.653921 sec): 3 clusters Score: Raw -99273.760610 + Penalty 2206.781602 = -97066.979008 nChanged 6 SP:Iteration 10Q (1444.658646 sec): 3 clusters Score: Raw -99279.589779 + Penalty 2206.781602 = -97072.808178 nChanged 5 SP:Iteration 11Q (1444.663378 sec): 3 clusters Score: Raw -99285.590120 + Penalty 2206.781602 = -97078.808519 nChanged 8 SP:Iteration 12Q (1444.668052 sec): 3 clusters Score: Raw -99291.163780 + Penalty 2206.781602 = -97084.382179 nChanged 3 SP:Iteration 13Q (1444.672761 sec): 3 clusters Score: Raw -99295.041782 + Penalty 2206.781602 = -97088.260181 nChanged 5 SP:Iteration 14Q (1444.677485 sec): 3 clusters Score: Raw -99300.902268 + Penalty 2206.781602 = -97094.120666 nChanged 5 SP:Iteration 15Q (1444.682200 sec): 3 clusters Score: Raw -99305.864590 + Penalty 2206.781602 = -97099.082989 nChanged 5 SP:Iteration 16Q (1444.686899 sec): 3 clusters Score: Raw -99310.795656 + Penalty 2206.781602 = -97104.014054 nChanged 5 SP:Iteration 17Q (1444.691629 sec): 3 clusters Score: Raw -99316.108622 + Penalty 2206.781602 = -97109.327021 nChanged 3 SP:Iteration 18Q (1444.696368 sec): 3 clusters Score: Raw -99326.246690 + Penalty 2206.781602 = -97119.465088 nChanged 4 SP:Iteration 19Q (1444.710038 sec): 3 clusters Score: Raw -99331.575685 + Penalty 2206.781602 = -97124.794084 nChanged 3 SP:Iteration 20F (1444.714899 sec): 3 clusters Score: Raw -99337.166607 + Penalty 2206.781602 = -97130.385005 nChanged 5 SP:Iteration 21Q (1444.719669 sec): 3 clusters Score: Raw -99347.589165 + Penalty 2206.781602 = -97140.807564 nChanged 5 SP:Iteration 22Q (1444.724381 sec): 3 clusters Score: Raw -99354.535643 + Penalty 2206.781602 = -97147.754042 nChanged 6 SP:Iteration 23Q (1444.729124 sec): 3 clusters Score: Raw -99358.128906 + Penalty 2206.781602 = -97151.347304 nChanged 3 SP:Iteration 24Q (1444.738840 sec): 3 clusters Score: Raw -99360.579345 + Penalty 2206.781602 = -97153.797744 nChanged 3 SP:Iteration 25Q (1444.743632 sec): 3 clusters Score: Raw -99364.096892 + Penalty 2206.781602 = -97157.315291 nChanged 4 SP:Iteration 26Q (1444.748374 sec): 3 clusters Score: Raw -99366.379362 + Penalty 2206.781602 = -97159.597760 nChanged 0 SP:Iteration 27F (1444.753215 sec): 3 clusters Score: Raw -99366.379362 + Penalty 2206.781602 = -97159.597760 nChanged 0 Trying to split cluster 3 (5309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.772561 sec): 2 clusters Score: Raw -655397.980965 + Penalty 1393.788301 = -654004.192664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.794397 sec): 3 clusters Score: Raw -652595.436698 + Penalty 2787.576601 = -649807.860097 nChanged 2165 SP:Iteration 1F (1444.815814 sec): 3 clusters Score: Raw -653803.083384 + Penalty 2787.576601 = -651015.506783 nChanged 412 SP:Iteration 2F (1444.837117 sec): 3 clusters Score: Raw -654105.121064 + Penalty 2787.576601 = -651317.544463 nChanged 374 SP:Iteration 3F (1444.858529 sec): 3 clusters Score: Raw -654375.194005 + Penalty 2787.576601 = -651587.617404 nChanged 301 SP:Iteration 4F (1444.879693 sec): 3 clusters Score: Raw -654576.625992 + Penalty 2787.576601 = -651789.049391 nChanged 297 SP:Iteration 5F (1444.900969 sec): 3 clusters Score: Raw -654784.484857 + Penalty 2787.576601 = -651996.908256 nChanged 279 SP:Iteration 6F (1444.944196 sec): 3 clusters Score: Raw -654975.831248 + Penalty 2787.576601 = -652188.254647 nChanged 266 SP:Iteration 7F (1444.989955 sec): 3 clusters Score: Raw -655160.657513 + Penalty 2787.576601 = -652373.080912 nChanged 227 SP:Iteration 8Q (1445.011191 sec): 3 clusters Score: Raw -655321.058885 + Penalty 2787.576601 = -652533.482284 nChanged 210 SP:Iteration 9Q (1445.031849 sec): 3 clusters Score: Raw -655473.892330 + Penalty 2787.576601 = -652686.315729 nChanged 183 SP:Iteration 10Q (1445.052819 sec): 3 clusters Score: Raw -655608.509819 + Penalty 2787.576601 = -652820.933218 nChanged 150 SP:Iteration 11Q (1445.073757 sec): 3 clusters Score: Raw -655712.577462 + Penalty 2787.576601 = -652925.000861 nChanged 114 SP:Iteration 12Q (1445.094937 sec): 3 clusters Score: Raw -655784.545662 + Penalty 2787.576601 = -652996.969061 nChanged 85 SP:Iteration 13Q (1445.116099 sec): 3 clusters Score: Raw -655838.722391 + Penalty 2787.576601 = -653051.145790 nChanged 69 SP:Iteration 14Q (1445.136871 sec): 3 clusters Score: Raw -655884.618456 + Penalty 2787.576601 = -653097.041855 nChanged 54 SP:Iteration 15Q (1445.157928 sec): 3 clusters Score: Raw -655920.501872 + Penalty 2787.576601 = -653132.925271 nChanged 45 SP:Iteration 16Q (1445.178797 sec): 3 clusters Score: Raw -655953.036123 + Penalty 2787.576601 = -653165.459522 nChanged 43 SP:Iteration 17Q (1445.201495 sec): 3 clusters Score: Raw -655976.490291 + Penalty 2787.576601 = -653188.913690 nChanged 29 SP:Iteration 18Q (1445.222279 sec): 3 clusters Score: Raw -655987.305047 + Penalty 2787.576601 = -653199.728446 nChanged 19 SP:Iteration 19Q (1445.242994 sec): 3 clusters Score: Raw -655994.164628 + Penalty 2787.576601 = -653206.588027 nChanged 15 SP:Iteration 20F (1445.268372 sec): 3 clusters Score: Raw -655998.213327 + Penalty 2787.576601 = -653210.636726 nChanged 13 SP:Iteration 21Q (1445.289149 sec): 3 clusters Score: Raw -656001.437961 + Penalty 2787.576601 = -653213.861360 nChanged 11 SP:Iteration 22Q (1445.309937 sec): 3 clusters Score: Raw -656004.554881 + Penalty 2787.576601 = -653216.978279 nChanged 9 SP:Iteration 23Q (1445.330832 sec): 3 clusters Score: Raw -656006.683346 + Penalty 2787.576601 = -653219.106745 nChanged 4 SP:Iteration 24Q (1445.351662 sec): 3 clusters Score: Raw -656007.886945 + Penalty 2787.576601 = -653220.310344 nChanged 5 SP:Iteration 25Q (1445.372503 sec): 3 clusters Score: Raw -656009.239005 + Penalty 2787.576601 = -653221.662404 nChanged 4 SP:Iteration 26Q (1445.392525 sec): 3 clusters Score: Raw -656010.607927 + Penalty 2787.576601 = -653223.031326 nChanged 7 SP:Iteration 27Q (1445.412314 sec): 3 clusters Score: Raw -656013.155326 + Penalty 2787.576601 = -653225.578725 nChanged 5 SP:Iteration 28Q (1445.433233 sec): 3 clusters Score: Raw -656014.910872 + Penalty 2787.576601 = -653227.334271 nChanged 8 SP:Iteration 29Q (1445.463089 sec): 3 clusters Score: Raw -656017.212051 + Penalty 2787.576601 = -653229.635449 nChanged 7 SP:Iteration 30Q (1445.517275 sec): 3 clusters Score: Raw -656019.368804 + Penalty 2787.576601 = -653231.792203 nChanged 4 SP:Iteration 31Q (1445.557092 sec): 3 clusters Score: Raw -656020.568402 + Penalty 2787.576601 = -653232.991801 nChanged 2 SP:Iteration 32Q (1445.577176 sec): 3 clusters Score: Raw -656021.612503 + Penalty 2787.576601 = -653234.035902 nChanged 3 SP:Iteration 33Q (1445.634684 sec): 3 clusters Score: Raw -656022.486607 + Penalty 2787.576601 = -653234.910006 nChanged 3 SP:Iteration 34Q (1445.663483 sec): 3 clusters Score: Raw -656023.227125 + Penalty 2787.576601 = -653235.650524 nChanged 3 SP:Iteration 35Q (1445.684154 sec): 3 clusters Score: Raw -656023.864459 + Penalty 2787.576601 = -653236.287858 nChanged 0 SP:Iteration 36F (1445.705428 sec): 3 clusters Score: Raw -656023.864459 + Penalty 2787.576601 = -653236.287858 nChanged 0 Trying to split cluster 4 (1153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1445.718294 sec): 2 clusters Score: Raw -137211.907318 + Penalty 1145.644910 = -136066.262408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1445.733360 sec): 3 clusters Score: Raw -136801.542983 + Penalty 2291.289819 = -134510.253164 nChanged 333 SP:Iteration 1F (1445.739549 sec): 3 clusters Score: Raw -137063.206102 + Penalty 2291.289819 = -134771.916283 nChanged 92 SP:Iteration 2F (1445.745782 sec): 3 clusters Score: Raw -137168.739525 + Penalty 2291.289819 = -134877.449706 nChanged 67 SP:Iteration 3F (1445.751951 sec): 3 clusters Score: Raw -137263.855274 + Penalty 2291.289819 = -134972.565455 nChanged 55 SP:Iteration 4Q (1445.758032 sec): 3 clusters Score: Raw -137330.762914 + Penalty 2291.289819 = -135039.473095 nChanged 48 SP:Iteration 5Q (1445.764066 sec): 3 clusters Score: Raw -137392.228678 + Penalty 2291.289819 = -135100.938859 nChanged 38 SP:Iteration 6Q (1445.770174 sec): 3 clusters Score: Raw -137437.597542 + Penalty 2291.289819 = -135146.307723 nChanged 36 SP:Iteration 7Q (1445.776175 sec): 3 clusters Score: Raw -137477.656965 + Penalty 2291.289819 = -135186.367146 nChanged 29 SP:Iteration 8Q (1445.782264 sec): 3 clusters Score: Raw -137511.995846 + Penalty 2291.289819 = -135220.706027 nChanged 15 SP:Iteration 9Q (1445.788339 sec): 3 clusters Score: Raw -137530.692402 + Penalty 2291.289819 = -135239.402583 nChanged 14 SP:Iteration 10Q (1445.794314 sec): 3 clusters Score: Raw -137552.441763 + Penalty 2291.289819 = -135261.151944 nChanged 17 SP:Iteration 11Q (1445.800343 sec): 3 clusters Score: Raw -137567.410802 + Penalty 2291.289819 = -135276.120983 nChanged 14 SP:Iteration 12Q (1445.806306 sec): 3 clusters Score: Raw -137581.143805 + Penalty 2291.289819 = -135289.853986 nChanged 9 SP:Iteration 13Q (1445.812285 sec): 3 clusters Score: Raw -137587.329848 + Penalty 2291.289819 = -135296.040029 nChanged 7 SP:Iteration 14Q (1445.818231 sec): 3 clusters Score: Raw -137590.196754 + Penalty 2291.289819 = -135298.906935 nChanged 3 SP:Iteration 15Q (1445.824173 sec): 3 clusters Score: Raw -137592.486346 + Penalty 2291.289819 = -135301.196527 nChanged 3 SP:Iteration 16Q (1445.830174 sec): 3 clusters Score: Raw -137593.959264 + Penalty 2291.289819 = -135302.669445 nChanged 1 SP:Iteration 17Q (1445.836118 sec): 3 clusters Score: Raw -137594.317502 + Penalty 2291.289819 = -135303.027683 nChanged 0 SP:Iteration 18F (1445.842239 sec): 3 clusters Score: Raw -137594.317502 + Penalty 2291.289819 = -135303.027683 nChanged 0 Trying to split cluster 5 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1445.851610 sec): 2 clusters Score: Raw -94820.159002 + Penalty 1092.817967 = -93727.341035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1445.856494 sec): 3 clusters Score: Raw -94593.465688 + Penalty 2185.635934 = -92407.829754 nChanged 231 SP:Iteration 1F (1445.861064 sec): 3 clusters Score: Raw -94813.474481 + Penalty 2185.635934 = -92627.838547 nChanged 61 SP:Iteration 2F (1445.865630 sec): 3 clusters Score: Raw -94891.561096 + Penalty 2185.635934 = -92705.925162 nChanged 40 SP:Iteration 3Q (1445.870211 sec): 3 clusters Score: Raw -94944.306979 + Penalty 2185.635934 = -92758.671045 nChanged 24 SP:Iteration 4Q (1445.874746 sec): 3 clusters Score: Raw -94969.536537 + Penalty 2185.635934 = -92783.900603 nChanged 13 SP:Iteration 5Q (1445.879315 sec): 3 clusters Score: Raw -94987.740698 + Penalty 2185.635934 = -92802.104765 nChanged 17 SP:Iteration 6Q (1445.883877 sec): 3 clusters Score: Raw -95016.109060 + Penalty 2185.635934 = -92830.473126 nChanged 19 SP:Iteration 7Q (1445.888235 sec): 3 clusters Score: Raw -95045.500804 + Penalty 2185.635934 = -92859.864870 nChanged 20 SP:Iteration 8Q (1445.892770 sec): 3 clusters Score: Raw -95075.553694 + Penalty 2185.635934 = -92889.917760 nChanged 13 SP:Iteration 9Q (1445.897261 sec): 3 clusters Score: Raw -95086.538343 + Penalty 2185.635934 = -92900.902409 nChanged 9 SP:Iteration 10Q (1445.905027 sec): 3 clusters Score: Raw -95096.605092 + Penalty 2185.635934 = -92910.969158 nChanged 6 SP:Iteration 11Q (1445.909520 sec): 3 clusters Score: Raw -95102.887398 + Penalty 2185.635934 = -92917.251464 nChanged 4 SP:Iteration 12Q (1445.917489 sec): 3 clusters Score: Raw -95105.550147 + Penalty 2185.635934 = -92919.914213 nChanged 1 SP:Iteration 13Q (1445.921959 sec): 3 clusters Score: Raw -95105.991349 + Penalty 2185.635934 = -92920.355416 nChanged 1 SP:Iteration 14Q (1445.926398 sec): 3 clusters Score: Raw -95106.254733 + Penalty 2185.635934 = -92920.618799 nChanged 1 SP:Iteration 15Q (1445.930867 sec): 3 clusters Score: Raw -95106.977128 + Penalty 2185.635934 = -92921.341194 nChanged 2 SP:Iteration 16Q (1445.935343 sec): 3 clusters Score: Raw -95108.109042 + Penalty 2185.635934 = -92922.473108 nChanged 2 SP:Iteration 17Q (1445.946579 sec): 3 clusters Score: Raw -95108.992176 + Penalty 2185.635934 = -92923.356242 nChanged 2 SP:Iteration 18Q (1445.950749 sec): 3 clusters Score: Raw -95110.379219 + Penalty 2185.635934 = -92924.743285 nChanged 5 SP:Iteration 19Q (1445.955276 sec): 3 clusters Score: Raw -95116.566064 + Penalty 2185.635934 = -92930.930130 nChanged 8 SP:Iteration 20F (1445.959824 sec): 3 clusters Score: Raw -95124.720443 + Penalty 2185.635934 = -92939.084509 nChanged 7 SP:Iteration 21Q (1445.964291 sec): 3 clusters Score: Raw -95133.394124 + Penalty 2185.635934 = -92947.758190 nChanged 6 SP:Iteration 22Q (1445.968793 sec): 3 clusters Score: Raw -95137.295675 + Penalty 2185.635934 = -92951.659741 nChanged 4 SP:Iteration 23Q (1445.973338 sec): 3 clusters Score: Raw -95139.793627 + Penalty 2185.635934 = -92954.157693 nChanged 2 SP:Iteration 24Q (1445.977818 sec): 3 clusters Score: Raw -95142.236730 + Penalty 2185.635934 = -92956.600796 nChanged 5 SP:Iteration 25Q (1445.982271 sec): 3 clusters Score: Raw -95148.710050 + Penalty 2185.635934 = -92963.074116 nChanged 6 SP:Iteration 26Q (1445.986761 sec): 3 clusters Score: Raw -95153.137325 + Penalty 2185.635934 = -92967.501392 nChanged 6 SP:Iteration 27Q (1445.991209 sec): 3 clusters Score: Raw -95159.654255 + Penalty 2185.635934 = -92974.018321 nChanged 6 SP:Iteration 28Q (1446.002753 sec): 3 clusters Score: Raw -95166.593068 + Penalty 2185.635934 = -92980.957134 nChanged 4 SP:Iteration 29Q (1446.007207 sec): 3 clusters Score: Raw -95173.895921 + Penalty 2185.635934 = -92988.259987 nChanged 2 SP:Iteration 30Q (1446.011664 sec): 3 clusters Score: Raw -95178.105009 + Penalty 2185.635934 = -92992.469075 nChanged 3 SP:Iteration 31Q (1446.016138 sec): 3 clusters Score: Raw -95181.676414 + Penalty 2185.635934 = -92996.040480 nChanged 3 SP:Iteration 32Q (1446.020616 sec): 3 clusters Score: Raw -95185.558733 + Penalty 2185.635934 = -92999.922800 nChanged 0 SP:Iteration 33F (1446.025188 sec): 3 clusters Score: Raw -95185.558733 + Penalty 2185.635934 = -92999.922800 nChanged 0 Trying to split cluster 6 (7790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1446.047025 sec): 2 clusters Score: Raw -960957.540042 + Penalty 1456.096873 = -959501.443170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1446.072122 sec): 3 clusters Score: Raw -956721.887024 + Penalty 2912.193745 = -953809.693279 nChanged 3243 SP:Iteration 1F (1446.096606 sec): 3 clusters Score: Raw -958495.738520 + Penalty 2912.193745 = -955583.544775 nChanged 495 SP:Iteration 2F (1446.123388 sec): 3 clusters Score: Raw -958729.527211 + Penalty 2912.193745 = -955817.333466 nChanged 404 SP:Iteration 3F (1446.150473 sec): 3 clusters Score: Raw -958910.602110 + Penalty 2912.193745 = -955998.408365 nChanged 347 SP:Iteration 4Q (1446.188246 sec): 3 clusters Score: Raw -959086.887997 + Penalty 2912.193745 = -956174.694252 nChanged 323 SP:Iteration 5Q (1446.212757 sec): 3 clusters Score: Raw -959250.340805 + Penalty 2912.193745 = -956338.147060 nChanged 323 SP:Iteration 6Q (1446.237176 sec): 3 clusters Score: Raw -959405.381963 + Penalty 2912.193745 = -956493.188218 nChanged 312 SP:Iteration 7Q (1446.261633 sec): 3 clusters Score: Raw -959575.169423 + Penalty 2912.193745 = -956662.975678 nChanged 315 SP:Iteration 8Q (1446.288998 sec): 3 clusters Score: Raw -959771.767685 + Penalty 2912.193745 = -956859.573940 nChanged 314 SP:Iteration 9Q (1446.313469 sec): 3 clusters Score: Raw -959991.504324 + Penalty 2912.193745 = -957079.310579 nChanged 300 SP:Iteration 10Q (1446.337801 sec): 3 clusters Score: Raw -960194.519445 + Penalty 2912.193745 = -957282.325700 nChanged 252 SP:Iteration 11Q (1446.362050 sec): 3 clusters Score: Raw -960327.808601 + Penalty 2912.193745 = -957415.614856 nChanged 197 SP:Iteration 12Q (1446.386285 sec): 3 clusters Score: Raw -960396.794197 + Penalty 2912.193745 = -957484.600452 nChanged 118 SP:Iteration 13Q (1446.419949 sec): 3 clusters Score: Raw -960432.295094 + Penalty 2912.193745 = -957520.101348 nChanged 92 SP:Iteration 14Q (1446.462650 sec): 3 clusters Score: Raw -960457.618375 + Penalty 2912.193745 = -957545.424630 nChanged 86 SP:Iteration 15Q (1446.486638 sec): 3 clusters Score: Raw -960478.928524 + Penalty 2912.193745 = -957566.734779 nChanged 58 SP:Iteration 16Q (1446.510628 sec): 3 clusters Score: Raw -960491.764878 + Penalty 2912.193745 = -957579.571133 nChanged 43 SP:Iteration 17Q (1446.534531 sec): 3 clusters Score: Raw -960500.743821 + Penalty 2912.193745 = -957588.550076 nChanged 39 SP:Iteration 18Q (1446.559458 sec): 3 clusters Score: Raw -960510.443493 + Penalty 2912.193745 = -957598.249748 nChanged 30 SP:Iteration 19Q (1446.589765 sec): 3 clusters Score: Raw -960517.290811 + Penalty 2912.193745 = -957605.097066 nChanged 29 SP:Iteration 20F (1446.623906 sec): 3 clusters Score: Raw -960523.800873 + Penalty 2912.193745 = -957611.607128 nChanged 33 SP:Iteration 21Q (1446.647861 sec): 3 clusters Score: Raw -960530.059804 + Penalty 2912.193745 = -957617.866059 nChanged 29 SP:Iteration 22Q (1446.672024 sec): 3 clusters Score: Raw -960534.601195 + Penalty 2912.193745 = -957622.407450 nChanged 23 SP:Iteration 23Q (1446.695872 sec): 3 clusters Score: Raw -960538.033249 + Penalty 2912.193745 = -957625.839504 nChanged 28 SP:Iteration 24Q (1446.732328 sec): 3 clusters Score: Raw -960542.285223 + Penalty 2912.193745 = -957630.091478 nChanged 18 SP:Iteration 25Q (1446.756640 sec): 3 clusters Score: Raw -960545.656916 + Penalty 2912.193745 = -957633.463170 nChanged 27 SP:Iteration 26Q (1446.780698 sec): 3 clusters Score: Raw -960551.070275 + Penalty 2912.193745 = -957638.876530 nChanged 31 SP:Iteration 27Q (1446.810753 sec): 3 clusters Score: Raw -960556.992098 + Penalty 2912.193745 = -957644.798353 nChanged 28 SP:Iteration 28Q (1446.839335 sec): 3 clusters Score: Raw -960563.209364 + Penalty 2912.193745 = -957651.015618 nChanged 24 SP:Iteration 29Q (1446.863057 sec): 3 clusters Score: Raw -960568.059543 + Penalty 2912.193745 = -957655.865798 nChanged 21 SP:Iteration 30Q (1446.887829 sec): 3 clusters Score: Raw -960571.667115 + Penalty 2912.193745 = -957659.473370 nChanged 21 SP:Iteration 31Q (1446.911612 sec): 3 clusters Score: Raw -960577.057857 + Penalty 2912.193745 = -957664.864112 nChanged 30 SP:Iteration 32Q (1446.935582 sec): 3 clusters Score: Raw -960582.595929 + Penalty 2912.193745 = -957670.402184 nChanged 23 SP:Iteration 33Q (1446.959548 sec): 3 clusters Score: Raw -960585.496957 + Penalty 2912.193745 = -957673.303212 nChanged 24 SP:Iteration 34Q (1446.986388 sec): 3 clusters Score: Raw -960589.508762 + Penalty 2912.193745 = -957677.315017 nChanged 17 SP:Iteration 35Q (1447.010355 sec): 3 clusters Score: Raw -960592.889272 + Penalty 2912.193745 = -957680.695526 nChanged 24 SP:Iteration 36Q (1447.034020 sec): 3 clusters Score: Raw -960596.828854 + Penalty 2912.193745 = -957684.635109 nChanged 30 SP:Iteration 37Q (1447.057728 sec): 3 clusters Score: Raw -960601.954740 + Penalty 2912.193745 = -957689.760994 nChanged 27 SP:Iteration 38Q (1447.081407 sec): 3 clusters Score: Raw -960607.558164 + Penalty 2912.193745 = -957695.364419 nChanged 36 SP:Iteration 39Q (1447.105135 sec): 3 clusters Score: Raw -960618.044714 + Penalty 2912.193745 = -957705.850969 nChanged 44 SP:Iteration 40F (1447.129541 sec): 3 clusters Score: Raw -960630.979858 + Penalty 2912.193745 = -957718.786113 nChanged 49 SP:Iteration 41Q (1447.153242 sec): 3 clusters Score: Raw -960643.034681 + Penalty 2912.193745 = -957730.840936 nChanged 55 SP:Iteration 42Q (1447.186414 sec): 3 clusters Score: Raw -960656.662955 + Penalty 2912.193745 = -957744.469210 nChanged 56 SP:Iteration 43Q (1447.210183 sec): 3 clusters Score: Raw -960671.992728 + Penalty 2912.193745 = -957759.798983 nChanged 54 SP:Iteration 44Q (1447.234017 sec): 3 clusters Score: Raw -960687.873801 + Penalty 2912.193745 = -957775.680056 nChanged 57 SP:Iteration 45Q (1447.281297 sec): 3 clusters Score: Raw -960706.376993 + Penalty 2912.193745 = -957794.183248 nChanged 54 SP:Iteration 46Q (1447.320127 sec): 3 clusters Score: Raw -960725.077457 + Penalty 2912.193745 = -957812.883712 nChanged 54 SP:Iteration 47Q (1447.343669 sec): 3 clusters Score: Raw -960741.880160 + Penalty 2912.193745 = -957829.686414 nChanged 59 SP:Iteration 48Q (1447.367226 sec): 3 clusters Score: Raw -960762.822433 + Penalty 2912.193745 = -957850.628688 nChanged 54 SP:Iteration 49Q (1447.390881 sec): 3 clusters Score: Raw -960779.768173 + Penalty 2912.193745 = -957867.574428 nChanged 53 SP:Iteration 50Q (1447.414629 sec): 3 clusters Score: Raw -960793.569668 + Penalty 2912.193745 = -957881.375923 nChanged 47 SP:Iteration 51Q (1447.438262 sec): 3 clusters Score: Raw -960805.688124 + Penalty 2912.193745 = -957893.494379 nChanged 46 SP:Iteration 52Q (1447.461796 sec): 3 clusters Score: Raw -960820.692583 + Penalty 2912.193745 = -957908.498838 nChanged 50 SP:Iteration 53Q (1447.485263 sec): 3 clusters Score: Raw -960836.183035 + Penalty 2912.193745 = -957923.989290 nChanged 65 SP:Iteration 54Q (1447.512652 sec): 3 clusters Score: Raw -960859.098208 + Penalty 2912.193745 = -957946.904463 nChanged 65 SP:Iteration 55Q (1447.536036 sec): 3 clusters Score: Raw -960883.548034 + Penalty 2912.193745 = -957971.354289 nChanged 60 SP:Iteration 56Q (1447.559271 sec): 3 clusters Score: Raw -960908.499376 + Penalty 2912.193745 = -957996.305631 nChanged 73 SP:Iteration 57Q (1447.587125 sec): 3 clusters Score: Raw -960941.140196 + Penalty 2912.193745 = -958028.946450 nChanged 67 SP:Iteration 58Q (1447.610419 sec): 3 clusters Score: Raw -960967.163733 + Penalty 2912.193745 = -958054.969987 nChanged 51 SP:Iteration 59Q (1447.633198 sec): 3 clusters Score: Raw -960982.471021 + Penalty 2912.193745 = -958070.277276 nChanged 41 SP:Iteration 60F (1447.657665 sec): 3 clusters Score: Raw -960997.047825 + Penalty 2912.193745 = -958084.854079 nChanged 38 SP:Iteration 61Q (1447.680632 sec): 3 clusters Score: Raw -961012.748195 + Penalty 2912.193745 = -958100.554449 nChanged 39 SP:Iteration 62Q (1447.703796 sec): 3 clusters Score: Raw -961029.565608 + Penalty 2912.193745 = -958117.371863 nChanged 32 SP:Iteration 63Q (1447.726762 sec): 3 clusters Score: Raw -961042.074621 + Penalty 2912.193745 = -958129.880876 nChanged 34 SP:Iteration 64Q (1447.749944 sec): 3 clusters Score: Raw -961053.511186 + Penalty 2912.193745 = -958141.317441 nChanged 29 SP:Iteration 65Q (1447.772904 sec): 3 clusters Score: Raw -961065.581930 + Penalty 2912.193745 = -958153.388185 nChanged 29 SP:Iteration 66Q (1447.795853 sec): 3 clusters Score: Raw -961076.561885 + Penalty 2912.193745 = -958164.368140 nChanged 30 SP:Iteration 67Q (1447.818623 sec): 3 clusters Score: Raw -961087.759489 + Penalty 2912.193745 = -958175.565744 nChanged 35 SP:Iteration 68Q (1447.841380 sec): 3 clusters Score: Raw -961098.826628 + Penalty 2912.193745 = -958186.632882 nChanged 29 SP:Iteration 69Q (1447.864193 sec): 3 clusters Score: Raw -961110.762491 + Penalty 2912.193745 = -958198.568745 nChanged 33 SP:Iteration 70Q (1447.886901 sec): 3 clusters Score: Raw -961127.829345 + Penalty 2912.193745 = -958215.635600 nChanged 39 SP:Iteration 71Q (1447.909673 sec): 3 clusters Score: Raw -961142.015996 + Penalty 2912.193745 = -958229.822251 nChanged 27 SP:Iteration 72Q (1447.932315 sec): 3 clusters Score: Raw -961153.752165 + Penalty 2912.193745 = -958241.558420 nChanged 41 SP:Iteration 73Q (1447.955133 sec): 3 clusters Score: Raw -961173.272298 + Penalty 2912.193745 = -958261.078553 nChanged 34 SP:Iteration 74Q (1447.993632 sec): 3 clusters Score: Raw -961185.994581 + Penalty 2912.193745 = -958273.800836 nChanged 23 SP:Iteration 75Q (1448.016033 sec): 3 clusters Score: Raw -961194.855725 + Penalty 2912.193745 = -958282.661980 nChanged 15 SP:Iteration 76Q (1448.038497 sec): 3 clusters Score: Raw -961200.173216 + Penalty 2912.193745 = -958287.979471 nChanged 9 SP:Iteration 77Q (1448.060928 sec): 3 clusters Score: Raw -961203.170008 + Penalty 2912.193745 = -958290.976263 nChanged 13 SP:Iteration 78Q (1448.085057 sec): 3 clusters Score: Raw -961209.256238 + Penalty 2912.193745 = -958297.062492 nChanged 19 SP:Iteration 79Q (1448.136364 sec): 3 clusters Score: Raw -961221.444588 + Penalty 2912.193745 = -958309.250843 nChanged 19 SP:Iteration 80F (1448.163529 sec): 3 clusters Score: Raw -961230.581337 + Penalty 2912.193745 = -958318.387591 nChanged 14 SP:Iteration 81Q (1448.186006 sec): 3 clusters Score: Raw -961237.337604 + Penalty 2912.193745 = -958325.143858 nChanged 20 SP:Iteration 82Q (1448.234216 sec): 3 clusters Score: Raw -961247.682626 + Penalty 2912.193745 = -958335.488881 nChanged 19 SP:Iteration 83Q (1448.256570 sec): 3 clusters Score: Raw -961255.963533 + Penalty 2912.193745 = -958343.769788 nChanged 13 SP:Iteration 84Q (1448.279052 sec): 3 clusters Score: Raw -961261.943192 + Penalty 2912.193745 = -958349.749447 nChanged 14 SP:Iteration 85Q (1448.301596 sec): 3 clusters Score: Raw -961273.373027 + Penalty 2912.193745 = -958361.179282 nChanged 15 SP:Iteration 86Q (1448.324141 sec): 3 clusters Score: Raw -961283.013337 + Penalty 2912.193745 = -958370.819592 nChanged 14 SP:Iteration 87Q (1448.346511 sec): 3 clusters Score: Raw -961290.656512 + Penalty 2912.193745 = -958378.462767 nChanged 12 SP:Iteration 88Q (1448.368775 sec): 3 clusters Score: Raw -961294.831903 + Penalty 2912.193745 = -958382.638158 nChanged 7 SP:Iteration 89Q (1448.391061 sec): 3 clusters Score: Raw -961296.808111 + Penalty 2912.193745 = -958384.614366 nChanged 4 SP:Iteration 90Q (1448.413459 sec): 3 clusters Score: Raw -961298.227798 + Penalty 2912.193745 = -958386.034052 nChanged 3 SP:Iteration 91Q (1448.435802 sec): 3 clusters Score: Raw -961299.283598 + Penalty 2912.193745 = -958387.089853 nChanged 3 SP:Iteration 92Q (1448.458019 sec): 3 clusters Score: Raw -961300.359501 + Penalty 2912.193745 = -958388.165756 nChanged 6 SP:Iteration 93Q (1448.480086 sec): 3 clusters Score: Raw -961303.128070 + Penalty 2912.193745 = -958390.934325 nChanged 4 SP:Iteration 94Q (1448.513136 sec): 3 clusters Score: Raw -961304.381759 + Penalty 2912.193745 = -958392.188014 nChanged 4 SP:Iteration 95Q (1448.535429 sec): 3 clusters Score: Raw -961305.539960 + Penalty 2912.193745 = -958393.346215 nChanged 2 SP:Iteration 96Q (1448.557552 sec): 3 clusters Score: Raw -961306.046095 + Penalty 2912.193745 = -958393.852350 nChanged 0 SP:Iteration 97F (1448.582027 sec): 3 clusters Score: Raw -961306.046095 + Penalty 2912.193745 = -958393.852350 nChanged 0 Trying to split cluster 7 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1448.589820 sec): 2 clusters Score: Raw -11907.445849 + Penalty 779.315964 = -11128.129885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1448.591234 sec): 3 clusters Score: Raw -12077.851630 + Penalty 1558.631927 = -10519.219702 nChanged 13 SP:Iteration 1F (1448.592497 sec): 3 clusters Score: Raw -12119.147536 + Penalty 1558.631927 = -10560.515609 nChanged 3 SP:Iteration 2Q (1448.593708 sec): 3 clusters Score: Raw -12134.240287 + Penalty 1558.631927 = -10575.608360 nChanged 0 SP:Iteration 3F (1448.595176 sec): 3 clusters Score: Raw -12134.240287 + Penalty 1558.631927 = -10575.608360 nChanged 0 Trying to split cluster 8 (5948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1448.615355 sec): 2 clusters Score: Raw -712572.781201 + Penalty 1412.256675 = -711160.524526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1448.637994 sec): 3 clusters Score: Raw -709375.442597 + Penalty 2824.513350 = -706550.929247 nChanged 2525 SP:Iteration 1F (1448.660057 sec): 3 clusters Score: Raw -710780.824794 + Penalty 2824.513350 = -707956.311444 nChanged 421 SP:Iteration 2F (1448.682044 sec): 3 clusters Score: Raw -711032.249675 + Penalty 2824.513350 = -708207.736325 nChanged 337 SP:Iteration 3F (1448.703906 sec): 3 clusters Score: Raw -711344.185218 + Penalty 2824.513350 = -708519.671868 nChanged 370 SP:Iteration 4F (1448.725707 sec): 3 clusters Score: Raw -711695.669579 + Penalty 2824.513350 = -708871.156229 nChanged 408 SP:Iteration 5F (1448.746708 sec): 3 clusters Score: Raw -712028.165460 + Penalty 2824.513350 = -709203.652110 nChanged 398 SP:Iteration 6F (1448.768558 sec): 3 clusters Score: Raw -712340.139395 + Penalty 2824.513350 = -709515.626045 nChanged 355 SP:Iteration 7F (1448.790451 sec): 3 clusters Score: Raw -712619.336228 + Penalty 2824.513350 = -709794.822878 nChanged 317 SP:Iteration 8F (1448.812117 sec): 3 clusters Score: Raw -712865.275399 + Penalty 2824.513350 = -710040.762049 nChanged 252 SP:Iteration 9Q (1448.838632 sec): 3 clusters Score: Raw -713062.647884 + Penalty 2824.513350 = -710238.134534 nChanged 178 SP:Iteration 10Q (1448.860302 sec): 3 clusters Score: Raw -713200.546564 + Penalty 2824.513350 = -710376.033214 nChanged 138 SP:Iteration 11Q (1448.881933 sec): 3 clusters Score: Raw -713297.291727 + Penalty 2824.513350 = -710472.778377 nChanged 113 SP:Iteration 12Q (1448.903089 sec): 3 clusters Score: Raw -713373.014100 + Penalty 2824.513350 = -710548.500750 nChanged 79 SP:Iteration 13Q (1448.936536 sec): 3 clusters Score: Raw -713417.810968 + Penalty 2824.513350 = -710593.297618 nChanged 60 SP:Iteration 14Q (1448.967598 sec): 3 clusters Score: Raw -713451.882743 + Penalty 2824.513350 = -710627.369393 nChanged 52 SP:Iteration 15Q (1448.989038 sec): 3 clusters Score: Raw -713480.562520 + Penalty 2824.513350 = -710656.049170 nChanged 51 SP:Iteration 16Q (1449.010400 sec): 3 clusters Score: Raw -713507.044133 + Penalty 2824.513350 = -710682.530783 nChanged 42 SP:Iteration 17Q (1449.031676 sec): 3 clusters Score: Raw -713527.256336 + Penalty 2824.513350 = -710702.742987 nChanged 35 SP:Iteration 18Q (1449.053016 sec): 3 clusters Score: Raw -713545.832857 + Penalty 2824.513350 = -710721.319507 nChanged 25 SP:Iteration 19Q (1449.077696 sec): 3 clusters Score: Raw -713556.995857 + Penalty 2824.513350 = -710732.482507 nChanged 19 SP:Iteration 20F (1449.105758 sec): 3 clusters Score: Raw -713565.190183 + Penalty 2824.513350 = -710740.676833 nChanged 20 SP:Iteration 21Q (1449.132148 sec): 3 clusters Score: Raw -713572.185787 + Penalty 2824.513350 = -710747.672437 nChanged 19 SP:Iteration 22Q (1449.153370 sec): 3 clusters Score: Raw -713578.344668 + Penalty 2824.513350 = -710753.831318 nChanged 15 SP:Iteration 23Q (1449.174442 sec): 3 clusters Score: Raw -713583.065025 + Penalty 2824.513350 = -710758.551675 nChanged 12 SP:Iteration 24Q (1449.195600 sec): 3 clusters Score: Raw -713586.733921 + Penalty 2824.513350 = -710762.220571 nChanged 12 SP:Iteration 25Q (1449.216724 sec): 3 clusters Score: Raw -713590.130094 + Penalty 2824.513350 = -710765.616744 nChanged 9 SP:Iteration 26Q (1449.237794 sec): 3 clusters Score: Raw -713592.874589 + Penalty 2824.513350 = -710768.361239 nChanged 7 SP:Iteration 27Q (1449.258748 sec): 3 clusters Score: Raw -713595.025425 + Penalty 2824.513350 = -710770.512075 nChanged 2 SP:Iteration 28Q (1449.283770 sec): 3 clusters Score: Raw -713595.641122 + Penalty 2824.513350 = -710771.127772 nChanged 0 SP:Iteration 29F (1449.309916 sec): 3 clusters Score: Raw -713595.641122 + Penalty 2824.513350 = -710771.127772 nChanged 0 Trying to split cluster 9 (7639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1449.330952 sec): 2 clusters Score: Raw -947277.586825 + Penalty 1452.916072 = -945824.670753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1449.355839 sec): 3 clusters Score: Raw -943094.360938 + Penalty 2905.832145 = -940188.528793 nChanged 3262 SP:Iteration 1F (1449.392682 sec): 3 clusters Score: Raw -944994.436629 + Penalty 2905.832145 = -942088.604484 nChanged 524 SP:Iteration 2F (1449.417161 sec): 3 clusters Score: Raw -945247.923596 + Penalty 2905.832145 = -942342.091452 nChanged 398 SP:Iteration 3F (1449.446831 sec): 3 clusters Score: Raw -945440.632702 + Penalty 2905.832145 = -942534.800558 nChanged 340 SP:Iteration 4Q (1449.471285 sec): 3 clusters Score: Raw -945631.849678 + Penalty 2905.832145 = -942726.017534 nChanged 318 SP:Iteration 5Q (1449.495840 sec): 3 clusters Score: Raw -945786.967368 + Penalty 2905.832145 = -942881.135223 nChanged 308 SP:Iteration 6Q (1449.520342 sec): 3 clusters Score: Raw -945957.883958 + Penalty 2905.832145 = -943052.051813 nChanged 277 SP:Iteration 7Q (1449.544591 sec): 3 clusters Score: Raw -946125.488236 + Penalty 2905.832145 = -943219.656091 nChanged 300 SP:Iteration 8Q (1449.569006 sec): 3 clusters Score: Raw -946307.911785 + Penalty 2905.832145 = -943402.079641 nChanged 278 SP:Iteration 9Q (1449.593253 sec): 3 clusters Score: Raw -946472.866686 + Penalty 2905.832145 = -943567.034542 nChanged 227 SP:Iteration 10Q (1449.617357 sec): 3 clusters Score: Raw -946607.091887 + Penalty 2905.832145 = -943701.259742 nChanged 202 SP:Iteration 11Q (1449.641643 sec): 3 clusters Score: Raw -946721.426593 + Penalty 2905.832145 = -943815.594448 nChanged 155 SP:Iteration 12Q (1449.665645 sec): 3 clusters Score: Raw -946785.789377 + Penalty 2905.832145 = -943879.957233 nChanged 115 SP:Iteration 13Q (1449.690878 sec): 3 clusters Score: Raw -946825.255396 + Penalty 2905.832145 = -943919.423252 nChanged 92 SP:Iteration 14Q (1449.714823 sec): 3 clusters Score: Raw -946864.177821 + Penalty 2905.832145 = -943958.345676 nChanged 97 SP:Iteration 15Q (1449.738412 sec): 3 clusters Score: Raw -946904.355889 + Penalty 2905.832145 = -943998.523744 nChanged 84 SP:Iteration 16Q (1449.762091 sec): 3 clusters Score: Raw -946938.947132 + Penalty 2905.832145 = -944033.114988 nChanged 76 SP:Iteration 17Q (1449.807889 sec): 3 clusters Score: Raw -946965.606420 + Penalty 2905.832145 = -944059.774275 nChanged 70 SP:Iteration 18Q (1449.840764 sec): 3 clusters Score: Raw -946988.945682 + Penalty 2905.832145 = -944083.113537 nChanged 57 SP:Iteration 19Q (1449.886631 sec): 3 clusters Score: Raw -947006.702460 + Penalty 2905.832145 = -944100.870315 nChanged 49 SP:Iteration 20F (1449.912502 sec): 3 clusters Score: Raw -947022.092401 + Penalty 2905.832145 = -944116.260256 nChanged 57 SP:Iteration 21Q (1449.944786 sec): 3 clusters Score: Raw -947039.662452 + Penalty 2905.832145 = -944133.830307 nChanged 58 SP:Iteration 22Q (1449.968261 sec): 3 clusters Score: Raw -947058.452052 + Penalty 2905.832145 = -944152.619908 nChanged 57 SP:Iteration 23Q (1449.991696 sec): 3 clusters Score: Raw -947075.770779 + Penalty 2905.832145 = -944169.938634 nChanged 52 SP:Iteration 24Q (1450.014975 sec): 3 clusters Score: Raw -947092.367127 + Penalty 2905.832145 = -944186.534983 nChanged 46 SP:Iteration 25Q (1450.044187 sec): 3 clusters Score: Raw -947108.290293 + Penalty 2905.832145 = -944202.458149 nChanged 44 SP:Iteration 26Q (1450.071648 sec): 3 clusters Score: Raw -947120.462048 + Penalty 2905.832145 = -944214.629903 nChanged 44 SP:Iteration 27Q (1450.103328 sec): 3 clusters Score: Raw -947132.274194 + Penalty 2905.832145 = -944226.442049 nChanged 35 SP:Iteration 28Q (1450.129616 sec): 3 clusters Score: Raw -947144.071694 + Penalty 2905.832145 = -944238.239549 nChanged 42 SP:Iteration 29Q (1450.152775 sec): 3 clusters Score: Raw -947159.074607 + Penalty 2905.832145 = -944253.242462 nChanged 42 SP:Iteration 30Q (1450.175851 sec): 3 clusters Score: Raw -947173.061198 + Penalty 2905.832145 = -944267.229053 nChanged 45 SP:Iteration 31Q (1450.198870 sec): 3 clusters Score: Raw -947186.908113 + Penalty 2905.832145 = -944281.075968 nChanged 39 SP:Iteration 32Q (1450.221709 sec): 3 clusters Score: Raw -947199.624557 + Penalty 2905.832145 = -944293.792412 nChanged 37 SP:Iteration 33Q (1450.272763 sec): 3 clusters Score: Raw -947212.795395 + Penalty 2905.832145 = -944306.963250 nChanged 38 SP:Iteration 34Q (1450.298087 sec): 3 clusters Score: Raw -947227.590433 + Penalty 2905.832145 = -944321.758288 nChanged 40 SP:Iteration 35Q (1450.321083 sec): 3 clusters Score: Raw -947240.858916 + Penalty 2905.832145 = -944335.026771 nChanged 34 SP:Iteration 36Q (1450.344023 sec): 3 clusters Score: Raw -947251.935183 + Penalty 2905.832145 = -944346.103039 nChanged 35 SP:Iteration 37Q (1450.375187 sec): 3 clusters Score: Raw -947264.977842 + Penalty 2905.832145 = -944359.145698 nChanged 39 SP:Iteration 38Q (1450.408306 sec): 3 clusters Score: Raw -947282.905331 + Penalty 2905.832145 = -944377.073187 nChanged 42 SP:Iteration 39Q (1450.431024 sec): 3 clusters Score: Raw -947297.835863 + Penalty 2905.832145 = -944392.003719 nChanged 37 SP:Iteration 40F (1450.490677 sec): 3 clusters Score: Raw -947308.639724 + Penalty 2905.832145 = -944402.807580 nChanged 30 SP:Iteration 41Q (1450.513611 sec): 3 clusters Score: Raw -947317.949428 + Penalty 2905.832145 = -944412.117283 nChanged 30 SP:Iteration 42Q (1450.537648 sec): 3 clusters Score: Raw -947327.350271 + Penalty 2905.832145 = -944421.518126 nChanged 25 SP:Iteration 43Q (1450.561334 sec): 3 clusters Score: Raw -947336.301593 + Penalty 2905.832145 = -944430.469448 nChanged 18 SP:Iteration 44Q (1450.584544 sec): 3 clusters Score: Raw -947340.823749 + Penalty 2905.832145 = -944434.991604 nChanged 9 SP:Iteration 45Q (1450.611089 sec): 3 clusters Score: Raw -947342.876130 + Penalty 2905.832145 = -944437.043985 nChanged 4 SP:Iteration 46Q (1450.642604 sec): 3 clusters Score: Raw -947343.865208 + Penalty 2905.832145 = -944438.033064 nChanged 6 SP:Iteration 47Q (1450.665296 sec): 3 clusters Score: Raw -947345.342386 + Penalty 2905.832145 = -944439.510242 nChanged 6 SP:Iteration 48Q (1450.695141 sec): 3 clusters Score: Raw -947346.766242 + Penalty 2905.832145 = -944440.934098 nChanged 2 SP:Iteration 49Q (1450.717915 sec): 3 clusters Score: Raw -947347.306451 + Penalty 2905.832145 = -944441.474306 nChanged 5 SP:Iteration 50Q (1450.746063 sec): 3 clusters Score: Raw -947349.011895 + Penalty 2905.832145 = -944443.179751 nChanged 7 SP:Iteration 51Q (1450.768657 sec): 3 clusters Score: Raw -947351.242822 + Penalty 2905.832145 = -944445.410678 nChanged 11 SP:Iteration 52Q (1450.791583 sec): 3 clusters Score: Raw -947353.856274 + Penalty 2905.832145 = -944448.024130 nChanged 8 SP:Iteration 53Q (1450.814170 sec): 3 clusters Score: Raw -947355.472672 + Penalty 2905.832145 = -944449.640527 nChanged 4 SP:Iteration 54Q (1450.836999 sec): 3 clusters Score: Raw -947356.834263 + Penalty 2905.832145 = -944451.002119 nChanged 8 SP:Iteration 55Q (1450.859710 sec): 3 clusters Score: Raw -947358.927842 + Penalty 2905.832145 = -944453.095698 nChanged 7 SP:Iteration 56Q (1450.882297 sec): 3 clusters Score: Raw -947360.519323 + Penalty 2905.832145 = -944454.687178 nChanged 7 SP:Iteration 57Q (1450.904798 sec): 3 clusters Score: Raw -947361.764448 + Penalty 2905.832145 = -944455.932303 nChanged 5 SP:Iteration 58Q (1450.928285 sec): 3 clusters Score: Raw -947363.657100 + Penalty 2905.832145 = -944457.824955 nChanged 8 SP:Iteration 59Q (1450.958240 sec): 3 clusters Score: Raw -947367.515120 + Penalty 2905.832145 = -944461.682975 nChanged 15 SP:Iteration 60F (1450.982786 sec): 3 clusters Score: Raw -947373.179438 + Penalty 2905.832145 = -944467.347293 nChanged 17 SP:Iteration 61Q (1451.005324 sec): 3 clusters Score: Raw -947379.549164 + Penalty 2905.832145 = -944473.717019 nChanged 17 SP:Iteration 62Q (1451.027908 sec): 3 clusters Score: Raw -947384.921497 + Penalty 2905.832145 = -944479.089352 nChanged 10 SP:Iteration 63Q (1451.050423 sec): 3 clusters Score: Raw -947387.296570 + Penalty 2905.832145 = -944481.464425 nChanged 8 SP:Iteration 64Q (1451.072928 sec): 3 clusters Score: Raw -947389.440565 + Penalty 2905.832145 = -944483.608421 nChanged 8 SP:Iteration 65Q (1451.095579 sec): 3 clusters Score: Raw -947393.232158 + Penalty 2905.832145 = -944487.400013 nChanged 14 SP:Iteration 66Q (1451.118206 sec): 3 clusters Score: Raw -947399.270224 + Penalty 2905.832145 = -944493.438079 nChanged 16 SP:Iteration 67Q (1451.140821 sec): 3 clusters Score: Raw -947403.960458 + Penalty 2905.832145 = -944498.128313 nChanged 10 SP:Iteration 68Q (1451.163378 sec): 3 clusters Score: Raw -947406.112519 + Penalty 2905.832145 = -944500.280375 nChanged 7 SP:Iteration 69Q (1451.196098 sec): 3 clusters Score: Raw -947407.692373 + Penalty 2905.832145 = -944501.860228 nChanged 6 SP:Iteration 70Q (1451.218701 sec): 3 clusters Score: Raw -947410.483046 + Penalty 2905.832145 = -944504.650901 nChanged 7 SP:Iteration 71Q (1451.241279 sec): 3 clusters Score: Raw -947411.700490 + Penalty 2905.832145 = -944505.868345 nChanged 9 SP:Iteration 72Q (1451.263790 sec): 3 clusters Score: Raw -947413.642496 + Penalty 2905.832145 = -944507.810352 nChanged 5 SP:Iteration 73Q (1451.295525 sec): 3 clusters Score: Raw -947415.127342 + Penalty 2905.832145 = -944509.295197 nChanged 5 SP:Iteration 74Q (1451.321279 sec): 3 clusters Score: Raw -947416.481509 + Penalty 2905.832145 = -944510.649364 nChanged 5 SP:Iteration 75Q (1451.343546 sec): 3 clusters Score: Raw -947417.645243 + Penalty 2905.832145 = -944511.813098 nChanged 5 SP:Iteration 76Q (1451.366047 sec): 3 clusters Score: Raw -947418.678556 + Penalty 2905.832145 = -944512.846411 nChanged 6 SP:Iteration 77Q (1451.388506 sec): 3 clusters Score: Raw -947420.200140 + Penalty 2905.832145 = -944514.367995 nChanged 5 SP:Iteration 78Q (1451.410968 sec): 3 clusters Score: Raw -947421.046472 + Penalty 2905.832145 = -944515.214328 nChanged 4 SP:Iteration 79Q (1451.433483 sec): 3 clusters Score: Raw -947421.930181 + Penalty 2905.832145 = -944516.098036 nChanged 3 SP:Iteration 80F (1451.457769 sec): 3 clusters Score: Raw -947423.017912 + Penalty 2905.832145 = -944517.185767 nChanged 3 SP:Iteration 81Q (1451.480269 sec): 3 clusters Score: Raw -947423.948192 + Penalty 2905.832145 = -944518.116047 nChanged 5 SP:Iteration 82Q (1451.502830 sec): 3 clusters Score: Raw -947424.716718 + Penalty 2905.832145 = -944518.884573 nChanged 2 SP:Iteration 83Q (1451.530549 sec): 3 clusters Score: Raw -947425.346345 + Penalty 2905.832145 = -944519.514200 nChanged 4 SP:Iteration 84Q (1451.553035 sec): 3 clusters Score: Raw -947426.111317 + Penalty 2905.832145 = -944520.279172 nChanged 3 SP:Iteration 85Q (1451.579712 sec): 3 clusters Score: Raw -947427.322184 + Penalty 2905.832145 = -944521.490040 nChanged 5 SP:Iteration 86Q (1451.602364 sec): 3 clusters Score: Raw -947428.641565 + Penalty 2905.832145 = -944522.809421 nChanged 5 SP:Iteration 87Q (1451.624842 sec): 3 clusters Score: Raw -947429.529216 + Penalty 2905.832145 = -944523.697071 nChanged 2 SP:Iteration 88Q (1451.647234 sec): 3 clusters Score: Raw -947429.877649 + Penalty 2905.832145 = -944524.045504 nChanged 4 SP:Iteration 89Q (1451.669594 sec): 3 clusters Score: Raw -947431.380349 + Penalty 2905.832145 = -944525.548204 nChanged 3 SP:Iteration 90Q (1451.692043 sec): 3 clusters Score: Raw -947432.223633 + Penalty 2905.832145 = -944526.391489 nChanged 2 SP:Iteration 91Q (1451.714418 sec): 3 clusters Score: Raw -947432.870160 + Penalty 2905.832145 = -944527.038016 nChanged 1 SP:Iteration 92Q (1451.736875 sec): 3 clusters Score: Raw -947433.043084 + Penalty 2905.832145 = -944527.210940 nChanged 0 SP:Iteration 93F (1451.761260 sec): 3 clusters Score: Raw -947433.043084 + Penalty 2905.832145 = -944527.210940 nChanged 0 Trying to split cluster 10 (40689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1451.821236 sec): 2 clusters Score: Raw -5084532.250467 + Penalty 1724.728373 = -5082807.522094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1451.901393 sec): 3 clusters Score: Raw -5058819.407966 + Penalty 3449.456746 = -5055369.951220 nChanged 19028 SP:Iteration 1F (1451.982108 sec): 3 clusters Score: Raw -5069746.956437 + Penalty 3449.456746 = -5066297.499691 nChanged 1913 SP:Iteration 2Q (1452.073501 sec): 3 clusters Score: Raw -5070459.333134 + Penalty 3449.456746 = -5067009.876388 nChanged 2151 SP:Iteration 3F (1452.151174 sec): 3 clusters Score: Raw -5071461.360675 + Penalty 3449.456746 = -5068011.903929 nChanged 2509 SP:Iteration 4F (1452.223835 sec): 3 clusters Score: Raw -5072902.524147 + Penalty 3449.456746 = -5069453.067401 nChanged 2883 SP:Iteration 5F (1452.296271 sec): 3 clusters Score: Raw -5074952.186722 + Penalty 3449.456746 = -5071502.729976 nChanged 2958 SP:Iteration 6F (1452.369616 sec): 3 clusters Score: Raw -5077381.805121 + Penalty 3449.456746 = -5073932.348375 nChanged 2489 SP:Iteration 7F (1452.443098 sec): 3 clusters Score: Raw -5079824.951933 + Penalty 3449.456746 = -5076375.495187 nChanged 1850 SP:Iteration 8Q (1452.519455 sec): 3 clusters Score: Raw -5081614.674185 + Penalty 3449.456746 = -5078165.217439 nChanged 1203 SP:Iteration 9Q (1452.589526 sec): 3 clusters Score: Raw -5082517.892753 + Penalty 3449.456746 = -5079068.436007 nChanged 748 SP:Iteration 10Q (1452.655839 sec): 3 clusters Score: Raw -5082941.061105 + Penalty 3449.456746 = -5079491.604359 nChanged 551 SP:Iteration 11Q (1452.723191 sec): 3 clusters Score: Raw -5083221.798247 + Penalty 3449.456746 = -5079772.341501 nChanged 435 SP:Iteration 12Q (1452.788186 sec): 3 clusters Score: Raw -5083420.653502 + Penalty 3449.456746 = -5079971.196756 nChanged 393 SP:Iteration 13Q (1452.853216 sec): 3 clusters Score: Raw -5083592.173421 + Penalty 3449.456746 = -5080142.716675 nChanged 342 SP:Iteration 14Q (1452.928944 sec): 3 clusters Score: Raw -5083725.738348 + Penalty 3449.456746 = -5080276.281602 nChanged 290 SP:Iteration 15Q (1452.992564 sec): 3 clusters Score: Raw -5083829.065330 + Penalty 3449.456746 = -5080379.608584 nChanged 261 SP:Iteration 16Q (1453.064854 sec): 3 clusters Score: Raw -5083924.833960 + Penalty 3449.456746 = -5080475.377214 nChanged 246 SP:Iteration 17Q (1453.144661 sec): 3 clusters Score: Raw -5084015.620760 + Penalty 3449.456746 = -5080566.164014 nChanged 240 SP:Iteration 18Q (1453.213257 sec): 3 clusters Score: Raw -5084107.457757 + Penalty 3449.456746 = -5080658.001011 nChanged 228 SP:Iteration 19Q (1453.276932 sec): 3 clusters Score: Raw -5084194.516828 + Penalty 3449.456746 = -5080745.060082 nChanged 202 SP:Iteration 20F (1453.352590 sec): 3 clusters Score: Raw -5084273.322340 + Penalty 3449.456746 = -5080823.865594 nChanged 180 SP:Iteration 21Q (1453.415055 sec): 3 clusters Score: Raw -5084337.239464 + Penalty 3449.456746 = -5080887.782718 nChanged 173 SP:Iteration 22Q (1453.477392 sec): 3 clusters Score: Raw -5084399.287024 + Penalty 3449.456746 = -5080949.830278 nChanged 145 SP:Iteration 23Q (1453.539461 sec): 3 clusters Score: Raw -5084447.785102 + Penalty 3449.456746 = -5080998.328356 nChanged 133 SP:Iteration 24Q (1453.600713 sec): 3 clusters Score: Raw -5084494.673197 + Penalty 3449.456746 = -5081045.216451 nChanged 129 SP:Iteration 25Q (1453.665716 sec): 3 clusters Score: Raw -5084535.561901 + Penalty 3449.456746 = -5081086.105155 nChanged 123 SP:Iteration 26Q (1453.726591 sec): 3 clusters Score: Raw -5084576.744800 + Penalty 3449.456746 = -5081127.288054 nChanged 105 SP:Iteration 27Q (1453.787726 sec): 3 clusters Score: Raw -5084607.781136 + Penalty 3449.456746 = -5081158.324390 nChanged 89 SP:Iteration 28Q (1453.848036 sec): 3 clusters Score: Raw -5084637.142956 + Penalty 3449.456746 = -5081187.686210 nChanged 95 SP:Iteration 29Q (1453.907832 sec): 3 clusters Score: Raw -5084669.666850 + Penalty 3449.456746 = -5081220.210104 nChanged 77 SP:Iteration 30Q (1453.969007 sec): 3 clusters Score: Raw -5084695.060322 + Penalty 3449.456746 = -5081245.603576 nChanged 78 SP:Iteration 31Q (1454.033912 sec): 3 clusters Score: Raw -5084715.905111 + Penalty 3449.456746 = -5081266.448365 nChanged 64 SP:Iteration 32Q (1454.100949 sec): 3 clusters Score: Raw -5084734.097885 + Penalty 3449.456746 = -5081284.641139 nChanged 54 SP:Iteration 33Q (1454.161352 sec): 3 clusters Score: Raw -5084748.896720 + Penalty 3449.456746 = -5081299.439974 nChanged 50 SP:Iteration 34Q (1454.221345 sec): 3 clusters Score: Raw -5084763.905556 + Penalty 3449.456746 = -5081314.448810 nChanged 47 SP:Iteration 35Q (1454.308078 sec): 3 clusters Score: Raw -5084778.911923 + Penalty 3449.456746 = -5081329.455177 nChanged 57 SP:Iteration 36Q (1454.368393 sec): 3 clusters Score: Raw -5084796.075489 + Penalty 3449.456746 = -5081346.618743 nChanged 45 SP:Iteration 37Q (1454.428980 sec): 3 clusters Score: Raw -5084806.827349 + Penalty 3449.456746 = -5081357.370603 nChanged 28 SP:Iteration 38Q (1454.489640 sec): 3 clusters Score: Raw -5084814.961487 + Penalty 3449.456746 = -5081365.504741 nChanged 28 SP:Iteration 39Q (1454.551170 sec): 3 clusters Score: Raw -5084823.983623 + Penalty 3449.456746 = -5081374.526877 nChanged 30 SP:Iteration 40F (1454.623264 sec): 3 clusters Score: Raw -5084833.567587 + Penalty 3449.456746 = -5081384.110841 nChanged 19 SP:Iteration 41Q (1454.683023 sec): 3 clusters Score: Raw -5084839.075948 + Penalty 3449.456746 = -5081389.619202 nChanged 30 SP:Iteration 42Q (1454.753197 sec): 3 clusters Score: Raw -5084847.103162 + Penalty 3449.456746 = -5081397.646416 nChanged 24 SP:Iteration 43Q (1454.812428 sec): 3 clusters Score: Raw -5084858.514203 + Penalty 3449.456746 = -5081409.057457 nChanged 33 SP:Iteration 44Q (1454.872897 sec): 3 clusters Score: Raw -5084876.718043 + Penalty 3449.456746 = -5081427.261297 nChanged 32 SP:Iteration 45Q (1454.932321 sec): 3 clusters Score: Raw -5084890.523664 + Penalty 3449.456746 = -5081441.066918 nChanged 23 SP:Iteration 46Q (1454.991018 sec): 3 clusters Score: Raw -5084902.221188 + Penalty 3449.456746 = -5081452.764442 nChanged 25 SP:Iteration 47Q (1455.061104 sec): 3 clusters Score: Raw -5084911.835407 + Penalty 3449.456746 = -5081462.378661 nChanged 21 SP:Iteration 48Q (1455.123613 sec): 3 clusters Score: Raw -5084919.700540 + Penalty 3449.456746 = -5081470.243794 nChanged 24 SP:Iteration 49Q (1455.188599 sec): 3 clusters Score: Raw -5084928.688279 + Penalty 3449.456746 = -5081479.231533 nChanged 19 SP:Iteration 50Q (1455.250837 sec): 3 clusters Score: Raw -5084934.247460 + Penalty 3449.456746 = -5081484.790714 nChanged 15 SP:Iteration 51Q (1455.310172 sec): 3 clusters Score: Raw -5084939.734128 + Penalty 3449.456746 = -5081490.277382 nChanged 19 SP:Iteration 52Q (1455.375250 sec): 3 clusters Score: Raw -5084945.253512 + Penalty 3449.456746 = -5081495.796766 nChanged 10 SP:Iteration 53Q (1455.438210 sec): 3 clusters Score: Raw -5084947.680677 + Penalty 3449.456746 = -5081498.223931 nChanged 9 SP:Iteration 54Q (1455.521715 sec): 3 clusters Score: Raw -5084949.476801 + Penalty 3449.456746 = -5081500.020055 nChanged 6 SP:Iteration 55Q (1455.580722 sec): 3 clusters Score: Raw -5084951.051527 + Penalty 3449.456746 = -5081501.594781 nChanged 8 SP:Iteration 56Q (1455.639153 sec): 3 clusters Score: Raw -5084952.932081 + Penalty 3449.456746 = -5081503.475335 nChanged 7 SP:Iteration 57Q (1455.708315 sec): 3 clusters Score: Raw -5084954.647968 + Penalty 3449.456746 = -5081505.191222 nChanged 6 SP:Iteration 58Q (1455.772910 sec): 3 clusters Score: Raw -5084956.335802 + Penalty 3449.456746 = -5081506.879056 nChanged 5 SP:Iteration 59Q (1455.830688 sec): 3 clusters Score: Raw -5084957.606985 + Penalty 3449.456746 = -5081508.150239 nChanged 4 SP:Iteration 60F (1455.916406 sec): 3 clusters Score: Raw -5084958.609490 + Penalty 3449.456746 = -5081509.152744 nChanged 2 SP:Iteration 61Q (1455.985890 sec): 3 clusters Score: Raw -5084958.824153 + Penalty 3449.456746 = -5081509.367407 nChanged 0 SP:Iteration 62F (1456.069004 sec): 3 clusters Score: Raw -5084958.824153 + Penalty 3449.456746 = -5081509.367407 nChanged 0 Trying to split cluster 11 (27932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1456.110740 sec): 2 clusters Score: Raw -3492519.386250 + Penalty 1663.598343 = -3490855.787907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1456.173574 sec): 3 clusters Score: Raw -3475287.987968 + Penalty 3327.196686 = -3471960.791282 nChanged 12858 SP:Iteration 1F (1456.229202 sec): 3 clusters Score: Raw -3482449.604533 + Penalty 3327.196686 = -3479122.407847 nChanged 1496 SP:Iteration 2F (1456.289028 sec): 3 clusters Score: Raw -3483043.623389 + Penalty 3327.196686 = -3479716.426703 nChanged 1489 SP:Iteration 3F (1456.349270 sec): 3 clusters Score: Raw -3483695.005730 + Penalty 3327.196686 = -3480367.809044 nChanged 1527 SP:Iteration 4F (1456.410527 sec): 3 clusters Score: Raw -3484498.462249 + Penalty 3327.196686 = -3481171.265563 nChanged 1636 SP:Iteration 5F (1456.475691 sec): 3 clusters Score: Raw -3485556.538951 + Penalty 3327.196686 = -3482229.342266 nChanged 1790 SP:Iteration 6F (1456.541785 sec): 3 clusters Score: Raw -3486878.914761 + Penalty 3327.196686 = -3483551.718075 nChanged 1684 SP:Iteration 7F (1456.623521 sec): 3 clusters Score: Raw -3488102.915436 + Penalty 3327.196686 = -3484775.718751 nChanged 1434 SP:Iteration 8F (1456.710734 sec): 3 clusters Score: Raw -3488891.189494 + Penalty 3327.196686 = -3485563.992809 nChanged 1046 SP:Iteration 9Q (1456.777285 sec): 3 clusters Score: Raw -3489281.556475 + Penalty 3327.196686 = -3485954.359789 nChanged 641 SP:Iteration 10Q (1456.845113 sec): 3 clusters Score: Raw -3489435.214671 + Penalty 3327.196686 = -3486108.017986 nChanged 407 SP:Iteration 11Q (1456.901004 sec): 3 clusters Score: Raw -3489515.072623 + Penalty 3327.196686 = -3486187.875937 nChanged 279 SP:Iteration 12Q (1456.968550 sec): 3 clusters Score: Raw -3489563.809398 + Penalty 3327.196686 = -3486236.612712 nChanged 222 SP:Iteration 13Q (1457.030387 sec): 3 clusters Score: Raw -3489605.022787 + Penalty 3327.196686 = -3486277.826101 nChanged 220 SP:Iteration 14Q (1457.083051 sec): 3 clusters Score: Raw -3489645.154815 + Penalty 3327.196686 = -3486317.958130 nChanged 208 SP:Iteration 15Q (1457.152751 sec): 3 clusters Score: Raw -3489679.272889 + Penalty 3327.196686 = -3486352.076203 nChanged 189 SP:Iteration 16Q (1457.212520 sec): 3 clusters Score: Raw -3489709.298588 + Penalty 3327.196686 = -3486382.101902 nChanged 199 SP:Iteration 17Q (1457.286183 sec): 3 clusters Score: Raw -3489743.280133 + Penalty 3327.196686 = -3486416.083447 nChanged 203 SP:Iteration 18Q (1457.350576 sec): 3 clusters Score: Raw -3489775.069595 + Penalty 3327.196686 = -3486447.872909 nChanged 174 SP:Iteration 19Q (1457.404346 sec): 3 clusters Score: Raw -3489801.032122 + Penalty 3327.196686 = -3486473.835436 nChanged 173 SP:Iteration 20F (1457.462972 sec): 3 clusters Score: Raw -3489828.598184 + Penalty 3327.196686 = -3486501.401498 nChanged 176 SP:Iteration 21Q (1457.528051 sec): 3 clusters Score: Raw -3489856.671163 + Penalty 3327.196686 = -3486529.474477 nChanged 171 SP:Iteration 22Q (1457.589184 sec): 3 clusters Score: Raw -3489880.218418 + Penalty 3327.196686 = -3486553.021732 nChanged 164 SP:Iteration 23Q (1457.666945 sec): 3 clusters Score: Raw -3489902.134302 + Penalty 3327.196686 = -3486574.937616 nChanged 157 SP:Iteration 24Q (1457.753842 sec): 3 clusters Score: Raw -3489924.341940 + Penalty 3327.196686 = -3486597.145255 nChanged 157 SP:Iteration 25Q (1457.821567 sec): 3 clusters Score: Raw -3489945.240122 + Penalty 3327.196686 = -3486618.043436 nChanged 139 SP:Iteration 26Q (1457.873866 sec): 3 clusters Score: Raw -3489962.782076 + Penalty 3327.196686 = -3486635.585391 nChanged 141 SP:Iteration 27Q (1457.951122 sec): 3 clusters Score: Raw -3489981.997189 + Penalty 3327.196686 = -3486654.800504 nChanged 150 SP:Iteration 28Q (1458.001956 sec): 3 clusters Score: Raw -3490005.165178 + Penalty 3327.196686 = -3486677.968492 nChanged 184 SP:Iteration 29Q (1458.068257 sec): 3 clusters Score: Raw -3490034.123846 + Penalty 3327.196686 = -3486706.927160 nChanged 184 SP:Iteration 30Q (1458.128767 sec): 3 clusters Score: Raw -3490063.175456 + Penalty 3327.196686 = -3486735.978770 nChanged 193 SP:Iteration 31Q (1458.189919 sec): 3 clusters Score: Raw -3490097.212377 + Penalty 3327.196686 = -3486770.015691 nChanged 218 SP:Iteration 32Q (1458.253739 sec): 3 clusters Score: Raw -3490136.801921 + Penalty 3327.196686 = -3486809.605235 nChanged 214 SP:Iteration 33Q (1458.309230 sec): 3 clusters Score: Raw -3490176.743193 + Penalty 3327.196686 = -3486849.546508 nChanged 225 SP:Iteration 34Q (1458.388173 sec): 3 clusters Score: Raw -3490222.935269 + Penalty 3327.196686 = -3486895.738583 nChanged 241 SP:Iteration 35Q (1458.446710 sec): 3 clusters Score: Raw -3490271.906236 + Penalty 3327.196686 = -3486944.709551 nChanged 244 SP:Iteration 36Q (1458.502733 sec): 3 clusters Score: Raw -3490321.114639 + Penalty 3327.196686 = -3486993.917953 nChanged 252 SP:Iteration 37Q (1458.582059 sec): 3 clusters Score: Raw -3490374.976794 + Penalty 3327.196686 = -3487047.780108 nChanged 253 SP:Iteration 38Q (1458.652823 sec): 3 clusters Score: Raw -3490434.185704 + Penalty 3327.196686 = -3487106.989019 nChanged 273 SP:Iteration 39Q (1458.703906 sec): 3 clusters Score: Raw -3490507.101941 + Penalty 3327.196686 = -3487179.905256 nChanged 317 SP:Iteration 40F (1458.761495 sec): 3 clusters Score: Raw -3490596.419542 + Penalty 3327.196686 = -3487269.222856 nChanged 313 SP:Iteration 41Q (1458.818345 sec): 3 clusters Score: Raw -3490688.502734 + Penalty 3327.196686 = -3487361.306048 nChanged 290 SP:Iteration 42Q (1458.872904 sec): 3 clusters Score: Raw -3490767.156678 + Penalty 3327.196686 = -3487439.959993 nChanged 270 SP:Iteration 43Q (1458.930243 sec): 3 clusters Score: Raw -3490841.743727 + Penalty 3327.196686 = -3487514.547041 nChanged 277 SP:Iteration 44Q (1458.989287 sec): 3 clusters Score: Raw -3490919.696695 + Penalty 3327.196686 = -3487592.500009 nChanged 277 SP:Iteration 45Q (1459.038378 sec): 3 clusters Score: Raw -3491000.485436 + Penalty 3327.196686 = -3487673.288750 nChanged 278 SP:Iteration 46Q (1459.121610 sec): 3 clusters Score: Raw -3491091.308891 + Penalty 3327.196686 = -3487764.112205 nChanged 265 SP:Iteration 47Q (1459.170196 sec): 3 clusters Score: Raw -3491176.922034 + Penalty 3327.196686 = -3487849.725348 nChanged 241 SP:Iteration 48Q (1459.219226 sec): 3 clusters Score: Raw -3491259.327374 + Penalty 3327.196686 = -3487932.130688 nChanged 265 SP:Iteration 49Q (1459.267399 sec): 3 clusters Score: Raw -3491355.596905 + Penalty 3327.196686 = -3488028.400219 nChanged 284 SP:Iteration 50Q (1459.335661 sec): 3 clusters Score: Raw -3491454.632887 + Penalty 3327.196686 = -3488127.436201 nChanged 273 SP:Iteration 51Q (1459.383121 sec): 3 clusters Score: Raw -3491552.477032 + Penalty 3327.196686 = -3488225.280346 nChanged 268 SP:Iteration 52Q (1459.442025 sec): 3 clusters Score: Raw -3491644.210188 + Penalty 3327.196686 = -3488317.013503 nChanged 237 SP:Iteration 53Q (1459.489347 sec): 3 clusters Score: Raw -3491723.976380 + Penalty 3327.196686 = -3488396.779695 nChanged 211 SP:Iteration 54Q (1459.540435 sec): 3 clusters Score: Raw -3491794.410629 + Penalty 3327.196686 = -3488467.213944 nChanged 216 SP:Iteration 55Q (1459.596784 sec): 3 clusters Score: Raw -3491870.523436 + Penalty 3327.196686 = -3488543.326750 nChanged 205 SP:Iteration 56Q (1459.644178 sec): 3 clusters Score: Raw -3491938.809995 + Penalty 3327.196686 = -3488611.613310 nChanged 174 SP:Iteration 57Q (1459.690333 sec): 3 clusters Score: Raw -3492000.635423 + Penalty 3327.196686 = -3488673.438738 nChanged 154 SP:Iteration 58Q (1459.738814 sec): 3 clusters Score: Raw -3492056.060967 + Penalty 3327.196686 = -3488728.864281 nChanged 140 SP:Iteration 59Q (1459.785204 sec): 3 clusters Score: Raw -3492107.786496 + Penalty 3327.196686 = -3488780.589810 nChanged 144 SP:Iteration 60F (1459.839586 sec): 3 clusters Score: Raw -3492161.260730 + Penalty 3327.196686 = -3488834.064044 nChanged 121 SP:Iteration 61Q (1459.885458 sec): 3 clusters Score: Raw -3492204.838602 + Penalty 3327.196686 = -3488877.641916 nChanged 95 SP:Iteration 62Q (1459.930823 sec): 3 clusters Score: Raw -3492235.048158 + Penalty 3327.196686 = -3488907.851472 nChanged 83 SP:Iteration 63Q (1459.976603 sec): 3 clusters Score: Raw -3492263.499191 + Penalty 3327.196686 = -3488936.302505 nChanged 92 SP:Iteration 64Q (1460.034262 sec): 3 clusters Score: Raw -3492295.657487 + Penalty 3327.196686 = -3488968.460801 nChanged 85 SP:Iteration 65Q (1460.112749 sec): 3 clusters Score: Raw -3492325.060547 + Penalty 3327.196686 = -3488997.863861 nChanged 75 SP:Iteration 66Q (1460.157437 sec): 3 clusters Score: Raw -3492356.152851 + Penalty 3327.196686 = -3489028.956165 nChanged 67 SP:Iteration 67Q (1460.228434 sec): 3 clusters Score: Raw -3492380.571905 + Penalty 3327.196686 = -3489053.375219 nChanged 73 SP:Iteration 68Q (1460.272745 sec): 3 clusters Score: Raw -3492417.450729 + Penalty 3327.196686 = -3489090.254044 nChanged 79 SP:Iteration 69Q (1460.317314 sec): 3 clusters Score: Raw -3492464.391013 + Penalty 3327.196686 = -3489137.194327 nChanged 76 SP:Iteration 70Q (1460.361913 sec): 3 clusters Score: Raw -3492507.241762 + Penalty 3327.196686 = -3489180.045077 nChanged 67 SP:Iteration 71Q (1460.410430 sec): 3 clusters Score: Raw -3492537.011984 + Penalty 3327.196686 = -3489209.815298 nChanged 48 SP:Iteration 72Q (1460.454588 sec): 3 clusters Score: Raw -3492557.343571 + Penalty 3327.196686 = -3489230.146885 nChanged 47 SP:Iteration 73Q (1460.532674 sec): 3 clusters Score: Raw -3492577.388122 + Penalty 3327.196686 = -3489250.191436 nChanged 41 SP:Iteration 74Q (1460.576791 sec): 3 clusters Score: Raw -3492594.943883 + Penalty 3327.196686 = -3489267.747198 nChanged 36 SP:Iteration 75Q (1460.620684 sec): 3 clusters Score: Raw -3492612.647763 + Penalty 3327.196686 = -3489285.451077 nChanged 30 SP:Iteration 76Q (1460.665199 sec): 3 clusters Score: Raw -3492626.843286 + Penalty 3327.196686 = -3489299.646600 nChanged 30 SP:Iteration 77Q (1460.709192 sec): 3 clusters Score: Raw -3492639.177038 + Penalty 3327.196686 = -3489311.980352 nChanged 16 SP:Iteration 78Q (1460.753195 sec): 3 clusters Score: Raw -3492645.771671 + Penalty 3327.196686 = -3489318.574985 nChanged 16 SP:Iteration 79Q (1460.799984 sec): 3 clusters Score: Raw -3492651.101870 + Penalty 3327.196686 = -3489323.905185 nChanged 10 SP:Iteration 80F (1460.882576 sec): 3 clusters Score: Raw -3492654.636417 + Penalty 3327.196686 = -3489327.439731 nChanged 6 SP:Iteration 81Q (1460.935285 sec): 3 clusters Score: Raw -3492656.826928 + Penalty 3327.196686 = -3489329.630242 nChanged 6 SP:Iteration 82Q (1460.982961 sec): 3 clusters Score: Raw -3492659.160499 + Penalty 3327.196686 = -3489331.963813 nChanged 5 SP:Iteration 83Q (1461.027865 sec): 3 clusters Score: Raw -3492661.752217 + Penalty 3327.196686 = -3489334.555531 nChanged 5 SP:Iteration 84Q (1461.071691 sec): 3 clusters Score: Raw -3492664.254240 + Penalty 3327.196686 = -3489337.057555 nChanged 9 SP:Iteration 85Q (1461.116013 sec): 3 clusters Score: Raw -3492668.794769 + Penalty 3327.196686 = -3489341.598083 nChanged 10 SP:Iteration 86Q (1461.163639 sec): 3 clusters Score: Raw -3492675.015612 + Penalty 3327.196686 = -3489347.818926 nChanged 15 SP:Iteration 87Q (1461.207290 sec): 3 clusters Score: Raw -3492681.275916 + Penalty 3327.196686 = -3489354.079231 nChanged 10 SP:Iteration 88Q (1461.256444 sec): 3 clusters Score: Raw -3492684.895242 + Penalty 3327.196686 = -3489357.698556 nChanged 4 SP:Iteration 89Q (1461.299768 sec): 3 clusters Score: Raw -3492686.417298 + Penalty 3327.196686 = -3489359.220612 nChanged 4 SP:Iteration 90Q (1461.378382 sec): 3 clusters Score: Raw -3492689.095453 + Penalty 3327.196686 = -3489361.898767 nChanged 8 SP:Iteration 91Q (1461.421997 sec): 3 clusters Score: Raw -3492692.357688 + Penalty 3327.196686 = -3489365.161002 nChanged 4 SP:Iteration 92Q (1461.465162 sec): 3 clusters Score: Raw -3492694.067888 + Penalty 3327.196686 = -3489366.871203 nChanged 4 SP:Iteration 93Q (1461.522003 sec): 3 clusters Score: Raw -3492696.204740 + Penalty 3327.196686 = -3489369.008055 nChanged 4 SP:Iteration 94Q (1461.565171 sec): 3 clusters Score: Raw -3492698.831839 + Penalty 3327.196686 = -3489371.635154 nChanged 8 SP:Iteration 95Q (1461.609212 sec): 3 clusters Score: Raw -3492702.290255 + Penalty 3327.196686 = -3489375.093569 nChanged 5 SP:Iteration 96Q (1461.652554 sec): 3 clusters Score: Raw -3492704.042586 + Penalty 3327.196686 = -3489376.845901 nChanged 1 SP:Iteration 97Q (1461.695948 sec): 3 clusters Score: Raw -3492704.161103 + Penalty 3327.196686 = -3489376.964417 nChanged 2 SP:Iteration 98Q (1461.739231 sec): 3 clusters Score: Raw -3492704.891760 + Penalty 3327.196686 = -3489377.695075 nChanged 4 SP:Iteration 99Q (1461.792852 sec): 3 clusters Score: Raw -3492707.295360 + Penalty 3327.196686 = -3489380.098674 nChanged 4 SP:Iteration 100F (1461.846295 sec): 3 clusters Score: Raw -3492709.312178 + Penalty 3327.196686 = -3489382.115492 nChanged 2 SP:Iteration 101Q (1461.890225 sec): 3 clusters Score: Raw -3492709.559819 + Penalty 3327.196686 = -3489382.363133 nChanged 0 SP:Iteration 102F (1461.947888 sec): 3 clusters Score: Raw -3492709.559819 + Penalty 3327.196686 = -3489382.363133 nChanged 0 Trying to split cluster 12 (28642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1461.998245 sec): 2 clusters Score: Raw -3456033.930764 + Penalty 1667.677286 = -3454366.253478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1462.057064 sec): 3 clusters Score: Raw -3438185.681477 + Penalty 3335.354572 = -3434850.326905 nChanged 13252 SP:Iteration 1F (1462.111031 sec): 3 clusters Score: Raw -3445857.344348 + Penalty 3335.354572 = -3442521.989777 nChanged 1407 SP:Iteration 2Q (1462.167481 sec): 3 clusters Score: Raw -3446355.662548 + Penalty 3335.354572 = -3443020.307977 nChanged 1352 SP:Iteration 3Q (1462.227721 sec): 3 clusters Score: Raw -3446844.266777 + Penalty 3335.354572 = -3443508.912205 nChanged 1323 SP:Iteration 4Q (1462.283304 sec): 3 clusters Score: Raw -3447380.007289 + Penalty 3335.354572 = -3444044.652718 nChanged 1399 SP:Iteration 5Q (1462.339169 sec): 3 clusters Score: Raw -3448030.886131 + Penalty 3335.354572 = -3444695.531559 nChanged 1475 SP:Iteration 6F (1462.397112 sec): 3 clusters Score: Raw -3448814.459231 + Penalty 3335.354572 = -3445479.104659 nChanged 1555 SP:Iteration 7F (1462.460996 sec): 3 clusters Score: Raw -3449863.497477 + Penalty 3335.354572 = -3446528.142906 nChanged 1552 SP:Iteration 8F (1462.515558 sec): 3 clusters Score: Raw -3450979.186144 + Penalty 3335.354572 = -3447643.831572 nChanged 1403 SP:Iteration 9Q (1462.571374 sec): 3 clusters Score: Raw -3452090.056836 + Penalty 3335.354572 = -3448754.702265 nChanged 1197 SP:Iteration 10Q (1462.626180 sec): 3 clusters Score: Raw -3452879.655046 + Penalty 3335.354572 = -3449544.300474 nChanged 910 SP:Iteration 11Q (1462.684571 sec): 3 clusters Score: Raw -3453345.888102 + Penalty 3335.354572 = -3450010.533530 nChanged 677 SP:Iteration 12Q (1462.739783 sec): 3 clusters Score: Raw -3453637.008757 + Penalty 3335.354572 = -3450301.654185 nChanged 526 SP:Iteration 13Q (1462.791199 sec): 3 clusters Score: Raw -3453841.341457 + Penalty 3335.354572 = -3450505.986886 nChanged 451 SP:Iteration 14Q (1462.842803 sec): 3 clusters Score: Raw -3454006.718156 + Penalty 3335.354572 = -3450671.363584 nChanged 431 SP:Iteration 15Q (1462.908889 sec): 3 clusters Score: Raw -3454166.128613 + Penalty 3335.354572 = -3450830.774042 nChanged 405 SP:Iteration 16Q (1462.971004 sec): 3 clusters Score: Raw -3454316.898195 + Penalty 3335.354572 = -3450981.543624 nChanged 369 SP:Iteration 17Q (1463.047448 sec): 3 clusters Score: Raw -3454447.931577 + Penalty 3335.354572 = -3451112.577005 nChanged 357 SP:Iteration 18Q (1463.097841 sec): 3 clusters Score: Raw -3454565.330975 + Penalty 3335.354572 = -3451229.976404 nChanged 348 SP:Iteration 19Q (1463.147964 sec): 3 clusters Score: Raw -3454677.656099 + Penalty 3335.354572 = -3451342.301527 nChanged 323 SP:Iteration 20F (1463.201424 sec): 3 clusters Score: Raw -3454785.806149 + Penalty 3335.354572 = -3451450.451578 nChanged 317 SP:Iteration 21Q (1463.251088 sec): 3 clusters Score: Raw -3454892.947788 + Penalty 3335.354572 = -3451557.593217 nChanged 304 SP:Iteration 22Q (1463.301084 sec): 3 clusters Score: Raw -3455004.173803 + Penalty 3335.354572 = -3451668.819232 nChanged 287 SP:Iteration 23Q (1463.359539 sec): 3 clusters Score: Raw -3455103.158224 + Penalty 3335.354572 = -3451767.803653 nChanged 252 SP:Iteration 24Q (1463.421704 sec): 3 clusters Score: Raw -3455188.612109 + Penalty 3335.354572 = -3451853.257538 nChanged 228 SP:Iteration 25Q (1463.470106 sec): 3 clusters Score: Raw -3455270.072206 + Penalty 3335.354572 = -3451934.717635 nChanged 243 SP:Iteration 26Q (1463.518299 sec): 3 clusters Score: Raw -3455359.819346 + Penalty 3335.354572 = -3452024.464775 nChanged 224 SP:Iteration 27Q (1463.566164 sec): 3 clusters Score: Raw -3455438.559356 + Penalty 3335.354572 = -3452103.204784 nChanged 207 SP:Iteration 28Q (1463.613359 sec): 3 clusters Score: Raw -3455512.815768 + Penalty 3335.354572 = -3452177.461196 nChanged 182 SP:Iteration 29Q (1463.661182 sec): 3 clusters Score: Raw -3455575.303855 + Penalty 3335.354572 = -3452239.949283 nChanged 150 SP:Iteration 30Q (1463.728819 sec): 3 clusters Score: Raw -3455627.357307 + Penalty 3335.354572 = -3452292.002735 nChanged 144 SP:Iteration 31Q (1463.778823 sec): 3 clusters Score: Raw -3455673.055342 + Penalty 3335.354572 = -3452337.700770 nChanged 121 SP:Iteration 32Q (1463.825281 sec): 3 clusters Score: Raw -3455709.298383 + Penalty 3335.354572 = -3452373.943812 nChanged 108 SP:Iteration 33Q (1463.871693 sec): 3 clusters Score: Raw -3455739.491129 + Penalty 3335.354572 = -3452404.136557 nChanged 102 SP:Iteration 34Q (1463.924286 sec): 3 clusters Score: Raw -3455772.799348 + Penalty 3335.354572 = -3452437.444777 nChanged 108 SP:Iteration 35Q (1463.970342 sec): 3 clusters Score: Raw -3455810.363184 + Penalty 3335.354572 = -3452475.008613 nChanged 97 SP:Iteration 36Q (1464.021660 sec): 3 clusters Score: Raw -3455846.873184 + Penalty 3335.354572 = -3452511.518613 nChanged 96 SP:Iteration 37Q (1464.066981 sec): 3 clusters Score: Raw -3455882.366831 + Penalty 3335.354572 = -3452547.012259 nChanged 88 SP:Iteration 38Q (1464.113506 sec): 3 clusters Score: Raw -3455917.565215 + Penalty 3335.354572 = -3452582.210643 nChanged 89 SP:Iteration 39Q (1464.170793 sec): 3 clusters Score: Raw -3455952.681131 + Penalty 3335.354572 = -3452617.326560 nChanged 73 SP:Iteration 40F (1464.228829 sec): 3 clusters Score: Raw -3455985.879242 + Penalty 3335.354572 = -3452650.524670 nChanged 78 SP:Iteration 41Q (1464.277919 sec): 3 clusters Score: Raw -3456022.540836 + Penalty 3335.354572 = -3452687.186264 nChanged 78 SP:Iteration 42Q (1464.323135 sec): 3 clusters Score: Raw -3456059.237485 + Penalty 3335.354572 = -3452723.882914 nChanged 71 SP:Iteration 43Q (1464.368895 sec): 3 clusters Score: Raw -3456087.529673 + Penalty 3335.354572 = -3452752.175102 nChanged 69 SP:Iteration 44Q (1464.414481 sec): 3 clusters Score: Raw -3456117.477983 + Penalty 3335.354572 = -3452782.123411 nChanged 54 SP:Iteration 45Q (1464.459779 sec): 3 clusters Score: Raw -3456138.918856 + Penalty 3335.354572 = -3452803.564285 nChanged 35 SP:Iteration 46Q (1464.516391 sec): 3 clusters Score: Raw -3456153.948813 + Penalty 3335.354572 = -3452818.594242 nChanged 37 SP:Iteration 47Q (1464.591568 sec): 3 clusters Score: Raw -3456171.567892 + Penalty 3335.354572 = -3452836.213320 nChanged 34 SP:Iteration 48Q (1464.642360 sec): 3 clusters Score: Raw -3456188.789834 + Penalty 3335.354572 = -3452853.435262 nChanged 33 SP:Iteration 49Q (1464.686524 sec): 3 clusters Score: Raw -3456204.089202 + Penalty 3335.354572 = -3452868.734631 nChanged 23 SP:Iteration 50Q (1464.731584 sec): 3 clusters Score: Raw -3456216.917746 + Penalty 3335.354572 = -3452881.563175 nChanged 25 SP:Iteration 51Q (1464.776712 sec): 3 clusters Score: Raw -3456226.301096 + Penalty 3335.354572 = -3452890.946524 nChanged 11 SP:Iteration 52Q (1464.844261 sec): 3 clusters Score: Raw -3456229.327136 + Penalty 3335.354572 = -3452893.972564 nChanged 9 SP:Iteration 53Q (1464.889005 sec): 3 clusters Score: Raw -3456233.645039 + Penalty 3335.354572 = -3452898.290467 nChanged 14 SP:Iteration 54Q (1464.933407 sec): 3 clusters Score: Raw -3456241.513051 + Penalty 3335.354572 = -3452906.158479 nChanged 20 SP:Iteration 55Q (1464.982214 sec): 3 clusters Score: Raw -3456250.751395 + Penalty 3335.354572 = -3452915.396823 nChanged 18 SP:Iteration 56Q (1465.027089 sec): 3 clusters Score: Raw -3456259.179163 + Penalty 3335.354572 = -3452923.824591 nChanged 9 SP:Iteration 57Q (1465.075436 sec): 3 clusters Score: Raw -3456262.558737 + Penalty 3335.354572 = -3452927.204166 nChanged 3 SP:Iteration 58Q (1465.119832 sec): 3 clusters Score: Raw -3456263.362348 + Penalty 3335.354572 = -3452928.007777 nChanged 4 SP:Iteration 59Q (1465.164421 sec): 3 clusters Score: Raw -3456264.645007 + Penalty 3335.354572 = -3452929.290435 nChanged 2 SP:Iteration 60F (1465.217104 sec): 3 clusters Score: Raw -3456265.399966 + Penalty 3335.354572 = -3452930.045394 nChanged 1 SP:Iteration 61Q (1465.282885 sec): 3 clusters Score: Raw -3456265.712231 + Penalty 3335.354572 = -3452930.357659 nChanged 3 SP:Iteration 62Q (1465.338471 sec): 3 clusters Score: Raw -3456266.812033 + Penalty 3335.354572 = -3452931.457461 nChanged 2 SP:Iteration 63Q (1465.383019 sec): 3 clusters Score: Raw -3456267.454199 + Penalty 3335.354572 = -3452932.099628 nChanged 0 SP:Iteration 64F (1465.435414 sec): 3 clusters Score: Raw -3456267.454199 + Penalty 3335.354572 = -3452932.099628 nChanged 0 Trying to split cluster 13 (66185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1465.523521 sec): 2 clusters Score: Raw -8244699.928369 + Penalty 1803.783984 = -8242896.144386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1465.645290 sec): 3 clusters Score: Raw -8202287.704019 + Penalty 3607.567967 = -8198680.136052 nChanged 31343 SP:Iteration 1F (1465.755460 sec): 3 clusters Score: Raw -8220107.254424 + Penalty 3607.567967 = -8216499.686457 nChanged 2307 SP:Iteration 2Q (1465.872532 sec): 3 clusters Score: Raw -8220757.116291 + Penalty 3607.567967 = -8217149.548323 nChanged 2491 SP:Iteration 3Q (1465.994357 sec): 3 clusters Score: Raw -8221579.284964 + Penalty 3607.567967 = -8217971.716997 nChanged 2771 SP:Iteration 4Q (1466.120806 sec): 3 clusters Score: Raw -8222700.902608 + Penalty 3607.567967 = -8219093.334641 nChanged 2967 SP:Iteration 5Q (1466.237481 sec): 3 clusters Score: Raw -8224187.793103 + Penalty 3607.567967 = -8220580.225135 nChanged 3381 SP:Iteration 6F (1466.347287 sec): 3 clusters Score: Raw -8226287.961675 + Penalty 3607.567967 = -8222680.393708 nChanged 3775 SP:Iteration 7F (1466.464346 sec): 3 clusters Score: Raw -8229010.846668 + Penalty 3607.567967 = -8225403.278701 nChanged 3918 SP:Iteration 8F (1466.574112 sec): 3 clusters Score: Raw -8231884.515265 + Penalty 3607.567967 = -8228276.947298 nChanged 3723 SP:Iteration 9F (1466.713551 sec): 3 clusters Score: Raw -8234446.083000 + Penalty 3607.567967 = -8230838.515033 nChanged 3217 SP:Iteration 10Q (1466.824357 sec): 3 clusters Score: Raw -8236368.759798 + Penalty 3607.567967 = -8232761.191831 nChanged 2444 SP:Iteration 11Q (1466.935546 sec): 3 clusters Score: Raw -8237462.072243 + Penalty 3607.567967 = -8233854.504275 nChanged 1812 SP:Iteration 12Q (1467.060553 sec): 3 clusters Score: Raw -8238149.600469 + Penalty 3607.567967 = -8234542.032501 nChanged 1443 SP:Iteration 13Q (1467.199674 sec): 3 clusters Score: Raw -8238678.448923 + Penalty 3607.567967 = -8235070.880955 nChanged 1338 SP:Iteration 14Q (1467.337898 sec): 3 clusters Score: Raw -8239170.856735 + Penalty 3607.567967 = -8235563.288768 nChanged 1268 SP:Iteration 15Q (1467.464206 sec): 3 clusters Score: Raw -8239669.142944 + Penalty 3607.567967 = -8236061.574977 nChanged 1311 SP:Iteration 16Q (1467.593380 sec): 3 clusters Score: Raw -8240190.689105 + Penalty 3607.567967 = -8236583.121137 nChanged 1242 SP:Iteration 17Q (1467.732288 sec): 3 clusters Score: Raw -8240685.652718 + Penalty 3607.567967 = -8237078.084751 nChanged 1194 SP:Iteration 18Q (1467.846520 sec): 3 clusters Score: Raw -8241179.221018 + Penalty 3607.567967 = -8237571.653050 nChanged 1179 SP:Iteration 19Q (1467.949217 sec): 3 clusters Score: Raw -8241683.200266 + Penalty 3607.567967 = -8238075.632299 nChanged 1113 SP:Iteration 20F (1468.059386 sec): 3 clusters Score: Raw -8242155.217849 + Penalty 3607.567967 = -8238547.649881 nChanged 1020 SP:Iteration 21Q (1468.161647 sec): 3 clusters Score: Raw -8242588.821474 + Penalty 3607.567967 = -8238981.253507 nChanged 951 SP:Iteration 22Q (1468.259731 sec): 3 clusters Score: Raw -8243024.054880 + Penalty 3607.567967 = -8239416.486913 nChanged 858 SP:Iteration 23Q (1468.357186 sec): 3 clusters Score: Raw -8243413.867262 + Penalty 3607.567967 = -8239806.299295 nChanged 725 SP:Iteration 24Q (1468.452889 sec): 3 clusters Score: Raw -8243730.088594 + Penalty 3607.567967 = -8240122.520626 nChanged 601 SP:Iteration 25Q (1468.547553 sec): 3 clusters Score: Raw -8243982.829698 + Penalty 3607.567967 = -8240375.261730 nChanged 503 SP:Iteration 26Q (1468.641578 sec): 3 clusters Score: Raw -8244220.119805 + Penalty 3607.567967 = -8240612.551837 nChanged 391 SP:Iteration 27Q (1468.733908 sec): 3 clusters Score: Raw -8244396.469874 + Penalty 3607.567967 = -8240788.901907 nChanged 304 SP:Iteration 28Q (1468.825461 sec): 3 clusters Score: Raw -8244515.442473 + Penalty 3607.567967 = -8240907.874506 nChanged 257 SP:Iteration 29Q (1468.916675 sec): 3 clusters Score: Raw -8244631.550779 + Penalty 3607.567967 = -8241023.982812 nChanged 216 SP:Iteration 30Q (1469.007119 sec): 3 clusters Score: Raw -8244735.513898 + Penalty 3607.567967 = -8241127.945931 nChanged 178 SP:Iteration 31Q (1469.097118 sec): 3 clusters Score: Raw -8244813.402300 + Penalty 3607.567967 = -8241205.834333 nChanged 110 SP:Iteration 32Q (1469.188760 sec): 3 clusters Score: Raw -8244858.326914 + Penalty 3607.567967 = -8241250.758947 nChanged 87 SP:Iteration 33Q (1469.284279 sec): 3 clusters Score: Raw -8244891.440513 + Penalty 3607.567967 = -8241283.872546 nChanged 52 SP:Iteration 34Q (1469.373073 sec): 3 clusters Score: Raw -8244910.566290 + Penalty 3607.567967 = -8241302.998323 nChanged 40 SP:Iteration 35Q (1469.472896 sec): 3 clusters Score: Raw -8244925.155054 + Penalty 3607.567967 = -8241317.587086 nChanged 31 SP:Iteration 36Q (1469.562330 sec): 3 clusters Score: Raw -8244935.918356 + Penalty 3607.567967 = -8241328.350389 nChanged 24 SP:Iteration 37Q (1469.651716 sec): 3 clusters Score: Raw -8244945.551509 + Penalty 3607.567967 = -8241337.983542 nChanged 22 SP:Iteration 38Q (1469.740092 sec): 3 clusters Score: Raw -8244951.849259 + Penalty 3607.567967 = -8241344.281291 nChanged 22 SP:Iteration 39Q (1469.839482 sec): 3 clusters Score: Raw -8244959.907541 + Penalty 3607.567967 = -8241352.339574 nChanged 22 SP:Iteration 40F (1469.948372 sec): 3 clusters Score: Raw -8244966.907304 + Penalty 3607.567967 = -8241359.339337 nChanged 18 SP:Iteration 41Q (1470.041045 sec): 3 clusters Score: Raw -8244972.854911 + Penalty 3607.567967 = -8241365.286944 nChanged 10 SP:Iteration 42Q (1470.135336 sec): 3 clusters Score: Raw -8244976.732110 + Penalty 3607.567967 = -8241369.164143 nChanged 14 SP:Iteration 43Q (1470.236121 sec): 3 clusters Score: Raw -8244981.328215 + Penalty 3607.567967 = -8241373.760248 nChanged 10 SP:Iteration 44Q (1470.325206 sec): 3 clusters Score: Raw -8244983.972521 + Penalty 3607.567967 = -8241376.404553 nChanged 6 SP:Iteration 45Q (1470.413936 sec): 3 clusters Score: Raw -8244985.283358 + Penalty 3607.567967 = -8241377.715390 nChanged 8 SP:Iteration 46Q (1470.503259 sec): 3 clusters Score: Raw -8244987.661050 + Penalty 3607.567967 = -8241380.093083 nChanged 8 SP:Iteration 47Q (1470.592365 sec): 3 clusters Score: Raw -8244990.064694 + Penalty 3607.567967 = -8241382.496727 nChanged 10 SP:Iteration 48Q (1470.681183 sec): 3 clusters Score: Raw -8244993.204619 + Penalty 3607.567967 = -8241385.636652 nChanged 15 SP:Iteration 49Q (1470.777370 sec): 3 clusters Score: Raw -8244996.738490 + Penalty 3607.567967 = -8241389.170523 nChanged 8 SP:Iteration 50Q (1470.870933 sec): 3 clusters Score: Raw -8244999.170883 + Penalty 3607.567967 = -8241391.602916 nChanged 6 SP:Iteration 51Q (1470.960265 sec): 3 clusters Score: Raw -8245000.852464 + Penalty 3607.567967 = -8241393.284497 nChanged 4 SP:Iteration 52Q (1471.062924 sec): 3 clusters Score: Raw -8245002.248973 + Penalty 3607.567967 = -8241394.681005 nChanged 7 SP:Iteration 53Q (1471.152297 sec): 3 clusters Score: Raw -8245005.052537 + Penalty 3607.567967 = -8241397.484570 nChanged 9 SP:Iteration 54Q (1471.240275 sec): 3 clusters Score: Raw -8245008.563632 + Penalty 3607.567967 = -8241400.995665 nChanged 8 SP:Iteration 55Q (1471.329259 sec): 3 clusters Score: Raw -8245010.821216 + Penalty 3607.567967 = -8241403.253249 nChanged 7 SP:Iteration 56Q (1471.427278 sec): 3 clusters Score: Raw -8245013.614674 + Penalty 3607.567967 = -8241406.046707 nChanged 11 SP:Iteration 57Q (1471.537320 sec): 3 clusters Score: Raw -8245017.478683 + Penalty 3607.567967 = -8241409.910715 nChanged 6 SP:Iteration 58Q (1471.625802 sec): 3 clusters Score: Raw -8245019.440265 + Penalty 3607.567967 = -8241411.872297 nChanged 7 SP:Iteration 59Q (1471.714531 sec): 3 clusters Score: Raw -8245022.210243 + Penalty 3607.567967 = -8241414.642275 nChanged 7 SP:Iteration 60F (1471.824769 sec): 3 clusters Score: Raw -8245024.977034 + Penalty 3607.567967 = -8241417.409066 nChanged 9 SP:Iteration 61Q (1471.913898 sec): 3 clusters Score: Raw -8245027.142232 + Penalty 3607.567967 = -8241419.574265 nChanged 5 SP:Iteration 62Q (1472.002680 sec): 3 clusters Score: Raw -8245028.842390 + Penalty 3607.567967 = -8241421.274422 nChanged 3 SP:Iteration 63Q (1472.091591 sec): 3 clusters Score: Raw -8245029.768035 + Penalty 3607.567967 = -8241422.200067 nChanged 2 SP:Iteration 64Q (1472.179703 sec): 3 clusters Score: Raw -8245030.395291 + Penalty 3607.567967 = -8241422.827324 nChanged 0 SP:Iteration 65F (1472.289292 sec): 3 clusters Score: Raw -8245030.395291 + Penalty 3607.567967 = -8241422.827324 nChanged 0 Trying to split cluster 14 (14344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1472.308820 sec): 2 clusters Score: Raw -1658508.846065 + Penalty 1555.301640 = -1656953.544425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1472.344001 sec): 3 clusters Score: Raw -1650181.591119 + Penalty 3110.603280 = -1647070.987839 nChanged 6354 SP:Iteration 1F (1472.377807 sec): 3 clusters Score: Raw -1653756.784303 + Penalty 3110.603280 = -1650646.181023 nChanged 986 SP:Iteration 2F (1472.411632 sec): 3 clusters Score: Raw -1654392.464956 + Penalty 3110.603280 = -1651281.861676 nChanged 1062 SP:Iteration 3F (1472.450591 sec): 3 clusters Score: Raw -1655312.991612 + Penalty 3110.603280 = -1652202.388332 nChanged 1180 SP:Iteration 4F (1472.483582 sec): 3 clusters Score: Raw -1656516.265569 + Penalty 3110.603280 = -1653405.662289 nChanged 1184 SP:Iteration 5F (1472.520416 sec): 3 clusters Score: Raw -1657595.086627 + Penalty 3110.603280 = -1654484.483347 nChanged 958 SP:Iteration 6F (1472.554553 sec): 3 clusters Score: Raw -1658253.080857 + Penalty 3110.603280 = -1655142.477577 nChanged 614 SP:Iteration 7Q (1472.588664 sec): 3 clusters Score: Raw -1658589.149408 + Penalty 3110.603280 = -1655478.546128 nChanged 398 SP:Iteration 8Q (1472.625704 sec): 3 clusters Score: Raw -1658746.266502 + Penalty 3110.603280 = -1655635.663222 nChanged 243 SP:Iteration 9Q (1472.660401 sec): 3 clusters Score: Raw -1658820.569782 + Penalty 3110.603280 = -1655709.966502 nChanged 204 SP:Iteration 10Q (1472.704419 sec): 3 clusters Score: Raw -1658885.854370 + Penalty 3110.603280 = -1655775.251090 nChanged 172 SP:Iteration 11Q (1472.738173 sec): 3 clusters Score: Raw -1658934.348918 + Penalty 3110.603280 = -1655823.745638 nChanged 146 SP:Iteration 12Q (1472.771950 sec): 3 clusters Score: Raw -1658977.850247 + Penalty 3110.603280 = -1655867.246967 nChanged 123 SP:Iteration 13Q (1472.805765 sec): 3 clusters Score: Raw -1659012.658595 + Penalty 3110.603280 = -1655902.055315 nChanged 121 SP:Iteration 14Q (1472.844407 sec): 3 clusters Score: Raw -1659044.005007 + Penalty 3110.603280 = -1655933.401727 nChanged 132 SP:Iteration 15Q (1472.884003 sec): 3 clusters Score: Raw -1659080.569100 + Penalty 3110.603280 = -1655969.965820 nChanged 107 SP:Iteration 16Q (1472.919625 sec): 3 clusters Score: Raw -1659107.409801 + Penalty 3110.603280 = -1655996.806521 nChanged 88 SP:Iteration 17Q (1472.953453 sec): 3 clusters Score: Raw -1659129.664966 + Penalty 3110.603280 = -1656019.061686 nChanged 91 SP:Iteration 18Q (1472.987574 sec): 3 clusters Score: Raw -1659155.076754 + Penalty 3110.603280 = -1656044.473474 nChanged 104 SP:Iteration 19Q (1473.028318 sec): 3 clusters Score: Raw -1659191.731769 + Penalty 3110.603280 = -1656081.128489 nChanged 124 SP:Iteration 20F (1473.062086 sec): 3 clusters Score: Raw -1659240.123624 + Penalty 3110.603280 = -1656129.520344 nChanged 118 SP:Iteration 21Q (1473.095591 sec): 3 clusters Score: Raw -1659287.250201 + Penalty 3110.603280 = -1656176.646921 nChanged 99 SP:Iteration 22Q (1473.129006 sec): 3 clusters Score: Raw -1659332.277766 + Penalty 3110.603280 = -1656221.674486 nChanged 103 SP:Iteration 23Q (1473.162206 sec): 3 clusters Score: Raw -1659401.198628 + Penalty 3110.603280 = -1656290.595348 nChanged 118 SP:Iteration 24Q (1473.195333 sec): 3 clusters Score: Raw -1659483.256606 + Penalty 3110.603280 = -1656372.653326 nChanged 102 SP:Iteration 25Q (1473.232415 sec): 3 clusters Score: Raw -1659568.968980 + Penalty 3110.603280 = -1656458.365700 nChanged 92 SP:Iteration 26Q (1473.286821 sec): 3 clusters Score: Raw -1659638.907118 + Penalty 3110.603280 = -1656528.303838 nChanged 80 SP:Iteration 27Q (1473.318510 sec): 3 clusters Score: Raw -1659688.763415 + Penalty 3110.603280 = -1656578.160135 nChanged 65 SP:Iteration 28Q (1473.355557 sec): 3 clusters Score: Raw -1659728.293105 + Penalty 3110.603280 = -1656617.689825 nChanged 58 SP:Iteration 29Q (1473.386466 sec): 3 clusters Score: Raw -1659755.729134 + Penalty 3110.603280 = -1656645.125854 nChanged 40 SP:Iteration 30Q (1473.416918 sec): 3 clusters Score: Raw -1659774.033949 + Penalty 3110.603280 = -1656663.430669 nChanged 34 SP:Iteration 31Q (1473.447335 sec): 3 clusters Score: Raw -1659785.507170 + Penalty 3110.603280 = -1656674.903890 nChanged 22 SP:Iteration 32Q (1473.477514 sec): 3 clusters Score: Raw -1659791.750010 + Penalty 3110.603280 = -1656681.146730 nChanged 19 SP:Iteration 33Q (1473.535293 sec): 3 clusters Score: Raw -1659796.269347 + Penalty 3110.603280 = -1656685.666067 nChanged 11 SP:Iteration 34Q (1473.565329 sec): 3 clusters Score: Raw -1659798.950277 + Penalty 3110.603280 = -1656688.346997 nChanged 13 SP:Iteration 35Q (1473.601868 sec): 3 clusters Score: Raw -1659803.429428 + Penalty 3110.603280 = -1656692.826148 nChanged 14 SP:Iteration 36Q (1473.631897 sec): 3 clusters Score: Raw -1659806.979623 + Penalty 3110.603280 = -1656696.376343 nChanged 13 SP:Iteration 37Q (1473.661901 sec): 3 clusters Score: Raw -1659809.692988 + Penalty 3110.603280 = -1656699.089708 nChanged 7 SP:Iteration 38Q (1473.691901 sec): 3 clusters Score: Raw -1659811.139428 + Penalty 3110.603280 = -1656700.536148 nChanged 4 SP:Iteration 39Q (1473.721707 sec): 3 clusters Score: Raw -1659812.105139 + Penalty 3110.603280 = -1656701.501859 nChanged 5 SP:Iteration 40F (1473.755457 sec): 3 clusters Score: Raw -1659813.175094 + Penalty 3110.603280 = -1656702.571814 nChanged 2 SP:Iteration 41Q (1473.785662 sec): 3 clusters Score: Raw -1659813.621496 + Penalty 3110.603280 = -1656703.018216 nChanged 1 SP:Iteration 42Q (1473.825500 sec): 3 clusters Score: Raw -1659814.187851 + Penalty 3110.603280 = -1656703.584571 nChanged 3 SP:Iteration 43Q (1473.855442 sec): 3 clusters Score: Raw -1659815.026162 + Penalty 3110.603280 = -1656704.422882 nChanged 1 SP:Iteration 44Q (1473.887644 sec): 3 clusters Score: Raw -1659815.148135 + Penalty 3110.603280 = -1656704.544855 nChanged 0 SP:Iteration 45F (1473.931528 sec): 3 clusters Score: Raw -1659815.148135 + Penalty 3110.603280 = -1656704.544855 nChanged 0 Trying to split cluster 15 (2165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1473.946196 sec): 2 clusters Score: Raw -263786.870319 + Penalty 1248.028542 = -262538.841777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1473.957918 sec): 3 clusters Score: Raw -262839.142441 + Penalty 2496.057083 = -260343.085358 nChanged 730 SP:Iteration 1F (1473.972937 sec): 3 clusters Score: Raw -263281.920166 + Penalty 2496.057083 = -260785.863083 nChanged 173 SP:Iteration 2F (1473.983878 sec): 3 clusters Score: Raw -263406.549524 + Penalty 2496.057083 = -260910.492441 nChanged 107 SP:Iteration 3Q (1473.994800 sec): 3 clusters Score: Raw -263482.788675 + Penalty 2496.057083 = -260986.731592 nChanged 75 SP:Iteration 4Q (1474.005732 sec): 3 clusters Score: Raw -263526.195334 + Penalty 2496.057083 = -261030.138251 nChanged 51 SP:Iteration 5Q (1474.016715 sec): 3 clusters Score: Raw -263556.222794 + Penalty 2496.057083 = -261060.165711 nChanged 45 SP:Iteration 6Q (1474.064606 sec): 3 clusters Score: Raw -263575.568733 + Penalty 2496.057083 = -261079.511649 nChanged 26 SP:Iteration 7Q (1474.068661 sec): 3 clusters Score: Raw -263586.043169 + Penalty 2496.057083 = -261089.986086 nChanged 25 SP:Iteration 8Q (1474.079761 sec): 3 clusters Score: Raw -263596.507565 + Penalty 2496.057083 = -261100.450482 nChanged 18 SP:Iteration 9Q (1474.098654 sec): 3 clusters Score: Raw -263604.817683 + Penalty 2496.057083 = -261108.760600 nChanged 18 SP:Iteration 10Q (1474.113853 sec): 3 clusters Score: Raw -263611.656486 + Penalty 2496.057083 = -261115.599403 nChanged 11 SP:Iteration 11Q (1474.124880 sec): 3 clusters Score: Raw -263617.113360 + Penalty 2496.057083 = -261121.056277 nChanged 16 SP:Iteration 12Q (1474.137609 sec): 3 clusters Score: Raw -263624.070077 + Penalty 2496.057083 = -261128.012994 nChanged 12 SP:Iteration 13Q (1474.148570 sec): 3 clusters Score: Raw -263628.285010 + Penalty 2496.057083 = -261132.227927 nChanged 4 SP:Iteration 14Q (1474.159486 sec): 3 clusters Score: Raw -263630.361488 + Penalty 2496.057083 = -261134.304405 nChanged 5 SP:Iteration 15Q (1474.175832 sec): 3 clusters Score: Raw -263632.403637 + Penalty 2496.057083 = -261136.346554 nChanged 6 SP:Iteration 16Q (1474.186713 sec): 3 clusters Score: Raw -263634.554370 + Penalty 2496.057083 = -261138.497287 nChanged 5 SP:Iteration 17Q (1474.197594 sec): 3 clusters Score: Raw -263635.936261 + Penalty 2496.057083 = -261139.879178 nChanged 2 SP:Iteration 18Q (1474.210685 sec): 3 clusters Score: Raw -263636.663481 + Penalty 2496.057083 = -261140.606398 nChanged 4 SP:Iteration 19Q (1474.230296 sec): 3 clusters Score: Raw -263637.590185 + Penalty 2496.057083 = -261141.533101 nChanged 4 SP:Iteration 20F (1474.241194 sec): 3 clusters Score: Raw -263638.844150 + Penalty 2496.057083 = -261142.787066 nChanged 3 SP:Iteration 21Q (1474.252152 sec): 3 clusters Score: Raw -263639.474554 + Penalty 2496.057083 = -261143.417470 nChanged 5 SP:Iteration 22Q (1474.263170 sec): 3 clusters Score: Raw -263641.113944 + Penalty 2496.057083 = -261145.056861 nChanged 4 SP:Iteration 23Q (1474.274079 sec): 3 clusters Score: Raw -263642.179640 + Penalty 2496.057083 = -261146.122557 nChanged 3 SP:Iteration 24Q (1474.286368 sec): 3 clusters Score: Raw -263642.886556 + Penalty 2496.057083 = -261146.829473 nChanged 1 SP:Iteration 25Q (1474.297291 sec): 3 clusters Score: Raw -263643.149564 + Penalty 2496.057083 = -261147.092480 nChanged 0 SP:Iteration 26F (1474.308255 sec): 3 clusters Score: Raw -263643.149564 + Penalty 2496.057083 = -261147.092480 nChanged 0 Trying to split cluster 16 (6155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1474.329843 sec): 2 clusters Score: Raw -808644.580557 + Penalty 1417.815756 = -807226.764800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1474.352582 sec): 3 clusters Score: Raw -805390.896987 + Penalty 2835.631513 = -802555.265474 nChanged 2531 SP:Iteration 1F (1474.388452 sec): 3 clusters Score: Raw -806858.874080 + Penalty 2835.631513 = -804023.242567 nChanged 466 SP:Iteration 2F (1474.410877 sec): 3 clusters Score: Raw -807171.772490 + Penalty 2835.631513 = -804336.140978 nChanged 389 SP:Iteration 3F (1474.433006 sec): 3 clusters Score: Raw -807426.358482 + Penalty 2835.631513 = -804590.726969 nChanged 324 SP:Iteration 4F (1474.455240 sec): 3 clusters Score: Raw -807631.279113 + Penalty 2835.631513 = -804795.647600 nChanged 303 SP:Iteration 5Q (1474.477427 sec): 3 clusters Score: Raw -807836.574344 + Penalty 2835.631513 = -805000.942832 nChanged 273 SP:Iteration 6Q (1474.499614 sec): 3 clusters Score: Raw -808062.336587 + Penalty 2835.631513 = -805226.705074 nChanged 298 SP:Iteration 7Q (1474.521822 sec): 3 clusters Score: Raw -808277.207189 + Penalty 2835.631513 = -805441.575676 nChanged 245 SP:Iteration 8Q (1474.543648 sec): 3 clusters Score: Raw -808431.777079 + Penalty 2835.631513 = -805596.145566 nChanged 211 SP:Iteration 9Q (1474.570337 sec): 3 clusters Score: Raw -808552.019537 + Penalty 2835.631513 = -805716.388025 nChanged 185 SP:Iteration 10Q (1474.592153 sec): 3 clusters Score: Raw -808651.665128 + Penalty 2835.631513 = -805816.033615 nChanged 134 SP:Iteration 11Q (1474.646326 sec): 3 clusters Score: Raw -808720.787737 + Penalty 2835.631513 = -805885.156224 nChanged 143 SP:Iteration 12Q (1474.672735 sec): 3 clusters Score: Raw -808790.289304 + Penalty 2835.631513 = -805954.657792 nChanged 115 SP:Iteration 13Q (1474.694596 sec): 3 clusters Score: Raw -808844.452308 + Penalty 2835.631513 = -806008.820796 nChanged 102 SP:Iteration 14Q (1474.716140 sec): 3 clusters Score: Raw -808889.653191 + Penalty 2835.631513 = -806054.021678 nChanged 100 SP:Iteration 15Q (1474.737905 sec): 3 clusters Score: Raw -808931.562298 + Penalty 2835.631513 = -806095.930786 nChanged 102 SP:Iteration 16Q (1474.759656 sec): 3 clusters Score: Raw -808980.965275 + Penalty 2835.631513 = -806145.333762 nChanged 97 SP:Iteration 17Q (1474.781081 sec): 3 clusters Score: Raw -809028.852818 + Penalty 2835.631513 = -806193.221306 nChanged 88 SP:Iteration 18Q (1474.802801 sec): 3 clusters Score: Raw -809070.171639 + Penalty 2835.631513 = -806234.540126 nChanged 80 SP:Iteration 19Q (1474.828657 sec): 3 clusters Score: Raw -809110.526131 + Penalty 2835.631513 = -806274.894618 nChanged 95 SP:Iteration 20F (1474.851125 sec): 3 clusters Score: Raw -809173.291252 + Penalty 2835.631513 = -806337.659739 nChanged 96 SP:Iteration 21Q (1474.872312 sec): 3 clusters Score: Raw -809236.890064 + Penalty 2835.631513 = -806401.258551 nChanged 93 SP:Iteration 22Q (1474.893795 sec): 3 clusters Score: Raw -809295.293587 + Penalty 2835.631513 = -806459.662075 nChanged 93 SP:Iteration 23Q (1474.915224 sec): 3 clusters Score: Raw -809353.274159 + Penalty 2835.631513 = -806517.642646 nChanged 82 SP:Iteration 24Q (1474.936193 sec): 3 clusters Score: Raw -809391.784504 + Penalty 2835.631513 = -806556.152991 nChanged 65 SP:Iteration 25Q (1474.957370 sec): 3 clusters Score: Raw -809424.113445 + Penalty 2835.631513 = -806588.481933 nChanged 59 SP:Iteration 26Q (1474.978550 sec): 3 clusters Score: Raw -809451.203652 + Penalty 2835.631513 = -806615.572140 nChanged 48 SP:Iteration 27Q (1474.999607 sec): 3 clusters Score: Raw -809463.817027 + Penalty 2835.631513 = -806628.185515 nChanged 30 SP:Iteration 28Q (1475.020722 sec): 3 clusters Score: Raw -809469.713303 + Penalty 2835.631513 = -806634.081791 nChanged 12 SP:Iteration 29Q (1475.041970 sec): 3 clusters Score: Raw -809471.707454 + Penalty 2835.631513 = -806636.075942 nChanged 10 SP:Iteration 30Q (1475.097084 sec): 3 clusters Score: Raw -809473.793803 + Penalty 2835.631513 = -806638.162291 nChanged 11 SP:Iteration 31Q (1475.139663 sec): 3 clusters Score: Raw -809476.369378 + Penalty 2835.631513 = -806640.737865 nChanged 15 SP:Iteration 32Q (1475.163970 sec): 3 clusters Score: Raw -809481.603780 + Penalty 2835.631513 = -806645.972268 nChanged 19 SP:Iteration 33Q (1475.185106 sec): 3 clusters Score: Raw -809486.917764 + Penalty 2835.631513 = -806651.286252 nChanged 16 SP:Iteration 34Q (1475.219568 sec): 3 clusters Score: Raw -809490.602896 + Penalty 2835.631513 = -806654.971383 nChanged 12 SP:Iteration 35Q (1475.240756 sec): 3 clusters Score: Raw -809492.509098 + Penalty 2835.631513 = -806656.877586 nChanged 10 SP:Iteration 36Q (1475.261694 sec): 3 clusters Score: Raw -809494.038161 + Penalty 2835.631513 = -806658.406648 nChanged 9 SP:Iteration 37Q (1475.292906 sec): 3 clusters Score: Raw -809495.846251 + Penalty 2835.631513 = -806660.214738 nChanged 9 SP:Iteration 38Q (1475.313947 sec): 3 clusters Score: Raw -809497.744978 + Penalty 2835.631513 = -806662.113466 nChanged 4 SP:Iteration 39Q (1475.345106 sec): 3 clusters Score: Raw -809498.472311 + Penalty 2835.631513 = -806662.840799 nChanged 1 SP:Iteration 40F (1475.367609 sec): 3 clusters Score: Raw -809498.608612 + Penalty 2835.631513 = -806662.977100 nChanged 1 SP:Iteration 41Q (1475.397263 sec): 3 clusters Score: Raw -809498.668818 + Penalty 2835.631513 = -806663.037305 nChanged 0 SP:Iteration 42F (1475.439340 sec): 3 clusters Score: Raw -809498.668818 + Penalty 2835.631513 = -806663.037305 nChanged 0 Trying to split cluster 17 (9198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1475.461465 sec): 2 clusters Score: Raw -1126539.289545 + Penalty 1483.095469 = -1125056.194076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1475.488633 sec): 3 clusters Score: Raw -1121348.261808 + Penalty 2966.190938 = -1118382.070870 nChanged 3953 SP:Iteration 1F (1475.515219 sec): 3 clusters Score: Raw -1123514.786242 + Penalty 2966.190938 = -1120548.595304 nChanged 607 SP:Iteration 2F (1475.542473 sec): 3 clusters Score: Raw -1123840.632233 + Penalty 2966.190938 = -1120874.441295 nChanged 547 SP:Iteration 3F (1475.569006 sec): 3 clusters Score: Raw -1124164.285915 + Penalty 2966.190938 = -1121198.094977 nChanged 487 SP:Iteration 4F (1475.599517 sec): 3 clusters Score: Raw -1124408.601183 + Penalty 2966.190938 = -1121442.410245 nChanged 417 SP:Iteration 5Q (1475.626176 sec): 3 clusters Score: Raw -1124622.387910 + Penalty 2966.190938 = -1121656.196972 nChanged 360 SP:Iteration 6Q (1475.652695 sec): 3 clusters Score: Raw -1124800.575020 + Penalty 2966.190938 = -1121834.384082 nChanged 350 SP:Iteration 7Q (1475.679311 sec): 3 clusters Score: Raw -1124982.904383 + Penalty 2966.190938 = -1122016.713445 nChanged 314 SP:Iteration 8Q (1475.705655 sec): 3 clusters Score: Raw -1125141.316313 + Penalty 2966.190938 = -1122175.125375 nChanged 295 SP:Iteration 9Q (1475.735874 sec): 3 clusters Score: Raw -1125292.150616 + Penalty 2966.190938 = -1122325.959678 nChanged 266 SP:Iteration 10Q (1475.762300 sec): 3 clusters Score: Raw -1125436.929335 + Penalty 2966.190938 = -1122470.738397 nChanged 298 SP:Iteration 11Q (1475.793095 sec): 3 clusters Score: Raw -1125604.087973 + Penalty 2966.190938 = -1122637.897035 nChanged 269 SP:Iteration 12Q (1475.827851 sec): 3 clusters Score: Raw -1125782.302603 + Penalty 2966.190938 = -1122816.111664 nChanged 253 SP:Iteration 13Q (1475.856791 sec): 3 clusters Score: Raw -1125968.753445 + Penalty 2966.190938 = -1123002.562507 nChanged 233 SP:Iteration 14Q (1475.882622 sec): 3 clusters Score: Raw -1126147.043737 + Penalty 2966.190938 = -1123180.852799 nChanged 247 SP:Iteration 15Q (1475.912095 sec): 3 clusters Score: Raw -1126293.992296 + Penalty 2966.190938 = -1123327.801358 nChanged 194 SP:Iteration 16Q (1475.937481 sec): 3 clusters Score: Raw -1126392.467801 + Penalty 2966.190938 = -1123426.276863 nChanged 161 SP:Iteration 17Q (1475.962797 sec): 3 clusters Score: Raw -1126460.933697 + Penalty 2966.190938 = -1123494.742759 nChanged 124 SP:Iteration 18Q (1475.988373 sec): 3 clusters Score: Raw -1126509.079201 + Penalty 2966.190938 = -1123542.888263 nChanged 109 SP:Iteration 19Q (1476.013643 sec): 3 clusters Score: Raw -1126545.534311 + Penalty 2966.190938 = -1123579.343372 nChanged 74 SP:Iteration 20F (1476.040315 sec): 3 clusters Score: Raw -1126568.712993 + Penalty 2966.190938 = -1123602.522055 nChanged 46 SP:Iteration 21Q (1476.065519 sec): 3 clusters Score: Raw -1126581.592350 + Penalty 2966.190938 = -1123615.401412 nChanged 45 SP:Iteration 22Q (1476.090525 sec): 3 clusters Score: Raw -1126591.690142 + Penalty 2966.190938 = -1123625.499204 nChanged 34 SP:Iteration 23Q (1476.115552 sec): 3 clusters Score: Raw -1126599.747406 + Penalty 2966.190938 = -1123633.556468 nChanged 33 SP:Iteration 24Q (1476.140551 sec): 3 clusters Score: Raw -1126607.853019 + Penalty 2966.190938 = -1123641.662081 nChanged 32 SP:Iteration 25Q (1476.165460 sec): 3 clusters Score: Raw -1126615.504598 + Penalty 2966.190938 = -1123649.313660 nChanged 30 SP:Iteration 26Q (1476.198973 sec): 3 clusters Score: Raw -1126624.625376 + Penalty 2966.190938 = -1123658.434438 nChanged 36 SP:Iteration 27Q (1476.223900 sec): 3 clusters Score: Raw -1126635.354298 + Penalty 2966.190938 = -1123669.163360 nChanged 36 SP:Iteration 28Q (1476.248955 sec): 3 clusters Score: Raw -1126646.754685 + Penalty 2966.190938 = -1123680.563747 nChanged 35 SP:Iteration 29Q (1476.273949 sec): 3 clusters Score: Raw -1126654.607915 + Penalty 2966.190938 = -1123688.416977 nChanged 30 SP:Iteration 30Q (1476.301309 sec): 3 clusters Score: Raw -1126662.842365 + Penalty 2966.190938 = -1123696.651426 nChanged 25 SP:Iteration 31Q (1476.326117 sec): 3 clusters Score: Raw -1126668.665508 + Penalty 2966.190938 = -1123702.474569 nChanged 18 SP:Iteration 32Q (1476.350974 sec): 3 clusters Score: Raw -1126672.436405 + Penalty 2966.190938 = -1123706.245467 nChanged 20 SP:Iteration 33Q (1476.375824 sec): 3 clusters Score: Raw -1126675.824155 + Penalty 2966.190938 = -1123709.633216 nChanged 20 SP:Iteration 34Q (1476.406111 sec): 3 clusters Score: Raw -1126679.622839 + Penalty 2966.190938 = -1123713.431901 nChanged 16 SP:Iteration 35Q (1476.430959 sec): 3 clusters Score: Raw -1126682.095380 + Penalty 2966.190938 = -1123715.904442 nChanged 9 SP:Iteration 36Q (1476.455660 sec): 3 clusters Score: Raw -1126683.931959 + Penalty 2966.190938 = -1123717.741021 nChanged 12 SP:Iteration 37Q (1476.480376 sec): 3 clusters Score: Raw -1126686.383005 + Penalty 2966.190938 = -1123720.192067 nChanged 13 SP:Iteration 38Q (1476.505112 sec): 3 clusters Score: Raw -1126688.461075 + Penalty 2966.190938 = -1123722.270137 nChanged 5 SP:Iteration 39Q (1476.529738 sec): 3 clusters Score: Raw -1126689.383086 + Penalty 2966.190938 = -1123723.192147 nChanged 8 SP:Iteration 40F (1476.556069 sec): 3 clusters Score: Raw -1126690.760749 + Penalty 2966.190938 = -1123724.569810 nChanged 11 SP:Iteration 41Q (1476.580812 sec): 3 clusters Score: Raw -1126692.926764 + Penalty 2966.190938 = -1123726.735826 nChanged 7 SP:Iteration 42Q (1476.610324 sec): 3 clusters Score: Raw -1126693.866446 + Penalty 2966.190938 = -1123727.675508 nChanged 2 SP:Iteration 43Q (1476.635006 sec): 3 clusters Score: Raw -1126694.096824 + Penalty 2966.190938 = -1123727.905886 nChanged 3 SP:Iteration 44Q (1476.660816 sec): 3 clusters Score: Raw -1126694.640951 + Penalty 2966.190938 = -1123728.450013 nChanged 4 SP:Iteration 45Q (1476.685574 sec): 3 clusters Score: Raw -1126695.318212 + Penalty 2966.190938 = -1123729.127274 nChanged 6 SP:Iteration 46Q (1476.716279 sec): 3 clusters Score: Raw -1126696.211318 + Penalty 2966.190938 = -1123730.020380 nChanged 4 SP:Iteration 47Q (1476.741329 sec): 3 clusters Score: Raw -1126696.637540 + Penalty 2966.190938 = -1123730.446602 nChanged 5 SP:Iteration 48Q (1476.766086 sec): 3 clusters Score: Raw -1126697.119761 + Penalty 2966.190938 = -1123730.928823 nChanged 0 SP:Iteration 49F (1476.805658 sec): 3 clusters Score: Raw -1126697.119761 + Penalty 2966.190938 = -1123730.928823 nChanged 0 Trying to split cluster 18 (8475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1476.827867 sec): 2 clusters Score: Raw -1043698.914035 + Penalty 1469.792339 = -1042229.121696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1476.854740 sec): 3 clusters Score: Raw -1039011.063370 + Penalty 2939.584678 = -1036071.478692 nChanged 3605 SP:Iteration 1F (1476.880932 sec): 3 clusters Score: Raw -1041126.109178 + Penalty 2939.584678 = -1038186.524500 nChanged 618 SP:Iteration 2F (1476.909553 sec): 3 clusters Score: Raw -1041583.977188 + Penalty 2939.584678 = -1038644.392510 nChanged 616 SP:Iteration 3F (1476.939881 sec): 3 clusters Score: Raw -1042062.415674 + Penalty 2939.584678 = -1039122.830996 nChanged 561 SP:Iteration 4F (1476.970796 sec): 3 clusters Score: Raw -1042533.453922 + Penalty 2939.584678 = -1039593.869244 nChanged 520 SP:Iteration 5F (1477.005928 sec): 3 clusters Score: Raw -1042996.137352 + Penalty 2939.584678 = -1040056.552674 nChanged 507 SP:Iteration 6F (1477.032172 sec): 3 clusters Score: Raw -1043454.742175 + Penalty 2939.584678 = -1040515.157497 nChanged 440 SP:Iteration 7F (1477.058417 sec): 3 clusters Score: Raw -1043855.335025 + Penalty 2939.584678 = -1040915.750347 nChanged 376 SP:Iteration 8Q (1477.087829 sec): 3 clusters Score: Raw -1044158.906574 + Penalty 2939.584678 = -1041219.321896 nChanged 295 SP:Iteration 9Q (1477.113239 sec): 3 clusters Score: Raw -1044363.554765 + Penalty 2939.584678 = -1041423.970087 nChanged 203 SP:Iteration 10Q (1477.138458 sec): 3 clusters Score: Raw -1044471.262885 + Penalty 2939.584678 = -1041531.678207 nChanged 146 SP:Iteration 11Q (1477.163372 sec): 3 clusters Score: Raw -1044529.028930 + Penalty 2939.584678 = -1041589.444252 nChanged 104 SP:Iteration 12Q (1477.188851 sec): 3 clusters Score: Raw -1044568.439533 + Penalty 2939.584678 = -1041628.854855 nChanged 77 SP:Iteration 13Q (1477.219950 sec): 3 clusters Score: Raw -1044596.075778 + Penalty 2939.584678 = -1041656.491100 nChanged 59 SP:Iteration 14Q (1477.244851 sec): 3 clusters Score: Raw -1044613.317224 + Penalty 2939.584678 = -1041673.732546 nChanged 47 SP:Iteration 15Q (1477.295674 sec): 3 clusters Score: Raw -1044624.336318 + Penalty 2939.584678 = -1041684.751640 nChanged 31 SP:Iteration 16Q (1477.320279 sec): 3 clusters Score: Raw -1044631.377656 + Penalty 2939.584678 = -1041691.792978 nChanged 26 SP:Iteration 17Q (1477.344867 sec): 3 clusters Score: Raw -1044637.646143 + Penalty 2939.584678 = -1041698.061465 nChanged 19 SP:Iteration 18Q (1477.369697 sec): 3 clusters Score: Raw -1044642.494169 + Penalty 2939.584678 = -1041702.909491 nChanged 17 SP:Iteration 19Q (1477.394439 sec): 3 clusters Score: Raw -1044645.976000 + Penalty 2939.584678 = -1041706.391322 nChanged 10 SP:Iteration 20F (1477.420592 sec): 3 clusters Score: Raw -1044647.866866 + Penalty 2939.584678 = -1041708.282188 nChanged 9 SP:Iteration 21Q (1477.445591 sec): 3 clusters Score: Raw -1044649.433524 + Penalty 2939.584678 = -1041709.848846 nChanged 6 SP:Iteration 22Q (1477.470108 sec): 3 clusters Score: Raw -1044650.164826 + Penalty 2939.584678 = -1041710.580148 nChanged 4 SP:Iteration 23Q (1477.526258 sec): 3 clusters Score: Raw -1044650.681655 + Penalty 2939.584678 = -1041711.096977 nChanged 5 SP:Iteration 24Q (1477.571175 sec): 3 clusters Score: Raw -1044651.297211 + Penalty 2939.584678 = -1041711.712533 nChanged 4 SP:Iteration 25Q (1477.614824 sec): 3 clusters Score: Raw -1044651.645712 + Penalty 2939.584678 = -1041712.061034 nChanged 4 SP:Iteration 26Q (1477.641020 sec): 3 clusters Score: Raw -1044651.805016 + Penalty 2939.584678 = -1041712.220338 nChanged 0 SP:Iteration 27F (1477.667169 sec): 3 clusters Score: Raw -1044651.805016 + Penalty 2939.584678 = -1041712.220338 nChanged 0 Trying to split cluster 19 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1477.677143 sec): 2 clusters Score: Raw -47367.524164 + Penalty 992.028900 = -46375.495264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1477.680209 sec): 3 clusters Score: Raw -47398.020221 + Penalty 1984.057801 = -45413.962420 nChanged 115 SP:Iteration 1F (1477.683054 sec): 3 clusters Score: Raw -47836.119951 + Penalty 1984.057801 = -45852.062151 nChanged 53 SP:Iteration 2F (1477.685870 sec): 3 clusters Score: Raw -48047.538138 + Penalty 1984.057801 = -46063.480338 nChanged 28 SP:Iteration 3F (1477.688678 sec): 3 clusters Score: Raw -48171.546677 + Penalty 1984.057801 = -46187.488876 nChanged 17 SP:Iteration 4Q (1477.691354 sec): 3 clusters Score: Raw -48223.391154 + Penalty 1984.057801 = -46239.333354 nChanged 5 SP:Iteration 5Q (1477.702873 sec): 3 clusters Score: Raw -48239.539786 + Penalty 1984.057801 = -46255.481985 nChanged 4 SP:Iteration 6Q (1477.705534 sec): 3 clusters Score: Raw -48251.950462 + Penalty 1984.057801 = -46267.892662 nChanged 1 SP:Iteration 7Q (1477.708180 sec): 3 clusters Score: Raw -48254.604060 + Penalty 1984.057801 = -46270.546260 nChanged 0 SP:Iteration 8F (1477.710974 sec): 3 clusters Score: Raw -48254.604060 + Penalty 1984.057801 = -46270.546260 nChanged 0 Trying to split cluster 20 (9104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1477.734206 sec): 2 clusters Score: Raw -1100721.912655 + Penalty 1481.426238 = -1099240.486417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1477.761743 sec): 3 clusters Score: Raw -1095564.950787 + Penalty 2962.852476 = -1092602.098312 nChanged 3937 SP:Iteration 1F (1477.794218 sec): 3 clusters Score: Raw -1097666.261724 + Penalty 2962.852476 = -1094703.409248 nChanged 556 SP:Iteration 2F (1477.820899 sec): 3 clusters Score: Raw -1097930.298258 + Penalty 2962.852476 = -1094967.445782 nChanged 507 SP:Iteration 3F (1477.847663 sec): 3 clusters Score: Raw -1098156.273652 + Penalty 2962.852476 = -1095193.421177 nChanged 433 SP:Iteration 4Q (1477.874990 sec): 3 clusters Score: Raw -1098351.881961 + Penalty 2962.852476 = -1095389.029485 nChanged 396 SP:Iteration 5Q (1477.901992 sec): 3 clusters Score: Raw -1098538.105618 + Penalty 2962.852476 = -1095575.253142 nChanged 378 SP:Iteration 6Q (1477.930005 sec): 3 clusters Score: Raw -1098702.846521 + Penalty 2962.852476 = -1095739.994046 nChanged 335 SP:Iteration 7Q (1477.972587 sec): 3 clusters Score: Raw -1098859.955304 + Penalty 2962.852476 = -1095897.102828 nChanged 328 SP:Iteration 8Q (1477.999370 sec): 3 clusters Score: Raw -1099027.056263 + Penalty 2962.852476 = -1096064.203787 nChanged 306 SP:Iteration 9Q (1478.026198 sec): 3 clusters Score: Raw -1099193.385490 + Penalty 2962.852476 = -1096230.533014 nChanged 306 SP:Iteration 10Q (1478.055513 sec): 3 clusters Score: Raw -1099351.586351 + Penalty 2962.852476 = -1096388.733875 nChanged 286 SP:Iteration 11Q (1478.082261 sec): 3 clusters Score: Raw -1099509.100590 + Penalty 2962.852476 = -1096546.248115 nChanged 265 SP:Iteration 12Q (1478.117939 sec): 3 clusters Score: Raw -1099663.597906 + Penalty 2962.852476 = -1096700.745431 nChanged 260 SP:Iteration 13Q (1478.144259 sec): 3 clusters Score: Raw -1099798.846982 + Penalty 2962.852476 = -1096835.994506 nChanged 230 SP:Iteration 14Q (1478.170885 sec): 3 clusters Score: Raw -1099903.205495 + Penalty 2962.852476 = -1096940.353019 nChanged 190 SP:Iteration 15Q (1478.197092 sec): 3 clusters Score: Raw -1099991.996673 + Penalty 2962.852476 = -1097029.144197 nChanged 159 SP:Iteration 16Q (1478.223736 sec): 3 clusters Score: Raw -1100054.867722 + Penalty 2962.852476 = -1097092.015247 nChanged 139 SP:Iteration 17Q (1478.254378 sec): 3 clusters Score: Raw -1100114.866237 + Penalty 2962.852476 = -1097152.013762 nChanged 124 SP:Iteration 18Q (1478.289280 sec): 3 clusters Score: Raw -1100170.474113 + Penalty 2962.852476 = -1097207.621638 nChanged 114 SP:Iteration 19Q (1478.315118 sec): 3 clusters Score: Raw -1100224.860172 + Penalty 2962.852476 = -1097262.007696 nChanged 101 SP:Iteration 20F (1478.341624 sec): 3 clusters Score: Raw -1100263.172927 + Penalty 2962.852476 = -1097300.320451 nChanged 95 SP:Iteration 21Q (1478.374403 sec): 3 clusters Score: Raw -1100294.196429 + Penalty 2962.852476 = -1097331.343954 nChanged 82 SP:Iteration 22Q (1478.405495 sec): 3 clusters Score: Raw -1100321.569589 + Penalty 2962.852476 = -1097358.717113 nChanged 70 SP:Iteration 23Q (1478.431082 sec): 3 clusters Score: Raw -1100343.842499 + Penalty 2962.852476 = -1097380.990023 nChanged 56 SP:Iteration 24Q (1478.456552 sec): 3 clusters Score: Raw -1100357.920002 + Penalty 2962.852476 = -1097395.067526 nChanged 54 SP:Iteration 25Q (1478.482000 sec): 3 clusters Score: Raw -1100371.283867 + Penalty 2962.852476 = -1097408.431392 nChanged 54 SP:Iteration 26Q (1478.516470 sec): 3 clusters Score: Raw -1100385.752058 + Penalty 2962.852476 = -1097422.899582 nChanged 49 SP:Iteration 27Q (1478.541848 sec): 3 clusters Score: Raw -1100396.949923 + Penalty 2962.852476 = -1097434.097447 nChanged 44 SP:Iteration 28Q (1478.567347 sec): 3 clusters Score: Raw -1100410.343621 + Penalty 2962.852476 = -1097447.491146 nChanged 49 SP:Iteration 29Q (1478.596067 sec): 3 clusters Score: Raw -1100423.138326 + Penalty 2962.852476 = -1097460.285850 nChanged 39 SP:Iteration 30Q (1478.621102 sec): 3 clusters Score: Raw -1100434.172480 + Penalty 2962.852476 = -1097471.320004 nChanged 47 SP:Iteration 31Q (1478.646527 sec): 3 clusters Score: Raw -1100448.817830 + Penalty 2962.852476 = -1097485.965354 nChanged 45 SP:Iteration 32Q (1478.671833 sec): 3 clusters Score: Raw -1100462.816439 + Penalty 2962.852476 = -1097499.963963 nChanged 54 SP:Iteration 33Q (1478.696991 sec): 3 clusters Score: Raw -1100478.920133 + Penalty 2962.852476 = -1097516.067657 nChanged 55 SP:Iteration 34Q (1478.732722 sec): 3 clusters Score: Raw -1100494.845232 + Penalty 2962.852476 = -1097531.992756 nChanged 55 SP:Iteration 35Q (1478.768147 sec): 3 clusters Score: Raw -1100514.266165 + Penalty 2962.852476 = -1097551.413689 nChanged 68 SP:Iteration 36Q (1478.793349 sec): 3 clusters Score: Raw -1100542.658540 + Penalty 2962.852476 = -1097579.806064 nChanged 66 SP:Iteration 37Q (1478.818260 sec): 3 clusters Score: Raw -1100567.981554 + Penalty 2962.852476 = -1097605.129078 nChanged 62 SP:Iteration 38Q (1478.843105 sec): 3 clusters Score: Raw -1100594.196450 + Penalty 2962.852476 = -1097631.343974 nChanged 55 SP:Iteration 39Q (1478.876662 sec): 3 clusters Score: Raw -1100615.878439 + Penalty 2962.852476 = -1097653.025963 nChanged 68 SP:Iteration 40F (1478.906120 sec): 3 clusters Score: Raw -1100643.856467 + Penalty 2962.852476 = -1097681.003991 nChanged 63 SP:Iteration 41Q (1478.930955 sec): 3 clusters Score: Raw -1100666.000152 + Penalty 2962.852476 = -1097703.147676 nChanged 62 SP:Iteration 42Q (1478.955608 sec): 3 clusters Score: Raw -1100695.718745 + Penalty 2962.852476 = -1097732.866269 nChanged 63 SP:Iteration 43Q (1478.980314 sec): 3 clusters Score: Raw -1100722.727531 + Penalty 2962.852476 = -1097759.875055 nChanged 54 SP:Iteration 44Q (1479.004898 sec): 3 clusters Score: Raw -1100741.951694 + Penalty 2962.852476 = -1097779.099218 nChanged 50 SP:Iteration 45Q (1479.040261 sec): 3 clusters Score: Raw -1100757.928706 + Penalty 2962.852476 = -1097795.076230 nChanged 44 SP:Iteration 46Q (1479.073955 sec): 3 clusters Score: Raw -1100771.124228 + Penalty 2962.852476 = -1097808.271752 nChanged 30 SP:Iteration 47Q (1479.105850 sec): 3 clusters Score: Raw -1100780.540781 + Penalty 2962.852476 = -1097817.688305 nChanged 28 SP:Iteration 48Q (1479.130361 sec): 3 clusters Score: Raw -1100790.316327 + Penalty 2962.852476 = -1097827.463851 nChanged 29 SP:Iteration 49Q (1479.164773 sec): 3 clusters Score: Raw -1100801.336028 + Penalty 2962.852476 = -1097838.483552 nChanged 30 SP:Iteration 50Q (1479.197264 sec): 3 clusters Score: Raw -1100809.230388 + Penalty 2962.852476 = -1097846.377912 nChanged 22 SP:Iteration 51Q (1479.257109 sec): 3 clusters Score: Raw -1100813.817132 + Penalty 2962.852476 = -1097850.964656 nChanged 11 SP:Iteration 52Q (1479.289650 sec): 3 clusters Score: Raw -1100815.966644 + Penalty 2962.852476 = -1097853.114168 nChanged 7 SP:Iteration 53Q (1479.349806 sec): 3 clusters Score: Raw -1100817.385416 + Penalty 2962.852476 = -1097854.532940 nChanged 8 SP:Iteration 54Q (1479.374060 sec): 3 clusters Score: Raw -1100819.326655 + Penalty 2962.852476 = -1097856.474180 nChanged 9 SP:Iteration 55Q (1479.430754 sec): 3 clusters Score: Raw -1100821.711347 + Penalty 2962.852476 = -1097858.858871 nChanged 11 SP:Iteration 56Q (1479.458573 sec): 3 clusters Score: Raw -1100825.565573 + Penalty 2962.852476 = -1097862.713097 nChanged 18 SP:Iteration 57Q (1479.493229 sec): 3 clusters Score: Raw -1100833.115012 + Penalty 2962.852476 = -1097870.262536 nChanged 23 SP:Iteration 58Q (1479.528861 sec): 3 clusters Score: Raw -1100840.668565 + Penalty 2962.852476 = -1097877.816089 nChanged 14 SP:Iteration 59Q (1479.579486 sec): 3 clusters Score: Raw -1100845.703630 + Penalty 2962.852476 = -1097882.851155 nChanged 14 SP:Iteration 60F (1479.636167 sec): 3 clusters Score: Raw -1100849.023925 + Penalty 2962.852476 = -1097886.171449 nChanged 9 SP:Iteration 61Q (1479.660523 sec): 3 clusters Score: Raw -1100851.116496 + Penalty 2962.852476 = -1097888.264020 nChanged 13 SP:Iteration 62Q (1479.684639 sec): 3 clusters Score: Raw -1100854.537239 + Penalty 2962.852476 = -1097891.684764 nChanged 6 SP:Iteration 63Q (1479.717771 sec): 3 clusters Score: Raw -1100856.193538 + Penalty 2962.852476 = -1097893.341062 nChanged 5 SP:Iteration 64Q (1479.742102 sec): 3 clusters Score: Raw -1100857.701575 + Penalty 2962.852476 = -1097894.849099 nChanged 10 SP:Iteration 65Q (1479.766454 sec): 3 clusters Score: Raw -1100861.003477 + Penalty 2962.852476 = -1097898.151002 nChanged 4 SP:Iteration 66Q (1479.790455 sec): 3 clusters Score: Raw -1100861.540671 + Penalty 2962.852476 = -1097898.688195 nChanged 3 SP:Iteration 67Q (1479.814468 sec): 3 clusters Score: Raw -1100861.975118 + Penalty 2962.852476 = -1097899.122643 nChanged 3 SP:Iteration 68Q (1479.838639 sec): 3 clusters Score: Raw -1100862.784690 + Penalty 2962.852476 = -1097899.932214 nChanged 1 SP:Iteration 69Q (1479.862830 sec): 3 clusters Score: Raw -1100862.955823 + Penalty 2962.852476 = -1097900.103347 nChanged 0 SP:Iteration 70F (1479.889338 sec): 3 clusters Score: Raw -1100862.955823 + Penalty 2962.852476 = -1097900.103347 nChanged 0 Trying to split cluster 21 (63538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.989461 sec): 2 clusters Score: Raw -7826744.674828 + Penalty 1797.151433 = -7824947.523396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1480.104216 sec): 3 clusters Score: Raw -7786102.418520 + Penalty 3594.302865 = -7782508.115655 nChanged 29955 SP:Iteration 1F (1480.216571 sec): 3 clusters Score: Raw -7805164.053267 + Penalty 3594.302865 = -7801569.750402 nChanged 4175 SP:Iteration 2F (1480.324300 sec): 3 clusters Score: Raw -7808530.075151 + Penalty 3594.302865 = -7804935.772286 nChanged 5089 SP:Iteration 3F (1480.432444 sec): 3 clusters Score: Raw -7813682.417949 + Penalty 3594.302865 = -7810088.115084 nChanged 5516 SP:Iteration 4F (1480.541694 sec): 3 clusters Score: Raw -7819408.127428 + Penalty 3594.302865 = -7815813.824563 nChanged 5037 SP:Iteration 5F (1480.649366 sec): 3 clusters Score: Raw -7824190.480019 + Penalty 3594.302865 = -7820596.177154 nChanged 3875 SP:Iteration 6F (1480.756078 sec): 3 clusters Score: Raw -7827195.894533 + Penalty 3594.302865 = -7823601.591668 nChanged 2614 SP:Iteration 7Q (1480.861245 sec): 3 clusters Score: Raw -7828713.776967 + Penalty 3594.302865 = -7825119.474102 nChanged 1767 SP:Iteration 8Q (1480.974603 sec): 3 clusters Score: Raw -7829626.602806 + Penalty 3594.302865 = -7826032.299940 nChanged 1357 SP:Iteration 9Q (1481.079156 sec): 3 clusters Score: Raw -7830221.739666 + Penalty 3594.302865 = -7826627.436801 nChanged 1049 SP:Iteration 10Q (1481.183023 sec): 3 clusters Score: Raw -7830597.301896 + Penalty 3594.302865 = -7827002.999030 nChanged 881 SP:Iteration 11Q (1481.286311 sec): 3 clusters Score: Raw -7830869.328972 + Penalty 3594.302865 = -7827275.026107 nChanged 775 SP:Iteration 12Q (1481.389493 sec): 3 clusters Score: Raw -7831080.845651 + Penalty 3594.302865 = -7827486.542786 nChanged 679 SP:Iteration 13Q (1481.491885 sec): 3 clusters Score: Raw -7831261.028296 + Penalty 3594.302865 = -7827666.725431 nChanged 622 SP:Iteration 14Q (1481.594032 sec): 3 clusters Score: Raw -7831413.966216 + Penalty 3594.302865 = -7827819.663351 nChanged 581 SP:Iteration 15Q (1481.696709 sec): 3 clusters Score: Raw -7831536.360900 + Penalty 3594.302865 = -7827942.058035 nChanged 492 SP:Iteration 16Q (1481.798229 sec): 3 clusters Score: Raw -7831631.428320 + Penalty 3594.302865 = -7828037.125455 nChanged 473 SP:Iteration 17Q (1481.900476 sec): 3 clusters Score: Raw -7831713.864489 + Penalty 3594.302865 = -7828119.561624 nChanged 433 SP:Iteration 18Q (1482.003370 sec): 3 clusters Score: Raw -7831785.736727 + Penalty 3594.302865 = -7828191.433862 nChanged 406 SP:Iteration 19Q (1482.111825 sec): 3 clusters Score: Raw -7831850.961935 + Penalty 3594.302865 = -7828256.659070 nChanged 405 SP:Iteration 20F (1482.219520 sec): 3 clusters Score: Raw -7831911.498606 + Penalty 3594.302865 = -7828317.195740 nChanged 384 SP:Iteration 21Q (1482.322333 sec): 3 clusters Score: Raw -7831968.710688 + Penalty 3594.302865 = -7828374.407823 nChanged 358 SP:Iteration 22Q (1482.425133 sec): 3 clusters Score: Raw -7832016.386211 + Penalty 3594.302865 = -7828422.083346 nChanged 301 SP:Iteration 23Q (1482.527608 sec): 3 clusters Score: Raw -7832052.741295 + Penalty 3594.302865 = -7828458.438430 nChanged 278 SP:Iteration 24Q (1482.629381 sec): 3 clusters Score: Raw -7832091.215694 + Penalty 3594.302865 = -7828496.912829 nChanged 304 SP:Iteration 25Q (1482.731111 sec): 3 clusters Score: Raw -7832133.830104 + Penalty 3594.302865 = -7828539.527239 nChanged 300 SP:Iteration 26Q (1482.833760 sec): 3 clusters Score: Raw -7832180.273732 + Penalty 3594.302865 = -7828585.970867 nChanged 310 SP:Iteration 27Q (1482.935389 sec): 3 clusters Score: Raw -7832226.829796 + Penalty 3594.302865 = -7828632.526931 nChanged 312 SP:Iteration 28Q (1483.041151 sec): 3 clusters Score: Raw -7832273.687272 + Penalty 3594.302865 = -7828679.384407 nChanged 284 SP:Iteration 29Q (1483.141905 sec): 3 clusters Score: Raw -7832314.587732 + Penalty 3594.302865 = -7828720.284867 nChanged 282 SP:Iteration 30Q (1483.243345 sec): 3 clusters Score: Raw -7832356.410502 + Penalty 3594.302865 = -7828762.107637 nChanged 302 SP:Iteration 31Q (1483.353423 sec): 3 clusters Score: Raw -7832399.838272 + Penalty 3594.302865 = -7828805.535407 nChanged 295 SP:Iteration 32Q (1483.454204 sec): 3 clusters Score: Raw -7832439.281619 + Penalty 3594.302865 = -7828844.978754 nChanged 259 SP:Iteration 33Q (1483.554514 sec): 3 clusters Score: Raw -7832469.388549 + Penalty 3594.302865 = -7828875.085684 nChanged 259 SP:Iteration 34Q (1483.656419 sec): 3 clusters Score: Raw -7832501.001872 + Penalty 3594.302865 = -7828906.699007 nChanged 263 SP:Iteration 35Q (1483.756734 sec): 3 clusters Score: Raw -7832537.468702 + Penalty 3594.302865 = -7828943.165837 nChanged 288 SP:Iteration 36Q (1483.857312 sec): 3 clusters Score: Raw -7832581.909939 + Penalty 3594.302865 = -7828987.607073 nChanged 276 SP:Iteration 37Q (1483.959750 sec): 3 clusters Score: Raw -7832622.896185 + Penalty 3594.302865 = -7829028.593320 nChanged 254 SP:Iteration 38Q (1484.059461 sec): 3 clusters Score: Raw -7832664.436655 + Penalty 3594.302865 = -7829070.133790 nChanged 276 SP:Iteration 39Q (1484.159082 sec): 3 clusters Score: Raw -7832712.527606 + Penalty 3594.302865 = -7829118.224741 nChanged 297 SP:Iteration 40F (1484.265950 sec): 3 clusters Score: Raw -7832765.766321 + Penalty 3594.302865 = -7829171.463456 nChanged 298 SP:Iteration 41Q (1484.376965 sec): 3 clusters Score: Raw -7832819.049706 + Penalty 3594.302865 = -7829224.746841 nChanged 295 SP:Iteration 42Q (1484.477508 sec): 3 clusters Score: Raw -7832868.893387 + Penalty 3594.302865 = -7829274.590522 nChanged 296 SP:Iteration 43Q (1484.576278 sec): 3 clusters Score: Raw -7832919.959329 + Penalty 3594.302865 = -7829325.656464 nChanged 298 SP:Iteration 44Q (1484.680186 sec): 3 clusters Score: Raw -7832973.083737 + Penalty 3594.302865 = -7829378.780871 nChanged 287 SP:Iteration 45Q (1484.779307 sec): 3 clusters Score: Raw -7833020.801680 + Penalty 3594.302865 = -7829426.498815 nChanged 267 SP:Iteration 46Q (1484.878217 sec): 3 clusters Score: Raw -7833060.606285 + Penalty 3594.302865 = -7829466.303420 nChanged 236 SP:Iteration 47Q (1484.976713 sec): 3 clusters Score: Raw -7833095.004846 + Penalty 3594.302865 = -7829500.701981 nChanged 247 SP:Iteration 48Q (1485.074927 sec): 3 clusters Score: Raw -7833128.445113 + Penalty 3594.302865 = -7829534.142247 nChanged 235 SP:Iteration 49Q (1485.175348 sec): 3 clusters Score: Raw -7833157.971325 + Penalty 3594.302865 = -7829563.668460 nChanged 225 SP:Iteration 50Q (1485.273546 sec): 3 clusters Score: Raw -7833184.551469 + Penalty 3594.302865 = -7829590.248604 nChanged 205 SP:Iteration 51Q (1485.371283 sec): 3 clusters Score: Raw -7833210.451293 + Penalty 3594.302865 = -7829616.148427 nChanged 208 SP:Iteration 52Q (1485.469289 sec): 3 clusters Score: Raw -7833235.092801 + Penalty 3594.302865 = -7829640.789936 nChanged 183 SP:Iteration 53Q (1485.577456 sec): 3 clusters Score: Raw -7833257.040888 + Penalty 3594.302865 = -7829662.738023 nChanged 219 SP:Iteration 54Q (1485.674620 sec): 3 clusters Score: Raw -7833285.311430 + Penalty 3594.302865 = -7829691.008565 nChanged 214 SP:Iteration 55Q (1485.772665 sec): 3 clusters Score: Raw -7833315.250497 + Penalty 3594.302865 = -7829720.947632 nChanged 251 SP:Iteration 56Q (1485.870331 sec): 3 clusters Score: Raw -7833353.705899 + Penalty 3594.302865 = -7829759.403034 nChanged 241 SP:Iteration 57Q (1485.967316 sec): 3 clusters Score: Raw -7833386.971547 + Penalty 3594.302865 = -7829792.668682 nChanged 224 SP:Iteration 58Q (1486.064204 sec): 3 clusters Score: Raw -7833415.146104 + Penalty 3594.302865 = -7829820.843238 nChanged 207 SP:Iteration 59Q (1486.166301 sec): 3 clusters Score: Raw -7833441.363264 + Penalty 3594.302865 = -7829847.060399 nChanged 220 SP:Iteration 60F (1486.277921 sec): 3 clusters Score: Raw -7833468.058664 + Penalty 3594.302865 = -7829873.755799 nChanged 189 SP:Iteration 61Q (1486.378362 sec): 3 clusters Score: Raw -7833490.577795 + Penalty 3594.302865 = -7829896.274930 nChanged 201 SP:Iteration 62Q (1486.481795 sec): 3 clusters Score: Raw -7833519.256024 + Penalty 3594.302865 = -7829924.953159 nChanged 207 SP:Iteration 63Q (1486.582873 sec): 3 clusters Score: Raw -7833553.521566 + Penalty 3594.302865 = -7829959.218701 nChanged 231 SP:Iteration 64Q (1486.680456 sec): 3 clusters Score: Raw -7833594.116958 + Penalty 3594.302865 = -7829999.814093 nChanged 206 SP:Iteration 65Q (1486.777209 sec): 3 clusters Score: Raw -7833634.935626 + Penalty 3594.302865 = -7830040.632761 nChanged 244 SP:Iteration 66Q (1486.882778 sec): 3 clusters Score: Raw -7833691.970571 + Penalty 3594.302865 = -7830097.667706 nChanged 283 SP:Iteration 67Q (1486.979761 sec): 3 clusters Score: Raw -7833766.406022 + Penalty 3594.302865 = -7830172.103157 nChanged 284 SP:Iteration 68Q (1487.078424 sec): 3 clusters Score: Raw -7833849.477872 + Penalty 3594.302865 = -7830255.175007 nChanged 346 SP:Iteration 69Q (1487.174992 sec): 3 clusters Score: Raw -7833951.965114 + Penalty 3594.302865 = -7830357.662249 nChanged 357 SP:Iteration 70Q (1487.272207 sec): 3 clusters Score: Raw -7834060.731941 + Penalty 3594.302865 = -7830466.429075 nChanged 354 SP:Iteration 71Q (1487.368472 sec): 3 clusters Score: Raw -7834165.653607 + Penalty 3594.302865 = -7830571.350742 nChanged 333 SP:Iteration 72Q (1487.465611 sec): 3 clusters Score: Raw -7834265.241246 + Penalty 3594.302865 = -7830670.938380 nChanged 339 SP:Iteration 73Q (1487.562134 sec): 3 clusters Score: Raw -7834357.128022 + Penalty 3594.302865 = -7830762.825157 nChanged 300 SP:Iteration 74Q (1487.663278 sec): 3 clusters Score: Raw -7834429.609130 + Penalty 3594.302865 = -7830835.306265 nChanged 272 SP:Iteration 75Q (1487.762737 sec): 3 clusters Score: Raw -7834480.025483 + Penalty 3594.302865 = -7830885.722618 nChanged 234 SP:Iteration 76Q (1487.858588 sec): 3 clusters Score: Raw -7834521.948505 + Penalty 3594.302865 = -7830927.645640 nChanged 195 SP:Iteration 77Q (1487.955008 sec): 3 clusters Score: Raw -7834551.568541 + Penalty 3594.302865 = -7830957.265676 nChanged 172 SP:Iteration 78Q (1488.050975 sec): 3 clusters Score: Raw -7834571.936544 + Penalty 3594.302865 = -7830977.633679 nChanged 152 SP:Iteration 79Q (1488.147489 sec): 3 clusters Score: Raw -7834586.968888 + Penalty 3594.302865 = -7830992.666023 nChanged 134 SP:Iteration 80F (1488.266257 sec): 3 clusters Score: Raw -7834598.689206 + Penalty 3594.302865 = -7831004.386340 nChanged 109 SP:Iteration 81Q (1488.362472 sec): 3 clusters Score: Raw -7834607.500090 + Penalty 3594.302865 = -7831013.197225 nChanged 89 SP:Iteration 82Q (1488.458507 sec): 3 clusters Score: Raw -7834614.183494 + Penalty 3594.302865 = -7831019.880629 nChanged 76 SP:Iteration 83Q (1488.562640 sec): 3 clusters Score: Raw -7834619.802250 + Penalty 3594.302865 = -7831025.499385 nChanged 71 SP:Iteration 84Q (1488.669599 sec): 3 clusters Score: Raw -7834624.605420 + Penalty 3594.302865 = -7831030.302555 nChanged 62 SP:Iteration 85Q (1488.769023 sec): 3 clusters Score: Raw -7834628.496146 + Penalty 3594.302865 = -7831034.193281 nChanged 63 SP:Iteration 86Q (1488.881789 sec): 3 clusters Score: Raw -7834632.398480 + Penalty 3594.302865 = -7831038.095614 nChanged 65 SP:Iteration 87Q (1488.980265 sec): 3 clusters Score: Raw -7834636.150119 + Penalty 3594.302865 = -7831041.847254 nChanged 55 SP:Iteration 88Q (1489.076615 sec): 3 clusters Score: Raw -7834639.839248 + Penalty 3594.302865 = -7831045.536383 nChanged 54 SP:Iteration 89Q (1489.183024 sec): 3 clusters Score: Raw -7834643.597994 + Penalty 3594.302865 = -7831049.295129 nChanged 43 SP:Iteration 90Q (1489.279079 sec): 3 clusters Score: Raw -7834646.790691 + Penalty 3594.302865 = -7831052.487826 nChanged 39 SP:Iteration 91Q (1489.382656 sec): 3 clusters Score: Raw -7834648.993333 + Penalty 3594.302865 = -7831054.690468 nChanged 30 SP:Iteration 92Q (1489.485897 sec): 3 clusters Score: Raw -7834650.367330 + Penalty 3594.302865 = -7831056.064465 nChanged 28 SP:Iteration 93Q (1489.584490 sec): 3 clusters Score: Raw -7834651.563456 + Penalty 3594.302865 = -7831057.260591 nChanged 30 SP:Iteration 94Q (1489.680009 sec): 3 clusters Score: Raw -7834652.729505 + Penalty 3594.302865 = -7831058.426640 nChanged 21 SP:Iteration 95Q (1489.778240 sec): 3 clusters Score: Raw -7834653.668896 + Penalty 3594.302865 = -7831059.366030 nChanged 18 SP:Iteration 96Q (1489.884166 sec): 3 clusters Score: Raw -7834654.393920 + Penalty 3594.302865 = -7831060.091055 nChanged 17 SP:Iteration 97Q (1490.007927 sec): 3 clusters Score: Raw -7834654.923444 + Penalty 3594.302865 = -7831060.620578 nChanged 6 SP:Iteration 98Q (1490.102794 sec): 3 clusters Score: Raw -7834655.091416 + Penalty 3594.302865 = -7831060.788551 nChanged 8 SP:Iteration 99Q (1490.199002 sec): 3 clusters Score: Raw -7834655.263390 + Penalty 3594.302865 = -7831060.960525 nChanged 5 SP:Iteration 100F (1490.312492 sec): 3 clusters Score: Raw -7834655.388408 + Penalty 3594.302865 = -7831061.085543 nChanged 2 SP:Iteration 101Q (1490.418159 sec): 3 clusters Score: Raw -7834655.439054 + Penalty 3594.302865 = -7831061.136189 nChanged 2 SP:Iteration 102Q (1490.519980 sec): 3 clusters Score: Raw -7834655.455702 + Penalty 3594.302865 = -7831061.152837 nChanged 0 SP:Iteration 103F (1490.634720 sec): 3 clusters Score: Raw -7834655.455702 + Penalty 3594.302865 = -7831061.152837 nChanged 0 Score: Raw -39120838.409341 + Penalty 45354.469257 = -39075483.940084 Splitting cluster 21 changes total score from -39069524.182351 to -39075483.940084 So it's getting split into cluster 22. Iteration 59Q (1497.184098 sec): 23 clusters Score: Raw -39121388.482773 + Penalty 45354.469257 = -39076034.013516 nChanged 2194 Iteration 60F (1501.506361 sec): 23 clusters Score: Raw -39121918.899970 + Penalty 45354.469257 = -39076564.430713 nChanged 1692 Iteration 61Q (1503.724172 sec): 23 clusters Score: Raw -39122252.780487 + Penalty 45354.469257 = -39076898.311230 nChanged 1474 Iteration 62Q (1505.884080 sec): 23 clusters Score: Raw -39122545.380802 + Penalty 45354.469257 = -39077190.911545 nChanged 1364 Iteration 63Q (1508.013321 sec): 23 clusters Score: Raw -39122820.409273 + Penalty 45354.469257 = -39077465.940016 nChanged 1311 Iteration 64Q (1510.161685 sec): 23 clusters Score: Raw -39123093.471411 + Penalty 45354.469257 = -39077739.002154 nChanged 1280 Iteration 65Q (1512.351202 sec): 23 clusters Score: Raw -39123338.433208 + Penalty 45354.469257 = -39077983.963951 nChanged 1174 Iteration 66Q (1514.528435 sec): 23 clusters Score: Raw -39123537.889041 + Penalty 45354.469257 = -39078183.419784 nChanged 1099 Iteration 67Q (1516.657707 sec): 23 clusters Score: Raw -39123706.245143 + Penalty 45354.469257 = -39078351.775886 nChanged 1023 Iteration 68Q (1518.796656 sec): 23 clusters Score: Raw -39123856.843001 + Penalty 45354.469257 = -39078502.373744 nChanged 934 Iteration 69Q (1520.943548 sec): 23 clusters Score: Raw -39123977.626154 + Penalty 45354.469257 = -39078623.156897 nChanged 897 Iteration 70Q (1523.135242 sec): 23 clusters Score: Raw -39124086.570906 + Penalty 45354.469257 = -39078732.101649 nChanged 813 Iteration 71Q (1525.311846 sec): 23 clusters Score: Raw -39124182.206457 + Penalty 45354.469257 = -39078827.737201 nChanged 738 Iteration 72Q (1527.526939 sec): 23 clusters Score: Raw -39124261.319208 + Penalty 45354.469257 = -39078906.849951 nChanged 698 Iteration 73Q (1529.669001 sec): 23 clusters Score: Raw -39124326.373355 + Penalty 45354.469257 = -39078971.904098 nChanged 634 Iteration 74Q (1531.956325 sec): 23 clusters Score: Raw -39124383.180129 + Penalty 45354.469257 = -39079028.710872 nChanged 592 Iteration 75Q (1534.133886 sec): 23 clusters Score: Raw -39124437.236751 + Penalty 45354.469257 = -39079082.767494 nChanged 535 Iteration 76Q (1536.343444 sec): 23 clusters Score: Raw -39124483.780725 + Penalty 45354.469257 = -39079129.311468 nChanged 489 Iteration 77Q (1538.515945 sec): 23 clusters Score: Raw -39124519.618238 + Penalty 45354.469257 = -39079165.148981 nChanged 406 Iteration 78Q (1540.681039 sec): 23 clusters Score: Raw -39124549.222699 + Penalty 45354.469257 = -39079194.753442 nChanged 365 Iteration 79Q (1542.901967 sec): 23 clusters Score: Raw -39124574.101703 + Penalty 45354.469257 = -39079219.632446 nChanged 339 Iteration 80F (1547.227606 sec): 23 clusters Score: Raw -39124595.549073 + Penalty 45354.469257 = -39079241.079816 nChanged 323 Iteration 81Q (1549.354677 sec): 23 clusters Score: Raw -39124617.139216 + Penalty 45354.469257 = -39079262.669959 nChanged 324 Iteration 82Q (1551.534238 sec): 23 clusters Score: Raw -39124636.694807 + Penalty 45354.469257 = -39079282.225550 nChanged 281 Iteration 83Q (1553.669285 sec): 23 clusters Score: Raw -39124653.702239 + Penalty 45354.469257 = -39079299.232982 nChanged 293 Iteration 84Q (1555.801858 sec): 23 clusters Score: Raw -39124670.377506 + Penalty 45354.469257 = -39079315.908249 nChanged 278 Iteration 85Q (1557.939258 sec): 23 clusters Score: Raw -39124687.030660 + Penalty 45354.469257 = -39079332.561403 nChanged 264 Iteration 86Q (1560.072816 sec): 23 clusters Score: Raw -39124700.252716 + Penalty 45354.469257 = -39079345.783459 nChanged 236 Iteration 87Q (1562.200362 sec): 23 clusters Score: Raw -39124713.312962 + Penalty 45354.469257 = -39079358.843705 nChanged 246 Iteration 88Q (1564.327872 sec): 23 clusters Score: Raw -39124729.061627 + Penalty 45354.469257 = -39079374.592370 nChanged 261 Iteration 89Q (1566.454329 sec): 23 clusters Score: Raw -39124743.588959 + Penalty 45354.469257 = -39079389.119702 nChanged 244 Iteration 90Q (1568.646294 sec): 23 clusters Score: Raw -39124755.975169 + Penalty 45354.469257 = -39079401.505912 nChanged 238 Iteration 91Q (1570.828777 sec): 23 clusters Score: Raw -39124768.689227 + Penalty 45354.469257 = -39079414.219970 nChanged 222 Iteration 92Q (1572.971231 sec): 23 clusters Score: Raw -39124780.483033 + Penalty 45354.469257 = -39079426.013776 nChanged 225 Iteration 93Q (1575.118822 sec): 23 clusters Score: Raw -39124791.596850 + Penalty 45354.469257 = -39079437.127593 nChanged 212 Iteration 94Q (1577.283879 sec): 23 clusters Score: Raw -39124803.013905 + Penalty 45354.469257 = -39079448.544649 nChanged 214 Iteration 95Q (1579.463301 sec): 23 clusters Score: Raw -39124814.068673 + Penalty 45354.469257 = -39079459.599416 nChanged 213 Iteration 96Q (1581.615857 sec): 23 clusters Score: Raw -39124825.270407 + Penalty 45354.469257 = -39079470.801151 nChanged 209 Iteration 97Q (1583.757268 sec): 23 clusters Score: Raw -39124835.948519 + Penalty 45354.469257 = -39079481.479263 nChanged 208 Iteration 98Q (1585.893378 sec): 23 clusters Score: Raw -39124845.664962 + Penalty 45354.469257 = -39079491.195705 nChanged 199 Writing temp clu file Because OldScore, -39079481.479263, is greater than current (better) Score,-39079491.195705 Compute initial score before splitting: Score: Raw -39124845.664962 + Penalty 45354.469257 = -39079491.195705 Trying to split cluster 1 (15963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1585.976636 sec): 2 clusters Score: Raw -2016547.197002 + Penalty 1572.679684 = -2014974.517318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1586.024377 sec): 3 clusters Score: Raw -2007114.600965 + Penalty 3145.359368 = -2003969.241598 nChanged 7077 SP:Iteration 1F (1586.060923 sec): 3 clusters Score: Raw -2010971.705703 + Penalty 3145.359368 = -2007826.346336 nChanged 836 SP:Iteration 2F (1586.097494 sec): 3 clusters Score: Raw -2011313.322999 + Penalty 3145.359368 = -2008167.963632 nChanged 834 SP:Iteration 3F (1586.134447 sec): 3 clusters Score: Raw -2011693.899121 + Penalty 3145.359368 = -2008548.539754 nChanged 848 SP:Iteration 4F (1586.171795 sec): 3 clusters Score: Raw -2012209.045608 + Penalty 3145.359368 = -2009063.686241 nChanged 1038 SP:Iteration 5F (1586.208332 sec): 3 clusters Score: Raw -2012948.353268 + Penalty 3145.359368 = -2009802.993900 nChanged 1122 SP:Iteration 6F (1586.245013 sec): 3 clusters Score: Raw -2013850.866169 + Penalty 3145.359368 = -2010705.506801 nChanged 1011 SP:Iteration 7F (1586.281569 sec): 3 clusters Score: Raw -2014703.317376 + Penalty 3145.359368 = -2011557.958008 nChanged 828 SP:Iteration 8F (1586.322815 sec): 3 clusters Score: Raw -2015438.690170 + Penalty 3145.359368 = -2012293.330803 nChanged 595 SP:Iteration 9Q (1586.361241 sec): 3 clusters Score: Raw -2015957.025445 + Penalty 3145.359368 = -2012811.666078 nChanged 350 SP:Iteration 10Q (1586.395248 sec): 3 clusters Score: Raw -2016264.726994 + Penalty 3145.359368 = -2013119.367626 nChanged 206 SP:Iteration 11Q (1586.427649 sec): 3 clusters Score: Raw -2016444.317206 + Penalty 3145.359368 = -2013298.957839 nChanged 115 SP:Iteration 12Q (1586.459271 sec): 3 clusters Score: Raw -2016538.624148 + Penalty 3145.359368 = -2013393.264780 nChanged 70 SP:Iteration 13Q (1586.496810 sec): 3 clusters Score: Raw -2016596.429950 + Penalty 3145.359368 = -2013451.070582 nChanged 46 SP:Iteration 14Q (1586.533630 sec): 3 clusters Score: Raw -2016636.177369 + Penalty 3145.359368 = -2013490.818002 nChanged 40 SP:Iteration 15Q (1586.564921 sec): 3 clusters Score: Raw -2016671.676701 + Penalty 3145.359368 = -2013526.317333 nChanged 33 SP:Iteration 16Q (1586.594854 sec): 3 clusters Score: Raw -2016700.865268 + Penalty 3145.359368 = -2013555.505900 nChanged 20 SP:Iteration 17Q (1586.630422 sec): 3 clusters Score: Raw -2016724.568299 + Penalty 3145.359368 = -2013579.208932 nChanged 21 SP:Iteration 18Q (1586.662787 sec): 3 clusters Score: Raw -2016746.577976 + Penalty 3145.359368 = -2013601.218608 nChanged 16 SP:Iteration 19Q (1586.692867 sec): 3 clusters Score: Raw -2016758.477671 + Penalty 3145.359368 = -2013613.118304 nChanged 14 SP:Iteration 20F (1586.728977 sec): 3 clusters Score: Raw -2016769.456847 + Penalty 3145.359368 = -2013624.097479 nChanged 8 SP:Iteration 21Q (1586.759195 sec): 3 clusters Score: Raw -2016776.710943 + Penalty 3145.359368 = -2013631.351575 nChanged 7 SP:Iteration 22Q (1586.789455 sec): 3 clusters Score: Raw -2016783.853448 + Penalty 3145.359368 = -2013638.494080 nChanged 5 SP:Iteration 23Q (1586.825996 sec): 3 clusters Score: Raw -2016787.463114 + Penalty 3145.359368 = -2013642.103746 nChanged 5 SP:Iteration 24Q (1586.856213 sec): 3 clusters Score: Raw -2016789.980627 + Penalty 3145.359368 = -2013644.621260 nChanged 4 SP:Iteration 25Q (1586.889071 sec): 3 clusters Score: Raw -2016791.234144 + Penalty 3145.359368 = -2013645.874776 nChanged 2 SP:Iteration 26Q (1586.919000 sec): 3 clusters Score: Raw -2016792.578451 + Penalty 3145.359368 = -2013647.219083 nChanged 2 SP:Iteration 27Q (1586.948904 sec): 3 clusters Score: Raw -2016793.022027 + Penalty 3145.359368 = -2013647.662659 nChanged 0 SP:Iteration 28F (1586.985714 sec): 3 clusters Score: Raw -2016793.022027 + Penalty 3145.359368 = -2013647.662659 nChanged 0 Trying to split cluster 2 (887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1586.999112 sec): 2 clusters Score: Raw -98762.278184 + Penalty 1103.024810 = -97659.253375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1587.004312 sec): 3 clusters Score: Raw -98524.873585 + Penalty 2206.049619 = -96318.823966 nChanged 250 SP:Iteration 1F (1587.013833 sec): 3 clusters Score: Raw -98819.848608 + Penalty 2206.049619 = -96613.798989 nChanged 85 SP:Iteration 2F (1587.018630 sec): 3 clusters Score: Raw -98976.752750 + Penalty 2206.049619 = -96770.703130 nChanged 69 SP:Iteration 3F (1587.023498 sec): 3 clusters Score: Raw -99102.103801 + Penalty 2206.049619 = -96896.054182 nChanged 47 SP:Iteration 4F (1587.028236 sec): 3 clusters Score: Raw -99174.928817 + Penalty 2206.049619 = -96968.879198 nChanged 30 SP:Iteration 5Q (1587.032936 sec): 3 clusters Score: Raw -99209.873905 + Penalty 2206.049619 = -97003.824286 nChanged 18 SP:Iteration 6Q (1587.037618 sec): 3 clusters Score: Raw -99238.133229 + Penalty 2206.049619 = -97032.083609 nChanged 9 SP:Iteration 7Q (1587.042291 sec): 3 clusters Score: Raw -99256.872274 + Penalty 2206.049619 = -97050.822655 nChanged 12 SP:Iteration 8Q (1587.052726 sec): 3 clusters Score: Raw -99269.278217 + Penalty 2206.049619 = -97063.228598 nChanged 6 SP:Iteration 9Q (1587.057404 sec): 3 clusters Score: Raw -99278.727625 + Penalty 2206.049619 = -97072.678006 nChanged 3 SP:Iteration 10Q (1587.062041 sec): 3 clusters Score: Raw -99280.842257 + Penalty 2206.049619 = -97074.792637 nChanged 1 SP:Iteration 11Q (1587.066700 sec): 3 clusters Score: Raw -99281.858229 + Penalty 2206.049619 = -97075.808610 nChanged 2 SP:Iteration 12Q (1587.071353 sec): 3 clusters Score: Raw -99285.001467 + Penalty 2206.049619 = -97078.951848 nChanged 1 SP:Iteration 13Q (1587.081391 sec): 3 clusters Score: Raw -99285.842541 + Penalty 2206.049619 = -97079.792921 nChanged 1 SP:Iteration 14Q (1587.086106 sec): 3 clusters Score: Raw -99288.352625 + Penalty 2206.049619 = -97082.303006 nChanged 0 SP:Iteration 15F (1587.097397 sec): 3 clusters Score: Raw -99288.352625 + Penalty 2206.049619 = -97082.303006 nChanged 0 Trying to split cluster 3 (4863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1587.116598 sec): 2 clusters Score: Raw -601017.565242 + Penalty 1379.529257 = -599638.035985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1587.138094 sec): 3 clusters Score: Raw -598524.719369 + Penalty 2759.058513 = -595765.660856 nChanged 1990 SP:Iteration 1F (1587.159159 sec): 3 clusters Score: Raw -599680.100145 + Penalty 2759.058513 = -596921.041632 nChanged 378 SP:Iteration 2F (1587.180334 sec): 3 clusters Score: Raw -599926.293048 + Penalty 2759.058513 = -597167.234535 nChanged 305 SP:Iteration 3F (1587.201425 sec): 3 clusters Score: Raw -600138.093866 + Penalty 2759.058513 = -597379.035352 nChanged 282 SP:Iteration 4F (1587.226941 sec): 3 clusters Score: Raw -600338.751769 + Penalty 2759.058513 = -597579.693255 nChanged 261 SP:Iteration 5F (1587.251200 sec): 3 clusters Score: Raw -600528.349556 + Penalty 2759.058513 = -597769.291042 nChanged 251 SP:Iteration 6F (1587.272054 sec): 3 clusters Score: Raw -600702.972303 + Penalty 2759.058513 = -597943.913790 nChanged 221 SP:Iteration 7Q (1587.292235 sec): 3 clusters Score: Raw -600887.769044 + Penalty 2759.058513 = -598128.710531 nChanged 221 SP:Iteration 8Q (1587.312976 sec): 3 clusters Score: Raw -601065.630216 + Penalty 2759.058513 = -598306.571702 nChanged 186 SP:Iteration 9Q (1587.333768 sec): 3 clusters Score: Raw -601219.685279 + Penalty 2759.058513 = -598460.626766 nChanged 149 SP:Iteration 10Q (1587.354827 sec): 3 clusters Score: Raw -601347.116146 + Penalty 2759.058513 = -598588.057633 nChanged 118 SP:Iteration 11Q (1587.404544 sec): 3 clusters Score: Raw -601445.368367 + Penalty 2759.058513 = -598686.309853 nChanged 91 SP:Iteration 12Q (1587.425222 sec): 3 clusters Score: Raw -601505.622480 + Penalty 2759.058513 = -598746.563966 nChanged 58 SP:Iteration 13Q (1587.448506 sec): 3 clusters Score: Raw -601543.402429 + Penalty 2759.058513 = -598784.343915 nChanged 43 SP:Iteration 14Q (1587.474168 sec): 3 clusters Score: Raw -601570.209708 + Penalty 2759.058513 = -598811.151195 nChanged 32 SP:Iteration 15Q (1587.494660 sec): 3 clusters Score: Raw -601582.876559 + Penalty 2759.058513 = -598823.818046 nChanged 16 SP:Iteration 16Q (1587.515214 sec): 3 clusters Score: Raw -601587.004900 + Penalty 2759.058513 = -598827.946387 nChanged 7 SP:Iteration 17Q (1587.539525 sec): 3 clusters Score: Raw -601589.332657 + Penalty 2759.058513 = -598830.274144 nChanged 4 SP:Iteration 18Q (1587.560033 sec): 3 clusters Score: Raw -601590.121839 + Penalty 2759.058513 = -598831.063326 nChanged 3 SP:Iteration 19Q (1587.579798 sec): 3 clusters Score: Raw -601590.801229 + Penalty 2759.058513 = -598831.742716 nChanged 3 SP:Iteration 20F (1587.600794 sec): 3 clusters Score: Raw -601591.356861 + Penalty 2759.058513 = -598832.298348 nChanged 3 SP:Iteration 21Q (1587.621309 sec): 3 clusters Score: Raw -601591.907448 + Penalty 2759.058513 = -598832.848935 nChanged 2 SP:Iteration 22Q (1587.671539 sec): 3 clusters Score: Raw -601592.359511 + Penalty 2759.058513 = -598833.300997 nChanged 2 SP:Iteration 23Q (1587.701104 sec): 3 clusters Score: Raw -601592.637418 + Penalty 2759.058513 = -598833.578904 nChanged 0 SP:Iteration 24F (1587.722363 sec): 3 clusters Score: Raw -601592.637418 + Penalty 2759.058513 = -598833.578904 nChanged 0 Trying to split cluster 4 (1149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1587.736114 sec): 2 clusters Score: Raw -136744.842945 + Penalty 1145.080183 = -135599.762763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1587.742599 sec): 3 clusters Score: Raw -136341.831899 + Penalty 2290.160365 = -134051.671533 nChanged 383 SP:Iteration 1F (1587.748689 sec): 3 clusters Score: Raw -136651.797913 + Penalty 2290.160365 = -134361.637548 nChanged 85 SP:Iteration 2F (1587.754706 sec): 3 clusters Score: Raw -136745.516955 + Penalty 2290.160365 = -134455.356589 nChanged 52 SP:Iteration 3Q (1587.760858 sec): 3 clusters Score: Raw -136790.311966 + Penalty 2290.160365 = -134500.151601 nChanged 26 SP:Iteration 4Q (1587.766975 sec): 3 clusters Score: Raw -136815.257843 + Penalty 2290.160365 = -134525.097478 nChanged 27 SP:Iteration 5Q (1587.779252 sec): 3 clusters Score: Raw -136843.332368 + Penalty 2290.160365 = -134553.172003 nChanged 31 SP:Iteration 6Q (1587.785341 sec): 3 clusters Score: Raw -136873.159533 + Penalty 2290.160365 = -134582.999167 nChanged 23 SP:Iteration 7Q (1587.798084 sec): 3 clusters Score: Raw -136902.095782 + Penalty 2290.160365 = -134611.935416 nChanged 19 SP:Iteration 8Q (1587.804129 sec): 3 clusters Score: Raw -136930.469863 + Penalty 2290.160365 = -134640.309498 nChanged 28 SP:Iteration 9Q (1587.810152 sec): 3 clusters Score: Raw -136963.922670 + Penalty 2290.160365 = -134673.762305 nChanged 19 SP:Iteration 10Q (1587.816209 sec): 3 clusters Score: Raw -136993.879752 + Penalty 2290.160365 = -134703.719387 nChanged 21 SP:Iteration 11Q (1587.822261 sec): 3 clusters Score: Raw -137026.021321 + Penalty 2290.160365 = -134735.860956 nChanged 19 SP:Iteration 12Q (1587.828257 sec): 3 clusters Score: Raw -137051.819004 + Penalty 2290.160365 = -134761.658639 nChanged 19 SP:Iteration 13Q (1587.834238 sec): 3 clusters Score: Raw -137077.069733 + Penalty 2290.160365 = -134786.909368 nChanged 13 SP:Iteration 14Q (1587.840195 sec): 3 clusters Score: Raw -137085.706667 + Penalty 2290.160365 = -134795.546302 nChanged 5 SP:Iteration 15Q (1587.846177 sec): 3 clusters Score: Raw -137090.356563 + Penalty 2290.160365 = -134800.196198 nChanged 4 SP:Iteration 16Q (1587.852184 sec): 3 clusters Score: Raw -137095.531042 + Penalty 2290.160365 = -134805.370677 nChanged 4 SP:Iteration 17Q (1587.863701 sec): 3 clusters Score: Raw -137098.211825 + Penalty 2290.160365 = -134808.051460 nChanged 3 SP:Iteration 18Q (1587.869669 sec): 3 clusters Score: Raw -137102.464053 + Penalty 2290.160365 = -134812.303688 nChanged 4 SP:Iteration 19Q (1587.875678 sec): 3 clusters Score: Raw -137105.244790 + Penalty 2290.160365 = -134815.084424 nChanged 1 SP:Iteration 20F (1587.881713 sec): 3 clusters Score: Raw -137109.226158 + Penalty 2290.160365 = -134819.065792 nChanged 3 SP:Iteration 21Q (1587.887710 sec): 3 clusters Score: Raw -137110.230248 + Penalty 2290.160365 = -134820.069882 nChanged 0 SP:Iteration 22F (1587.893828 sec): 3 clusters Score: Raw -137110.230248 + Penalty 2290.160365 = -134820.069882 nChanged 0 Trying to split cluster 5 (849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1587.902945 sec): 2 clusters Score: Raw -96563.136255 + Penalty 1095.909618 = -95467.226637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1587.907922 sec): 3 clusters Score: Raw -96322.317638 + Penalty 2191.819236 = -94130.498403 nChanged 244 SP:Iteration 1F (1587.912553 sec): 3 clusters Score: Raw -96534.291998 + Penalty 2191.819236 = -94342.472762 nChanged 62 SP:Iteration 2F (1587.917237 sec): 3 clusters Score: Raw -96617.003303 + Penalty 2191.819236 = -94425.184067 nChanged 36 SP:Iteration 3Q (1587.921828 sec): 3 clusters Score: Raw -96663.294284 + Penalty 2191.819236 = -94471.475049 nChanged 24 SP:Iteration 4Q (1587.926434 sec): 3 clusters Score: Raw -96693.324632 + Penalty 2191.819236 = -94501.505397 nChanged 20 SP:Iteration 5Q (1587.931016 sec): 3 clusters Score: Raw -96722.250676 + Penalty 2191.819236 = -94530.431441 nChanged 20 SP:Iteration 6Q (1587.935585 sec): 3 clusters Score: Raw -96746.068048 + Penalty 2191.819236 = -94554.248812 nChanged 17 SP:Iteration 7Q (1587.940139 sec): 3 clusters Score: Raw -96763.310971 + Penalty 2191.819236 = -94571.491735 nChanged 9 SP:Iteration 8Q (1587.944748 sec): 3 clusters Score: Raw -96780.258379 + Penalty 2191.819236 = -94588.439144 nChanged 10 SP:Iteration 9Q (1587.949402 sec): 3 clusters Score: Raw -96809.476184 + Penalty 2191.819236 = -94617.656948 nChanged 12 SP:Iteration 10Q (1587.953938 sec): 3 clusters Score: Raw -96840.006199 + Penalty 2191.819236 = -94648.186963 nChanged 13 SP:Iteration 11Q (1587.958459 sec): 3 clusters Score: Raw -96864.112135 + Penalty 2191.819236 = -94672.292899 nChanged 14 SP:Iteration 12Q (1587.962974 sec): 3 clusters Score: Raw -96883.350280 + Penalty 2191.819236 = -94691.531045 nChanged 17 SP:Iteration 13Q (1587.967512 sec): 3 clusters Score: Raw -96903.014268 + Penalty 2191.819236 = -94711.195032 nChanged 10 SP:Iteration 14Q (1587.972018 sec): 3 clusters Score: Raw -96911.833094 + Penalty 2191.819236 = -94720.013859 nChanged 10 SP:Iteration 15Q (1587.976513 sec): 3 clusters Score: Raw -96919.405556 + Penalty 2191.819236 = -94727.586320 nChanged 6 SP:Iteration 16Q (1587.981024 sec): 3 clusters Score: Raw -96923.976175 + Penalty 2191.819236 = -94732.156940 nChanged 2 SP:Iteration 17Q (1587.990941 sec): 3 clusters Score: Raw -96925.245749 + Penalty 2191.819236 = -94733.426514 nChanged 2 SP:Iteration 18Q (1587.995453 sec): 3 clusters Score: Raw -96926.045757 + Penalty 2191.819236 = -94734.226522 nChanged 1 SP:Iteration 19Q (1588.000010 sec): 3 clusters Score: Raw -96926.909482 + Penalty 2191.819236 = -94735.090247 nChanged 1 SP:Iteration 20F (1588.004642 sec): 3 clusters Score: Raw -96928.571905 + Penalty 2191.819236 = -94736.752669 nChanged 2 SP:Iteration 21Q (1588.009184 sec): 3 clusters Score: Raw -96932.508347 + Penalty 2191.819236 = -94740.689111 nChanged 2 SP:Iteration 22Q (1588.013692 sec): 3 clusters Score: Raw -96933.748439 + Penalty 2191.819236 = -94741.929204 nChanged 2 SP:Iteration 23Q (1588.018176 sec): 3 clusters Score: Raw -96934.116490 + Penalty 2191.819236 = -94742.297255 nChanged 1 SP:Iteration 24Q (1588.022643 sec): 3 clusters Score: Raw -96934.620327 + Penalty 2191.819236 = -94742.801091 nChanged 1 SP:Iteration 25Q (1588.027135 sec): 3 clusters Score: Raw -96935.111734 + Penalty 2191.819236 = -94743.292498 nChanged 1 SP:Iteration 26Q (1588.031658 sec): 3 clusters Score: Raw -96937.700840 + Penalty 2191.819236 = -94745.881605 nChanged 1 SP:Iteration 27Q (1588.041944 sec): 3 clusters Score: Raw -96937.925592 + Penalty 2191.819236 = -94746.106357 nChanged 0 SP:Iteration 28F (1588.046519 sec): 3 clusters Score: Raw -96937.925592 + Penalty 2191.819236 = -94746.106357 nChanged 0 Trying to split cluster 6 (7081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1588.067673 sec): 2 clusters Score: Raw -876640.077394 + Penalty 1440.590193 = -875199.487201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1588.091977 sec): 3 clusters Score: Raw -872797.944769 + Penalty 2881.180386 = -869916.764383 nChanged 2976 SP:Iteration 1F (1588.138898 sec): 3 clusters Score: Raw -874476.926376 + Penalty 2881.180386 = -871595.745989 nChanged 489 SP:Iteration 2F (1588.168327 sec): 3 clusters Score: Raw -874715.487797 + Penalty 2881.180386 = -871834.307410 nChanged 378 SP:Iteration 3F (1588.192228 sec): 3 clusters Score: Raw -874881.912344 + Penalty 2881.180386 = -872000.731958 nChanged 298 SP:Iteration 4Q (1588.216155 sec): 3 clusters Score: Raw -875018.570559 + Penalty 2881.180386 = -872137.390173 nChanged 262 SP:Iteration 5Q (1588.239980 sec): 3 clusters Score: Raw -875151.046213 + Penalty 2881.180386 = -872269.865826 nChanged 262 SP:Iteration 6Q (1588.263751 sec): 3 clusters Score: Raw -875286.619757 + Penalty 2881.180386 = -872405.439371 nChanged 248 SP:Iteration 7Q (1588.287676 sec): 3 clusters Score: Raw -875416.740013 + Penalty 2881.180386 = -872535.559627 nChanged 231 SP:Iteration 8Q (1588.311479 sec): 3 clusters Score: Raw -875547.428713 + Penalty 2881.180386 = -872666.248326 nChanged 239 SP:Iteration 9Q (1588.335112 sec): 3 clusters Score: Raw -875694.575165 + Penalty 2881.180386 = -872813.394778 nChanged 256 SP:Iteration 10Q (1588.358751 sec): 3 clusters Score: Raw -875869.263639 + Penalty 2881.180386 = -872988.083253 nChanged 247 SP:Iteration 11Q (1588.382466 sec): 3 clusters Score: Raw -876065.238330 + Penalty 2881.180386 = -873184.057944 nChanged 228 SP:Iteration 12Q (1588.411470 sec): 3 clusters Score: Raw -876232.933115 + Penalty 2881.180386 = -873351.752729 nChanged 191 SP:Iteration 13Q (1588.434739 sec): 3 clusters Score: Raw -876374.763235 + Penalty 2881.180386 = -873493.582848 nChanged 159 SP:Iteration 14Q (1588.486246 sec): 3 clusters Score: Raw -876483.094960 + Penalty 2881.180386 = -873601.914574 nChanged 124 SP:Iteration 15Q (1588.513773 sec): 3 clusters Score: Raw -876553.151417 + Penalty 2881.180386 = -873671.971031 nChanged 106 SP:Iteration 16Q (1588.536255 sec): 3 clusters Score: Raw -876610.190148 + Penalty 2881.180386 = -873729.009762 nChanged 82 SP:Iteration 17Q (1588.562683 sec): 3 clusters Score: Raw -876644.852325 + Penalty 2881.180386 = -873763.671938 nChanged 59 SP:Iteration 18Q (1588.589489 sec): 3 clusters Score: Raw -876668.980845 + Penalty 2881.180386 = -873787.800458 nChanged 41 SP:Iteration 19Q (1588.611461 sec): 3 clusters Score: Raw -876686.114236 + Penalty 2881.180386 = -873804.933850 nChanged 38 SP:Iteration 20F (1588.635130 sec): 3 clusters Score: Raw -876700.784094 + Penalty 2881.180386 = -873819.603708 nChanged 38 SP:Iteration 21Q (1588.657217 sec): 3 clusters Score: Raw -876716.113768 + Penalty 2881.180386 = -873834.933382 nChanged 28 SP:Iteration 22Q (1588.690921 sec): 3 clusters Score: Raw -876726.599844 + Penalty 2881.180386 = -873845.419457 nChanged 24 SP:Iteration 23Q (1588.711798 sec): 3 clusters Score: Raw -876736.470666 + Penalty 2881.180386 = -873855.290280 nChanged 19 SP:Iteration 24Q (1588.733796 sec): 3 clusters Score: Raw -876744.885064 + Penalty 2881.180386 = -873863.704678 nChanged 21 SP:Iteration 25Q (1588.755779 sec): 3 clusters Score: Raw -876752.900684 + Penalty 2881.180386 = -873871.720298 nChanged 18 SP:Iteration 26Q (1588.777988 sec): 3 clusters Score: Raw -876759.352292 + Penalty 2881.180386 = -873878.171906 nChanged 12 SP:Iteration 27Q (1588.799943 sec): 3 clusters Score: Raw -876763.473560 + Penalty 2881.180386 = -873882.293174 nChanged 11 SP:Iteration 28Q (1588.821954 sec): 3 clusters Score: Raw -876767.017987 + Penalty 2881.180386 = -873885.837601 nChanged 10 SP:Iteration 29Q (1588.843990 sec): 3 clusters Score: Raw -876769.903387 + Penalty 2881.180386 = -873888.723001 nChanged 3 SP:Iteration 30Q (1588.865898 sec): 3 clusters Score: Raw -876770.472741 + Penalty 2881.180386 = -873889.292354 nChanged 2 SP:Iteration 31Q (1588.911374 sec): 3 clusters Score: Raw -876770.972527 + Penalty 2881.180386 = -873889.792141 nChanged 3 SP:Iteration 32Q (1588.951595 sec): 3 clusters Score: Raw -876771.998214 + Penalty 2881.180386 = -873890.817828 nChanged 2 SP:Iteration 33Q (1589.008466 sec): 3 clusters Score: Raw -876772.641147 + Penalty 2881.180386 = -873891.460760 nChanged 3 SP:Iteration 34Q (1589.036649 sec): 3 clusters Score: Raw -876773.347342 + Penalty 2881.180386 = -873892.166955 nChanged 3 SP:Iteration 35Q (1589.058566 sec): 3 clusters Score: Raw -876774.787414 + Penalty 2881.180386 = -873893.607027 nChanged 5 SP:Iteration 36Q (1589.086468 sec): 3 clusters Score: Raw -876776.192877 + Penalty 2881.180386 = -873895.012491 nChanged 6 SP:Iteration 37Q (1589.108208 sec): 3 clusters Score: Raw -876778.042111 + Penalty 2881.180386 = -873896.861724 nChanged 7 SP:Iteration 38Q (1589.129920 sec): 3 clusters Score: Raw -876780.102424 + Penalty 2881.180386 = -873898.922038 nChanged 5 SP:Iteration 39Q (1589.152022 sec): 3 clusters Score: Raw -876782.080137 + Penalty 2881.180386 = -873900.899750 nChanged 11 SP:Iteration 40F (1589.180199 sec): 3 clusters Score: Raw -876785.752471 + Penalty 2881.180386 = -873904.572085 nChanged 7 SP:Iteration 41Q (1589.202130 sec): 3 clusters Score: Raw -876787.467605 + Penalty 2881.180386 = -873906.287219 nChanged 3 SP:Iteration 42Q (1589.258754 sec): 3 clusters Score: Raw -876788.316642 + Penalty 2881.180386 = -873907.136256 nChanged 3 SP:Iteration 43Q (1589.299740 sec): 3 clusters Score: Raw -876789.088219 + Penalty 2881.180386 = -873907.907833 nChanged 2 SP:Iteration 44Q (1589.330949 sec): 3 clusters Score: Raw -876790.103674 + Penalty 2881.180386 = -873908.923288 nChanged 3 SP:Iteration 45Q (1589.352842 sec): 3 clusters Score: Raw -876790.971235 + Penalty 2881.180386 = -873909.790849 nChanged 2 SP:Iteration 46Q (1589.374839 sec): 3 clusters Score: Raw -876791.890146 + Penalty 2881.180386 = -873910.709760 nChanged 2 SP:Iteration 47Q (1589.396621 sec): 3 clusters Score: Raw -876792.330315 + Penalty 2881.180386 = -873911.149929 nChanged 1 SP:Iteration 48Q (1589.418344 sec): 3 clusters Score: Raw -876792.433918 + Penalty 2881.180386 = -873911.253532 nChanged 0 SP:Iteration 49F (1589.441969 sec): 3 clusters Score: Raw -876792.433918 + Penalty 2881.180386 = -873911.253532 nChanged 0 Trying to split cluster 7 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1589.450284 sec): 2 clusters Score: Raw -12001.034908 + Penalty 780.653420 = -11220.381488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1589.451671 sec): 3 clusters Score: Raw -12216.551814 + Penalty 1561.306840 = -10655.244974 nChanged 7 SP:Iteration 1F (1589.452885 sec): 3 clusters Score: Raw -12251.879688 + Penalty 1561.306840 = -10690.572849 nChanged 1 SP:Iteration 2Q (1589.454055 sec): 3 clusters Score: Raw -12254.585795 + Penalty 1561.306840 = -10693.278956 nChanged 0 SP:Iteration 3F (1589.455261 sec): 3 clusters Score: Raw -12254.585795 + Penalty 1561.306840 = -10693.278956 nChanged 0 Trying to split cluster 8 (6105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1589.475876 sec): 2 clusters Score: Raw -729763.542963 + Penalty 1416.490300 = -728347.052663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1589.498795 sec): 3 clusters Score: Raw -726573.411993 + Penalty 2832.980601 = -723740.431392 nChanged 2448 SP:Iteration 1F (1589.521266 sec): 3 clusters Score: Raw -728077.162918 + Penalty 2832.980601 = -725244.182318 nChanged 505 SP:Iteration 2F (1589.550355 sec): 3 clusters Score: Raw -728538.852286 + Penalty 2832.980601 = -725705.871686 nChanged 474 SP:Iteration 3F (1589.572768 sec): 3 clusters Score: Raw -729037.603446 + Penalty 2832.980601 = -726204.622846 nChanged 439 SP:Iteration 4F (1589.595231 sec): 3 clusters Score: Raw -729449.490872 + Penalty 2832.980601 = -726616.510272 nChanged 409 SP:Iteration 5F (1589.617478 sec): 3 clusters Score: Raw -729762.188945 + Penalty 2832.980601 = -726929.208344 nChanged 340 SP:Iteration 6F (1589.663861 sec): 3 clusters Score: Raw -729977.384159 + Penalty 2832.980601 = -727144.403558 nChanged 252 SP:Iteration 7Q (1589.692176 sec): 3 clusters Score: Raw -730108.919516 + Penalty 2832.980601 = -727275.938915 nChanged 162 SP:Iteration 8Q (1589.715251 sec): 3 clusters Score: Raw -730185.987790 + Penalty 2832.980601 = -727353.007189 nChanged 113 SP:Iteration 9Q (1589.740010 sec): 3 clusters Score: Raw -730228.930069 + Penalty 2832.980601 = -727395.949468 nChanged 84 SP:Iteration 10Q (1589.762558 sec): 3 clusters Score: Raw -730260.187669 + Penalty 2832.980601 = -727427.207069 nChanged 67 SP:Iteration 11Q (1589.784622 sec): 3 clusters Score: Raw -730279.816804 + Penalty 2832.980601 = -727446.836203 nChanged 48 SP:Iteration 12Q (1589.806760 sec): 3 clusters Score: Raw -730294.421442 + Penalty 2832.980601 = -727461.440841 nChanged 49 SP:Iteration 13Q (1589.850886 sec): 3 clusters Score: Raw -730308.564805 + Penalty 2832.980601 = -727475.584204 nChanged 25 SP:Iteration 14Q (1589.897899 sec): 3 clusters Score: Raw -730315.089274 + Penalty 2832.980601 = -727482.108673 nChanged 29 SP:Iteration 15Q (1589.926436 sec): 3 clusters Score: Raw -730321.571161 + Penalty 2832.980601 = -727488.590561 nChanged 25 SP:Iteration 16Q (1589.948681 sec): 3 clusters Score: Raw -730328.598244 + Penalty 2832.980601 = -727495.617643 nChanged 28 SP:Iteration 17Q (1589.975717 sec): 3 clusters Score: Raw -730335.452202 + Penalty 2832.980601 = -727502.471602 nChanged 25 SP:Iteration 18Q (1589.997625 sec): 3 clusters Score: Raw -730341.063173 + Penalty 2832.980601 = -727508.082572 nChanged 26 SP:Iteration 19Q (1590.020028 sec): 3 clusters Score: Raw -730346.037277 + Penalty 2832.980601 = -727513.056676 nChanged 19 SP:Iteration 20F (1590.046522 sec): 3 clusters Score: Raw -730349.687288 + Penalty 2832.980601 = -727516.706687 nChanged 16 SP:Iteration 21Q (1590.068880 sec): 3 clusters Score: Raw -730353.148503 + Penalty 2832.980601 = -727520.167902 nChanged 17 SP:Iteration 22Q (1590.091014 sec): 3 clusters Score: Raw -730356.381674 + Penalty 2832.980601 = -727523.401074 nChanged 10 SP:Iteration 23Q (1590.112794 sec): 3 clusters Score: Raw -730357.932424 + Penalty 2832.980601 = -727524.951823 nChanged 9 SP:Iteration 24Q (1590.134918 sec): 3 clusters Score: Raw -730359.212325 + Penalty 2832.980601 = -727526.231725 nChanged 7 SP:Iteration 25Q (1590.185786 sec): 3 clusters Score: Raw -730360.238770 + Penalty 2832.980601 = -727527.258169 nChanged 12 SP:Iteration 26Q (1590.236637 sec): 3 clusters Score: Raw -730362.666230 + Penalty 2832.980601 = -727529.685630 nChanged 12 SP:Iteration 27Q (1590.262451 sec): 3 clusters Score: Raw -730364.804297 + Penalty 2832.980601 = -727531.823696 nChanged 11 SP:Iteration 28Q (1590.284594 sec): 3 clusters Score: Raw -730366.686850 + Penalty 2832.980601 = -727533.706249 nChanged 10 SP:Iteration 29Q (1590.307092 sec): 3 clusters Score: Raw -730369.162930 + Penalty 2832.980601 = -727536.182329 nChanged 12 SP:Iteration 30Q (1590.335189 sec): 3 clusters Score: Raw -730371.824899 + Penalty 2832.980601 = -727538.844298 nChanged 12 SP:Iteration 31Q (1590.357491 sec): 3 clusters Score: Raw -730374.281623 + Penalty 2832.980601 = -727541.301022 nChanged 11 SP:Iteration 32Q (1590.380409 sec): 3 clusters Score: Raw -730377.107842 + Penalty 2832.980601 = -727544.127242 nChanged 16 SP:Iteration 33Q (1590.407208 sec): 3 clusters Score: Raw -730381.796477 + Penalty 2832.980601 = -727548.815877 nChanged 19 SP:Iteration 34Q (1590.433406 sec): 3 clusters Score: Raw -730385.960433 + Penalty 2832.980601 = -727552.979833 nChanged 18 SP:Iteration 35Q (1590.455552 sec): 3 clusters Score: Raw -730391.249226 + Penalty 2832.980601 = -727558.268626 nChanged 25 SP:Iteration 36Q (1590.477981 sec): 3 clusters Score: Raw -730399.828584 + Penalty 2832.980601 = -727566.847983 nChanged 23 SP:Iteration 37Q (1590.500310 sec): 3 clusters Score: Raw -730407.713229 + Penalty 2832.980601 = -727574.732629 nChanged 31 SP:Iteration 38Q (1590.522479 sec): 3 clusters Score: Raw -730417.651570 + Penalty 2832.980601 = -727584.670969 nChanged 35 SP:Iteration 39Q (1590.549534 sec): 3 clusters Score: Raw -730430.697344 + Penalty 2832.980601 = -727597.716743 nChanged 42 SP:Iteration 40F (1590.571851 sec): 3 clusters Score: Raw -730447.788307 + Penalty 2832.980601 = -727614.807706 nChanged 43 SP:Iteration 41Q (1590.595249 sec): 3 clusters Score: Raw -730473.900070 + Penalty 2832.980601 = -727640.919470 nChanged 47 SP:Iteration 42Q (1590.624130 sec): 3 clusters Score: Raw -730503.079659 + Penalty 2832.980601 = -727670.099059 nChanged 48 SP:Iteration 43Q (1590.650286 sec): 3 clusters Score: Raw -730535.915843 + Penalty 2832.980601 = -727702.935242 nChanged 58 SP:Iteration 44Q (1590.672602 sec): 3 clusters Score: Raw -730572.352991 + Penalty 2832.980601 = -727739.372390 nChanged 52 SP:Iteration 45Q (1590.703277 sec): 3 clusters Score: Raw -730608.957044 + Penalty 2832.980601 = -727775.976443 nChanged 49 SP:Iteration 46Q (1590.724881 sec): 3 clusters Score: Raw -730638.146654 + Penalty 2832.980601 = -727805.166054 nChanged 40 SP:Iteration 47Q (1590.746674 sec): 3 clusters Score: Raw -730662.999732 + Penalty 2832.980601 = -727830.019131 nChanged 42 SP:Iteration 48Q (1590.777742 sec): 3 clusters Score: Raw -730684.806790 + Penalty 2832.980601 = -727851.826189 nChanged 31 SP:Iteration 49Q (1590.799467 sec): 3 clusters Score: Raw -730697.954376 + Penalty 2832.980601 = -727864.973775 nChanged 31 SP:Iteration 50Q (1590.821511 sec): 3 clusters Score: Raw -730709.397086 + Penalty 2832.980601 = -727876.416486 nChanged 22 SP:Iteration 51Q (1590.843358 sec): 3 clusters Score: Raw -730717.997510 + Penalty 2832.980601 = -727885.016909 nChanged 24 SP:Iteration 52Q (1590.865083 sec): 3 clusters Score: Raw -730730.876947 + Penalty 2832.980601 = -727897.896346 nChanged 21 SP:Iteration 53Q (1590.885967 sec): 3 clusters Score: Raw -730740.639670 + Penalty 2832.980601 = -727907.659069 nChanged 16 SP:Iteration 54Q (1590.907128 sec): 3 clusters Score: Raw -730745.735081 + Penalty 2832.980601 = -727912.754480 nChanged 13 SP:Iteration 55Q (1590.934536 sec): 3 clusters Score: Raw -730749.966739 + Penalty 2832.980601 = -727916.986138 nChanged 11 SP:Iteration 56Q (1590.955307 sec): 3 clusters Score: Raw -730753.372915 + Penalty 2832.980601 = -727920.392315 nChanged 10 SP:Iteration 57Q (1590.976247 sec): 3 clusters Score: Raw -730755.305213 + Penalty 2832.980601 = -727922.324612 nChanged 9 SP:Iteration 58Q (1590.997507 sec): 3 clusters Score: Raw -730757.996720 + Penalty 2832.980601 = -727925.016120 nChanged 10 SP:Iteration 59Q (1591.018785 sec): 3 clusters Score: Raw -730761.378860 + Penalty 2832.980601 = -727928.398260 nChanged 8 SP:Iteration 60F (1591.041119 sec): 3 clusters Score: Raw -730763.032205 + Penalty 2832.980601 = -727930.051604 nChanged 2 SP:Iteration 61Q (1591.062666 sec): 3 clusters Score: Raw -730763.385789 + Penalty 2832.980601 = -727930.405188 nChanged 1 SP:Iteration 62Q (1591.098656 sec): 3 clusters Score: Raw -730764.168825 + Penalty 2832.980601 = -727931.188224 nChanged 1 SP:Iteration 63Q (1591.121430 sec): 3 clusters Score: Raw -730764.813425 + Penalty 2832.980601 = -727931.832824 nChanged 2 SP:Iteration 64Q (1591.142344 sec): 3 clusters Score: Raw -730765.257339 + Penalty 2832.980601 = -727932.276738 nChanged 3 SP:Iteration 65Q (1591.163734 sec): 3 clusters Score: Raw -730766.501463 + Penalty 2832.980601 = -727933.520862 nChanged 1 SP:Iteration 66Q (1591.194155 sec): 3 clusters Score: Raw -730766.775790 + Penalty 2832.980601 = -727933.795190 nChanged 1 SP:Iteration 67Q (1591.219823 sec): 3 clusters Score: Raw -730767.116912 + Penalty 2832.980601 = -727934.136311 nChanged 4 SP:Iteration 68Q (1591.240942 sec): 3 clusters Score: Raw -730768.701624 + Penalty 2832.980601 = -727935.721023 nChanged 5 SP:Iteration 69Q (1591.262168 sec): 3 clusters Score: Raw -730769.638097 + Penalty 2832.980601 = -727936.657496 nChanged 3 SP:Iteration 70Q (1591.282932 sec): 3 clusters Score: Raw -730771.139075 + Penalty 2832.980601 = -727938.158474 nChanged 5 SP:Iteration 71Q (1591.313243 sec): 3 clusters Score: Raw -730773.280352 + Penalty 2832.980601 = -727940.299752 nChanged 7 SP:Iteration 72Q (1591.334152 sec): 3 clusters Score: Raw -730776.483612 + Penalty 2832.980601 = -727943.503011 nChanged 6 SP:Iteration 73Q (1591.354798 sec): 3 clusters Score: Raw -730778.796613 + Penalty 2832.980601 = -727945.816013 nChanged 3 SP:Iteration 74Q (1591.385852 sec): 3 clusters Score: Raw -730779.632049 + Penalty 2832.980601 = -727946.651448 nChanged 1 SP:Iteration 75Q (1591.416691 sec): 3 clusters Score: Raw -730779.717684 + Penalty 2832.980601 = -727946.737083 nChanged 0 SP:Iteration 76F (1591.441635 sec): 3 clusters Score: Raw -730779.717684 + Penalty 2832.980601 = -727946.737083 nChanged 0 Trying to split cluster 9 (10080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1591.465602 sec): 2 clusters Score: Raw -1252673.629766 + Penalty 1497.975138 = -1251175.654628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1591.494612 sec): 3 clusters Score: Raw -1246935.563201 + Penalty 2995.950276 = -1243939.612925 nChanged 4355 SP:Iteration 1F (1591.543697 sec): 3 clusters Score: Raw -1249265.088875 + Penalty 2995.950276 = -1246269.138599 nChanged 705 SP:Iteration 2F (1591.575785 sec): 3 clusters Score: Raw -1249579.865911 + Penalty 2995.950276 = -1246583.915635 nChanged 556 SP:Iteration 3F (1591.611936 sec): 3 clusters Score: Raw -1249862.978554 + Penalty 2995.950276 = -1246867.028278 nChanged 554 SP:Iteration 4F (1591.639869 sec): 3 clusters Score: Raw -1250166.706676 + Penalty 2995.950276 = -1247170.756400 nChanged 501 SP:Iteration 5Q (1591.671767 sec): 3 clusters Score: Raw -1250462.742896 + Penalty 2995.950276 = -1247466.792620 nChanged 536 SP:Iteration 6F (1591.702248 sec): 3 clusters Score: Raw -1250820.258485 + Penalty 2995.950276 = -1247824.308209 nChanged 531 SP:Iteration 7F (1591.740309 sec): 3 clusters Score: Raw -1251218.794864 + Penalty 2995.950276 = -1248222.844588 nChanged 504 SP:Iteration 8Q (1591.803400 sec): 3 clusters Score: Raw -1251605.390575 + Penalty 2995.950276 = -1248609.440299 nChanged 421 SP:Iteration 9Q (1591.837816 sec): 3 clusters Score: Raw -1251952.873039 + Penalty 2995.950276 = -1248956.922762 nChanged 342 SP:Iteration 10Q (1591.879110 sec): 3 clusters Score: Raw -1252259.117524 + Penalty 2995.950276 = -1249263.167248 nChanged 237 SP:Iteration 11Q (1591.912054 sec): 3 clusters Score: Raw -1252470.241643 + Penalty 2995.950276 = -1249474.291367 nChanged 161 SP:Iteration 12Q (1591.937967 sec): 3 clusters Score: Raw -1252612.570015 + Penalty 2995.950276 = -1249616.619739 nChanged 88 SP:Iteration 13Q (1591.965295 sec): 3 clusters Score: Raw -1252701.319032 + Penalty 2995.950276 = -1249705.368755 nChanged 65 SP:Iteration 14Q (1592.021673 sec): 3 clusters Score: Raw -1252772.211523 + Penalty 2995.950276 = -1249776.261247 nChanged 32 SP:Iteration 15Q (1592.046007 sec): 3 clusters Score: Raw -1252809.495945 + Penalty 2995.950276 = -1249813.545669 nChanged 21 SP:Iteration 16Q (1592.072730 sec): 3 clusters Score: Raw -1252829.428771 + Penalty 2995.950276 = -1249833.478495 nChanged 15 SP:Iteration 17Q (1592.097507 sec): 3 clusters Score: Raw -1252843.167707 + Penalty 2995.950276 = -1249847.217431 nChanged 10 SP:Iteration 18Q (1592.128949 sec): 3 clusters Score: Raw -1252854.192942 + Penalty 2995.950276 = -1249858.242666 nChanged 11 SP:Iteration 19Q (1592.185067 sec): 3 clusters Score: Raw -1252865.594398 + Penalty 2995.950276 = -1249869.644122 nChanged 6 SP:Iteration 20F (1592.218968 sec): 3 clusters Score: Raw -1252872.592249 + Penalty 2995.950276 = -1249876.641973 nChanged 8 SP:Iteration 21Q (1592.276212 sec): 3 clusters Score: Raw -1252879.873412 + Penalty 2995.950276 = -1249883.923136 nChanged 3 SP:Iteration 22Q (1592.320788 sec): 3 clusters Score: Raw -1252884.291021 + Penalty 2995.950276 = -1249888.340745 nChanged 5 SP:Iteration 23Q (1592.354983 sec): 3 clusters Score: Raw -1252888.765868 + Penalty 2995.950276 = -1249892.815592 nChanged 3 SP:Iteration 24Q (1592.386349 sec): 3 clusters Score: Raw -1252890.443025 + Penalty 2995.950276 = -1249894.492749 nChanged 2 SP:Iteration 25Q (1592.417777 sec): 3 clusters Score: Raw -1252892.122006 + Penalty 2995.950276 = -1249896.171729 nChanged 1 SP:Iteration 26Q (1592.454114 sec): 3 clusters Score: Raw -1252893.501342 + Penalty 2995.950276 = -1249897.551066 nChanged 0 SP:Iteration 27F (1592.484103 sec): 3 clusters Score: Raw -1252893.501342 + Penalty 2995.950276 = -1249897.551066 nChanged 0 Trying to split cluster 10 (43028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1592.548598 sec): 2 clusters Score: Raw -5373878.512446 + Penalty 1733.811031 = -5372144.701415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1592.654953 sec): 3 clusters Score: Raw -5346800.059777 + Penalty 3467.622062 = -5343332.437714 nChanged 20122 SP:Iteration 1F (1592.739553 sec): 3 clusters Score: Raw -5358362.405430 + Penalty 3467.622062 = -5354894.783368 nChanged 2093 SP:Iteration 2Q (1592.847338 sec): 3 clusters Score: Raw -5359309.062321 + Penalty 3467.622062 = -5355841.440259 nChanged 2324 SP:Iteration 3F (1592.923230 sec): 3 clusters Score: Raw -5360638.863737 + Penalty 3467.622062 = -5357171.241675 nChanged 2666 SP:Iteration 4F (1593.016132 sec): 3 clusters Score: Raw -5362493.834273 + Penalty 3467.622062 = -5359026.212210 nChanged 3028 SP:Iteration 5F (1593.091906 sec): 3 clusters Score: Raw -5364855.617102 + Penalty 3467.622062 = -5361387.995040 nChanged 2944 SP:Iteration 6F (1593.173059 sec): 3 clusters Score: Raw -5367390.811976 + Penalty 3467.622062 = -5363923.189913 nChanged 2576 SP:Iteration 7F (1593.254365 sec): 3 clusters Score: Raw -5369636.964771 + Penalty 3467.622062 = -5366169.342709 nChanged 1991 SP:Iteration 8Q (1593.337817 sec): 3 clusters Score: Raw -5371273.936961 + Penalty 3467.622062 = -5367806.314898 nChanged 1449 SP:Iteration 9Q (1593.409004 sec): 3 clusters Score: Raw -5372353.464536 + Penalty 3467.622062 = -5368885.842473 nChanged 994 SP:Iteration 10Q (1593.478234 sec): 3 clusters Score: Raw -5373049.595721 + Penalty 3467.622062 = -5369581.973659 nChanged 686 SP:Iteration 11Q (1593.545954 sec): 3 clusters Score: Raw -5373463.637864 + Penalty 3467.622062 = -5369996.015802 nChanged 469 SP:Iteration 12Q (1593.612377 sec): 3 clusters Score: Raw -5373708.569822 + Penalty 3467.622062 = -5370240.947760 nChanged 318 SP:Iteration 13Q (1593.678311 sec): 3 clusters Score: Raw -5373863.179081 + Penalty 3467.622062 = -5370395.557018 nChanged 226 SP:Iteration 14Q (1593.742868 sec): 3 clusters Score: Raw -5373961.882698 + Penalty 3467.622062 = -5370494.260635 nChanged 159 SP:Iteration 15Q (1593.807054 sec): 3 clusters Score: Raw -5374025.862546 + Penalty 3467.622062 = -5370558.240484 nChanged 123 SP:Iteration 16Q (1593.871210 sec): 3 clusters Score: Raw -5374079.644008 + Penalty 3467.622062 = -5370612.021946 nChanged 108 SP:Iteration 17Q (1593.935875 sec): 3 clusters Score: Raw -5374127.959277 + Penalty 3467.622062 = -5370660.337214 nChanged 102 SP:Iteration 18Q (1594.002438 sec): 3 clusters Score: Raw -5374169.900573 + Penalty 3467.622062 = -5370702.278511 nChanged 80 SP:Iteration 19Q (1594.070428 sec): 3 clusters Score: Raw -5374199.965876 + Penalty 3467.622062 = -5370732.343814 nChanged 60 SP:Iteration 20F (1594.144903 sec): 3 clusters Score: Raw -5374221.712101 + Penalty 3467.622062 = -5370754.090039 nChanged 44 SP:Iteration 21Q (1594.210360 sec): 3 clusters Score: Raw -5374237.628271 + Penalty 3467.622062 = -5370770.006208 nChanged 39 SP:Iteration 22Q (1594.272231 sec): 3 clusters Score: Raw -5374251.210324 + Penalty 3467.622062 = -5370783.588262 nChanged 33 SP:Iteration 23Q (1594.334714 sec): 3 clusters Score: Raw -5374260.871346 + Penalty 3467.622062 = -5370793.249283 nChanged 26 SP:Iteration 24Q (1594.397212 sec): 3 clusters Score: Raw -5374271.091947 + Penalty 3467.622062 = -5370803.469885 nChanged 24 SP:Iteration 25Q (1594.459860 sec): 3 clusters Score: Raw -5374279.516601 + Penalty 3467.622062 = -5370811.894538 nChanged 12 SP:Iteration 26Q (1594.521938 sec): 3 clusters Score: Raw -5374282.603308 + Penalty 3467.622062 = -5370814.981246 nChanged 12 SP:Iteration 27Q (1594.583299 sec): 3 clusters Score: Raw -5374286.800084 + Penalty 3467.622062 = -5370819.178022 nChanged 14 SP:Iteration 28Q (1594.646544 sec): 3 clusters Score: Raw -5374292.027098 + Penalty 3467.622062 = -5370824.405036 nChanged 9 SP:Iteration 29Q (1594.729874 sec): 3 clusters Score: Raw -5374296.288796 + Penalty 3467.622062 = -5370828.666733 nChanged 10 SP:Iteration 30Q (1594.791842 sec): 3 clusters Score: Raw -5374299.246347 + Penalty 3467.622062 = -5370831.624285 nChanged 11 SP:Iteration 31Q (1594.853690 sec): 3 clusters Score: Raw -5374301.678484 + Penalty 3467.622062 = -5370834.056421 nChanged 7 SP:Iteration 32Q (1594.920916 sec): 3 clusters Score: Raw -5374303.346885 + Penalty 3467.622062 = -5370835.724823 nChanged 7 SP:Iteration 33Q (1594.982946 sec): 3 clusters Score: Raw -5374305.446488 + Penalty 3467.622062 = -5370837.824426 nChanged 7 SP:Iteration 34Q (1595.047643 sec): 3 clusters Score: Raw -5374307.080491 + Penalty 3467.622062 = -5370839.458429 nChanged 4 SP:Iteration 35Q (1595.115079 sec): 3 clusters Score: Raw -5374308.014183 + Penalty 3467.622062 = -5370840.392120 nChanged 2 SP:Iteration 36Q (1595.176998 sec): 3 clusters Score: Raw -5374308.458405 + Penalty 3467.622062 = -5370840.836343 nChanged 1 SP:Iteration 37Q (1595.239400 sec): 3 clusters Score: Raw -5374308.551240 + Penalty 3467.622062 = -5370840.929178 nChanged 2 SP:Iteration 38Q (1595.301362 sec): 3 clusters Score: Raw -5374309.188055 + Penalty 3467.622062 = -5370841.565993 nChanged 2 SP:Iteration 39Q (1595.362694 sec): 3 clusters Score: Raw -5374309.466602 + Penalty 3467.622062 = -5370841.844540 nChanged 1 SP:Iteration 40F (1595.437375 sec): 3 clusters Score: Raw -5374309.715728 + Penalty 3467.622062 = -5370842.093665 nChanged 0 Trying to split cluster 11 (28930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1595.473950 sec): 2 clusters Score: Raw -3615961.710929 + Penalty 1669.303090 = -3614292.407839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1595.532288 sec): 3 clusters Score: Raw -3598166.633537 + Penalty 3338.606179 = -3594828.027358 nChanged 13286 SP:Iteration 1F (1595.587338 sec): 3 clusters Score: Raw -3605759.320419 + Penalty 3338.606179 = -3602420.714239 nChanged 1427 SP:Iteration 2Q (1595.644082 sec): 3 clusters Score: Raw -3606344.811981 + Penalty 3338.606179 = -3603006.205801 nChanged 1476 SP:Iteration 3F (1595.700172 sec): 3 clusters Score: Raw -3607041.019796 + Penalty 3338.606179 = -3603702.413616 nChanged 1650 SP:Iteration 4F (1595.754735 sec): 3 clusters Score: Raw -3607976.666022 + Penalty 3338.606179 = -3604638.059842 nChanged 1727 SP:Iteration 5F (1595.809483 sec): 3 clusters Score: Raw -3609075.774918 + Penalty 3338.606179 = -3605737.168739 nChanged 1810 SP:Iteration 6F (1595.864454 sec): 3 clusters Score: Raw -3610225.979623 + Penalty 3338.606179 = -3606887.373444 nChanged 1660 SP:Iteration 7F (1595.919839 sec): 3 clusters Score: Raw -3611161.119343 + Penalty 3338.606179 = -3607822.513164 nChanged 1386 SP:Iteration 8Q (1595.976816 sec): 3 clusters Score: Raw -3611918.547701 + Penalty 3338.606179 = -3608579.941522 nChanged 1100 SP:Iteration 9Q (1596.031505 sec): 3 clusters Score: Raw -3612461.755934 + Penalty 3338.606179 = -3609123.149754 nChanged 841 SP:Iteration 10Q (1596.085684 sec): 3 clusters Score: Raw -3612838.479135 + Penalty 3338.606179 = -3609499.872955 nChanged 630 SP:Iteration 11Q (1596.140747 sec): 3 clusters Score: Raw -3613076.202336 + Penalty 3338.606179 = -3609737.596157 nChanged 517 SP:Iteration 12Q (1596.219323 sec): 3 clusters Score: Raw -3613257.725839 + Penalty 3338.606179 = -3609919.119660 nChanged 431 SP:Iteration 13Q (1596.272642 sec): 3 clusters Score: Raw -3613399.081165 + Penalty 3338.606179 = -3610060.474985 nChanged 410 SP:Iteration 14Q (1596.326069 sec): 3 clusters Score: Raw -3613528.076053 + Penalty 3338.606179 = -3610189.469874 nChanged 421 SP:Iteration 15Q (1596.379267 sec): 3 clusters Score: Raw -3613667.532609 + Penalty 3338.606179 = -3610328.926429 nChanged 413 SP:Iteration 16Q (1596.447006 sec): 3 clusters Score: Raw -3613805.880820 + Penalty 3338.606179 = -3610467.274640 nChanged 381 SP:Iteration 17Q (1596.499672 sec): 3 clusters Score: Raw -3613941.025082 + Penalty 3338.606179 = -3610602.418903 nChanged 388 SP:Iteration 18Q (1596.582557 sec): 3 clusters Score: Raw -3614091.030176 + Penalty 3338.606179 = -3610752.423997 nChanged 431 SP:Iteration 19Q (1596.649086 sec): 3 clusters Score: Raw -3614247.174609 + Penalty 3338.606179 = -3610908.568429 nChanged 393 SP:Iteration 20F (1596.714650 sec): 3 clusters Score: Raw -3614401.589260 + Penalty 3338.606179 = -3611062.983081 nChanged 409 SP:Iteration 21Q (1596.770611 sec): 3 clusters Score: Raw -3614578.349853 + Penalty 3338.606179 = -3611239.743674 nChanged 406 SP:Iteration 22Q (1596.827818 sec): 3 clusters Score: Raw -3614759.707020 + Penalty 3338.606179 = -3611421.100840 nChanged 419 SP:Iteration 23Q (1596.878630 sec): 3 clusters Score: Raw -3614949.785702 + Penalty 3338.606179 = -3611611.179523 nChanged 378 SP:Iteration 24Q (1596.933322 sec): 3 clusters Score: Raw -3615103.454540 + Penalty 3338.606179 = -3611764.848360 nChanged 320 SP:Iteration 25Q (1596.992263 sec): 3 clusters Score: Raw -3615236.262244 + Penalty 3338.606179 = -3611897.656064 nChanged 310 SP:Iteration 26Q (1597.042823 sec): 3 clusters Score: Raw -3615371.891941 + Penalty 3338.606179 = -3612033.285761 nChanged 296 SP:Iteration 27Q (1597.092000 sec): 3 clusters Score: Raw -3615504.342524 + Penalty 3338.606179 = -3612165.736344 nChanged 259 SP:Iteration 28Q (1597.140904 sec): 3 clusters Score: Raw -3615609.962302 + Penalty 3338.606179 = -3612271.356122 nChanged 245 SP:Iteration 29Q (1597.190134 sec): 3 clusters Score: Raw -3615705.707257 + Penalty 3338.606179 = -3612367.101078 nChanged 208 SP:Iteration 30Q (1597.245819 sec): 3 clusters Score: Raw -3615769.731779 + Penalty 3338.606179 = -3612431.125599 nChanged 166 SP:Iteration 31Q (1597.294361 sec): 3 clusters Score: Raw -3615814.458772 + Penalty 3338.606179 = -3612475.852593 nChanged 149 SP:Iteration 32Q (1597.342579 sec): 3 clusters Score: Raw -3615854.808603 + Penalty 3338.606179 = -3612516.202424 nChanged 140 SP:Iteration 33Q (1597.390205 sec): 3 clusters Score: Raw -3615885.120011 + Penalty 3338.606179 = -3612546.513832 nChanged 117 SP:Iteration 34Q (1597.438202 sec): 3 clusters Score: Raw -3615906.925711 + Penalty 3338.606179 = -3612568.319531 nChanged 94 SP:Iteration 35Q (1597.488643 sec): 3 clusters Score: Raw -3615923.986132 + Penalty 3338.606179 = -3612585.379953 nChanged 89 SP:Iteration 36Q (1597.535553 sec): 3 clusters Score: Raw -3615939.774590 + Penalty 3338.606179 = -3612601.168410 nChanged 92 SP:Iteration 37Q (1597.583470 sec): 3 clusters Score: Raw -3615958.414341 + Penalty 3338.606179 = -3612619.808162 nChanged 100 SP:Iteration 38Q (1597.631191 sec): 3 clusters Score: Raw -3615979.436763 + Penalty 3338.606179 = -3612640.830584 nChanged 96 SP:Iteration 39Q (1597.678480 sec): 3 clusters Score: Raw -3616000.407452 + Penalty 3338.606179 = -3612661.801272 nChanged 86 SP:Iteration 40F (1597.740781 sec): 3 clusters Score: Raw -3616018.594762 + Penalty 3338.606179 = -3612679.988582 nChanged 86 SP:Iteration 41Q (1597.794644 sec): 3 clusters Score: Raw -3616036.126882 + Penalty 3338.606179 = -3612697.520702 nChanged 77 SP:Iteration 42Q (1597.869975 sec): 3 clusters Score: Raw -3616050.867577 + Penalty 3338.606179 = -3612712.261398 nChanged 59 SP:Iteration 43Q (1597.917719 sec): 3 clusters Score: Raw -3616061.412783 + Penalty 3338.606179 = -3612722.806603 nChanged 49 SP:Iteration 44Q (1597.964813 sec): 3 clusters Score: Raw -3616069.596024 + Penalty 3338.606179 = -3612730.989845 nChanged 45 SP:Iteration 45Q (1598.011820 sec): 3 clusters Score: Raw -3616076.421637 + Penalty 3338.606179 = -3612737.815457 nChanged 48 SP:Iteration 46Q (1598.060715 sec): 3 clusters Score: Raw -3616085.082501 + Penalty 3338.606179 = -3612746.476322 nChanged 59 SP:Iteration 47Q (1598.111430 sec): 3 clusters Score: Raw -3616096.800060 + Penalty 3338.606179 = -3612758.193880 nChanged 49 SP:Iteration 48Q (1598.179227 sec): 3 clusters Score: Raw -3616104.904564 + Penalty 3338.606179 = -3612766.298384 nChanged 35 SP:Iteration 49Q (1598.236953 sec): 3 clusters Score: Raw -3616109.361930 + Penalty 3338.606179 = -3612770.755751 nChanged 29 SP:Iteration 50Q (1598.283914 sec): 3 clusters Score: Raw -3616113.631265 + Penalty 3338.606179 = -3612775.025086 nChanged 42 SP:Iteration 51Q (1598.336231 sec): 3 clusters Score: Raw -3616120.171583 + Penalty 3338.606179 = -3612781.565404 nChanged 46 SP:Iteration 52Q (1598.382940 sec): 3 clusters Score: Raw -3616126.830962 + Penalty 3338.606179 = -3612788.224782 nChanged 41 SP:Iteration 53Q (1598.431190 sec): 3 clusters Score: Raw -3616132.490654 + Penalty 3338.606179 = -3612793.884474 nChanged 27 SP:Iteration 54Q (1598.480981 sec): 3 clusters Score: Raw -3616136.982844 + Penalty 3338.606179 = -3612798.376665 nChanged 46 SP:Iteration 55Q (1598.528208 sec): 3 clusters Score: Raw -3616143.836734 + Penalty 3338.606179 = -3612805.230555 nChanged 40 SP:Iteration 56Q (1598.600684 sec): 3 clusters Score: Raw -3616150.028830 + Penalty 3338.606179 = -3612811.422651 nChanged 38 SP:Iteration 57Q (1598.677023 sec): 3 clusters Score: Raw -3616154.961179 + Penalty 3338.606179 = -3612816.354999 nChanged 33 SP:Iteration 58Q (1598.727946 sec): 3 clusters Score: Raw -3616160.372261 + Penalty 3338.606179 = -3612821.766081 nChanged 35 SP:Iteration 59Q (1598.784076 sec): 3 clusters Score: Raw -3616166.625361 + Penalty 3338.606179 = -3612828.019182 nChanged 28 SP:Iteration 60F (1598.858009 sec): 3 clusters Score: Raw -3616170.762900 + Penalty 3338.606179 = -3612832.156720 nChanged 19 SP:Iteration 61Q (1598.913487 sec): 3 clusters Score: Raw -3616173.823300 + Penalty 3338.606179 = -3612835.217120 nChanged 25 SP:Iteration 62Q (1598.963892 sec): 3 clusters Score: Raw -3616177.784589 + Penalty 3338.606179 = -3612839.178409 nChanged 30 SP:Iteration 63Q (1599.017375 sec): 3 clusters Score: Raw -3616183.340857 + Penalty 3338.606179 = -3612844.734678 nChanged 32 SP:Iteration 64Q (1599.070765 sec): 3 clusters Score: Raw -3616188.848583 + Penalty 3338.606179 = -3612850.242404 nChanged 32 SP:Iteration 65Q (1599.120376 sec): 3 clusters Score: Raw -3616194.589635 + Penalty 3338.606179 = -3612855.983455 nChanged 27 SP:Iteration 66Q (1599.176598 sec): 3 clusters Score: Raw -3616199.285772 + Penalty 3338.606179 = -3612860.679593 nChanged 23 SP:Iteration 67Q (1599.251431 sec): 3 clusters Score: Raw -3616203.347035 + Penalty 3338.606179 = -3612864.740856 nChanged 18 SP:Iteration 68Q (1599.326777 sec): 3 clusters Score: Raw -3616206.115614 + Penalty 3338.606179 = -3612867.509434 nChanged 22 SP:Iteration 69Q (1599.372943 sec): 3 clusters Score: Raw -3616209.673854 + Penalty 3338.606179 = -3612871.067675 nChanged 14 SP:Iteration 70Q (1599.429546 sec): 3 clusters Score: Raw -3616211.971322 + Penalty 3338.606179 = -3612873.365143 nChanged 20 SP:Iteration 71Q (1599.486634 sec): 3 clusters Score: Raw -3616214.694766 + Penalty 3338.606179 = -3612876.088587 nChanged 16 SP:Iteration 72Q (1599.542726 sec): 3 clusters Score: Raw -3616217.561659 + Penalty 3338.606179 = -3612878.955480 nChanged 21 SP:Iteration 73Q (1599.593449 sec): 3 clusters Score: Raw -3616221.631960 + Penalty 3338.606179 = -3612883.025781 nChanged 26 SP:Iteration 74Q (1599.640621 sec): 3 clusters Score: Raw -3616226.175130 + Penalty 3338.606179 = -3612887.568950 nChanged 18 SP:Iteration 75Q (1599.716170 sec): 3 clusters Score: Raw -3616229.269243 + Penalty 3338.606179 = -3612890.663064 nChanged 16 SP:Iteration 76Q (1599.776291 sec): 3 clusters Score: Raw -3616231.596225 + Penalty 3338.606179 = -3612892.990046 nChanged 15 SP:Iteration 77Q (1599.832573 sec): 3 clusters Score: Raw -3616234.131320 + Penalty 3338.606179 = -3612895.525140 nChanged 13 SP:Iteration 78Q (1599.888745 sec): 3 clusters Score: Raw -3616235.816800 + Penalty 3338.606179 = -3612897.210620 nChanged 11 SP:Iteration 79Q (1599.938234 sec): 3 clusters Score: Raw -3616237.414575 + Penalty 3338.606179 = -3612898.808396 nChanged 10 SP:Iteration 80F (1600.001502 sec): 3 clusters Score: Raw -3616238.725641 + Penalty 3338.606179 = -3612900.119462 nChanged 12 SP:Iteration 81Q (1600.047408 sec): 3 clusters Score: Raw -3616240.344363 + Penalty 3338.606179 = -3612901.738183 nChanged 14 SP:Iteration 82Q (1600.094132 sec): 3 clusters Score: Raw -3616242.138480 + Penalty 3338.606179 = -3612903.532300 nChanged 10 SP:Iteration 83Q (1600.140221 sec): 3 clusters Score: Raw -3616243.406662 + Penalty 3338.606179 = -3612904.800482 nChanged 15 SP:Iteration 84Q (1600.186594 sec): 3 clusters Score: Raw -3616245.495504 + Penalty 3338.606179 = -3612906.889325 nChanged 13 SP:Iteration 85Q (1600.252312 sec): 3 clusters Score: Raw -3616247.424345 + Penalty 3338.606179 = -3612908.818166 nChanged 7 SP:Iteration 86Q (1600.298386 sec): 3 clusters Score: Raw -3616248.118346 + Penalty 3338.606179 = -3612909.512167 nChanged 5 SP:Iteration 87Q (1600.354828 sec): 3 clusters Score: Raw -3616248.594805 + Penalty 3338.606179 = -3612909.988626 nChanged 6 SP:Iteration 88Q (1600.401037 sec): 3 clusters Score: Raw -3616249.348699 + Penalty 3338.606179 = -3612910.742520 nChanged 5 SP:Iteration 89Q (1600.447445 sec): 3 clusters Score: Raw -3616249.713880 + Penalty 3338.606179 = -3612911.107701 nChanged 4 SP:Iteration 90Q (1600.493548 sec): 3 clusters Score: Raw -3616250.168349 + Penalty 3338.606179 = -3612911.562170 nChanged 2 SP:Iteration 91Q (1600.539694 sec): 3 clusters Score: Raw -3616250.221238 + Penalty 3338.606179 = -3612911.615059 nChanged 1 SP:Iteration 92Q (1600.585831 sec): 3 clusters Score: Raw -3616250.317539 + Penalty 3338.606179 = -3612911.711359 nChanged 1 SP:Iteration 93Q (1600.637234 sec): 3 clusters Score: Raw -3616250.373776 + Penalty 3338.606179 = -3612911.767597 nChanged 0 SP:Iteration 94F (1600.691811 sec): 3 clusters Score: Raw -3616250.373776 + Penalty 3338.606179 = -3612911.767597 nChanged 0 Trying to split cluster 12 (31849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1600.746122 sec): 2 clusters Score: Raw -3839352.635264 + Penalty 1684.923705 = -3837667.711559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1600.822104 sec): 3 clusters Score: Raw -3819643.984979 + Penalty 3369.847411 = -3816274.137569 nChanged 14643 SP:Iteration 1F (1600.885202 sec): 3 clusters Score: Raw -3827654.917722 + Penalty 3369.847411 = -3824285.070311 nChanged 1373 SP:Iteration 2Q (1600.946771 sec): 3 clusters Score: Raw -3828054.225706 + Penalty 3369.847411 = -3824684.378296 nChanged 1284 SP:Iteration 3Q (1601.008023 sec): 3 clusters Score: Raw -3828423.979764 + Penalty 3369.847411 = -3825054.132353 nChanged 1203 SP:Iteration 4Q (1601.073749 sec): 3 clusters Score: Raw -3828792.028860 + Penalty 3369.847411 = -3825422.181449 nChanged 1164 SP:Iteration 5Q (1601.134854 sec): 3 clusters Score: Raw -3829173.481612 + Penalty 3369.847411 = -3825803.634201 nChanged 1174 SP:Iteration 6Q (1601.195327 sec): 3 clusters Score: Raw -3829613.918771 + Penalty 3369.847411 = -3826244.071361 nChanged 1266 SP:Iteration 7Q (1601.257759 sec): 3 clusters Score: Raw -3830217.420228 + Penalty 3369.847411 = -3826847.572817 nChanged 1517 SP:Iteration 8Q (1601.318577 sec): 3 clusters Score: Raw -3831090.091111 + Penalty 3369.847411 = -3827720.243700 nChanged 1627 SP:Iteration 9F (1601.382109 sec): 3 clusters Score: Raw -3832159.878456 + Penalty 3369.847411 = -3828790.031045 nChanged 1800 SP:Iteration 10F (1601.441396 sec): 3 clusters Score: Raw -3833442.532562 + Penalty 3369.847411 = -3830072.685152 nChanged 1797 SP:Iteration 11F (1601.508674 sec): 3 clusters Score: Raw -3834736.844575 + Penalty 3369.847411 = -3831366.997165 nChanged 1645 SP:Iteration 12F (1601.589440 sec): 3 clusters Score: Raw -3835725.368106 + Penalty 3369.847411 = -3832355.520696 nChanged 1222 SP:Iteration 13Q (1601.651905 sec): 3 clusters Score: Raw -3836319.316503 + Penalty 3369.847411 = -3832949.469092 nChanged 861 SP:Iteration 14Q (1601.709946 sec): 3 clusters Score: Raw -3836691.456238 + Penalty 3369.847411 = -3833321.608828 nChanged 691 SP:Iteration 15Q (1601.767045 sec): 3 clusters Score: Raw -3837003.790868 + Penalty 3369.847411 = -3833633.943458 nChanged 618 SP:Iteration 16Q (1601.827487 sec): 3 clusters Score: Raw -3837301.141195 + Penalty 3369.847411 = -3833931.293785 nChanged 591 SP:Iteration 17Q (1601.887680 sec): 3 clusters Score: Raw -3837599.729354 + Penalty 3369.847411 = -3834229.881944 nChanged 558 SP:Iteration 18Q (1601.950773 sec): 3 clusters Score: Raw -3837841.046407 + Penalty 3369.847411 = -3834471.198996 nChanged 523 SP:Iteration 19Q (1602.012613 sec): 3 clusters Score: Raw -3838037.891756 + Penalty 3369.847411 = -3834668.044346 nChanged 433 SP:Iteration 20F (1602.074222 sec): 3 clusters Score: Raw -3838168.195321 + Penalty 3369.847411 = -3834798.347910 nChanged 348 SP:Iteration 21Q (1602.129588 sec): 3 clusters Score: Raw -3838252.093867 + Penalty 3369.847411 = -3834882.246457 nChanged 281 SP:Iteration 22Q (1602.208025 sec): 3 clusters Score: Raw -3838310.441988 + Penalty 3369.847411 = -3834940.594578 nChanged 231 SP:Iteration 23Q (1602.263657 sec): 3 clusters Score: Raw -3838354.786560 + Penalty 3369.847411 = -3834984.939150 nChanged 226 SP:Iteration 24Q (1602.352462 sec): 3 clusters Score: Raw -3838396.798025 + Penalty 3369.847411 = -3835026.950615 nChanged 186 SP:Iteration 25Q (1602.418778 sec): 3 clusters Score: Raw -3838428.861811 + Penalty 3369.847411 = -3835059.014400 nChanged 180 SP:Iteration 26Q (1602.483330 sec): 3 clusters Score: Raw -3838456.008736 + Penalty 3369.847411 = -3835086.161325 nChanged 151 SP:Iteration 27Q (1602.562854 sec): 3 clusters Score: Raw -3838475.764806 + Penalty 3369.847411 = -3835105.917396 nChanged 134 SP:Iteration 28Q (1602.650787 sec): 3 clusters Score: Raw -3838490.508351 + Penalty 3369.847411 = -3835120.660940 nChanged 102 SP:Iteration 29Q (1602.708350 sec): 3 clusters Score: Raw -3838500.488529 + Penalty 3369.847411 = -3835130.641118 nChanged 94 SP:Iteration 30Q (1602.763163 sec): 3 clusters Score: Raw -3838509.475183 + Penalty 3369.847411 = -3835139.627772 nChanged 80 SP:Iteration 31Q (1602.824889 sec): 3 clusters Score: Raw -3838516.186220 + Penalty 3369.847411 = -3835146.338810 nChanged 75 SP:Iteration 32Q (1602.879526 sec): 3 clusters Score: Raw -3838523.499361 + Penalty 3369.847411 = -3835153.651951 nChanged 80 SP:Iteration 33Q (1602.934585 sec): 3 clusters Score: Raw -3838531.872270 + Penalty 3369.847411 = -3835162.024860 nChanged 95 SP:Iteration 34Q (1602.998443 sec): 3 clusters Score: Raw -3838541.893930 + Penalty 3369.847411 = -3835172.046520 nChanged 72 SP:Iteration 35Q (1603.060240 sec): 3 clusters Score: Raw -3838549.195861 + Penalty 3369.847411 = -3835179.348450 nChanged 77 SP:Iteration 36Q (1603.130554 sec): 3 clusters Score: Raw -3838557.399411 + Penalty 3369.847411 = -3835187.552000 nChanged 86 SP:Iteration 37Q (1603.184733 sec): 3 clusters Score: Raw -3838566.151199 + Penalty 3369.847411 = -3835196.303789 nChanged 81 SP:Iteration 38Q (1603.240855 sec): 3 clusters Score: Raw -3838575.234255 + Penalty 3369.847411 = -3835205.386845 nChanged 76 SP:Iteration 39Q (1603.295669 sec): 3 clusters Score: Raw -3838583.184805 + Penalty 3369.847411 = -3835213.337394 nChanged 91 SP:Iteration 40F (1603.353984 sec): 3 clusters Score: Raw -3838592.267770 + Penalty 3369.847411 = -3835222.420360 nChanged 78 SP:Iteration 41Q (1603.408839 sec): 3 clusters Score: Raw -3838599.391494 + Penalty 3369.847411 = -3835229.544083 nChanged 65 SP:Iteration 42Q (1603.463797 sec): 3 clusters Score: Raw -3838606.372218 + Penalty 3369.847411 = -3835236.524807 nChanged 68 SP:Iteration 43Q (1603.518425 sec): 3 clusters Score: Raw -3838614.703530 + Penalty 3369.847411 = -3835244.856119 nChanged 75 SP:Iteration 44Q (1603.573321 sec): 3 clusters Score: Raw -3838624.237752 + Penalty 3369.847411 = -3835254.390342 nChanged 76 SP:Iteration 45Q (1603.627753 sec): 3 clusters Score: Raw -3838634.112505 + Penalty 3369.847411 = -3835264.265095 nChanged 73 SP:Iteration 46Q (1603.682284 sec): 3 clusters Score: Raw -3838642.508736 + Penalty 3369.847411 = -3835272.661325 nChanged 79 SP:Iteration 47Q (1603.735809 sec): 3 clusters Score: Raw -3838650.032628 + Penalty 3369.847411 = -3835280.185218 nChanged 72 SP:Iteration 48Q (1603.790318 sec): 3 clusters Score: Raw -3838656.875134 + Penalty 3369.847411 = -3835287.027724 nChanged 74 SP:Iteration 49Q (1603.844686 sec): 3 clusters Score: Raw -3838665.496911 + Penalty 3369.847411 = -3835295.649500 nChanged 77 SP:Iteration 50Q (1603.897788 sec): 3 clusters Score: Raw -3838675.023629 + Penalty 3369.847411 = -3835305.176218 nChanged 79 SP:Iteration 51Q (1603.957226 sec): 3 clusters Score: Raw -3838685.138758 + Penalty 3369.847411 = -3835315.291348 nChanged 78 SP:Iteration 52Q (1604.011642 sec): 3 clusters Score: Raw -3838695.402154 + Penalty 3369.847411 = -3835325.554744 nChanged 81 SP:Iteration 53Q (1604.066084 sec): 3 clusters Score: Raw -3838706.347149 + Penalty 3369.847411 = -3835336.499739 nChanged 82 SP:Iteration 54Q (1604.120007 sec): 3 clusters Score: Raw -3838717.272785 + Penalty 3369.847411 = -3835347.425374 nChanged 88 SP:Iteration 55Q (1604.179482 sec): 3 clusters Score: Raw -3838728.397052 + Penalty 3369.847411 = -3835358.549642 nChanged 79 SP:Iteration 56Q (1604.232330 sec): 3 clusters Score: Raw -3838737.571688 + Penalty 3369.847411 = -3835367.724278 nChanged 81 SP:Iteration 57Q (1604.290382 sec): 3 clusters Score: Raw -3838746.399931 + Penalty 3369.847411 = -3835376.552520 nChanged 93 SP:Iteration 58Q (1604.357922 sec): 3 clusters Score: Raw -3838757.661506 + Penalty 3369.847411 = -3835387.814095 nChanged 85 SP:Iteration 59Q (1604.419305 sec): 3 clusters Score: Raw -3838767.925294 + Penalty 3369.847411 = -3835398.077883 nChanged 71 SP:Iteration 60F (1604.477650 sec): 3 clusters Score: Raw -3838775.025278 + Penalty 3369.847411 = -3835405.177867 nChanged 55 SP:Iteration 61Q (1604.531007 sec): 3 clusters Score: Raw -3838780.378687 + Penalty 3369.847411 = -3835410.531276 nChanged 37 SP:Iteration 62Q (1604.585357 sec): 3 clusters Score: Raw -3838782.990580 + Penalty 3369.847411 = -3835413.143169 nChanged 38 SP:Iteration 63Q (1604.639034 sec): 3 clusters Score: Raw -3838785.956212 + Penalty 3369.847411 = -3835416.108802 nChanged 43 SP:Iteration 64Q (1604.692810 sec): 3 clusters Score: Raw -3838789.089924 + Penalty 3369.847411 = -3835419.242513 nChanged 37 SP:Iteration 65Q (1604.746580 sec): 3 clusters Score: Raw -3838791.820858 + Penalty 3369.847411 = -3835421.973447 nChanged 46 SP:Iteration 66Q (1604.799942 sec): 3 clusters Score: Raw -3838796.357585 + Penalty 3369.847411 = -3835426.510175 nChanged 42 SP:Iteration 67Q (1604.855676 sec): 3 clusters Score: Raw -3838800.451319 + Penalty 3369.847411 = -3835430.603908 nChanged 49 SP:Iteration 68Q (1604.916419 sec): 3 clusters Score: Raw -3838805.451671 + Penalty 3369.847411 = -3835435.604261 nChanged 42 SP:Iteration 69Q (1604.974743 sec): 3 clusters Score: Raw -3838808.478209 + Penalty 3369.847411 = -3835438.630798 nChanged 42 SP:Iteration 70Q (1605.028604 sec): 3 clusters Score: Raw -3838811.681254 + Penalty 3369.847411 = -3835441.833843 nChanged 28 SP:Iteration 71Q (1605.082084 sec): 3 clusters Score: Raw -3838813.573950 + Penalty 3369.847411 = -3835443.726540 nChanged 25 SP:Iteration 72Q (1605.169821 sec): 3 clusters Score: Raw -3838815.218544 + Penalty 3369.847411 = -3835445.371134 nChanged 30 SP:Iteration 73Q (1605.274407 sec): 3 clusters Score: Raw -3838817.175367 + Penalty 3369.847411 = -3835447.327956 nChanged 31 SP:Iteration 74Q (1605.373263 sec): 3 clusters Score: Raw -3838819.726725 + Penalty 3369.847411 = -3835449.879314 nChanged 39 SP:Iteration 75Q (1605.457175 sec): 3 clusters Score: Raw -3838823.226786 + Penalty 3369.847411 = -3835453.379375 nChanged 40 SP:Iteration 76Q (1605.523522 sec): 3 clusters Score: Raw -3838826.591653 + Penalty 3369.847411 = -3835456.744242 nChanged 40 SP:Iteration 77Q (1605.580605 sec): 3 clusters Score: Raw -3838830.129909 + Penalty 3369.847411 = -3835460.282498 nChanged 38 SP:Iteration 78Q (1605.635348 sec): 3 clusters Score: Raw -3838833.106333 + Penalty 3369.847411 = -3835463.258922 nChanged 43 SP:Iteration 79Q (1605.688593 sec): 3 clusters Score: Raw -3838837.052959 + Penalty 3369.847411 = -3835467.205548 nChanged 48 SP:Iteration 80F (1605.758323 sec): 3 clusters Score: Raw -3838841.769884 + Penalty 3369.847411 = -3835471.922473 nChanged 57 SP:Iteration 81Q (1605.811640 sec): 3 clusters Score: Raw -3838847.478513 + Penalty 3369.847411 = -3835477.631103 nChanged 56 SP:Iteration 82Q (1605.871735 sec): 3 clusters Score: Raw -3838853.316660 + Penalty 3369.847411 = -3835483.469250 nChanged 56 SP:Iteration 83Q (1605.934112 sec): 3 clusters Score: Raw -3838858.804020 + Penalty 3369.847411 = -3835488.956609 nChanged 61 SP:Iteration 84Q (1605.987353 sec): 3 clusters Score: Raw -3838864.712844 + Penalty 3369.847411 = -3835494.865434 nChanged 51 SP:Iteration 85Q (1606.041086 sec): 3 clusters Score: Raw -3838869.076346 + Penalty 3369.847411 = -3835499.228936 nChanged 52 SP:Iteration 86Q (1606.094055 sec): 3 clusters Score: Raw -3838874.237769 + Penalty 3369.847411 = -3835504.390358 nChanged 56 SP:Iteration 87Q (1606.147845 sec): 3 clusters Score: Raw -3838880.108630 + Penalty 3369.847411 = -3835510.261219 nChanged 61 SP:Iteration 88Q (1606.200533 sec): 3 clusters Score: Raw -3838886.648316 + Penalty 3369.847411 = -3835516.800905 nChanged 56 SP:Iteration 89Q (1606.287388 sec): 3 clusters Score: Raw -3838892.659648 + Penalty 3369.847411 = -3835522.812237 nChanged 53 SP:Iteration 90Q (1606.347287 sec): 3 clusters Score: Raw -3838897.551725 + Penalty 3369.847411 = -3835527.704314 nChanged 49 SP:Iteration 91Q (1606.400592 sec): 3 clusters Score: Raw -3838902.281359 + Penalty 3369.847411 = -3835532.433948 nChanged 40 SP:Iteration 92Q (1606.454202 sec): 3 clusters Score: Raw -3838906.204322 + Penalty 3369.847411 = -3835536.356912 nChanged 46 SP:Iteration 93Q (1606.506831 sec): 3 clusters Score: Raw -3838911.009256 + Penalty 3369.847411 = -3835541.161846 nChanged 47 SP:Iteration 94Q (1606.559321 sec): 3 clusters Score: Raw -3838915.809742 + Penalty 3369.847411 = -3835545.962332 nChanged 51 SP:Iteration 95Q (1606.616630 sec): 3 clusters Score: Raw -3838920.996857 + Penalty 3369.847411 = -3835551.149447 nChanged 48 SP:Iteration 96Q (1606.669651 sec): 3 clusters Score: Raw -3838925.302218 + Penalty 3369.847411 = -3835555.454807 nChanged 39 SP:Iteration 97Q (1606.735981 sec): 3 clusters Score: Raw -3838929.021938 + Penalty 3369.847411 = -3835559.174527 nChanged 40 SP:Iteration 98Q (1606.795962 sec): 3 clusters Score: Raw -3838932.991023 + Penalty 3369.847411 = -3835563.143612 nChanged 38 SP:Iteration 99Q (1606.875852 sec): 3 clusters Score: Raw -3838936.878151 + Penalty 3369.847411 = -3835567.030740 nChanged 46 SP:Iteration 100F (1606.958894 sec): 3 clusters Score: Raw -3838941.467354 + Penalty 3369.847411 = -3835571.619943 nChanged 51 SP:Iteration 101Q (1607.011762 sec): 3 clusters Score: Raw -3838947.693867 + Penalty 3369.847411 = -3835577.846456 nChanged 51 SP:Iteration 102Q (1607.063497 sec): 3 clusters Score: Raw -3838955.747917 + Penalty 3369.847411 = -3835585.900507 nChanged 61 SP:Iteration 103Q (1607.141434 sec): 3 clusters Score: Raw -3838963.600290 + Penalty 3369.847411 = -3835593.752879 nChanged 62 SP:Iteration 104Q (1607.188096 sec): 3 clusters Score: Raw -3838970.868377 + Penalty 3369.847411 = -3835601.020967 nChanged 59 SP:Iteration 105Q (1607.239598 sec): 3 clusters Score: Raw -3838978.332649 + Penalty 3369.847411 = -3835608.485239 nChanged 52 SP:Iteration 106Q (1607.292317 sec): 3 clusters Score: Raw -3838985.373170 + Penalty 3369.847411 = -3835615.525759 nChanged 55 SP:Iteration 107Q (1607.344742 sec): 3 clusters Score: Raw -3838993.290375 + Penalty 3369.847411 = -3835623.442964 nChanged 46 SP:Iteration 108Q (1607.396950 sec): 3 clusters Score: Raw -3839000.088089 + Penalty 3369.847411 = -3835630.240679 nChanged 56 SP:Iteration 109Q (1607.448714 sec): 3 clusters Score: Raw -3839008.710605 + Penalty 3369.847411 = -3835638.863194 nChanged 52 SP:Iteration 110Q (1607.506151 sec): 3 clusters Score: Raw -3839014.929860 + Penalty 3369.847411 = -3835645.082450 nChanged 46 SP:Iteration 111Q (1607.584488 sec): 3 clusters Score: Raw -3839020.804720 + Penalty 3369.847411 = -3835650.957310 nChanged 45 SP:Iteration 112Q (1607.636075 sec): 3 clusters Score: Raw -3839028.137991 + Penalty 3369.847411 = -3835658.290580 nChanged 58 SP:Iteration 113Q (1607.689303 sec): 3 clusters Score: Raw -3839036.373382 + Penalty 3369.847411 = -3835666.525971 nChanged 61 SP:Iteration 114Q (1607.740963 sec): 3 clusters Score: Raw -3839045.553797 + Penalty 3369.847411 = -3835675.706386 nChanged 68 SP:Iteration 115Q (1607.818559 sec): 3 clusters Score: Raw -3839054.536765 + Penalty 3369.847411 = -3835684.689354 nChanged 66 SP:Iteration 116Q (1607.898565 sec): 3 clusters Score: Raw -3839063.383090 + Penalty 3369.847411 = -3835693.535679 nChanged 68 SP:Iteration 117Q (1607.950445 sec): 3 clusters Score: Raw -3839072.878590 + Penalty 3369.847411 = -3835703.031179 nChanged 65 SP:Iteration 118Q (1608.004634 sec): 3 clusters Score: Raw -3839083.252482 + Penalty 3369.847411 = -3835713.405071 nChanged 70 SP:Iteration 119Q (1608.088765 sec): 3 clusters Score: Raw -3839093.496868 + Penalty 3369.847411 = -3835723.649457 nChanged 61 SP:Iteration 120F (1608.147365 sec): 3 clusters Score: Raw -3839102.487451 + Penalty 3369.847411 = -3835732.640040 nChanged 75 SP:Iteration 121Q (1608.198673 sec): 3 clusters Score: Raw -3839114.629883 + Penalty 3369.847411 = -3835744.782472 nChanged 79 SP:Iteration 122Q (1608.250079 sec): 3 clusters Score: Raw -3839128.199899 + Penalty 3369.847411 = -3835758.352488 nChanged 85 SP:Iteration 123Q (1608.307261 sec): 3 clusters Score: Raw -3839145.295547 + Penalty 3369.847411 = -3835775.448136 nChanged 86 SP:Iteration 124Q (1608.358131 sec): 3 clusters Score: Raw -3839165.314428 + Penalty 3369.847411 = -3835795.467017 nChanged 98 SP:Iteration 125Q (1608.409152 sec): 3 clusters Score: Raw -3839189.899920 + Penalty 3369.847411 = -3835820.052509 nChanged 109 SP:Iteration 126Q (1608.460060 sec): 3 clusters Score: Raw -3839214.845893 + Penalty 3369.847411 = -3835844.998482 nChanged 101 SP:Iteration 127Q (1608.511096 sec): 3 clusters Score: Raw -3839238.650459 + Penalty 3369.847411 = -3835868.803049 nChanged 108 SP:Iteration 128Q (1608.562526 sec): 3 clusters Score: Raw -3839263.412029 + Penalty 3369.847411 = -3835893.564619 nChanged 97 SP:Iteration 129Q (1608.613294 sec): 3 clusters Score: Raw -3839287.198152 + Penalty 3369.847411 = -3835917.350741 nChanged 93 SP:Iteration 130Q (1608.673215 sec): 3 clusters Score: Raw -3839308.316278 + Penalty 3369.847411 = -3835938.468867 nChanged 89 SP:Iteration 131Q (1608.723269 sec): 3 clusters Score: Raw -3839328.409188 + Penalty 3369.847411 = -3835958.561777 nChanged 73 SP:Iteration 132Q (1608.773785 sec): 3 clusters Score: Raw -3839344.111264 + Penalty 3369.847411 = -3835974.263854 nChanged 71 SP:Iteration 133Q (1608.824492 sec): 3 clusters Score: Raw -3839359.960132 + Penalty 3369.847411 = -3835990.112721 nChanged 81 SP:Iteration 134Q (1608.874652 sec): 3 clusters Score: Raw -3839381.362409 + Penalty 3369.847411 = -3836011.514999 nChanged 70 SP:Iteration 135Q (1608.925108 sec): 3 clusters Score: Raw -3839397.790343 + Penalty 3369.847411 = -3836027.942933 nChanged 72 SP:Iteration 136Q (1609.005819 sec): 3 clusters Score: Raw -3839413.356672 + Penalty 3369.847411 = -3836043.509261 nChanged 66 SP:Iteration 137Q (1609.056134 sec): 3 clusters Score: Raw -3839426.894917 + Penalty 3369.847411 = -3836057.047506 nChanged 65 SP:Iteration 138Q (1609.106728 sec): 3 clusters Score: Raw -3839442.750891 + Penalty 3369.847411 = -3836072.903481 nChanged 63 SP:Iteration 139Q (1609.157180 sec): 3 clusters Score: Raw -3839458.869684 + Penalty 3369.847411 = -3836089.022274 nChanged 53 SP:Iteration 140F (1609.218561 sec): 3 clusters Score: Raw -3839471.375743 + Penalty 3369.847411 = -3836101.528333 nChanged 53 SP:Iteration 141Q (1609.274699 sec): 3 clusters Score: Raw -3839482.375862 + Penalty 3369.847411 = -3836112.528451 nChanged 46 SP:Iteration 142Q (1609.323877 sec): 3 clusters Score: Raw -3839491.622919 + Penalty 3369.847411 = -3836121.775508 nChanged 41 SP:Iteration 143Q (1609.382913 sec): 3 clusters Score: Raw -3839500.147561 + Penalty 3369.847411 = -3836130.300150 nChanged 33 SP:Iteration 144Q (1609.432134 sec): 3 clusters Score: Raw -3839507.318209 + Penalty 3369.847411 = -3836137.470798 nChanged 38 SP:Iteration 145Q (1609.482531 sec): 3 clusters Score: Raw -3839515.005605 + Penalty 3369.847411 = -3836145.158195 nChanged 43 SP:Iteration 146Q (1609.532231 sec): 3 clusters Score: Raw -3839524.541614 + Penalty 3369.847411 = -3836154.694203 nChanged 37 SP:Iteration 147Q (1609.586085 sec): 3 clusters Score: Raw -3839532.547810 + Penalty 3369.847411 = -3836162.700399 nChanged 38 SP:Iteration 148Q (1609.635825 sec): 3 clusters Score: Raw -3839540.766327 + Penalty 3369.847411 = -3836170.918916 nChanged 28 SP:Iteration 149Q (1609.685853 sec): 3 clusters Score: Raw -3839548.575040 + Penalty 3369.847411 = -3836178.727630 nChanged 37 SP:Iteration 150Q (1609.735784 sec): 3 clusters Score: Raw -3839556.860965 + Penalty 3369.847411 = -3836187.013554 nChanged 30 SP:Iteration 151Q (1609.785617 sec): 3 clusters Score: Raw -3839563.118433 + Penalty 3369.847411 = -3836193.271022 nChanged 34 SP:Iteration 152Q (1609.835567 sec): 3 clusters Score: Raw -3839570.729374 + Penalty 3369.847411 = -3836200.881963 nChanged 31 SP:Iteration 153Q (1609.885261 sec): 3 clusters Score: Raw -3839577.266128 + Penalty 3369.847411 = -3836207.418717 nChanged 27 SP:Iteration 154Q (1609.934817 sec): 3 clusters Score: Raw -3839584.913440 + Penalty 3369.847411 = -3836215.066030 nChanged 24 SP:Iteration 155Q (1609.993773 sec): 3 clusters Score: Raw -3839590.272314 + Penalty 3369.847411 = -3836220.424904 nChanged 17 SP:Iteration 156Q (1610.055698 sec): 3 clusters Score: Raw -3839593.074071 + Penalty 3369.847411 = -3836223.226660 nChanged 12 SP:Iteration 157Q (1610.105222 sec): 3 clusters Score: Raw -3839595.314498 + Penalty 3369.847411 = -3836225.467087 nChanged 13 SP:Iteration 158Q (1610.165960 sec): 3 clusters Score: Raw -3839598.006331 + Penalty 3369.847411 = -3836228.158920 nChanged 5 SP:Iteration 159Q (1610.215268 sec): 3 clusters Score: Raw -3839598.579519 + Penalty 3369.847411 = -3836228.732109 nChanged 6 SP:Iteration 160F (1610.274828 sec): 3 clusters Score: Raw -3839599.886555 + Penalty 3369.847411 = -3836230.039145 nChanged 9 SP:Iteration 161Q (1610.324085 sec): 3 clusters Score: Raw -3839601.473259 + Penalty 3369.847411 = -3836231.625848 nChanged 12 SP:Iteration 162Q (1610.373803 sec): 3 clusters Score: Raw -3839604.233416 + Penalty 3369.847411 = -3836234.386005 nChanged 16 SP:Iteration 163Q (1610.457217 sec): 3 clusters Score: Raw -3839607.320764 + Penalty 3369.847411 = -3836237.473354 nChanged 14 SP:Iteration 164Q (1610.516816 sec): 3 clusters Score: Raw -3839610.044093 + Penalty 3369.847411 = -3836240.196682 nChanged 7 SP:Iteration 165Q (1610.571551 sec): 3 clusters Score: Raw -3839612.253353 + Penalty 3369.847411 = -3836242.405943 nChanged 8 SP:Iteration 166Q (1610.621251 sec): 3 clusters Score: Raw -3839614.580120 + Penalty 3369.847411 = -3836244.732709 nChanged 12 SP:Iteration 167Q (1610.670993 sec): 3 clusters Score: Raw -3839616.604284 + Penalty 3369.847411 = -3836246.756874 nChanged 13 SP:Iteration 168Q (1610.731171 sec): 3 clusters Score: Raw -3839619.726099 + Penalty 3369.847411 = -3836249.878689 nChanged 7 SP:Iteration 169Q (1610.780023 sec): 3 clusters Score: Raw -3839621.015410 + Penalty 3369.847411 = -3836251.168000 nChanged 5 SP:Iteration 170Q (1610.860818 sec): 3 clusters Score: Raw -3839621.837037 + Penalty 3369.847411 = -3836251.989627 nChanged 5 SP:Iteration 171Q (1610.910422 sec): 3 clusters Score: Raw -3839622.559486 + Penalty 3369.847411 = -3836252.712076 nChanged 6 SP:Iteration 172Q (1610.968156 sec): 3 clusters Score: Raw -3839623.253463 + Penalty 3369.847411 = -3836253.406053 nChanged 4 SP:Iteration 173Q (1611.022943 sec): 3 clusters Score: Raw -3839624.050717 + Penalty 3369.847411 = -3836254.203306 nChanged 5 SP:Iteration 174Q (1611.074180 sec): 3 clusters Score: Raw -3839624.808963 + Penalty 3369.847411 = -3836254.961552 nChanged 5 SP:Iteration 175Q (1611.134253 sec): 3 clusters Score: Raw -3839625.549530 + Penalty 3369.847411 = -3836255.702119 nChanged 5 SP:Iteration 176Q (1611.200411 sec): 3 clusters Score: Raw -3839626.523841 + Penalty 3369.847411 = -3836256.676430 nChanged 5 SP:Iteration 177Q (1611.250318 sec): 3 clusters Score: Raw -3839627.447188 + Penalty 3369.847411 = -3836257.599777 nChanged 7 SP:Iteration 178Q (1611.312302 sec): 3 clusters Score: Raw -3839628.680708 + Penalty 3369.847411 = -3836258.833298 nChanged 7 SP:Iteration 179Q (1611.382385 sec): 3 clusters Score: Raw -3839629.886912 + Penalty 3369.847411 = -3836260.039502 nChanged 4 SP:Iteration 180F (1611.454347 sec): 3 clusters Score: Raw -3839631.123399 + Penalty 3369.847411 = -3836261.275989 nChanged 7 SP:Iteration 181Q (1611.512203 sec): 3 clusters Score: Raw -3839632.867967 + Penalty 3369.847411 = -3836263.020556 nChanged 7 SP:Iteration 182Q (1611.568901 sec): 3 clusters Score: Raw -3839634.331990 + Penalty 3369.847411 = -3836264.484580 nChanged 7 SP:Iteration 183Q (1611.643841 sec): 3 clusters Score: Raw -3839636.200271 + Penalty 3369.847411 = -3836266.352861 nChanged 9 SP:Iteration 184Q (1611.696139 sec): 3 clusters Score: Raw -3839638.148683 + Penalty 3369.847411 = -3836268.301273 nChanged 4 SP:Iteration 185Q (1611.745728 sec): 3 clusters Score: Raw -3839638.872005 + Penalty 3369.847411 = -3836269.024594 nChanged 5 SP:Iteration 186Q (1611.799525 sec): 3 clusters Score: Raw -3839640.080694 + Penalty 3369.847411 = -3836270.233283 nChanged 3 SP:Iteration 187Q (1611.848848 sec): 3 clusters Score: Raw -3839640.689305 + Penalty 3369.847411 = -3836270.841895 nChanged 0 SP:Iteration 188F (1611.918230 sec): 3 clusters Score: Raw -3839640.689305 + Penalty 3369.847411 = -3836270.841895 nChanged 0 Trying to split cluster 13 (60951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1611.998558 sec): 2 clusters Score: Raw -7602639.931632 + Penalty 1790.396651 = -7600849.534981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1612.103797 sec): 3 clusters Score: Raw -7563428.318322 + Penalty 3580.793301 = -7559847.525021 nChanged 29000 SP:Iteration 1F (1612.221405 sec): 3 clusters Score: Raw -7580199.116588 + Penalty 3580.793301 = -7576618.323287 nChanged 2284 SP:Iteration 2Q (1612.330760 sec): 3 clusters Score: Raw -7580860.701014 + Penalty 3580.793301 = -7577279.907713 nChanged 2465 SP:Iteration 3Q (1612.444207 sec): 3 clusters Score: Raw -7581672.147145 + Penalty 3580.793301 = -7578091.353844 nChanged 2597 SP:Iteration 4Q (1612.552991 sec): 3 clusters Score: Raw -7582652.986227 + Penalty 3580.793301 = -7579072.192926 nChanged 2907 SP:Iteration 5Q (1612.669366 sec): 3 clusters Score: Raw -7583910.018452 + Penalty 3580.793301 = -7580329.225151 nChanged 3190 SP:Iteration 6F (1612.782024 sec): 3 clusters Score: Raw -7585450.673622 + Penalty 3580.793301 = -7581869.880321 nChanged 3396 SP:Iteration 7F (1612.910019 sec): 3 clusters Score: Raw -7587308.576553 + Penalty 3580.793301 = -7583727.783252 nChanged 3441 SP:Iteration 8F (1613.012744 sec): 3 clusters Score: Raw -7589271.851234 + Penalty 3580.793301 = -7585691.057933 nChanged 3238 SP:Iteration 9F (1613.114965 sec): 3 clusters Score: Raw -7591048.989805 + Penalty 3580.793301 = -7587468.196503 nChanged 2751 SP:Iteration 10Q (1613.235387 sec): 3 clusters Score: Raw -7592551.745170 + Penalty 3580.793301 = -7588970.951869 nChanged 2365 SP:Iteration 11Q (1613.351242 sec): 3 clusters Score: Raw -7593929.604601 + Penalty 3580.793301 = -7590348.811300 nChanged 2100 SP:Iteration 12Q (1613.461199 sec): 3 clusters Score: Raw -7595187.759693 + Penalty 3580.793301 = -7591606.966392 nChanged 1813 SP:Iteration 13Q (1613.573861 sec): 3 clusters Score: Raw -7596160.949359 + Penalty 3580.793301 = -7592580.156058 nChanged 1450 SP:Iteration 14Q (1613.678912 sec): 3 clusters Score: Raw -7596790.533494 + Penalty 3580.793301 = -7593209.740193 nChanged 1115 SP:Iteration 15Q (1613.783214 sec): 3 clusters Score: Raw -7597202.664563 + Penalty 3580.793301 = -7593621.871262 nChanged 975 SP:Iteration 16Q (1613.886435 sec): 3 clusters Score: Raw -7597549.073154 + Penalty 3580.793301 = -7593968.279853 nChanged 878 SP:Iteration 17Q (1613.989521 sec): 3 clusters Score: Raw -7597861.380356 + Penalty 3580.793301 = -7594280.587055 nChanged 862 SP:Iteration 18Q (1614.091412 sec): 3 clusters Score: Raw -7598194.361873 + Penalty 3580.793301 = -7594613.568572 nChanged 861 SP:Iteration 19Q (1614.192770 sec): 3 clusters Score: Raw -7598539.233926 + Penalty 3580.793301 = -7594958.440625 nChanged 834 SP:Iteration 20F (1614.303202 sec): 3 clusters Score: Raw -7598895.696052 + Penalty 3580.793301 = -7595314.902751 nChanged 830 SP:Iteration 21Q (1614.403146 sec): 3 clusters Score: Raw -7599265.074772 + Penalty 3580.793301 = -7595684.281471 nChanged 893 SP:Iteration 22Q (1614.503067 sec): 3 clusters Score: Raw -7599702.279453 + Penalty 3580.793301 = -7596121.486152 nChanged 849 SP:Iteration 23Q (1614.606214 sec): 3 clusters Score: Raw -7600092.911877 + Penalty 3580.793301 = -7596512.118576 nChanged 787 SP:Iteration 24Q (1614.718338 sec): 3 clusters Score: Raw -7600418.121690 + Penalty 3580.793301 = -7596837.328389 nChanged 694 SP:Iteration 25Q (1614.814799 sec): 3 clusters Score: Raw -7600673.608437 + Penalty 3580.793301 = -7597092.815136 nChanged 606 SP:Iteration 26Q (1614.910221 sec): 3 clusters Score: Raw -7600864.039479 + Penalty 3580.793301 = -7597283.246178 nChanged 529 SP:Iteration 27Q (1615.005605 sec): 3 clusters Score: Raw -7601018.696137 + Penalty 3580.793301 = -7597437.902836 nChanged 452 SP:Iteration 28Q (1615.099944 sec): 3 clusters Score: Raw -7601139.063447 + Penalty 3580.793301 = -7597558.270146 nChanged 416 SP:Iteration 29Q (1615.193074 sec): 3 clusters Score: Raw -7601251.834847 + Penalty 3580.793301 = -7597671.041546 nChanged 425 SP:Iteration 30Q (1615.284714 sec): 3 clusters Score: Raw -7601362.986982 + Penalty 3580.793301 = -7597782.193681 nChanged 397 SP:Iteration 31Q (1615.378188 sec): 3 clusters Score: Raw -7601456.843054 + Penalty 3580.793301 = -7597876.049753 nChanged 372 SP:Iteration 32Q (1615.477169 sec): 3 clusters Score: Raw -7601544.163539 + Penalty 3580.793301 = -7597963.370238 nChanged 355 SP:Iteration 33Q (1615.572363 sec): 3 clusters Score: Raw -7601626.270886 + Penalty 3580.793301 = -7598045.477585 nChanged 332 SP:Iteration 34Q (1615.664868 sec): 3 clusters Score: Raw -7601696.131605 + Penalty 3580.793301 = -7598115.338304 nChanged 293 SP:Iteration 35Q (1615.756707 sec): 3 clusters Score: Raw -7601754.885568 + Penalty 3580.793301 = -7598174.092267 nChanged 303 SP:Iteration 36Q (1615.857337 sec): 3 clusters Score: Raw -7601814.103110 + Penalty 3580.793301 = -7598233.309809 nChanged 298 SP:Iteration 37Q (1615.948365 sec): 3 clusters Score: Raw -7601875.674280 + Penalty 3580.793301 = -7598294.880978 nChanged 278 SP:Iteration 38Q (1616.039676 sec): 3 clusters Score: Raw -7601931.640660 + Penalty 3580.793301 = -7598350.847359 nChanged 276 SP:Iteration 39Q (1616.133039 sec): 3 clusters Score: Raw -7601988.796287 + Penalty 3580.793301 = -7598408.002986 nChanged 253 SP:Iteration 40F (1616.235282 sec): 3 clusters Score: Raw -7602036.295904 + Penalty 3580.793301 = -7598455.502602 nChanged 234 SP:Iteration 41Q (1616.335110 sec): 3 clusters Score: Raw -7602076.456873 + Penalty 3580.793301 = -7598495.663572 nChanged 210 SP:Iteration 42Q (1616.433060 sec): 3 clusters Score: Raw -7602112.001066 + Penalty 3580.793301 = -7598531.207765 nChanged 196 SP:Iteration 43Q (1616.530703 sec): 3 clusters Score: Raw -7602145.140872 + Penalty 3580.793301 = -7598564.347571 nChanged 197 SP:Iteration 44Q (1616.621508 sec): 3 clusters Score: Raw -7602181.089281 + Penalty 3580.793301 = -7598600.295980 nChanged 191 SP:Iteration 45Q (1616.712598 sec): 3 clusters Score: Raw -7602214.796295 + Penalty 3580.793301 = -7598634.002994 nChanged 187 SP:Iteration 46Q (1616.804078 sec): 3 clusters Score: Raw -7602245.891857 + Penalty 3580.793301 = -7598665.098556 nChanged 185 SP:Iteration 47Q (1616.895251 sec): 3 clusters Score: Raw -7602277.307562 + Penalty 3580.793301 = -7598696.514261 nChanged 167 SP:Iteration 48Q (1616.984638 sec): 3 clusters Score: Raw -7602305.085084 + Penalty 3580.793301 = -7598724.291783 nChanged 157 SP:Iteration 49Q (1617.097226 sec): 3 clusters Score: Raw -7602330.428294 + Penalty 3580.793301 = -7598749.634993 nChanged 136 SP:Iteration 50Q (1617.187337 sec): 3 clusters Score: Raw -7602351.953760 + Penalty 3580.793301 = -7598771.160459 nChanged 138 SP:Iteration 51Q (1617.280291 sec): 3 clusters Score: Raw -7602371.389548 + Penalty 3580.793301 = -7598790.596247 nChanged 113 SP:Iteration 52Q (1617.394172 sec): 3 clusters Score: Raw -7602387.624902 + Penalty 3580.793301 = -7598806.831601 nChanged 110 SP:Iteration 53Q (1617.483589 sec): 3 clusters Score: Raw -7602401.790444 + Penalty 3580.793301 = -7598820.997143 nChanged 101 SP:Iteration 54Q (1617.592011 sec): 3 clusters Score: Raw -7602414.524359 + Penalty 3580.793301 = -7598833.731058 nChanged 88 SP:Iteration 55Q (1617.680413 sec): 3 clusters Score: Raw -7602425.030464 + Penalty 3580.793301 = -7598844.237163 nChanged 76 SP:Iteration 56Q (1617.768917 sec): 3 clusters Score: Raw -7602434.548563 + Penalty 3580.793301 = -7598853.755262 nChanged 75 SP:Iteration 57Q (1617.857301 sec): 3 clusters Score: Raw -7602444.931938 + Penalty 3580.793301 = -7598864.138637 nChanged 84 SP:Iteration 58Q (1617.947090 sec): 3 clusters Score: Raw -7602454.972223 + Penalty 3580.793301 = -7598874.178922 nChanged 63 SP:Iteration 59Q (1618.033898 sec): 3 clusters Score: Raw -7602463.500565 + Penalty 3580.793301 = -7598882.707264 nChanged 77 SP:Iteration 60F (1618.142956 sec): 3 clusters Score: Raw -7602473.972848 + Penalty 3580.793301 = -7598893.179547 nChanged 76 SP:Iteration 61Q (1618.231573 sec): 3 clusters Score: Raw -7602483.288735 + Penalty 3580.793301 = -7598902.495434 nChanged 74 SP:Iteration 62Q (1618.318971 sec): 3 clusters Score: Raw -7602491.297556 + Penalty 3580.793301 = -7598910.504255 nChanged 78 SP:Iteration 63Q (1618.405622 sec): 3 clusters Score: Raw -7602500.020791 + Penalty 3580.793301 = -7598919.227490 nChanged 70 SP:Iteration 64Q (1618.503687 sec): 3 clusters Score: Raw -7602510.388233 + Penalty 3580.793301 = -7598929.594932 nChanged 85 SP:Iteration 65Q (1618.591971 sec): 3 clusters Score: Raw -7602522.595493 + Penalty 3580.793301 = -7598941.802192 nChanged 86 SP:Iteration 66Q (1618.679751 sec): 3 clusters Score: Raw -7602535.755593 + Penalty 3580.793301 = -7598954.962292 nChanged 96 SP:Iteration 67Q (1618.769243 sec): 3 clusters Score: Raw -7602553.004087 + Penalty 3580.793301 = -7598972.210786 nChanged 113 SP:Iteration 68Q (1618.856647 sec): 3 clusters Score: Raw -7602574.919684 + Penalty 3580.793301 = -7598994.126383 nChanged 112 SP:Iteration 69Q (1618.975508 sec): 3 clusters Score: Raw -7602596.267836 + Penalty 3580.793301 = -7599015.474535 nChanged 112 SP:Iteration 70Q (1619.073177 sec): 3 clusters Score: Raw -7602616.863310 + Penalty 3580.793301 = -7599036.070009 nChanged 101 SP:Iteration 71Q (1619.173495 sec): 3 clusters Score: Raw -7602639.145540 + Penalty 3580.793301 = -7599058.352239 nChanged 99 SP:Iteration 72Q (1619.292042 sec): 3 clusters Score: Raw -7602657.408256 + Penalty 3580.793301 = -7599076.614955 nChanged 100 SP:Iteration 73Q (1619.403166 sec): 3 clusters Score: Raw -7602678.478328 + Penalty 3580.793301 = -7599097.685027 nChanged 88 SP:Iteration 74Q (1619.513343 sec): 3 clusters Score: Raw -7602692.896868 + Penalty 3580.793301 = -7599112.103567 nChanged 81 SP:Iteration 75Q (1619.616190 sec): 3 clusters Score: Raw -7602706.574427 + Penalty 3580.793301 = -7599125.781126 nChanged 74 SP:Iteration 76Q (1619.711377 sec): 3 clusters Score: Raw -7602717.464700 + Penalty 3580.793301 = -7599136.671399 nChanged 66 SP:Iteration 77Q (1619.813202 sec): 3 clusters Score: Raw -7602726.559798 + Penalty 3580.793301 = -7599145.766497 nChanged 54 SP:Iteration 78Q (1619.900923 sec): 3 clusters Score: Raw -7602734.248165 + Penalty 3580.793301 = -7599153.454864 nChanged 49 SP:Iteration 79Q (1619.990319 sec): 3 clusters Score: Raw -7602741.913118 + Penalty 3580.793301 = -7599161.119817 nChanged 49 SP:Iteration 80F (1620.114107 sec): 3 clusters Score: Raw -7602748.826874 + Penalty 3580.793301 = -7599168.033573 nChanged 48 SP:Iteration 81Q (1620.200168 sec): 3 clusters Score: Raw -7602755.936821 + Penalty 3580.793301 = -7599175.143520 nChanged 50 SP:Iteration 82Q (1620.287923 sec): 3 clusters Score: Raw -7602762.418115 + Penalty 3580.793301 = -7599181.624814 nChanged 39 SP:Iteration 83Q (1620.375215 sec): 3 clusters Score: Raw -7602767.441359 + Penalty 3580.793301 = -7599186.648058 nChanged 36 SP:Iteration 84Q (1620.460913 sec): 3 clusters Score: Raw -7602771.653285 + Penalty 3580.793301 = -7599190.859984 nChanged 29 SP:Iteration 85Q (1620.561428 sec): 3 clusters Score: Raw -7602775.838235 + Penalty 3580.793301 = -7599195.044934 nChanged 37 SP:Iteration 86Q (1620.646552 sec): 3 clusters Score: Raw -7602780.154777 + Penalty 3580.793301 = -7599199.361476 nChanged 27 SP:Iteration 87Q (1620.735648 sec): 3 clusters Score: Raw -7602783.653104 + Penalty 3580.793301 = -7599202.859803 nChanged 20 SP:Iteration 88Q (1620.820865 sec): 3 clusters Score: Raw -7602785.703143 + Penalty 3580.793301 = -7599204.909842 nChanged 12 SP:Iteration 89Q (1620.906907 sec): 3 clusters Score: Raw -7602786.946702 + Penalty 3580.793301 = -7599206.153400 nChanged 18 SP:Iteration 90Q (1620.993338 sec): 3 clusters Score: Raw -7602788.840246 + Penalty 3580.793301 = -7599208.046945 nChanged 16 SP:Iteration 91Q (1621.085526 sec): 3 clusters Score: Raw -7602790.819743 + Penalty 3580.793301 = -7599210.026442 nChanged 17 SP:Iteration 92Q (1621.177112 sec): 3 clusters Score: Raw -7602792.549948 + Penalty 3580.793301 = -7599211.756647 nChanged 15 SP:Iteration 93Q (1621.269586 sec): 3 clusters Score: Raw -7602794.577636 + Penalty 3580.793301 = -7599213.784335 nChanged 22 SP:Iteration 94Q (1621.355633 sec): 3 clusters Score: Raw -7602797.029101 + Penalty 3580.793301 = -7599216.235800 nChanged 16 SP:Iteration 95Q (1621.444050 sec): 3 clusters Score: Raw -7602798.960924 + Penalty 3580.793301 = -7599218.167623 nChanged 15 SP:Iteration 96Q (1621.538529 sec): 3 clusters Score: Raw -7602800.409829 + Penalty 3580.793301 = -7599219.616528 nChanged 11 SP:Iteration 97Q (1621.648318 sec): 3 clusters Score: Raw -7602801.498549 + Penalty 3580.793301 = -7599220.705248 nChanged 11 SP:Iteration 98Q (1621.762009 sec): 3 clusters Score: Raw -7602802.399666 + Penalty 3580.793301 = -7599221.606365 nChanged 12 SP:Iteration 99Q (1621.850131 sec): 3 clusters Score: Raw -7602803.185062 + Penalty 3580.793301 = -7599222.391761 nChanged 8 SP:Iteration 100F (1621.952586 sec): 3 clusters Score: Raw -7602803.855579 + Penalty 3580.793301 = -7599223.062278 nChanged 6 SP:Iteration 101Q (1622.053065 sec): 3 clusters Score: Raw -7602804.272767 + Penalty 3580.793301 = -7599223.479466 nChanged 7 SP:Iteration 102Q (1622.140919 sec): 3 clusters Score: Raw -7602804.826919 + Penalty 3580.793301 = -7599224.033618 nChanged 7 SP:Iteration 103Q (1622.229827 sec): 3 clusters Score: Raw -7602805.284078 + Penalty 3580.793301 = -7599224.490777 nChanged 6 SP:Iteration 104Q (1622.314214 sec): 3 clusters Score: Raw -7602805.626630 + Penalty 3580.793301 = -7599224.833329 nChanged 3 SP:Iteration 105Q (1622.401741 sec): 3 clusters Score: Raw -7602805.917123 + Penalty 3580.793301 = -7599225.123822 nChanged 2 SP:Iteration 106Q (1622.500663 sec): 3 clusters Score: Raw -7602805.994734 + Penalty 3580.793301 = -7599225.201433 nChanged 4 SP:Iteration 107Q (1622.613362 sec): 3 clusters Score: Raw -7602806.255673 + Penalty 3580.793301 = -7599225.462372 nChanged 2 SP:Iteration 108Q (1622.699398 sec): 3 clusters Score: Raw -7602806.333354 + Penalty 3580.793301 = -7599225.540053 nChanged 1 SP:Iteration 109Q (1622.792276 sec): 3 clusters Score: Raw -7602806.430818 + Penalty 3580.793301 = -7599225.637517 nChanged 0 SP:Iteration 110F (1622.894289 sec): 3 clusters Score: Raw -7602806.430818 + Penalty 3580.793301 = -7599225.637517 nChanged 0 Trying to split cluster 14 (13072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1622.912218 sec): 2 clusters Score: Raw -1510157.855174 + Penalty 1540.212020 = -1508617.643154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1622.951284 sec): 3 clusters Score: Raw -1502580.871400 + Penalty 3080.424041 = -1499500.447360 nChanged 5747 SP:Iteration 1F (1622.985061 sec): 3 clusters Score: Raw -1505833.626977 + Penalty 3080.424041 = -1502753.202936 nChanged 861 SP:Iteration 2F (1623.052579 sec): 3 clusters Score: Raw -1506367.152676 + Penalty 3080.424041 = -1503286.728635 nChanged 915 SP:Iteration 3F (1623.093036 sec): 3 clusters Score: Raw -1507003.278379 + Penalty 3080.424041 = -1503922.854338 nChanged 1010 SP:Iteration 4F (1623.126677 sec): 3 clusters Score: Raw -1507882.530217 + Penalty 3080.424041 = -1504802.106177 nChanged 1060 SP:Iteration 5F (1623.168615 sec): 3 clusters Score: Raw -1508857.954405 + Penalty 3080.424041 = -1505777.530365 nChanged 947 SP:Iteration 6F (1623.211157 sec): 3 clusters Score: Raw -1509707.028068 + Penalty 3080.424041 = -1506626.604028 nChanged 659 SP:Iteration 7F (1623.244972 sec): 3 clusters Score: Raw -1510246.552839 + Penalty 3080.424041 = -1507166.128798 nChanged 444 SP:Iteration 8Q (1623.278656 sec): 3 clusters Score: Raw -1510547.335264 + Penalty 3080.424041 = -1507466.911223 nChanged 288 SP:Iteration 9Q (1623.338408 sec): 3 clusters Score: Raw -1510725.821111 + Penalty 3080.424041 = -1507645.397070 nChanged 185 SP:Iteration 10Q (1623.373367 sec): 3 clusters Score: Raw -1510855.109875 + Penalty 3080.424041 = -1507774.685834 nChanged 148 SP:Iteration 11Q (1623.406435 sec): 3 clusters Score: Raw -1510990.737942 + Penalty 3080.424041 = -1507910.313901 nChanged 123 SP:Iteration 12Q (1623.438988 sec): 3 clusters Score: Raw -1511122.036578 + Penalty 3080.424041 = -1508041.612537 nChanged 100 SP:Iteration 13Q (1623.474828 sec): 3 clusters Score: Raw -1511208.670264 + Penalty 3080.424041 = -1508128.246224 nChanged 69 SP:Iteration 14Q (1623.510613 sec): 3 clusters Score: Raw -1511245.214521 + Penalty 3080.424041 = -1508164.790480 nChanged 44 SP:Iteration 15Q (1623.540460 sec): 3 clusters Score: Raw -1511263.221315 + Penalty 3080.424041 = -1508182.797274 nChanged 36 SP:Iteration 16Q (1623.579840 sec): 3 clusters Score: Raw -1511278.256480 + Penalty 3080.424041 = -1508197.832440 nChanged 32 SP:Iteration 17Q (1623.609076 sec): 3 clusters Score: Raw -1511288.667722 + Penalty 3080.424041 = -1508208.243682 nChanged 17 SP:Iteration 18Q (1623.638219 sec): 3 clusters Score: Raw -1511293.504849 + Penalty 3080.424041 = -1508213.080808 nChanged 14 SP:Iteration 19Q (1623.671698 sec): 3 clusters Score: Raw -1511298.541273 + Penalty 3080.424041 = -1508218.117232 nChanged 14 SP:Iteration 20F (1623.705439 sec): 3 clusters Score: Raw -1511302.346208 + Penalty 3080.424041 = -1508221.922167 nChanged 10 SP:Iteration 21Q (1623.734464 sec): 3 clusters Score: Raw -1511303.932138 + Penalty 3080.424041 = -1508223.508098 nChanged 6 SP:Iteration 22Q (1623.763503 sec): 3 clusters Score: Raw -1511305.366575 + Penalty 3080.424041 = -1508224.942534 nChanged 2 SP:Iteration 23Q (1623.793385 sec): 3 clusters Score: Raw -1511305.823167 + Penalty 3080.424041 = -1508225.399127 nChanged 1 SP:Iteration 24Q (1623.832370 sec): 3 clusters Score: Raw -1511306.051943 + Penalty 3080.424041 = -1508225.627903 nChanged 0 SP:Iteration 25F (1623.876541 sec): 3 clusters Score: Raw -1511306.051943 + Penalty 3080.424041 = -1508225.627903 nChanged 0 Trying to split cluster 15 (3616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1623.892964 sec): 2 clusters Score: Raw -444356.891957 + Penalty 1331.382605 = -443025.509352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1623.914638 sec): 3 clusters Score: Raw -442608.420404 + Penalty 2662.765209 = -439945.655194 nChanged 1358 SP:Iteration 1F (1623.931140 sec): 3 clusters Score: Raw -443307.178126 + Penalty 2662.765209 = -440644.412916 nChanged 269 SP:Iteration 2F (1623.948495 sec): 3 clusters Score: Raw -443454.422087 + Penalty 2662.765209 = -440791.656878 nChanged 185 SP:Iteration 3F (1623.965918 sec): 3 clusters Score: Raw -443554.450817 + Penalty 2662.765209 = -440891.685607 nChanged 144 SP:Iteration 4Q (1623.983502 sec): 3 clusters Score: Raw -443625.568498 + Penalty 2662.765209 = -440962.803288 nChanged 96 SP:Iteration 5Q (1624.000933 sec): 3 clusters Score: Raw -443674.551046 + Penalty 2662.765209 = -441011.785837 nChanged 99 SP:Iteration 6Q (1624.018258 sec): 3 clusters Score: Raw -443722.747729 + Penalty 2662.765209 = -441059.982519 nChanged 78 SP:Iteration 7Q (1624.037485 sec): 3 clusters Score: Raw -443758.713621 + Penalty 2662.765209 = -441095.948412 nChanged 63 SP:Iteration 8Q (1624.054812 sec): 3 clusters Score: Raw -443785.828419 + Penalty 2662.765209 = -441123.063209 nChanged 59 SP:Iteration 9Q (1624.071358 sec): 3 clusters Score: Raw -443809.487829 + Penalty 2662.765209 = -441146.722620 nChanged 63 SP:Iteration 10Q (1624.088814 sec): 3 clusters Score: Raw -443833.371913 + Penalty 2662.765209 = -441170.606704 nChanged 52 SP:Iteration 11Q (1624.106207 sec): 3 clusters Score: Raw -443852.021209 + Penalty 2662.765209 = -441189.255999 nChanged 44 SP:Iteration 12Q (1624.123711 sec): 3 clusters Score: Raw -443871.762769 + Penalty 2662.765209 = -441208.997559 nChanged 50 SP:Iteration 13Q (1624.144873 sec): 3 clusters Score: Raw -443896.262924 + Penalty 2662.765209 = -441233.497715 nChanged 59 SP:Iteration 14Q (1624.161553 sec): 3 clusters Score: Raw -443925.837182 + Penalty 2662.765209 = -441263.071972 nChanged 67 SP:Iteration 15Q (1624.178948 sec): 3 clusters Score: Raw -443960.318112 + Penalty 2662.765209 = -441297.552902 nChanged 64 SP:Iteration 16Q (1624.194766 sec): 3 clusters Score: Raw -443998.199730 + Penalty 2662.765209 = -441335.434521 nChanged 64 SP:Iteration 17Q (1624.211273 sec): 3 clusters Score: Raw -444031.885987 + Penalty 2662.765209 = -441369.120778 nChanged 69 SP:Iteration 18Q (1624.236685 sec): 3 clusters Score: Raw -444070.356968 + Penalty 2662.765209 = -441407.591759 nChanged 53 SP:Iteration 19Q (1624.254102 sec): 3 clusters Score: Raw -444096.585500 + Penalty 2662.765209 = -441433.820290 nChanged 57 SP:Iteration 20F (1624.271395 sec): 3 clusters Score: Raw -444124.620022 + Penalty 2662.765209 = -441461.854813 nChanged 46 SP:Iteration 21Q (1624.288808 sec): 3 clusters Score: Raw -444144.180465 + Penalty 2662.765209 = -441481.415255 nChanged 37 SP:Iteration 22Q (1624.306053 sec): 3 clusters Score: Raw -444158.101539 + Penalty 2662.765209 = -441495.336330 nChanged 40 SP:Iteration 23Q (1624.323407 sec): 3 clusters Score: Raw -444175.985371 + Penalty 2662.765209 = -441513.220162 nChanged 36 SP:Iteration 24Q (1624.340584 sec): 3 clusters Score: Raw -444192.272538 + Penalty 2662.765209 = -441529.507329 nChanged 48 SP:Iteration 25Q (1624.357730 sec): 3 clusters Score: Raw -444217.536763 + Penalty 2662.765209 = -441554.771554 nChanged 46 SP:Iteration 26Q (1624.375054 sec): 3 clusters Score: Raw -444239.965396 + Penalty 2662.765209 = -441577.200186 nChanged 42 SP:Iteration 27Q (1624.392119 sec): 3 clusters Score: Raw -444259.348505 + Penalty 2662.765209 = -441596.583295 nChanged 48 SP:Iteration 28Q (1624.413649 sec): 3 clusters Score: Raw -444283.753684 + Penalty 2662.765209 = -441620.988475 nChanged 38 SP:Iteration 29Q (1624.435894 sec): 3 clusters Score: Raw -444305.685013 + Penalty 2662.765209 = -441642.919804 nChanged 37 SP:Iteration 30Q (1624.462136 sec): 3 clusters Score: Raw -444324.989121 + Penalty 2662.765209 = -441662.223911 nChanged 35 SP:Iteration 31Q (1624.479094 sec): 3 clusters Score: Raw -444340.353743 + Penalty 2662.765209 = -441677.588533 nChanged 28 SP:Iteration 32Q (1624.496146 sec): 3 clusters Score: Raw -444351.031400 + Penalty 2662.765209 = -441688.266190 nChanged 17 SP:Iteration 33Q (1624.511491 sec): 3 clusters Score: Raw -444356.109367 + Penalty 2662.765209 = -441693.344157 nChanged 14 SP:Iteration 34Q (1624.527775 sec): 3 clusters Score: Raw -444360.630228 + Penalty 2662.765209 = -441697.865018 nChanged 12 SP:Iteration 35Q (1624.544619 sec): 3 clusters Score: Raw -444364.184414 + Penalty 2662.765209 = -441701.419204 nChanged 9 SP:Iteration 36Q (1624.560884 sec): 3 clusters Score: Raw -444366.841810 + Penalty 2662.765209 = -441704.076600 nChanged 6 SP:Iteration 37Q (1624.577846 sec): 3 clusters Score: Raw -444367.777422 + Penalty 2662.765209 = -441705.012212 nChanged 4 SP:Iteration 38Q (1624.594646 sec): 3 clusters Score: Raw -444368.332015 + Penalty 2662.765209 = -441705.566806 nChanged 1 SP:Iteration 39Q (1624.612149 sec): 3 clusters Score: Raw -444368.535754 + Penalty 2662.765209 = -441705.770544 nChanged 1 SP:Iteration 40F (1624.638390 sec): 3 clusters Score: Raw -444369.203045 + Penalty 2662.765209 = -441706.437835 nChanged 1 SP:Iteration 41Q (1624.655272 sec): 3 clusters Score: Raw -444369.766517 + Penalty 2662.765209 = -441707.001308 nChanged 6 SP:Iteration 42Q (1624.672051 sec): 3 clusters Score: Raw -444372.179454 + Penalty 2662.765209 = -441709.414245 nChanged 3 SP:Iteration 43Q (1624.688778 sec): 3 clusters Score: Raw -444372.795123 + Penalty 2662.765209 = -441710.029913 nChanged 0 SP:Iteration 44F (1624.705246 sec): 3 clusters Score: Raw -444372.795123 + Penalty 2662.765209 = -441710.029913 nChanged 0 Trying to split cluster 16 (6158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1624.727171 sec): 2 clusters Score: Raw -809024.094504 + Penalty 1417.894941 = -807606.199563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1624.750208 sec): 3 clusters Score: Raw -805801.040915 + Penalty 2835.789882 = -802965.251034 nChanged 2556 SP:Iteration 1F (1624.773361 sec): 3 clusters Score: Raw -807303.141487 + Penalty 2835.789882 = -804467.351605 nChanged 450 SP:Iteration 2F (1624.795673 sec): 3 clusters Score: Raw -807607.400836 + Penalty 2835.789882 = -804771.610955 nChanged 404 SP:Iteration 3F (1624.818142 sec): 3 clusters Score: Raw -807919.350512 + Penalty 2835.789882 = -805083.560630 nChanged 391 SP:Iteration 4F (1624.846900 sec): 3 clusters Score: Raw -808276.306730 + Penalty 2835.789882 = -805440.516849 nChanged 369 SP:Iteration 5F (1624.890189 sec): 3 clusters Score: Raw -808631.885421 + Penalty 2835.789882 = -805796.095539 nChanged 351 SP:Iteration 6F (1624.912515 sec): 3 clusters Score: Raw -808980.355770 + Penalty 2835.789882 = -806144.565888 nChanged 323 SP:Iteration 7F (1624.934965 sec): 3 clusters Score: Raw -809298.357249 + Penalty 2835.789882 = -806462.567367 nChanged 260 SP:Iteration 8Q (1624.956899 sec): 3 clusters Score: Raw -809543.994696 + Penalty 2835.789882 = -806708.204814 nChanged 212 SP:Iteration 9Q (1624.978397 sec): 3 clusters Score: Raw -809706.532699 + Penalty 2835.789882 = -806870.742817 nChanged 162 SP:Iteration 10Q (1624.999694 sec): 3 clusters Score: Raw -809798.061581 + Penalty 2835.789882 = -806962.271699 nChanged 110 SP:Iteration 11Q (1625.021247 sec): 3 clusters Score: Raw -809848.046135 + Penalty 2835.789882 = -807012.256253 nChanged 59 SP:Iteration 12Q (1625.042953 sec): 3 clusters Score: Raw -809871.279586 + Penalty 2835.789882 = -807035.489704 nChanged 47 SP:Iteration 13Q (1625.093404 sec): 3 clusters Score: Raw -809885.246835 + Penalty 2835.789882 = -807049.456954 nChanged 30 SP:Iteration 14Q (1625.143178 sec): 3 clusters Score: Raw -809893.209617 + Penalty 2835.789882 = -807057.419735 nChanged 27 SP:Iteration 15Q (1625.164669 sec): 3 clusters Score: Raw -809900.619228 + Penalty 2835.789882 = -807064.829347 nChanged 28 SP:Iteration 16Q (1625.185927 sec): 3 clusters Score: Raw -809905.755195 + Penalty 2835.789882 = -807069.965313 nChanged 15 SP:Iteration 17Q (1625.207397 sec): 3 clusters Score: Raw -809908.589657 + Penalty 2835.789882 = -807072.799775 nChanged 12 SP:Iteration 18Q (1625.228791 sec): 3 clusters Score: Raw -809911.026483 + Penalty 2835.789882 = -807075.236601 nChanged 9 SP:Iteration 19Q (1625.250257 sec): 3 clusters Score: Raw -809912.895458 + Penalty 2835.789882 = -807077.105576 nChanged 10 SP:Iteration 20F (1625.272750 sec): 3 clusters Score: Raw -809915.706171 + Penalty 2835.789882 = -807079.916289 nChanged 5 SP:Iteration 21Q (1625.294044 sec): 3 clusters Score: Raw -809916.735465 + Penalty 2835.789882 = -807080.945583 nChanged 5 SP:Iteration 22Q (1625.315253 sec): 3 clusters Score: Raw -809917.310070 + Penalty 2835.789882 = -807081.520188 nChanged 3 SP:Iteration 23Q (1625.338835 sec): 3 clusters Score: Raw -809917.612952 + Penalty 2835.789882 = -807081.823070 nChanged 1 SP:Iteration 24Q (1625.363905 sec): 3 clusters Score: Raw -809917.665914 + Penalty 2835.789882 = -807081.876032 nChanged 1 SP:Iteration 25Q (1625.385229 sec): 3 clusters Score: Raw -809917.888430 + Penalty 2835.789882 = -807082.098549 nChanged 1 SP:Iteration 26Q (1625.429521 sec): 3 clusters Score: Raw -809917.960301 + Penalty 2835.789882 = -807082.170419 nChanged 1 SP:Iteration 27Q (1625.450908 sec): 3 clusters Score: Raw -809918.006313 + Penalty 2835.789882 = -807082.216431 nChanged 1 SP:Iteration 28Q (1625.472375 sec): 3 clusters Score: Raw -809918.124628 + Penalty 2835.789882 = -807082.334747 nChanged 2 SP:Iteration 29Q (1625.493604 sec): 3 clusters Score: Raw -809918.333815 + Penalty 2835.789882 = -807082.543933 nChanged 1 SP:Iteration 30Q (1625.518439 sec): 3 clusters Score: Raw -809918.441783 + Penalty 2835.789882 = -807082.651901 nChanged 1 SP:Iteration 31Q (1625.539850 sec): 3 clusters Score: Raw -809918.535770 + Penalty 2835.789882 = -807082.745888 nChanged 0 SP:Iteration 32F (1625.561344 sec): 3 clusters Score: Raw -809918.535770 + Penalty 2835.789882 = -807082.745888 nChanged 0 Trying to split cluster 17 (9117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1625.583581 sec): 2 clusters Score: Raw -1116713.954530 + Penalty 1481.658113 = -1115232.296417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1625.611636 sec): 3 clusters Score: Raw -1111596.884463 + Penalty 2963.316227 = -1108633.568237 nChanged 3899 SP:Iteration 1F (1625.638404 sec): 3 clusters Score: Raw -1113713.486269 + Penalty 2963.316227 = -1110750.170043 nChanged 622 SP:Iteration 2F (1625.664875 sec): 3 clusters Score: Raw -1114041.159683 + Penalty 2963.316227 = -1111077.843457 nChanged 592 SP:Iteration 3F (1625.691380 sec): 3 clusters Score: Raw -1114349.053866 + Penalty 2963.316227 = -1111385.737639 nChanged 514 SP:Iteration 4F (1625.717624 sec): 3 clusters Score: Raw -1114680.143212 + Penalty 2963.316227 = -1111716.826986 nChanged 533 SP:Iteration 5F (1625.750176 sec): 3 clusters Score: Raw -1115074.479579 + Penalty 2963.316227 = -1112111.163352 nChanged 510 SP:Iteration 6F (1625.785987 sec): 3 clusters Score: Raw -1115424.643809 + Penalty 2963.316227 = -1112461.327582 nChanged 415 SP:Iteration 7Q (1625.812457 sec): 3 clusters Score: Raw -1115714.591663 + Penalty 2963.316227 = -1112751.275436 nChanged 369 SP:Iteration 8Q (1625.872604 sec): 3 clusters Score: Raw -1115988.175906 + Penalty 2963.316227 = -1113024.859679 nChanged 340 SP:Iteration 9Q (1625.898978 sec): 3 clusters Score: Raw -1116244.741466 + Penalty 2963.316227 = -1113281.425240 nChanged 238 SP:Iteration 10Q (1625.924976 sec): 3 clusters Score: Raw -1116407.682317 + Penalty 2963.316227 = -1113444.366090 nChanged 188 SP:Iteration 11Q (1625.950581 sec): 3 clusters Score: Raw -1116551.187339 + Penalty 2963.316227 = -1113587.871113 nChanged 158 SP:Iteration 12Q (1625.979255 sec): 3 clusters Score: Raw -1116691.460342 + Penalty 2963.316227 = -1113728.144116 nChanged 155 SP:Iteration 13Q (1626.004473 sec): 3 clusters Score: Raw -1116830.516957 + Penalty 2963.316227 = -1113867.200730 nChanged 146 SP:Iteration 14Q (1626.029396 sec): 3 clusters Score: Raw -1116936.990618 + Penalty 2963.316227 = -1113973.674391 nChanged 112 SP:Iteration 15Q (1626.054211 sec): 3 clusters Score: Raw -1117016.341573 + Penalty 2963.316227 = -1114053.025346 nChanged 101 SP:Iteration 16Q (1626.078767 sec): 3 clusters Score: Raw -1117078.213021 + Penalty 2963.316227 = -1114114.896794 nChanged 76 SP:Iteration 17Q (1626.103128 sec): 3 clusters Score: Raw -1117118.644183 + Penalty 2963.316227 = -1114155.327956 nChanged 57 SP:Iteration 18Q (1626.130158 sec): 3 clusters Score: Raw -1117140.005691 + Penalty 2963.316227 = -1114176.689464 nChanged 33 SP:Iteration 19Q (1626.154298 sec): 3 clusters Score: Raw -1117153.490605 + Penalty 2963.316227 = -1114190.174378 nChanged 31 SP:Iteration 20F (1626.180777 sec): 3 clusters Score: Raw -1117162.757106 + Penalty 2963.316227 = -1114199.440880 nChanged 17 SP:Iteration 21Q (1626.204828 sec): 3 clusters Score: Raw -1117166.720589 + Penalty 2963.316227 = -1114203.404363 nChanged 12 SP:Iteration 22Q (1626.229059 sec): 3 clusters Score: Raw -1117169.988789 + Penalty 2963.316227 = -1114206.672563 nChanged 14 SP:Iteration 23Q (1626.257345 sec): 3 clusters Score: Raw -1117172.433096 + Penalty 2963.316227 = -1114209.116869 nChanged 4 SP:Iteration 24Q (1626.281627 sec): 3 clusters Score: Raw -1117173.595380 + Penalty 2963.316227 = -1114210.279153 nChanged 5 SP:Iteration 25Q (1626.305693 sec): 3 clusters Score: Raw -1117174.861908 + Penalty 2963.316227 = -1114211.545681 nChanged 4 SP:Iteration 26Q (1626.329759 sec): 3 clusters Score: Raw -1117175.724177 + Penalty 2963.316227 = -1114212.407950 nChanged 5 SP:Iteration 27Q (1626.353711 sec): 3 clusters Score: Raw -1117178.196054 + Penalty 2963.316227 = -1114214.879828 nChanged 9 SP:Iteration 28Q (1626.377898 sec): 3 clusters Score: Raw -1117181.192972 + Penalty 2963.316227 = -1114217.876746 nChanged 10 SP:Iteration 29Q (1626.401922 sec): 3 clusters Score: Raw -1117183.538524 + Penalty 2963.316227 = -1114220.222297 nChanged 10 SP:Iteration 30Q (1626.425858 sec): 3 clusters Score: Raw -1117186.832534 + Penalty 2963.316227 = -1114223.516307 nChanged 11 SP:Iteration 31Q (1626.449860 sec): 3 clusters Score: Raw -1117189.473475 + Penalty 2963.316227 = -1114226.157248 nChanged 8 SP:Iteration 32Q (1626.473977 sec): 3 clusters Score: Raw -1117191.613861 + Penalty 2963.316227 = -1114228.297634 nChanged 6 SP:Iteration 33Q (1626.498026 sec): 3 clusters Score: Raw -1117193.055550 + Penalty 2963.316227 = -1114229.739324 nChanged 7 SP:Iteration 34Q (1626.524876 sec): 3 clusters Score: Raw -1117194.923798 + Penalty 2963.316227 = -1114231.607571 nChanged 8 SP:Iteration 35Q (1626.549021 sec): 3 clusters Score: Raw -1117197.312142 + Penalty 2963.316227 = -1114233.995915 nChanged 6 SP:Iteration 36Q (1626.572886 sec): 3 clusters Score: Raw -1117198.743474 + Penalty 2963.316227 = -1114235.427248 nChanged 7 SP:Iteration 37Q (1626.596654 sec): 3 clusters Score: Raw -1117201.559772 + Penalty 2963.316227 = -1114238.243546 nChanged 9 SP:Iteration 38Q (1626.628499 sec): 3 clusters Score: Raw -1117204.565971 + Penalty 2963.316227 = -1114241.249744 nChanged 10 SP:Iteration 39Q (1626.652400 sec): 3 clusters Score: Raw -1117207.438133 + Penalty 2963.316227 = -1114244.121906 nChanged 5 SP:Iteration 40F (1626.679033 sec): 3 clusters Score: Raw -1117209.032012 + Penalty 2963.316227 = -1114245.715786 nChanged 5 SP:Iteration 41Q (1626.703124 sec): 3 clusters Score: Raw -1117210.435427 + Penalty 2963.316227 = -1114247.119201 nChanged 6 SP:Iteration 42Q (1626.727169 sec): 3 clusters Score: Raw -1117211.477519 + Penalty 2963.316227 = -1114248.161293 nChanged 1 SP:Iteration 43Q (1626.750960 sec): 3 clusters Score: Raw -1117211.736331 + Penalty 2963.316227 = -1114248.420104 nChanged 1 SP:Iteration 44Q (1626.774975 sec): 3 clusters Score: Raw -1117212.126648 + Penalty 2963.316227 = -1114248.810422 nChanged 1 SP:Iteration 45Q (1626.798836 sec): 3 clusters Score: Raw -1117212.333656 + Penalty 2963.316227 = -1114249.017429 nChanged 1 SP:Iteration 46Q (1626.822800 sec): 3 clusters Score: Raw -1117212.361078 + Penalty 2963.316227 = -1114249.044852 nChanged 0 SP:Iteration 47F (1626.853018 sec): 3 clusters Score: Raw -1117212.361078 + Penalty 2963.316227 = -1114249.044852 nChanged 0 Trying to split cluster 18 (8200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1626.874396 sec): 2 clusters Score: Raw -1009871.531725 + Penalty 1464.432033 = -1008407.099692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1626.901785 sec): 3 clusters Score: Raw -1005302.923051 + Penalty 2928.864066 = -1002374.058985 nChanged 3492 SP:Iteration 1F (1626.927205 sec): 3 clusters Score: Raw -1007369.464230 + Penalty 2928.864066 = -1004440.600164 nChanged 623 SP:Iteration 2F (1626.952830 sec): 3 clusters Score: Raw -1007782.496579 + Penalty 2928.864066 = -1004853.632513 nChanged 558 SP:Iteration 3F (1626.979817 sec): 3 clusters Score: Raw -1008187.527267 + Penalty 2928.864066 = -1005258.663201 nChanged 526 SP:Iteration 4F (1627.005162 sec): 3 clusters Score: Raw -1008606.553979 + Penalty 2928.864066 = -1005677.689913 nChanged 483 SP:Iteration 5F (1627.030825 sec): 3 clusters Score: Raw -1008973.823333 + Penalty 2928.864066 = -1006044.959267 nChanged 435 SP:Iteration 6F (1627.056224 sec): 3 clusters Score: Raw -1009280.616334 + Penalty 2928.864066 = -1006351.752268 nChanged 336 SP:Iteration 7Q (1627.083635 sec): 3 clusters Score: Raw -1009501.152894 + Penalty 2928.864066 = -1006572.288828 nChanged 273 SP:Iteration 8Q (1627.113885 sec): 3 clusters Score: Raw -1009674.824994 + Penalty 2928.864066 = -1006745.960928 nChanged 227 SP:Iteration 9Q (1627.145335 sec): 3 clusters Score: Raw -1009804.219926 + Penalty 2928.864066 = -1006875.355860 nChanged 174 SP:Iteration 10Q (1627.170507 sec): 3 clusters Score: Raw -1009889.889605 + Penalty 2928.864066 = -1006961.025539 nChanged 123 SP:Iteration 11Q (1627.195425 sec): 3 clusters Score: Raw -1009948.677621 + Penalty 2928.864066 = -1007019.813555 nChanged 121 SP:Iteration 12Q (1627.220245 sec): 3 clusters Score: Raw -1010010.219765 + Penalty 2928.864066 = -1007081.355699 nChanged 95 SP:Iteration 13Q (1627.270325 sec): 3 clusters Score: Raw -1010066.156228 + Penalty 2928.864066 = -1007137.292162 nChanged 110 SP:Iteration 14Q (1627.297250 sec): 3 clusters Score: Raw -1010144.693587 + Penalty 2928.864066 = -1007215.829521 nChanged 107 SP:Iteration 15Q (1627.321809 sec): 3 clusters Score: Raw -1010231.447066 + Penalty 2928.864066 = -1007302.583001 nChanged 124 SP:Iteration 16Q (1627.346440 sec): 3 clusters Score: Raw -1010334.677363 + Penalty 2928.864066 = -1007405.813297 nChanged 137 SP:Iteration 17Q (1627.370437 sec): 3 clusters Score: Raw -1010433.517291 + Penalty 2928.864066 = -1007504.653226 nChanged 136 SP:Iteration 18Q (1627.394527 sec): 3 clusters Score: Raw -1010527.494513 + Penalty 2928.864066 = -1007598.630448 nChanged 108 SP:Iteration 19Q (1627.418439 sec): 3 clusters Score: Raw -1010589.353780 + Penalty 2928.864066 = -1007660.489714 nChanged 93 SP:Iteration 20F (1627.443657 sec): 3 clusters Score: Raw -1010630.565197 + Penalty 2928.864066 = -1007701.701132 nChanged 83 SP:Iteration 21Q (1627.472221 sec): 3 clusters Score: Raw -1010663.809758 + Penalty 2928.864066 = -1007734.945692 nChanged 66 SP:Iteration 22Q (1627.496019 sec): 3 clusters Score: Raw -1010684.593273 + Penalty 2928.864066 = -1007755.729208 nChanged 52 SP:Iteration 23Q (1627.530565 sec): 3 clusters Score: Raw -1010702.455189 + Penalty 2928.864066 = -1007773.591123 nChanged 54 SP:Iteration 24Q (1627.554420 sec): 3 clusters Score: Raw -1010722.344000 + Penalty 2928.864066 = -1007793.479934 nChanged 50 SP:Iteration 25Q (1627.579108 sec): 3 clusters Score: Raw -1010739.999917 + Penalty 2928.864066 = -1007811.135852 nChanged 37 SP:Iteration 26Q (1627.639348 sec): 3 clusters Score: Raw -1010751.653992 + Penalty 2928.864066 = -1007822.789926 nChanged 29 SP:Iteration 27Q (1627.663633 sec): 3 clusters Score: Raw -1010760.512164 + Penalty 2928.864066 = -1007831.648098 nChanged 21 SP:Iteration 28Q (1627.690052 sec): 3 clusters Score: Raw -1010765.969110 + Penalty 2928.864066 = -1007837.105044 nChanged 16 SP:Iteration 29Q (1627.723287 sec): 3 clusters Score: Raw -1010769.506335 + Penalty 2928.864066 = -1007840.642269 nChanged 18 SP:Iteration 30Q (1627.747014 sec): 3 clusters Score: Raw -1010774.031610 + Penalty 2928.864066 = -1007845.167544 nChanged 18 SP:Iteration 31Q (1627.770588 sec): 3 clusters Score: Raw -1010778.210931 + Penalty 2928.864066 = -1007849.346865 nChanged 17 SP:Iteration 32Q (1627.794246 sec): 3 clusters Score: Raw -1010781.619304 + Penalty 2928.864066 = -1007852.755239 nChanged 12 SP:Iteration 33Q (1627.818125 sec): 3 clusters Score: Raw -1010783.547036 + Penalty 2928.864066 = -1007854.682970 nChanged 9 SP:Iteration 34Q (1627.844158 sec): 3 clusters Score: Raw -1010785.516421 + Penalty 2928.864066 = -1007856.652356 nChanged 7 SP:Iteration 35Q (1627.867690 sec): 3 clusters Score: Raw -1010786.929578 + Penalty 2928.864066 = -1007858.065512 nChanged 4 SP:Iteration 36Q (1627.914120 sec): 3 clusters Score: Raw -1010787.841165 + Penalty 2928.864066 = -1007858.977099 nChanged 6 SP:Iteration 37Q (1627.942608 sec): 3 clusters Score: Raw -1010788.838003 + Penalty 2928.864066 = -1007859.973937 nChanged 2 SP:Iteration 38Q (1627.966056 sec): 3 clusters Score: Raw -1010789.172627 + Penalty 2928.864066 = -1007860.308561 nChanged 2 SP:Iteration 39Q (1628.009535 sec): 3 clusters Score: Raw -1010789.745888 + Penalty 2928.864066 = -1007860.881822 nChanged 4 SP:Iteration 40F (1628.035116 sec): 3 clusters Score: Raw -1010790.180447 + Penalty 2928.864066 = -1007861.316382 nChanged 1 SP:Iteration 41Q (1628.061853 sec): 3 clusters Score: Raw -1010790.270227 + Penalty 2928.864066 = -1007861.406161 nChanged 0 SP:Iteration 42F (1628.087335 sec): 3 clusters Score: Raw -1010790.270227 + Penalty 2928.864066 = -1007861.406161 nChanged 0 Trying to split cluster 19 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1628.097089 sec): 2 clusters Score: Raw -45119.509566 + Penalty 984.227402 = -44135.282164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1628.100316 sec): 3 clusters Score: Raw -45146.951763 + Penalty 1968.454804 = -43178.496958 nChanged 112 SP:Iteration 1F (1628.110586 sec): 3 clusters Score: Raw -45431.859423 + Penalty 1968.454804 = -43463.404619 nChanged 42 SP:Iteration 2F (1628.113297 sec): 3 clusters Score: Raw -45625.468770 + Penalty 1968.454804 = -43657.013965 nChanged 32 SP:Iteration 3F (1628.116030 sec): 3 clusters Score: Raw -45753.107886 + Penalty 1968.454804 = -43784.653082 nChanged 20 SP:Iteration 4Q (1628.118727 sec): 3 clusters Score: Raw -45844.443407 + Penalty 1968.454804 = -43875.988602 nChanged 25 SP:Iteration 5F (1628.121427 sec): 3 clusters Score: Raw -45939.918129 + Penalty 1968.454804 = -43971.463325 nChanged 11 SP:Iteration 6Q (1628.123975 sec): 3 clusters Score: Raw -45985.930608 + Penalty 1968.454804 = -44017.475804 nChanged 7 SP:Iteration 7Q (1628.126520 sec): 3 clusters Score: Raw -46012.819774 + Penalty 1968.454804 = -44044.364969 nChanged 3 SP:Iteration 8Q (1628.129037 sec): 3 clusters Score: Raw -46021.423755 + Penalty 1968.454804 = -44052.968950 nChanged 3 SP:Iteration 9Q (1628.131543 sec): 3 clusters Score: Raw -46044.971032 + Penalty 1968.454804 = -44076.516228 nChanged 1 SP:Iteration 10Q (1628.134045 sec): 3 clusters Score: Raw -46046.834427 + Penalty 1968.454804 = -44078.379623 nChanged 1 SP:Iteration 11Q (1628.136564 sec): 3 clusters Score: Raw -46047.859356 + Penalty 1968.454804 = -44079.404552 nChanged 0 SP:Iteration 12F (1628.139225 sec): 3 clusters Score: Raw -46047.859356 + Penalty 1968.454804 = -44079.404552 nChanged 0 Trying to split cluster 20 (8692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1628.162252 sec): 2 clusters Score: Raw -1047565.477258 + Penalty 1473.900730 = -1046091.576527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1628.195329 sec): 3 clusters Score: Raw -1042672.128413 + Penalty 2947.801461 = -1039724.326952 nChanged 3701 SP:Iteration 1F (1628.221546 sec): 3 clusters Score: Raw -1044662.254335 + Penalty 2947.801461 = -1041714.452874 nChanged 500 SP:Iteration 2F (1628.248244 sec): 3 clusters Score: Raw -1044875.079626 + Penalty 2947.801461 = -1041927.278165 nChanged 414 SP:Iteration 3Q (1628.274505 sec): 3 clusters Score: Raw -1045071.635216 + Penalty 2947.801461 = -1042123.833755 nChanged 432 SP:Iteration 4Q (1628.300821 sec): 3 clusters Score: Raw -1045288.093993 + Penalty 2947.801461 = -1042340.292532 nChanged 449 SP:Iteration 5F (1628.326856 sec): 3 clusters Score: Raw -1045553.318406 + Penalty 2947.801461 = -1042605.516945 nChanged 446 SP:Iteration 6F (1628.362061 sec): 3 clusters Score: Raw -1045827.872732 + Penalty 2947.801461 = -1042880.071271 nChanged 448 SP:Iteration 7F (1628.388152 sec): 3 clusters Score: Raw -1046133.640072 + Penalty 2947.801461 = -1043185.838611 nChanged 426 SP:Iteration 8Q (1628.414183 sec): 3 clusters Score: Raw -1046432.903128 + Penalty 2947.801461 = -1043485.101668 nChanged 385 SP:Iteration 9Q (1628.440264 sec): 3 clusters Score: Raw -1046714.705711 + Penalty 2947.801461 = -1043766.904250 nChanged 322 SP:Iteration 10Q (1628.466237 sec): 3 clusters Score: Raw -1046952.825398 + Penalty 2947.801461 = -1044005.023937 nChanged 274 SP:Iteration 11Q (1628.491908 sec): 3 clusters Score: Raw -1047164.007211 + Penalty 2947.801461 = -1044216.205750 nChanged 225 SP:Iteration 12Q (1628.519888 sec): 3 clusters Score: Raw -1047337.633649 + Penalty 2947.801461 = -1044389.832188 nChanged 188 SP:Iteration 13Q (1628.545332 sec): 3 clusters Score: Raw -1047451.429237 + Penalty 2947.801461 = -1044503.627776 nChanged 110 SP:Iteration 14Q (1628.570282 sec): 3 clusters Score: Raw -1047518.284847 + Penalty 2947.801461 = -1044570.483387 nChanged 99 SP:Iteration 15Q (1628.595251 sec): 3 clusters Score: Raw -1047556.930210 + Penalty 2947.801461 = -1044609.128749 nChanged 69 SP:Iteration 16Q (1628.622820 sec): 3 clusters Score: Raw -1047577.153300 + Penalty 2947.801461 = -1044629.351839 nChanged 58 SP:Iteration 17Q (1628.647550 sec): 3 clusters Score: Raw -1047599.601725 + Penalty 2947.801461 = -1044651.800264 nChanged 63 SP:Iteration 18Q (1628.672152 sec): 3 clusters Score: Raw -1047619.326327 + Penalty 2947.801461 = -1044671.524866 nChanged 52 SP:Iteration 19Q (1628.696896 sec): 3 clusters Score: Raw -1047637.359573 + Penalty 2947.801461 = -1044689.558112 nChanged 51 SP:Iteration 20F (1628.727055 sec): 3 clusters Score: Raw -1047652.769478 + Penalty 2947.801461 = -1044704.968017 nChanged 43 SP:Iteration 21Q (1628.751710 sec): 3 clusters Score: Raw -1047663.989870 + Penalty 2947.801461 = -1044716.188409 nChanged 35 SP:Iteration 22Q (1628.776540 sec): 3 clusters Score: Raw -1047674.758533 + Penalty 2947.801461 = -1044726.957072 nChanged 40 SP:Iteration 23Q (1628.801037 sec): 3 clusters Score: Raw -1047684.977774 + Penalty 2947.801461 = -1044737.176313 nChanged 28 SP:Iteration 24Q (1628.825611 sec): 3 clusters Score: Raw -1047691.738994 + Penalty 2947.801461 = -1044743.937533 nChanged 25 SP:Iteration 25Q (1628.849931 sec): 3 clusters Score: Raw -1047697.116426 + Penalty 2947.801461 = -1044749.314965 nChanged 18 SP:Iteration 26Q (1628.874328 sec): 3 clusters Score: Raw -1047701.866688 + Penalty 2947.801461 = -1044754.065227 nChanged 26 SP:Iteration 27Q (1628.898830 sec): 3 clusters Score: Raw -1047708.540178 + Penalty 2947.801461 = -1044760.738717 nChanged 16 SP:Iteration 28Q (1628.923258 sec): 3 clusters Score: Raw -1047711.664955 + Penalty 2947.801461 = -1044763.863494 nChanged 11 SP:Iteration 29Q (1628.947843 sec): 3 clusters Score: Raw -1047713.944865 + Penalty 2947.801461 = -1044766.143404 nChanged 9 SP:Iteration 30Q (1628.983874 sec): 3 clusters Score: Raw -1047715.709507 + Penalty 2947.801461 = -1044767.908046 nChanged 8 SP:Iteration 31Q (1629.011474 sec): 3 clusters Score: Raw -1047717.733352 + Penalty 2947.801461 = -1044769.931891 nChanged 8 SP:Iteration 32Q (1629.041406 sec): 3 clusters Score: Raw -1047718.951804 + Penalty 2947.801461 = -1044771.150343 nChanged 7 SP:Iteration 33Q (1629.067735 sec): 3 clusters Score: Raw -1047719.788639 + Penalty 2947.801461 = -1044771.987178 nChanged 7 SP:Iteration 34Q (1629.094638 sec): 3 clusters Score: Raw -1047720.505204 + Penalty 2947.801461 = -1044772.703743 nChanged 3 SP:Iteration 35Q (1629.119032 sec): 3 clusters Score: Raw -1047721.337370 + Penalty 2947.801461 = -1044773.535909 nChanged 8 SP:Iteration 36Q (1629.143580 sec): 3 clusters Score: Raw -1047723.023582 + Penalty 2947.801461 = -1044775.222121 nChanged 4 SP:Iteration 37Q (1629.167996 sec): 3 clusters Score: Raw -1047723.498027 + Penalty 2947.801461 = -1044775.696566 nChanged 3 SP:Iteration 38Q (1629.192314 sec): 3 clusters Score: Raw -1047723.823004 + Penalty 2947.801461 = -1044776.021543 nChanged 2 SP:Iteration 39Q (1629.216752 sec): 3 clusters Score: Raw -1047724.046583 + Penalty 2947.801461 = -1044776.245122 nChanged 1 SP:Iteration 40F (1629.243204 sec): 3 clusters Score: Raw -1047724.177506 + Penalty 2947.801461 = -1044776.376045 nChanged 1 SP:Iteration 41Q (1629.267720 sec): 3 clusters Score: Raw -1047724.399274 + Penalty 2947.801461 = -1044776.597813 nChanged 0 SP:Iteration 42F (1629.293941 sec): 3 clusters Score: Raw -1047724.399274 + Penalty 2947.801461 = -1044776.597813 nChanged 0 Trying to split cluster 21 (49290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1629.365341 sec): 2 clusters Score: Raw -6090068.664946 + Penalty 1755.889931 = -6088312.775015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1629.467262 sec): 3 clusters Score: Raw -6058845.114405 + Penalty 3511.779862 = -6055333.334542 nChanged 23122 SP:Iteration 1F (1629.558057 sec): 3 clusters Score: Raw -6071928.973175 + Penalty 3511.779862 = -6068417.193312 nChanged 2161 SP:Iteration 2Q (1629.648353 sec): 3 clusters Score: Raw -6072622.091467 + Penalty 3511.779862 = -6069110.311605 nChanged 2214 SP:Iteration 3Q (1629.738611 sec): 3 clusters Score: Raw -6073578.187999 + Penalty 3511.779862 = -6070066.408137 nChanged 2538 SP:Iteration 4F (1629.823759 sec): 3 clusters Score: Raw -6075169.770166 + Penalty 3511.779862 = -6071657.990304 nChanged 3261 SP:Iteration 5F (1629.910496 sec): 3 clusters Score: Raw -6078199.950822 + Penalty 3511.779862 = -6074688.170959 nChanged 4110 SP:Iteration 6F (1630.021362 sec): 3 clusters Score: Raw -6083401.119688 + Penalty 3511.779862 = -6079889.339826 nChanged 4489 SP:Iteration 7F (1630.108622 sec): 3 clusters Score: Raw -6089567.394183 + Penalty 3511.779862 = -6086055.614321 nChanged 3890 SP:Iteration 8F (1630.197215 sec): 3 clusters Score: Raw -6094251.770105 + Penalty 3511.779862 = -6090739.990242 nChanged 2583 SP:Iteration 9F (1630.283099 sec): 3 clusters Score: Raw -6096550.279283 + Penalty 3511.779862 = -6093038.499421 nChanged 1466 SP:Iteration 10Q (1630.363578 sec): 3 clusters Score: Raw -6097522.719219 + Penalty 3511.779862 = -6094010.939356 nChanged 894 SP:Iteration 11Q (1630.447390 sec): 3 clusters Score: Raw -6097900.397350 + Penalty 3511.779862 = -6094388.617488 nChanged 607 SP:Iteration 12Q (1630.545499 sec): 3 clusters Score: Raw -6098085.593741 + Penalty 3511.779862 = -6094573.813879 nChanged 404 SP:Iteration 13Q (1630.642237 sec): 3 clusters Score: Raw -6098173.909658 + Penalty 3511.779862 = -6094662.129796 nChanged 273 SP:Iteration 14Q (1630.720388 sec): 3 clusters Score: Raw -6098212.365937 + Penalty 3511.779862 = -6094700.586075 nChanged 166 SP:Iteration 15Q (1630.798883 sec): 3 clusters Score: Raw -6098229.447228 + Penalty 3511.779862 = -6094717.667365 nChanged 112 SP:Iteration 16Q (1630.875557 sec): 3 clusters Score: Raw -6098237.423955 + Penalty 3511.779862 = -6094725.644093 nChanged 71 SP:Iteration 17Q (1630.954484 sec): 3 clusters Score: Raw -6098242.014404 + Penalty 3511.779862 = -6094730.234542 nChanged 66 SP:Iteration 18Q (1631.041552 sec): 3 clusters Score: Raw -6098244.957568 + Penalty 3511.779862 = -6094733.177705 nChanged 38 SP:Iteration 19Q (1631.118781 sec): 3 clusters Score: Raw -6098247.106930 + Penalty 3511.779862 = -6094735.327067 nChanged 41 SP:Iteration 20F (1631.219688 sec): 3 clusters Score: Raw -6098248.957679 + Penalty 3511.779862 = -6094737.177817 nChanged 27 SP:Iteration 21Q (1631.302730 sec): 3 clusters Score: Raw -6098249.926558 + Penalty 3511.779862 = -6094738.146696 nChanged 25 SP:Iteration 22Q (1631.380607 sec): 3 clusters Score: Raw -6098250.814063 + Penalty 3511.779862 = -6094739.034201 nChanged 19 SP:Iteration 23Q (1631.457790 sec): 3 clusters Score: Raw -6098251.553660 + Penalty 3511.779862 = -6094739.773797 nChanged 15 SP:Iteration 24Q (1631.535816 sec): 3 clusters Score: Raw -6098252.019089 + Penalty 3511.779862 = -6094740.239226 nChanged 14 SP:Iteration 25Q (1631.613920 sec): 3 clusters Score: Raw -6098252.474783 + Penalty 3511.779862 = -6094740.694920 nChanged 9 SP:Iteration 26Q (1631.691786 sec): 3 clusters Score: Raw -6098252.719812 + Penalty 3511.779862 = -6094740.939950 nChanged 9 SP:Iteration 27Q (1631.769911 sec): 3 clusters Score: Raw -6098253.075142 + Penalty 3511.779862 = -6094741.295280 nChanged 8 SP:Iteration 28Q (1631.848263 sec): 3 clusters Score: Raw -6098253.336974 + Penalty 3511.779862 = -6094741.557112 nChanged 12 SP:Iteration 29Q (1631.925907 sec): 3 clusters Score: Raw -6098253.675387 + Penalty 3511.779862 = -6094741.895525 nChanged 9 SP:Iteration 30Q (1632.002710 sec): 3 clusters Score: Raw -6098253.901405 + Penalty 3511.779862 = -6094742.121543 nChanged 9 SP:Iteration 31Q (1632.081422 sec): 3 clusters Score: Raw -6098254.174074 + Penalty 3511.779862 = -6094742.394212 nChanged 5 SP:Iteration 32Q (1632.159500 sec): 3 clusters Score: Raw -6098254.252215 + Penalty 3511.779862 = -6094742.472353 nChanged 1 SP:Iteration 33Q (1632.241607 sec): 3 clusters Score: Raw -6098254.288216 + Penalty 3511.779862 = -6094742.508353 nChanged 4 SP:Iteration 34Q (1632.319444 sec): 3 clusters Score: Raw -6098254.355080 + Penalty 3511.779862 = -6094742.575217 nChanged 6 SP:Iteration 35Q (1632.397973 sec): 3 clusters Score: Raw -6098254.436763 + Penalty 3511.779862 = -6094742.656901 nChanged 3 SP:Iteration 36Q (1632.475925 sec): 3 clusters Score: Raw -6098254.498526 + Penalty 3511.779862 = -6094742.718664 nChanged 6 SP:Iteration 37Q (1632.554048 sec): 3 clusters Score: Raw -6098254.654998 + Penalty 3511.779862 = -6094742.875135 nChanged 4 SP:Iteration 38Q (1632.631948 sec): 3 clusters Score: Raw -6098254.756846 + Penalty 3511.779862 = -6094742.976984 nChanged 2 SP:Iteration 39Q (1632.728758 sec): 3 clusters Score: Raw -6098254.787754 + Penalty 3511.779862 = -6094743.007891 nChanged 1 SP:Iteration 40F (1632.822484 sec): 3 clusters Score: Raw -6098254.800174 + Penalty 3511.779862 = -6094743.020311 nChanged 0 Score: Raw -39133038.666033 + Penalty 47416.036041 = -39085622.629992 Splitting cluster 21 changes total score from -39079491.195705 to -39085622.629992 So it's getting split into cluster 23. Trying to split cluster 22 (12916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1637.331011 sec): 2 clusters Score: Raw -1618063.401568 + Penalty 1538.261096 = -1616525.140472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1637.363880 sec): 3 clusters Score: Raw -1610522.328706 + Penalty 3076.522193 = -1607445.806514 nChanged 5716 SP:Iteration 1F (1637.395721 sec): 3 clusters Score: Raw -1613606.758385 + Penalty 3076.522193 = -1610530.236192 nChanged 775 SP:Iteration 2F (1637.427398 sec): 3 clusters Score: Raw -1613959.902415 + Penalty 3076.522193 = -1610883.380222 nChanged 695 SP:Iteration 3F (1637.462628 sec): 3 clusters Score: Raw -1614282.945713 + Penalty 3076.522193 = -1611206.423521 nChanged 644 SP:Iteration 4Q (1637.494889 sec): 3 clusters Score: Raw -1614585.985448 + Penalty 3076.522193 = -1611509.463255 nChanged 634 SP:Iteration 5Q (1637.536254 sec): 3 clusters Score: Raw -1614967.437335 + Penalty 3076.522193 = -1611890.915142 nChanged 724 SP:Iteration 6F (1637.573471 sec): 3 clusters Score: Raw -1615464.890059 + Penalty 3076.522193 = -1612388.367867 nChanged 702 SP:Iteration 7F (1637.609386 sec): 3 clusters Score: Raw -1615971.264126 + Penalty 3076.522193 = -1612894.741933 nChanged 663 SP:Iteration 8F (1637.641158 sec): 3 clusters Score: Raw -1616482.431166 + Penalty 3076.522193 = -1613405.908973 nChanged 596 SP:Iteration 9Q (1637.672939 sec): 3 clusters Score: Raw -1616949.338579 + Penalty 3076.522193 = -1613872.816386 nChanged 477 SP:Iteration 10Q (1637.703960 sec): 3 clusters Score: Raw -1617323.032059 + Penalty 3076.522193 = -1614246.509866 nChanged 361 SP:Iteration 11Q (1637.737058 sec): 3 clusters Score: Raw -1617599.429606 + Penalty 3076.522193 = -1614522.907413 nChanged 259 SP:Iteration 12Q (1637.766955 sec): 3 clusters Score: Raw -1617819.136011 + Penalty 3076.522193 = -1614742.613818 nChanged 188 SP:Iteration 13Q (1637.812478 sec): 3 clusters Score: Raw -1617970.880772 + Penalty 3076.522193 = -1614894.358579 nChanged 128 SP:Iteration 14Q (1637.843194 sec): 3 clusters Score: Raw -1618059.364847 + Penalty 3076.522193 = -1614982.842654 nChanged 93 SP:Iteration 15Q (1637.872391 sec): 3 clusters Score: Raw -1618123.424763 + Penalty 3076.522193 = -1615046.902570 nChanged 61 SP:Iteration 16Q (1637.912552 sec): 3 clusters Score: Raw -1618166.949703 + Penalty 3076.522193 = -1615090.427510 nChanged 52 SP:Iteration 17Q (1637.948956 sec): 3 clusters Score: Raw -1618206.219902 + Penalty 3076.522193 = -1615129.697709 nChanged 51 SP:Iteration 18Q (1637.976539 sec): 3 clusters Score: Raw -1618243.434735 + Penalty 3076.522193 = -1615166.912542 nChanged 38 SP:Iteration 19Q (1638.004044 sec): 3 clusters Score: Raw -1618267.111513 + Penalty 3076.522193 = -1615190.589320 nChanged 31 SP:Iteration 20F (1638.039779 sec): 3 clusters Score: Raw -1618286.993404 + Penalty 3076.522193 = -1615210.471211 nChanged 20 SP:Iteration 21Q (1638.089592 sec): 3 clusters Score: Raw -1618300.508089 + Penalty 3076.522193 = -1615223.985896 nChanged 17 SP:Iteration 22Q (1638.126495 sec): 3 clusters Score: Raw -1618308.578234 + Penalty 3076.522193 = -1615232.056041 nChanged 20 SP:Iteration 23Q (1638.176552 sec): 3 clusters Score: Raw -1618321.980651 + Penalty 3076.522193 = -1615245.458458 nChanged 18 SP:Iteration 24Q (1638.204909 sec): 3 clusters Score: Raw -1618332.642255 + Penalty 3076.522193 = -1615256.120062 nChanged 9 SP:Iteration 25Q (1638.232133 sec): 3 clusters Score: Raw -1618337.048235 + Penalty 3076.522193 = -1615260.526042 nChanged 6 SP:Iteration 26Q (1638.259612 sec): 3 clusters Score: Raw -1618339.832904 + Penalty 3076.522193 = -1615263.310711 nChanged 2 SP:Iteration 27Q (1638.305387 sec): 3 clusters Score: Raw -1618340.941983 + Penalty 3076.522193 = -1615264.419791 nChanged 3 SP:Iteration 28Q (1638.377145 sec): 3 clusters Score: Raw -1618342.652979 + Penalty 3076.522193 = -1615266.130786 nChanged 2 SP:Iteration 29Q (1638.403064 sec): 3 clusters Score: Raw -1618343.265038 + Penalty 3076.522193 = -1615266.742845 nChanged 4 SP:Iteration 30Q (1638.434759 sec): 3 clusters Score: Raw -1618345.145295 + Penalty 3076.522193 = -1615268.623102 nChanged 3 SP:Iteration 31Q (1638.478828 sec): 3 clusters Score: Raw -1618346.780364 + Penalty 3076.522193 = -1615270.258171 nChanged 4 SP:Iteration 32Q (1638.506172 sec): 3 clusters Score: Raw -1618348.736375 + Penalty 3076.522193 = -1615272.214182 nChanged 3 SP:Iteration 33Q (1638.532966 sec): 3 clusters Score: Raw -1618350.167387 + Penalty 3076.522193 = -1615273.645194 nChanged 2 SP:Iteration 34Q (1638.560184 sec): 3 clusters Score: Raw -1618351.292514 + Penalty 3076.522193 = -1615274.770321 nChanged 3 SP:Iteration 35Q (1638.587369 sec): 3 clusters Score: Raw -1618352.548810 + Penalty 3076.522193 = -1615276.026617 nChanged 1 SP:Iteration 36Q (1638.614652 sec): 3 clusters Score: Raw -1618352.747808 + Penalty 3076.522193 = -1615276.225615 nChanged 1 SP:Iteration 37Q (1638.664404 sec): 3 clusters Score: Raw -1618352.963980 + Penalty 3076.522193 = -1615276.441787 nChanged 1 SP:Iteration 38Q (1638.705994 sec): 3 clusters Score: Raw -1618353.561219 + Penalty 3076.522193 = -1615277.039026 nChanged 1 SP:Iteration 39Q (1638.739582 sec): 3 clusters Score: Raw -1618353.745519 + Penalty 3076.522193 = -1615277.223326 nChanged 0 SP:Iteration 40F (1638.781939 sec): 3 clusters Score: Raw -1618353.745519 + Penalty 3076.522193 = -1615277.223326 nChanged 0 Iteration 99Q (1641.201784 sec): 24 clusters Score: Raw -39134268.876245 + Penalty 47416.036041 = -39086852.840204 nChanged 1805 Iteration 100F (1645.868604 sec): 24 clusters Score: Raw -39135193.722214 + Penalty 47416.036041 = -39087777.686173 nChanged 1686 Iteration 101Q (1648.134370 sec): 24 clusters Score: Raw -39135507.706425 + Penalty 47416.036041 = -39088091.670383 nChanged 948 Iteration 102Q (1650.440702 sec): 24 clusters Score: Raw -39135651.424089 + Penalty 47416.036041 = -39088235.388048 nChanged 698 Iteration 103Q (1652.656575 sec): 24 clusters Score: Raw -39135739.532112 + Penalty 47416.036041 = -39088323.496071 nChanged 553 Iteration 104Q (1654.895809 sec): 24 clusters Score: Raw -39135805.145987 + Penalty 47416.036041 = -39088389.109946 nChanged 500 Iteration 105Q (1657.057542 sec): 24 clusters Score: Raw -39135860.233467 + Penalty 47416.036041 = -39088444.197426 nChanged 384 Iteration 106Q (1659.310777 sec): 24 clusters Score: Raw -39135899.863152 + Penalty 47416.036041 = -39088483.827111 nChanged 372 Iteration 107Q (1661.510695 sec): 24 clusters Score: Raw -39135940.453612 + Penalty 47416.036041 = -39088524.417571 nChanged 337 Iteration 108Q (1663.665439 sec): 24 clusters Score: Raw -39135975.739066 + Penalty 47416.036041 = -39088559.703024 nChanged 269 Iteration 109Q (1665.825621 sec): 24 clusters Score: Raw -39136004.990389 + Penalty 47416.036041 = -39088588.954347 nChanged 266 Iteration 110Q (1667.989661 sec): 24 clusters Score: Raw -39136031.840148 + Penalty 47416.036041 = -39088615.804107 nChanged 256 Iteration 111Q (1670.154975 sec): 24 clusters Score: Raw -39136056.939463 + Penalty 47416.036041 = -39088640.903422 nChanged 253 Iteration 112Q (1672.330979 sec): 24 clusters Score: Raw -39136079.366589 + Penalty 47416.036041 = -39088663.330548 nChanged 241 Iteration 113Q (1674.508010 sec): 24 clusters Score: Raw -39136099.401452 + Penalty 47416.036041 = -39088683.365411 nChanged 201 Iteration 114Q (1676.589481 sec): 24 clusters Score: Raw -39136114.629528 + Penalty 47416.036041 = -39088698.593487 nChanged 171 Iteration 115Q (1678.756224 sec): 24 clusters Score: Raw -39136127.219502 + Penalty 47416.036041 = -39088711.183461 nChanged 148 Iteration 116Q (1680.948434 sec): 24 clusters Score: Raw -39136139.723494 + Penalty 47416.036041 = -39088723.687453 nChanged 168 Iteration 117Q (1683.171651 sec): 24 clusters Score: Raw -39136153.370327 + Penalty 47416.036041 = -39088737.334285 nChanged 161 Iteration 118Q (1685.333439 sec): 24 clusters Score: Raw -39136167.942430 + Penalty 47416.036041 = -39088751.906388 nChanged 168 Iteration 119Q (1687.502541 sec): 24 clusters Score: Raw -39136182.913764 + Penalty 47416.036041 = -39088766.877723 nChanged 151 Iteration 120F (1691.931049 sec): 24 clusters Score: Raw -39136195.044707 + Penalty 47416.036041 = -39088779.008666 nChanged 137 Iteration 121Q (1694.094881 sec): 24 clusters Score: Raw -39136205.876952 + Penalty 47416.036041 = -39088789.840911 nChanged 147 Iteration 122Q (1696.254313 sec): 24 clusters Score: Raw -39136217.076700 + Penalty 47416.036041 = -39088801.040659 nChanged 150 Iteration 123Q (1698.442467 sec): 24 clusters Score: Raw -39136229.386477 + Penalty 47416.036041 = -39088813.350435 nChanged 156 Iteration 124Q (1700.596101 sec): 24 clusters Score: Raw -39136240.368280 + Penalty 47416.036041 = -39088824.332239 nChanged 153 Iteration 125Q (1702.767329 sec): 24 clusters Score: Raw -39136252.171900 + Penalty 47416.036041 = -39088836.135859 nChanged 145 Iteration 126Q (1704.941746 sec): 24 clusters Score: Raw -39136262.988544 + Penalty 47416.036041 = -39088846.952503 nChanged 141 Iteration 127Q (1707.102715 sec): 24 clusters Score: Raw -39136272.037883 + Penalty 47416.036041 = -39088856.001842 nChanged 112 Iteration 128Q (1709.283936 sec): 24 clusters Score: Raw -39136280.504667 + Penalty 47416.036041 = -39088864.468626 nChanged 118 Iteration 129Q (1711.453486 sec): 24 clusters Score: Raw -39136289.277934 + Penalty 47416.036041 = -39088873.241893 nChanged 121 Iteration 130Q (1713.664167 sec): 24 clusters Score: Raw -39136298.912306 + Penalty 47416.036041 = -39088882.876264 nChanged 119 Iteration 131Q (1715.832291 sec): 24 clusters Score: Raw -39136307.919624 + Penalty 47416.036041 = -39088891.883583 nChanged 118 Iteration 132Q (1717.994205 sec): 24 clusters Score: Raw -39136316.158873 + Penalty 47416.036041 = -39088900.122832 nChanged 117 Iteration 133Q (1720.164507 sec): 24 clusters Score: Raw -39136322.732172 + Penalty 47416.036041 = -39088906.696131 nChanged 108 Iteration 134Q (1722.323762 sec): 24 clusters Score: Raw -39136329.984923 + Penalty 47416.036041 = -39088913.948882 nChanged 126 Iteration 135Q (1724.517875 sec): 24 clusters Score: Raw -39136337.742117 + Penalty 47416.036041 = -39088921.706075 nChanged 112 Iteration 136Q (1726.695294 sec): 24 clusters Score: Raw -39136345.568771 + Penalty 47416.036041 = -39088929.532730 nChanged 121 Iteration 137Q (1728.870562 sec): 24 clusters Score: Raw -39136354.134202 + Penalty 47416.036041 = -39088938.098160 nChanged 126 Iteration 138Q (1731.039384 sec): 24 clusters Score: Raw -39136363.230545 + Penalty 47416.036041 = -39088947.194504 nChanged 137 Writing temp clu file Because OldScore, -39088938.098160, is greater than current (better) Score,-39088947.194504 Compute initial score before splitting: Score: Raw -39136363.230545 + Penalty 47416.036041 = -39088947.194504 Trying to split cluster 1 (15901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1731.120247 sec): 2 clusters Score: Raw -2008736.647209 + Penalty 1572.047308 = -2007164.599901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1731.163899 sec): 3 clusters Score: Raw -1999337.165510 + Penalty 3144.094616 = -1996193.070894 nChanged 7069 SP:Iteration 1F (1731.205063 sec): 3 clusters Score: Raw -2003264.585109 + Penalty 3144.094616 = -2000120.490493 nChanged 873 SP:Iteration 2F (1731.241047 sec): 3 clusters Score: Raw -2003586.222357 + Penalty 3144.094616 = -2000442.127741 nChanged 808 SP:Iteration 3F (1731.277121 sec): 3 clusters Score: Raw -2003910.086361 + Penalty 3144.094616 = -2000765.991745 nChanged 753 SP:Iteration 4Q (1731.313668 sec): 3 clusters Score: Raw -2004228.534701 + Penalty 3144.094616 = -2001084.440086 nChanged 761 SP:Iteration 5Q (1731.357382 sec): 3 clusters Score: Raw -2004583.942824 + Penalty 3144.094616 = -2001439.848208 nChanged 800 SP:Iteration 6F (1731.397678 sec): 3 clusters Score: Raw -2005033.251796 + Penalty 3144.094616 = -2001889.157180 nChanged 883 SP:Iteration 7F (1731.433690 sec): 3 clusters Score: Raw -2005626.429600 + Penalty 3144.094616 = -2002482.334984 nChanged 916 SP:Iteration 8F (1731.469536 sec): 3 clusters Score: Raw -2006356.757212 + Penalty 3144.094616 = -2003212.662596 nChanged 810 SP:Iteration 9F (1731.505528 sec): 3 clusters Score: Raw -2007031.506803 + Penalty 3144.094616 = -2003887.412188 nChanged 687 SP:Iteration 10Q (1731.541200 sec): 3 clusters Score: Raw -2007588.778059 + Penalty 3144.094616 = -2004444.683443 nChanged 467 SP:Iteration 11Q (1731.575506 sec): 3 clusters Score: Raw -2007959.746153 + Penalty 3144.094616 = -2004815.651537 nChanged 330 SP:Iteration 12Q (1731.611380 sec): 3 clusters Score: Raw -2008195.878600 + Penalty 3144.094616 = -2005051.783984 nChanged 218 SP:Iteration 13Q (1731.645543 sec): 3 clusters Score: Raw -2008339.851362 + Penalty 3144.094616 = -2005195.756746 nChanged 182 SP:Iteration 14Q (1731.683428 sec): 3 clusters Score: Raw -2008457.304692 + Penalty 3144.094616 = -2005313.210077 nChanged 149 SP:Iteration 15Q (1731.728220 sec): 3 clusters Score: Raw -2008556.175058 + Penalty 3144.094616 = -2005412.080442 nChanged 121 SP:Iteration 16Q (1731.759809 sec): 3 clusters Score: Raw -2008630.726759 + Penalty 3144.094616 = -2005486.632144 nChanged 80 SP:Iteration 17Q (1731.795765 sec): 3 clusters Score: Raw -2008673.360538 + Penalty 3144.094616 = -2005529.265922 nChanged 66 SP:Iteration 18Q (1731.827237 sec): 3 clusters Score: Raw -2008702.341851 + Penalty 3144.094616 = -2005558.247235 nChanged 58 SP:Iteration 19Q (1731.863034 sec): 3 clusters Score: Raw -2008727.159167 + Penalty 3144.094616 = -2005583.064551 nChanged 47 SP:Iteration 20F (1731.899725 sec): 3 clusters Score: Raw -2008746.648693 + Penalty 3144.094616 = -2005602.554078 nChanged 47 SP:Iteration 21Q (1731.931160 sec): 3 clusters Score: Raw -2008768.217171 + Penalty 3144.094616 = -2005624.122556 nChanged 45 SP:Iteration 22Q (1731.962108 sec): 3 clusters Score: Raw -2008791.928293 + Penalty 3144.094616 = -2005647.833678 nChanged 34 SP:Iteration 23Q (1731.993249 sec): 3 clusters Score: Raw -2008808.058104 + Penalty 3144.094616 = -2005663.963488 nChanged 33 SP:Iteration 24Q (1732.024293 sec): 3 clusters Score: Raw -2008821.395684 + Penalty 3144.094616 = -2005677.301069 nChanged 33 SP:Iteration 25Q (1732.055555 sec): 3 clusters Score: Raw -2008833.914658 + Penalty 3144.094616 = -2005689.820043 nChanged 23 SP:Iteration 26Q (1732.095299 sec): 3 clusters Score: Raw -2008841.774384 + Penalty 3144.094616 = -2005697.679768 nChanged 15 SP:Iteration 27Q (1732.129465 sec): 3 clusters Score: Raw -2008846.485202 + Penalty 3144.094616 = -2005702.390586 nChanged 12 SP:Iteration 28Q (1732.160521 sec): 3 clusters Score: Raw -2008849.813370 + Penalty 3144.094616 = -2005705.718754 nChanged 11 SP:Iteration 29Q (1732.191585 sec): 3 clusters Score: Raw -2008852.939801 + Penalty 3144.094616 = -2005708.845185 nChanged 12 SP:Iteration 30Q (1732.239092 sec): 3 clusters Score: Raw -2008858.354022 + Penalty 3144.094616 = -2005714.259406 nChanged 16 SP:Iteration 31Q (1732.284408 sec): 3 clusters Score: Raw -2008866.848204 + Penalty 3144.094616 = -2005722.753588 nChanged 17 SP:Iteration 32Q (1732.315219 sec): 3 clusters Score: Raw -2008874.733465 + Penalty 3144.094616 = -2005730.638849 nChanged 16 SP:Iteration 33Q (1732.345975 sec): 3 clusters Score: Raw -2008881.396947 + Penalty 3144.094616 = -2005737.302331 nChanged 15 SP:Iteration 34Q (1732.376904 sec): 3 clusters Score: Raw -2008887.263931 + Penalty 3144.094616 = -2005743.169316 nChanged 8 SP:Iteration 35Q (1732.407619 sec): 3 clusters Score: Raw -2008889.413630 + Penalty 3144.094616 = -2005745.319014 nChanged 2 SP:Iteration 36Q (1732.440413 sec): 3 clusters Score: Raw -2008889.818072 + Penalty 3144.094616 = -2005745.723456 nChanged 1 SP:Iteration 37Q (1732.471238 sec): 3 clusters Score: Raw -2008890.299959 + Penalty 3144.094616 = -2005746.205343 nChanged 5 SP:Iteration 38Q (1732.502065 sec): 3 clusters Score: Raw -2008892.401814 + Penalty 3144.094616 = -2005748.307198 nChanged 6 SP:Iteration 39Q (1732.549633 sec): 3 clusters Score: Raw -2008894.308357 + Penalty 3144.094616 = -2005750.213741 nChanged 9 SP:Iteration 40F (1732.619268 sec): 3 clusters Score: Raw -2008897.821634 + Penalty 3144.094616 = -2005753.727018 nChanged 6 SP:Iteration 41Q (1732.650171 sec): 3 clusters Score: Raw -2008900.051794 + Penalty 3144.094616 = -2005755.957178 nChanged 7 SP:Iteration 42Q (1732.686018 sec): 3 clusters Score: Raw -2008901.488150 + Penalty 3144.094616 = -2005757.393534 nChanged 3 SP:Iteration 43Q (1732.716698 sec): 3 clusters Score: Raw -2008902.404731 + Penalty 3144.094616 = -2005758.310115 nChanged 3 SP:Iteration 44Q (1732.747600 sec): 3 clusters Score: Raw -2008904.095567 + Penalty 3144.094616 = -2005760.000952 nChanged 4 SP:Iteration 45Q (1732.780309 sec): 3 clusters Score: Raw -2008905.621426 + Penalty 3144.094616 = -2005761.526810 nChanged 3 SP:Iteration 46Q (1732.811207 sec): 3 clusters Score: Raw -2008906.600428 + Penalty 3144.094616 = -2005762.505812 nChanged 4 SP:Iteration 47Q (1732.842042 sec): 3 clusters Score: Raw -2008908.947907 + Penalty 3144.094616 = -2005764.853291 nChanged 4 SP:Iteration 48Q (1732.872864 sec): 3 clusters Score: Raw -2008910.336296 + Penalty 3144.094616 = -2005766.241680 nChanged 3 SP:Iteration 49Q (1732.903560 sec): 3 clusters Score: Raw -2008911.373143 + Penalty 3144.094616 = -2005767.278528 nChanged 2 SP:Iteration 50Q (1732.934339 sec): 3 clusters Score: Raw -2008911.767794 + Penalty 3144.094616 = -2005767.673178 nChanged 0 SP:Iteration 51F (1732.970937 sec): 3 clusters Score: Raw -2008911.767794 + Penalty 3144.094616 = -2005767.673178 nChanged 0 Trying to split cluster 2 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1732.984064 sec): 2 clusters Score: Raw -98650.723885 + Penalty 1102.841504 = -97547.882381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1732.989169 sec): 3 clusters Score: Raw -98415.130239 + Penalty 2205.683009 = -96209.447230 nChanged 279 SP:Iteration 1F (1732.993994 sec): 3 clusters Score: Raw -98704.201386 + Penalty 2205.683009 = -96498.518377 nChanged 81 SP:Iteration 2F (1733.004017 sec): 3 clusters Score: Raw -98827.103007 + Penalty 2205.683009 = -96621.419998 nChanged 65 SP:Iteration 3F (1733.008827 sec): 3 clusters Score: Raw -98931.696580 + Penalty 2205.683009 = -96726.013571 nChanged 46 SP:Iteration 4F (1733.013592 sec): 3 clusters Score: Raw -99020.272110 + Penalty 2205.683009 = -96814.589101 nChanged 27 SP:Iteration 5Q (1733.018284 sec): 3 clusters Score: Raw -99064.081090 + Penalty 2205.683009 = -96858.398081 nChanged 19 SP:Iteration 6Q (1733.031397 sec): 3 clusters Score: Raw -99087.424124 + Penalty 2205.683009 = -96881.741115 nChanged 12 SP:Iteration 7Q (1733.036059 sec): 3 clusters Score: Raw -99105.603832 + Penalty 2205.683009 = -96899.920823 nChanged 5 SP:Iteration 8Q (1733.040896 sec): 3 clusters Score: Raw -99113.071141 + Penalty 2205.683009 = -96907.388133 nChanged 3 SP:Iteration 9Q (1733.045537 sec): 3 clusters Score: Raw -99116.807284 + Penalty 2205.683009 = -96911.124275 nChanged 1 SP:Iteration 10Q (1733.050172 sec): 3 clusters Score: Raw -99117.335862 + Penalty 2205.683009 = -96911.652853 nChanged 0 SP:Iteration 11F (1733.054902 sec): 3 clusters Score: Raw -99117.335862 + Penalty 2205.683009 = -96911.652853 nChanged 0 Trying to split cluster 3 (4862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1733.074080 sec): 2 clusters Score: Raw -600915.809776 + Penalty 1379.495838 = -599536.313938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1733.130102 sec): 3 clusters Score: Raw -598397.447995 + Penalty 2758.991675 = -595638.456320 nChanged 1979 SP:Iteration 1F (1733.183674 sec): 3 clusters Score: Raw -599643.359304 + Penalty 2758.991675 = -596884.367629 nChanged 425 SP:Iteration 2F (1733.234127 sec): 3 clusters Score: Raw -599956.151819 + Penalty 2758.991675 = -597197.160143 nChanged 315 SP:Iteration 3F (1733.257491 sec): 3 clusters Score: Raw -600178.176006 + Penalty 2758.991675 = -597419.184331 nChanged 275 SP:Iteration 4F (1733.278636 sec): 3 clusters Score: Raw -600367.216519 + Penalty 2758.991675 = -597608.224844 nChanged 253 SP:Iteration 5F (1733.301916 sec): 3 clusters Score: Raw -600542.004468 + Penalty 2758.991675 = -597783.012793 nChanged 229 SP:Iteration 6Q (1733.329059 sec): 3 clusters Score: Raw -600712.412171 + Penalty 2758.991675 = -597953.420495 nChanged 234 SP:Iteration 7Q (1733.349933 sec): 3 clusters Score: Raw -600893.389883 + Penalty 2758.991675 = -598134.398208 nChanged 178 SP:Iteration 8Q (1733.370580 sec): 3 clusters Score: Raw -601024.491998 + Penalty 2758.991675 = -598265.500323 nChanged 157 SP:Iteration 9Q (1733.391129 sec): 3 clusters Score: Raw -601125.799862 + Penalty 2758.991675 = -598366.808187 nChanged 130 SP:Iteration 10Q (1733.411830 sec): 3 clusters Score: Raw -601206.981553 + Penalty 2758.991675 = -598447.989878 nChanged 87 SP:Iteration 11Q (1733.432608 sec): 3 clusters Score: Raw -601255.566202 + Penalty 2758.991675 = -598496.574526 nChanged 65 SP:Iteration 12Q (1733.453389 sec): 3 clusters Score: Raw -601288.719297 + Penalty 2758.991675 = -598529.727622 nChanged 57 SP:Iteration 13Q (1733.474173 sec): 3 clusters Score: Raw -601317.655047 + Penalty 2758.991675 = -598558.663372 nChanged 49 SP:Iteration 14Q (1733.494784 sec): 3 clusters Score: Raw -601342.436044 + Penalty 2758.991675 = -598583.444369 nChanged 42 SP:Iteration 15Q (1733.520158 sec): 3 clusters Score: Raw -601364.923670 + Penalty 2758.991675 = -598605.931995 nChanged 34 SP:Iteration 16Q (1733.540675 sec): 3 clusters Score: Raw -601391.683742 + Penalty 2758.991675 = -598632.692067 nChanged 38 SP:Iteration 17Q (1733.561459 sec): 3 clusters Score: Raw -601418.102291 + Penalty 2758.991675 = -598659.110615 nChanged 35 SP:Iteration 18Q (1733.582095 sec): 3 clusters Score: Raw -601440.087311 + Penalty 2758.991675 = -598681.095636 nChanged 25 SP:Iteration 19Q (1733.602319 sec): 3 clusters Score: Raw -601453.544834 + Penalty 2758.991675 = -598694.553158 nChanged 21 SP:Iteration 20F (1733.623189 sec): 3 clusters Score: Raw -601464.936413 + Penalty 2758.991675 = -598705.944738 nChanged 14 SP:Iteration 21Q (1733.650116 sec): 3 clusters Score: Raw -601473.718156 + Penalty 2758.991675 = -598714.726481 nChanged 13 SP:Iteration 22Q (1733.670519 sec): 3 clusters Score: Raw -601478.170417 + Penalty 2758.991675 = -598719.178742 nChanged 9 SP:Iteration 23Q (1733.691021 sec): 3 clusters Score: Raw -601482.284184 + Penalty 2758.991675 = -598723.292509 nChanged 11 SP:Iteration 24Q (1733.732809 sec): 3 clusters Score: Raw -601485.315791 + Penalty 2758.991675 = -598726.324116 nChanged 5 SP:Iteration 25Q (1733.753294 sec): 3 clusters Score: Raw -601487.015764 + Penalty 2758.991675 = -598728.024089 nChanged 4 SP:Iteration 26Q (1733.773826 sec): 3 clusters Score: Raw -601488.123696 + Penalty 2758.991675 = -598729.132021 nChanged 5 SP:Iteration 27Q (1733.794239 sec): 3 clusters Score: Raw -601489.249050 + Penalty 2758.991675 = -598730.257375 nChanged 2 SP:Iteration 28Q (1733.814628 sec): 3 clusters Score: Raw -601489.767793 + Penalty 2758.991675 = -598730.776118 nChanged 1 SP:Iteration 29Q (1733.835246 sec): 3 clusters Score: Raw -601490.519923 + Penalty 2758.991675 = -598731.528248 nChanged 1 SP:Iteration 30Q (1733.855632 sec): 3 clusters Score: Raw -601490.892392 + Penalty 2758.991675 = -598731.900717 nChanged 1 SP:Iteration 31Q (1733.876131 sec): 3 clusters Score: Raw -601491.164192 + Penalty 2758.991675 = -598732.172516 nChanged 1 SP:Iteration 32Q (1733.896713 sec): 3 clusters Score: Raw -601491.331640 + Penalty 2758.991675 = -598732.339965 nChanged 1 SP:Iteration 33Q (1733.917184 sec): 3 clusters Score: Raw -601492.213312 + Penalty 2758.991675 = -598733.221636 nChanged 0 SP:Iteration 34F (1733.938149 sec): 3 clusters Score: Raw -601492.213312 + Penalty 2758.991675 = -598733.221636 nChanged 0 Trying to split cluster 4 (1149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1733.949879 sec): 2 clusters Score: Raw -136750.389090 + Penalty 1145.080183 = -135605.308907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1733.964490 sec): 3 clusters Score: Raw -136367.691427 + Penalty 2290.160365 = -134077.531062 nChanged 363 SP:Iteration 1F (1733.970634 sec): 3 clusters Score: Raw -136663.555495 + Penalty 2290.160365 = -134373.395130 nChanged 65 SP:Iteration 2F (1733.976875 sec): 3 clusters Score: Raw -136718.835682 + Penalty 2290.160365 = -134428.675317 nChanged 38 SP:Iteration 3Q (1733.982981 sec): 3 clusters Score: Raw -136745.114010 + Penalty 2290.160365 = -134454.953645 nChanged 26 SP:Iteration 4Q (1733.989069 sec): 3 clusters Score: Raw -136771.272789 + Penalty 2290.160365 = -134481.112423 nChanged 27 SP:Iteration 5Q (1733.995152 sec): 3 clusters Score: Raw -136793.848948 + Penalty 2290.160365 = -134503.688583 nChanged 26 SP:Iteration 6Q (1734.001222 sec): 3 clusters Score: Raw -136819.665933 + Penalty 2290.160365 = -134529.505568 nChanged 29 SP:Iteration 7Q (1734.012741 sec): 3 clusters Score: Raw -136847.473892 + Penalty 2290.160365 = -134557.313527 nChanged 20 SP:Iteration 8Q (1734.018868 sec): 3 clusters Score: Raw -136864.326230 + Penalty 2290.160365 = -134574.165865 nChanged 13 SP:Iteration 9Q (1734.031856 sec): 3 clusters Score: Raw -136877.498358 + Penalty 2290.160365 = -134587.337993 nChanged 16 SP:Iteration 10Q (1734.037970 sec): 3 clusters Score: Raw -136895.192705 + Penalty 2290.160365 = -134605.032340 nChanged 19 SP:Iteration 11Q (1734.044003 sec): 3 clusters Score: Raw -136915.199366 + Penalty 2290.160365 = -134625.039001 nChanged 16 SP:Iteration 12Q (1734.050071 sec): 3 clusters Score: Raw -136934.378348 + Penalty 2290.160365 = -134644.217983 nChanged 15 SP:Iteration 13Q (1734.056170 sec): 3 clusters Score: Raw -136952.374904 + Penalty 2290.160365 = -134662.214539 nChanged 14 SP:Iteration 14Q (1734.062238 sec): 3 clusters Score: Raw -136966.868290 + Penalty 2290.160365 = -134676.707925 nChanged 18 SP:Iteration 15Q (1734.068250 sec): 3 clusters Score: Raw -136979.058882 + Penalty 2290.160365 = -134688.898516 nChanged 7 SP:Iteration 16Q (1734.076125 sec): 3 clusters Score: Raw -136983.440474 + Penalty 2290.160365 = -134693.280109 nChanged 7 SP:Iteration 17Q (1734.082179 sec): 3 clusters Score: Raw -136988.980668 + Penalty 2290.160365 = -134698.820302 nChanged 4 SP:Iteration 18Q (1734.095555 sec): 3 clusters Score: Raw -136992.921775 + Penalty 2290.160365 = -134702.761410 nChanged 6 SP:Iteration 19Q (1734.101645 sec): 3 clusters Score: Raw -137000.894199 + Penalty 2290.160365 = -134710.733834 nChanged 5 SP:Iteration 20F (1734.107650 sec): 3 clusters Score: Raw -137006.022917 + Penalty 2290.160365 = -134715.862551 nChanged 10 SP:Iteration 21Q (1734.113736 sec): 3 clusters Score: Raw -137010.716060 + Penalty 2290.160365 = -134720.555695 nChanged 7 SP:Iteration 22Q (1734.119736 sec): 3 clusters Score: Raw -137016.720169 + Penalty 2290.160365 = -134726.559804 nChanged 2 SP:Iteration 23Q (1734.125701 sec): 3 clusters Score: Raw -137017.595809 + Penalty 2290.160365 = -134727.435444 nChanged 1 SP:Iteration 24Q (1734.131697 sec): 3 clusters Score: Raw -137018.045944 + Penalty 2290.160365 = -134727.885579 nChanged 2 SP:Iteration 25Q (1734.143167 sec): 3 clusters Score: Raw -137019.302830 + Penalty 2290.160365 = -134729.142464 nChanged 2 SP:Iteration 26Q (1734.149294 sec): 3 clusters Score: Raw -137021.093336 + Penalty 2290.160365 = -134730.932970 nChanged 1 SP:Iteration 27Q (1734.162089 sec): 3 clusters Score: Raw -137022.521374 + Penalty 2290.160365 = -134732.361009 nChanged 1 SP:Iteration 28Q (1734.168194 sec): 3 clusters Score: Raw -137023.051638 + Penalty 2290.160365 = -134732.891272 nChanged 1 SP:Iteration 29Q (1734.174375 sec): 3 clusters Score: Raw -137023.850816 + Penalty 2290.160365 = -134733.690451 nChanged 1 SP:Iteration 30Q (1734.180431 sec): 3 clusters Score: Raw -137024.581295 + Penalty 2290.160365 = -134734.420929 nChanged 1 SP:Iteration 31Q (1734.186421 sec): 3 clusters Score: Raw -137024.776813 + Penalty 2290.160365 = -134734.616447 nChanged 0 SP:Iteration 32F (1734.192461 sec): 3 clusters Score: Raw -137024.776813 + Penalty 2290.160365 = -134734.616447 nChanged 0 Trying to split cluster 5 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.207409 sec): 2 clusters Score: Raw -95541.864096 + Penalty 1094.177807 = -94447.686289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.212404 sec): 3 clusters Score: Raw -95301.545844 + Penalty 2188.355615 = -93113.190229 nChanged 233 SP:Iteration 1F (1734.217022 sec): 3 clusters Score: Raw -95534.532139 + Penalty 2188.355615 = -93346.176524 nChanged 62 SP:Iteration 2F (1734.226951 sec): 3 clusters Score: Raw -95635.332269 + Penalty 2188.355615 = -93446.976654 nChanged 39 SP:Iteration 3Q (1734.231582 sec): 3 clusters Score: Raw -95715.352341 + Penalty 2188.355615 = -93526.996726 nChanged 33 SP:Iteration 4Q (1734.236125 sec): 3 clusters Score: Raw -95774.144006 + Penalty 2188.355615 = -93585.788391 nChanged 25 SP:Iteration 5Q (1734.240677 sec): 3 clusters Score: Raw -95815.945356 + Penalty 2188.355615 = -93627.589741 nChanged 25 SP:Iteration 6Q (1734.245290 sec): 3 clusters Score: Raw -95855.670969 + Penalty 2188.355615 = -93667.315354 nChanged 23 SP:Iteration 7Q (1734.249810 sec): 3 clusters Score: Raw -95902.515455 + Penalty 2188.355615 = -93714.159840 nChanged 21 SP:Iteration 8Q (1734.254373 sec): 3 clusters Score: Raw -95939.818848 + Penalty 2188.355615 = -93751.463233 nChanged 18 SP:Iteration 9Q (1734.258866 sec): 3 clusters Score: Raw -95963.922426 + Penalty 2188.355615 = -93775.566812 nChanged 14 SP:Iteration 10Q (1734.263335 sec): 3 clusters Score: Raw -95990.880576 + Penalty 2188.355615 = -93802.524961 nChanged 13 SP:Iteration 11Q (1734.267859 sec): 3 clusters Score: Raw -96013.490236 + Penalty 2188.355615 = -93825.134621 nChanged 15 SP:Iteration 12Q (1734.272315 sec): 3 clusters Score: Raw -96039.094301 + Penalty 2188.355615 = -93850.738686 nChanged 12 SP:Iteration 13Q (1734.276765 sec): 3 clusters Score: Raw -96055.617762 + Penalty 2188.355615 = -93867.262147 nChanged 7 SP:Iteration 14Q (1734.281241 sec): 3 clusters Score: Raw -96064.016470 + Penalty 2188.355615 = -93875.660856 nChanged 3 SP:Iteration 15Q (1734.285651 sec): 3 clusters Score: Raw -96067.533606 + Penalty 2188.355615 = -93879.177991 nChanged 3 SP:Iteration 16Q (1734.326696 sec): 3 clusters Score: Raw -96072.127732 + Penalty 2188.355615 = -93883.772117 nChanged 3 SP:Iteration 17Q (1734.374276 sec): 3 clusters Score: Raw -96076.240040 + Penalty 2188.355615 = -93887.884425 nChanged 2 SP:Iteration 18Q (1734.416451 sec): 3 clusters Score: Raw -96079.853936 + Penalty 2188.355615 = -93891.498321 nChanged 4 SP:Iteration 19Q (1734.456376 sec): 3 clusters Score: Raw -96086.529072 + Penalty 2188.355615 = -93898.173458 nChanged 2 SP:Iteration 20F (1734.461154 sec): 3 clusters Score: Raw -96088.612974 + Penalty 2188.355615 = -93900.257359 nChanged 0 Trying to split cluster 6 (7088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.482446 sec): 2 clusters Score: Raw -877493.968842 + Penalty 1440.750755 = -876053.218087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.529033 sec): 3 clusters Score: Raw -873564.390775 + Penalty 2881.501510 = -870682.889265 nChanged 2964 SP:Iteration 1F (1734.552816 sec): 3 clusters Score: Raw -875220.337798 + Penalty 2881.501510 = -872338.836288 nChanged 480 SP:Iteration 2F (1734.577338 sec): 3 clusters Score: Raw -875432.378124 + Penalty 2881.501510 = -872550.876614 nChanged 342 SP:Iteration 3Q (1734.601995 sec): 3 clusters Score: Raw -875572.439524 + Penalty 2881.501510 = -872690.938014 nChanged 261 SP:Iteration 4Q (1734.625873 sec): 3 clusters Score: Raw -875678.047495 + Penalty 2881.501510 = -872796.545985 nChanged 239 SP:Iteration 5Q (1734.653857 sec): 3 clusters Score: Raw -875801.734127 + Penalty 2881.501510 = -872920.232617 nChanged 258 SP:Iteration 6Q (1734.685056 sec): 3 clusters Score: Raw -875926.385014 + Penalty 2881.501510 = -873044.883504 nChanged 244 SP:Iteration 7Q (1734.708910 sec): 3 clusters Score: Raw -876046.603973 + Penalty 2881.501510 = -873165.102463 nChanged 246 SP:Iteration 8Q (1734.732824 sec): 3 clusters Score: Raw -876168.359927 + Penalty 2881.501510 = -873286.858417 nChanged 220 SP:Iteration 9Q (1734.756662 sec): 3 clusters Score: Raw -876270.967182 + Penalty 2881.501510 = -873389.465672 nChanged 204 SP:Iteration 10Q (1734.780374 sec): 3 clusters Score: Raw -876373.493764 + Penalty 2881.501510 = -873491.992254 nChanged 187 SP:Iteration 11Q (1734.805663 sec): 3 clusters Score: Raw -876476.726380 + Penalty 2881.501510 = -873595.224870 nChanged 213 SP:Iteration 12Q (1734.829312 sec): 3 clusters Score: Raw -876593.417576 + Penalty 2881.501510 = -873711.916066 nChanged 218 SP:Iteration 13Q (1734.854731 sec): 3 clusters Score: Raw -876727.766856 + Penalty 2881.501510 = -873846.265346 nChanged 209 SP:Iteration 14Q (1734.884443 sec): 3 clusters Score: Raw -876855.625805 + Penalty 2881.501510 = -873974.124295 nChanged 197 SP:Iteration 15Q (1734.907992 sec): 3 clusters Score: Raw -876968.121827 + Penalty 2881.501510 = -874086.620317 nChanged 151 SP:Iteration 16Q (1734.937089 sec): 3 clusters Score: Raw -877047.873658 + Penalty 2881.501510 = -874166.372148 nChanged 147 SP:Iteration 17Q (1734.960050 sec): 3 clusters Score: Raw -877127.703060 + Penalty 2881.501510 = -874246.201550 nChanged 133 SP:Iteration 18Q (1734.982820 sec): 3 clusters Score: Raw -877200.600059 + Penalty 2881.501510 = -874319.098549 nChanged 115 SP:Iteration 19Q (1735.005585 sec): 3 clusters Score: Raw -877264.229466 + Penalty 2881.501510 = -874382.727956 nChanged 116 SP:Iteration 20F (1735.029495 sec): 3 clusters Score: Raw -877326.812439 + Penalty 2881.501510 = -874445.310929 nChanged 99 SP:Iteration 21Q (1735.052172 sec): 3 clusters Score: Raw -877381.966096 + Penalty 2881.501510 = -874500.464586 nChanged 84 SP:Iteration 22Q (1735.074957 sec): 3 clusters Score: Raw -877436.678886 + Penalty 2881.501510 = -874555.177376 nChanged 78 SP:Iteration 23Q (1735.099789 sec): 3 clusters Score: Raw -877485.026492 + Penalty 2881.501510 = -874603.524982 nChanged 78 SP:Iteration 24Q (1735.122035 sec): 3 clusters Score: Raw -877532.405463 + Penalty 2881.501510 = -874650.903953 nChanged 63 SP:Iteration 25Q (1735.144110 sec): 3 clusters Score: Raw -877568.100649 + Penalty 2881.501510 = -874686.599139 nChanged 59 SP:Iteration 26Q (1735.170640 sec): 3 clusters Score: Raw -877606.687012 + Penalty 2881.501510 = -874725.185502 nChanged 44 SP:Iteration 27Q (1735.192746 sec): 3 clusters Score: Raw -877634.880096 + Penalty 2881.501510 = -874753.378586 nChanged 30 SP:Iteration 28Q (1735.214623 sec): 3 clusters Score: Raw -877647.167316 + Penalty 2881.501510 = -874765.665806 nChanged 19 SP:Iteration 29Q (1735.236625 sec): 3 clusters Score: Raw -877656.443703 + Penalty 2881.501510 = -874774.942193 nChanged 14 SP:Iteration 30Q (1735.267493 sec): 3 clusters Score: Raw -877662.953366 + Penalty 2881.501510 = -874781.451856 nChanged 13 SP:Iteration 31Q (1735.289472 sec): 3 clusters Score: Raw -877668.597387 + Penalty 2881.501510 = -874787.095877 nChanged 13 SP:Iteration 32Q (1735.311312 sec): 3 clusters Score: Raw -877672.778842 + Penalty 2881.501510 = -874791.277332 nChanged 12 SP:Iteration 33Q (1735.333086 sec): 3 clusters Score: Raw -877678.772671 + Penalty 2881.501510 = -874797.271161 nChanged 10 SP:Iteration 34Q (1735.354862 sec): 3 clusters Score: Raw -877683.229093 + Penalty 2881.501510 = -874801.727583 nChanged 8 SP:Iteration 35Q (1735.382030 sec): 3 clusters Score: Raw -877686.235304 + Penalty 2881.501510 = -874804.733794 nChanged 7 SP:Iteration 36Q (1735.403793 sec): 3 clusters Score: Raw -877689.754526 + Penalty 2881.501510 = -874808.253016 nChanged 10 SP:Iteration 37Q (1735.430993 sec): 3 clusters Score: Raw -877693.243978 + Penalty 2881.501510 = -874811.742468 nChanged 6 SP:Iteration 38Q (1735.462783 sec): 3 clusters Score: Raw -877696.533670 + Penalty 2881.501510 = -874815.032160 nChanged 7 SP:Iteration 39Q (1735.487859 sec): 3 clusters Score: Raw -877699.254494 + Penalty 2881.501510 = -874817.752984 nChanged 3 SP:Iteration 40F (1735.511621 sec): 3 clusters Score: Raw -877701.605137 + Penalty 2881.501510 = -874820.103627 nChanged 4 SP:Iteration 41Q (1735.533266 sec): 3 clusters Score: Raw -877702.995880 + Penalty 2881.501510 = -874821.494370 nChanged 2 SP:Iteration 42Q (1735.555032 sec): 3 clusters Score: Raw -877703.653141 + Penalty 2881.501510 = -874822.151631 nChanged 0 SP:Iteration 43F (1735.578797 sec): 3 clusters Score: Raw -877703.653141 + Penalty 2881.501510 = -874822.151631 nChanged 0 Trying to split cluster 7 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1735.586272 sec): 2 clusters Score: Raw -12001.034908 + Penalty 780.653420 = -11220.381488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1735.587666 sec): 3 clusters Score: Raw -12193.792878 + Penalty 1561.306840 = -10632.486038 nChanged 6 SP:Iteration 1Q (1735.588863 sec): 3 clusters Score: Raw -12227.135112 + Penalty 1561.306840 = -10665.828273 nChanged 2 SP:Iteration 2Q (1735.590051 sec): 3 clusters Score: Raw -12230.282443 + Penalty 1561.306840 = -10668.975604 nChanged 2 SP:Iteration 3Q (1735.591239 sec): 3 clusters Score: Raw -12233.855714 + Penalty 1561.306840 = -10672.548875 nChanged 1 SP:Iteration 4Q (1735.592422 sec): 3 clusters Score: Raw -12247.420817 + Penalty 1561.306840 = -10686.113977 nChanged 2 SP:Iteration 5Q (1735.593623 sec): 3 clusters Score: Raw -12255.054205 + Penalty 1561.306840 = -10693.747365 nChanged 3 SP:Iteration 6Q (1735.594819 sec): 3 clusters Score: Raw -12273.366668 + Penalty 1561.306840 = -10712.059828 nChanged 0 SP:Iteration 7F (1735.596058 sec): 3 clusters Score: Raw -12273.366668 + Penalty 1561.306840 = -10712.059828 nChanged 0 Trying to split cluster 8 (7052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1735.617255 sec): 2 clusters Score: Raw -842791.048257 + Penalty 1439.923313 = -841351.124944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1735.647093 sec): 3 clusters Score: Raw -838934.735483 + Penalty 2879.846627 = -836054.888857 nChanged 2969 SP:Iteration 1F (1735.676758 sec): 3 clusters Score: Raw -840609.637000 + Penalty 2879.846627 = -837729.790373 nChanged 531 SP:Iteration 2F (1735.700585 sec): 3 clusters Score: Raw -841030.795391 + Penalty 2879.846627 = -838150.948764 nChanged 582 SP:Iteration 3F (1735.724291 sec): 3 clusters Score: Raw -841732.964734 + Penalty 2879.846627 = -838853.118108 nChanged 695 SP:Iteration 4F (1735.748169 sec): 3 clusters Score: Raw -842586.142974 + Penalty 2879.846627 = -839706.296348 nChanged 589 SP:Iteration 5F (1735.771746 sec): 3 clusters Score: Raw -843129.595999 + Penalty 2879.846627 = -840249.749373 nChanged 366 SP:Iteration 6F (1735.795489 sec): 3 clusters Score: Raw -843422.820864 + Penalty 2879.846627 = -840542.974237 nChanged 239 SP:Iteration 7Q (1735.821093 sec): 3 clusters Score: Raw -843604.544220 + Penalty 2879.846627 = -840724.697594 nChanged 144 SP:Iteration 8Q (1735.844631 sec): 3 clusters Score: Raw -843716.223641 + Penalty 2879.846627 = -840836.377015 nChanged 100 SP:Iteration 9Q (1735.868155 sec): 3 clusters Score: Raw -843783.585956 + Penalty 2879.846627 = -840903.739329 nChanged 77 SP:Iteration 10Q (1735.895811 sec): 3 clusters Score: Raw -843828.591535 + Penalty 2879.846627 = -840948.744908 nChanged 51 SP:Iteration 11Q (1735.919048 sec): 3 clusters Score: Raw -843863.972968 + Penalty 2879.846627 = -840984.126341 nChanged 53 SP:Iteration 12Q (1735.942165 sec): 3 clusters Score: Raw -843891.613311 + Penalty 2879.846627 = -841011.766685 nChanged 32 SP:Iteration 13Q (1735.965049 sec): 3 clusters Score: Raw -843904.514007 + Penalty 2879.846627 = -841024.667381 nChanged 21 SP:Iteration 14Q (1735.992038 sec): 3 clusters Score: Raw -843912.043219 + Penalty 2879.846627 = -841032.196593 nChanged 16 SP:Iteration 15Q (1736.014910 sec): 3 clusters Score: Raw -843917.287810 + Penalty 2879.846627 = -841037.441183 nChanged 13 SP:Iteration 16Q (1736.038020 sec): 3 clusters Score: Raw -843921.053696 + Penalty 2879.846627 = -841041.207070 nChanged 7 SP:Iteration 17Q (1736.072916 sec): 3 clusters Score: Raw -843922.638385 + Penalty 2879.846627 = -841042.791758 nChanged 4 SP:Iteration 18Q (1736.097888 sec): 3 clusters Score: Raw -843924.831381 + Penalty 2879.846627 = -841044.984755 nChanged 6 SP:Iteration 19Q (1736.120435 sec): 3 clusters Score: Raw -843926.901349 + Penalty 2879.846627 = -841047.054723 nChanged 3 SP:Iteration 20F (1736.153775 sec): 3 clusters Score: Raw -843927.274334 + Penalty 2879.846627 = -841047.427707 nChanged 0 Trying to split cluster 9 (10224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1736.187517 sec): 2 clusters Score: Raw -1270630.705795 + Penalty 1500.280141 = -1269130.425654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1736.217514 sec): 3 clusters Score: Raw -1264893.823155 + Penalty 3000.560282 = -1261893.262872 nChanged 4426 SP:Iteration 1F (1736.246283 sec): 3 clusters Score: Raw -1267196.163161 + Penalty 3000.560282 = -1264195.602878 nChanged 570 SP:Iteration 2F (1736.280302 sec): 3 clusters Score: Raw -1267405.235584 + Penalty 3000.560282 = -1264404.675302 nChanged 433 SP:Iteration 3Q (1736.308877 sec): 3 clusters Score: Raw -1267534.488557 + Penalty 3000.560282 = -1264533.928274 nChanged 325 SP:Iteration 4Q (1736.337489 sec): 3 clusters Score: Raw -1267622.724027 + Penalty 3000.560282 = -1264622.163745 nChanged 270 SP:Iteration 5Q (1736.366243 sec): 3 clusters Score: Raw -1267699.179270 + Penalty 3000.560282 = -1264698.618988 nChanged 241 SP:Iteration 6Q (1736.394805 sec): 3 clusters Score: Raw -1267766.163859 + Penalty 3000.560282 = -1264765.603577 nChanged 244 SP:Iteration 7Q (1736.423221 sec): 3 clusters Score: Raw -1267829.212230 + Penalty 3000.560282 = -1264828.651948 nChanged 236 SP:Iteration 8Q (1736.451490 sec): 3 clusters Score: Raw -1267888.404945 + Penalty 3000.560282 = -1264887.844663 nChanged 190 SP:Iteration 9Q (1736.479885 sec): 3 clusters Score: Raw -1267933.137203 + Penalty 3000.560282 = -1264932.576920 nChanged 184 SP:Iteration 10Q (1736.508254 sec): 3 clusters Score: Raw -1267975.251900 + Penalty 3000.560282 = -1264974.691617 nChanged 173 SP:Iteration 11Q (1736.536856 sec): 3 clusters Score: Raw -1268015.179718 + Penalty 3000.560282 = -1265014.619436 nChanged 152 SP:Iteration 12Q (1736.569872 sec): 3 clusters Score: Raw -1268053.023686 + Penalty 3000.560282 = -1265052.463403 nChanged 153 SP:Iteration 13Q (1736.598232 sec): 3 clusters Score: Raw -1268091.464314 + Penalty 3000.560282 = -1265090.904032 nChanged 167 SP:Iteration 14Q (1736.626941 sec): 3 clusters Score: Raw -1268132.687184 + Penalty 3000.560282 = -1265132.126901 nChanged 160 SP:Iteration 15Q (1736.655388 sec): 3 clusters Score: Raw -1268173.649957 + Penalty 3000.560282 = -1265173.089675 nChanged 159 SP:Iteration 16Q (1736.683800 sec): 3 clusters Score: Raw -1268214.581343 + Penalty 3000.560282 = -1265214.021061 nChanged 159 SP:Iteration 17Q (1736.717457 sec): 3 clusters Score: Raw -1268254.075268 + Penalty 3000.560282 = -1265253.514986 nChanged 174 SP:Iteration 18Q (1736.751032 sec): 3 clusters Score: Raw -1268306.711153 + Penalty 3000.560282 = -1265306.150871 nChanged 177 SP:Iteration 19Q (1736.785540 sec): 3 clusters Score: Raw -1268370.210787 + Penalty 3000.560282 = -1265369.650504 nChanged 218 SP:Iteration 20F (1736.814105 sec): 3 clusters Score: Raw -1268459.228976 + Penalty 3000.560282 = -1265458.668694 nChanged 261 SP:Iteration 21Q (1736.842350 sec): 3 clusters Score: Raw -1268570.790737 + Penalty 3000.560282 = -1265570.230455 nChanged 263 SP:Iteration 22Q (1736.870720 sec): 3 clusters Score: Raw -1268684.585040 + Penalty 3000.560282 = -1265684.024757 nChanged 271 SP:Iteration 23Q (1736.899049 sec): 3 clusters Score: Raw -1268815.847810 + Penalty 3000.560282 = -1265815.287527 nChanged 286 SP:Iteration 24Q (1736.927211 sec): 3 clusters Score: Raw -1268982.500043 + Penalty 3000.560282 = -1265981.939761 nChanged 298 SP:Iteration 25Q (1736.955376 sec): 3 clusters Score: Raw -1269156.426821 + Penalty 3000.560282 = -1266155.866538 nChanged 303 SP:Iteration 26Q (1736.983191 sec): 3 clusters Score: Raw -1269332.342440 + Penalty 3000.560282 = -1266331.782158 nChanged 263 SP:Iteration 27Q (1737.013670 sec): 3 clusters Score: Raw -1269479.554327 + Penalty 3000.560282 = -1266478.994045 nChanged 255 SP:Iteration 28Q (1737.041183 sec): 3 clusters Score: Raw -1269605.487445 + Penalty 3000.560282 = -1266604.927162 nChanged 216 SP:Iteration 29Q (1737.068385 sec): 3 clusters Score: Raw -1269698.998179 + Penalty 3000.560282 = -1266698.437896 nChanged 160 SP:Iteration 30Q (1737.095559 sec): 3 clusters Score: Raw -1269759.598176 + Penalty 3000.560282 = -1266759.037894 nChanged 148 SP:Iteration 31Q (1737.122531 sec): 3 clusters Score: Raw -1269812.912491 + Penalty 3000.560282 = -1266812.352209 nChanged 110 SP:Iteration 32Q (1737.149462 sec): 3 clusters Score: Raw -1269850.000044 + Penalty 3000.560282 = -1266849.439762 nChanged 88 SP:Iteration 33Q (1737.176355 sec): 3 clusters Score: Raw -1269879.544846 + Penalty 3000.560282 = -1266878.984563 nChanged 91 SP:Iteration 34Q (1737.202982 sec): 3 clusters Score: Raw -1269915.946677 + Penalty 3000.560282 = -1266915.386394 nChanged 91 SP:Iteration 35Q (1737.249279 sec): 3 clusters Score: Raw -1269948.471638 + Penalty 3000.560282 = -1266947.911355 nChanged 70 SP:Iteration 36Q (1737.275293 sec): 3 clusters Score: Raw -1269968.244412 + Penalty 3000.560282 = -1266967.684129 nChanged 71 SP:Iteration 37Q (1737.303673 sec): 3 clusters Score: Raw -1269989.110115 + Penalty 3000.560282 = -1266988.549833 nChanged 59 SP:Iteration 38Q (1737.339949 sec): 3 clusters Score: Raw -1270003.246581 + Penalty 3000.560282 = -1267002.686298 nChanged 58 SP:Iteration 39Q (1737.368745 sec): 3 clusters Score: Raw -1270017.228292 + Penalty 3000.560282 = -1267016.668009 nChanged 46 SP:Iteration 40F (1737.396827 sec): 3 clusters Score: Raw -1270028.914949 + Penalty 3000.560282 = -1267028.354667 nChanged 47 SP:Iteration 41Q (1737.422840 sec): 3 clusters Score: Raw -1270042.776269 + Penalty 3000.560282 = -1267042.215987 nChanged 46 SP:Iteration 42Q (1737.456242 sec): 3 clusters Score: Raw -1270059.990278 + Penalty 3000.560282 = -1267059.429996 nChanged 60 SP:Iteration 43Q (1737.482372 sec): 3 clusters Score: Raw -1270082.103387 + Penalty 3000.560282 = -1267081.543105 nChanged 56 SP:Iteration 44Q (1737.508469 sec): 3 clusters Score: Raw -1270100.879918 + Penalty 3000.560282 = -1267100.319635 nChanged 54 SP:Iteration 45Q (1737.534297 sec): 3 clusters Score: Raw -1270119.040231 + Penalty 3000.560282 = -1267118.479948 nChanged 55 SP:Iteration 46Q (1737.560517 sec): 3 clusters Score: Raw -1270137.796243 + Penalty 3000.560282 = -1267137.235961 nChanged 57 SP:Iteration 47Q (1737.589160 sec): 3 clusters Score: Raw -1270156.162374 + Penalty 3000.560282 = -1267155.602091 nChanged 46 SP:Iteration 48Q (1737.618282 sec): 3 clusters Score: Raw -1270170.379036 + Penalty 3000.560282 = -1267169.818754 nChanged 53 SP:Iteration 49Q (1737.644325 sec): 3 clusters Score: Raw -1270189.661363 + Penalty 3000.560282 = -1267189.101081 nChanged 54 SP:Iteration 50Q (1737.669978 sec): 3 clusters Score: Raw -1270207.316752 + Penalty 3000.560282 = -1267206.756470 nChanged 39 SP:Iteration 51Q (1737.695532 sec): 3 clusters Score: Raw -1270220.790208 + Penalty 3000.560282 = -1267220.229926 nChanged 40 SP:Iteration 52Q (1737.746023 sec): 3 clusters Score: Raw -1270235.725384 + Penalty 3000.560282 = -1267235.165102 nChanged 39 SP:Iteration 53Q (1737.782954 sec): 3 clusters Score: Raw -1270248.713184 + Penalty 3000.560282 = -1267248.152901 nChanged 35 SP:Iteration 54Q (1737.808494 sec): 3 clusters Score: Raw -1270261.272975 + Penalty 3000.560282 = -1267260.712693 nChanged 37 SP:Iteration 55Q (1737.833907 sec): 3 clusters Score: Raw -1270272.632176 + Penalty 3000.560282 = -1267272.071894 nChanged 36 SP:Iteration 56Q (1737.859381 sec): 3 clusters Score: Raw -1270285.400839 + Penalty 3000.560282 = -1267284.840556 nChanged 41 SP:Iteration 57Q (1737.884895 sec): 3 clusters Score: Raw -1270303.736853 + Penalty 3000.560282 = -1267303.176571 nChanged 40 SP:Iteration 58Q (1737.916441 sec): 3 clusters Score: Raw -1270321.690204 + Penalty 3000.560282 = -1267321.129922 nChanged 41 SP:Iteration 59Q (1737.948248 sec): 3 clusters Score: Raw -1270338.672521 + Penalty 3000.560282 = -1267338.112238 nChanged 45 SP:Iteration 60F (1737.976784 sec): 3 clusters Score: Raw -1270355.964551 + Penalty 3000.560282 = -1267355.404268 nChanged 40 SP:Iteration 61Q (1738.001969 sec): 3 clusters Score: Raw -1270373.065013 + Penalty 3000.560282 = -1267372.504730 nChanged 38 SP:Iteration 62Q (1738.030387 sec): 3 clusters Score: Raw -1270387.439462 + Penalty 3000.560282 = -1267386.879180 nChanged 29 SP:Iteration 63Q (1738.059018 sec): 3 clusters Score: Raw -1270399.606352 + Penalty 3000.560282 = -1267399.046070 nChanged 25 SP:Iteration 64Q (1738.084191 sec): 3 clusters Score: Raw -1270409.834093 + Penalty 3000.560282 = -1267409.273811 nChanged 27 SP:Iteration 65Q (1738.109168 sec): 3 clusters Score: Raw -1270421.805401 + Penalty 3000.560282 = -1267421.245118 nChanged 30 SP:Iteration 66Q (1738.133963 sec): 3 clusters Score: Raw -1270434.549945 + Penalty 3000.560282 = -1267433.989662 nChanged 35 SP:Iteration 67Q (1738.158902 sec): 3 clusters Score: Raw -1270448.559351 + Penalty 3000.560282 = -1267447.999069 nChanged 28 SP:Iteration 68Q (1738.183754 sec): 3 clusters Score: Raw -1270459.166083 + Penalty 3000.560282 = -1267458.605801 nChanged 31 SP:Iteration 69Q (1738.208647 sec): 3 clusters Score: Raw -1270472.188907 + Penalty 3000.560282 = -1267471.628625 nChanged 33 SP:Iteration 70Q (1738.233578 sec): 3 clusters Score: Raw -1270486.250089 + Penalty 3000.560282 = -1267485.689807 nChanged 26 SP:Iteration 71Q (1738.258309 sec): 3 clusters Score: Raw -1270497.117382 + Penalty 3000.560282 = -1267496.557100 nChanged 24 SP:Iteration 72Q (1738.282987 sec): 3 clusters Score: Raw -1270508.462539 + Penalty 3000.560282 = -1267507.902256 nChanged 29 SP:Iteration 73Q (1738.307709 sec): 3 clusters Score: Raw -1270525.488773 + Penalty 3000.560282 = -1267524.928491 nChanged 30 SP:Iteration 74Q (1738.332319 sec): 3 clusters Score: Raw -1270541.268646 + Penalty 3000.560282 = -1267540.708364 nChanged 40 SP:Iteration 75Q (1738.357032 sec): 3 clusters Score: Raw -1270559.958263 + Penalty 3000.560282 = -1267559.397981 nChanged 30 SP:Iteration 76Q (1738.381540 sec): 3 clusters Score: Raw -1270576.259152 + Penalty 3000.560282 = -1267575.698869 nChanged 35 SP:Iteration 77Q (1738.406119 sec): 3 clusters Score: Raw -1270594.456129 + Penalty 3000.560282 = -1267593.895847 nChanged 34 SP:Iteration 78Q (1738.465967 sec): 3 clusters Score: Raw -1270611.999053 + Penalty 3000.560282 = -1267611.438771 nChanged 33 SP:Iteration 79Q (1738.501230 sec): 3 clusters Score: Raw -1270629.016511 + Penalty 3000.560282 = -1267628.456229 nChanged 25 SP:Iteration 80F (1738.533562 sec): 3 clusters Score: Raw -1270645.114203 + Penalty 3000.560282 = -1267644.553921 nChanged 26 SP:Iteration 81Q (1738.558358 sec): 3 clusters Score: Raw -1270661.333222 + Penalty 3000.560282 = -1267660.772940 nChanged 27 SP:Iteration 82Q (1738.605881 sec): 3 clusters Score: Raw -1270677.568352 + Penalty 3000.560282 = -1267677.008070 nChanged 32 SP:Iteration 83Q (1738.630304 sec): 3 clusters Score: Raw -1270695.542096 + Penalty 3000.560282 = -1267694.981813 nChanged 26 SP:Iteration 84Q (1738.660081 sec): 3 clusters Score: Raw -1270713.682577 + Penalty 3000.560282 = -1267713.122295 nChanged 20 SP:Iteration 85Q (1738.684351 sec): 3 clusters Score: Raw -1270727.745290 + Penalty 3000.560282 = -1267727.185008 nChanged 20 SP:Iteration 86Q (1738.708966 sec): 3 clusters Score: Raw -1270742.309573 + Penalty 3000.560282 = -1267741.749290 nChanged 13 SP:Iteration 87Q (1738.733340 sec): 3 clusters Score: Raw -1270749.410893 + Penalty 3000.560282 = -1267748.850610 nChanged 14 SP:Iteration 88Q (1738.757720 sec): 3 clusters Score: Raw -1270758.512226 + Penalty 3000.560282 = -1267757.951944 nChanged 11 SP:Iteration 89Q (1738.782011 sec): 3 clusters Score: Raw -1270766.530959 + Penalty 3000.560282 = -1267765.970676 nChanged 15 SP:Iteration 90Q (1738.806460 sec): 3 clusters Score: Raw -1270774.851032 + Penalty 3000.560282 = -1267774.290750 nChanged 9 SP:Iteration 91Q (1738.830583 sec): 3 clusters Score: Raw -1270781.728670 + Penalty 3000.560282 = -1267781.168387 nChanged 12 SP:Iteration 92Q (1738.854766 sec): 3 clusters Score: Raw -1270788.733532 + Penalty 3000.560282 = -1267788.173249 nChanged 7 SP:Iteration 93Q (1738.887131 sec): 3 clusters Score: Raw -1270792.189703 + Penalty 3000.560282 = -1267791.629420 nChanged 5 SP:Iteration 94Q (1738.911364 sec): 3 clusters Score: Raw -1270795.029354 + Penalty 3000.560282 = -1267794.469072 nChanged 6 SP:Iteration 95Q (1738.935531 sec): 3 clusters Score: Raw -1270797.930964 + Penalty 3000.560282 = -1267797.370682 nChanged 2 SP:Iteration 96Q (1738.959679 sec): 3 clusters Score: Raw -1270798.922741 + Penalty 3000.560282 = -1267798.362459 nChanged 1 SP:Iteration 97Q (1738.983793 sec): 3 clusters Score: Raw -1270799.587637 + Penalty 3000.560282 = -1267799.027354 nChanged 1 SP:Iteration 98Q (1739.008623 sec): 3 clusters Score: Raw -1270799.770905 + Penalty 3000.560282 = -1267799.210623 nChanged 1 SP:Iteration 99Q (1739.038248 sec): 3 clusters Score: Raw -1270800.601222 + Penalty 3000.560282 = -1267800.040940 nChanged 1 SP:Iteration 100F (1739.066367 sec): 3 clusters Score: Raw -1270801.145489 + Penalty 3000.560282 = -1267800.585206 nChanged 0 Trying to split cluster 10 (43428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1739.140244 sec): 2 clusters Score: Raw -5423250.691352 + Penalty 1735.314697 = -5421515.376655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1739.222462 sec): 3 clusters Score: Raw -5395950.528814 + Penalty 3470.629394 = -5392479.899421 nChanged 20364 SP:Iteration 1F (1739.311167 sec): 3 clusters Score: Raw -5407281.731054 + Penalty 3470.629394 = -5403811.101660 nChanged 1563 SP:Iteration 2Q (1739.391743 sec): 3 clusters Score: Raw -5407708.347057 + Penalty 3470.629394 = -5404237.717663 nChanged 1549 SP:Iteration 3Q (1739.479915 sec): 3 clusters Score: Raw -5408162.835054 + Penalty 3470.629394 = -5404692.205660 nChanged 1625 SP:Iteration 4Q (1739.560229 sec): 3 clusters Score: Raw -5408685.146690 + Penalty 3470.629394 = -5405214.517296 nChanged 1638 SP:Iteration 5Q (1739.650130 sec): 3 clusters Score: Raw -5409252.180911 + Penalty 3470.629394 = -5405781.551518 nChanged 1746 SP:Iteration 6Q (1739.729276 sec): 3 clusters Score: Raw -5409923.163329 + Penalty 3470.629394 = -5406452.533935 nChanged 1824 SP:Iteration 7Q (1739.810130 sec): 3 clusters Score: Raw -5410721.656791 + Penalty 3470.629394 = -5407251.027398 nChanged 1973 SP:Iteration 8Q (1739.890031 sec): 3 clusters Score: Raw -5411699.924137 + Penalty 3470.629394 = -5408229.294743 nChanged 2090 SP:Iteration 9Q (1739.969715 sec): 3 clusters Score: Raw -5412857.357435 + Penalty 3470.629394 = -5409386.728041 nChanged 2254 SP:Iteration 10F (1740.049217 sec): 3 clusters Score: Raw -5414210.462474 + Penalty 3470.629394 = -5410739.833080 nChanged 2216 SP:Iteration 11F (1740.127190 sec): 3 clusters Score: Raw -5415528.490389 + Penalty 3470.629394 = -5412057.860995 nChanged 1943 SP:Iteration 12Q (1740.206833 sec): 3 clusters Score: Raw -5416566.564924 + Penalty 3470.629394 = -5413095.935530 nChanged 1606 SP:Iteration 13Q (1740.284617 sec): 3 clusters Score: Raw -5417203.515219 + Penalty 3470.629394 = -5413732.885825 nChanged 1052 SP:Iteration 14Q (1740.363235 sec): 3 clusters Score: Raw -5417519.787402 + Penalty 3470.629394 = -5414049.158008 nChanged 744 SP:Iteration 15Q (1740.440877 sec): 3 clusters Score: Raw -5417697.005592 + Penalty 3470.629394 = -5414226.376198 nChanged 559 SP:Iteration 16Q (1740.518155 sec): 3 clusters Score: Raw -5417807.099259 + Penalty 3470.629394 = -5414336.469865 nChanged 454 SP:Iteration 17Q (1740.595141 sec): 3 clusters Score: Raw -5417893.498934 + Penalty 3470.629394 = -5414422.869540 nChanged 415 SP:Iteration 18Q (1740.671658 sec): 3 clusters Score: Raw -5417967.881275 + Penalty 3470.629394 = -5414497.251881 nChanged 386 SP:Iteration 19Q (1740.748120 sec): 3 clusters Score: Raw -5418044.633888 + Penalty 3470.629394 = -5414574.004494 nChanged 444 SP:Iteration 20F (1740.838891 sec): 3 clusters Score: Raw -5418135.120449 + Penalty 3470.629394 = -5414664.491055 nChanged 447 SP:Iteration 21Q (1740.916083 sec): 3 clusters Score: Raw -5418232.408614 + Penalty 3470.629394 = -5414761.779220 nChanged 470 SP:Iteration 22Q (1740.992168 sec): 3 clusters Score: Raw -5418334.593160 + Penalty 3470.629394 = -5414863.963766 nChanged 456 SP:Iteration 23Q (1741.066595 sec): 3 clusters Score: Raw -5418436.612851 + Penalty 3470.629394 = -5414965.983458 nChanged 477 SP:Iteration 24Q (1741.146722 sec): 3 clusters Score: Raw -5418542.551187 + Penalty 3470.629394 = -5415071.921793 nChanged 485 SP:Iteration 25Q (1741.223277 sec): 3 clusters Score: Raw -5418657.408604 + Penalty 3470.629394 = -5415186.779210 nChanged 491 SP:Iteration 26Q (1741.299637 sec): 3 clusters Score: Raw -5418776.060950 + Penalty 3470.629394 = -5415305.431556 nChanged 525 SP:Iteration 27Q (1741.374771 sec): 3 clusters Score: Raw -5418925.586559 + Penalty 3470.629394 = -5415454.957165 nChanged 595 SP:Iteration 28Q (1741.449054 sec): 3 clusters Score: Raw -5419114.887976 + Penalty 3470.629394 = -5415644.258582 nChanged 611 SP:Iteration 29Q (1741.559156 sec): 3 clusters Score: Raw -5419305.516090 + Penalty 3470.629394 = -5415834.886696 nChanged 634 SP:Iteration 30Q (1741.679146 sec): 3 clusters Score: Raw -5419504.809372 + Penalty 3470.629394 = -5416034.179978 nChanged 638 SP:Iteration 31Q (1741.810747 sec): 3 clusters Score: Raw -5419705.504564 + Penalty 3470.629394 = -5416234.875170 nChanged 583 SP:Iteration 32Q (1741.933961 sec): 3 clusters Score: Raw -5419889.622954 + Penalty 3470.629394 = -5416418.993560 nChanged 609 SP:Iteration 33Q (1742.016168 sec): 3 clusters Score: Raw -5420079.632544 + Penalty 3470.629394 = -5416609.003150 nChanged 585 SP:Iteration 34Q (1742.092159 sec): 3 clusters Score: Raw -5420260.247367 + Penalty 3470.629394 = -5416789.617973 nChanged 581 SP:Iteration 35Q (1742.165050 sec): 3 clusters Score: Raw -5420439.198711 + Penalty 3470.629394 = -5416968.569317 nChanged 550 SP:Iteration 36Q (1742.237255 sec): 3 clusters Score: Raw -5420604.098836 + Penalty 3470.629394 = -5417133.469442 nChanged 566 SP:Iteration 37Q (1742.309805 sec): 3 clusters Score: Raw -5420781.828225 + Penalty 3470.629394 = -5417311.198831 nChanged 573 SP:Iteration 38Q (1742.380719 sec): 3 clusters Score: Raw -5420961.575580 + Penalty 3470.629394 = -5417490.946186 nChanged 562 SP:Iteration 39Q (1742.451619 sec): 3 clusters Score: Raw -5421130.257218 + Penalty 3470.629394 = -5417659.627825 nChanged 512 SP:Iteration 40F (1742.527942 sec): 3 clusters Score: Raw -5421279.912346 + Penalty 3470.629394 = -5417809.282952 nChanged 482 SP:Iteration 41Q (1742.599303 sec): 3 clusters Score: Raw -5421424.303362 + Penalty 3470.629394 = -5417953.673968 nChanged 460 SP:Iteration 42Q (1742.670154 sec): 3 clusters Score: Raw -5421565.775338 + Penalty 3470.629394 = -5418095.145944 nChanged 474 SP:Iteration 43Q (1742.739791 sec): 3 clusters Score: Raw -5421720.461699 + Penalty 3470.629394 = -5418249.832305 nChanged 434 SP:Iteration 44Q (1742.809756 sec): 3 clusters Score: Raw -5421855.541036 + Penalty 3470.629394 = -5418384.911642 nChanged 427 SP:Iteration 45Q (1742.878821 sec): 3 clusters Score: Raw -5422000.970416 + Penalty 3470.629394 = -5418530.341023 nChanged 391 SP:Iteration 46Q (1742.953008 sec): 3 clusters Score: Raw -5422136.212431 + Penalty 3470.629394 = -5418665.583038 nChanged 404 SP:Iteration 47Q (1743.021569 sec): 3 clusters Score: Raw -5422276.031199 + Penalty 3470.629394 = -5418805.401805 nChanged 367 SP:Iteration 48Q (1743.090121 sec): 3 clusters Score: Raw -5422404.018482 + Penalty 3470.629394 = -5418933.389088 nChanged 343 SP:Iteration 49Q (1743.157687 sec): 3 clusters Score: Raw -5422530.534189 + Penalty 3470.629394 = -5419059.904795 nChanged 323 SP:Iteration 50Q (1743.224437 sec): 3 clusters Score: Raw -5422645.639936 + Penalty 3470.629394 = -5419175.010542 nChanged 290 SP:Iteration 51Q (1743.291074 sec): 3 clusters Score: Raw -5422745.511356 + Penalty 3470.629394 = -5419274.881962 nChanged 260 SP:Iteration 52Q (1743.356744 sec): 3 clusters Score: Raw -5422834.044877 + Penalty 3470.629394 = -5419363.415483 nChanged 211 SP:Iteration 53Q (1743.421847 sec): 3 clusters Score: Raw -5422907.457921 + Penalty 3470.629394 = -5419436.828527 nChanged 213 SP:Iteration 54Q (1743.491710 sec): 3 clusters Score: Raw -5422985.536255 + Penalty 3470.629394 = -5419514.906861 nChanged 200 SP:Iteration 55Q (1743.556408 sec): 3 clusters Score: Raw -5423066.445952 + Penalty 3470.629394 = -5419595.816558 nChanged 184 SP:Iteration 56Q (1743.621532 sec): 3 clusters Score: Raw -5423136.313479 + Penalty 3470.629394 = -5419665.684085 nChanged 160 SP:Iteration 57Q (1743.686514 sec): 3 clusters Score: Raw -5423196.222294 + Penalty 3470.629394 = -5419725.592900 nChanged 134 SP:Iteration 58Q (1743.751253 sec): 3 clusters Score: Raw -5423248.611054 + Penalty 3470.629394 = -5419777.981661 nChanged 126 SP:Iteration 59Q (1743.817519 sec): 3 clusters Score: Raw -5423298.716460 + Penalty 3470.629394 = -5419828.087066 nChanged 120 SP:Iteration 60F (1743.897571 sec): 3 clusters Score: Raw -5423348.599346 + Penalty 3470.629394 = -5419877.969952 nChanged 98 SP:Iteration 61Q (1743.965223 sec): 3 clusters Score: Raw -5423392.791034 + Penalty 3470.629394 = -5419922.161640 nChanged 74 SP:Iteration 62Q (1744.028215 sec): 3 clusters Score: Raw -5423424.380486 + Penalty 3470.629394 = -5419953.751092 nChanged 77 SP:Iteration 63Q (1744.092916 sec): 3 clusters Score: Raw -5423457.001428 + Penalty 3470.629394 = -5419986.372034 nChanged 56 SP:Iteration 64Q (1744.156203 sec): 3 clusters Score: Raw -5423480.673857 + Penalty 3470.629394 = -5420010.044463 nChanged 50 SP:Iteration 65Q (1744.219241 sec): 3 clusters Score: Raw -5423498.696870 + Penalty 3470.629394 = -5420028.067476 nChanged 34 SP:Iteration 66Q (1744.284600 sec): 3 clusters Score: Raw -5423510.115990 + Penalty 3470.629394 = -5420039.486597 nChanged 29 SP:Iteration 67Q (1744.347358 sec): 3 clusters Score: Raw -5423520.981765 + Penalty 3470.629394 = -5420050.352371 nChanged 24 SP:Iteration 68Q (1744.410215 sec): 3 clusters Score: Raw -5423529.791645 + Penalty 3470.629394 = -5420059.162251 nChanged 25 SP:Iteration 69Q (1744.472862 sec): 3 clusters Score: Raw -5423538.650728 + Penalty 3470.629394 = -5420068.021334 nChanged 24 SP:Iteration 70Q (1744.535700 sec): 3 clusters Score: Raw -5423547.063321 + Penalty 3470.629394 = -5420076.433927 nChanged 20 SP:Iteration 71Q (1744.598344 sec): 3 clusters Score: Raw -5423552.575700 + Penalty 3470.629394 = -5420081.946307 nChanged 11 SP:Iteration 72Q (1744.661264 sec): 3 clusters Score: Raw -5423555.649269 + Penalty 3470.629394 = -5420085.019875 nChanged 12 SP:Iteration 73Q (1744.723471 sec): 3 clusters Score: Raw -5423559.553978 + Penalty 3470.629394 = -5420088.924584 nChanged 13 SP:Iteration 74Q (1744.786424 sec): 3 clusters Score: Raw -5423566.221866 + Penalty 3470.629394 = -5420095.592472 nChanged 17 SP:Iteration 75Q (1744.852695 sec): 3 clusters Score: Raw -5423572.407670 + Penalty 3470.629394 = -5420101.778276 nChanged 14 SP:Iteration 76Q (1744.920564 sec): 3 clusters Score: Raw -5423577.849127 + Penalty 3470.629394 = -5420107.219733 nChanged 13 SP:Iteration 77Q (1744.981893 sec): 3 clusters Score: Raw -5423582.795672 + Penalty 3470.629394 = -5420112.166278 nChanged 10 SP:Iteration 78Q (1745.079331 sec): 3 clusters Score: Raw -5423585.728392 + Penalty 3470.629394 = -5420115.098998 nChanged 11 SP:Iteration 79Q (1745.142249 sec): 3 clusters Score: Raw -5423589.035976 + Penalty 3470.629394 = -5420118.406582 nChanged 10 SP:Iteration 80F (1745.223452 sec): 3 clusters Score: Raw -5423592.815878 + Penalty 3470.629394 = -5420122.186484 nChanged 7 SP:Iteration 81Q (1745.297812 sec): 3 clusters Score: Raw -5423594.914233 + Penalty 3470.629394 = -5420124.284839 nChanged 5 SP:Iteration 82Q (1745.360374 sec): 3 clusters Score: Raw -5423596.107751 + Penalty 3470.629394 = -5420125.478358 nChanged 5 SP:Iteration 83Q (1745.423054 sec): 3 clusters Score: Raw -5423597.719403 + Penalty 3470.629394 = -5420127.090009 nChanged 2 SP:Iteration 84Q (1745.495084 sec): 3 clusters Score: Raw -5423598.389052 + Penalty 3470.629394 = -5420127.759658 nChanged 1 SP:Iteration 85Q (1745.556604 sec): 3 clusters Score: Raw -5423598.541164 + Penalty 3470.629394 = -5420127.911770 nChanged 0 SP:Iteration 86F (1745.639206 sec): 3 clusters Score: Raw -5423598.541164 + Penalty 3470.629394 = -5420127.911770 nChanged 0 Trying to split cluster 11 (28994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1745.684519 sec): 2 clusters Score: Raw -3623823.682349 + Penalty 1669.662181 = -3622154.020168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1745.742884 sec): 3 clusters Score: Raw -3605904.158578 + Penalty 3339.324362 = -3602564.834216 nChanged 13259 SP:Iteration 1F (1745.802699 sec): 3 clusters Score: Raw -3613339.979309 + Penalty 3339.324362 = -3610000.654947 nChanged 1255 SP:Iteration 2Q (1745.860240 sec): 3 clusters Score: Raw -3613742.789953 + Penalty 3339.324362 = -3610403.465591 nChanged 1162 SP:Iteration 3Q (1745.933036 sec): 3 clusters Score: Raw -3614146.291137 + Penalty 3339.324362 = -3610806.966775 nChanged 1213 SP:Iteration 4Q (1745.993244 sec): 3 clusters Score: Raw -3614629.238808 + Penalty 3339.324362 = -3611289.914446 nChanged 1260 SP:Iteration 5Q (1746.049527 sec): 3 clusters Score: Raw -3615226.471170 + Penalty 3339.324362 = -3611887.146808 nChanged 1371 SP:Iteration 6Q (1746.111898 sec): 3 clusters Score: Raw -3616008.401324 + Penalty 3339.324362 = -3612669.076962 nChanged 1569 SP:Iteration 7F (1746.188732 sec): 3 clusters Score: Raw -3617131.701972 + Penalty 3339.324362 = -3613792.377610 nChanged 1761 SP:Iteration 8F (1746.244008 sec): 3 clusters Score: Raw -3618503.827791 + Penalty 3339.324362 = -3615164.503429 nChanged 1678 SP:Iteration 9F (1746.299217 sec): 3 clusters Score: Raw -3619801.803418 + Penalty 3339.324362 = -3616462.479056 nChanged 1396 SP:Iteration 10Q (1746.354505 sec): 3 clusters Score: Raw -3620689.632993 + Penalty 3339.324362 = -3617350.308631 nChanged 1014 SP:Iteration 11Q (1746.407723 sec): 3 clusters Score: Raw -3621165.545371 + Penalty 3339.324362 = -3617826.221008 nChanged 689 SP:Iteration 12Q (1746.460456 sec): 3 clusters Score: Raw -3621409.090873 + Penalty 3339.324362 = -3618069.766511 nChanged 493 SP:Iteration 13Q (1746.519207 sec): 3 clusters Score: Raw -3621576.191294 + Penalty 3339.324362 = -3618236.866932 nChanged 417 SP:Iteration 14Q (1746.571123 sec): 3 clusters Score: Raw -3621714.857101 + Penalty 3339.324362 = -3618375.532739 nChanged 402 SP:Iteration 15Q (1746.623230 sec): 3 clusters Score: Raw -3621850.610051 + Penalty 3339.324362 = -3618511.285688 nChanged 363 SP:Iteration 16Q (1746.674149 sec): 3 clusters Score: Raw -3621966.498170 + Penalty 3339.324362 = -3618627.173808 nChanged 371 SP:Iteration 17Q (1746.747887 sec): 3 clusters Score: Raw -3622093.787859 + Penalty 3339.324362 = -3618754.463497 nChanged 380 SP:Iteration 18Q (1746.798434 sec): 3 clusters Score: Raw -3622221.367057 + Penalty 3339.324362 = -3618882.042695 nChanged 336 SP:Iteration 19Q (1746.851464 sec): 3 clusters Score: Raw -3622329.163764 + Penalty 3339.324362 = -3618989.839402 nChanged 319 SP:Iteration 20F (1746.905472 sec): 3 clusters Score: Raw -3622435.944707 + Penalty 3339.324362 = -3619096.620345 nChanged 333 SP:Iteration 21Q (1746.956116 sec): 3 clusters Score: Raw -3622555.625165 + Penalty 3339.324362 = -3619216.300803 nChanged 327 SP:Iteration 22Q (1747.005641 sec): 3 clusters Score: Raw -3622686.285252 + Penalty 3339.324362 = -3619346.960890 nChanged 316 SP:Iteration 23Q (1747.065182 sec): 3 clusters Score: Raw -3622810.803410 + Penalty 3339.324362 = -3619471.479048 nChanged 283 SP:Iteration 24Q (1747.117459 sec): 3 clusters Score: Raw -3622914.928738 + Penalty 3339.324362 = -3619575.604376 nChanged 279 SP:Iteration 25Q (1747.169431 sec): 3 clusters Score: Raw -3623023.730126 + Penalty 3339.324362 = -3619684.405764 nChanged 249 SP:Iteration 26Q (1747.221334 sec): 3 clusters Score: Raw -3623111.583264 + Penalty 3339.324362 = -3619772.258902 nChanged 230 SP:Iteration 27Q (1747.269885 sec): 3 clusters Score: Raw -3623202.210426 + Penalty 3339.324362 = -3619862.886064 nChanged 224 SP:Iteration 28Q (1747.318638 sec): 3 clusters Score: Raw -3623295.027019 + Penalty 3339.324362 = -3619955.702657 nChanged 224 SP:Iteration 29Q (1747.372149 sec): 3 clusters Score: Raw -3623385.755909 + Penalty 3339.324362 = -3620046.431547 nChanged 195 SP:Iteration 30Q (1747.419682 sec): 3 clusters Score: Raw -3623461.057168 + Penalty 3339.324362 = -3620121.732806 nChanged 163 SP:Iteration 31Q (1747.467553 sec): 3 clusters Score: Raw -3623524.854671 + Penalty 3339.324362 = -3620185.530309 nChanged 165 SP:Iteration 32Q (1747.515284 sec): 3 clusters Score: Raw -3623597.977260 + Penalty 3339.324362 = -3620258.652898 nChanged 140 SP:Iteration 33Q (1747.562240 sec): 3 clusters Score: Raw -3623655.089964 + Penalty 3339.324362 = -3620315.765602 nChanged 129 SP:Iteration 34Q (1747.609052 sec): 3 clusters Score: Raw -3623703.738362 + Penalty 3339.324362 = -3620364.414000 nChanged 114 SP:Iteration 35Q (1747.657345 sec): 3 clusters Score: Raw -3623747.127492 + Penalty 3339.324362 = -3620407.803129 nChanged 124 SP:Iteration 36Q (1747.703788 sec): 3 clusters Score: Raw -3623801.284771 + Penalty 3339.324362 = -3620461.960409 nChanged 120 SP:Iteration 37Q (1747.750451 sec): 3 clusters Score: Raw -3623849.081236 + Penalty 3339.324362 = -3620509.756873 nChanged 96 SP:Iteration 38Q (1747.796703 sec): 3 clusters Score: Raw -3623889.095924 + Penalty 3339.324362 = -3620549.771562 nChanged 79 SP:Iteration 39Q (1747.845623 sec): 3 clusters Score: Raw -3623920.345617 + Penalty 3339.324362 = -3620581.021255 nChanged 79 SP:Iteration 40F (1747.908588 sec): 3 clusters Score: Raw -3623947.797906 + Penalty 3339.324362 = -3620608.473544 nChanged 53 SP:Iteration 41Q (1747.954143 sec): 3 clusters Score: Raw -3623965.450651 + Penalty 3339.324362 = -3620626.126289 nChanged 47 SP:Iteration 42Q (1748.000522 sec): 3 clusters Score: Raw -3623981.647604 + Penalty 3339.324362 = -3620642.323242 nChanged 52 SP:Iteration 43Q (1748.050484 sec): 3 clusters Score: Raw -3623999.756775 + Penalty 3339.324362 = -3620660.432413 nChanged 40 SP:Iteration 44Q (1748.102568 sec): 3 clusters Score: Raw -3624011.356417 + Penalty 3339.324362 = -3620672.032055 nChanged 37 SP:Iteration 45Q (1748.148739 sec): 3 clusters Score: Raw -3624024.464673 + Penalty 3339.324362 = -3620685.140311 nChanged 43 SP:Iteration 46Q (1748.198420 sec): 3 clusters Score: Raw -3624040.735893 + Penalty 3339.324362 = -3620701.411531 nChanged 34 SP:Iteration 47Q (1748.250618 sec): 3 clusters Score: Raw -3624053.322051 + Penalty 3339.324362 = -3620713.997689 nChanged 20 SP:Iteration 48Q (1748.296827 sec): 3 clusters Score: Raw -3624058.965926 + Penalty 3339.324362 = -3620719.641564 nChanged 17 SP:Iteration 49Q (1748.342898 sec): 3 clusters Score: Raw -3624063.784032 + Penalty 3339.324362 = -3620724.459670 nChanged 20 SP:Iteration 50Q (1748.414654 sec): 3 clusters Score: Raw -3624071.326417 + Penalty 3339.324362 = -3620732.002055 nChanged 20 SP:Iteration 51Q (1748.493716 sec): 3 clusters Score: Raw -3624079.105706 + Penalty 3339.324362 = -3620739.781344 nChanged 18 SP:Iteration 52Q (1748.540011 sec): 3 clusters Score: Raw -3624085.881739 + Penalty 3339.324362 = -3620746.557377 nChanged 19 SP:Iteration 53Q (1748.586182 sec): 3 clusters Score: Raw -3624092.193318 + Penalty 3339.324362 = -3620752.868956 nChanged 15 SP:Iteration 54Q (1748.632413 sec): 3 clusters Score: Raw -3624098.723225 + Penalty 3339.324362 = -3620759.398863 nChanged 13 SP:Iteration 55Q (1748.677997 sec): 3 clusters Score: Raw -3624102.664455 + Penalty 3339.324362 = -3620763.340093 nChanged 11 SP:Iteration 56Q (1748.723383 sec): 3 clusters Score: Raw -3624105.813555 + Penalty 3339.324362 = -3620766.489193 nChanged 14 SP:Iteration 57Q (1748.768862 sec): 3 clusters Score: Raw -3624109.630754 + Penalty 3339.324362 = -3620770.306392 nChanged 5 SP:Iteration 58Q (1748.814750 sec): 3 clusters Score: Raw -3624111.189358 + Penalty 3339.324362 = -3620771.864996 nChanged 5 SP:Iteration 59Q (1748.860121 sec): 3 clusters Score: Raw -3624113.314692 + Penalty 3339.324362 = -3620773.990330 nChanged 4 SP:Iteration 60F (1748.920397 sec): 3 clusters Score: Raw -3624115.729324 + Penalty 3339.324362 = -3620776.404961 nChanged 11 SP:Iteration 61Q (1748.968657 sec): 3 clusters Score: Raw -3624118.768828 + Penalty 3339.324362 = -3620779.444466 nChanged 2 SP:Iteration 62Q (1749.013246 sec): 3 clusters Score: Raw -3624119.490549 + Penalty 3339.324362 = -3620780.166187 nChanged 2 SP:Iteration 63Q (1749.060643 sec): 3 clusters Score: Raw -3624119.911877 + Penalty 3339.324362 = -3620780.587515 nChanged 1 SP:Iteration 64Q (1749.107440 sec): 3 clusters Score: Raw -3624120.309156 + Penalty 3339.324362 = -3620780.984794 nChanged 4 SP:Iteration 65Q (1749.153038 sec): 3 clusters Score: Raw -3624121.570262 + Penalty 3339.324362 = -3620782.245900 nChanged 4 SP:Iteration 66Q (1749.198475 sec): 3 clusters Score: Raw -3624122.568617 + Penalty 3339.324362 = -3620783.244255 nChanged 2 SP:Iteration 67Q (1749.244277 sec): 3 clusters Score: Raw -3624123.160969 + Penalty 3339.324362 = -3620783.836607 nChanged 1 SP:Iteration 68Q (1749.289856 sec): 3 clusters Score: Raw -3624123.399510 + Penalty 3339.324362 = -3620784.075148 nChanged 1 SP:Iteration 69Q (1749.335472 sec): 3 clusters Score: Raw -3624123.594344 + Penalty 3339.324362 = -3620784.269982 nChanged 1 SP:Iteration 70Q (1749.380410 sec): 3 clusters Score: Raw -3624123.775555 + Penalty 3339.324362 = -3620784.451193 nChanged 3 SP:Iteration 71Q (1749.426639 sec): 3 clusters Score: Raw -3624124.184078 + Penalty 3339.324362 = -3620784.859716 nChanged 2 SP:Iteration 72Q (1749.472297 sec): 3 clusters Score: Raw -3624124.973685 + Penalty 3339.324362 = -3620785.649323 nChanged 2 SP:Iteration 73Q (1749.524782 sec): 3 clusters Score: Raw -3624125.289022 + Penalty 3339.324362 = -3620785.964660 nChanged 1 SP:Iteration 74Q (1749.591170 sec): 3 clusters Score: Raw -3624125.651721 + Penalty 3339.324362 = -3620786.327359 nChanged 1 SP:Iteration 75Q (1749.636766 sec): 3 clusters Score: Raw -3624125.918277 + Penalty 3339.324362 = -3620786.593915 nChanged 2 SP:Iteration 76Q (1749.683570 sec): 3 clusters Score: Raw -3624126.706162 + Penalty 3339.324362 = -3620787.381800 nChanged 3 SP:Iteration 77Q (1749.728827 sec): 3 clusters Score: Raw -3624127.183421 + Penalty 3339.324362 = -3620787.859059 nChanged 0 SP:Iteration 78F (1749.783552 sec): 3 clusters Score: Raw -3624127.183421 + Penalty 3339.324362 = -3620787.859059 nChanged 0 Trying to split cluster 12 (32039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1749.827544 sec): 2 clusters Score: Raw -3862130.325489 + Penalty 1685.890243 = -3860444.435246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1749.896198 sec): 3 clusters Score: Raw -3842653.071273 + Penalty 3371.780487 = -3839281.290787 nChanged 14625 SP:Iteration 1F (1749.957654 sec): 3 clusters Score: Raw -3850973.581102 + Penalty 3371.780487 = -3847601.800615 nChanged 1549 SP:Iteration 2Q (1750.022551 sec): 3 clusters Score: Raw -3851585.574160 + Penalty 3371.780487 = -3848213.793673 nChanged 1552 SP:Iteration 3Q (1750.085796 sec): 3 clusters Score: Raw -3852281.402551 + Penalty 3371.780487 = -3848909.622065 nChanged 1603 SP:Iteration 4F (1750.146908 sec): 3 clusters Score: Raw -3853129.982615 + Penalty 3371.780487 = -3849758.202129 nChanged 1730 SP:Iteration 5F (1750.208773 sec): 3 clusters Score: Raw -3854199.887116 + Penalty 3371.780487 = -3850828.106629 nChanged 1831 SP:Iteration 6F (1750.273750 sec): 3 clusters Score: Raw -3855432.508221 + Penalty 3371.780487 = -3852060.727734 nChanged 1778 SP:Iteration 7F (1750.341067 sec): 3 clusters Score: Raw -3856648.617309 + Penalty 3371.780487 = -3853276.836822 nChanged 1658 SP:Iteration 8F (1750.404304 sec): 3 clusters Score: Raw -3857666.218664 + Penalty 3371.780487 = -3854294.438178 nChanged 1321 SP:Iteration 9Q (1750.467311 sec): 3 clusters Score: Raw -3858284.542101 + Penalty 3371.780487 = -3854912.761614 nChanged 947 SP:Iteration 10Q (1750.548410 sec): 3 clusters Score: Raw -3858631.423301 + Penalty 3371.780487 = -3855259.642815 nChanged 663 SP:Iteration 11Q (1750.613617 sec): 3 clusters Score: Raw -3858833.101595 + Penalty 3371.780487 = -3855461.321108 nChanged 535 SP:Iteration 12Q (1750.673552 sec): 3 clusters Score: Raw -3858997.097506 + Penalty 3371.780487 = -3855625.317020 nChanged 480 SP:Iteration 13Q (1750.733797 sec): 3 clusters Score: Raw -3859135.967677 + Penalty 3371.780487 = -3855764.187190 nChanged 454 SP:Iteration 14Q (1750.793899 sec): 3 clusters Score: Raw -3859272.597708 + Penalty 3371.780487 = -3855900.817222 nChanged 445 SP:Iteration 15Q (1750.852980 sec): 3 clusters Score: Raw -3859411.970996 + Penalty 3371.780487 = -3856040.190510 nChanged 446 SP:Iteration 16Q (1750.911787 sec): 3 clusters Score: Raw -3859552.921271 + Penalty 3371.780487 = -3856181.140785 nChanged 447 SP:Iteration 17Q (1750.972303 sec): 3 clusters Score: Raw -3859687.142311 + Penalty 3371.780487 = -3856315.361824 nChanged 415 SP:Iteration 18Q (1751.030952 sec): 3 clusters Score: Raw -3859820.733619 + Penalty 3371.780487 = -3856448.953132 nChanged 411 SP:Iteration 19Q (1751.088544 sec): 3 clusters Score: Raw -3859974.940396 + Penalty 3371.780487 = -3856603.159909 nChanged 454 SP:Iteration 20F (1751.149745 sec): 3 clusters Score: Raw -3860185.593025 + Penalty 3371.780487 = -3856813.812539 nChanged 529 SP:Iteration 21Q (1751.209125 sec): 3 clusters Score: Raw -3860440.365177 + Penalty 3371.780487 = -3857068.584690 nChanged 489 SP:Iteration 22Q (1751.266616 sec): 3 clusters Score: Raw -3860662.505335 + Penalty 3371.780487 = -3857290.724848 nChanged 463 SP:Iteration 23Q (1751.324545 sec): 3 clusters Score: Raw -3860854.374739 + Penalty 3371.780487 = -3857482.594252 nChanged 404 SP:Iteration 24Q (1751.382133 sec): 3 clusters Score: Raw -3860994.079487 + Penalty 3371.780487 = -3857622.299000 nChanged 345 SP:Iteration 25Q (1751.449303 sec): 3 clusters Score: Raw -3861094.127994 + Penalty 3371.780487 = -3857722.347508 nChanged 297 SP:Iteration 26Q (1751.511000 sec): 3 clusters Score: Raw -3861165.124427 + Penalty 3371.780487 = -3857793.343940 nChanged 246 SP:Iteration 27Q (1751.604469 sec): 3 clusters Score: Raw -3861219.236404 + Penalty 3371.780487 = -3857847.455917 nChanged 218 SP:Iteration 28Q (1751.718658 sec): 3 clusters Score: Raw -3861264.298188 + Penalty 3371.780487 = -3857892.517701 nChanged 188 SP:Iteration 29Q (1751.816268 sec): 3 clusters Score: Raw -3861300.214353 + Penalty 3371.780487 = -3857928.433866 nChanged 176 SP:Iteration 30Q (1751.918726 sec): 3 clusters Score: Raw -3861330.660247 + Penalty 3371.780487 = -3857958.879760 nChanged 153 SP:Iteration 31Q (1752.028343 sec): 3 clusters Score: Raw -3861357.057613 + Penalty 3371.780487 = -3857985.277127 nChanged 149 SP:Iteration 32Q (1752.110522 sec): 3 clusters Score: Raw -3861386.393669 + Penalty 3371.780487 = -3858014.613182 nChanged 165 SP:Iteration 33Q (1752.193184 sec): 3 clusters Score: Raw -3861414.997992 + Penalty 3371.780487 = -3858043.217506 nChanged 158 SP:Iteration 34Q (1752.284000 sec): 3 clusters Score: Raw -3861442.422132 + Penalty 3371.780487 = -3858070.641645 nChanged 141 SP:Iteration 35Q (1752.365404 sec): 3 clusters Score: Raw -3861463.715221 + Penalty 3371.780487 = -3858091.934734 nChanged 120 SP:Iteration 36Q (1752.442274 sec): 3 clusters Score: Raw -3861480.802051 + Penalty 3371.780487 = -3858109.021564 nChanged 121 SP:Iteration 37Q (1752.500690 sec): 3 clusters Score: Raw -3861497.262605 + Penalty 3371.780487 = -3858125.482118 nChanged 101 SP:Iteration 38Q (1752.564398 sec): 3 clusters Score: Raw -3861510.928145 + Penalty 3371.780487 = -3858139.147658 nChanged 108 SP:Iteration 39Q (1752.620263 sec): 3 clusters Score: Raw -3861524.261646 + Penalty 3371.780487 = -3858152.481160 nChanged 108 SP:Iteration 40F (1752.681975 sec): 3 clusters Score: Raw -3861538.857044 + Penalty 3371.780487 = -3858167.076558 nChanged 101 SP:Iteration 41Q (1752.761102 sec): 3 clusters Score: Raw -3861551.100589 + Penalty 3371.780487 = -3858179.320103 nChanged 89 SP:Iteration 42Q (1752.849274 sec): 3 clusters Score: Raw -3861561.025360 + Penalty 3371.780487 = -3858189.244873 nChanged 65 SP:Iteration 43Q (1752.916028 sec): 3 clusters Score: Raw -3861567.600940 + Penalty 3371.780487 = -3858195.820453 nChanged 67 SP:Iteration 44Q (1752.975253 sec): 3 clusters Score: Raw -3861575.543095 + Penalty 3371.780487 = -3858203.762608 nChanged 59 SP:Iteration 45Q (1753.032373 sec): 3 clusters Score: Raw -3861581.419089 + Penalty 3371.780487 = -3858209.638602 nChanged 58 SP:Iteration 46Q (1753.125509 sec): 3 clusters Score: Raw -3861586.095828 + Penalty 3371.780487 = -3858214.315342 nChanged 47 SP:Iteration 47Q (1753.195252 sec): 3 clusters Score: Raw -3861589.350143 + Penalty 3371.780487 = -3858217.569656 nChanged 44 SP:Iteration 48Q (1753.250289 sec): 3 clusters Score: Raw -3861592.659186 + Penalty 3371.780487 = -3858220.878699 nChanged 43 SP:Iteration 49Q (1753.306243 sec): 3 clusters Score: Raw -3861597.278958 + Penalty 3371.780487 = -3858225.498472 nChanged 49 SP:Iteration 50Q (1753.381291 sec): 3 clusters Score: Raw -3861602.419824 + Penalty 3371.780487 = -3858230.639338 nChanged 57 SP:Iteration 51Q (1753.457799 sec): 3 clusters Score: Raw -3861607.706424 + Penalty 3371.780487 = -3858235.925937 nChanged 34 SP:Iteration 52Q (1753.532857 sec): 3 clusters Score: Raw -3861610.052136 + Penalty 3371.780487 = -3858238.271649 nChanged 31 SP:Iteration 53Q (1753.603839 sec): 3 clusters Score: Raw -3861612.249442 + Penalty 3371.780487 = -3858240.468955 nChanged 32 SP:Iteration 54Q (1753.686470 sec): 3 clusters Score: Raw -3861614.652724 + Penalty 3371.780487 = -3858242.872237 nChanged 39 SP:Iteration 55Q (1753.756378 sec): 3 clusters Score: Raw -3861617.435081 + Penalty 3371.780487 = -3858245.654595 nChanged 37 SP:Iteration 56Q (1753.814003 sec): 3 clusters Score: Raw -3861620.331200 + Penalty 3371.780487 = -3858248.550713 nChanged 46 SP:Iteration 57Q (1753.875998 sec): 3 clusters Score: Raw -3861624.563774 + Penalty 3371.780487 = -3858252.783287 nChanged 48 SP:Iteration 58Q (1753.930004 sec): 3 clusters Score: Raw -3861628.559276 + Penalty 3371.780487 = -3858256.778789 nChanged 37 SP:Iteration 59Q (1753.993801 sec): 3 clusters Score: Raw -3861631.759282 + Penalty 3371.780487 = -3858259.978795 nChanged 35 SP:Iteration 60F (1754.052866 sec): 3 clusters Score: Raw -3861634.485890 + Penalty 3371.780487 = -3858262.705404 nChanged 30 SP:Iteration 61Q (1754.109631 sec): 3 clusters Score: Raw -3861637.011801 + Penalty 3371.780487 = -3858265.231314 nChanged 34 SP:Iteration 62Q (1754.199140 sec): 3 clusters Score: Raw -3861640.295934 + Penalty 3371.780487 = -3858268.515447 nChanged 45 SP:Iteration 63Q (1754.261900 sec): 3 clusters Score: Raw -3861645.147016 + Penalty 3371.780487 = -3858273.366530 nChanged 48 SP:Iteration 64Q (1754.318169 sec): 3 clusters Score: Raw -3861650.687828 + Penalty 3371.780487 = -3858278.907342 nChanged 49 SP:Iteration 65Q (1754.376203 sec): 3 clusters Score: Raw -3861656.004372 + Penalty 3371.780487 = -3858284.223885 nChanged 48 SP:Iteration 66Q (1754.453600 sec): 3 clusters Score: Raw -3861661.327731 + Penalty 3371.780487 = -3858289.547245 nChanged 62 SP:Iteration 67Q (1754.547594 sec): 3 clusters Score: Raw -3861668.720106 + Penalty 3371.780487 = -3858296.939620 nChanged 60 SP:Iteration 68Q (1754.614738 sec): 3 clusters Score: Raw -3861675.707435 + Penalty 3371.780487 = -3858303.926948 nChanged 61 SP:Iteration 69Q (1754.696619 sec): 3 clusters Score: Raw -3861682.425309 + Penalty 3371.780487 = -3858310.644822 nChanged 57 SP:Iteration 70Q (1754.750338 sec): 3 clusters Score: Raw -3861688.281643 + Penalty 3371.780487 = -3858316.501156 nChanged 47 SP:Iteration 71Q (1754.819714 sec): 3 clusters Score: Raw -3861693.199839 + Penalty 3371.780487 = -3858321.419352 nChanged 52 SP:Iteration 72Q (1754.898912 sec): 3 clusters Score: Raw -3861698.498877 + Penalty 3371.780487 = -3858326.718390 nChanged 50 SP:Iteration 73Q (1754.985648 sec): 3 clusters Score: Raw -3861703.318770 + Penalty 3371.780487 = -3858331.538284 nChanged 45 SP:Iteration 74Q (1755.050642 sec): 3 clusters Score: Raw -3861706.368715 + Penalty 3371.780487 = -3858334.588228 nChanged 28 SP:Iteration 75Q (1755.115114 sec): 3 clusters Score: Raw -3861708.078501 + Penalty 3371.780487 = -3858336.298015 nChanged 30 SP:Iteration 76Q (1755.177920 sec): 3 clusters Score: Raw -3861710.424615 + Penalty 3371.780487 = -3858338.644128 nChanged 30 SP:Iteration 77Q (1755.250448 sec): 3 clusters Score: Raw -3861713.446388 + Penalty 3371.780487 = -3858341.665901 nChanged 51 SP:Iteration 78Q (1755.316255 sec): 3 clusters Score: Raw -3861719.186363 + Penalty 3371.780487 = -3858347.405877 nChanged 57 SP:Iteration 79Q (1755.370113 sec): 3 clusters Score: Raw -3861724.923637 + Penalty 3371.780487 = -3858353.143150 nChanged 44 SP:Iteration 80F (1755.430562 sec): 3 clusters Score: Raw -3861729.545809 + Penalty 3371.780487 = -3858357.765322 nChanged 42 SP:Iteration 81Q (1755.498474 sec): 3 clusters Score: Raw -3861734.556040 + Penalty 3371.780487 = -3858362.775553 nChanged 48 SP:Iteration 82Q (1755.556121 sec): 3 clusters Score: Raw -3861740.825796 + Penalty 3371.780487 = -3858369.045309 nChanged 51 SP:Iteration 83Q (1755.615920 sec): 3 clusters Score: Raw -3861747.614159 + Penalty 3371.780487 = -3858375.833672 nChanged 57 SP:Iteration 84Q (1755.683004 sec): 3 clusters Score: Raw -3861755.866688 + Penalty 3371.780487 = -3858384.086202 nChanged 66 SP:Iteration 85Q (1755.750961 sec): 3 clusters Score: Raw -3861763.015878 + Penalty 3371.780487 = -3858391.235391 nChanged 56 SP:Iteration 86Q (1755.804919 sec): 3 clusters Score: Raw -3861769.829687 + Penalty 3371.780487 = -3858398.049200 nChanged 63 SP:Iteration 87Q (1755.864575 sec): 3 clusters Score: Raw -3861776.271777 + Penalty 3371.780487 = -3858404.491291 nChanged 61 SP:Iteration 88Q (1755.920576 sec): 3 clusters Score: Raw -3861784.149935 + Penalty 3371.780487 = -3858412.369448 nChanged 53 SP:Iteration 89Q (1755.973934 sec): 3 clusters Score: Raw -3861790.940412 + Penalty 3371.780487 = -3858419.159926 nChanged 50 SP:Iteration 90Q (1756.028010 sec): 3 clusters Score: Raw -3861797.032867 + Penalty 3371.780487 = -3858425.252380 nChanged 42 SP:Iteration 91Q (1756.099868 sec): 3 clusters Score: Raw -3861801.433739 + Penalty 3371.780487 = -3858429.653253 nChanged 40 SP:Iteration 92Q (1756.159575 sec): 3 clusters Score: Raw -3861805.920545 + Penalty 3371.780487 = -3858434.140059 nChanged 46 SP:Iteration 93Q (1756.230854 sec): 3 clusters Score: Raw -3861810.669792 + Penalty 3371.780487 = -3858438.889305 nChanged 34 SP:Iteration 94Q (1756.289009 sec): 3 clusters Score: Raw -3861814.279373 + Penalty 3371.780487 = -3858442.498886 nChanged 39 SP:Iteration 95Q (1756.363301 sec): 3 clusters Score: Raw -3861819.158748 + Penalty 3371.780487 = -3858447.378261 nChanged 35 SP:Iteration 96Q (1756.437130 sec): 3 clusters Score: Raw -3861823.514632 + Penalty 3371.780487 = -3858451.734145 nChanged 34 SP:Iteration 97Q (1756.527072 sec): 3 clusters Score: Raw -3861827.189378 + Penalty 3371.780487 = -3858455.408891 nChanged 37 SP:Iteration 98Q (1756.591836 sec): 3 clusters Score: Raw -3861831.028699 + Penalty 3371.780487 = -3858459.248213 nChanged 42 SP:Iteration 99Q (1756.650511 sec): 3 clusters Score: Raw -3861835.869874 + Penalty 3371.780487 = -3858464.089387 nChanged 38 SP:Iteration 100F (1756.744080 sec): 3 clusters Score: Raw -3861841.481083 + Penalty 3371.780487 = -3858469.700597 nChanged 51 SP:Iteration 101Q (1756.821021 sec): 3 clusters Score: Raw -3861849.808491 + Penalty 3371.780487 = -3858478.028004 nChanged 58 SP:Iteration 102Q (1756.874493 sec): 3 clusters Score: Raw -3861861.193716 + Penalty 3371.780487 = -3858489.413229 nChanged 62 SP:Iteration 103Q (1756.951312 sec): 3 clusters Score: Raw -3861870.704529 + Penalty 3371.780487 = -3858498.924042 nChanged 65 SP:Iteration 104Q (1757.018230 sec): 3 clusters Score: Raw -3861879.586597 + Penalty 3371.780487 = -3858507.806110 nChanged 50 SP:Iteration 105Q (1757.073758 sec): 3 clusters Score: Raw -3861886.285484 + Penalty 3371.780487 = -3858514.504997 nChanged 56 SP:Iteration 106Q (1757.149058 sec): 3 clusters Score: Raw -3861894.366167 + Penalty 3371.780487 = -3858522.585680 nChanged 60 SP:Iteration 107Q (1757.205651 sec): 3 clusters Score: Raw -3861903.825175 + Penalty 3371.780487 = -3858532.044689 nChanged 61 SP:Iteration 108Q (1757.283188 sec): 3 clusters Score: Raw -3861915.137432 + Penalty 3371.780487 = -3858543.356945 nChanged 74 SP:Iteration 109Q (1757.359481 sec): 3 clusters Score: Raw -3861930.263963 + Penalty 3371.780487 = -3858558.483476 nChanged 68 SP:Iteration 110Q (1757.439270 sec): 3 clusters Score: Raw -3861941.961089 + Penalty 3371.780487 = -3858570.180603 nChanged 72 SP:Iteration 111Q (1757.520450 sec): 3 clusters Score: Raw -3861956.001442 + Penalty 3371.780487 = -3858584.220956 nChanged 79 SP:Iteration 112Q (1757.580080 sec): 3 clusters Score: Raw -3861971.508115 + Penalty 3371.780487 = -3858599.727628 nChanged 88 SP:Iteration 113Q (1757.657231 sec): 3 clusters Score: Raw -3861991.391046 + Penalty 3371.780487 = -3858619.610560 nChanged 85 SP:Iteration 114Q (1757.731615 sec): 3 clusters Score: Raw -3862010.888652 + Penalty 3371.780487 = -3858639.108166 nChanged 88 SP:Iteration 115Q (1757.804187 sec): 3 clusters Score: Raw -3862031.540266 + Penalty 3371.780487 = -3858659.759779 nChanged 93 SP:Iteration 116Q (1757.868144 sec): 3 clusters Score: Raw -3862054.102498 + Penalty 3371.780487 = -3858682.322011 nChanged 102 SP:Iteration 117Q (1757.924951 sec): 3 clusters Score: Raw -3862076.776658 + Penalty 3371.780487 = -3858704.996172 nChanged 95 SP:Iteration 118Q (1757.980649 sec): 3 clusters Score: Raw -3862099.577765 + Penalty 3371.780487 = -3858727.797278 nChanged 87 SP:Iteration 119Q (1758.053384 sec): 3 clusters Score: Raw -3862122.538451 + Penalty 3371.780487 = -3858750.757964 nChanged 81 SP:Iteration 120F (1758.113324 sec): 3 clusters Score: Raw -3862143.822158 + Penalty 3371.780487 = -3858772.041672 nChanged 87 SP:Iteration 121Q (1758.168211 sec): 3 clusters Score: Raw -3862161.456993 + Penalty 3371.780487 = -3858789.676506 nChanged 77 SP:Iteration 122Q (1758.231976 sec): 3 clusters Score: Raw -3862178.349569 + Penalty 3371.780487 = -3858806.569082 nChanged 60 SP:Iteration 123Q (1758.284225 sec): 3 clusters Score: Raw -3862191.155525 + Penalty 3371.780487 = -3858819.375039 nChanged 56 SP:Iteration 124Q (1758.341140 sec): 3 clusters Score: Raw -3862203.848051 + Penalty 3371.780487 = -3858832.067564 nChanged 68 SP:Iteration 125Q (1758.415938 sec): 3 clusters Score: Raw -3862217.992049 + Penalty 3371.780487 = -3858846.211563 nChanged 54 SP:Iteration 126Q (1758.475875 sec): 3 clusters Score: Raw -3862228.203037 + Penalty 3371.780487 = -3858856.422550 nChanged 49 SP:Iteration 127Q (1758.530841 sec): 3 clusters Score: Raw -3862238.663916 + Penalty 3371.780487 = -3858866.883429 nChanged 43 SP:Iteration 128Q (1758.582162 sec): 3 clusters Score: Raw -3862248.712132 + Penalty 3371.780487 = -3858876.931645 nChanged 54 SP:Iteration 129Q (1758.652211 sec): 3 clusters Score: Raw -3862260.372088 + Penalty 3371.780487 = -3858888.591601 nChanged 46 SP:Iteration 130Q (1758.713055 sec): 3 clusters Score: Raw -3862268.845182 + Penalty 3371.780487 = -3858897.064695 nChanged 33 SP:Iteration 131Q (1758.781524 sec): 3 clusters Score: Raw -3862275.214132 + Penalty 3371.780487 = -3858903.433645 nChanged 32 SP:Iteration 132Q (1758.840732 sec): 3 clusters Score: Raw -3862281.548993 + Penalty 3371.780487 = -3858909.768507 nChanged 34 SP:Iteration 133Q (1758.901188 sec): 3 clusters Score: Raw -3862287.926059 + Penalty 3371.780487 = -3858916.145573 nChanged 42 SP:Iteration 134Q (1758.952203 sec): 3 clusters Score: Raw -3862296.136185 + Penalty 3371.780487 = -3858924.355698 nChanged 39 SP:Iteration 135Q (1759.030850 sec): 3 clusters Score: Raw -3862305.595561 + Penalty 3371.780487 = -3858933.815074 nChanged 44 SP:Iteration 136Q (1759.092195 sec): 3 clusters Score: Raw -3862317.671422 + Penalty 3371.780487 = -3858945.890936 nChanged 39 SP:Iteration 137Q (1759.143020 sec): 3 clusters Score: Raw -3862326.476419 + Penalty 3371.780487 = -3858954.695932 nChanged 37 SP:Iteration 138Q (1759.229112 sec): 3 clusters Score: Raw -3862335.377147 + Penalty 3371.780487 = -3858963.596660 nChanged 35 SP:Iteration 139Q (1759.300900 sec): 3 clusters Score: Raw -3862344.539434 + Penalty 3371.780487 = -3858972.758947 nChanged 35 SP:Iteration 140F (1759.360755 sec): 3 clusters Score: Raw -3862350.889958 + Penalty 3371.780487 = -3858979.109472 nChanged 21 SP:Iteration 141Q (1759.416653 sec): 3 clusters Score: Raw -3862353.928782 + Penalty 3371.780487 = -3858982.148296 nChanged 21 SP:Iteration 142Q (1759.483177 sec): 3 clusters Score: Raw -3862357.097990 + Penalty 3371.780487 = -3858985.317503 nChanged 16 SP:Iteration 143Q (1759.534715 sec): 3 clusters Score: Raw -3862360.941105 + Penalty 3371.780487 = -3858989.160618 nChanged 25 SP:Iteration 144Q (1759.592744 sec): 3 clusters Score: Raw -3862366.446163 + Penalty 3371.780487 = -3858994.665676 nChanged 27 SP:Iteration 145Q (1759.645187 sec): 3 clusters Score: Raw -3862371.782934 + Penalty 3371.780487 = -3859000.002447 nChanged 27 SP:Iteration 146Q (1759.708383 sec): 3 clusters Score: Raw -3862377.696029 + Penalty 3371.780487 = -3859005.915542 nChanged 24 SP:Iteration 147Q (1759.758577 sec): 3 clusters Score: Raw -3862382.544322 + Penalty 3371.780487 = -3859010.763835 nChanged 14 SP:Iteration 148Q (1759.843616 sec): 3 clusters Score: Raw -3862385.051016 + Penalty 3371.780487 = -3859013.270530 nChanged 12 SP:Iteration 149Q (1759.894143 sec): 3 clusters Score: Raw -3862387.761321 + Penalty 3371.780487 = -3859015.980835 nChanged 12 SP:Iteration 150Q (1759.956381 sec): 3 clusters Score: Raw -3862389.174236 + Penalty 3371.780487 = -3859017.393749 nChanged 7 SP:Iteration 151Q (1760.010853 sec): 3 clusters Score: Raw -3862390.269087 + Penalty 3371.780487 = -3859018.488600 nChanged 4 SP:Iteration 152Q (1760.081725 sec): 3 clusters Score: Raw -3862391.270236 + Penalty 3371.780487 = -3859019.489749 nChanged 5 SP:Iteration 153Q (1760.163182 sec): 3 clusters Score: Raw -3862392.400077 + Penalty 3371.780487 = -3859020.619591 nChanged 8 SP:Iteration 154Q (1760.225513 sec): 3 clusters Score: Raw -3862393.737444 + Penalty 3371.780487 = -3859021.956957 nChanged 6 SP:Iteration 155Q (1760.281303 sec): 3 clusters Score: Raw -3862395.057386 + Penalty 3371.780487 = -3859023.276899 nChanged 7 SP:Iteration 156Q (1760.347548 sec): 3 clusters Score: Raw -3862396.696325 + Penalty 3371.780487 = -3859024.915838 nChanged 10 SP:Iteration 157Q (1760.398243 sec): 3 clusters Score: Raw -3862398.926896 + Penalty 3371.780487 = -3859027.146409 nChanged 12 SP:Iteration 158Q (1760.469516 sec): 3 clusters Score: Raw -3862402.473785 + Penalty 3371.780487 = -3859030.693299 nChanged 14 SP:Iteration 159Q (1760.531568 sec): 3 clusters Score: Raw -3862405.159500 + Penalty 3371.780487 = -3859033.379014 nChanged 12 SP:Iteration 160F (1760.592151 sec): 3 clusters Score: Raw -3862407.289203 + Penalty 3371.780487 = -3859035.508716 nChanged 6 SP:Iteration 161Q (1760.654154 sec): 3 clusters Score: Raw -3862408.434761 + Penalty 3371.780487 = -3859036.654275 nChanged 7 SP:Iteration 162Q (1760.704541 sec): 3 clusters Score: Raw -3862409.410140 + Penalty 3371.780487 = -3859037.629653 nChanged 5 SP:Iteration 163Q (1760.759169 sec): 3 clusters Score: Raw -3862410.368892 + Penalty 3371.780487 = -3859038.588405 nChanged 6 SP:Iteration 164Q (1760.835068 sec): 3 clusters Score: Raw -3862411.849295 + Penalty 3371.780487 = -3859040.068809 nChanged 7 SP:Iteration 165Q (1760.884240 sec): 3 clusters Score: Raw -3862413.716705 + Penalty 3371.780487 = -3859041.936218 nChanged 11 SP:Iteration 166Q (1760.944091 sec): 3 clusters Score: Raw -3862415.564415 + Penalty 3371.780487 = -3859043.783928 nChanged 7 SP:Iteration 167Q (1761.015359 sec): 3 clusters Score: Raw -3862417.005644 + Penalty 3371.780487 = -3859045.225157 nChanged 7 SP:Iteration 168Q (1761.069788 sec): 3 clusters Score: Raw -3862418.180972 + Penalty 3371.780487 = -3859046.400485 nChanged 7 SP:Iteration 169Q (1761.125195 sec): 3 clusters Score: Raw -3862419.694142 + Penalty 3371.780487 = -3859047.913655 nChanged 5 SP:Iteration 170Q (1761.186375 sec): 3 clusters Score: Raw -3862420.436330 + Penalty 3371.780487 = -3859048.655843 nChanged 10 SP:Iteration 171Q (1761.271003 sec): 3 clusters Score: Raw -3862422.407221 + Penalty 3371.780487 = -3859050.626734 nChanged 3 SP:Iteration 172Q (1761.329410 sec): 3 clusters Score: Raw -3862423.054350 + Penalty 3371.780487 = -3859051.273863 nChanged 6 SP:Iteration 173Q (1761.385812 sec): 3 clusters Score: Raw -3862424.079199 + Penalty 3371.780487 = -3859052.298712 nChanged 7 SP:Iteration 174Q (1761.439137 sec): 3 clusters Score: Raw -3862425.194389 + Penalty 3371.780487 = -3859053.413902 nChanged 2 SP:Iteration 175Q (1761.496146 sec): 3 clusters Score: Raw -3862425.517382 + Penalty 3371.780487 = -3859053.736896 nChanged 4 SP:Iteration 176Q (1761.546150 sec): 3 clusters Score: Raw -3862426.532352 + Penalty 3371.780487 = -3859054.751865 nChanged 6 SP:Iteration 177Q (1761.603432 sec): 3 clusters Score: Raw -3862427.869976 + Penalty 3371.780487 = -3859056.089489 nChanged 5 SP:Iteration 178Q (1761.659700 sec): 3 clusters Score: Raw -3862429.029049 + Penalty 3371.780487 = -3859057.248563 nChanged 2 SP:Iteration 179Q (1761.709861 sec): 3 clusters Score: Raw -3862429.162417 + Penalty 3371.780487 = -3859057.381930 nChanged 2 SP:Iteration 180F (1761.771984 sec): 3 clusters Score: Raw -3862429.398448 + Penalty 3371.780487 = -3859057.617962 nChanged 0 Trying to split cluster 13 (60365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1761.853685 sec): 2 clusters Score: Raw -7530721.242605 + Penalty 1788.826771 = -7528932.415834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1761.958771 sec): 3 clusters Score: Raw -7492046.666684 + Penalty 3577.653542 = -7488469.013142 nChanged 28597 SP:Iteration 1F (1762.066174 sec): 3 clusters Score: Raw -7508742.822693 + Penalty 3577.653542 = -7505165.169150 nChanged 2485 SP:Iteration 2Q (1762.195438 sec): 3 clusters Score: Raw -7509587.346884 + Penalty 3577.653542 = -7506009.693341 nChanged 2640 SP:Iteration 3Q (1762.303673 sec): 3 clusters Score: Raw -7510625.778768 + Penalty 3577.653542 = -7507048.125226 nChanged 2859 SP:Iteration 4Q (1762.415573 sec): 3 clusters Score: Raw -7511921.331851 + Penalty 3577.653542 = -7508343.678309 nChanged 3161 SP:Iteration 5F (1762.522410 sec): 3 clusters Score: Raw -7513550.841942 + Penalty 3577.653542 = -7509973.188399 nChanged 3439 SP:Iteration 6F (1762.625914 sec): 3 clusters Score: Raw -7515541.890396 + Penalty 3577.653542 = -7511964.236853 nChanged 3535 SP:Iteration 7F (1762.733721 sec): 3 clusters Score: Raw -7517772.231913 + Penalty 3577.653542 = -7514194.578371 nChanged 3417 SP:Iteration 8F (1762.835386 sec): 3 clusters Score: Raw -7519826.384728 + Penalty 3577.653542 = -7516248.731186 nChanged 2789 SP:Iteration 9Q (1762.943081 sec): 3 clusters Score: Raw -7521120.345221 + Penalty 3577.653542 = -7517542.691679 nChanged 1928 SP:Iteration 10Q (1763.047618 sec): 3 clusters Score: Raw -7521711.395669 + Penalty 3577.653542 = -7518133.742127 nChanged 1247 SP:Iteration 11Q (1763.153136 sec): 3 clusters Score: Raw -7521977.689524 + Penalty 3577.653542 = -7518400.035982 nChanged 809 SP:Iteration 12Q (1763.261153 sec): 3 clusters Score: Raw -7522137.535603 + Penalty 3577.653542 = -7518559.882061 nChanged 681 SP:Iteration 13Q (1763.369911 sec): 3 clusters Score: Raw -7522267.155304 + Penalty 3577.653542 = -7518689.501762 nChanged 652 SP:Iteration 14Q (1763.478632 sec): 3 clusters Score: Raw -7522388.276662 + Penalty 3577.653542 = -7518810.623120 nChanged 626 SP:Iteration 15Q (1763.590406 sec): 3 clusters Score: Raw -7522504.870354 + Penalty 3577.653542 = -7518927.216812 nChanged 621 SP:Iteration 16Q (1763.702053 sec): 3 clusters Score: Raw -7522621.528972 + Penalty 3577.653542 = -7519043.875430 nChanged 644 SP:Iteration 17Q (1763.811758 sec): 3 clusters Score: Raw -7522755.580079 + Penalty 3577.653542 = -7519177.926537 nChanged 731 SP:Iteration 18Q (1763.916536 sec): 3 clusters Score: Raw -7522923.705234 + Penalty 3577.653542 = -7519346.051692 nChanged 785 SP:Iteration 19Q (1764.023896 sec): 3 clusters Score: Raw -7523121.464123 + Penalty 3577.653542 = -7519543.810581 nChanged 840 SP:Iteration 20F (1764.132557 sec): 3 clusters Score: Raw -7523331.915784 + Penalty 3577.653542 = -7519754.262242 nChanged 809 SP:Iteration 21Q (1764.238946 sec): 3 clusters Score: Raw -7523547.559602 + Penalty 3577.653542 = -7519969.906060 nChanged 875 SP:Iteration 22Q (1764.351505 sec): 3 clusters Score: Raw -7523804.289277 + Penalty 3577.653542 = -7520226.635735 nChanged 920 SP:Iteration 23Q (1764.477040 sec): 3 clusters Score: Raw -7524098.377143 + Penalty 3577.653542 = -7520520.723601 nChanged 982 SP:Iteration 24Q (1764.582518 sec): 3 clusters Score: Raw -7524442.919750 + Penalty 3577.653542 = -7520865.266208 nChanged 1048 SP:Iteration 25Q (1764.686610 sec): 3 clusters Score: Raw -7524821.162119 + Penalty 3577.653542 = -7521243.508577 nChanged 1043 SP:Iteration 26Q (1764.788551 sec): 3 clusters Score: Raw -7525220.043218 + Penalty 3577.653542 = -7521642.389676 nChanged 1069 SP:Iteration 27Q (1764.897165 sec): 3 clusters Score: Raw -7525671.870902 + Penalty 3577.653542 = -7522094.217359 nChanged 1104 SP:Iteration 28Q (1764.997473 sec): 3 clusters Score: Raw -7526165.199788 + Penalty 3577.653542 = -7522587.546246 nChanged 1089 SP:Iteration 29Q (1765.096926 sec): 3 clusters Score: Raw -7526690.097718 + Penalty 3577.653542 = -7523112.444176 nChanged 1036 SP:Iteration 30Q (1765.195758 sec): 3 clusters Score: Raw -7527198.069452 + Penalty 3577.653542 = -7523620.415910 nChanged 931 SP:Iteration 31Q (1765.293344 sec): 3 clusters Score: Raw -7527617.922940 + Penalty 3577.653542 = -7524040.269398 nChanged 826 SP:Iteration 32Q (1765.391703 sec): 3 clusters Score: Raw -7527987.889558 + Penalty 3577.653542 = -7524410.236016 nChanged 816 SP:Iteration 33Q (1765.488383 sec): 3 clusters Score: Raw -7528346.883408 + Penalty 3577.653542 = -7524769.229866 nChanged 792 SP:Iteration 34Q (1765.582847 sec): 3 clusters Score: Raw -7528650.312718 + Penalty 3577.653542 = -7525072.659176 nChanged 653 SP:Iteration 35Q (1765.678628 sec): 3 clusters Score: Raw -7528873.976107 + Penalty 3577.653542 = -7525296.322564 nChanged 554 SP:Iteration 36Q (1765.772388 sec): 3 clusters Score: Raw -7529043.837663 + Penalty 3577.653542 = -7525466.184121 nChanged 472 SP:Iteration 37Q (1765.879237 sec): 3 clusters Score: Raw -7529166.670209 + Penalty 3577.653542 = -7525589.016667 nChanged 409 SP:Iteration 38Q (1765.971424 sec): 3 clusters Score: Raw -7529263.509665 + Penalty 3577.653542 = -7525685.856122 nChanged 373 SP:Iteration 39Q (1766.062701 sec): 3 clusters Score: Raw -7529348.299761 + Penalty 3577.653542 = -7525770.646218 nChanged 334 SP:Iteration 40F (1766.163933 sec): 3 clusters Score: Raw -7529460.804943 + Penalty 3577.653542 = -7525883.151400 nChanged 359 SP:Iteration 41Q (1766.260366 sec): 3 clusters Score: Raw -7529549.533763 + Penalty 3577.653542 = -7525971.880220 nChanged 321 SP:Iteration 42Q (1766.352541 sec): 3 clusters Score: Raw -7529619.340494 + Penalty 3577.653542 = -7526041.686952 nChanged 325 SP:Iteration 43Q (1766.443593 sec): 3 clusters Score: Raw -7529690.400156 + Penalty 3577.653542 = -7526112.746613 nChanged 348 SP:Iteration 44Q (1766.535283 sec): 3 clusters Score: Raw -7529768.220909 + Penalty 3577.653542 = -7526190.567367 nChanged 311 SP:Iteration 45Q (1766.626114 sec): 3 clusters Score: Raw -7529839.253580 + Penalty 3577.653542 = -7526261.600037 nChanged 311 SP:Iteration 46Q (1766.726707 sec): 3 clusters Score: Raw -7529908.071675 + Penalty 3577.653542 = -7526330.418133 nChanged 284 SP:Iteration 47Q (1766.816938 sec): 3 clusters Score: Raw -7529963.285423 + Penalty 3577.653542 = -7526385.631881 nChanged 269 SP:Iteration 48Q (1766.916490 sec): 3 clusters Score: Raw -7530015.529537 + Penalty 3577.653542 = -7526437.875995 nChanged 266 SP:Iteration 49Q (1767.009296 sec): 3 clusters Score: Raw -7530068.083702 + Penalty 3577.653542 = -7526490.430159 nChanged 249 SP:Iteration 50Q (1767.098412 sec): 3 clusters Score: Raw -7530115.302406 + Penalty 3577.653542 = -7526537.648863 nChanged 238 SP:Iteration 51Q (1767.188012 sec): 3 clusters Score: Raw -7530159.072646 + Penalty 3577.653542 = -7526581.419104 nChanged 205 SP:Iteration 52Q (1767.283194 sec): 3 clusters Score: Raw -7530197.091500 + Penalty 3577.653542 = -7526619.437957 nChanged 220 SP:Iteration 53Q (1767.405554 sec): 3 clusters Score: Raw -7530238.014343 + Penalty 3577.653542 = -7526660.360801 nChanged 208 SP:Iteration 54Q (1767.515739 sec): 3 clusters Score: Raw -7530274.302929 + Penalty 3577.653542 = -7526696.649387 nChanged 180 SP:Iteration 55Q (1767.604368 sec): 3 clusters Score: Raw -7530305.502376 + Penalty 3577.653542 = -7526727.848834 nChanged 179 SP:Iteration 56Q (1767.692119 sec): 3 clusters Score: Raw -7530334.324254 + Penalty 3577.653542 = -7526756.670712 nChanged 160 SP:Iteration 57Q (1767.779903 sec): 3 clusters Score: Raw -7530357.605534 + Penalty 3577.653542 = -7526779.951992 nChanged 147 SP:Iteration 58Q (1767.872001 sec): 3 clusters Score: Raw -7530381.159891 + Penalty 3577.653542 = -7526803.506349 nChanged 144 SP:Iteration 59Q (1767.959750 sec): 3 clusters Score: Raw -7530405.571180 + Penalty 3577.653542 = -7526827.917637 nChanged 152 SP:Iteration 60F (1768.060826 sec): 3 clusters Score: Raw -7530428.688877 + Penalty 3577.653542 = -7526851.035335 nChanged 119 SP:Iteration 61Q (1768.148600 sec): 3 clusters Score: Raw -7530446.376745 + Penalty 3577.653542 = -7526868.723203 nChanged 107 SP:Iteration 62Q (1768.242868 sec): 3 clusters Score: Raw -7530461.410395 + Penalty 3577.653542 = -7526883.756853 nChanged 108 SP:Iteration 63Q (1768.329951 sec): 3 clusters Score: Raw -7530476.080139 + Penalty 3577.653542 = -7526898.426596 nChanged 92 SP:Iteration 64Q (1768.416860 sec): 3 clusters Score: Raw -7530487.638301 + Penalty 3577.653542 = -7526909.984759 nChanged 94 SP:Iteration 65Q (1768.507063 sec): 3 clusters Score: Raw -7530498.827236 + Penalty 3577.653542 = -7526921.173693 nChanged 79 SP:Iteration 66Q (1768.599019 sec): 3 clusters Score: Raw -7530508.560695 + Penalty 3577.653542 = -7526930.907153 nChanged 66 SP:Iteration 67Q (1768.686621 sec): 3 clusters Score: Raw -7530517.388916 + Penalty 3577.653542 = -7526939.735373 nChanged 69 SP:Iteration 68Q (1768.773610 sec): 3 clusters Score: Raw -7530527.220747 + Penalty 3577.653542 = -7526949.567204 nChanged 69 SP:Iteration 69Q (1768.859934 sec): 3 clusters Score: Raw -7530536.051815 + Penalty 3577.653542 = -7526958.398272 nChanged 76 SP:Iteration 70Q (1768.946658 sec): 3 clusters Score: Raw -7530545.630599 + Penalty 3577.653542 = -7526967.977056 nChanged 58 SP:Iteration 71Q (1769.033078 sec): 3 clusters Score: Raw -7530552.676522 + Penalty 3577.653542 = -7526975.022980 nChanged 62 SP:Iteration 72Q (1769.119270 sec): 3 clusters Score: Raw -7530559.469449 + Penalty 3577.653542 = -7526981.815906 nChanged 69 SP:Iteration 73Q (1769.205356 sec): 3 clusters Score: Raw -7530568.006763 + Penalty 3577.653542 = -7526990.353220 nChanged 76 SP:Iteration 74Q (1769.293781 sec): 3 clusters Score: Raw -7530577.023863 + Penalty 3577.653542 = -7526999.370321 nChanged 92 SP:Iteration 75Q (1769.387457 sec): 3 clusters Score: Raw -7530591.635437 + Penalty 3577.653542 = -7527013.981895 nChanged 99 SP:Iteration 76Q (1769.489527 sec): 3 clusters Score: Raw -7530607.173190 + Penalty 3577.653542 = -7527029.519648 nChanged 92 SP:Iteration 77Q (1769.575289 sec): 3 clusters Score: Raw -7530621.389789 + Penalty 3577.653542 = -7527043.736247 nChanged 93 SP:Iteration 78Q (1769.660521 sec): 3 clusters Score: Raw -7530636.623924 + Penalty 3577.653542 = -7527058.970382 nChanged 84 SP:Iteration 79Q (1769.748890 sec): 3 clusters Score: Raw -7530651.362267 + Penalty 3577.653542 = -7527073.708725 nChanged 96 SP:Iteration 80F (1769.849949 sec): 3 clusters Score: Raw -7530668.213683 + Penalty 3577.653542 = -7527090.560141 nChanged 103 SP:Iteration 81Q (1769.935666 sec): 3 clusters Score: Raw -7530689.750062 + Penalty 3577.653542 = -7527112.096520 nChanged 116 SP:Iteration 82Q (1770.021204 sec): 3 clusters Score: Raw -7530713.017727 + Penalty 3577.653542 = -7527135.364185 nChanged 103 SP:Iteration 83Q (1770.115702 sec): 3 clusters Score: Raw -7530732.975078 + Penalty 3577.653542 = -7527155.321535 nChanged 86 SP:Iteration 84Q (1770.201475 sec): 3 clusters Score: Raw -7530748.218595 + Penalty 3577.653542 = -7527170.565053 nChanged 73 SP:Iteration 85Q (1770.288174 sec): 3 clusters Score: Raw -7530759.419883 + Penalty 3577.653542 = -7527181.766340 nChanged 68 SP:Iteration 86Q (1770.372279 sec): 3 clusters Score: Raw -7530768.880810 + Penalty 3577.653542 = -7527191.227268 nChanged 55 SP:Iteration 87Q (1770.467821 sec): 3 clusters Score: Raw -7530776.707567 + Penalty 3577.653542 = -7527199.054024 nChanged 50 SP:Iteration 88Q (1770.552661 sec): 3 clusters Score: Raw -7530784.187558 + Penalty 3577.653542 = -7527206.534016 nChanged 58 SP:Iteration 89Q (1770.652559 sec): 3 clusters Score: Raw -7530791.455827 + Penalty 3577.653542 = -7527213.802284 nChanged 42 SP:Iteration 90Q (1770.760165 sec): 3 clusters Score: Raw -7530798.949481 + Penalty 3577.653542 = -7527221.295939 nChanged 47 SP:Iteration 91Q (1770.845130 sec): 3 clusters Score: Raw -7530806.303385 + Penalty 3577.653542 = -7527228.649843 nChanged 54 SP:Iteration 92Q (1770.953787 sec): 3 clusters Score: Raw -7530813.857833 + Penalty 3577.653542 = -7527236.204291 nChanged 51 SP:Iteration 93Q (1771.038325 sec): 3 clusters Score: Raw -7530821.287664 + Penalty 3577.653542 = -7527243.634122 nChanged 40 SP:Iteration 94Q (1771.122659 sec): 3 clusters Score: Raw -7530827.241906 + Penalty 3577.653542 = -7527249.588364 nChanged 42 SP:Iteration 95Q (1771.207340 sec): 3 clusters Score: Raw -7530833.445342 + Penalty 3577.653542 = -7527255.791800 nChanged 38 SP:Iteration 96Q (1771.291351 sec): 3 clusters Score: Raw -7530839.461396 + Penalty 3577.653542 = -7527261.807853 nChanged 41 SP:Iteration 97Q (1771.376736 sec): 3 clusters Score: Raw -7530844.322616 + Penalty 3577.653542 = -7527266.669073 nChanged 33 SP:Iteration 98Q (1771.460421 sec): 3 clusters Score: Raw -7530848.157095 + Penalty 3577.653542 = -7527270.503553 nChanged 35 SP:Iteration 99Q (1771.544049 sec): 3 clusters Score: Raw -7530852.749467 + Penalty 3577.653542 = -7527275.095925 nChanged 38 SP:Iteration 100F (1771.648185 sec): 3 clusters Score: Raw -7530858.218507 + Penalty 3577.653542 = -7527280.564965 nChanged 26 SP:Iteration 101Q (1771.758696 sec): 3 clusters Score: Raw -7530861.721228 + Penalty 3577.653542 = -7527284.067686 nChanged 21 SP:Iteration 102Q (1771.868561 sec): 3 clusters Score: Raw -7530864.079560 + Penalty 3577.653542 = -7527286.426018 nChanged 19 SP:Iteration 103Q (1772.004175 sec): 3 clusters Score: Raw -7530866.011088 + Penalty 3577.653542 = -7527288.357546 nChanged 10 SP:Iteration 104Q (1772.106195 sec): 3 clusters Score: Raw -7530866.719308 + Penalty 3577.653542 = -7527289.065765 nChanged 9 SP:Iteration 105Q (1772.193706 sec): 3 clusters Score: Raw -7530867.374149 + Penalty 3577.653542 = -7527289.720606 nChanged 11 SP:Iteration 106Q (1772.278249 sec): 3 clusters Score: Raw -7530868.200948 + Penalty 3577.653542 = -7527290.547405 nChanged 7 SP:Iteration 107Q (1772.363426 sec): 3 clusters Score: Raw -7530868.600853 + Penalty 3577.653542 = -7527290.947311 nChanged 5 SP:Iteration 108Q (1772.455243 sec): 3 clusters Score: Raw -7530868.985906 + Penalty 3577.653542 = -7527291.332364 nChanged 3 SP:Iteration 109Q (1772.543825 sec): 3 clusters Score: Raw -7530869.253812 + Penalty 3577.653542 = -7527291.600270 nChanged 7 SP:Iteration 110Q (1772.628145 sec): 3 clusters Score: Raw -7530869.886939 + Penalty 3577.653542 = -7527292.233397 nChanged 7 SP:Iteration 111Q (1772.714566 sec): 3 clusters Score: Raw -7530870.546456 + Penalty 3577.653542 = -7527292.892913 nChanged 7 SP:Iteration 112Q (1772.799201 sec): 3 clusters Score: Raw -7530871.345577 + Penalty 3577.653542 = -7527293.692035 nChanged 10 SP:Iteration 113Q (1772.902957 sec): 3 clusters Score: Raw -7530872.515224 + Penalty 3577.653542 = -7527294.861682 nChanged 6 SP:Iteration 114Q (1772.986762 sec): 3 clusters Score: Raw -7530873.022190 + Penalty 3577.653542 = -7527295.368647 nChanged 11 SP:Iteration 115Q (1773.071340 sec): 3 clusters Score: Raw -7530874.193140 + Penalty 3577.653542 = -7527296.539598 nChanged 12 SP:Iteration 116Q (1773.176580 sec): 3 clusters Score: Raw -7530875.544479 + Penalty 3577.653542 = -7527297.890937 nChanged 7 SP:Iteration 117Q (1773.286165 sec): 3 clusters Score: Raw -7530876.233479 + Penalty 3577.653542 = -7527298.579937 nChanged 8 SP:Iteration 118Q (1773.372761 sec): 3 clusters Score: Raw -7530877.030632 + Penalty 3577.653542 = -7527299.377090 nChanged 6 SP:Iteration 119Q (1773.463748 sec): 3 clusters Score: Raw -7530877.630979 + Penalty 3577.653542 = -7527299.977437 nChanged 6 SP:Iteration 120F (1773.570812 sec): 3 clusters Score: Raw -7530878.063071 + Penalty 3577.653542 = -7527300.409529 nChanged 5 SP:Iteration 121Q (1773.655452 sec): 3 clusters Score: Raw -7530878.629730 + Penalty 3577.653542 = -7527300.976187 nChanged 8 SP:Iteration 122Q (1773.743373 sec): 3 clusters Score: Raw -7530879.244292 + Penalty 3577.653542 = -7527301.590750 nChanged 9 SP:Iteration 123Q (1773.827189 sec): 3 clusters Score: Raw -7530880.252102 + Penalty 3577.653542 = -7527302.598559 nChanged 9 SP:Iteration 124Q (1773.912250 sec): 3 clusters Score: Raw -7530881.108951 + Penalty 3577.653542 = -7527303.455409 nChanged 11 SP:Iteration 125Q (1773.996245 sec): 3 clusters Score: Raw -7530882.551136 + Penalty 3577.653542 = -7527304.897593 nChanged 3 SP:Iteration 126Q (1774.079704 sec): 3 clusters Score: Raw -7530882.837288 + Penalty 3577.653542 = -7527305.183746 nChanged 5 SP:Iteration 127Q (1774.163964 sec): 3 clusters Score: Raw -7530883.247770 + Penalty 3577.653542 = -7527305.594227 nChanged 6 SP:Iteration 128Q (1774.253173 sec): 3 clusters Score: Raw -7530883.746239 + Penalty 3577.653542 = -7527306.092696 nChanged 4 SP:Iteration 129Q (1774.336982 sec): 3 clusters Score: Raw -7530883.949706 + Penalty 3577.653542 = -7527306.296163 nChanged 2 SP:Iteration 130Q (1774.420375 sec): 3 clusters Score: Raw -7530884.139437 + Penalty 3577.653542 = -7527306.485895 nChanged 1 SP:Iteration 131Q (1774.508858 sec): 3 clusters Score: Raw -7530884.179602 + Penalty 3577.653542 = -7527306.526059 nChanged 1 SP:Iteration 132Q (1774.610676 sec): 3 clusters Score: Raw -7530884.252401 + Penalty 3577.653542 = -7527306.598858 nChanged 1 SP:Iteration 133Q (1774.709199 sec): 3 clusters Score: Raw -7530884.271536 + Penalty 3577.653542 = -7527306.617993 nChanged 1 SP:Iteration 134Q (1774.809419 sec): 3 clusters Score: Raw -7530884.303137 + Penalty 3577.653542 = -7527306.649595 nChanged 0 SP:Iteration 135F (1774.920951 sec): 3 clusters Score: Raw -7530884.303137 + Penalty 3577.653542 = -7527306.649595 nChanged 0 Trying to split cluster 14 (13019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1774.939717 sec): 2 clusters Score: Raw -1504074.096117 + Penalty 1539.551830 = -1502534.544287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1774.974492 sec): 3 clusters Score: Raw -1496633.921012 + Penalty 3079.103660 = -1493554.817352 nChanged 5660 SP:Iteration 1F (1775.008034 sec): 3 clusters Score: Raw -1499877.605750 + Penalty 3079.103660 = -1496798.502090 nChanged 921 SP:Iteration 2F (1775.068712 sec): 3 clusters Score: Raw -1500583.321310 + Penalty 3079.103660 = -1497504.217650 nChanged 1028 SP:Iteration 3F (1775.109342 sec): 3 clusters Score: Raw -1501535.963253 + Penalty 3079.103660 = -1498456.859593 nChanged 1095 SP:Iteration 4F (1775.152698 sec): 3 clusters Score: Raw -1502596.640284 + Penalty 3079.103660 = -1499517.536624 nChanged 1048 SP:Iteration 5F (1775.192431 sec): 3 clusters Score: Raw -1503492.762246 + Penalty 3079.103660 = -1500413.658586 nChanged 813 SP:Iteration 6F (1775.244602 sec): 3 clusters Score: Raw -1504040.735550 + Penalty 3079.103660 = -1500961.631890 nChanged 557 SP:Iteration 7Q (1775.279647 sec): 3 clusters Score: Raw -1504317.215862 + Penalty 3079.103660 = -1501238.112202 nChanged 336 SP:Iteration 8Q (1775.314079 sec): 3 clusters Score: Raw -1504437.317196 + Penalty 3079.103660 = -1501358.213536 nChanged 217 SP:Iteration 9Q (1775.347693 sec): 3 clusters Score: Raw -1504493.893828 + Penalty 3079.103660 = -1501414.790168 nChanged 141 SP:Iteration 10Q (1775.381088 sec): 3 clusters Score: Raw -1504528.941516 + Penalty 3079.103660 = -1501449.837856 nChanged 119 SP:Iteration 11Q (1775.414650 sec): 3 clusters Score: Raw -1504552.450888 + Penalty 3079.103660 = -1501473.347228 nChanged 99 SP:Iteration 12Q (1775.454068 sec): 3 clusters Score: Raw -1504574.466882 + Penalty 3079.103660 = -1501495.363222 nChanged 100 SP:Iteration 13Q (1775.487778 sec): 3 clusters Score: Raw -1504592.377022 + Penalty 3079.103660 = -1501513.273362 nChanged 62 SP:Iteration 14Q (1775.528063 sec): 3 clusters Score: Raw -1504601.641403 + Penalty 3079.103660 = -1501522.537743 nChanged 43 SP:Iteration 15Q (1775.561215 sec): 3 clusters Score: Raw -1504608.225930 + Penalty 3079.103660 = -1501529.122270 nChanged 48 SP:Iteration 16Q (1775.601208 sec): 3 clusters Score: Raw -1504614.385481 + Penalty 3079.103660 = -1501535.281821 nChanged 34 SP:Iteration 17Q (1775.635639 sec): 3 clusters Score: Raw -1504618.996759 + Penalty 3079.103660 = -1501539.893099 nChanged 27 SP:Iteration 18Q (1775.669306 sec): 3 clusters Score: Raw -1504622.195041 + Penalty 3079.103660 = -1501543.091381 nChanged 26 SP:Iteration 19Q (1775.702668 sec): 3 clusters Score: Raw -1504625.527428 + Penalty 3079.103660 = -1501546.423768 nChanged 24 SP:Iteration 20F (1775.736441 sec): 3 clusters Score: Raw -1504629.030872 + Penalty 3079.103660 = -1501549.927212 nChanged 23 SP:Iteration 21Q (1775.770032 sec): 3 clusters Score: Raw -1504632.214348 + Penalty 3079.103660 = -1501553.110688 nChanged 35 SP:Iteration 22Q (1775.803542 sec): 3 clusters Score: Raw -1504636.672819 + Penalty 3079.103660 = -1501557.569159 nChanged 27 SP:Iteration 23Q (1775.837600 sec): 3 clusters Score: Raw -1504640.119799 + Penalty 3079.103660 = -1501561.016139 nChanged 29 SP:Iteration 24Q (1775.881785 sec): 3 clusters Score: Raw -1504645.029138 + Penalty 3079.103660 = -1501565.925478 nChanged 26 SP:Iteration 25Q (1775.949629 sec): 3 clusters Score: Raw -1504648.455370 + Penalty 3079.103660 = -1501569.351710 nChanged 22 SP:Iteration 26Q (1775.987304 sec): 3 clusters Score: Raw -1504650.705687 + Penalty 3079.103660 = -1501571.602027 nChanged 17 SP:Iteration 27Q (1776.036821 sec): 3 clusters Score: Raw -1504653.046716 + Penalty 3079.103660 = -1501573.943056 nChanged 23 SP:Iteration 28Q (1776.091176 sec): 3 clusters Score: Raw -1504655.741266 + Penalty 3079.103660 = -1501576.637606 nChanged 23 SP:Iteration 29Q (1776.149606 sec): 3 clusters Score: Raw -1504658.789225 + Penalty 3079.103660 = -1501579.685565 nChanged 31 SP:Iteration 30Q (1776.216822 sec): 3 clusters Score: Raw -1504662.591138 + Penalty 3079.103660 = -1501583.487478 nChanged 27 SP:Iteration 31Q (1776.249941 sec): 3 clusters Score: Raw -1504666.300517 + Penalty 3079.103660 = -1501587.196857 nChanged 18 SP:Iteration 32Q (1776.283915 sec): 3 clusters Score: Raw -1504668.969548 + Penalty 3079.103660 = -1501589.865888 nChanged 13 SP:Iteration 33Q (1776.324033 sec): 3 clusters Score: Raw -1504670.552107 + Penalty 3079.103660 = -1501591.448447 nChanged 12 SP:Iteration 34Q (1776.358432 sec): 3 clusters Score: Raw -1504671.605859 + Penalty 3079.103660 = -1501592.502199 nChanged 5 SP:Iteration 35Q (1776.392052 sec): 3 clusters Score: Raw -1504671.863469 + Penalty 3079.103660 = -1501592.759809 nChanged 7 SP:Iteration 36Q (1776.430090 sec): 3 clusters Score: Raw -1504672.897694 + Penalty 3079.103660 = -1501593.794033 nChanged 12 SP:Iteration 37Q (1776.474451 sec): 3 clusters Score: Raw -1504674.589516 + Penalty 3079.103660 = -1501595.485856 nChanged 14 SP:Iteration 38Q (1776.510565 sec): 3 clusters Score: Raw -1504676.048777 + Penalty 3079.103660 = -1501596.945117 nChanged 11 SP:Iteration 39Q (1776.553770 sec): 3 clusters Score: Raw -1504677.201456 + Penalty 3079.103660 = -1501598.097795 nChanged 10 SP:Iteration 40F (1776.591560 sec): 3 clusters Score: Raw -1504678.327779 + Penalty 3079.103660 = -1501599.224119 nChanged 8 SP:Iteration 41Q (1776.633982 sec): 3 clusters Score: Raw -1504679.191460 + Penalty 3079.103660 = -1501600.087800 nChanged 6 SP:Iteration 42Q (1776.667615 sec): 3 clusters Score: Raw -1504679.870031 + Penalty 3079.103660 = -1501600.766371 nChanged 7 SP:Iteration 43Q (1776.708782 sec): 3 clusters Score: Raw -1504680.373873 + Penalty 3079.103660 = -1501601.270213 nChanged 6 SP:Iteration 44Q (1776.748342 sec): 3 clusters Score: Raw -1504681.116214 + Penalty 3079.103660 = -1501602.012554 nChanged 6 SP:Iteration 45Q (1776.781905 sec): 3 clusters Score: Raw -1504681.923014 + Penalty 3079.103660 = -1501602.819353 nChanged 8 SP:Iteration 46Q (1776.815566 sec): 3 clusters Score: Raw -1504682.771252 + Penalty 3079.103660 = -1501603.667592 nChanged 7 SP:Iteration 47Q (1776.850812 sec): 3 clusters Score: Raw -1504683.576548 + Penalty 3079.103660 = -1501604.472888 nChanged 6 SP:Iteration 48Q (1776.885165 sec): 3 clusters Score: Raw -1504684.209149 + Penalty 3079.103660 = -1501605.105489 nChanged 7 SP:Iteration 49Q (1776.929453 sec): 3 clusters Score: Raw -1504685.117231 + Penalty 3079.103660 = -1501606.013571 nChanged 10 SP:Iteration 50Q (1776.969321 sec): 3 clusters Score: Raw -1504686.220260 + Penalty 3079.103660 = -1501607.116600 nChanged 10 SP:Iteration 51Q (1777.011074 sec): 3 clusters Score: Raw -1504687.264643 + Penalty 3079.103660 = -1501608.160983 nChanged 10 SP:Iteration 52Q (1777.078907 sec): 3 clusters Score: Raw -1504688.335469 + Penalty 3079.103660 = -1501609.231809 nChanged 9 SP:Iteration 53Q (1777.131776 sec): 3 clusters Score: Raw -1504689.389154 + Penalty 3079.103660 = -1501610.285494 nChanged 7 SP:Iteration 54Q (1777.165488 sec): 3 clusters Score: Raw -1504690.235556 + Penalty 3079.103660 = -1501611.131896 nChanged 5 SP:Iteration 55Q (1777.199260 sec): 3 clusters Score: Raw -1504690.828741 + Penalty 3079.103660 = -1501611.725081 nChanged 6 SP:Iteration 56Q (1777.252317 sec): 3 clusters Score: Raw -1504691.544150 + Penalty 3079.103660 = -1501612.440490 nChanged 8 SP:Iteration 57Q (1777.291816 sec): 3 clusters Score: Raw -1504693.232579 + Penalty 3079.103660 = -1501614.128919 nChanged 11 SP:Iteration 58Q (1777.329795 sec): 3 clusters Score: Raw -1504695.946817 + Penalty 3079.103660 = -1501616.843157 nChanged 13 SP:Iteration 59Q (1777.363715 sec): 3 clusters Score: Raw -1504698.254780 + Penalty 3079.103660 = -1501619.151120 nChanged 11 SP:Iteration 60F (1777.398003 sec): 3 clusters Score: Raw -1504700.605470 + Penalty 3079.103660 = -1501621.501810 nChanged 11 SP:Iteration 61Q (1777.438074 sec): 3 clusters Score: Raw -1504702.356849 + Penalty 3079.103660 = -1501623.253189 nChanged 7 SP:Iteration 62Q (1777.487841 sec): 3 clusters Score: Raw -1504703.028110 + Penalty 3079.103660 = -1501623.924450 nChanged 6 SP:Iteration 63Q (1777.549579 sec): 3 clusters Score: Raw -1504703.823809 + Penalty 3079.103660 = -1501624.720149 nChanged 5 SP:Iteration 64Q (1777.611942 sec): 3 clusters Score: Raw -1504704.460123 + Penalty 3079.103660 = -1501625.356463 nChanged 6 SP:Iteration 65Q (1777.666527 sec): 3 clusters Score: Raw -1504705.009998 + Penalty 3079.103660 = -1501625.906338 nChanged 2 SP:Iteration 66Q (1777.699798 sec): 3 clusters Score: Raw -1504705.178029 + Penalty 3079.103660 = -1501626.074369 nChanged 0 SP:Iteration 67F (1777.733975 sec): 3 clusters Score: Raw -1504705.178029 + Penalty 3079.103660 = -1501626.074369 nChanged 0 Trying to split cluster 15 (5818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1777.753094 sec): 2 clusters Score: Raw -717117.390296 + Penalty 1408.665674 = -715708.724622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1777.784986 sec): 3 clusters Score: Raw -714058.705382 + Penalty 2817.331348 = -711241.374034 nChanged 2284 SP:Iteration 1F (1777.840860 sec): 3 clusters Score: Raw -715324.519011 + Penalty 2817.331348 = -712507.187663 nChanged 421 SP:Iteration 2F (1777.894687 sec): 3 clusters Score: Raw -715581.549845 + Penalty 2817.331348 = -712764.218498 nChanged 348 SP:Iteration 3F (1777.948566 sec): 3 clusters Score: Raw -715763.139911 + Penalty 2817.331348 = -712945.808563 nChanged 270 SP:Iteration 4Q (1777.999607 sec): 3 clusters Score: Raw -715903.190419 + Penalty 2817.331348 = -713085.859071 nChanged 236 SP:Iteration 5Q (1778.019175 sec): 3 clusters Score: Raw -716047.482929 + Penalty 2817.331348 = -713230.151582 nChanged 256 SP:Iteration 6Q (1778.039936 sec): 3 clusters Score: Raw -716212.392751 + Penalty 2817.331348 = -713395.061403 nChanged 247 SP:Iteration 7Q (1778.061655 sec): 3 clusters Score: Raw -716390.597435 + Penalty 2817.331348 = -713573.266087 nChanged 267 SP:Iteration 8Q (1778.092219 sec): 3 clusters Score: Raw -716589.133900 + Penalty 2817.331348 = -713771.802552 nChanged 246 SP:Iteration 9Q (1778.118624 sec): 3 clusters Score: Raw -716766.508770 + Penalty 2817.331348 = -713949.177423 nChanged 211 SP:Iteration 10Q (1778.140317 sec): 3 clusters Score: Raw -716908.515956 + Penalty 2817.331348 = -714091.184608 nChanged 178 SP:Iteration 11Q (1778.193910 sec): 3 clusters Score: Raw -717019.518116 + Penalty 2817.331348 = -714202.186768 nChanged 131 SP:Iteration 12Q (1778.250649 sec): 3 clusters Score: Raw -717095.324974 + Penalty 2817.331348 = -714277.993626 nChanged 106 SP:Iteration 13Q (1778.307354 sec): 3 clusters Score: Raw -717142.863834 + Penalty 2817.331348 = -714325.532486 nChanged 67 SP:Iteration 14Q (1778.336300 sec): 3 clusters Score: Raw -717165.155883 + Penalty 2817.331348 = -714347.824535 nChanged 51 SP:Iteration 15Q (1778.357181 sec): 3 clusters Score: Raw -717183.813816 + Penalty 2817.331348 = -714366.482468 nChanged 46 SP:Iteration 16Q (1778.378158 sec): 3 clusters Score: Raw -717203.672588 + Penalty 2817.331348 = -714386.341240 nChanged 46 SP:Iteration 17Q (1778.409935 sec): 3 clusters Score: Raw -717222.258936 + Penalty 2817.331348 = -714404.927589 nChanged 54 SP:Iteration 18Q (1778.431358 sec): 3 clusters Score: Raw -717251.546877 + Penalty 2817.331348 = -714434.215529 nChanged 69 SP:Iteration 19Q (1778.452849 sec): 3 clusters Score: Raw -717290.851435 + Penalty 2817.331348 = -714473.520088 nChanged 75 SP:Iteration 20F (1778.474939 sec): 3 clusters Score: Raw -717329.508060 + Penalty 2817.331348 = -714512.176712 nChanged 75 SP:Iteration 21Q (1778.498929 sec): 3 clusters Score: Raw -717374.533350 + Penalty 2817.331348 = -714557.202003 nChanged 74 SP:Iteration 22Q (1778.543460 sec): 3 clusters Score: Raw -717417.176754 + Penalty 2817.331348 = -714599.845406 nChanged 76 SP:Iteration 23Q (1778.572092 sec): 3 clusters Score: Raw -717452.814548 + Penalty 2817.331348 = -714635.483201 nChanged 67 SP:Iteration 24Q (1778.618698 sec): 3 clusters Score: Raw -717481.414433 + Penalty 2817.331348 = -714664.083085 nChanged 56 SP:Iteration 25Q (1778.648872 sec): 3 clusters Score: Raw -717511.451905 + Penalty 2817.331348 = -714694.120558 nChanged 55 SP:Iteration 26Q (1778.670082 sec): 3 clusters Score: Raw -717541.131534 + Penalty 2817.331348 = -714723.800187 nChanged 46 SP:Iteration 27Q (1778.691205 sec): 3 clusters Score: Raw -717560.404448 + Penalty 2817.331348 = -714743.073101 nChanged 43 SP:Iteration 28Q (1778.712409 sec): 3 clusters Score: Raw -717579.838138 + Penalty 2817.331348 = -714762.506790 nChanged 42 SP:Iteration 29Q (1778.733669 sec): 3 clusters Score: Raw -717597.169670 + Penalty 2817.331348 = -714779.838323 nChanged 32 SP:Iteration 30Q (1778.764451 sec): 3 clusters Score: Raw -717607.956907 + Penalty 2817.331348 = -714790.625560 nChanged 26 SP:Iteration 31Q (1778.785122 sec): 3 clusters Score: Raw -717616.410556 + Penalty 2817.331348 = -714799.079209 nChanged 24 SP:Iteration 32Q (1778.806360 sec): 3 clusters Score: Raw -717623.141859 + Penalty 2817.331348 = -714805.810512 nChanged 24 SP:Iteration 33Q (1778.827506 sec): 3 clusters Score: Raw -717628.058767 + Penalty 2817.331348 = -714810.727419 nChanged 13 SP:Iteration 34Q (1778.848455 sec): 3 clusters Score: Raw -717630.270416 + Penalty 2817.331348 = -714812.939069 nChanged 7 SP:Iteration 35Q (1778.869074 sec): 3 clusters Score: Raw -717631.539759 + Penalty 2817.331348 = -714814.208412 nChanged 6 SP:Iteration 36Q (1778.889957 sec): 3 clusters Score: Raw -717632.923701 + Penalty 2817.331348 = -714815.592353 nChanged 8 SP:Iteration 37Q (1778.910878 sec): 3 clusters Score: Raw -717634.954828 + Penalty 2817.331348 = -714817.623481 nChanged 12 SP:Iteration 38Q (1778.961451 sec): 3 clusters Score: Raw -717637.651321 + Penalty 2817.331348 = -714820.319974 nChanged 9 SP:Iteration 39Q (1778.982572 sec): 3 clusters Score: Raw -717639.543821 + Penalty 2817.331348 = -714822.212474 nChanged 11 SP:Iteration 40F (1779.004352 sec): 3 clusters Score: Raw -717641.183902 + Penalty 2817.331348 = -714823.852554 nChanged 7 SP:Iteration 41Q (1779.024703 sec): 3 clusters Score: Raw -717642.449677 + Penalty 2817.331348 = -714825.118330 nChanged 6 SP:Iteration 42Q (1779.045671 sec): 3 clusters Score: Raw -717643.176490 + Penalty 2817.331348 = -714825.845143 nChanged 2 SP:Iteration 43Q (1779.066957 sec): 3 clusters Score: Raw -717643.901593 + Penalty 2817.331348 = -714826.570245 nChanged 3 SP:Iteration 44Q (1779.088284 sec): 3 clusters Score: Raw -717644.437782 + Penalty 2817.331348 = -714827.106435 nChanged 1 SP:Iteration 45Q (1779.111690 sec): 3 clusters Score: Raw -717644.528058 + Penalty 2817.331348 = -714827.196711 nChanged 0 SP:Iteration 46F (1779.141874 sec): 3 clusters Score: Raw -717644.528058 + Penalty 2817.331348 = -714827.196711 nChanged 0 Trying to split cluster 16 (6153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1779.166481 sec): 2 clusters Score: Raw -808408.078234 + Penalty 1417.762945 = -806990.315289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1779.216110 sec): 3 clusters Score: Raw -805111.015917 + Penalty 2835.525890 = -802275.490026 nChanged 2570 SP:Iteration 1F (1779.263344 sec): 3 clusters Score: Raw -806532.783606 + Penalty 2835.525890 = -803697.257716 nChanged 470 SP:Iteration 2F (1779.285644 sec): 3 clusters Score: Raw -806806.786442 + Penalty 2835.525890 = -803971.260552 nChanged 370 SP:Iteration 3F (1779.308376 sec): 3 clusters Score: Raw -807036.962891 + Penalty 2835.525890 = -804201.437001 nChanged 326 SP:Iteration 4F (1779.331254 sec): 3 clusters Score: Raw -807252.513393 + Penalty 2835.525890 = -804416.987503 nChanged 289 SP:Iteration 5Q (1779.368730 sec): 3 clusters Score: Raw -807448.513996 + Penalty 2835.525890 = -804612.988106 nChanged 304 SP:Iteration 6Q (1779.392126 sec): 3 clusters Score: Raw -807681.481876 + Penalty 2835.525890 = -804845.955986 nChanged 318 SP:Iteration 7F (1779.424205 sec): 3 clusters Score: Raw -807963.598270 + Penalty 2835.525890 = -805128.072379 nChanged 319 SP:Iteration 8F (1779.455625 sec): 3 clusters Score: Raw -808277.773748 + Penalty 2835.525890 = -805442.247858 nChanged 317 SP:Iteration 9F (1779.488638 sec): 3 clusters Score: Raw -808563.292444 + Penalty 2835.525890 = -805727.766553 nChanged 262 SP:Iteration 10Q (1779.511191 sec): 3 clusters Score: Raw -808781.117297 + Penalty 2835.525890 = -805945.591407 nChanged 203 SP:Iteration 11Q (1779.532662 sec): 3 clusters Score: Raw -808941.552853 + Penalty 2835.525890 = -806106.026963 nChanged 152 SP:Iteration 12Q (1779.554735 sec): 3 clusters Score: Raw -809055.697569 + Penalty 2835.525890 = -806220.171679 nChanged 134 SP:Iteration 13Q (1779.576519 sec): 3 clusters Score: Raw -809130.967008 + Penalty 2835.525890 = -806295.441118 nChanged 87 SP:Iteration 14Q (1779.597756 sec): 3 clusters Score: Raw -809167.952673 + Penalty 2835.525890 = -806332.426783 nChanged 69 SP:Iteration 15Q (1779.621390 sec): 3 clusters Score: Raw -809197.976568 + Penalty 2835.525890 = -806362.450678 nChanged 53 SP:Iteration 16Q (1779.643134 sec): 3 clusters Score: Raw -809214.816729 + Penalty 2835.525890 = -806379.290839 nChanged 37 SP:Iteration 17Q (1779.664849 sec): 3 clusters Score: Raw -809228.289230 + Penalty 2835.525890 = -806392.763339 nChanged 43 SP:Iteration 18Q (1779.690917 sec): 3 clusters Score: Raw -809242.292289 + Penalty 2835.525890 = -806406.766399 nChanged 36 SP:Iteration 19Q (1779.712487 sec): 3 clusters Score: Raw -809252.979936 + Penalty 2835.525890 = -806417.454046 nChanged 26 SP:Iteration 20F (1779.734883 sec): 3 clusters Score: Raw -809260.392103 + Penalty 2835.525890 = -806424.866213 nChanged 19 SP:Iteration 21Q (1779.756120 sec): 3 clusters Score: Raw -809265.829143 + Penalty 2835.525890 = -806430.303253 nChanged 23 SP:Iteration 22Q (1779.777823 sec): 3 clusters Score: Raw -809270.151486 + Penalty 2835.525890 = -806434.625596 nChanged 13 SP:Iteration 23Q (1779.799636 sec): 3 clusters Score: Raw -809273.224222 + Penalty 2835.525890 = -806437.698331 nChanged 11 SP:Iteration 24Q (1779.821537 sec): 3 clusters Score: Raw -809275.407531 + Penalty 2835.525890 = -806439.881641 nChanged 8 SP:Iteration 25Q (1779.843333 sec): 3 clusters Score: Raw -809277.138050 + Penalty 2835.525890 = -806441.612160 nChanged 8 SP:Iteration 26Q (1779.865384 sec): 3 clusters Score: Raw -809278.823072 + Penalty 2835.525890 = -806443.297182 nChanged 7 SP:Iteration 27Q (1779.898945 sec): 3 clusters Score: Raw -809280.324085 + Penalty 2835.525890 = -806444.798195 nChanged 5 SP:Iteration 28Q (1779.920616 sec): 3 clusters Score: Raw -809281.418915 + Penalty 2835.525890 = -806445.893025 nChanged 3 SP:Iteration 29Q (1779.942360 sec): 3 clusters Score: Raw -809281.993975 + Penalty 2835.525890 = -806446.468085 nChanged 2 SP:Iteration 30Q (1779.964387 sec): 3 clusters Score: Raw -809282.306263 + Penalty 2835.525890 = -806446.780372 nChanged 1 SP:Iteration 31Q (1779.985415 sec): 3 clusters Score: Raw -809282.424534 + Penalty 2835.525890 = -806446.898644 nChanged 0 SP:Iteration 32F (1780.008096 sec): 3 clusters Score: Raw -809282.424534 + Penalty 2835.525890 = -806446.898644 nChanged 0 Trying to split cluster 17 (9106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1780.030523 sec): 2 clusters Score: Raw -1115325.200190 + Penalty 1481.461933 = -1113843.738257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1780.065486 sec): 3 clusters Score: Raw -1110244.184880 + Penalty 2962.923865 = -1107281.261015 nChanged 3878 SP:Iteration 1F (1780.103555 sec): 3 clusters Score: Raw -1112257.795517 + Penalty 2962.923865 = -1109294.871652 nChanged 529 SP:Iteration 2F (1780.135425 sec): 3 clusters Score: Raw -1112483.883310 + Penalty 2962.923865 = -1109520.959445 nChanged 441 SP:Iteration 3Q (1780.161806 sec): 3 clusters Score: Raw -1112665.556897 + Penalty 2962.923865 = -1109702.633031 nChanged 375 SP:Iteration 4Q (1780.197843 sec): 3 clusters Score: Raw -1112820.003275 + Penalty 2962.923865 = -1109857.079410 nChanged 340 SP:Iteration 5Q (1780.225561 sec): 3 clusters Score: Raw -1112976.794035 + Penalty 2962.923865 = -1110013.870170 nChanged 357 SP:Iteration 6Q (1780.251866 sec): 3 clusters Score: Raw -1113153.659582 + Penalty 2962.923865 = -1110190.735717 nChanged 368 SP:Iteration 7Q (1780.278290 sec): 3 clusters Score: Raw -1113334.230461 + Penalty 2962.923865 = -1110371.306596 nChanged 350 SP:Iteration 8Q (1780.340063 sec): 3 clusters Score: Raw -1113522.030437 + Penalty 2962.923865 = -1110559.106572 nChanged 349 SP:Iteration 9Q (1780.384145 sec): 3 clusters Score: Raw -1113713.349471 + Penalty 2962.923865 = -1110750.425606 nChanged 360 SP:Iteration 10Q (1780.420736 sec): 3 clusters Score: Raw -1113927.301884 + Penalty 2962.923865 = -1110964.378019 nChanged 395 SP:Iteration 11Q (1780.456227 sec): 3 clusters Score: Raw -1114177.522924 + Penalty 2962.923865 = -1111214.599059 nChanged 368 SP:Iteration 12Q (1780.487633 sec): 3 clusters Score: Raw -1114410.142917 + Penalty 2962.923865 = -1111447.219052 nChanged 326 SP:Iteration 13Q (1780.522695 sec): 3 clusters Score: Raw -1114604.965957 + Penalty 2962.923865 = -1111642.042092 nChanged 280 SP:Iteration 14Q (1780.557073 sec): 3 clusters Score: Raw -1114759.396279 + Penalty 2962.923865 = -1111796.472413 nChanged 214 SP:Iteration 15Q (1780.594997 sec): 3 clusters Score: Raw -1114872.981043 + Penalty 2962.923865 = -1111910.057178 nChanged 167 SP:Iteration 16Q (1780.623657 sec): 3 clusters Score: Raw -1114950.754125 + Penalty 2962.923865 = -1111987.830260 nChanged 136 SP:Iteration 17Q (1780.649054 sec): 3 clusters Score: Raw -1115011.810297 + Penalty 2962.923865 = -1112048.886432 nChanged 125 SP:Iteration 18Q (1780.674688 sec): 3 clusters Score: Raw -1115064.978720 + Penalty 2962.923865 = -1112102.054855 nChanged 112 SP:Iteration 19Q (1780.700022 sec): 3 clusters Score: Raw -1115109.043027 + Penalty 2962.923865 = -1112146.119162 nChanged 116 SP:Iteration 20F (1780.726303 sec): 3 clusters Score: Raw -1115161.334059 + Penalty 2962.923865 = -1112198.410194 nChanged 111 SP:Iteration 21Q (1780.751700 sec): 3 clusters Score: Raw -1115205.759824 + Penalty 2962.923865 = -1112242.835959 nChanged 105 SP:Iteration 22Q (1780.776788 sec): 3 clusters Score: Raw -1115259.544369 + Penalty 2962.923865 = -1112296.620504 nChanged 117 SP:Iteration 23Q (1780.822657 sec): 3 clusters Score: Raw -1115311.490825 + Penalty 2962.923865 = -1112348.566960 nChanged 105 SP:Iteration 24Q (1780.847597 sec): 3 clusters Score: Raw -1115355.035707 + Penalty 2962.923865 = -1112392.111842 nChanged 92 SP:Iteration 25Q (1780.904005 sec): 3 clusters Score: Raw -1115393.179833 + Penalty 2962.923865 = -1112430.255967 nChanged 79 SP:Iteration 26Q (1780.928741 sec): 3 clusters Score: Raw -1115430.238107 + Penalty 2962.923865 = -1112467.314242 nChanged 74 SP:Iteration 27Q (1780.953536 sec): 3 clusters Score: Raw -1115461.891387 + Penalty 2962.923865 = -1112498.967522 nChanged 75 SP:Iteration 28Q (1780.978259 sec): 3 clusters Score: Raw -1115502.839681 + Penalty 2962.923865 = -1112539.915816 nChanged 74 SP:Iteration 29Q (1781.002958 sec): 3 clusters Score: Raw -1115534.989321 + Penalty 2962.923865 = -1112572.065455 nChanged 67 SP:Iteration 30Q (1781.049816 sec): 3 clusters Score: Raw -1115565.468935 + Penalty 2962.923865 = -1112602.545070 nChanged 72 SP:Iteration 31Q (1781.079828 sec): 3 clusters Score: Raw -1115599.791082 + Penalty 2962.923865 = -1112636.867217 nChanged 64 SP:Iteration 32Q (1781.104362 sec): 3 clusters Score: Raw -1115629.249621 + Penalty 2962.923865 = -1112666.325756 nChanged 68 SP:Iteration 33Q (1781.136343 sec): 3 clusters Score: Raw -1115657.834710 + Penalty 2962.923865 = -1112694.910845 nChanged 72 SP:Iteration 34Q (1781.160950 sec): 3 clusters Score: Raw -1115690.363049 + Penalty 2962.923865 = -1112727.439183 nChanged 70 SP:Iteration 35Q (1781.185442 sec): 3 clusters Score: Raw -1115730.102840 + Penalty 2962.923865 = -1112767.178975 nChanged 70 SP:Iteration 36Q (1781.209710 sec): 3 clusters Score: Raw -1115767.986762 + Penalty 2962.923865 = -1112805.062896 nChanged 69 SP:Iteration 37Q (1781.234178 sec): 3 clusters Score: Raw -1115804.625433 + Penalty 2962.923865 = -1112841.701568 nChanged 53 SP:Iteration 38Q (1781.258345 sec): 3 clusters Score: Raw -1115828.644873 + Penalty 2962.923865 = -1112865.721008 nChanged 41 SP:Iteration 39Q (1781.282462 sec): 3 clusters Score: Raw -1115843.654744 + Penalty 2962.923865 = -1112880.730879 nChanged 33 SP:Iteration 40F (1781.309067 sec): 3 clusters Score: Raw -1115855.156704 + Penalty 2962.923865 = -1112892.232839 nChanged 32 SP:Iteration 41Q (1781.333198 sec): 3 clusters Score: Raw -1115866.314844 + Penalty 2962.923865 = -1112903.390979 nChanged 23 SP:Iteration 42Q (1781.357204 sec): 3 clusters Score: Raw -1115873.715018 + Penalty 2962.923865 = -1112910.791153 nChanged 20 SP:Iteration 43Q (1781.381250 sec): 3 clusters Score: Raw -1115880.513722 + Penalty 2962.923865 = -1112917.589857 nChanged 19 SP:Iteration 44Q (1781.405919 sec): 3 clusters Score: Raw -1115887.445503 + Penalty 2962.923865 = -1112924.521638 nChanged 19 SP:Iteration 45Q (1781.429956 sec): 3 clusters Score: Raw -1115892.449423 + Penalty 2962.923865 = -1112929.525558 nChanged 17 SP:Iteration 46Q (1781.454119 sec): 3 clusters Score: Raw -1115897.150255 + Penalty 2962.923865 = -1112934.226390 nChanged 13 SP:Iteration 47Q (1781.511594 sec): 3 clusters Score: Raw -1115901.825800 + Penalty 2962.923865 = -1112938.901935 nChanged 12 SP:Iteration 48Q (1781.545144 sec): 3 clusters Score: Raw -1115906.207293 + Penalty 2962.923865 = -1112943.283428 nChanged 10 SP:Iteration 49Q (1781.573346 sec): 3 clusters Score: Raw -1115909.722134 + Penalty 2962.923865 = -1112946.798269 nChanged 9 SP:Iteration 50Q (1781.597413 sec): 3 clusters Score: Raw -1115911.386112 + Penalty 2962.923865 = -1112948.462247 nChanged 4 SP:Iteration 51Q (1781.648891 sec): 3 clusters Score: Raw -1115912.273305 + Penalty 2962.923865 = -1112949.349439 nChanged 3 SP:Iteration 52Q (1781.682153 sec): 3 clusters Score: Raw -1115912.731085 + Penalty 2962.923865 = -1112949.807219 nChanged 1 SP:Iteration 53Q (1781.706207 sec): 3 clusters Score: Raw -1115913.026091 + Penalty 2962.923865 = -1112950.102226 nChanged 0 SP:Iteration 54F (1781.732881 sec): 3 clusters Score: Raw -1115913.026091 + Penalty 2962.923865 = -1112950.102226 nChanged 0 Trying to split cluster 18 (7870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1781.753481 sec): 2 clusters Score: Raw -969176.063061 + Penalty 1457.757168 = -967718.305893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1781.780353 sec): 3 clusters Score: Raw -964869.804022 + Penalty 2915.514336 = -961954.289686 nChanged 3277 SP:Iteration 1F (1781.808615 sec): 3 clusters Score: Raw -966651.865853 + Penalty 2915.514336 = -963736.351517 nChanged 547 SP:Iteration 2F (1781.839395 sec): 3 clusters Score: Raw -966936.628861 + Penalty 2915.514336 = -964021.114525 nChanged 454 SP:Iteration 3F (1781.870042 sec): 3 clusters Score: Raw -967187.826672 + Penalty 2915.514336 = -964272.312336 nChanged 407 SP:Iteration 4F (1781.892832 sec): 3 clusters Score: Raw -967431.799232 + Penalty 2915.514336 = -964516.284896 nChanged 400 SP:Iteration 5F (1781.918544 sec): 3 clusters Score: Raw -967666.726684 + Penalty 2915.514336 = -964751.212348 nChanged 382 SP:Iteration 6Q (1781.949768 sec): 3 clusters Score: Raw -967896.239548 + Penalty 2915.514336 = -964980.725212 nChanged 346 SP:Iteration 7Q (1781.980212 sec): 3 clusters Score: Raw -968110.964568 + Penalty 2915.514336 = -965195.450232 nChanged 313 SP:Iteration 8Q (1782.014349 sec): 3 clusters Score: Raw -968316.674829 + Penalty 2915.514336 = -965401.160493 nChanged 317 SP:Iteration 9Q (1782.039740 sec): 3 clusters Score: Raw -968532.484045 + Penalty 2915.514336 = -965616.969709 nChanged 327 SP:Iteration 10Q (1782.064912 sec): 3 clusters Score: Raw -968769.250641 + Penalty 2915.514336 = -965853.736305 nChanged 335 SP:Iteration 11Q (1782.122940 sec): 3 clusters Score: Raw -969000.572199 + Penalty 2915.514336 = -966085.057863 nChanged 275 SP:Iteration 12Q (1782.158445 sec): 3 clusters Score: Raw -969178.501596 + Penalty 2915.514336 = -966262.987260 nChanged 236 SP:Iteration 13Q (1782.183262 sec): 3 clusters Score: Raw -969317.441767 + Penalty 2915.514336 = -966401.927431 nChanged 181 SP:Iteration 14Q (1782.211691 sec): 3 clusters Score: Raw -969407.963973 + Penalty 2915.514336 = -966492.449637 nChanged 132 SP:Iteration 15Q (1782.236733 sec): 3 clusters Score: Raw -969461.109257 + Penalty 2915.514336 = -966545.594921 nChanged 102 SP:Iteration 16Q (1782.284455 sec): 3 clusters Score: Raw -969497.269715 + Penalty 2915.514336 = -966581.755379 nChanged 85 SP:Iteration 17Q (1782.309048 sec): 3 clusters Score: Raw -969521.506652 + Penalty 2915.514336 = -966605.992316 nChanged 51 SP:Iteration 18Q (1782.333558 sec): 3 clusters Score: Raw -969532.992836 + Penalty 2915.514336 = -966617.478500 nChanged 35 SP:Iteration 19Q (1782.357925 sec): 3 clusters Score: Raw -969542.358923 + Penalty 2915.514336 = -966626.844587 nChanged 23 SP:Iteration 20F (1782.383332 sec): 3 clusters Score: Raw -969548.075594 + Penalty 2915.514336 = -966632.561258 nChanged 21 SP:Iteration 21Q (1782.407950 sec): 3 clusters Score: Raw -969552.763667 + Penalty 2915.514336 = -966637.249331 nChanged 24 SP:Iteration 22Q (1782.432353 sec): 3 clusters Score: Raw -969558.939818 + Penalty 2915.514336 = -966643.425482 nChanged 28 SP:Iteration 23Q (1782.457168 sec): 3 clusters Score: Raw -969563.938710 + Penalty 2915.514336 = -966648.424374 nChanged 14 SP:Iteration 24Q (1782.515703 sec): 3 clusters Score: Raw -969566.440360 + Penalty 2915.514336 = -966650.926024 nChanged 4 SP:Iteration 25Q (1782.564479 sec): 3 clusters Score: Raw -969567.039540 + Penalty 2915.514336 = -966651.525204 nChanged 1 SP:Iteration 26Q (1782.588947 sec): 3 clusters Score: Raw -969567.166370 + Penalty 2915.514336 = -966651.652034 nChanged 1 SP:Iteration 27Q (1782.613340 sec): 3 clusters Score: Raw -969567.218943 + Penalty 2915.514336 = -966651.704607 nChanged 0 SP:Iteration 28F (1782.638598 sec): 3 clusters Score: Raw -969567.218943 + Penalty 2915.514336 = -966651.704607 nChanged 0 Trying to split cluster 19 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1782.648230 sec): 2 clusters Score: Raw -45229.117055 + Penalty 984.607519 = -44244.509535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1782.651166 sec): 3 clusters Score: Raw -45203.800271 + Penalty 1969.215039 = -43234.585232 nChanged 91 SP:Iteration 1F (1782.653884 sec): 3 clusters Score: Raw -45379.034957 + Penalty 1969.215039 = -43409.819918 nChanged 33 SP:Iteration 2F (1782.656603 sec): 3 clusters Score: Raw -45615.981877 + Penalty 1969.215039 = -43646.766839 nChanged 51 SP:Iteration 3F (1782.659315 sec): 3 clusters Score: Raw -45771.179319 + Penalty 1969.215039 = -43801.964281 nChanged 40 SP:Iteration 4F (1782.662020 sec): 3 clusters Score: Raw -45897.380207 + Penalty 1969.215039 = -43928.165169 nChanged 25 SP:Iteration 5F (1782.664694 sec): 3 clusters Score: Raw -45986.323451 + Penalty 1969.215039 = -44017.108412 nChanged 18 SP:Iteration 6Q (1782.667293 sec): 3 clusters Score: Raw -46049.849203 + Penalty 1969.215039 = -44080.634164 nChanged 15 SP:Iteration 7Q (1782.669837 sec): 3 clusters Score: Raw -46108.644807 + Penalty 1969.215039 = -44139.429769 nChanged 5 SP:Iteration 8Q (1782.672393 sec): 3 clusters Score: Raw -46121.133552 + Penalty 1969.215039 = -44151.918513 nChanged 2 SP:Iteration 9Q (1782.674919 sec): 3 clusters Score: Raw -46126.243065 + Penalty 1969.215039 = -44157.028026 nChanged 1 SP:Iteration 10Q (1782.677446 sec): 3 clusters Score: Raw -46128.819234 + Penalty 1969.215039 = -44159.604196 nChanged 1 SP:Iteration 11Q (1782.679977 sec): 3 clusters Score: Raw -46131.759333 + Penalty 1969.215039 = -44162.544294 nChanged 0 SP:Iteration 12F (1782.682665 sec): 3 clusters Score: Raw -46131.759333 + Penalty 1969.215039 = -44162.544294 nChanged 0 Trying to split cluster 20 (8602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1782.705228 sec): 2 clusters Score: Raw -1036536.010131 + Penalty 1472.209377 = -1035063.800754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1782.734045 sec): 3 clusters Score: Raw -1031764.962071 + Penalty 2944.418754 = -1028820.543316 nChanged 3655 SP:Iteration 1F (1782.759583 sec): 3 clusters Score: Raw -1033843.678940 + Penalty 2944.418754 = -1030899.260185 nChanged 540 SP:Iteration 2F (1782.785015 sec): 3 clusters Score: Raw -1034119.754107 + Penalty 2944.418754 = -1031175.335353 nChanged 446 SP:Iteration 3F (1782.810476 sec): 3 clusters Score: Raw -1034361.712752 + Penalty 2944.418754 = -1031417.293997 nChanged 415 SP:Iteration 4Q (1782.836193 sec): 3 clusters Score: Raw -1034579.738964 + Penalty 2944.418754 = -1031635.320209 nChanged 357 SP:Iteration 5Q (1782.861912 sec): 3 clusters Score: Raw -1034777.352240 + Penalty 2944.418754 = -1031832.933486 nChanged 365 SP:Iteration 6Q (1782.887737 sec): 3 clusters Score: Raw -1034990.206366 + Penalty 2944.418754 = -1032045.787612 nChanged 346 SP:Iteration 7Q (1782.913418 sec): 3 clusters Score: Raw -1035203.540207 + Penalty 2944.418754 = -1032259.121452 nChanged 333 SP:Iteration 8Q (1782.938884 sec): 3 clusters Score: Raw -1035399.945478 + Penalty 2944.418754 = -1032455.526724 nChanged 303 SP:Iteration 9Q (1782.964571 sec): 3 clusters Score: Raw -1035581.175159 + Penalty 2944.418754 = -1032636.756405 nChanged 304 SP:Iteration 10Q (1782.990008 sec): 3 clusters Score: Raw -1035764.851405 + Penalty 2944.418754 = -1032820.432651 nChanged 260 SP:Iteration 11Q (1783.015239 sec): 3 clusters Score: Raw -1035888.929160 + Penalty 2944.418754 = -1032944.510406 nChanged 189 SP:Iteration 12Q (1783.040243 sec): 3 clusters Score: Raw -1035965.340365 + Penalty 2944.418754 = -1033020.921611 nChanged 149 SP:Iteration 13Q (1783.065055 sec): 3 clusters Score: Raw -1036018.373868 + Penalty 2944.418754 = -1033073.955113 nChanged 130 SP:Iteration 14Q (1783.089864 sec): 3 clusters Score: Raw -1036057.423758 + Penalty 2944.418754 = -1033113.005003 nChanged 88 SP:Iteration 15Q (1783.118889 sec): 3 clusters Score: Raw -1036089.223211 + Penalty 2944.418754 = -1033144.804456 nChanged 83 SP:Iteration 16Q (1783.143679 sec): 3 clusters Score: Raw -1036117.226415 + Penalty 2944.418754 = -1033172.807661 nChanged 62 SP:Iteration 17Q (1783.174019 sec): 3 clusters Score: Raw -1036137.646785 + Penalty 2944.418754 = -1033193.228030 nChanged 59 SP:Iteration 18Q (1783.228020 sec): 3 clusters Score: Raw -1036153.057584 + Penalty 2944.418754 = -1033208.638830 nChanged 58 SP:Iteration 19Q (1783.252471 sec): 3 clusters Score: Raw -1036168.330639 + Penalty 2944.418754 = -1033223.911884 nChanged 49 SP:Iteration 20F (1783.280036 sec): 3 clusters Score: Raw -1036182.803948 + Penalty 2944.418754 = -1033238.385194 nChanged 57 SP:Iteration 21Q (1783.304453 sec): 3 clusters Score: Raw -1036197.405485 + Penalty 2944.418754 = -1033252.986731 nChanged 45 SP:Iteration 22Q (1783.329045 sec): 3 clusters Score: Raw -1036208.567104 + Penalty 2944.418754 = -1033264.148349 nChanged 51 SP:Iteration 23Q (1783.353497 sec): 3 clusters Score: Raw -1036220.153547 + Penalty 2944.418754 = -1033275.734792 nChanged 49 SP:Iteration 24Q (1783.378015 sec): 3 clusters Score: Raw -1036229.608322 + Penalty 2944.418754 = -1033285.189568 nChanged 41 SP:Iteration 25Q (1783.402457 sec): 3 clusters Score: Raw -1036238.523623 + Penalty 2944.418754 = -1033294.104869 nChanged 36 SP:Iteration 26Q (1783.462686 sec): 3 clusters Score: Raw -1036247.276161 + Penalty 2944.418754 = -1033302.857407 nChanged 32 SP:Iteration 27Q (1783.501805 sec): 3 clusters Score: Raw -1036254.858194 + Penalty 2944.418754 = -1033310.439440 nChanged 34 SP:Iteration 28Q (1783.532349 sec): 3 clusters Score: Raw -1036263.419077 + Penalty 2944.418754 = -1033319.000322 nChanged 34 SP:Iteration 29Q (1783.556806 sec): 3 clusters Score: Raw -1036270.348217 + Penalty 2944.418754 = -1033325.929462 nChanged 26 SP:Iteration 30Q (1783.581246 sec): 3 clusters Score: Raw -1036275.112482 + Penalty 2944.418754 = -1033330.693728 nChanged 15 SP:Iteration 31Q (1783.616419 sec): 3 clusters Score: Raw -1036278.246245 + Penalty 2944.418754 = -1033333.827490 nChanged 15 SP:Iteration 32Q (1783.640793 sec): 3 clusters Score: Raw -1036280.586655 + Penalty 2944.418754 = -1033336.167900 nChanged 13 SP:Iteration 33Q (1783.674815 sec): 3 clusters Score: Raw -1036283.602038 + Penalty 2944.418754 = -1033339.183284 nChanged 24 SP:Iteration 34Q (1783.699157 sec): 3 clusters Score: Raw -1036288.680668 + Penalty 2944.418754 = -1033344.261914 nChanged 19 SP:Iteration 35Q (1783.723325 sec): 3 clusters Score: Raw -1036292.516137 + Penalty 2944.418754 = -1033348.097383 nChanged 17 SP:Iteration 36Q (1783.747852 sec): 3 clusters Score: Raw -1036295.735689 + Penalty 2944.418754 = -1033351.316934 nChanged 19 SP:Iteration 37Q (1783.781848 sec): 3 clusters Score: Raw -1036297.886555 + Penalty 2944.418754 = -1033353.467801 nChanged 14 SP:Iteration 38Q (1783.806140 sec): 3 clusters Score: Raw -1036299.948990 + Penalty 2944.418754 = -1033355.530236 nChanged 12 SP:Iteration 39Q (1783.830269 sec): 3 clusters Score: Raw -1036302.880568 + Penalty 2944.418754 = -1033358.461814 nChanged 14 SP:Iteration 40F (1783.855799 sec): 3 clusters Score: Raw -1036305.178145 + Penalty 2944.418754 = -1033360.759391 nChanged 12 SP:Iteration 41Q (1783.880112 sec): 3 clusters Score: Raw -1036306.962297 + Penalty 2944.418754 = -1033362.543543 nChanged 4 SP:Iteration 42Q (1783.904260 sec): 3 clusters Score: Raw -1036307.174200 + Penalty 2944.418754 = -1033362.755446 nChanged 3 SP:Iteration 43Q (1783.939678 sec): 3 clusters Score: Raw -1036307.602209 + Penalty 2944.418754 = -1033363.183454 nChanged 6 SP:Iteration 44Q (1784.000213 sec): 3 clusters Score: Raw -1036308.519507 + Penalty 2944.418754 = -1033364.100753 nChanged 10 SP:Iteration 45Q (1784.054427 sec): 3 clusters Score: Raw -1036310.127231 + Penalty 2944.418754 = -1033365.708477 nChanged 7 SP:Iteration 46Q (1784.081644 sec): 3 clusters Score: Raw -1036310.938440 + Penalty 2944.418754 = -1033366.519686 nChanged 5 SP:Iteration 47Q (1784.105888 sec): 3 clusters Score: Raw -1036311.599632 + Penalty 2944.418754 = -1033367.180878 nChanged 5 SP:Iteration 48Q (1784.135255 sec): 3 clusters Score: Raw -1036312.525302 + Penalty 2944.418754 = -1033368.106547 nChanged 4 SP:Iteration 49Q (1784.160221 sec): 3 clusters Score: Raw -1036313.041221 + Penalty 2944.418754 = -1033368.622466 nChanged 3 SP:Iteration 50Q (1784.187437 sec): 3 clusters Score: Raw -1036313.442632 + Penalty 2944.418754 = -1033369.023877 nChanged 3 SP:Iteration 51Q (1784.219538 sec): 3 clusters Score: Raw -1036313.663746 + Penalty 2944.418754 = -1033369.244992 nChanged 2 SP:Iteration 52Q (1784.243822 sec): 3 clusters Score: Raw -1036313.771876 + Penalty 2944.418754 = -1033369.353122 nChanged 1 SP:Iteration 53Q (1784.268174 sec): 3 clusters Score: Raw -1036314.039806 + Penalty 2944.418754 = -1033369.621052 nChanged 2 SP:Iteration 54Q (1784.307056 sec): 3 clusters Score: Raw -1036314.215847 + Penalty 2944.418754 = -1033369.797093 nChanged 1 SP:Iteration 55Q (1784.331319 sec): 3 clusters Score: Raw -1036314.389648 + Penalty 2944.418754 = -1033369.970894 nChanged 0 SP:Iteration 56F (1784.357034 sec): 3 clusters Score: Raw -1036314.389648 + Penalty 2944.418754 = -1033369.970894 nChanged 0 Trying to split cluster 21 (18217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1784.400901 sec): 2 clusters Score: Raw -2276844.740390 + Penalty 1594.142957 = -2275250.597433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1784.444288 sec): 3 clusters Score: Raw -2265909.145051 + Penalty 3188.285913 = -2262720.859138 nChanged 8132 SP:Iteration 1F (1784.494205 sec): 3 clusters Score: Raw -2270452.560174 + Penalty 3188.285913 = -2267264.274261 nChanged 926 SP:Iteration 2F (1784.533117 sec): 3 clusters Score: Raw -2270859.357907 + Penalty 3188.285913 = -2267671.071994 nChanged 1000 SP:Iteration 3F (1784.574832 sec): 3 clusters Score: Raw -2271350.308935 + Penalty 3188.285913 = -2268162.023022 nChanged 1154 SP:Iteration 4F (1784.614258 sec): 3 clusters Score: Raw -2272054.023188 + Penalty 3188.285913 = -2268865.737274 nChanged 1276 SP:Iteration 5F (1784.653741 sec): 3 clusters Score: Raw -2273033.624116 + Penalty 3188.285913 = -2269845.338202 nChanged 1354 SP:Iteration 6F (1784.693215 sec): 3 clusters Score: Raw -2274228.053195 + Penalty 3188.285913 = -2271039.767281 nChanged 1180 SP:Iteration 7F (1784.733001 sec): 3 clusters Score: Raw -2275372.540368 + Penalty 3188.285913 = -2272184.254455 nChanged 814 SP:Iteration 8Q (1784.781170 sec): 3 clusters Score: Raw -2276167.309259 + Penalty 3188.285913 = -2272979.023345 nChanged 537 SP:Iteration 9Q (1784.819513 sec): 3 clusters Score: Raw -2276666.385409 + Penalty 3188.285913 = -2273478.099496 nChanged 335 SP:Iteration 10Q (1784.855823 sec): 3 clusters Score: Raw -2276894.223000 + Penalty 3188.285913 = -2273705.937087 nChanged 205 SP:Iteration 11Q (1784.891813 sec): 3 clusters Score: Raw -2277014.019570 + Penalty 3188.285913 = -2273825.733657 nChanged 138 SP:Iteration 12Q (1784.927056 sec): 3 clusters Score: Raw -2277083.636367 + Penalty 3188.285913 = -2273895.350454 nChanged 108 SP:Iteration 13Q (1784.962151 sec): 3 clusters Score: Raw -2277133.530570 + Penalty 3188.285913 = -2273945.244657 nChanged 87 SP:Iteration 14Q (1785.011566 sec): 3 clusters Score: Raw -2277173.022812 + Penalty 3188.285913 = -2273984.736899 nChanged 79 SP:Iteration 15Q (1785.046181 sec): 3 clusters Score: Raw -2277203.728619 + Penalty 3188.285913 = -2274015.442705 nChanged 61 SP:Iteration 16Q (1785.080577 sec): 3 clusters Score: Raw -2277222.017245 + Penalty 3188.285913 = -2274033.731332 nChanged 47 SP:Iteration 17Q (1785.115037 sec): 3 clusters Score: Raw -2277233.692987 + Penalty 3188.285913 = -2274045.407073 nChanged 35 SP:Iteration 18Q (1785.162900 sec): 3 clusters Score: Raw -2277242.026859 + Penalty 3188.285913 = -2274053.740946 nChanged 27 SP:Iteration 19Q (1785.205656 sec): 3 clusters Score: Raw -2277247.752286 + Penalty 3188.285913 = -2274059.466373 nChanged 23 SP:Iteration 20F (1785.247595 sec): 3 clusters Score: Raw -2277253.495487 + Penalty 3188.285913 = -2274065.209573 nChanged 26 SP:Iteration 21Q (1785.284333 sec): 3 clusters Score: Raw -2277259.357391 + Penalty 3188.285913 = -2274071.071477 nChanged 20 SP:Iteration 22Q (1785.342712 sec): 3 clusters Score: Raw -2277264.125869 + Penalty 3188.285913 = -2274075.839956 nChanged 20 SP:Iteration 23Q (1785.379822 sec): 3 clusters Score: Raw -2277268.313677 + Penalty 3188.285913 = -2274080.027763 nChanged 17 SP:Iteration 24Q (1785.414003 sec): 3 clusters Score: Raw -2277271.797818 + Penalty 3188.285913 = -2274083.511905 nChanged 14 SP:Iteration 25Q (1785.449631 sec): 3 clusters Score: Raw -2277274.600161 + Penalty 3188.285913 = -2274086.314248 nChanged 20 SP:Iteration 26Q (1785.483894 sec): 3 clusters Score: Raw -2277278.414369 + Penalty 3188.285913 = -2274090.128455 nChanged 18 SP:Iteration 27Q (1785.518150 sec): 3 clusters Score: Raw -2277281.801325 + Penalty 3188.285913 = -2274093.515411 nChanged 12 SP:Iteration 28Q (1785.552625 sec): 3 clusters Score: Raw -2277284.530101 + Penalty 3188.285913 = -2274096.244188 nChanged 20 SP:Iteration 29Q (1785.590272 sec): 3 clusters Score: Raw -2277289.338719 + Penalty 3188.285913 = -2274101.052806 nChanged 15 SP:Iteration 30Q (1785.624569 sec): 3 clusters Score: Raw -2277292.081993 + Penalty 3188.285913 = -2274103.796079 nChanged 11 SP:Iteration 31Q (1785.658641 sec): 3 clusters Score: Raw -2277294.039464 + Penalty 3188.285913 = -2274105.753550 nChanged 9 SP:Iteration 32Q (1785.692976 sec): 3 clusters Score: Raw -2277295.159869 + Penalty 3188.285913 = -2274106.873955 nChanged 3 SP:Iteration 33Q (1785.727058 sec): 3 clusters Score: Raw -2277295.871530 + Penalty 3188.285913 = -2274107.585616 nChanged 3 SP:Iteration 34Q (1785.761178 sec): 3 clusters Score: Raw -2277296.388994 + Penalty 3188.285913 = -2274108.103080 nChanged 5 SP:Iteration 35Q (1785.795231 sec): 3 clusters Score: Raw -2277297.153072 + Penalty 3188.285913 = -2274108.867158 nChanged 4 SP:Iteration 36Q (1785.836295 sec): 3 clusters Score: Raw -2277297.430493 + Penalty 3188.285913 = -2274109.144579 nChanged 1 SP:Iteration 37Q (1785.870605 sec): 3 clusters Score: Raw -2277297.585502 + Penalty 3188.285913 = -2274109.299588 nChanged 3 SP:Iteration 38Q (1785.917868 sec): 3 clusters Score: Raw -2277297.920454 + Penalty 3188.285913 = -2274109.634541 nChanged 1 SP:Iteration 39Q (1785.981099 sec): 3 clusters Score: Raw -2277297.990257 + Penalty 3188.285913 = -2274109.704343 nChanged 0 SP:Iteration 40F (1786.020213 sec): 3 clusters Score: Raw -2277297.990257 + Penalty 3188.285913 = -2274109.704343 nChanged 0 Trying to split cluster 22 (15040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1786.048705 sec): 2 clusters Score: Raw -1882492.975891 + Penalty 1563.001147 = -1880929.974744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1786.085470 sec): 3 clusters Score: Raw -1873703.203299 + Penalty 3126.002294 = -1870577.201004 nChanged 6613 SP:Iteration 1F (1786.120661 sec): 3 clusters Score: Raw -1877398.861454 + Penalty 3126.002294 = -1874272.859160 nChanged 941 SP:Iteration 2F (1786.155924 sec): 3 clusters Score: Raw -1877894.170653 + Penalty 3126.002294 = -1874768.168359 nChanged 889 SP:Iteration 3F (1786.191209 sec): 3 clusters Score: Raw -1878381.856218 + Penalty 3126.002294 = -1875255.853924 nChanged 854 SP:Iteration 4F (1786.226260 sec): 3 clusters Score: Raw -1878834.763061 + Penalty 3126.002294 = -1875708.760767 nChanged 833 SP:Iteration 5F (1786.264655 sec): 3 clusters Score: Raw -1879294.904399 + Penalty 3126.002294 = -1876168.902104 nChanged 804 SP:Iteration 6F (1786.300303 sec): 3 clusters Score: Raw -1879772.623042 + Penalty 3126.002294 = -1876646.620748 nChanged 784 SP:Iteration 7F (1786.335812 sec): 3 clusters Score: Raw -1880291.285673 + Penalty 3126.002294 = -1877165.283378 nChanged 714 SP:Iteration 8Q (1786.377234 sec): 3 clusters Score: Raw -1880766.277381 + Penalty 3126.002294 = -1877640.275087 nChanged 573 SP:Iteration 9Q (1786.412320 sec): 3 clusters Score: Raw -1881077.489844 + Penalty 3126.002294 = -1877951.487549 nChanged 421 SP:Iteration 10Q (1786.447321 sec): 3 clusters Score: Raw -1881261.829154 + Penalty 3126.002294 = -1878135.826860 nChanged 294 SP:Iteration 11Q (1786.481963 sec): 3 clusters Score: Raw -1881378.297189 + Penalty 3126.002294 = -1878252.294894 nChanged 252 SP:Iteration 12Q (1786.516636 sec): 3 clusters Score: Raw -1881474.524759 + Penalty 3126.002294 = -1878348.522465 nChanged 242 SP:Iteration 13Q (1786.550883 sec): 3 clusters Score: Raw -1881567.383390 + Penalty 3126.002294 = -1878441.381096 nChanged 242 SP:Iteration 14Q (1786.585006 sec): 3 clusters Score: Raw -1881656.440708 + Penalty 3126.002294 = -1878530.438414 nChanged 214 SP:Iteration 15Q (1786.640593 sec): 3 clusters Score: Raw -1881739.299192 + Penalty 3126.002294 = -1878613.296898 nChanged 231 SP:Iteration 16Q (1786.674328 sec): 3 clusters Score: Raw -1881840.293184 + Penalty 3126.002294 = -1878714.290890 nChanged 219 SP:Iteration 17Q (1786.708133 sec): 3 clusters Score: Raw -1881945.224171 + Penalty 3126.002294 = -1878819.221877 nChanged 216 SP:Iteration 18Q (1786.741491 sec): 3 clusters Score: Raw -1882037.485266 + Penalty 3126.002294 = -1878911.482972 nChanged 201 SP:Iteration 19Q (1786.786073 sec): 3 clusters Score: Raw -1882125.110069 + Penalty 3126.002294 = -1878999.107775 nChanged 182 SP:Iteration 20F (1786.820976 sec): 3 clusters Score: Raw -1882202.530013 + Penalty 3126.002294 = -1879076.527719 nChanged 181 SP:Iteration 21Q (1786.855484 sec): 3 clusters Score: Raw -1882273.843234 + Penalty 3126.002294 = -1879147.840940 nChanged 166 SP:Iteration 22Q (1786.888174 sec): 3 clusters Score: Raw -1882341.139607 + Penalty 3126.002294 = -1879215.137313 nChanged 150 SP:Iteration 23Q (1786.953669 sec): 3 clusters Score: Raw -1882392.744027 + Penalty 3126.002294 = -1879266.741732 nChanged 130 SP:Iteration 24Q (1786.985953 sec): 3 clusters Score: Raw -1882438.118981 + Penalty 3126.002294 = -1879312.116687 nChanged 121 SP:Iteration 25Q (1787.018291 sec): 3 clusters Score: Raw -1882479.810218 + Penalty 3126.002294 = -1879353.807924 nChanged 114 SP:Iteration 26Q (1787.053079 sec): 3 clusters Score: Raw -1882514.158317 + Penalty 3126.002294 = -1879388.156023 nChanged 87 SP:Iteration 27Q (1787.084801 sec): 3 clusters Score: Raw -1882541.287181 + Penalty 3126.002294 = -1879415.284887 nChanged 75 SP:Iteration 28Q (1787.119288 sec): 3 clusters Score: Raw -1882562.411263 + Penalty 3126.002294 = -1879436.408969 nChanged 78 SP:Iteration 29Q (1787.151107 sec): 3 clusters Score: Raw -1882584.494212 + Penalty 3126.002294 = -1879458.491918 nChanged 77 SP:Iteration 30Q (1787.182409 sec): 3 clusters Score: Raw -1882605.739884 + Penalty 3126.002294 = -1879479.737590 nChanged 79 SP:Iteration 31Q (1787.213742 sec): 3 clusters Score: Raw -1882627.834004 + Penalty 3126.002294 = -1879501.831710 nChanged 74 SP:Iteration 32Q (1787.245162 sec): 3 clusters Score: Raw -1882650.606893 + Penalty 3126.002294 = -1879524.604599 nChanged 74 SP:Iteration 33Q (1787.276864 sec): 3 clusters Score: Raw -1882674.461417 + Penalty 3126.002294 = -1879548.459123 nChanged 70 SP:Iteration 34Q (1787.307656 sec): 3 clusters Score: Raw -1882694.243669 + Penalty 3126.002294 = -1879568.241375 nChanged 56 SP:Iteration 35Q (1787.338906 sec): 3 clusters Score: Raw -1882708.005137 + Penalty 3126.002294 = -1879582.002842 nChanged 55 SP:Iteration 36Q (1787.370208 sec): 3 clusters Score: Raw -1882721.579639 + Penalty 3126.002294 = -1879595.577345 nChanged 45 SP:Iteration 37Q (1787.401150 sec): 3 clusters Score: Raw -1882731.438227 + Penalty 3126.002294 = -1879605.435933 nChanged 43 SP:Iteration 38Q (1787.431985 sec): 3 clusters Score: Raw -1882740.352365 + Penalty 3126.002294 = -1879614.350071 nChanged 37 SP:Iteration 39Q (1787.463037 sec): 3 clusters Score: Raw -1882750.536712 + Penalty 3126.002294 = -1879624.534418 nChanged 34 SP:Iteration 40F (1787.497964 sec): 3 clusters Score: Raw -1882759.529928 + Penalty 3126.002294 = -1879633.527634 nChanged 33 SP:Iteration 41Q (1787.535521 sec): 3 clusters Score: Raw -1882769.078089 + Penalty 3126.002294 = -1879643.075794 nChanged 32 SP:Iteration 42Q (1787.566372 sec): 3 clusters Score: Raw -1882777.567536 + Penalty 3126.002294 = -1879651.565242 nChanged 28 SP:Iteration 43Q (1787.598814 sec): 3 clusters Score: Raw -1882785.264629 + Penalty 3126.002294 = -1879659.262335 nChanged 31 SP:Iteration 44Q (1787.629613 sec): 3 clusters Score: Raw -1882792.672690 + Penalty 3126.002294 = -1879666.670396 nChanged 22 SP:Iteration 45Q (1787.660289 sec): 3 clusters Score: Raw -1882798.149663 + Penalty 3126.002294 = -1879672.147369 nChanged 16 SP:Iteration 46Q (1787.691163 sec): 3 clusters Score: Raw -1882801.741530 + Penalty 3126.002294 = -1879675.739236 nChanged 18 SP:Iteration 47Q (1787.721859 sec): 3 clusters Score: Raw -1882805.700389 + Penalty 3126.002294 = -1879679.698095 nChanged 22 SP:Iteration 48Q (1787.752580 sec): 3 clusters Score: Raw -1882811.369094 + Penalty 3126.002294 = -1879685.366800 nChanged 29 SP:Iteration 49Q (1787.783245 sec): 3 clusters Score: Raw -1882818.815072 + Penalty 3126.002294 = -1879692.812778 nChanged 24 SP:Iteration 50Q (1787.816058 sec): 3 clusters Score: Raw -1882824.924482 + Penalty 3126.002294 = -1879698.922187 nChanged 24 SP:Iteration 51Q (1787.846792 sec): 3 clusters Score: Raw -1882831.007577 + Penalty 3126.002294 = -1879705.005283 nChanged 23 SP:Iteration 52Q (1787.877399 sec): 3 clusters Score: Raw -1882836.341047 + Penalty 3126.002294 = -1879710.338753 nChanged 16 SP:Iteration 53Q (1787.907862 sec): 3 clusters Score: Raw -1882839.479647 + Penalty 3126.002294 = -1879713.477352 nChanged 16 SP:Iteration 54Q (1787.938452 sec): 3 clusters Score: Raw -1882842.731424 + Penalty 3126.002294 = -1879716.729129 nChanged 12 SP:Iteration 55Q (1787.969100 sec): 3 clusters Score: Raw -1882844.576325 + Penalty 3126.002294 = -1879718.574031 nChanged 11 SP:Iteration 56Q (1787.999518 sec): 3 clusters Score: Raw -1882846.410971 + Penalty 3126.002294 = -1879720.408677 nChanged 15 SP:Iteration 57Q (1788.029956 sec): 3 clusters Score: Raw -1882849.665838 + Penalty 3126.002294 = -1879723.663544 nChanged 15 SP:Iteration 58Q (1788.083046 sec): 3 clusters Score: Raw -1882852.790648 + Penalty 3126.002294 = -1879726.788354 nChanged 10 SP:Iteration 59Q (1788.114321 sec): 3 clusters Score: Raw -1882854.615554 + Penalty 3126.002294 = -1879728.613260 nChanged 10 SP:Iteration 60F (1788.149386 sec): 3 clusters Score: Raw -1882856.343277 + Penalty 3126.002294 = -1879730.340982 nChanged 9 SP:Iteration 61Q (1788.181375 sec): 3 clusters Score: Raw -1882858.172097 + Penalty 3126.002294 = -1879732.169803 nChanged 5 SP:Iteration 62Q (1788.221788 sec): 3 clusters Score: Raw -1882858.825713 + Penalty 3126.002294 = -1879732.823418 nChanged 4 SP:Iteration 63Q (1788.268228 sec): 3 clusters Score: Raw -1882859.508173 + Penalty 3126.002294 = -1879733.505879 nChanged 2 SP:Iteration 64Q (1788.309123 sec): 3 clusters Score: Raw -1882860.049516 + Penalty 3126.002294 = -1879734.047222 nChanged 4 SP:Iteration 65Q (1788.340308 sec): 3 clusters Score: Raw -1882860.792331 + Penalty 3126.002294 = -1879734.790037 nChanged 3 SP:Iteration 66Q (1788.370541 sec): 3 clusters Score: Raw -1882861.523468 + Penalty 3126.002294 = -1879735.521173 nChanged 5 SP:Iteration 67Q (1788.401480 sec): 3 clusters Score: Raw -1882862.091102 + Penalty 3126.002294 = -1879736.088807 nChanged 2 SP:Iteration 68Q (1788.432088 sec): 3 clusters Score: Raw -1882862.484406 + Penalty 3126.002294 = -1879736.482112 nChanged 0 SP:Iteration 69F (1788.472209 sec): 3 clusters Score: Raw -1882862.484406 + Penalty 3126.002294 = -1879736.482112 nChanged 0 Trying to split cluster 23 (26142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1788.518490 sec): 2 clusters Score: Raw -3255485.175892 + Penalty 1652.836005 = -3253832.339886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1788.597349 sec): 3 clusters Score: Raw -3239279.171327 + Penalty 3305.672011 = -3235973.499316 nChanged 12031 SP:Iteration 1F (1788.664967 sec): 3 clusters Score: Raw -3245858.497254 + Penalty 3305.672011 = -3242552.825243 nChanged 1307 SP:Iteration 2Q (1788.721277 sec): 3 clusters Score: Raw -3246328.750524 + Penalty 3305.672011 = -3243023.078513 nChanged 1293 SP:Iteration 3Q (1788.789500 sec): 3 clusters Score: Raw -3246883.298137 + Penalty 3305.672011 = -3243577.626126 nChanged 1456 SP:Iteration 4F (1788.845305 sec): 3 clusters Score: Raw -3247624.399022 + Penalty 3305.672011 = -3244318.727011 nChanged 1578 SP:Iteration 5F (1788.902485 sec): 3 clusters Score: Raw -3248621.699371 + Penalty 3305.672011 = -3245316.027360 nChanged 1827 SP:Iteration 6F (1788.961790 sec): 3 clusters Score: Raw -3249985.664090 + Penalty 3305.672011 = -3246679.992079 nChanged 1838 SP:Iteration 7F (1789.017251 sec): 3 clusters Score: Raw -3251511.027284 + Penalty 3305.672011 = -3248205.355273 nChanged 1652 SP:Iteration 8F (1789.079585 sec): 3 clusters Score: Raw -3252874.957893 + Penalty 3305.672011 = -3249569.285882 nChanged 1278 SP:Iteration 9Q (1789.135098 sec): 3 clusters Score: Raw -3253692.658832 + Penalty 3305.672011 = -3250386.986821 nChanged 804 SP:Iteration 10Q (1789.190396 sec): 3 clusters Score: Raw -3254111.755660 + Penalty 3305.672011 = -3250806.083649 nChanged 519 SP:Iteration 11Q (1789.249004 sec): 3 clusters Score: Raw -3254335.985071 + Penalty 3305.672011 = -3251030.313060 nChanged 388 SP:Iteration 12Q (1789.305856 sec): 3 clusters Score: Raw -3254495.087590 + Penalty 3305.672011 = -3251189.415579 nChanged 327 SP:Iteration 13Q (1789.359107 sec): 3 clusters Score: Raw -3254626.728126 + Penalty 3305.672011 = -3251321.056115 nChanged 300 SP:Iteration 14Q (1789.412403 sec): 3 clusters Score: Raw -3254743.660591 + Penalty 3305.672011 = -3251437.988580 nChanged 270 SP:Iteration 15Q (1789.486457 sec): 3 clusters Score: Raw -3254836.392867 + Penalty 3305.672011 = -3251530.720856 nChanged 247 SP:Iteration 16Q (1789.539493 sec): 3 clusters Score: Raw -3254912.157800 + Penalty 3305.672011 = -3251606.485789 nChanged 221 SP:Iteration 17Q (1789.604983 sec): 3 clusters Score: Raw -3254974.328226 + Penalty 3305.672011 = -3251668.656215 nChanged 211 SP:Iteration 18Q (1789.657030 sec): 3 clusters Score: Raw -3255032.093659 + Penalty 3305.672011 = -3251726.421648 nChanged 176 SP:Iteration 19Q (1789.717088 sec): 3 clusters Score: Raw -3255079.188310 + Penalty 3305.672011 = -3251773.516299 nChanged 178 SP:Iteration 20F (1789.772334 sec): 3 clusters Score: Raw -3255126.697077 + Penalty 3305.672011 = -3251821.025066 nChanged 167 SP:Iteration 21Q (1789.824339 sec): 3 clusters Score: Raw -3255174.352030 + Penalty 3305.672011 = -3251868.680019 nChanged 159 SP:Iteration 22Q (1789.886910 sec): 3 clusters Score: Raw -3255216.189341 + Penalty 3305.672011 = -3251910.517330 nChanged 161 SP:Iteration 23Q (1789.957455 sec): 3 clusters Score: Raw -3255260.674135 + Penalty 3305.672011 = -3251955.002124 nChanged 153 SP:Iteration 24Q (1790.007971 sec): 3 clusters Score: Raw -3255309.363299 + Penalty 3305.672011 = -3252003.691288 nChanged 170 SP:Iteration 25Q (1790.066045 sec): 3 clusters Score: Raw -3255363.461023 + Penalty 3305.672011 = -3252057.789012 nChanged 174 SP:Iteration 26Q (1790.115855 sec): 3 clusters Score: Raw -3255417.903630 + Penalty 3305.672011 = -3252112.231619 nChanged 163 SP:Iteration 27Q (1790.166093 sec): 3 clusters Score: Raw -3255465.083774 + Penalty 3305.672011 = -3252159.411763 nChanged 148 SP:Iteration 28Q (1790.216107 sec): 3 clusters Score: Raw -3255508.029820 + Penalty 3305.672011 = -3252202.357809 nChanged 144 SP:Iteration 29Q (1790.265891 sec): 3 clusters Score: Raw -3255554.539757 + Penalty 3305.672011 = -3252248.867746 nChanged 149 SP:Iteration 30Q (1790.315968 sec): 3 clusters Score: Raw -3255599.734294 + Penalty 3305.672011 = -3252294.062283 nChanged 143 SP:Iteration 31Q (1790.365608 sec): 3 clusters Score: Raw -3255639.488768 + Penalty 3305.672011 = -3252333.816757 nChanged 124 SP:Iteration 32Q (1790.415460 sec): 3 clusters Score: Raw -3255670.993157 + Penalty 3305.672011 = -3252365.321146 nChanged 106 SP:Iteration 33Q (1790.464447 sec): 3 clusters Score: Raw -3255700.621530 + Penalty 3305.672011 = -3252394.949519 nChanged 108 SP:Iteration 34Q (1790.514138 sec): 3 clusters Score: Raw -3255728.685666 + Penalty 3305.672011 = -3252423.013655 nChanged 109 SP:Iteration 35Q (1790.563110 sec): 3 clusters Score: Raw -3255756.739920 + Penalty 3305.672011 = -3252451.067909 nChanged 98 SP:Iteration 36Q (1790.612089 sec): 3 clusters Score: Raw -3255781.976513 + Penalty 3305.672011 = -3252476.304502 nChanged 111 SP:Iteration 37Q (1790.661307 sec): 3 clusters Score: Raw -3255812.771206 + Penalty 3305.672011 = -3252507.099195 nChanged 101 SP:Iteration 38Q (1790.711153 sec): 3 clusters Score: Raw -3255837.034144 + Penalty 3305.672011 = -3252531.362133 nChanged 80 SP:Iteration 39Q (1790.782116 sec): 3 clusters Score: Raw -3255852.919422 + Penalty 3305.672011 = -3252547.247411 nChanged 64 SP:Iteration 40F (1790.837302 sec): 3 clusters Score: Raw -3255866.145457 + Penalty 3305.672011 = -3252560.473446 nChanged 65 SP:Iteration 41Q (1790.886925 sec): 3 clusters Score: Raw -3255879.126603 + Penalty 3305.672011 = -3252573.454592 nChanged 63 SP:Iteration 42Q (1790.935424 sec): 3 clusters Score: Raw -3255893.290329 + Penalty 3305.672011 = -3252587.618318 nChanged 56 SP:Iteration 43Q (1790.988439 sec): 3 clusters Score: Raw -3255905.005240 + Penalty 3305.672011 = -3252599.333229 nChanged 60 SP:Iteration 44Q (1791.036079 sec): 3 clusters Score: Raw -3255916.737490 + Penalty 3305.672011 = -3252611.065480 nChanged 51 SP:Iteration 45Q (1791.084664 sec): 3 clusters Score: Raw -3255925.547532 + Penalty 3305.672011 = -3252619.875521 nChanged 43 SP:Iteration 46Q (1791.132356 sec): 3 clusters Score: Raw -3255932.275889 + Penalty 3305.672011 = -3252626.603878 nChanged 35 SP:Iteration 47Q (1791.187716 sec): 3 clusters Score: Raw -3255938.100925 + Penalty 3305.672011 = -3252632.428914 nChanged 32 SP:Iteration 48Q (1791.237003 sec): 3 clusters Score: Raw -3255943.123885 + Penalty 3305.672011 = -3252637.451874 nChanged 32 SP:Iteration 49Q (1791.284383 sec): 3 clusters Score: Raw -3255948.135346 + Penalty 3305.672011 = -3252642.463335 nChanged 26 SP:Iteration 50Q (1791.332546 sec): 3 clusters Score: Raw -3255951.854392 + Penalty 3305.672011 = -3252646.182381 nChanged 22 SP:Iteration 51Q (1791.380707 sec): 3 clusters Score: Raw -3255956.285859 + Penalty 3305.672011 = -3252650.613848 nChanged 31 SP:Iteration 52Q (1791.428617 sec): 3 clusters Score: Raw -3255961.783566 + Penalty 3305.672011 = -3252656.111555 nChanged 35 SP:Iteration 53Q (1791.476632 sec): 3 clusters Score: Raw -3255968.279070 + Penalty 3305.672011 = -3252662.607059 nChanged 27 SP:Iteration 54Q (1791.523493 sec): 3 clusters Score: Raw -3255973.251079 + Penalty 3305.672011 = -3252667.579068 nChanged 28 SP:Iteration 55Q (1791.571797 sec): 3 clusters Score: Raw -3255977.622440 + Penalty 3305.672011 = -3252671.950429 nChanged 24 SP:Iteration 56Q (1791.619411 sec): 3 clusters Score: Raw -3255984.104074 + Penalty 3305.672011 = -3252678.432063 nChanged 31 SP:Iteration 57Q (1791.686812 sec): 3 clusters Score: Raw -3255990.803051 + Penalty 3305.672011 = -3252685.131040 nChanged 31 SP:Iteration 58Q (1791.734421 sec): 3 clusters Score: Raw -3255995.460957 + Penalty 3305.672011 = -3252689.788946 nChanged 15 SP:Iteration 59Q (1791.806993 sec): 3 clusters Score: Raw -3255997.417751 + Penalty 3305.672011 = -3252691.745740 nChanged 16 SP:Iteration 60F (1791.865704 sec): 3 clusters Score: Raw -3255999.721368 + Penalty 3305.672011 = -3252694.049357 nChanged 12 SP:Iteration 61Q (1791.913989 sec): 3 clusters Score: Raw -3256001.366310 + Penalty 3305.672011 = -3252695.694299 nChanged 19 SP:Iteration 62Q (1791.961781 sec): 3 clusters Score: Raw -3256003.555173 + Penalty 3305.672011 = -3252697.883162 nChanged 8 SP:Iteration 63Q (1792.016470 sec): 3 clusters Score: Raw -3256004.456482 + Penalty 3305.672011 = -3252698.784471 nChanged 5 SP:Iteration 64Q (1792.062483 sec): 3 clusters Score: Raw -3256005.013736 + Penalty 3305.672011 = -3252699.341725 nChanged 7 SP:Iteration 65Q (1792.114956 sec): 3 clusters Score: Raw -3256005.921926 + Penalty 3305.672011 = -3252700.249915 nChanged 9 SP:Iteration 66Q (1792.171753 sec): 3 clusters Score: Raw -3256007.135630 + Penalty 3305.672011 = -3252701.463619 nChanged 8 SP:Iteration 67Q (1792.223316 sec): 3 clusters Score: Raw -3256008.107692 + Penalty 3305.672011 = -3252702.435681 nChanged 2 SP:Iteration 68Q (1792.278553 sec): 3 clusters Score: Raw -3256008.329824 + Penalty 3305.672011 = -3252702.657813 nChanged 1 SP:Iteration 69Q (1792.325519 sec): 3 clusters Score: Raw -3256008.494607 + Penalty 3305.672011 = -3252702.822596 nChanged 0 SP:Iteration 70F (1792.383022 sec): 3 clusters Score: Raw -3256008.494607 + Penalty 3305.672011 = -3252702.822596 nChanged 0 Iteration 139Q (1794.524456 sec): 24 clusters Score: Raw -39136373.075835 + Penalty 47416.036041 = -39088957.039794 nChanged 125 Iteration 140F (1799.133383 sec): 24 clusters Score: Raw -39136383.281825 + Penalty 47416.036041 = -39088967.245784 nChanged 146 Iteration 141Q (1801.392680 sec): 24 clusters Score: Raw -39136394.433561 + Penalty 47416.036041 = -39088978.397520 nChanged 121 Iteration 142Q (1803.485705 sec): 24 clusters Score: Raw -39136403.226490 + Penalty 47416.036041 = -39088987.190448 nChanged 114 Iteration 143Q (1805.603084 sec): 24 clusters Score: Raw -39136410.651352 + Penalty 47416.036041 = -39088994.615310 nChanged 98 Iteration 144Q (1807.668915 sec): 24 clusters Score: Raw -39136417.611826 + Penalty 47416.036041 = -39089001.575784 nChanged 112 Iteration 145Q (1809.894645 sec): 24 clusters Score: Raw -39136427.518314 + Penalty 47416.036041 = -39089011.482273 nChanged 105 Iteration 146Q (1811.982611 sec): 24 clusters Score: Raw -39136437.017137 + Penalty 47416.036041 = -39089020.981096 nChanged 112 Iteration 147Q (1814.068146 sec): 24 clusters Score: Raw -39136446.864554 + Penalty 47416.036041 = -39089030.828513 nChanged 101 Iteration 148Q (1816.161922 sec): 24 clusters Score: Raw -39136453.986067 + Penalty 47416.036041 = -39089037.950026 nChanged 96 Iteration 149Q (1818.398919 sec): 24 clusters Score: Raw -39136460.791349 + Penalty 47416.036041 = -39089044.755308 nChanged 103 Iteration 150Q (1820.654438 sec): 24 clusters Score: Raw -39136468.353657 + Penalty 47416.036041 = -39089052.317615 nChanged 124 Iteration 151Q (1822.830042 sec): 24 clusters Score: Raw -39136479.135648 + Penalty 47416.036041 = -39089063.099607 nChanged 135 Iteration 152Q (1825.083225 sec): 24 clusters Score: Raw -39136489.855590 + Penalty 47416.036041 = -39089073.819549 nChanged 131 Iteration 153Q (1827.299874 sec): 24 clusters Score: Raw -39136501.299669 + Penalty 47416.036041 = -39089085.263628 nChanged 142 Iteration 154Q (1829.466865 sec): 24 clusters Score: Raw -39136513.717104 + Penalty 47416.036041 = -39089097.681063 nChanged 146 Iteration 155Q (1831.628427 sec): 24 clusters Score: Raw -39136528.436900 + Penalty 47416.036041 = -39089112.400858 nChanged 147 Iteration 156Q (1833.825445 sec): 24 clusters Score: Raw -39136542.515368 + Penalty 47416.036041 = -39089126.479327 nChanged 152 Iteration 157Q (1835.997883 sec): 24 clusters Score: Raw -39136558.145971 + Penalty 47416.036041 = -39089142.109930 nChanged 166 Iteration 158Q (1838.200638 sec): 24 clusters Score: Raw -39136579.149084 + Penalty 47416.036041 = -39089163.113043 nChanged 186 Iteration 159Q (1840.757603 sec): 24 clusters Score: Raw -39136600.870235 + Penalty 47416.036041 = -39089184.834193 nChanged 200 Iteration 160F (1845.218586 sec): 24 clusters Score: Raw -39136623.417161 + Penalty 47416.036041 = -39089207.381119 nChanged 196 Iteration 161Q (1847.433593 sec): 24 clusters Score: Raw -39136645.165364 + Penalty 47416.036041 = -39089229.129323 nChanged 169 Iteration 162Q (1849.679016 sec): 24 clusters Score: Raw -39136662.986514 + Penalty 47416.036041 = -39089246.950473 nChanged 171 Iteration 163Q (1851.878757 sec): 24 clusters Score: Raw -39136681.802115 + Penalty 47416.036041 = -39089265.766073 nChanged 180 Iteration 164Q (1854.115307 sec): 24 clusters Score: Raw -39136702.444097 + Penalty 47416.036041 = -39089286.408056 nChanged 194 Iteration 165Q (1856.426087 sec): 24 clusters Score: Raw -39136722.942755 + Penalty 47416.036041 = -39089306.906714 nChanged 208 Iteration 166Q (1858.640385 sec): 24 clusters Score: Raw -39136748.428279 + Penalty 47416.036041 = -39089332.392238 nChanged 199 Iteration 167Q (1860.832100 sec): 24 clusters Score: Raw -39136773.035473 + Penalty 47416.036041 = -39089356.999432 nChanged 211 Iteration 168Q (1863.043072 sec): 24 clusters Score: Raw -39136798.864087 + Penalty 47416.036041 = -39089382.828046 nChanged 237 Iteration 169Q (1865.287504 sec): 24 clusters Score: Raw -39136827.356365 + Penalty 47416.036041 = -39089411.320324 nChanged 251 Iteration 170Q (1867.493603 sec): 24 clusters Score: Raw -39136863.370695 + Penalty 47416.036041 = -39089447.334654 nChanged 270 Iteration 171Q (1869.652873 sec): 24 clusters Score: Raw -39136902.501975 + Penalty 47416.036041 = -39089486.465934 nChanged 310 Iteration 172Q (1871.817462 sec): 24 clusters Score: Raw -39136946.468240 + Penalty 47416.036041 = -39089530.432199 nChanged 295 Iteration 173Q (1873.998283 sec): 24 clusters Score: Raw -39136986.683450 + Penalty 47416.036041 = -39089570.647409 nChanged 273 Iteration 174Q (1876.165206 sec): 24 clusters Score: Raw -39137026.105101 + Penalty 47416.036041 = -39089610.069060 nChanged 286 Iteration 175Q (1878.325903 sec): 24 clusters Score: Raw -39137063.336031 + Penalty 47416.036041 = -39089647.299989 nChanged 251 Iteration 176Q (1880.506984 sec): 24 clusters Score: Raw -39137097.111054 + Penalty 47416.036041 = -39089681.075013 nChanged 244 Iteration 177Q (1882.685277 sec): 24 clusters Score: Raw -39137132.637088 + Penalty 47416.036041 = -39089716.601046 nChanged 259 Iteration 178Q (1884.859263 sec): 24 clusters Score: Raw -39137174.948883 + Penalty 47416.036041 = -39089758.912842 nChanged 302 Writing temp clu file Because OldScore, -39089716.601046, is greater than current (better) Score,-39089758.912842 Compute initial score before splitting: Score: Raw -39137174.948883 + Penalty 47416.036041 = -39089758.912842 Trying to split cluster 1 (15905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1884.949097 sec): 2 clusters Score: Raw -2009237.095965 + Penalty 1572.088181 = -2007665.007785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1884.986531 sec): 3 clusters Score: Raw -1999793.812123 + Penalty 3144.176361 = -1996649.635762 nChanged 7158 SP:Iteration 1F (1885.022563 sec): 3 clusters Score: Raw -2003744.797426 + Penalty 3144.176361 = -2000600.621064 nChanged 855 SP:Iteration 2F (1885.058325 sec): 3 clusters Score: Raw -2004087.604094 + Penalty 3144.176361 = -2000943.427733 nChanged 779 SP:Iteration 3Q (1885.104303 sec): 3 clusters Score: Raw -2004409.269627 + Penalty 3144.176361 = -2001265.093265 nChanged 752 SP:Iteration 4Q (1885.142483 sec): 3 clusters Score: Raw -2004747.336132 + Penalty 3144.176361 = -2001603.159771 nChanged 777 SP:Iteration 5Q (1885.187769 sec): 3 clusters Score: Raw -2005129.823946 + Penalty 3144.176361 = -2001985.647585 nChanged 799 SP:Iteration 6F (1885.235497 sec): 3 clusters Score: Raw -2005568.429504 + Penalty 3144.176361 = -2002424.253143 nChanged 789 SP:Iteration 7Q (1885.281728 sec): 3 clusters Score: Raw -2006068.213729 + Penalty 3144.176361 = -2002924.037368 nChanged 824 SP:Iteration 8F (1885.321078 sec): 3 clusters Score: Raw -2006636.678338 + Penalty 3144.176361 = -2003492.501977 nChanged 753 SP:Iteration 9Q (1885.367645 sec): 3 clusters Score: Raw -2007226.066540 + Penalty 3144.176361 = -2004081.890179 nChanged 679 SP:Iteration 10Q (1885.412275 sec): 3 clusters Score: Raw -2007745.924920 + Penalty 3144.176361 = -2004601.748558 nChanged 506 SP:Iteration 11Q (1885.453208 sec): 3 clusters Score: Raw -2008056.914348 + Penalty 3144.176361 = -2004912.737986 nChanged 376 SP:Iteration 12Q (1885.488365 sec): 3 clusters Score: Raw -2008275.446977 + Penalty 3144.176361 = -2005131.270615 nChanged 290 SP:Iteration 13Q (1885.531367 sec): 3 clusters Score: Raw -2008435.037801 + Penalty 3144.176361 = -2005290.861440 nChanged 225 SP:Iteration 14Q (1885.597470 sec): 3 clusters Score: Raw -2008554.826026 + Penalty 3144.176361 = -2005410.649665 nChanged 211 SP:Iteration 15Q (1885.640446 sec): 3 clusters Score: Raw -2008662.262200 + Penalty 3144.176361 = -2005518.085839 nChanged 186 SP:Iteration 16Q (1885.673834 sec): 3 clusters Score: Raw -2008756.553874 + Penalty 3144.176361 = -2005612.377513 nChanged 183 SP:Iteration 17Q (1885.707852 sec): 3 clusters Score: Raw -2008851.090683 + Penalty 3144.176361 = -2005706.914321 nChanged 148 SP:Iteration 18Q (1885.743349 sec): 3 clusters Score: Raw -2008922.010123 + Penalty 3144.176361 = -2005777.833762 nChanged 129 SP:Iteration 19Q (1885.780732 sec): 3 clusters Score: Raw -2008975.219521 + Penalty 3144.176361 = -2005831.043159 nChanged 96 SP:Iteration 20F (1885.843121 sec): 3 clusters Score: Raw -2009016.938700 + Penalty 3144.176361 = -2005872.762339 nChanged 91 SP:Iteration 21Q (1885.875276 sec): 3 clusters Score: Raw -2009052.492505 + Penalty 3144.176361 = -2005908.316143 nChanged 78 SP:Iteration 22Q (1885.907172 sec): 3 clusters Score: Raw -2009079.763849 + Penalty 3144.176361 = -2005935.587487 nChanged 69 SP:Iteration 23Q (1885.939458 sec): 3 clusters Score: Raw -2009108.388307 + Penalty 3144.176361 = -2005964.211945 nChanged 71 SP:Iteration 24Q (1886.003707 sec): 3 clusters Score: Raw -2009135.931058 + Penalty 3144.176361 = -2005991.754697 nChanged 55 SP:Iteration 25Q (1886.035537 sec): 3 clusters Score: Raw -2009151.868917 + Penalty 3144.176361 = -2006007.692556 nChanged 47 SP:Iteration 26Q (1886.067845 sec): 3 clusters Score: Raw -2009166.930074 + Penalty 3144.176361 = -2006022.753712 nChanged 46 SP:Iteration 27Q (1886.110278 sec): 3 clusters Score: Raw -2009182.293127 + Penalty 3144.176361 = -2006038.116765 nChanged 50 SP:Iteration 28Q (1886.149325 sec): 3 clusters Score: Raw -2009200.073067 + Penalty 3144.176361 = -2006055.896706 nChanged 48 SP:Iteration 29Q (1886.200817 sec): 3 clusters Score: Raw -2009218.918493 + Penalty 3144.176361 = -2006074.742132 nChanged 45 SP:Iteration 30Q (1886.232508 sec): 3 clusters Score: Raw -2009236.101345 + Penalty 3144.176361 = -2006091.924984 nChanged 43 SP:Iteration 31Q (1886.292883 sec): 3 clusters Score: Raw -2009248.544229 + Penalty 3144.176361 = -2006104.367868 nChanged 38 SP:Iteration 32Q (1886.330602 sec): 3 clusters Score: Raw -2009260.408790 + Penalty 3144.176361 = -2006116.232429 nChanged 43 SP:Iteration 33Q (1886.361883 sec): 3 clusters Score: Raw -2009276.255779 + Penalty 3144.176361 = -2006132.079418 nChanged 47 SP:Iteration 34Q (1886.396968 sec): 3 clusters Score: Raw -2009293.076327 + Penalty 3144.176361 = -2006148.899966 nChanged 36 SP:Iteration 35Q (1886.428221 sec): 3 clusters Score: Raw -2009303.669140 + Penalty 3144.176361 = -2006159.492779 nChanged 31 SP:Iteration 36Q (1886.459538 sec): 3 clusters Score: Raw -2009312.729215 + Penalty 3144.176361 = -2006168.552854 nChanged 30 SP:Iteration 37Q (1886.491284 sec): 3 clusters Score: Raw -2009324.079734 + Penalty 3144.176361 = -2006179.903373 nChanged 32 SP:Iteration 38Q (1886.522601 sec): 3 clusters Score: Raw -2009336.197394 + Penalty 3144.176361 = -2006192.021032 nChanged 21 SP:Iteration 39Q (1886.553807 sec): 3 clusters Score: Raw -2009345.157199 + Penalty 3144.176361 = -2006200.980838 nChanged 24 SP:Iteration 40F (1886.593323 sec): 3 clusters Score: Raw -2009352.220346 + Penalty 3144.176361 = -2006208.043985 nChanged 19 SP:Iteration 41Q (1886.626431 sec): 3 clusters Score: Raw -2009360.083757 + Penalty 3144.176361 = -2006215.907396 nChanged 18 SP:Iteration 42Q (1886.659658 sec): 3 clusters Score: Raw -2009365.068669 + Penalty 3144.176361 = -2006220.892307 nChanged 7 SP:Iteration 43Q (1886.690976 sec): 3 clusters Score: Raw -2009366.942059 + Penalty 3144.176361 = -2006222.765698 nChanged 6 SP:Iteration 44Q (1886.758120 sec): 3 clusters Score: Raw -2009368.925075 + Penalty 3144.176361 = -2006224.748714 nChanged 9 SP:Iteration 45Q (1886.821716 sec): 3 clusters Score: Raw -2009372.072387 + Penalty 3144.176361 = -2006227.896025 nChanged 10 SP:Iteration 46Q (1886.866741 sec): 3 clusters Score: Raw -2009375.818841 + Penalty 3144.176361 = -2006231.642480 nChanged 12 SP:Iteration 47Q (1886.905809 sec): 3 clusters Score: Raw -2009379.591717 + Penalty 3144.176361 = -2006235.415355 nChanged 7 SP:Iteration 48Q (1886.947379 sec): 3 clusters Score: Raw -2009381.927313 + Penalty 3144.176361 = -2006237.750952 nChanged 5 SP:Iteration 49Q (1886.985770 sec): 3 clusters Score: Raw -2009383.161026 + Penalty 3144.176361 = -2006238.984664 nChanged 5 SP:Iteration 50Q (1887.016639 sec): 3 clusters Score: Raw -2009384.004818 + Penalty 3144.176361 = -2006239.828457 nChanged 6 SP:Iteration 51Q (1887.058896 sec): 3 clusters Score: Raw -2009385.840216 + Penalty 3144.176361 = -2006241.663855 nChanged 2 SP:Iteration 52Q (1887.090211 sec): 3 clusters Score: Raw -2009386.224233 + Penalty 3144.176361 = -2006242.047872 nChanged 2 SP:Iteration 53Q (1887.121565 sec): 3 clusters Score: Raw -2009386.624278 + Penalty 3144.176361 = -2006242.447916 nChanged 2 SP:Iteration 54Q (1887.163788 sec): 3 clusters Score: Raw -2009387.191463 + Penalty 3144.176361 = -2006243.015102 nChanged 0 SP:Iteration 55F (1887.203132 sec): 3 clusters Score: Raw -2009387.191463 + Penalty 3144.176361 = -2006243.015102 nChanged 0 Trying to split cluster 2 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1887.216626 sec): 2 clusters Score: Raw -98650.723885 + Penalty 1102.841504 = -97547.882381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1887.221876 sec): 3 clusters Score: Raw -98431.937220 + Penalty 2205.683009 = -96226.254211 nChanged 256 SP:Iteration 1F (1887.226748 sec): 3 clusters Score: Raw -98714.379012 + Penalty 2205.683009 = -96508.696003 nChanged 65 SP:Iteration 2F (1887.241125 sec): 3 clusters Score: Raw -98824.776705 + Penalty 2205.683009 = -96619.093696 nChanged 39 SP:Iteration 3Q (1887.245939 sec): 3 clusters Score: Raw -98885.406358 + Penalty 2205.683009 = -96679.723349 nChanged 26 SP:Iteration 4Q (1887.250671 sec): 3 clusters Score: Raw -98934.878294 + Penalty 2205.683009 = -96729.195285 nChanged 32 SP:Iteration 5Q (1887.255420 sec): 3 clusters Score: Raw -98993.937433 + Penalty 2205.683009 = -96788.254424 nChanged 30 SP:Iteration 6Q (1887.260166 sec): 3 clusters Score: Raw -99031.345465 + Penalty 2205.683009 = -96825.662456 nChanged 16 SP:Iteration 7Q (1887.264872 sec): 3 clusters Score: Raw -99054.420644 + Penalty 2205.683009 = -96848.737635 nChanged 16 SP:Iteration 8Q (1887.269576 sec): 3 clusters Score: Raw -99068.050275 + Penalty 2205.683009 = -96862.367266 nChanged 12 SP:Iteration 9Q (1887.283512 sec): 3 clusters Score: Raw -99085.754259 + Penalty 2205.683009 = -96880.071250 nChanged 8 SP:Iteration 10Q (1887.288211 sec): 3 clusters Score: Raw -99092.177253 + Penalty 2205.683009 = -96886.494244 nChanged 2 SP:Iteration 11Q (1887.292861 sec): 3 clusters Score: Raw -99095.618794 + Penalty 2205.683009 = -96889.935785 nChanged 3 SP:Iteration 12Q (1887.297535 sec): 3 clusters Score: Raw -99098.103439 + Penalty 2205.683009 = -96892.420430 nChanged 2 SP:Iteration 13Q (1887.302227 sec): 3 clusters Score: Raw -99098.897287 + Penalty 2205.683009 = -96893.214278 nChanged 0 SP:Iteration 14F (1887.309288 sec): 3 clusters Score: Raw -99098.897287 + Penalty 2205.683009 = -96893.214278 nChanged 0 Trying to split cluster 3 (4858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1887.328039 sec): 2 clusters Score: Raw -600431.469069 + Penalty 1379.362093 = -599052.106976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1887.349116 sec): 3 clusters Score: Raw -597902.373221 + Penalty 2758.724186 = -595143.649035 nChanged 1955 SP:Iteration 1F (1887.369421 sec): 3 clusters Score: Raw -599069.878352 + Penalty 2758.724186 = -596311.154167 nChanged 396 SP:Iteration 2F (1887.395302 sec): 3 clusters Score: Raw -599358.864225 + Penalty 2758.724186 = -596600.140039 nChanged 338 SP:Iteration 3F (1887.415679 sec): 3 clusters Score: Raw -599630.557325 + Penalty 2758.724186 = -596871.833140 nChanged 323 SP:Iteration 4F (1887.438725 sec): 3 clusters Score: Raw -599884.159502 + Penalty 2758.724186 = -597125.435316 nChanged 305 SP:Iteration 5F (1887.459179 sec): 3 clusters Score: Raw -600124.759176 + Penalty 2758.724186 = -597366.034990 nChanged 257 SP:Iteration 6F (1887.479499 sec): 3 clusters Score: Raw -600314.790448 + Penalty 2758.724186 = -597556.066263 nChanged 220 SP:Iteration 7Q (1887.501496 sec): 3 clusters Score: Raw -600506.114174 + Penalty 2758.724186 = -597747.389989 nChanged 186 SP:Iteration 8Q (1887.521294 sec): 3 clusters Score: Raw -600663.575303 + Penalty 2758.724186 = -597904.851117 nChanged 138 SP:Iteration 9Q (1887.541444 sec): 3 clusters Score: Raw -600779.218918 + Penalty 2758.724186 = -598020.494732 nChanged 106 SP:Iteration 10Q (1887.561518 sec): 3 clusters Score: Raw -600868.974169 + Penalty 2758.724186 = -598110.249983 nChanged 88 SP:Iteration 11Q (1887.581677 sec): 3 clusters Score: Raw -600938.519985 + Penalty 2758.724186 = -598179.795799 nChanged 65 SP:Iteration 12Q (1887.601633 sec): 3 clusters Score: Raw -600966.297087 + Penalty 2758.724186 = -598207.572902 nChanged 36 SP:Iteration 13Q (1887.621728 sec): 3 clusters Score: Raw -600981.578495 + Penalty 2758.724186 = -598222.854309 nChanged 24 SP:Iteration 14Q (1887.641338 sec): 3 clusters Score: Raw -600990.516157 + Penalty 2758.724186 = -598231.791971 nChanged 13 SP:Iteration 15Q (1887.661261 sec): 3 clusters Score: Raw -600994.756224 + Penalty 2758.724186 = -598236.032038 nChanged 9 SP:Iteration 16Q (1887.681129 sec): 3 clusters Score: Raw -600997.073902 + Penalty 2758.724186 = -598238.349717 nChanged 8 SP:Iteration 17Q (1887.700759 sec): 3 clusters Score: Raw -600999.544888 + Penalty 2758.724186 = -598240.820703 nChanged 5 SP:Iteration 18Q (1887.720665 sec): 3 clusters Score: Raw -601000.480488 + Penalty 2758.724186 = -598241.756303 nChanged 1 SP:Iteration 19Q (1887.740679 sec): 3 clusters Score: Raw -601000.719121 + Penalty 2758.724186 = -598241.994935 nChanged 0 SP:Iteration 20F (1887.760394 sec): 3 clusters Score: Raw -601000.719121 + Penalty 2758.724186 = -598241.994935 nChanged 0 Trying to split cluster 4 (1148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1887.772981 sec): 2 clusters Score: Raw -136636.158114 + Penalty 1144.938694 = -135491.219420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1887.781167 sec): 3 clusters Score: Raw -136232.770368 + Penalty 2289.877387 = -133942.892981 nChanged 378 SP:Iteration 1F (1887.787396 sec): 3 clusters Score: Raw -136529.186278 + Penalty 2289.877387 = -134239.308891 nChanged 88 SP:Iteration 2F (1887.793555 sec): 3 clusters Score: Raw -136607.734287 + Penalty 2289.877387 = -134317.856899 nChanged 43 SP:Iteration 3Q (1887.799663 sec): 3 clusters Score: Raw -136651.868816 + Penalty 2289.877387 = -134361.991429 nChanged 22 SP:Iteration 4Q (1887.805770 sec): 3 clusters Score: Raw -136670.269111 + Penalty 2289.877387 = -134380.391724 nChanged 22 SP:Iteration 5Q (1887.811884 sec): 3 clusters Score: Raw -136691.178085 + Penalty 2289.877387 = -134401.300697 nChanged 11 SP:Iteration 6Q (1887.818007 sec): 3 clusters Score: Raw -136699.332672 + Penalty 2289.877387 = -134409.455284 nChanged 9 SP:Iteration 7Q (1887.824199 sec): 3 clusters Score: Raw -136709.072071 + Penalty 2289.877387 = -134419.194683 nChanged 10 SP:Iteration 8Q (1887.830318 sec): 3 clusters Score: Raw -136716.919559 + Penalty 2289.877387 = -134427.042172 nChanged 9 SP:Iteration 9Q (1887.836413 sec): 3 clusters Score: Raw -136722.904321 + Penalty 2289.877387 = -134433.026933 nChanged 8 SP:Iteration 10Q (1887.842509 sec): 3 clusters Score: Raw -136729.288348 + Penalty 2289.877387 = -134439.410961 nChanged 7 SP:Iteration 11Q (1887.848702 sec): 3 clusters Score: Raw -136737.763790 + Penalty 2289.877387 = -134447.886402 nChanged 8 SP:Iteration 12Q (1887.854788 sec): 3 clusters Score: Raw -136744.503059 + Penalty 2289.877387 = -134454.625672 nChanged 7 SP:Iteration 13Q (1887.860889 sec): 3 clusters Score: Raw -136750.414803 + Penalty 2289.877387 = -134460.537416 nChanged 4 SP:Iteration 14Q (1887.866967 sec): 3 clusters Score: Raw -136754.726973 + Penalty 2289.877387 = -134464.849585 nChanged 5 SP:Iteration 15Q (1887.873044 sec): 3 clusters Score: Raw -136756.826609 + Penalty 2289.877387 = -134466.949222 nChanged 3 SP:Iteration 16Q (1887.879209 sec): 3 clusters Score: Raw -136758.301450 + Penalty 2289.877387 = -134468.424063 nChanged 0 SP:Iteration 17F (1887.885431 sec): 3 clusters Score: Raw -136758.301450 + Penalty 2289.877387 = -134468.424063 nChanged 0 Trying to split cluster 5 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1887.894770 sec): 2 clusters Score: Raw -94737.785700 + Penalty 1092.817967 = -93644.967733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1887.899691 sec): 3 clusters Score: Raw -94508.046890 + Penalty 2185.635934 = -92322.410957 nChanged 233 SP:Iteration 1F (1887.904255 sec): 3 clusters Score: Raw -94746.521946 + Penalty 2185.635934 = -92560.886012 nChanged 68 SP:Iteration 2F (1887.908823 sec): 3 clusters Score: Raw -94829.123981 + Penalty 2185.635934 = -92643.488047 nChanged 30 SP:Iteration 3Q (1887.913388 sec): 3 clusters Score: Raw -94863.469176 + Penalty 2185.635934 = -92677.833243 nChanged 21 SP:Iteration 4Q (1887.917909 sec): 3 clusters Score: Raw -94895.924877 + Penalty 2185.635934 = -92710.288943 nChanged 16 SP:Iteration 5Q (1887.922414 sec): 3 clusters Score: Raw -94916.247345 + Penalty 2185.635934 = -92730.611411 nChanged 12 SP:Iteration 6Q (1887.926923 sec): 3 clusters Score: Raw -94936.447887 + Penalty 2185.635934 = -92750.811953 nChanged 15 SP:Iteration 7Q (1887.931461 sec): 3 clusters Score: Raw -94968.001653 + Penalty 2185.635934 = -92782.365720 nChanged 16 SP:Iteration 8Q (1887.935960 sec): 3 clusters Score: Raw -94990.562862 + Penalty 2185.635934 = -92804.926928 nChanged 15 SP:Iteration 9Q (1887.940478 sec): 3 clusters Score: Raw -95002.726967 + Penalty 2185.635934 = -92817.091033 nChanged 12 SP:Iteration 10Q (1887.944995 sec): 3 clusters Score: Raw -95015.770515 + Penalty 2185.635934 = -92830.134581 nChanged 7 SP:Iteration 11Q (1887.949488 sec): 3 clusters Score: Raw -95026.247685 + Penalty 2185.635934 = -92840.611752 nChanged 6 SP:Iteration 12Q (1887.953962 sec): 3 clusters Score: Raw -95031.101532 + Penalty 2185.635934 = -92845.465599 nChanged 5 SP:Iteration 13Q (1887.958442 sec): 3 clusters Score: Raw -95035.086644 + Penalty 2185.635934 = -92849.450710 nChanged 4 SP:Iteration 14Q (1887.962964 sec): 3 clusters Score: Raw -95042.483753 + Penalty 2185.635934 = -92856.847819 nChanged 2 SP:Iteration 15Q (1887.967474 sec): 3 clusters Score: Raw -95044.269091 + Penalty 2185.635934 = -92858.633157 nChanged 2 SP:Iteration 16Q (1887.971947 sec): 3 clusters Score: Raw -95046.041899 + Penalty 2185.635934 = -92860.405965 nChanged 3 SP:Iteration 17Q (1887.976926 sec): 3 clusters Score: Raw -95051.944376 + Penalty 2185.635934 = -92866.308442 nChanged 2 SP:Iteration 18Q (1887.981440 sec): 3 clusters Score: Raw -95052.956542 + Penalty 2185.635934 = -92867.320609 nChanged 0 SP:Iteration 19F (1887.985979 sec): 3 clusters Score: Raw -95052.956542 + Penalty 2185.635934 = -92867.320609 nChanged 0 Trying to split cluster 6 (7097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1888.016063 sec): 2 clusters Score: Raw -878591.532922 + Penalty 1440.956959 = -877150.575963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1888.040340 sec): 3 clusters Score: Raw -874729.501263 + Penalty 2881.913918 = -871847.587345 nChanged 2976 SP:Iteration 1F (1888.092364 sec): 3 clusters Score: Raw -876238.105434 + Penalty 2881.913918 = -873356.191517 nChanged 429 SP:Iteration 2F (1888.116115 sec): 3 clusters Score: Raw -876417.119702 + Penalty 2881.913918 = -873535.205784 nChanged 348 SP:Iteration 3Q (1888.140192 sec): 3 clusters Score: Raw -876549.446853 + Penalty 2881.913918 = -873667.532935 nChanged 256 SP:Iteration 4Q (1888.164067 sec): 3 clusters Score: Raw -876646.053119 + Penalty 2881.913918 = -873764.139201 nChanged 238 SP:Iteration 5Q (1888.187828 sec): 3 clusters Score: Raw -876734.307434 + Penalty 2881.913918 = -873852.393517 nChanged 205 SP:Iteration 6Q (1888.211815 sec): 3 clusters Score: Raw -876804.593416 + Penalty 2881.913918 = -873922.679499 nChanged 185 SP:Iteration 7Q (1888.235686 sec): 3 clusters Score: Raw -876875.096401 + Penalty 2881.913918 = -873993.182483 nChanged 179 SP:Iteration 8Q (1888.259672 sec): 3 clusters Score: Raw -876941.209831 + Penalty 2881.913918 = -874059.295914 nChanged 154 SP:Iteration 9Q (1888.283598 sec): 3 clusters Score: Raw -876992.065318 + Penalty 2881.913918 = -874110.151401 nChanged 157 SP:Iteration 10Q (1888.307498 sec): 3 clusters Score: Raw -877052.123253 + Penalty 2881.913918 = -874170.209335 nChanged 177 SP:Iteration 11Q (1888.331342 sec): 3 clusters Score: Raw -877125.313183 + Penalty 2881.913918 = -874243.399265 nChanged 192 SP:Iteration 12Q (1888.355240 sec): 3 clusters Score: Raw -877204.453623 + Penalty 2881.913918 = -874322.539705 nChanged 199 SP:Iteration 13Q (1888.381433 sec): 3 clusters Score: Raw -877294.837259 + Penalty 2881.913918 = -874412.923341 nChanged 210 SP:Iteration 14Q (1888.412679 sec): 3 clusters Score: Raw -877387.344366 + Penalty 2881.913918 = -874505.430449 nChanged 193 SP:Iteration 15Q (1888.436596 sec): 3 clusters Score: Raw -877466.542421 + Penalty 2881.913918 = -874584.628503 nChanged 191 SP:Iteration 16Q (1888.460284 sec): 3 clusters Score: Raw -877552.391721 + Penalty 2881.913918 = -874670.477804 nChanged 189 SP:Iteration 17Q (1888.484012 sec): 3 clusters Score: Raw -877645.131337 + Penalty 2881.913918 = -874763.217419 nChanged 187 SP:Iteration 18Q (1888.507712 sec): 3 clusters Score: Raw -877734.452292 + Penalty 2881.913918 = -874852.538375 nChanged 177 SP:Iteration 19Q (1888.535674 sec): 3 clusters Score: Raw -877820.413315 + Penalty 2881.913918 = -874938.499397 nChanged 175 SP:Iteration 20F (1888.559491 sec): 3 clusters Score: Raw -877913.127163 + Penalty 2881.913918 = -875031.213245 nChanged 171 SP:Iteration 21Q (1888.582963 sec): 3 clusters Score: Raw -878005.034845 + Penalty 2881.913918 = -875123.120928 nChanged 155 SP:Iteration 22Q (1888.606473 sec): 3 clusters Score: Raw -878073.418045 + Penalty 2881.913918 = -875191.504127 nChanged 118 SP:Iteration 23Q (1888.634383 sec): 3 clusters Score: Raw -878121.337144 + Penalty 2881.913918 = -875239.423227 nChanged 105 SP:Iteration 24Q (1888.657844 sec): 3 clusters Score: Raw -878165.266690 + Penalty 2881.913918 = -875283.352773 nChanged 93 SP:Iteration 25Q (1888.681299 sec): 3 clusters Score: Raw -878200.969198 + Penalty 2881.913918 = -875319.055280 nChanged 87 SP:Iteration 26Q (1888.721409 sec): 3 clusters Score: Raw -878232.155352 + Penalty 2881.913918 = -875350.241435 nChanged 78 SP:Iteration 27Q (1888.747910 sec): 3 clusters Score: Raw -878260.251252 + Penalty 2881.913918 = -875378.337335 nChanged 80 SP:Iteration 28Q (1888.772881 sec): 3 clusters Score: Raw -878283.870866 + Penalty 2881.913918 = -875401.956948 nChanged 77 SP:Iteration 29Q (1888.796277 sec): 3 clusters Score: Raw -878310.229747 + Penalty 2881.913918 = -875428.315829 nChanged 64 SP:Iteration 30Q (1888.819484 sec): 3 clusters Score: Raw -878330.655601 + Penalty 2881.913918 = -875448.741683 nChanged 53 SP:Iteration 31Q (1888.842641 sec): 3 clusters Score: Raw -878345.487190 + Penalty 2881.913918 = -875463.573273 nChanged 36 SP:Iteration 32Q (1888.865737 sec): 3 clusters Score: Raw -878357.034800 + Penalty 2881.913918 = -875475.120882 nChanged 44 SP:Iteration 33Q (1888.909752 sec): 3 clusters Score: Raw -878369.190351 + Penalty 2881.913918 = -875487.276433 nChanged 43 SP:Iteration 34Q (1888.931933 sec): 3 clusters Score: Raw -878378.893560 + Penalty 2881.913918 = -875496.979643 nChanged 34 SP:Iteration 35Q (1888.967316 sec): 3 clusters Score: Raw -878387.461355 + Penalty 2881.913918 = -875505.547437 nChanged 40 SP:Iteration 36Q (1888.996765 sec): 3 clusters Score: Raw -878398.865377 + Penalty 2881.913918 = -875516.951460 nChanged 49 SP:Iteration 37Q (1889.019772 sec): 3 clusters Score: Raw -878415.205413 + Penalty 2881.913918 = -875533.291495 nChanged 43 SP:Iteration 38Q (1889.048811 sec): 3 clusters Score: Raw -878426.340882 + Penalty 2881.913918 = -875544.426964 nChanged 47 SP:Iteration 39Q (1889.071688 sec): 3 clusters Score: Raw -878441.392546 + Penalty 2881.913918 = -875559.478628 nChanged 43 SP:Iteration 40F (1889.095422 sec): 3 clusters Score: Raw -878453.793509 + Penalty 2881.913918 = -875571.879591 nChanged 41 SP:Iteration 41Q (1889.129043 sec): 3 clusters Score: Raw -878465.161669 + Penalty 2881.913918 = -875583.247751 nChanged 35 SP:Iteration 42Q (1889.152164 sec): 3 clusters Score: Raw -878475.023425 + Penalty 2881.913918 = -875593.109508 nChanged 23 SP:Iteration 43Q (1889.209837 sec): 3 clusters Score: Raw -878479.234251 + Penalty 2881.913918 = -875597.320334 nChanged 26 SP:Iteration 44Q (1889.232824 sec): 3 clusters Score: Raw -878485.650305 + Penalty 2881.913918 = -875603.736387 nChanged 25 SP:Iteration 45Q (1889.255917 sec): 3 clusters Score: Raw -878493.572170 + Penalty 2881.913918 = -875611.658253 nChanged 32 SP:Iteration 46Q (1889.278861 sec): 3 clusters Score: Raw -878502.087571 + Penalty 2881.913918 = -875620.173653 nChanged 29 SP:Iteration 47Q (1889.309991 sec): 3 clusters Score: Raw -878509.085933 + Penalty 2881.913918 = -875627.172016 nChanged 27 SP:Iteration 48Q (1889.332959 sec): 3 clusters Score: Raw -878516.330717 + Penalty 2881.913918 = -875634.416800 nChanged 28 SP:Iteration 49Q (1889.358092 sec): 3 clusters Score: Raw -878525.697194 + Penalty 2881.913918 = -875643.783276 nChanged 29 SP:Iteration 50Q (1889.380874 sec): 3 clusters Score: Raw -878535.216600 + Penalty 2881.913918 = -875653.302683 nChanged 41 SP:Iteration 51Q (1889.403885 sec): 3 clusters Score: Raw -878550.397684 + Penalty 2881.913918 = -875668.483766 nChanged 37 SP:Iteration 52Q (1889.426573 sec): 3 clusters Score: Raw -878561.198543 + Penalty 2881.913918 = -875679.284625 nChanged 32 SP:Iteration 53Q (1889.449275 sec): 3 clusters Score: Raw -878569.677551 + Penalty 2881.913918 = -875687.763634 nChanged 29 SP:Iteration 54Q (1889.503679 sec): 3 clusters Score: Raw -878578.243819 + Penalty 2881.913918 = -875696.329901 nChanged 32 SP:Iteration 55Q (1889.540880 sec): 3 clusters Score: Raw -878587.669741 + Penalty 2881.913918 = -875705.755824 nChanged 29 SP:Iteration 56Q (1889.564602 sec): 3 clusters Score: Raw -878595.252160 + Penalty 2881.913918 = -875713.338243 nChanged 30 SP:Iteration 57Q (1889.587181 sec): 3 clusters Score: Raw -878602.804020 + Penalty 2881.913918 = -875720.890103 nChanged 18 SP:Iteration 58Q (1889.609813 sec): 3 clusters Score: Raw -878607.145742 + Penalty 2881.913918 = -875725.231824 nChanged 17 SP:Iteration 59Q (1889.632573 sec): 3 clusters Score: Raw -878611.017366 + Penalty 2881.913918 = -875729.103448 nChanged 20 SP:Iteration 60F (1889.658835 sec): 3 clusters Score: Raw -878616.266018 + Penalty 2881.913918 = -875734.352100 nChanged 21 SP:Iteration 61Q (1889.681503 sec): 3 clusters Score: Raw -878621.879556 + Penalty 2881.913918 = -875739.965638 nChanged 20 SP:Iteration 62Q (1889.704080 sec): 3 clusters Score: Raw -878626.155784 + Penalty 2881.913918 = -875744.241867 nChanged 13 SP:Iteration 63Q (1889.726744 sec): 3 clusters Score: Raw -878629.039764 + Penalty 2881.913918 = -875747.125847 nChanged 13 SP:Iteration 64Q (1889.749272 sec): 3 clusters Score: Raw -878631.940804 + Penalty 2881.913918 = -875750.026887 nChanged 9 SP:Iteration 65Q (1889.781972 sec): 3 clusters Score: Raw -878633.648136 + Penalty 2881.913918 = -875751.734218 nChanged 11 SP:Iteration 66Q (1889.808666 sec): 3 clusters Score: Raw -878636.520368 + Penalty 2881.913918 = -875754.606451 nChanged 4 SP:Iteration 67Q (1889.831232 sec): 3 clusters Score: Raw -878637.661070 + Penalty 2881.913918 = -875755.747152 nChanged 3 SP:Iteration 68Q (1889.864082 sec): 3 clusters Score: Raw -878638.065988 + Penalty 2881.913918 = -875756.152070 nChanged 3 SP:Iteration 69Q (1889.886671 sec): 3 clusters Score: Raw -878638.558934 + Penalty 2881.913918 = -875756.645017 nChanged 0 SP:Iteration 70F (1889.910461 sec): 3 clusters Score: Raw -878638.558934 + Penalty 2881.913918 = -875756.645017 nChanged 0 Trying to split cluster 7 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1889.917991 sec): 2 clusters Score: Raw -12001.034908 + Penalty 780.653420 = -11220.381488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1889.919410 sec): 3 clusters Score: Raw -12203.555739 + Penalty 1561.306840 = -10642.248900 nChanged 14 SP:Iteration 1F (1889.920655 sec): 3 clusters Score: Raw -12256.287189 + Penalty 1561.306840 = -10694.980350 nChanged 4 SP:Iteration 2Q (1889.921867 sec): 3 clusters Score: Raw -12278.832991 + Penalty 1561.306840 = -10717.526152 nChanged 1 SP:Iteration 3Q (1889.923217 sec): 3 clusters Score: Raw -12288.064203 + Penalty 1561.306840 = -10726.757364 nChanged 0 SP:Iteration 4F (1889.929477 sec): 3 clusters Score: Raw -12288.064203 + Penalty 1561.306840 = -10726.757364 nChanged 0 Trying to split cluster 8 (5292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1889.958841 sec): 2 clusters Score: Raw -629151.929642 + Penalty 1393.267123 = -627758.662519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1889.980679 sec): 3 clusters Score: Raw -626361.162880 + Penalty 2786.534246 = -623574.628634 nChanged 2196 SP:Iteration 1F (1890.006200 sec): 3 clusters Score: Raw -627568.425747 + Penalty 2786.534246 = -624781.891501 nChanged 407 SP:Iteration 2F (1890.027978 sec): 3 clusters Score: Raw -627805.716073 + Penalty 2786.534246 = -625019.181827 nChanged 318 SP:Iteration 3F (1890.055449 sec): 3 clusters Score: Raw -628023.019601 + Penalty 2786.534246 = -625236.485355 nChanged 277 SP:Iteration 4F (1890.076997 sec): 3 clusters Score: Raw -628252.779183 + Penalty 2786.534246 = -625466.244938 nChanged 291 SP:Iteration 5F (1890.098726 sec): 3 clusters Score: Raw -628501.650527 + Penalty 2786.534246 = -625715.116281 nChanged 305 SP:Iteration 6F (1890.130155 sec): 3 clusters Score: Raw -628777.531358 + Penalty 2786.534246 = -625990.997113 nChanged 292 SP:Iteration 7F (1890.151423 sec): 3 clusters Score: Raw -629020.926104 + Penalty 2786.534246 = -626234.391858 nChanged 277 SP:Iteration 8F (1890.172732 sec): 3 clusters Score: Raw -629230.516238 + Penalty 2786.534246 = -626443.981993 nChanged 226 SP:Iteration 9Q (1890.196590 sec): 3 clusters Score: Raw -629354.615977 + Penalty 2786.534246 = -626568.081731 nChanged 150 SP:Iteration 10Q (1890.217901 sec): 3 clusters Score: Raw -629416.821401 + Penalty 2786.534246 = -626630.287156 nChanged 93 SP:Iteration 11Q (1890.239617 sec): 3 clusters Score: Raw -629455.253249 + Penalty 2786.534246 = -626668.719003 nChanged 88 SP:Iteration 12Q (1890.260980 sec): 3 clusters Score: Raw -629489.540384 + Penalty 2786.534246 = -626703.006138 nChanged 75 SP:Iteration 13Q (1890.294029 sec): 3 clusters Score: Raw -629518.763350 + Penalty 2786.534246 = -626732.229104 nChanged 67 SP:Iteration 14Q (1890.315278 sec): 3 clusters Score: Raw -629540.756008 + Penalty 2786.534246 = -626754.221763 nChanged 50 SP:Iteration 15Q (1890.342266 sec): 3 clusters Score: Raw -629555.940071 + Penalty 2786.534246 = -626769.405825 nChanged 39 SP:Iteration 16Q (1890.363524 sec): 3 clusters Score: Raw -629575.473342 + Penalty 2786.534246 = -626788.939096 nChanged 47 SP:Iteration 17Q (1890.384779 sec): 3 clusters Score: Raw -629598.785173 + Penalty 2786.534246 = -626812.250927 nChanged 55 SP:Iteration 18Q (1890.408218 sec): 3 clusters Score: Raw -629625.689886 + Penalty 2786.534246 = -626839.155640 nChanged 51 SP:Iteration 19Q (1890.435371 sec): 3 clusters Score: Raw -629650.565829 + Penalty 2786.534246 = -626864.031584 nChanged 48 SP:Iteration 20F (1890.461984 sec): 3 clusters Score: Raw -629668.603112 + Penalty 2786.534246 = -626882.068866 nChanged 35 SP:Iteration 21Q (1890.482892 sec): 3 clusters Score: Raw -629680.419364 + Penalty 2786.534246 = -626893.885119 nChanged 33 SP:Iteration 22Q (1890.504028 sec): 3 clusters Score: Raw -629689.928808 + Penalty 2786.534246 = -626903.394562 nChanged 20 SP:Iteration 23Q (1890.524875 sec): 3 clusters Score: Raw -629694.452266 + Penalty 2786.534246 = -626907.918021 nChanged 18 SP:Iteration 24Q (1890.551783 sec): 3 clusters Score: Raw -629698.906858 + Penalty 2786.534246 = -626912.372612 nChanged 11 SP:Iteration 25Q (1890.573074 sec): 3 clusters Score: Raw -629700.702210 + Penalty 2786.534246 = -626914.167964 nChanged 9 SP:Iteration 26Q (1890.600826 sec): 3 clusters Score: Raw -629702.119472 + Penalty 2786.534246 = -626915.585227 nChanged 3 SP:Iteration 27Q (1890.621933 sec): 3 clusters Score: Raw -629702.966507 + Penalty 2786.534246 = -626916.432262 nChanged 4 SP:Iteration 28Q (1890.642750 sec): 3 clusters Score: Raw -629703.522157 + Penalty 2786.534246 = -626916.987911 nChanged 1 SP:Iteration 29Q (1890.663472 sec): 3 clusters Score: Raw -629704.122300 + Penalty 2786.534246 = -626917.588055 nChanged 2 SP:Iteration 30Q (1890.684637 sec): 3 clusters Score: Raw -629704.412171 + Penalty 2786.534246 = -626917.877925 nChanged 0 SP:Iteration 31F (1890.705823 sec): 3 clusters Score: Raw -629704.412171 + Penalty 2786.534246 = -626917.877925 nChanged 0 Trying to split cluster 9 (10239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1890.734120 sec): 2 clusters Score: Raw -1272523.586801 + Penalty 1500.518376 = -1271023.068425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1890.763167 sec): 3 clusters Score: Raw -1266634.332237 + Penalty 3001.036752 = -1263633.295485 nChanged 4531 SP:Iteration 1F (1890.791241 sec): 3 clusters Score: Raw -1269001.711477 + Penalty 3001.036752 = -1266000.674725 nChanged 516 SP:Iteration 2F (1890.819373 sec): 3 clusters Score: Raw -1269169.424547 + Penalty 3001.036752 = -1266168.387795 nChanged 406 SP:Iteration 3Q (1890.847476 sec): 3 clusters Score: Raw -1269292.312264 + Penalty 3001.036752 = -1266291.275511 nChanged 348 SP:Iteration 4Q (1890.875820 sec): 3 clusters Score: Raw -1269402.440744 + Penalty 3001.036752 = -1266401.403992 nChanged 301 SP:Iteration 5Q (1890.903770 sec): 3 clusters Score: Raw -1269493.434441 + Penalty 3001.036752 = -1266492.397688 nChanged 276 SP:Iteration 6Q (1890.932417 sec): 3 clusters Score: Raw -1269574.451034 + Penalty 3001.036752 = -1266573.414282 nChanged 245 SP:Iteration 7Q (1890.960558 sec): 3 clusters Score: Raw -1269629.193230 + Penalty 3001.036752 = -1266628.156478 nChanged 188 SP:Iteration 8Q (1890.988870 sec): 3 clusters Score: Raw -1269678.871062 + Penalty 3001.036752 = -1266677.834310 nChanged 180 SP:Iteration 9Q (1891.027713 sec): 3 clusters Score: Raw -1269731.912916 + Penalty 3001.036752 = -1266730.876164 nChanged 221 SP:Iteration 10Q (1891.055640 sec): 3 clusters Score: Raw -1269798.605810 + Penalty 3001.036752 = -1266797.569058 nChanged 204 SP:Iteration 11Q (1891.083801 sec): 3 clusters Score: Raw -1269863.592367 + Penalty 3001.036752 = -1266862.555615 nChanged 235 SP:Iteration 12Q (1891.111948 sec): 3 clusters Score: Raw -1269940.994144 + Penalty 3001.036752 = -1266939.957391 nChanged 231 SP:Iteration 13Q (1891.139954 sec): 3 clusters Score: Raw -1270017.393327 + Penalty 3001.036752 = -1267016.356574 nChanged 265 SP:Iteration 14Q (1891.192460 sec): 3 clusters Score: Raw -1270116.895730 + Penalty 3001.036752 = -1267115.858978 nChanged 297 SP:Iteration 15Q (1891.227111 sec): 3 clusters Score: Raw -1270241.537285 + Penalty 3001.036752 = -1267240.500533 nChanged 297 SP:Iteration 16Q (1891.255818 sec): 3 clusters Score: Raw -1270365.717331 + Penalty 3001.036752 = -1267364.680578 nChanged 319 SP:Iteration 17Q (1891.283703 sec): 3 clusters Score: Raw -1270512.530745 + Penalty 3001.036752 = -1267511.493993 nChanged 338 SP:Iteration 18Q (1891.311967 sec): 3 clusters Score: Raw -1270672.590947 + Penalty 3001.036752 = -1267671.554195 nChanged 325 SP:Iteration 19Q (1891.340128 sec): 3 clusters Score: Raw -1270820.431580 + Penalty 3001.036752 = -1267819.394828 nChanged 307 SP:Iteration 20F (1891.368115 sec): 3 clusters Score: Raw -1270969.688027 + Penalty 3001.036752 = -1267968.651274 nChanged 288 SP:Iteration 21Q (1891.401093 sec): 3 clusters Score: Raw -1271103.551538 + Penalty 3001.036752 = -1268102.514786 nChanged 249 SP:Iteration 22Q (1891.428957 sec): 3 clusters Score: Raw -1271195.037505 + Penalty 3001.036752 = -1268194.000753 nChanged 181 SP:Iteration 23Q (1891.456883 sec): 3 clusters Score: Raw -1271255.854474 + Penalty 3001.036752 = -1268254.817722 nChanged 147 SP:Iteration 24Q (1891.485188 sec): 3 clusters Score: Raw -1271299.815006 + Penalty 3001.036752 = -1268298.778254 nChanged 127 SP:Iteration 25Q (1891.512849 sec): 3 clusters Score: Raw -1271328.255864 + Penalty 3001.036752 = -1268327.219112 nChanged 97 SP:Iteration 26Q (1891.540276 sec): 3 clusters Score: Raw -1271350.457762 + Penalty 3001.036752 = -1268349.421010 nChanged 77 SP:Iteration 27Q (1891.567822 sec): 3 clusters Score: Raw -1271368.830892 + Penalty 3001.036752 = -1268367.794140 nChanged 72 SP:Iteration 28Q (1891.595348 sec): 3 clusters Score: Raw -1271384.460789 + Penalty 3001.036752 = -1268383.424037 nChanged 64 SP:Iteration 29Q (1891.622650 sec): 3 clusters Score: Raw -1271397.498342 + Penalty 3001.036752 = -1268396.461590 nChanged 56 SP:Iteration 30Q (1891.655877 sec): 3 clusters Score: Raw -1271407.504568 + Penalty 3001.036752 = -1268406.467815 nChanged 46 SP:Iteration 31Q (1891.691360 sec): 3 clusters Score: Raw -1271416.905985 + Penalty 3001.036752 = -1268415.869233 nChanged 37 SP:Iteration 32Q (1891.718644 sec): 3 clusters Score: Raw -1271423.801484 + Penalty 3001.036752 = -1268422.764732 nChanged 36 SP:Iteration 33Q (1891.746353 sec): 3 clusters Score: Raw -1271429.645004 + Penalty 3001.036752 = -1268428.608252 nChanged 34 SP:Iteration 34Q (1891.773708 sec): 3 clusters Score: Raw -1271436.834219 + Penalty 3001.036752 = -1268435.797466 nChanged 44 SP:Iteration 35Q (1891.801129 sec): 3 clusters Score: Raw -1271447.447003 + Penalty 3001.036752 = -1268446.410251 nChanged 51 SP:Iteration 36Q (1891.828378 sec): 3 clusters Score: Raw -1271458.993305 + Penalty 3001.036752 = -1268457.956553 nChanged 51 SP:Iteration 37Q (1891.855572 sec): 3 clusters Score: Raw -1271468.700075 + Penalty 3001.036752 = -1268467.663322 nChanged 57 SP:Iteration 38Q (1891.882939 sec): 3 clusters Score: Raw -1271479.976977 + Penalty 3001.036752 = -1268478.940225 nChanged 48 SP:Iteration 39Q (1891.910246 sec): 3 clusters Score: Raw -1271487.889299 + Penalty 3001.036752 = -1268486.852547 nChanged 46 SP:Iteration 40F (1891.938285 sec): 3 clusters Score: Raw -1271495.509041 + Penalty 3001.036752 = -1268494.472289 nChanged 41 SP:Iteration 41Q (1891.965602 sec): 3 clusters Score: Raw -1271503.591111 + Penalty 3001.036752 = -1268502.554359 nChanged 42 SP:Iteration 42Q (1891.992922 sec): 3 clusters Score: Raw -1271511.817596 + Penalty 3001.036752 = -1268510.780844 nChanged 39 SP:Iteration 43Q (1892.020402 sec): 3 clusters Score: Raw -1271519.924316 + Penalty 3001.036752 = -1268518.887563 nChanged 45 SP:Iteration 44Q (1892.047574 sec): 3 clusters Score: Raw -1271528.003577 + Penalty 3001.036752 = -1268526.966825 nChanged 36 SP:Iteration 45Q (1892.074683 sec): 3 clusters Score: Raw -1271535.917594 + Penalty 3001.036752 = -1268534.880842 nChanged 33 SP:Iteration 46Q (1892.101901 sec): 3 clusters Score: Raw -1271541.910980 + Penalty 3001.036752 = -1268540.874228 nChanged 36 SP:Iteration 47Q (1892.129059 sec): 3 clusters Score: Raw -1271549.400146 + Penalty 3001.036752 = -1268548.363394 nChanged 43 SP:Iteration 48Q (1892.158177 sec): 3 clusters Score: Raw -1271558.263914 + Penalty 3001.036752 = -1268557.227161 nChanged 44 SP:Iteration 49Q (1892.190448 sec): 3 clusters Score: Raw -1271568.258622 + Penalty 3001.036752 = -1268567.221870 nChanged 49 SP:Iteration 50Q (1892.217895 sec): 3 clusters Score: Raw -1271578.315720 + Penalty 3001.036752 = -1268577.278968 nChanged 45 SP:Iteration 51Q (1892.253022 sec): 3 clusters Score: Raw -1271588.999849 + Penalty 3001.036752 = -1268587.963097 nChanged 57 SP:Iteration 52Q (1892.284785 sec): 3 clusters Score: Raw -1271600.550924 + Penalty 3001.036752 = -1268599.514171 nChanged 39 SP:Iteration 53Q (1892.312066 sec): 3 clusters Score: Raw -1271607.126434 + Penalty 3001.036752 = -1268606.089681 nChanged 37 SP:Iteration 54Q (1892.344152 sec): 3 clusters Score: Raw -1271614.602192 + Penalty 3001.036752 = -1268613.565440 nChanged 44 SP:Iteration 55Q (1892.371269 sec): 3 clusters Score: Raw -1271622.764750 + Penalty 3001.036752 = -1268621.727998 nChanged 41 SP:Iteration 56Q (1892.402931 sec): 3 clusters Score: Raw -1271630.393277 + Penalty 3001.036752 = -1268629.356525 nChanged 37 SP:Iteration 57Q (1892.455046 sec): 3 clusters Score: Raw -1271637.478026 + Penalty 3001.036752 = -1268636.441274 nChanged 43 SP:Iteration 58Q (1892.481905 sec): 3 clusters Score: Raw -1271644.856263 + Penalty 3001.036752 = -1268643.819511 nChanged 43 SP:Iteration 59Q (1892.508789 sec): 3 clusters Score: Raw -1271653.801054 + Penalty 3001.036752 = -1268652.764302 nChanged 45 SP:Iteration 60F (1892.536819 sec): 3 clusters Score: Raw -1271661.857717 + Penalty 3001.036752 = -1268660.820965 nChanged 41 SP:Iteration 61Q (1892.563960 sec): 3 clusters Score: Raw -1271670.616887 + Penalty 3001.036752 = -1268669.580135 nChanged 38 SP:Iteration 62Q (1892.590913 sec): 3 clusters Score: Raw -1271680.323866 + Penalty 3001.036752 = -1268679.287114 nChanged 50 SP:Iteration 63Q (1892.618076 sec): 3 clusters Score: Raw -1271694.779997 + Penalty 3001.036752 = -1268693.743245 nChanged 57 SP:Iteration 64Q (1892.644918 sec): 3 clusters Score: Raw -1271707.908003 + Penalty 3001.036752 = -1268706.871251 nChanged 49 SP:Iteration 65Q (1892.677110 sec): 3 clusters Score: Raw -1271717.648170 + Penalty 3001.036752 = -1268716.611418 nChanged 45 SP:Iteration 66Q (1892.703896 sec): 3 clusters Score: Raw -1271727.199094 + Penalty 3001.036752 = -1268726.162342 nChanged 47 SP:Iteration 67Q (1892.755278 sec): 3 clusters Score: Raw -1271737.741395 + Penalty 3001.036752 = -1268736.704643 nChanged 54 SP:Iteration 68Q (1892.788674 sec): 3 clusters Score: Raw -1271750.416649 + Penalty 3001.036752 = -1268749.379897 nChanged 52 SP:Iteration 69Q (1892.847343 sec): 3 clusters Score: Raw -1271763.905117 + Penalty 3001.036752 = -1268762.868364 nChanged 58 SP:Iteration 70Q (1892.884732 sec): 3 clusters Score: Raw -1271780.953528 + Penalty 3001.036752 = -1268779.916776 nChanged 74 SP:Iteration 71Q (1892.913782 sec): 3 clusters Score: Raw -1271799.067906 + Penalty 3001.036752 = -1268798.031154 nChanged 68 SP:Iteration 72Q (1892.942269 sec): 3 clusters Score: Raw -1271818.463739 + Penalty 3001.036752 = -1268817.426987 nChanged 70 SP:Iteration 73Q (1892.974318 sec): 3 clusters Score: Raw -1271839.026044 + Penalty 3001.036752 = -1268837.989292 nChanged 70 SP:Iteration 74Q (1893.001025 sec): 3 clusters Score: Raw -1271864.114746 + Penalty 3001.036752 = -1268863.077993 nChanged 90 SP:Iteration 75Q (1893.032547 sec): 3 clusters Score: Raw -1271897.087691 + Penalty 3001.036752 = -1268896.050939 nChanged 91 SP:Iteration 76Q (1893.059313 sec): 3 clusters Score: Raw -1271934.602649 + Penalty 3001.036752 = -1268933.565897 nChanged 94 SP:Iteration 77Q (1893.085845 sec): 3 clusters Score: Raw -1271971.947733 + Penalty 3001.036752 = -1268970.910980 nChanged 102 SP:Iteration 78Q (1893.112193 sec): 3 clusters Score: Raw -1272013.066789 + Penalty 3001.036752 = -1269012.030037 nChanged 100 SP:Iteration 79Q (1893.138556 sec): 3 clusters Score: Raw -1272049.868559 + Penalty 3001.036752 = -1269048.831806 nChanged 90 SP:Iteration 80F (1893.169195 sec): 3 clusters Score: Raw -1272084.944554 + Penalty 3001.036752 = -1269083.907802 nChanged 93 SP:Iteration 81Q (1893.230701 sec): 3 clusters Score: Raw -1272119.556817 + Penalty 3001.036752 = -1269118.520065 nChanged 88 SP:Iteration 82Q (1893.262688 sec): 3 clusters Score: Raw -1272147.493205 + Penalty 3001.036752 = -1269146.456452 nChanged 91 SP:Iteration 83Q (1893.288848 sec): 3 clusters Score: Raw -1272181.108629 + Penalty 3001.036752 = -1269180.071876 nChanged 93 SP:Iteration 84Q (1893.320684 sec): 3 clusters Score: Raw -1272219.623339 + Penalty 3001.036752 = -1269218.586587 nChanged 99 SP:Iteration 85Q (1893.354537 sec): 3 clusters Score: Raw -1272263.116650 + Penalty 3001.036752 = -1269262.079898 nChanged 97 SP:Iteration 86Q (1893.385862 sec): 3 clusters Score: Raw -1272301.550367 + Penalty 3001.036752 = -1269300.513615 nChanged 89 SP:Iteration 87Q (1893.411799 sec): 3 clusters Score: Raw -1272338.771170 + Penalty 3001.036752 = -1269337.734417 nChanged 80 SP:Iteration 88Q (1893.437644 sec): 3 clusters Score: Raw -1272371.857087 + Penalty 3001.036752 = -1269370.820335 nChanged 93 SP:Iteration 89Q (1893.463359 sec): 3 clusters Score: Raw -1272415.971027 + Penalty 3001.036752 = -1269414.934275 nChanged 88 SP:Iteration 90Q (1893.495074 sec): 3 clusters Score: Raw -1272455.216753 + Penalty 3001.036752 = -1269454.180001 nChanged 90 SP:Iteration 91Q (1893.520972 sec): 3 clusters Score: Raw -1272498.051497 + Penalty 3001.036752 = -1269497.014745 nChanged 74 SP:Iteration 92Q (1893.546756 sec): 3 clusters Score: Raw -1272532.757234 + Penalty 3001.036752 = -1269531.720481 nChanged 67 SP:Iteration 93Q (1893.572185 sec): 3 clusters Score: Raw -1272562.834943 + Penalty 3001.036752 = -1269561.798190 nChanged 54 SP:Iteration 94Q (1893.597907 sec): 3 clusters Score: Raw -1272588.939536 + Penalty 3001.036752 = -1269587.902783 nChanged 51 SP:Iteration 95Q (1893.626844 sec): 3 clusters Score: Raw -1272611.703387 + Penalty 3001.036752 = -1269610.666635 nChanged 43 SP:Iteration 96Q (1893.666152 sec): 3 clusters Score: Raw -1272631.749401 + Penalty 3001.036752 = -1269630.712649 nChanged 46 SP:Iteration 97Q (1893.706637 sec): 3 clusters Score: Raw -1272650.624951 + Penalty 3001.036752 = -1269649.588198 nChanged 37 SP:Iteration 98Q (1893.732049 sec): 3 clusters Score: Raw -1272664.766129 + Penalty 3001.036752 = -1269663.729377 nChanged 30 SP:Iteration 99Q (1893.777143 sec): 3 clusters Score: Raw -1272677.251274 + Penalty 3001.036752 = -1269676.214521 nChanged 16 SP:Iteration 100F (1893.806041 sec): 3 clusters Score: Raw -1272683.215366 + Penalty 3001.036752 = -1269682.178613 nChanged 18 SP:Iteration 101Q (1893.831562 sec): 3 clusters Score: Raw -1272690.141099 + Penalty 3001.036752 = -1269689.104347 nChanged 17 SP:Iteration 102Q (1893.856767 sec): 3 clusters Score: Raw -1272697.294320 + Penalty 3001.036752 = -1269696.257568 nChanged 17 SP:Iteration 103Q (1893.882072 sec): 3 clusters Score: Raw -1272701.748196 + Penalty 3001.036752 = -1269700.711443 nChanged 13 SP:Iteration 104Q (1893.907330 sec): 3 clusters Score: Raw -1272705.602629 + Penalty 3001.036752 = -1269704.565877 nChanged 14 SP:Iteration 105Q (1893.932535 sec): 3 clusters Score: Raw -1272711.126744 + Penalty 3001.036752 = -1269710.089992 nChanged 15 SP:Iteration 106Q (1893.964186 sec): 3 clusters Score: Raw -1272717.089615 + Penalty 3001.036752 = -1269716.052862 nChanged 11 SP:Iteration 107Q (1894.025218 sec): 3 clusters Score: Raw -1272720.827831 + Penalty 3001.036752 = -1269719.791079 nChanged 13 SP:Iteration 108Q (1894.084002 sec): 3 clusters Score: Raw -1272725.163951 + Penalty 3001.036752 = -1269724.127198 nChanged 14 SP:Iteration 109Q (1894.109105 sec): 3 clusters Score: Raw -1272730.016508 + Penalty 3001.036752 = -1269728.979756 nChanged 14 SP:Iteration 110Q (1894.134112 sec): 3 clusters Score: Raw -1272736.763966 + Penalty 3001.036752 = -1269735.727214 nChanged 11 SP:Iteration 111Q (1894.162460 sec): 3 clusters Score: Raw -1272742.922937 + Penalty 3001.036752 = -1269741.886185 nChanged 12 SP:Iteration 112Q (1894.187593 sec): 3 clusters Score: Raw -1272748.430178 + Penalty 3001.036752 = -1269747.393425 nChanged 15 SP:Iteration 113Q (1894.213347 sec): 3 clusters Score: Raw -1272755.631313 + Penalty 3001.036752 = -1269754.594560 nChanged 10 SP:Iteration 114Q (1894.241715 sec): 3 clusters Score: Raw -1272760.204884 + Penalty 3001.036752 = -1269759.168132 nChanged 10 SP:Iteration 115Q (1894.266813 sec): 3 clusters Score: Raw -1272764.764094 + Penalty 3001.036752 = -1269763.727341 nChanged 9 SP:Iteration 116Q (1894.296579 sec): 3 clusters Score: Raw -1272767.596876 + Penalty 3001.036752 = -1269766.560124 nChanged 3 SP:Iteration 117Q (1894.321842 sec): 3 clusters Score: Raw -1272768.779749 + Penalty 3001.036752 = -1269767.742997 nChanged 6 SP:Iteration 118Q (1894.346864 sec): 3 clusters Score: Raw -1272772.161394 + Penalty 3001.036752 = -1269771.124642 nChanged 9 SP:Iteration 119Q (1894.377645 sec): 3 clusters Score: Raw -1272776.668883 + Penalty 3001.036752 = -1269775.632131 nChanged 8 SP:Iteration 120F (1894.405559 sec): 3 clusters Score: Raw -1272779.598797 + Penalty 3001.036752 = -1269778.562045 nChanged 3 SP:Iteration 121Q (1894.435279 sec): 3 clusters Score: Raw -1272780.450276 + Penalty 3001.036752 = -1269779.413524 nChanged 3 SP:Iteration 122Q (1894.464625 sec): 3 clusters Score: Raw -1272780.997853 + Penalty 3001.036752 = -1269779.961101 nChanged 3 SP:Iteration 123Q (1894.492352 sec): 3 clusters Score: Raw -1272781.995466 + Penalty 3001.036752 = -1269780.958714 nChanged 2 SP:Iteration 124Q (1894.517445 sec): 3 clusters Score: Raw -1272782.338723 + Penalty 3001.036752 = -1269781.301971 nChanged 2 SP:Iteration 125Q (1894.544130 sec): 3 clusters Score: Raw -1272783.042062 + Penalty 3001.036752 = -1269782.005310 nChanged 1 SP:Iteration 126Q (1894.576110 sec): 3 clusters Score: Raw -1272783.192556 + Penalty 3001.036752 = -1269782.155803 nChanged 1 SP:Iteration 127Q (1894.601278 sec): 3 clusters Score: Raw -1272783.897662 + Penalty 3001.036752 = -1269782.860910 nChanged 1 SP:Iteration 128Q (1894.626244 sec): 3 clusters Score: Raw -1272784.619553 + Penalty 3001.036752 = -1269783.582800 nChanged 2 SP:Iteration 129Q (1894.651297 sec): 3 clusters Score: Raw -1272785.929867 + Penalty 3001.036752 = -1269784.893115 nChanged 5 SP:Iteration 130Q (1894.676241 sec): 3 clusters Score: Raw -1272787.353927 + Penalty 3001.036752 = -1269786.317174 nChanged 1 SP:Iteration 131Q (1894.701671 sec): 3 clusters Score: Raw -1272787.835428 + Penalty 3001.036752 = -1269786.798676 nChanged 2 SP:Iteration 132Q (1894.726769 sec): 3 clusters Score: Raw -1272788.391893 + Penalty 3001.036752 = -1269787.355141 nChanged 1 SP:Iteration 133Q (1894.751895 sec): 3 clusters Score: Raw -1272788.707801 + Penalty 3001.036752 = -1269787.671049 nChanged 0 SP:Iteration 134F (1894.779999 sec): 3 clusters Score: Raw -1272788.707801 + Penalty 3001.036752 = -1269787.671049 nChanged 0 Trying to split cluster 10 (43549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1894.847661 sec): 2 clusters Score: Raw -5438250.425105 + Penalty 1735.766828 = -5436514.658276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1894.932370 sec): 3 clusters Score: Raw -5410702.943904 + Penalty 3471.533656 = -5407231.410248 nChanged 20320 SP:Iteration 1F (1895.008447 sec): 3 clusters Score: Raw -5422077.802379 + Penalty 3471.533656 = -5418606.268722 nChanged 1711 SP:Iteration 2Q (1895.090157 sec): 3 clusters Score: Raw -5422533.645713 + Penalty 3471.533656 = -5419062.112056 nChanged 1659 SP:Iteration 3Q (1895.170570 sec): 3 clusters Score: Raw -5423010.478669 + Penalty 3471.533656 = -5419538.945012 nChanged 1682 SP:Iteration 4Q (1895.249791 sec): 3 clusters Score: Raw -5423524.745865 + Penalty 3471.533656 = -5420053.212209 nChanged 1727 SP:Iteration 5Q (1895.330678 sec): 3 clusters Score: Raw -5424135.043747 + Penalty 3471.533656 = -5420663.510091 nChanged 1813 SP:Iteration 6Q (1895.434170 sec): 3 clusters Score: Raw -5424865.586022 + Penalty 3471.533656 = -5421394.052366 nChanged 1960 SP:Iteration 7Q (1895.518851 sec): 3 clusters Score: Raw -5425722.049031 + Penalty 3471.533656 = -5422250.515375 nChanged 2102 SP:Iteration 8Q (1895.598754 sec): 3 clusters Score: Raw -5426778.225403 + Penalty 3471.533656 = -5423306.691747 nChanged 2256 SP:Iteration 9F (1895.675582 sec): 3 clusters Score: Raw -5428084.576764 + Penalty 3471.533656 = -5424613.043108 nChanged 2416 SP:Iteration 10F (1895.752300 sec): 3 clusters Score: Raw -5429613.165644 + Penalty 3471.533656 = -5426141.631988 nChanged 2388 SP:Iteration 11F (1895.829063 sec): 3 clusters Score: Raw -5431066.294021 + Penalty 3471.533656 = -5427594.760364 nChanged 2058 SP:Iteration 12Q (1895.910131 sec): 3 clusters Score: Raw -5432158.252002 + Penalty 3471.533656 = -5428686.718346 nChanged 1641 SP:Iteration 13Q (1896.019684 sec): 3 clusters Score: Raw -5432836.568687 + Penalty 3471.533656 = -5429365.035031 nChanged 1141 SP:Iteration 14Q (1896.097037 sec): 3 clusters Score: Raw -5433140.710399 + Penalty 3471.533656 = -5429669.176742 nChanged 718 SP:Iteration 15Q (1896.174351 sec): 3 clusters Score: Raw -5433271.164699 + Penalty 3471.533656 = -5429799.631043 nChanged 470 SP:Iteration 16Q (1896.251129 sec): 3 clusters Score: Raw -5433344.738938 + Penalty 3471.533656 = -5429873.205282 nChanged 382 SP:Iteration 17Q (1896.332121 sec): 3 clusters Score: Raw -5433402.232323 + Penalty 3471.533656 = -5429930.698667 nChanged 333 SP:Iteration 18Q (1896.409199 sec): 3 clusters Score: Raw -5433447.554251 + Penalty 3471.533656 = -5429976.020595 nChanged 275 SP:Iteration 19Q (1896.508529 sec): 3 clusters Score: Raw -5433484.318478 + Penalty 3471.533656 = -5430012.784822 nChanged 278 SP:Iteration 20F (1896.586372 sec): 3 clusters Score: Raw -5433519.695960 + Penalty 3471.533656 = -5430048.162303 nChanged 259 SP:Iteration 21Q (1896.663103 sec): 3 clusters Score: Raw -5433554.166893 + Penalty 3471.533656 = -5430082.633236 nChanged 267 SP:Iteration 22Q (1896.739068 sec): 3 clusters Score: Raw -5433589.833928 + Penalty 3471.533656 = -5430118.300271 nChanged 259 SP:Iteration 23Q (1896.816597 sec): 3 clusters Score: Raw -5433624.760981 + Penalty 3471.533656 = -5430153.227325 nChanged 265 SP:Iteration 24Q (1896.892776 sec): 3 clusters Score: Raw -5433660.194882 + Penalty 3471.533656 = -5430188.661226 nChanged 259 SP:Iteration 25Q (1896.986938 sec): 3 clusters Score: Raw -5433688.920484 + Penalty 3471.533656 = -5430217.386827 nChanged 245 SP:Iteration 26Q (1897.063256 sec): 3 clusters Score: Raw -5433722.479867 + Penalty 3471.533656 = -5430250.946210 nChanged 265 SP:Iteration 27Q (1897.160601 sec): 3 clusters Score: Raw -5433757.065108 + Penalty 3471.533656 = -5430285.531451 nChanged 269 SP:Iteration 28Q (1897.238602 sec): 3 clusters Score: Raw -5433791.188784 + Penalty 3471.533656 = -5430319.655127 nChanged 280 SP:Iteration 29Q (1897.319289 sec): 3 clusters Score: Raw -5433829.975934 + Penalty 3471.533656 = -5430358.442278 nChanged 306 SP:Iteration 30Q (1897.395445 sec): 3 clusters Score: Raw -5433875.110245 + Penalty 3471.533656 = -5430403.576588 nChanged 320 SP:Iteration 31Q (1897.471295 sec): 3 clusters Score: Raw -5433927.523503 + Penalty 3471.533656 = -5430455.989846 nChanged 336 SP:Iteration 32Q (1897.547247 sec): 3 clusters Score: Raw -5433986.182034 + Penalty 3471.533656 = -5430514.648377 nChanged 378 SP:Iteration 33Q (1897.632766 sec): 3 clusters Score: Raw -5434062.328036 + Penalty 3471.533656 = -5430590.794380 nChanged 446 SP:Iteration 34Q (1897.708327 sec): 3 clusters Score: Raw -5434158.336617 + Penalty 3471.533656 = -5430686.802961 nChanged 474 SP:Iteration 35Q (1897.783589 sec): 3 clusters Score: Raw -5434258.905714 + Penalty 3471.533656 = -5430787.372057 nChanged 489 SP:Iteration 36Q (1897.859110 sec): 3 clusters Score: Raw -5434372.918138 + Penalty 3471.533656 = -5430901.384482 nChanged 499 SP:Iteration 37Q (1897.939494 sec): 3 clusters Score: Raw -5434507.694543 + Penalty 3471.533656 = -5431036.160886 nChanged 575 SP:Iteration 38Q (1898.018077 sec): 3 clusters Score: Raw -5434684.140917 + Penalty 3471.533656 = -5431212.607260 nChanged 641 SP:Iteration 39Q (1898.095060 sec): 3 clusters Score: Raw -5434904.576794 + Penalty 3471.533656 = -5431433.043138 nChanged 701 SP:Iteration 40F (1898.176032 sec): 3 clusters Score: Raw -5435162.039475 + Penalty 3471.533656 = -5431690.505818 nChanged 719 SP:Iteration 41Q (1898.257308 sec): 3 clusters Score: Raw -5435425.430990 + Penalty 3471.533656 = -5431953.897333 nChanged 716 SP:Iteration 42Q (1898.332007 sec): 3 clusters Score: Raw -5435708.034658 + Penalty 3471.533656 = -5432236.501002 nChanged 676 SP:Iteration 43Q (1898.411696 sec): 3 clusters Score: Raw -5435976.581940 + Penalty 3471.533656 = -5432505.048284 nChanged 661 SP:Iteration 44Q (1898.485269 sec): 3 clusters Score: Raw -5436255.456928 + Penalty 3471.533656 = -5432783.923271 nChanged 639 SP:Iteration 45Q (1898.565500 sec): 3 clusters Score: Raw -5436521.881188 + Penalty 3471.533656 = -5433050.347532 nChanged 594 SP:Iteration 46Q (1898.644015 sec): 3 clusters Score: Raw -5436748.451734 + Penalty 3471.533656 = -5433276.918078 nChanged 579 SP:Iteration 47Q (1898.715905 sec): 3 clusters Score: Raw -5436960.993989 + Penalty 3471.533656 = -5433489.460332 nChanged 514 SP:Iteration 48Q (1898.787406 sec): 3 clusters Score: Raw -5437127.000313 + Penalty 3471.533656 = -5433655.466656 nChanged 464 SP:Iteration 49Q (1898.858975 sec): 3 clusters Score: Raw -5437263.436919 + Penalty 3471.533656 = -5433791.903263 nChanged 422 SP:Iteration 50Q (1898.929124 sec): 3 clusters Score: Raw -5437387.873502 + Penalty 3471.533656 = -5433916.339846 nChanged 375 SP:Iteration 51Q (1899.005878 sec): 3 clusters Score: Raw -5437488.657691 + Penalty 3471.533656 = -5434017.124035 nChanged 329 SP:Iteration 52Q (1899.075639 sec): 3 clusters Score: Raw -5437572.059945 + Penalty 3471.533656 = -5434100.526289 nChanged 319 SP:Iteration 53Q (1899.149417 sec): 3 clusters Score: Raw -5437649.588235 + Penalty 3471.533656 = -5434178.054579 nChanged 290 SP:Iteration 54Q (1899.231069 sec): 3 clusters Score: Raw -5437717.279290 + Penalty 3471.533656 = -5434245.745633 nChanged 270 SP:Iteration 55Q (1899.298568 sec): 3 clusters Score: Raw -5437783.203396 + Penalty 3471.533656 = -5434311.669739 nChanged 276 SP:Iteration 56Q (1899.377229 sec): 3 clusters Score: Raw -5437843.465862 + Penalty 3471.533656 = -5434371.932205 nChanged 234 SP:Iteration 57Q (1899.445292 sec): 3 clusters Score: Raw -5437890.025288 + Penalty 3471.533656 = -5434418.491632 nChanged 236 SP:Iteration 58Q (1899.513341 sec): 3 clusters Score: Raw -5437938.658599 + Penalty 3471.533656 = -5434467.124942 nChanged 232 SP:Iteration 59Q (1899.605794 sec): 3 clusters Score: Raw -5437986.933297 + Penalty 3471.533656 = -5434515.399641 nChanged 224 SP:Iteration 60F (1899.690332 sec): 3 clusters Score: Raw -5438034.219944 + Penalty 3471.533656 = -5434562.686288 nChanged 209 SP:Iteration 61Q (1899.759943 sec): 3 clusters Score: Raw -5438076.905853 + Penalty 3471.533656 = -5434605.372197 nChanged 197 SP:Iteration 62Q (1899.827233 sec): 3 clusters Score: Raw -5438116.670508 + Penalty 3471.533656 = -5434645.136851 nChanged 177 SP:Iteration 63Q (1899.896791 sec): 3 clusters Score: Raw -5438149.417810 + Penalty 3471.533656 = -5434677.884153 nChanged 160 SP:Iteration 64Q (1899.973403 sec): 3 clusters Score: Raw -5438179.332155 + Penalty 3471.533656 = -5434707.798499 nChanged 138 SP:Iteration 65Q (1900.040523 sec): 3 clusters Score: Raw -5438200.777862 + Penalty 3471.533656 = -5434729.244205 nChanged 120 SP:Iteration 66Q (1900.117362 sec): 3 clusters Score: Raw -5438220.108592 + Penalty 3471.533656 = -5434748.574935 nChanged 117 SP:Iteration 67Q (1900.183849 sec): 3 clusters Score: Raw -5438238.871724 + Penalty 3471.533656 = -5434767.338067 nChanged 98 SP:Iteration 68Q (1900.251194 sec): 3 clusters Score: Raw -5438254.613782 + Penalty 3471.533656 = -5434783.080126 nChanged 106 SP:Iteration 69Q (1900.317872 sec): 3 clusters Score: Raw -5438271.756937 + Penalty 3471.533656 = -5434800.223281 nChanged 105 SP:Iteration 70Q (1900.408927 sec): 3 clusters Score: Raw -5438286.789513 + Penalty 3471.533656 = -5434815.255856 nChanged 94 SP:Iteration 71Q (1900.501927 sec): 3 clusters Score: Raw -5438301.043562 + Penalty 3471.533656 = -5434829.509905 nChanged 93 SP:Iteration 72Q (1900.568924 sec): 3 clusters Score: Raw -5438314.756716 + Penalty 3471.533656 = -5434843.223059 nChanged 90 SP:Iteration 73Q (1900.635235 sec): 3 clusters Score: Raw -5438329.153164 + Penalty 3471.533656 = -5434857.619507 nChanged 80 SP:Iteration 74Q (1900.701978 sec): 3 clusters Score: Raw -5438339.980960 + Penalty 3471.533656 = -5434868.447303 nChanged 78 SP:Iteration 75Q (1900.796349 sec): 3 clusters Score: Raw -5438351.593648 + Penalty 3471.533656 = -5434880.059992 nChanged 82 SP:Iteration 76Q (1900.872830 sec): 3 clusters Score: Raw -5438365.856267 + Penalty 3471.533656 = -5434894.322610 nChanged 71 SP:Iteration 77Q (1900.944140 sec): 3 clusters Score: Raw -5438377.555008 + Penalty 3471.533656 = -5434906.021352 nChanged 65 SP:Iteration 78Q (1901.010302 sec): 3 clusters Score: Raw -5438388.226406 + Penalty 3471.533656 = -5434916.692749 nChanged 69 SP:Iteration 79Q (1901.097305 sec): 3 clusters Score: Raw -5438399.574772 + Penalty 3471.533656 = -5434928.041116 nChanged 70 SP:Iteration 80F (1901.175258 sec): 3 clusters Score: Raw -5438410.539566 + Penalty 3471.533656 = -5434939.005909 nChanged 64 SP:Iteration 81Q (1901.241680 sec): 3 clusters Score: Raw -5438420.061856 + Penalty 3471.533656 = -5434948.528199 nChanged 59 SP:Iteration 82Q (1901.307482 sec): 3 clusters Score: Raw -5438429.906503 + Penalty 3471.533656 = -5434958.372846 nChanged 70 SP:Iteration 83Q (1901.373196 sec): 3 clusters Score: Raw -5438441.272892 + Penalty 3471.533656 = -5434969.739236 nChanged 69 SP:Iteration 84Q (1901.440377 sec): 3 clusters Score: Raw -5438451.407702 + Penalty 3471.533656 = -5434979.874045 nChanged 63 SP:Iteration 85Q (1901.506096 sec): 3 clusters Score: Raw -5438461.061873 + Penalty 3471.533656 = -5434989.528216 nChanged 50 SP:Iteration 86Q (1901.572102 sec): 3 clusters Score: Raw -5438467.812074 + Penalty 3471.533656 = -5434996.278418 nChanged 46 SP:Iteration 87Q (1901.638793 sec): 3 clusters Score: Raw -5438474.251196 + Penalty 3471.533656 = -5435002.717540 nChanged 41 SP:Iteration 88Q (1901.738097 sec): 3 clusters Score: Raw -5438479.971639 + Penalty 3471.533656 = -5435008.437982 nChanged 45 SP:Iteration 89Q (1901.826500 sec): 3 clusters Score: Raw -5438487.904035 + Penalty 3471.533656 = -5435016.370378 nChanged 50 SP:Iteration 90Q (1901.895562 sec): 3 clusters Score: Raw -5438495.539239 + Penalty 3471.533656 = -5435024.005582 nChanged 55 SP:Iteration 91Q (1901.960278 sec): 3 clusters Score: Raw -5438503.079023 + Penalty 3471.533656 = -5435031.545366 nChanged 45 SP:Iteration 92Q (1902.036535 sec): 3 clusters Score: Raw -5438508.016776 + Penalty 3471.533656 = -5435036.483120 nChanged 45 SP:Iteration 93Q (1902.101700 sec): 3 clusters Score: Raw -5438513.221315 + Penalty 3471.533656 = -5435041.687659 nChanged 41 SP:Iteration 94Q (1902.168145 sec): 3 clusters Score: Raw -5438518.464290 + Penalty 3471.533656 = -5435046.930634 nChanged 44 SP:Iteration 95Q (1902.235779 sec): 3 clusters Score: Raw -5438524.008748 + Penalty 3471.533656 = -5435052.475092 nChanged 41 SP:Iteration 96Q (1902.333602 sec): 3 clusters Score: Raw -5438529.188324 + Penalty 3471.533656 = -5435057.654668 nChanged 39 SP:Iteration 97Q (1902.414038 sec): 3 clusters Score: Raw -5438533.922349 + Penalty 3471.533656 = -5435062.388693 nChanged 35 SP:Iteration 98Q (1902.478870 sec): 3 clusters Score: Raw -5438538.183755 + Penalty 3471.533656 = -5435066.650099 nChanged 30 SP:Iteration 99Q (1902.543455 sec): 3 clusters Score: Raw -5438541.649163 + Penalty 3471.533656 = -5435070.115506 nChanged 24 SP:Iteration 100F (1902.620849 sec): 3 clusters Score: Raw -5438543.935811 + Penalty 3471.533656 = -5435072.402155 nChanged 23 SP:Iteration 101Q (1902.685571 sec): 3 clusters Score: Raw -5438546.324417 + Penalty 3471.533656 = -5435074.790761 nChanged 26 SP:Iteration 102Q (1902.754316 sec): 3 clusters Score: Raw -5438549.105768 + Penalty 3471.533656 = -5435077.572112 nChanged 22 SP:Iteration 103Q (1902.819349 sec): 3 clusters Score: Raw -5438551.764273 + Penalty 3471.533656 = -5435080.230616 nChanged 24 SP:Iteration 104Q (1902.884834 sec): 3 clusters Score: Raw -5438554.155788 + Penalty 3471.533656 = -5435082.622132 nChanged 19 SP:Iteration 105Q (1902.952086 sec): 3 clusters Score: Raw -5438556.244400 + Penalty 3471.533656 = -5435084.710743 nChanged 19 SP:Iteration 106Q (1903.019082 sec): 3 clusters Score: Raw -5438558.146762 + Penalty 3471.533656 = -5435086.613105 nChanged 19 SP:Iteration 107Q (1903.091491 sec): 3 clusters Score: Raw -5438560.566914 + Penalty 3471.533656 = -5435089.033257 nChanged 19 SP:Iteration 108Q (1903.158205 sec): 3 clusters Score: Raw -5438562.507848 + Penalty 3471.533656 = -5435090.974192 nChanged 17 SP:Iteration 109Q (1903.222605 sec): 3 clusters Score: Raw -5438564.138288 + Penalty 3471.533656 = -5435092.604631 nChanged 16 SP:Iteration 110Q (1903.292508 sec): 3 clusters Score: Raw -5438565.733453 + Penalty 3471.533656 = -5435094.199796 nChanged 17 SP:Iteration 111Q (1903.357564 sec): 3 clusters Score: Raw -5438567.500556 + Penalty 3471.533656 = -5435095.966899 nChanged 16 SP:Iteration 112Q (1903.423745 sec): 3 clusters Score: Raw -5438568.948747 + Penalty 3471.533656 = -5435097.415091 nChanged 13 SP:Iteration 113Q (1903.494947 sec): 3 clusters Score: Raw -5438570.436271 + Penalty 3471.533656 = -5435098.902614 nChanged 19 SP:Iteration 114Q (1903.564979 sec): 3 clusters Score: Raw -5438572.381909 + Penalty 3471.533656 = -5435100.848253 nChanged 10 SP:Iteration 115Q (1903.634928 sec): 3 clusters Score: Raw -5438573.441151 + Penalty 3471.533656 = -5435101.907495 nChanged 13 SP:Iteration 116Q (1903.700034 sec): 3 clusters Score: Raw -5438574.595273 + Penalty 3471.533656 = -5435103.061616 nChanged 11 SP:Iteration 117Q (1903.765363 sec): 3 clusters Score: Raw -5438575.642409 + Penalty 3471.533656 = -5435104.108752 nChanged 8 SP:Iteration 118Q (1903.829293 sec): 3 clusters Score: Raw -5438576.435930 + Penalty 3471.533656 = -5435104.902274 nChanged 9 SP:Iteration 119Q (1903.895230 sec): 3 clusters Score: Raw -5438577.310613 + Penalty 3471.533656 = -5435105.776956 nChanged 9 SP:Iteration 120F (1903.977119 sec): 3 clusters Score: Raw -5438578.244283 + Penalty 3471.533656 = -5435106.710626 nChanged 11 SP:Iteration 121Q (1904.041121 sec): 3 clusters Score: Raw -5438579.469240 + Penalty 3471.533656 = -5435107.935584 nChanged 14 SP:Iteration 122Q (1904.106190 sec): 3 clusters Score: Raw -5438581.035492 + Penalty 3471.533656 = -5435109.501835 nChanged 17 SP:Iteration 123Q (1904.172307 sec): 3 clusters Score: Raw -5438582.674657 + Penalty 3471.533656 = -5435111.141001 nChanged 15 SP:Iteration 124Q (1904.257832 sec): 3 clusters Score: Raw -5438584.569654 + Penalty 3471.533656 = -5435113.035997 nChanged 15 SP:Iteration 125Q (1904.328040 sec): 3 clusters Score: Raw -5438586.079763 + Penalty 3471.533656 = -5435114.546106 nChanged 15 SP:Iteration 126Q (1904.398357 sec): 3 clusters Score: Raw -5438587.732080 + Penalty 3471.533656 = -5435116.198423 nChanged 20 SP:Iteration 127Q (1904.469380 sec): 3 clusters Score: Raw -5438589.231698 + Penalty 3471.533656 = -5435117.698041 nChanged 8 SP:Iteration 128Q (1904.539801 sec): 3 clusters Score: Raw -5438589.816174 + Penalty 3471.533656 = -5435118.282517 nChanged 4 SP:Iteration 129Q (1904.612662 sec): 3 clusters Score: Raw -5438590.048830 + Penalty 3471.533656 = -5435118.515173 nChanged 1 SP:Iteration 130Q (1904.678933 sec): 3 clusters Score: Raw -5438590.180999 + Penalty 3471.533656 = -5435118.647343 nChanged 2 SP:Iteration 131Q (1904.742125 sec): 3 clusters Score: Raw -5438590.315536 + Penalty 3471.533656 = -5435118.781880 nChanged 2 SP:Iteration 132Q (1904.809795 sec): 3 clusters Score: Raw -5438590.491255 + Penalty 3471.533656 = -5435118.957598 nChanged 3 SP:Iteration 133Q (1904.876180 sec): 3 clusters Score: Raw -5438590.729306 + Penalty 3471.533656 = -5435119.195649 nChanged 1 SP:Iteration 134Q (1904.940904 sec): 3 clusters Score: Raw -5438590.811488 + Penalty 3471.533656 = -5435119.277831 nChanged 2 SP:Iteration 135Q (1905.005789 sec): 3 clusters Score: Raw -5438590.947623 + Penalty 3471.533656 = -5435119.413966 nChanged 3 SP:Iteration 136Q (1905.078041 sec): 3 clusters Score: Raw -5438591.160895 + Penalty 3471.533656 = -5435119.627238 nChanged 4 SP:Iteration 137Q (1905.142274 sec): 3 clusters Score: Raw -5438591.557691 + Penalty 3471.533656 = -5435120.024034 nChanged 5 SP:Iteration 138Q (1905.207179 sec): 3 clusters Score: Raw -5438592.009118 + Penalty 3471.533656 = -5435120.475461 nChanged 5 SP:Iteration 139Q (1905.271497 sec): 3 clusters Score: Raw -5438592.467273 + Penalty 3471.533656 = -5435120.933616 nChanged 7 SP:Iteration 140F (1905.355280 sec): 3 clusters Score: Raw -5438593.265614 + Penalty 3471.533656 = -5435121.731957 nChanged 7 SP:Iteration 141Q (1905.419763 sec): 3 clusters Score: Raw -5438593.947080 + Penalty 3471.533656 = -5435122.413423 nChanged 6 SP:Iteration 142Q (1905.483871 sec): 3 clusters Score: Raw -5438594.359893 + Penalty 3471.533656 = -5435122.826236 nChanged 2 SP:Iteration 143Q (1905.547969 sec): 3 clusters Score: Raw -5438594.482022 + Penalty 3471.533656 = -5435122.948365 nChanged 5 SP:Iteration 144Q (1905.635807 sec): 3 clusters Score: Raw -5438594.914871 + Penalty 3471.533656 = -5435123.381214 nChanged 4 SP:Iteration 145Q (1905.699940 sec): 3 clusters Score: Raw -5438595.379481 + Penalty 3471.533656 = -5435123.845824 nChanged 1 SP:Iteration 146Q (1905.763781 sec): 3 clusters Score: Raw -5438595.464410 + Penalty 3471.533656 = -5435123.930753 nChanged 1 SP:Iteration 147Q (1905.850827 sec): 3 clusters Score: Raw -5438595.525172 + Penalty 3471.533656 = -5435123.991516 nChanged 0 SP:Iteration 148F (1905.932505 sec): 3 clusters Score: Raw -5438595.525172 + Penalty 3471.533656 = -5435123.991516 nChanged 0 Trying to split cluster 11 (29024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1905.979687 sec): 2 clusters Score: Raw -3627506.306630 + Penalty 1669.830232 = -3625836.476398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1906.041298 sec): 3 clusters Score: Raw -3609705.045828 + Penalty 3339.660465 = -3606365.385364 nChanged 13376 SP:Iteration 1F (1906.095988 sec): 3 clusters Score: Raw -3617210.603839 + Penalty 3339.660465 = -3613870.943374 nChanged 1200 SP:Iteration 2Q (1906.153435 sec): 3 clusters Score: Raw -3617602.575594 + Penalty 3339.660465 = -3614262.915129 nChanged 1217 SP:Iteration 3Q (1906.211354 sec): 3 clusters Score: Raw -3618034.227134 + Penalty 3339.660465 = -3614694.566669 nChanged 1178 SP:Iteration 4Q (1906.276823 sec): 3 clusters Score: Raw -3618486.527502 + Penalty 3339.660465 = -3615146.867038 nChanged 1263 SP:Iteration 5Q (1906.371728 sec): 3 clusters Score: Raw -3619088.822202 + Penalty 3339.660465 = -3615749.161737 nChanged 1478 SP:Iteration 6F (1906.463432 sec): 3 clusters Score: Raw -3619983.402381 + Penalty 3339.660465 = -3616643.741917 nChanged 1685 SP:Iteration 7F (1906.562386 sec): 3 clusters Score: Raw -3621162.141851 + Penalty 3339.660465 = -3617822.481386 nChanged 1731 SP:Iteration 8F (1906.655906 sec): 3 clusters Score: Raw -3622385.807655 + Penalty 3339.660465 = -3619046.147191 nChanged 1602 SP:Iteration 9F (1906.746599 sec): 3 clusters Score: Raw -3623424.557183 + Penalty 3339.660465 = -3620084.896718 nChanged 1314 SP:Iteration 10Q (1906.803932 sec): 3 clusters Score: Raw -3624015.337776 + Penalty 3339.660465 = -3620675.677311 nChanged 833 SP:Iteration 11Q (1906.858779 sec): 3 clusters Score: Raw -3624246.136679 + Penalty 3339.660465 = -3620906.476215 nChanged 511 SP:Iteration 12Q (1906.912484 sec): 3 clusters Score: Raw -3624350.975165 + Penalty 3339.660465 = -3621011.314700 nChanged 350 SP:Iteration 13Q (1906.966230 sec): 3 clusters Score: Raw -3624413.085636 + Penalty 3339.660465 = -3621073.425172 nChanged 267 SP:Iteration 14Q (1907.020984 sec): 3 clusters Score: Raw -3624458.766530 + Penalty 3339.660465 = -3621119.106065 nChanged 259 SP:Iteration 15Q (1907.075515 sec): 3 clusters Score: Raw -3624503.527543 + Penalty 3339.660465 = -3621163.867079 nChanged 245 SP:Iteration 16Q (1907.135726 sec): 3 clusters Score: Raw -3624541.870699 + Penalty 3339.660465 = -3621202.210234 nChanged 193 SP:Iteration 17Q (1907.189776 sec): 3 clusters Score: Raw -3624572.213685 + Penalty 3339.660465 = -3621232.553221 nChanged 198 SP:Iteration 18Q (1907.247971 sec): 3 clusters Score: Raw -3624599.717828 + Penalty 3339.660465 = -3621260.057363 nChanged 179 SP:Iteration 19Q (1907.301864 sec): 3 clusters Score: Raw -3624624.023768 + Penalty 3339.660465 = -3621284.363303 nChanged 152 SP:Iteration 20F (1907.357102 sec): 3 clusters Score: Raw -3624643.992466 + Penalty 3339.660465 = -3621304.332001 nChanged 160 SP:Iteration 21Q (1907.415785 sec): 3 clusters Score: Raw -3624662.046355 + Penalty 3339.660465 = -3621322.385890 nChanged 149 SP:Iteration 22Q (1907.469088 sec): 3 clusters Score: Raw -3624677.473008 + Penalty 3339.660465 = -3621337.812543 nChanged 130 SP:Iteration 23Q (1907.522775 sec): 3 clusters Score: Raw -3624692.967156 + Penalty 3339.660465 = -3621353.306691 nChanged 137 SP:Iteration 24Q (1907.577590 sec): 3 clusters Score: Raw -3624709.525614 + Penalty 3339.660465 = -3621369.865149 nChanged 110 SP:Iteration 25Q (1907.631682 sec): 3 clusters Score: Raw -3624721.149271 + Penalty 3339.660465 = -3621381.488807 nChanged 107 SP:Iteration 26Q (1907.684545 sec): 3 clusters Score: Raw -3624731.874335 + Penalty 3339.660465 = -3621392.213870 nChanged 96 SP:Iteration 27Q (1907.738343 sec): 3 clusters Score: Raw -3624741.953188 + Penalty 3339.660465 = -3621402.292723 nChanged 106 SP:Iteration 28Q (1907.792194 sec): 3 clusters Score: Raw -3624753.610274 + Penalty 3339.660465 = -3621413.949809 nChanged 108 SP:Iteration 29Q (1907.845707 sec): 3 clusters Score: Raw -3624764.676811 + Penalty 3339.660465 = -3621425.016347 nChanged 82 SP:Iteration 30Q (1907.899884 sec): 3 clusters Score: Raw -3624771.616128 + Penalty 3339.660465 = -3621431.955663 nChanged 78 SP:Iteration 31Q (1907.955780 sec): 3 clusters Score: Raw -3624778.042606 + Penalty 3339.660465 = -3621438.382142 nChanged 86 SP:Iteration 32Q (1908.012164 sec): 3 clusters Score: Raw -3624786.443060 + Penalty 3339.660465 = -3621446.782595 nChanged 103 SP:Iteration 33Q (1908.066573 sec): 3 clusters Score: Raw -3624797.247098 + Penalty 3339.660465 = -3621457.586634 nChanged 85 SP:Iteration 34Q (1908.119310 sec): 3 clusters Score: Raw -3624804.811986 + Penalty 3339.660465 = -3621465.151521 nChanged 79 SP:Iteration 35Q (1908.195444 sec): 3 clusters Score: Raw -3624811.997901 + Penalty 3339.660465 = -3621472.337436 nChanged 85 SP:Iteration 36Q (1908.260521 sec): 3 clusters Score: Raw -3624819.834984 + Penalty 3339.660465 = -3621480.174519 nChanged 84 SP:Iteration 37Q (1908.313204 sec): 3 clusters Score: Raw -3624828.692453 + Penalty 3339.660465 = -3621489.031988 nChanged 92 SP:Iteration 38Q (1908.365681 sec): 3 clusters Score: Raw -3624838.238912 + Penalty 3339.660465 = -3621498.578447 nChanged 99 SP:Iteration 39Q (1908.426588 sec): 3 clusters Score: Raw -3624848.737639 + Penalty 3339.660465 = -3621509.077174 nChanged 111 SP:Iteration 40F (1908.481861 sec): 3 clusters Score: Raw -3624860.413775 + Penalty 3339.660465 = -3621520.753310 nChanged 110 SP:Iteration 41Q (1908.539181 sec): 3 clusters Score: Raw -3624872.030942 + Penalty 3339.660465 = -3621532.370477 nChanged 111 SP:Iteration 42Q (1908.593189 sec): 3 clusters Score: Raw -3624885.330865 + Penalty 3339.660465 = -3621545.670400 nChanged 133 SP:Iteration 43Q (1908.681249 sec): 3 clusters Score: Raw -3624900.332020 + Penalty 3339.660465 = -3621560.671555 nChanged 129 SP:Iteration 44Q (1908.733793 sec): 3 clusters Score: Raw -3624914.816218 + Penalty 3339.660465 = -3621575.155754 nChanged 137 SP:Iteration 45Q (1908.787260 sec): 3 clusters Score: Raw -3624930.835422 + Penalty 3339.660465 = -3621591.174957 nChanged 141 SP:Iteration 46Q (1908.842489 sec): 3 clusters Score: Raw -3624949.083042 + Penalty 3339.660465 = -3621609.422577 nChanged 155 SP:Iteration 47Q (1908.899921 sec): 3 clusters Score: Raw -3624968.770405 + Penalty 3339.660465 = -3621629.109940 nChanged 147 SP:Iteration 48Q (1908.952739 sec): 3 clusters Score: Raw -3624987.104832 + Penalty 3339.660465 = -3621647.444367 nChanged 152 SP:Iteration 49Q (1909.009338 sec): 3 clusters Score: Raw -3625008.133411 + Penalty 3339.660465 = -3621668.472946 nChanged 158 SP:Iteration 50Q (1909.061312 sec): 3 clusters Score: Raw -3625031.514304 + Penalty 3339.660465 = -3621691.853840 nChanged 168 SP:Iteration 51Q (1909.122889 sec): 3 clusters Score: Raw -3625055.027596 + Penalty 3339.660465 = -3621715.367131 nChanged 182 SP:Iteration 52Q (1909.175578 sec): 3 clusters Score: Raw -3625083.770951 + Penalty 3339.660465 = -3621744.110487 nChanged 185 SP:Iteration 53Q (1909.227789 sec): 3 clusters Score: Raw -3625110.639471 + Penalty 3339.660465 = -3621770.979006 nChanged 170 SP:Iteration 54Q (1909.279878 sec): 3 clusters Score: Raw -3625134.952562 + Penalty 3339.660465 = -3621795.292098 nChanged 189 SP:Iteration 55Q (1909.330836 sec): 3 clusters Score: Raw -3625163.424446 + Penalty 3339.660465 = -3621823.763981 nChanged 178 SP:Iteration 56Q (1909.398477 sec): 3 clusters Score: Raw -3625190.413551 + Penalty 3339.660465 = -3621850.753086 nChanged 187 SP:Iteration 57Q (1909.450098 sec): 3 clusters Score: Raw -3625222.911476 + Penalty 3339.660465 = -3621883.251012 nChanged 214 SP:Iteration 58Q (1909.510616 sec): 3 clusters Score: Raw -3625264.238440 + Penalty 3339.660465 = -3621924.577975 nChanged 246 SP:Iteration 59Q (1909.587525 sec): 3 clusters Score: Raw -3625315.904926 + Penalty 3339.660465 = -3621976.244461 nChanged 242 SP:Iteration 60F (1909.642114 sec): 3 clusters Score: Raw -3625367.523946 + Penalty 3339.660465 = -3622027.863481 nChanged 267 SP:Iteration 61Q (1909.704460 sec): 3 clusters Score: Raw -3625426.813669 + Penalty 3339.660465 = -3622087.153204 nChanged 288 SP:Iteration 62Q (1909.756486 sec): 3 clusters Score: Raw -3625499.524614 + Penalty 3339.660465 = -3622159.864149 nChanged 304 SP:Iteration 63Q (1909.822695 sec): 3 clusters Score: Raw -3625579.011390 + Penalty 3339.660465 = -3622239.350926 nChanged 322 SP:Iteration 64Q (1909.874768 sec): 3 clusters Score: Raw -3625672.344075 + Penalty 3339.660465 = -3622332.683610 nChanged 347 SP:Iteration 65Q (1909.925960 sec): 3 clusters Score: Raw -3625786.806414 + Penalty 3339.660465 = -3622447.145950 nChanged 360 SP:Iteration 66Q (1909.976396 sec): 3 clusters Score: Raw -3625912.724210 + Penalty 3339.660465 = -3622573.063746 nChanged 332 SP:Iteration 67Q (1910.026674 sec): 3 clusters Score: Raw -3626022.940352 + Penalty 3339.660465 = -3622683.279887 nChanged 312 SP:Iteration 68Q (1910.079832 sec): 3 clusters Score: Raw -3626127.974160 + Penalty 3339.660465 = -3622788.313695 nChanged 344 SP:Iteration 69Q (1910.130047 sec): 3 clusters Score: Raw -3626262.005701 + Penalty 3339.660465 = -3622922.345236 nChanged 364 SP:Iteration 70Q (1910.180192 sec): 3 clusters Score: Raw -3626405.999734 + Penalty 3339.660465 = -3623066.339269 nChanged 343 SP:Iteration 71Q (1910.229941 sec): 3 clusters Score: Raw -3626527.089431 + Penalty 3339.660465 = -3623187.428966 nChanged 285 SP:Iteration 72Q (1910.284641 sec): 3 clusters Score: Raw -3626632.273744 + Penalty 3339.660465 = -3623292.613279 nChanged 288 SP:Iteration 73Q (1910.334236 sec): 3 clusters Score: Raw -3626747.209269 + Penalty 3339.660465 = -3623407.548805 nChanged 299 SP:Iteration 74Q (1910.384492 sec): 3 clusters Score: Raw -3626868.541423 + Penalty 3339.660465 = -3623528.880958 nChanged 259 SP:Iteration 75Q (1910.433215 sec): 3 clusters Score: Raw -3626967.802880 + Penalty 3339.660465 = -3623628.142415 nChanged 231 SP:Iteration 76Q (1910.481344 sec): 3 clusters Score: Raw -3627050.992927 + Penalty 3339.660465 = -3623711.332462 nChanged 186 SP:Iteration 77Q (1910.528863 sec): 3 clusters Score: Raw -3627116.443433 + Penalty 3339.660465 = -3623776.782968 nChanged 178 SP:Iteration 78Q (1910.576299 sec): 3 clusters Score: Raw -3627178.435824 + Penalty 3339.660465 = -3623838.775359 nChanged 161 SP:Iteration 79Q (1910.627619 sec): 3 clusters Score: Raw -3627230.912408 + Penalty 3339.660465 = -3623891.251943 nChanged 145 SP:Iteration 80F (1910.683133 sec): 3 clusters Score: Raw -3627279.957385 + Penalty 3339.660465 = -3623940.296920 nChanged 153 SP:Iteration 81Q (1910.730136 sec): 3 clusters Score: Raw -3627338.924241 + Penalty 3339.660465 = -3623999.263776 nChanged 148 SP:Iteration 82Q (1910.776961 sec): 3 clusters Score: Raw -3627399.879092 + Penalty 3339.660465 = -3624060.218628 nChanged 122 SP:Iteration 83Q (1910.823781 sec): 3 clusters Score: Raw -3627447.736776 + Penalty 3339.660465 = -3624108.076312 nChanged 113 SP:Iteration 84Q (1910.870612 sec): 3 clusters Score: Raw -3627490.949021 + Penalty 3339.660465 = -3624151.288556 nChanged 104 SP:Iteration 85Q (1910.918897 sec): 3 clusters Score: Raw -3627525.015532 + Penalty 3339.660465 = -3624185.355067 nChanged 75 SP:Iteration 86Q (1910.965223 sec): 3 clusters Score: Raw -3627550.711666 + Penalty 3339.660465 = -3624211.051201 nChanged 70 SP:Iteration 87Q (1911.012391 sec): 3 clusters Score: Raw -3627575.422470 + Penalty 3339.660465 = -3624235.762005 nChanged 60 SP:Iteration 88Q (1911.058598 sec): 3 clusters Score: Raw -3627595.967207 + Penalty 3339.660465 = -3624256.306742 nChanged 58 SP:Iteration 89Q (1911.104559 sec): 3 clusters Score: Raw -3627614.908973 + Penalty 3339.660465 = -3624275.248508 nChanged 57 SP:Iteration 90Q (1911.154722 sec): 3 clusters Score: Raw -3627636.913709 + Penalty 3339.660465 = -3624297.253244 nChanged 48 SP:Iteration 91Q (1911.201151 sec): 3 clusters Score: Raw -3627656.926991 + Penalty 3339.660465 = -3624317.266526 nChanged 45 SP:Iteration 92Q (1911.247729 sec): 3 clusters Score: Raw -3627674.973959 + Penalty 3339.660465 = -3624335.313494 nChanged 40 SP:Iteration 93Q (1911.293426 sec): 3 clusters Score: Raw -3627690.503983 + Penalty 3339.660465 = -3624350.843519 nChanged 40 SP:Iteration 94Q (1911.343797 sec): 3 clusters Score: Raw -3627707.551133 + Penalty 3339.660465 = -3624367.890668 nChanged 38 SP:Iteration 95Q (1911.394205 sec): 3 clusters Score: Raw -3627722.025651 + Penalty 3339.660465 = -3624382.365186 nChanged 29 SP:Iteration 96Q (1911.440625 sec): 3 clusters Score: Raw -3627732.268386 + Penalty 3339.660465 = -3624392.607921 nChanged 24 SP:Iteration 97Q (1911.489825 sec): 3 clusters Score: Raw -3627740.462707 + Penalty 3339.660465 = -3624400.802242 nChanged 22 SP:Iteration 98Q (1911.539695 sec): 3 clusters Score: Raw -3627747.452031 + Penalty 3339.660465 = -3624407.791566 nChanged 16 SP:Iteration 99Q (1911.586149 sec): 3 clusters Score: Raw -3627751.993966 + Penalty 3339.660465 = -3624412.333501 nChanged 11 SP:Iteration 100F (1911.642118 sec): 3 clusters Score: Raw -3627755.128468 + Penalty 3339.660465 = -3624415.468003 nChanged 15 SP:Iteration 101Q (1911.689038 sec): 3 clusters Score: Raw -3627758.742858 + Penalty 3339.660465 = -3624419.082394 nChanged 14 SP:Iteration 102Q (1911.734565 sec): 3 clusters Score: Raw -3627763.001520 + Penalty 3339.660465 = -3624423.341055 nChanged 15 SP:Iteration 103Q (1911.780153 sec): 3 clusters Score: Raw -3627767.100519 + Penalty 3339.660465 = -3624427.440055 nChanged 11 SP:Iteration 104Q (1911.825738 sec): 3 clusters Score: Raw -3627769.676661 + Penalty 3339.660465 = -3624430.016196 nChanged 6 SP:Iteration 105Q (1911.874753 sec): 3 clusters Score: Raw -3627771.594690 + Penalty 3339.660465 = -3624431.934226 nChanged 5 SP:Iteration 106Q (1911.921161 sec): 3 clusters Score: Raw -3627772.487498 + Penalty 3339.660465 = -3624432.827033 nChanged 5 SP:Iteration 107Q (1911.967079 sec): 3 clusters Score: Raw -3627773.774519 + Penalty 3339.660465 = -3624434.114054 nChanged 8 SP:Iteration 108Q (1912.012365 sec): 3 clusters Score: Raw -3627776.560918 + Penalty 3339.660465 = -3624436.900453 nChanged 7 SP:Iteration 109Q (1912.057640 sec): 3 clusters Score: Raw -3627777.591653 + Penalty 3339.660465 = -3624437.931188 nChanged 7 SP:Iteration 110Q (1912.105985 sec): 3 clusters Score: Raw -3627779.934413 + Penalty 3339.660465 = -3624440.273948 nChanged 9 SP:Iteration 111Q (1912.150807 sec): 3 clusters Score: Raw -3627782.668305 + Penalty 3339.660465 = -3624443.007840 nChanged 4 SP:Iteration 112Q (1912.196349 sec): 3 clusters Score: Raw -3627783.572407 + Penalty 3339.660465 = -3624443.911942 nChanged 1 SP:Iteration 113Q (1912.242215 sec): 3 clusters Score: Raw -3627783.769773 + Penalty 3339.660465 = -3624444.109308 nChanged 3 SP:Iteration 114Q (1912.287741 sec): 3 clusters Score: Raw -3627784.238664 + Penalty 3339.660465 = -3624444.578200 nChanged 1 SP:Iteration 115Q (1912.359734 sec): 3 clusters Score: Raw -3627784.420764 + Penalty 3339.660465 = -3624444.760299 nChanged 1 SP:Iteration 116Q (1912.405594 sec): 3 clusters Score: Raw -3627784.814016 + Penalty 3339.660465 = -3624445.153552 nChanged 2 SP:Iteration 117Q (1912.454034 sec): 3 clusters Score: Raw -3627785.385637 + Penalty 3339.660465 = -3624445.725173 nChanged 2 SP:Iteration 118Q (1912.521690 sec): 3 clusters Score: Raw -3627786.115961 + Penalty 3339.660465 = -3624446.455497 nChanged 3 SP:Iteration 119Q (1912.567369 sec): 3 clusters Score: Raw -3627786.926653 + Penalty 3339.660465 = -3624447.266189 nChanged 2 SP:Iteration 120F (1912.622661 sec): 3 clusters Score: Raw -3627787.234038 + Penalty 3339.660465 = -3624447.573573 nChanged 2 SP:Iteration 121Q (1912.676152 sec): 3 clusters Score: Raw -3627787.538600 + Penalty 3339.660465 = -3624447.878135 nChanged 1 SP:Iteration 122Q (1912.722373 sec): 3 clusters Score: Raw -3627787.552842 + Penalty 3339.660465 = -3624447.892378 nChanged 0 SP:Iteration 123F (1912.784079 sec): 3 clusters Score: Raw -3627787.552842 + Penalty 3339.660465 = -3624447.892378 nChanged 0 Trying to split cluster 12 (32174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1912.834871 sec): 2 clusters Score: Raw -3878051.395961 + Penalty 1686.573517 = -3876364.822444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1912.903131 sec): 3 clusters Score: Raw -3858152.876931 + Penalty 3373.147034 = -3854779.729897 nChanged 14774 SP:Iteration 1F (1912.966903 sec): 3 clusters Score: Raw -3866636.345231 + Penalty 3373.147034 = -3863263.198196 nChanged 1664 SP:Iteration 2F (1913.052042 sec): 3 clusters Score: Raw -3867279.445881 + Penalty 3373.147034 = -3863906.298847 nChanged 1660 SP:Iteration 3F (1913.116529 sec): 3 clusters Score: Raw -3868039.782704 + Penalty 3373.147034 = -3864666.635669 nChanged 1735 SP:Iteration 4F (1913.184421 sec): 3 clusters Score: Raw -3868905.764089 + Penalty 3373.147034 = -3865532.617055 nChanged 1785 SP:Iteration 5F (1913.252897 sec): 3 clusters Score: Raw -3869971.735875 + Penalty 3373.147034 = -3866598.588841 nChanged 1840 SP:Iteration 6F (1913.322529 sec): 3 clusters Score: Raw -3871233.186886 + Penalty 3373.147034 = -3867860.039852 nChanged 1826 SP:Iteration 7F (1913.386571 sec): 3 clusters Score: Raw -3872475.128371 + Penalty 3373.147034 = -3869101.981336 nChanged 1621 SP:Iteration 8F (1913.453657 sec): 3 clusters Score: Raw -3873390.510049 + Penalty 3373.147034 = -3870017.363015 nChanged 1232 SP:Iteration 9Q (1913.518455 sec): 3 clusters Score: Raw -3873907.833130 + Penalty 3373.147034 = -3870534.686096 nChanged 860 SP:Iteration 10Q (1913.584744 sec): 3 clusters Score: Raw -3874189.869669 + Penalty 3373.147034 = -3870816.722635 nChanged 663 SP:Iteration 11Q (1913.656510 sec): 3 clusters Score: Raw -3874384.893004 + Penalty 3373.147034 = -3871011.745970 nChanged 521 SP:Iteration 12Q (1913.718838 sec): 3 clusters Score: Raw -3874522.634622 + Penalty 3373.147034 = -3871149.487588 nChanged 446 SP:Iteration 13Q (1913.781608 sec): 3 clusters Score: Raw -3874632.708699 + Penalty 3373.147034 = -3871259.561665 nChanged 392 SP:Iteration 14Q (1913.850516 sec): 3 clusters Score: Raw -3874732.571936 + Penalty 3373.147034 = -3871359.424901 nChanged 391 SP:Iteration 15Q (1913.913010 sec): 3 clusters Score: Raw -3874831.969103 + Penalty 3373.147034 = -3871458.822069 nChanged 353 SP:Iteration 16Q (1913.977016 sec): 3 clusters Score: Raw -3874913.445082 + Penalty 3373.147034 = -3871540.298047 nChanged 329 SP:Iteration 17Q (1914.038941 sec): 3 clusters Score: Raw -3874986.508704 + Penalty 3373.147034 = -3871613.361669 nChanged 326 SP:Iteration 18Q (1914.100943 sec): 3 clusters Score: Raw -3875059.526682 + Penalty 3373.147034 = -3871686.379648 nChanged 309 SP:Iteration 19Q (1914.163959 sec): 3 clusters Score: Raw -3875127.890278 + Penalty 3373.147034 = -3871754.743244 nChanged 286 SP:Iteration 20F (1914.234356 sec): 3 clusters Score: Raw -3875185.162214 + Penalty 3373.147034 = -3871812.015180 nChanged 254 SP:Iteration 21Q (1914.296018 sec): 3 clusters Score: Raw -3875232.176722 + Penalty 3373.147034 = -3871859.029688 nChanged 228 SP:Iteration 22Q (1914.358262 sec): 3 clusters Score: Raw -3875276.459947 + Penalty 3373.147034 = -3871903.312912 nChanged 219 SP:Iteration 23Q (1914.426143 sec): 3 clusters Score: Raw -3875316.041302 + Penalty 3373.147034 = -3871942.894268 nChanged 218 SP:Iteration 24Q (1914.487845 sec): 3 clusters Score: Raw -3875354.946515 + Penalty 3373.147034 = -3871981.799481 nChanged 223 SP:Iteration 25Q (1914.549897 sec): 3 clusters Score: Raw -3875395.586019 + Penalty 3373.147034 = -3872022.438985 nChanged 242 SP:Iteration 26Q (1914.612338 sec): 3 clusters Score: Raw -3875441.917834 + Penalty 3373.147034 = -3872068.770800 nChanged 222 SP:Iteration 27Q (1914.674225 sec): 3 clusters Score: Raw -3875482.794504 + Penalty 3373.147034 = -3872109.647470 nChanged 233 SP:Iteration 28Q (1914.750327 sec): 3 clusters Score: Raw -3875525.915269 + Penalty 3373.147034 = -3872152.768235 nChanged 247 SP:Iteration 29Q (1914.810855 sec): 3 clusters Score: Raw -3875572.465806 + Penalty 3373.147034 = -3872199.318772 nChanged 240 SP:Iteration 30Q (1914.871375 sec): 3 clusters Score: Raw -3875615.164217 + Penalty 3373.147034 = -3872242.017182 nChanged 245 SP:Iteration 31Q (1914.932212 sec): 3 clusters Score: Raw -3875655.700224 + Penalty 3373.147034 = -3872282.553189 nChanged 227 SP:Iteration 32Q (1914.992146 sec): 3 clusters Score: Raw -3875695.828658 + Penalty 3373.147034 = -3872322.681624 nChanged 244 SP:Iteration 33Q (1915.052667 sec): 3 clusters Score: Raw -3875741.194048 + Penalty 3373.147034 = -3872368.047014 nChanged 239 SP:Iteration 34Q (1915.111810 sec): 3 clusters Score: Raw -3875781.432013 + Penalty 3373.147034 = -3872408.284979 nChanged 225 SP:Iteration 35Q (1915.172549 sec): 3 clusters Score: Raw -3875818.581996 + Penalty 3373.147034 = -3872445.434962 nChanged 243 SP:Iteration 36Q (1915.238209 sec): 3 clusters Score: Raw -3875861.195591 + Penalty 3373.147034 = -3872488.048556 nChanged 231 SP:Iteration 37Q (1915.297351 sec): 3 clusters Score: Raw -3875903.150965 + Penalty 3373.147034 = -3872530.003931 nChanged 251 SP:Iteration 38Q (1915.369988 sec): 3 clusters Score: Raw -3875953.042746 + Penalty 3373.147034 = -3872579.895711 nChanged 263 SP:Iteration 39Q (1915.458942 sec): 3 clusters Score: Raw -3876007.528376 + Penalty 3373.147034 = -3872634.381341 nChanged 290 SP:Iteration 40F (1915.522055 sec): 3 clusters Score: Raw -3876069.543562 + Penalty 3373.147034 = -3872696.396527 nChanged 281 SP:Iteration 41Q (1915.586607 sec): 3 clusters Score: Raw -3876132.386732 + Penalty 3373.147034 = -3872759.239697 nChanged 287 SP:Iteration 42Q (1915.650057 sec): 3 clusters Score: Raw -3876209.515768 + Penalty 3373.147034 = -3872836.368734 nChanged 355 SP:Iteration 43Q (1915.713891 sec): 3 clusters Score: Raw -3876312.649273 + Penalty 3373.147034 = -3872939.502239 nChanged 362 SP:Iteration 44Q (1915.777144 sec): 3 clusters Score: Raw -3876423.282865 + Penalty 3373.147034 = -3873050.135831 nChanged 351 SP:Iteration 45Q (1915.842469 sec): 3 clusters Score: Raw -3876539.412383 + Penalty 3373.147034 = -3873166.265348 nChanged 386 SP:Iteration 46Q (1915.899768 sec): 3 clusters Score: Raw -3876676.707937 + Penalty 3373.147034 = -3873303.560903 nChanged 401 SP:Iteration 47Q (1915.958665 sec): 3 clusters Score: Raw -3876828.361442 + Penalty 3373.147034 = -3873455.214408 nChanged 408 SP:Iteration 48Q (1916.014798 sec): 3 clusters Score: Raw -3876997.552993 + Penalty 3373.147034 = -3873624.405958 nChanged 411 SP:Iteration 49Q (1916.074806 sec): 3 clusters Score: Raw -3877176.162290 + Penalty 3373.147034 = -3873803.015256 nChanged 403 SP:Iteration 50Q (1916.165170 sec): 3 clusters Score: Raw -3877349.446013 + Penalty 3373.147034 = -3873976.298979 nChanged 377 SP:Iteration 51Q (1916.227194 sec): 3 clusters Score: Raw -3877521.083983 + Penalty 3373.147034 = -3874147.936949 nChanged 352 SP:Iteration 52Q (1916.282903 sec): 3 clusters Score: Raw -3877674.484077 + Penalty 3373.147034 = -3874301.337042 nChanged 301 SP:Iteration 53Q (1916.345651 sec): 3 clusters Score: Raw -3877801.698235 + Penalty 3373.147034 = -3874428.551200 nChanged 264 SP:Iteration 54Q (1916.400327 sec): 3 clusters Score: Raw -3877912.957002 + Penalty 3373.147034 = -3874539.809968 nChanged 238 SP:Iteration 55Q (1916.455613 sec): 3 clusters Score: Raw -3878012.142170 + Penalty 3373.147034 = -3874638.995136 nChanged 207 SP:Iteration 56Q (1916.510276 sec): 3 clusters Score: Raw -3878098.816577 + Penalty 3373.147034 = -3874725.669543 nChanged 185 SP:Iteration 57Q (1916.569266 sec): 3 clusters Score: Raw -3878182.457359 + Penalty 3373.147034 = -3874809.310324 nChanged 134 SP:Iteration 58Q (1916.630963 sec): 3 clusters Score: Raw -3878231.862047 + Penalty 3373.147034 = -3874858.715012 nChanged 101 SP:Iteration 59Q (1916.687305 sec): 3 clusters Score: Raw -3878266.584255 + Penalty 3373.147034 = -3874893.437221 nChanged 83 SP:Iteration 60F (1916.750052 sec): 3 clusters Score: Raw -3878293.246989 + Penalty 3373.147034 = -3874920.099955 nChanged 61 SP:Iteration 61Q (1916.809547 sec): 3 clusters Score: Raw -3878311.597004 + Penalty 3373.147034 = -3874938.449970 nChanged 69 SP:Iteration 62Q (1916.862499 sec): 3 clusters Score: Raw -3878331.555227 + Penalty 3373.147034 = -3874958.408192 nChanged 44 SP:Iteration 63Q (1916.932266 sec): 3 clusters Score: Raw -3878347.069688 + Penalty 3373.147034 = -3874973.922654 nChanged 42 SP:Iteration 64Q (1916.986018 sec): 3 clusters Score: Raw -3878361.729979 + Penalty 3373.147034 = -3874988.582944 nChanged 36 SP:Iteration 65Q (1917.039201 sec): 3 clusters Score: Raw -3878374.351938 + Penalty 3373.147034 = -3875001.204903 nChanged 39 SP:Iteration 66Q (1917.093112 sec): 3 clusters Score: Raw -3878384.791591 + Penalty 3373.147034 = -3875011.644557 nChanged 31 SP:Iteration 67Q (1917.149600 sec): 3 clusters Score: Raw -3878391.960457 + Penalty 3373.147034 = -3875018.813422 nChanged 21 SP:Iteration 68Q (1917.202342 sec): 3 clusters Score: Raw -3878396.746816 + Penalty 3373.147034 = -3875023.599781 nChanged 17 SP:Iteration 69Q (1917.263251 sec): 3 clusters Score: Raw -3878400.272913 + Penalty 3373.147034 = -3875027.125879 nChanged 10 SP:Iteration 70Q (1917.316288 sec): 3 clusters Score: Raw -3878402.658689 + Penalty 3373.147034 = -3875029.511654 nChanged 8 SP:Iteration 71Q (1917.369692 sec): 3 clusters Score: Raw -3878404.265956 + Penalty 3373.147034 = -3875031.118922 nChanged 5 SP:Iteration 72Q (1917.423585 sec): 3 clusters Score: Raw -3878405.215531 + Penalty 3373.147034 = -3875032.068496 nChanged 2 SP:Iteration 73Q (1917.484167 sec): 3 clusters Score: Raw -3878405.761449 + Penalty 3373.147034 = -3875032.614414 nChanged 6 SP:Iteration 74Q (1917.537146 sec): 3 clusters Score: Raw -3878406.811966 + Penalty 3373.147034 = -3875033.664932 nChanged 7 SP:Iteration 75Q (1917.594974 sec): 3 clusters Score: Raw -3878408.250601 + Penalty 3373.147034 = -3875035.103566 nChanged 7 SP:Iteration 76Q (1917.659871 sec): 3 clusters Score: Raw -3878409.918505 + Penalty 3373.147034 = -3875036.771471 nChanged 8 SP:Iteration 77Q (1917.743838 sec): 3 clusters Score: Raw -3878411.506890 + Penalty 3373.147034 = -3875038.359855 nChanged 3 SP:Iteration 78Q (1917.798999 sec): 3 clusters Score: Raw -3878412.815563 + Penalty 3373.147034 = -3875039.668529 nChanged 4 SP:Iteration 79Q (1917.852333 sec): 3 clusters Score: Raw -3878413.549505 + Penalty 3373.147034 = -3875040.402470 nChanged 4 SP:Iteration 80F (1917.915053 sec): 3 clusters Score: Raw -3878414.243230 + Penalty 3373.147034 = -3875041.096196 nChanged 1 SP:Iteration 81Q (1917.969285 sec): 3 clusters Score: Raw -3878414.335707 + Penalty 3373.147034 = -3875041.188673 nChanged 1 SP:Iteration 82Q (1918.022592 sec): 3 clusters Score: Raw -3878414.416657 + Penalty 3373.147034 = -3875041.269622 nChanged 1 SP:Iteration 83Q (1918.076311 sec): 3 clusters Score: Raw -3878414.541510 + Penalty 3373.147034 = -3875041.394475 nChanged 3 SP:Iteration 84Q (1918.129538 sec): 3 clusters Score: Raw -3878415.045759 + Penalty 3373.147034 = -3875041.898725 nChanged 3 SP:Iteration 85Q (1918.186574 sec): 3 clusters Score: Raw -3878415.620361 + Penalty 3373.147034 = -3875042.473327 nChanged 3 SP:Iteration 86Q (1918.239497 sec): 3 clusters Score: Raw -3878416.145764 + Penalty 3373.147034 = -3875042.998730 nChanged 3 SP:Iteration 87Q (1918.293351 sec): 3 clusters Score: Raw -3878417.013410 + Penalty 3373.147034 = -3875043.866375 nChanged 2 SP:Iteration 88Q (1918.346748 sec): 3 clusters Score: Raw -3878417.368343 + Penalty 3373.147034 = -3875044.221309 nChanged 1 SP:Iteration 89Q (1918.406600 sec): 3 clusters Score: Raw -3878417.491177 + Penalty 3373.147034 = -3875044.344142 nChanged 1 SP:Iteration 90Q (1918.459832 sec): 3 clusters Score: Raw -3878417.606056 + Penalty 3373.147034 = -3875044.459021 nChanged 0 SP:Iteration 91F (1918.526766 sec): 3 clusters Score: Raw -3878417.606056 + Penalty 3373.147034 = -3875044.459021 nChanged 0 Trying to split cluster 13 (60195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1918.606041 sec): 2 clusters Score: Raw -7509785.707349 + Penalty 1788.368493 = -7507997.338856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1918.715013 sec): 3 clusters Score: Raw -7471206.938683 + Penalty 3576.736986 = -7467630.201697 nChanged 28567 SP:Iteration 1F (1918.814376 sec): 3 clusters Score: Raw -7487233.671555 + Penalty 3576.736986 = -7483656.934570 nChanged 2243 SP:Iteration 2Q (1918.928340 sec): 3 clusters Score: Raw -7487850.753025 + Penalty 3576.736986 = -7484274.016039 nChanged 2273 SP:Iteration 3Q (1919.045483 sec): 3 clusters Score: Raw -7488523.673712 + Penalty 3576.736986 = -7484946.936727 nChanged 2492 SP:Iteration 4Q (1919.154931 sec): 3 clusters Score: Raw -7489406.556489 + Penalty 3576.736986 = -7485829.819504 nChanged 2793 SP:Iteration 5Q (1919.265020 sec): 3 clusters Score: Raw -7490565.808154 + Penalty 3576.736986 = -7486989.071168 nChanged 3162 SP:Iteration 6F (1919.372592 sec): 3 clusters Score: Raw -7492192.919752 + Penalty 3576.736986 = -7488616.182767 nChanged 3577 SP:Iteration 7F (1919.486301 sec): 3 clusters Score: Raw -7494465.730421 + Penalty 3576.736986 = -7490888.993435 nChanged 3738 SP:Iteration 8F (1919.589453 sec): 3 clusters Score: Raw -7497229.129989 + Penalty 3576.736986 = -7493652.393004 nChanged 3499 SP:Iteration 9F (1919.691862 sec): 3 clusters Score: Raw -7499872.540412 + Penalty 3576.736986 = -7496295.803426 nChanged 2899 SP:Iteration 10Q (1919.819886 sec): 3 clusters Score: Raw -7501660.818548 + Penalty 3576.736986 = -7498084.081563 nChanged 2057 SP:Iteration 11Q (1919.923455 sec): 3 clusters Score: Raw -7502649.262768 + Penalty 3576.736986 = -7499072.525782 nChanged 1469 SP:Iteration 12Q (1920.024900 sec): 3 clusters Score: Raw -7503292.607208 + Penalty 3576.736986 = -7499715.870222 nChanged 1331 SP:Iteration 13Q (1920.125177 sec): 3 clusters Score: Raw -7503899.809997 + Penalty 3576.736986 = -7500323.073011 nChanged 1250 SP:Iteration 14Q (1920.224102 sec): 3 clusters Score: Raw -7504478.011947 + Penalty 3576.736986 = -7500901.274961 nChanged 1174 SP:Iteration 15Q (1920.321364 sec): 3 clusters Score: Raw -7505057.652044 + Penalty 3576.736986 = -7501480.915058 nChanged 1139 SP:Iteration 16Q (1920.421384 sec): 3 clusters Score: Raw -7505632.997366 + Penalty 3576.736986 = -7502056.260380 nChanged 1092 SP:Iteration 17Q (1920.520743 sec): 3 clusters Score: Raw -7506234.239526 + Penalty 3576.736986 = -7502657.502541 nChanged 999 SP:Iteration 18Q (1920.615459 sec): 3 clusters Score: Raw -7506789.806682 + Penalty 3576.736986 = -7503213.069696 nChanged 863 SP:Iteration 19Q (1920.708812 sec): 3 clusters Score: Raw -7507283.028337 + Penalty 3576.736986 = -7503706.291352 nChanged 790 SP:Iteration 20F (1920.811051 sec): 3 clusters Score: Raw -7507780.165760 + Penalty 3576.736986 = -7504203.428774 nChanged 717 SP:Iteration 21Q (1920.902483 sec): 3 clusters Score: Raw -7508231.369583 + Penalty 3576.736986 = -7504654.632597 nChanged 588 SP:Iteration 22Q (1920.992537 sec): 3 clusters Score: Raw -7508581.379612 + Penalty 3576.736986 = -7505004.642626 nChanged 504 SP:Iteration 23Q (1921.081569 sec): 3 clusters Score: Raw -7508830.582616 + Penalty 3576.736986 = -7505253.845630 nChanged 453 SP:Iteration 24Q (1921.169817 sec): 3 clusters Score: Raw -7509054.167118 + Penalty 3576.736986 = -7505477.430132 nChanged 387 SP:Iteration 25Q (1921.270188 sec): 3 clusters Score: Raw -7509219.973659 + Penalty 3576.736986 = -7505643.236674 nChanged 326 SP:Iteration 26Q (1921.383476 sec): 3 clusters Score: Raw -7509339.394470 + Penalty 3576.736986 = -7505762.657484 nChanged 273 SP:Iteration 27Q (1921.490953 sec): 3 clusters Score: Raw -7509434.443443 + Penalty 3576.736986 = -7505857.706457 nChanged 221 SP:Iteration 28Q (1921.581576 sec): 3 clusters Score: Raw -7509500.503694 + Penalty 3576.736986 = -7505923.766708 nChanged 215 SP:Iteration 29Q (1921.669001 sec): 3 clusters Score: Raw -7509565.485191 + Penalty 3576.736986 = -7505988.748205 nChanged 210 SP:Iteration 30Q (1921.755914 sec): 3 clusters Score: Raw -7509623.315046 + Penalty 3576.736986 = -7506046.578061 nChanged 163 SP:Iteration 31Q (1921.841315 sec): 3 clusters Score: Raw -7509663.210312 + Penalty 3576.736986 = -7506086.473327 nChanged 146 SP:Iteration 32Q (1921.941148 sec): 3 clusters Score: Raw -7509697.773041 + Penalty 3576.736986 = -7506121.036055 nChanged 118 SP:Iteration 33Q (1922.026287 sec): 3 clusters Score: Raw -7509721.763981 + Penalty 3576.736986 = -7506145.026996 nChanged 96 SP:Iteration 34Q (1922.113776 sec): 3 clusters Score: Raw -7509741.566915 + Penalty 3576.736986 = -7506164.829930 nChanged 106 SP:Iteration 35Q (1922.199997 sec): 3 clusters Score: Raw -7509766.626034 + Penalty 3576.736986 = -7506189.889048 nChanged 120 SP:Iteration 36Q (1922.284012 sec): 3 clusters Score: Raw -7509795.893249 + Penalty 3576.736986 = -7506219.156264 nChanged 108 SP:Iteration 37Q (1922.384308 sec): 3 clusters Score: Raw -7509819.416335 + Penalty 3576.736986 = -7506242.679350 nChanged 103 SP:Iteration 38Q (1922.470340 sec): 3 clusters Score: Raw -7509844.057807 + Penalty 3576.736986 = -7506267.320821 nChanged 90 SP:Iteration 39Q (1922.562092 sec): 3 clusters Score: Raw -7509864.166666 + Penalty 3576.736986 = -7506287.429680 nChanged 74 SP:Iteration 40F (1922.672824 sec): 3 clusters Score: Raw -7509879.535188 + Penalty 3576.736986 = -7506302.798203 nChanged 62 SP:Iteration 41Q (1922.766224 sec): 3 clusters Score: Raw -7509890.374761 + Penalty 3576.736986 = -7506313.637775 nChanged 49 SP:Iteration 42Q (1922.851466 sec): 3 clusters Score: Raw -7509897.468448 + Penalty 3576.736986 = -7506320.731462 nChanged 33 SP:Iteration 43Q (1922.935606 sec): 3 clusters Score: Raw -7509902.141636 + Penalty 3576.736986 = -7506325.404650 nChanged 33 SP:Iteration 44Q (1923.020239 sec): 3 clusters Score: Raw -7509905.990857 + Penalty 3576.736986 = -7506329.253872 nChanged 26 SP:Iteration 45Q (1923.104146 sec): 3 clusters Score: Raw -7509909.290835 + Penalty 3576.736986 = -7506332.553850 nChanged 26 SP:Iteration 46Q (1923.189027 sec): 3 clusters Score: Raw -7509912.297371 + Penalty 3576.736986 = -7506335.560386 nChanged 19 SP:Iteration 47Q (1923.273392 sec): 3 clusters Score: Raw -7509914.321144 + Penalty 3576.736986 = -7506337.584158 nChanged 24 SP:Iteration 48Q (1923.375419 sec): 3 clusters Score: Raw -7509917.626698 + Penalty 3576.736986 = -7506340.889713 nChanged 23 SP:Iteration 49Q (1923.465828 sec): 3 clusters Score: Raw -7509920.258132 + Penalty 3576.736986 = -7506343.521147 nChanged 18 SP:Iteration 50Q (1923.560781 sec): 3 clusters Score: Raw -7509922.472054 + Penalty 3576.736986 = -7506345.735068 nChanged 14 SP:Iteration 51Q (1923.645010 sec): 3 clusters Score: Raw -7509924.253673 + Penalty 3576.736986 = -7506347.516688 nChanged 10 SP:Iteration 52Q (1923.733123 sec): 3 clusters Score: Raw -7509925.852599 + Penalty 3576.736986 = -7506349.115613 nChanged 13 SP:Iteration 53Q (1923.820494 sec): 3 clusters Score: Raw -7509927.331684 + Penalty 3576.736986 = -7506350.594698 nChanged 13 SP:Iteration 54Q (1923.904280 sec): 3 clusters Score: Raw -7509928.695431 + Penalty 3576.736986 = -7506351.958445 nChanged 14 SP:Iteration 55Q (1923.989129 sec): 3 clusters Score: Raw -7509930.162687 + Penalty 3576.736986 = -7506353.425702 nChanged 9 SP:Iteration 56Q (1924.072878 sec): 3 clusters Score: Raw -7509931.327065 + Penalty 3576.736986 = -7506354.590080 nChanged 8 SP:Iteration 57Q (1924.156070 sec): 3 clusters Score: Raw -7509932.293686 + Penalty 3576.736986 = -7506355.556700 nChanged 12 SP:Iteration 58Q (1924.260310 sec): 3 clusters Score: Raw -7509933.391593 + Penalty 3576.736986 = -7506356.654608 nChanged 6 SP:Iteration 59Q (1924.395467 sec): 3 clusters Score: Raw -7509933.826705 + Penalty 3576.736986 = -7506357.089720 nChanged 6 SP:Iteration 60F (1924.542135 sec): 3 clusters Score: Raw -7509934.367248 + Penalty 3576.736986 = -7506357.630262 nChanged 9 SP:Iteration 61Q (1924.652085 sec): 3 clusters Score: Raw -7509934.948050 + Penalty 3576.736986 = -7506358.211064 nChanged 6 SP:Iteration 62Q (1924.741377 sec): 3 clusters Score: Raw -7509935.365276 + Penalty 3576.736986 = -7506358.628290 nChanged 3 SP:Iteration 63Q (1924.837248 sec): 3 clusters Score: Raw -7509935.596212 + Penalty 3576.736986 = -7506358.859226 nChanged 2 SP:Iteration 64Q (1924.922095 sec): 3 clusters Score: Raw -7509935.767369 + Penalty 3576.736986 = -7506359.030383 nChanged 3 SP:Iteration 65Q (1925.029101 sec): 3 clusters Score: Raw -7509935.954164 + Penalty 3576.736986 = -7506359.217178 nChanged 7 SP:Iteration 66Q (1925.138280 sec): 3 clusters Score: Raw -7509936.533781 + Penalty 3576.736986 = -7506359.796796 nChanged 8 SP:Iteration 67Q (1925.231987 sec): 3 clusters Score: Raw -7509937.520024 + Penalty 3576.736986 = -7506360.783038 nChanged 9 SP:Iteration 68Q (1925.321400 sec): 3 clusters Score: Raw -7509938.262059 + Penalty 3576.736986 = -7506361.525073 nChanged 10 SP:Iteration 69Q (1925.409889 sec): 3 clusters Score: Raw -7509939.207512 + Penalty 3576.736986 = -7506362.470527 nChanged 13 SP:Iteration 70Q (1925.513023 sec): 3 clusters Score: Raw -7509940.604888 + Penalty 3576.736986 = -7506363.867902 nChanged 9 SP:Iteration 71Q (1925.623977 sec): 3 clusters Score: Raw -7509941.500884 + Penalty 3576.736986 = -7506364.763898 nChanged 15 SP:Iteration 72Q (1925.713966 sec): 3 clusters Score: Raw -7509942.913619 + Penalty 3576.736986 = -7506366.176633 nChanged 9 SP:Iteration 73Q (1925.820007 sec): 3 clusters Score: Raw -7509943.643721 + Penalty 3576.736986 = -7506366.906735 nChanged 7 SP:Iteration 74Q (1925.903766 sec): 3 clusters Score: Raw -7509944.448735 + Penalty 3576.736986 = -7506367.711750 nChanged 5 SP:Iteration 75Q (1925.987802 sec): 3 clusters Score: Raw -7509944.788853 + Penalty 3576.736986 = -7506368.051868 nChanged 4 SP:Iteration 76Q (1926.072220 sec): 3 clusters Score: Raw -7509945.122215 + Penalty 3576.736986 = -7506368.385229 nChanged 6 SP:Iteration 77Q (1926.156867 sec): 3 clusters Score: Raw -7509945.824312 + Penalty 3576.736986 = -7506369.087327 nChanged 7 SP:Iteration 78Q (1926.240956 sec): 3 clusters Score: Raw -7509946.537962 + Penalty 3576.736986 = -7506369.800976 nChanged 6 SP:Iteration 79Q (1926.325003 sec): 3 clusters Score: Raw -7509947.109225 + Penalty 3576.736986 = -7506370.372239 nChanged 6 SP:Iteration 80F (1926.426927 sec): 3 clusters Score: Raw -7509947.707535 + Penalty 3576.736986 = -7506370.970549 nChanged 9 SP:Iteration 81Q (1926.515821 sec): 3 clusters Score: Raw -7509948.506634 + Penalty 3576.736986 = -7506371.769648 nChanged 5 SP:Iteration 82Q (1926.599518 sec): 3 clusters Score: Raw -7509949.081233 + Penalty 3576.736986 = -7506372.344247 nChanged 6 SP:Iteration 83Q (1926.683500 sec): 3 clusters Score: Raw -7509949.584601 + Penalty 3576.736986 = -7506372.847615 nChanged 7 SP:Iteration 84Q (1926.773504 sec): 3 clusters Score: Raw -7509950.300859 + Penalty 3576.736986 = -7506373.563873 nChanged 7 SP:Iteration 85Q (1926.858081 sec): 3 clusters Score: Raw -7509950.987307 + Penalty 3576.736986 = -7506374.250322 nChanged 10 SP:Iteration 86Q (1926.941664 sec): 3 clusters Score: Raw -7509952.315993 + Penalty 3576.736986 = -7506375.579008 nChanged 9 SP:Iteration 87Q (1927.025851 sec): 3 clusters Score: Raw -7509952.912991 + Penalty 3576.736986 = -7506376.176005 nChanged 4 SP:Iteration 88Q (1927.109756 sec): 3 clusters Score: Raw -7509953.185250 + Penalty 3576.736986 = -7506376.448264 nChanged 5 SP:Iteration 89Q (1927.194155 sec): 3 clusters Score: Raw -7509953.831849 + Penalty 3576.736986 = -7506377.094863 nChanged 9 SP:Iteration 90Q (1927.278543 sec): 3 clusters Score: Raw -7509955.154754 + Penalty 3576.736986 = -7506378.417768 nChanged 10 SP:Iteration 91Q (1927.362743 sec): 3 clusters Score: Raw -7509956.230485 + Penalty 3576.736986 = -7506379.493499 nChanged 8 SP:Iteration 92Q (1927.446235 sec): 3 clusters Score: Raw -7509957.064236 + Penalty 3576.736986 = -7506380.327250 nChanged 6 SP:Iteration 93Q (1927.530236 sec): 3 clusters Score: Raw -7509957.569491 + Penalty 3576.736986 = -7506380.832505 nChanged 7 SP:Iteration 94Q (1927.614397 sec): 3 clusters Score: Raw -7509958.133091 + Penalty 3576.736986 = -7506381.396105 nChanged 3 SP:Iteration 95Q (1927.697793 sec): 3 clusters Score: Raw -7509958.296708 + Penalty 3576.736986 = -7506381.559723 nChanged 3 SP:Iteration 96Q (1927.781933 sec): 3 clusters Score: Raw -7509958.528142 + Penalty 3576.736986 = -7506381.791156 nChanged 1 SP:Iteration 97Q (1927.866467 sec): 3 clusters Score: Raw -7509958.584094 + Penalty 3576.736986 = -7506381.847108 nChanged 0 SP:Iteration 98F (1927.968157 sec): 3 clusters Score: Raw -7509958.584094 + Penalty 3576.736986 = -7506381.847108 nChanged 0 Trying to split cluster 14 (12916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1927.986060 sec): 2 clusters Score: Raw -1492011.441661 + Penalty 1538.261096 = -1490473.180564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1928.024192 sec): 3 clusters Score: Raw -1484582.059992 + Penalty 3076.522193 = -1481505.537799 nChanged 5618 SP:Iteration 1F (1928.056142 sec): 3 clusters Score: Raw -1487709.018114 + Penalty 3076.522193 = -1484632.495921 nChanged 819 SP:Iteration 2F (1928.088238 sec): 3 clusters Score: Raw -1488227.045103 + Penalty 3076.522193 = -1485150.522910 nChanged 916 SP:Iteration 3F (1928.125694 sec): 3 clusters Score: Raw -1488996.075553 + Penalty 3076.522193 = -1485919.553361 nChanged 1043 SP:Iteration 4F (1928.157710 sec): 3 clusters Score: Raw -1489981.214456 + Penalty 3076.522193 = -1486904.692263 nChanged 1117 SP:Iteration 5F (1928.189662 sec): 3 clusters Score: Raw -1491001.267799 + Penalty 3076.522193 = -1487924.745606 nChanged 959 SP:Iteration 6F (1928.224847 sec): 3 clusters Score: Raw -1491747.434257 + Penalty 3076.522193 = -1488670.912064 nChanged 671 SP:Iteration 7F (1928.256766 sec): 3 clusters Score: Raw -1492154.414364 + Penalty 3076.522193 = -1489077.892171 nChanged 445 SP:Iteration 8Q (1928.292220 sec): 3 clusters Score: Raw -1492354.076540 + Penalty 3076.522193 = -1489277.554347 nChanged 261 SP:Iteration 9Q (1928.346543 sec): 3 clusters Score: Raw -1492442.623787 + Penalty 3076.522193 = -1489366.101594 nChanged 160 SP:Iteration 10Q (1928.378798 sec): 3 clusters Score: Raw -1492487.290738 + Penalty 3076.522193 = -1489410.768545 nChanged 120 SP:Iteration 11Q (1928.411422 sec): 3 clusters Score: Raw -1492517.057785 + Penalty 3076.522193 = -1489440.535592 nChanged 86 SP:Iteration 12Q (1928.443559 sec): 3 clusters Score: Raw -1492536.054323 + Penalty 3076.522193 = -1489459.532130 nChanged 65 SP:Iteration 13Q (1928.475536 sec): 3 clusters Score: Raw -1492547.505261 + Penalty 3076.522193 = -1489470.983068 nChanged 67 SP:Iteration 14Q (1928.507756 sec): 3 clusters Score: Raw -1492560.895755 + Penalty 3076.522193 = -1489484.373562 nChanged 63 SP:Iteration 15Q (1928.539748 sec): 3 clusters Score: Raw -1492573.294656 + Penalty 3076.522193 = -1489496.772463 nChanged 45 SP:Iteration 16Q (1928.572344 sec): 3 clusters Score: Raw -1492582.780939 + Penalty 3076.522193 = -1489506.258746 nChanged 47 SP:Iteration 17Q (1928.604430 sec): 3 clusters Score: Raw -1492590.749979 + Penalty 3076.522193 = -1489514.227786 nChanged 39 SP:Iteration 18Q (1928.638415 sec): 3 clusters Score: Raw -1492596.188590 + Penalty 3076.522193 = -1489519.666397 nChanged 23 SP:Iteration 19Q (1928.670525 sec): 3 clusters Score: Raw -1492599.194136 + Penalty 3076.522193 = -1489522.671943 nChanged 21 SP:Iteration 20F (1928.702465 sec): 3 clusters Score: Raw -1492601.859156 + Penalty 3076.522193 = -1489525.336963 nChanged 21 SP:Iteration 21Q (1928.740310 sec): 3 clusters Score: Raw -1492604.676016 + Penalty 3076.522193 = -1489528.153824 nChanged 29 SP:Iteration 22Q (1928.772060 sec): 3 clusters Score: Raw -1492607.608919 + Penalty 3076.522193 = -1489531.086726 nChanged 23 SP:Iteration 23Q (1928.804250 sec): 3 clusters Score: Raw -1492610.109405 + Penalty 3076.522193 = -1489533.587212 nChanged 29 SP:Iteration 24Q (1928.836393 sec): 3 clusters Score: Raw -1492613.845535 + Penalty 3076.522193 = -1489537.323343 nChanged 25 SP:Iteration 25Q (1928.868461 sec): 3 clusters Score: Raw -1492618.147081 + Penalty 3076.522193 = -1489541.624888 nChanged 30 SP:Iteration 26Q (1928.900463 sec): 3 clusters Score: Raw -1492622.397815 + Penalty 3076.522193 = -1489545.875623 nChanged 28 SP:Iteration 27Q (1928.932555 sec): 3 clusters Score: Raw -1492626.989215 + Penalty 3076.522193 = -1489550.467022 nChanged 25 SP:Iteration 28Q (1928.969825 sec): 3 clusters Score: Raw -1492631.584710 + Penalty 3076.522193 = -1489555.062517 nChanged 16 SP:Iteration 29Q (1929.002080 sec): 3 clusters Score: Raw -1492634.234886 + Penalty 3076.522193 = -1489557.712693 nChanged 20 SP:Iteration 30Q (1929.034088 sec): 3 clusters Score: Raw -1492638.252962 + Penalty 3076.522193 = -1489561.730769 nChanged 17 SP:Iteration 31Q (1929.066630 sec): 3 clusters Score: Raw -1492640.657236 + Penalty 3076.522193 = -1489564.135043 nChanged 16 SP:Iteration 32Q (1929.099438 sec): 3 clusters Score: Raw -1492642.921161 + Penalty 3076.522193 = -1489566.398969 nChanged 16 SP:Iteration 33Q (1929.131798 sec): 3 clusters Score: Raw -1492644.582489 + Penalty 3076.522193 = -1489568.060297 nChanged 9 SP:Iteration 34Q (1929.167624 sec): 3 clusters Score: Raw -1492645.717757 + Penalty 3076.522193 = -1489569.195564 nChanged 5 SP:Iteration 35Q (1929.206454 sec): 3 clusters Score: Raw -1492646.418756 + Penalty 3076.522193 = -1489569.896563 nChanged 3 SP:Iteration 36Q (1929.243222 sec): 3 clusters Score: Raw -1492646.894348 + Penalty 3076.522193 = -1489570.372155 nChanged 1 SP:Iteration 37Q (1929.275504 sec): 3 clusters Score: Raw -1492647.006152 + Penalty 3076.522193 = -1489570.483959 nChanged 0 SP:Iteration 38F (1929.307749 sec): 3 clusters Score: Raw -1492647.006152 + Penalty 3076.522193 = -1489570.483959 nChanged 0 Trying to split cluster 15 (10464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1929.331566 sec): 2 clusters Score: Raw -1286888.468843 + Penalty 1504.050612 = -1285384.418231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1929.371020 sec): 3 clusters Score: Raw -1280946.708543 + Penalty 3008.101224 = -1277938.607319 nChanged 4469 SP:Iteration 1F (1929.399841 sec): 3 clusters Score: Raw -1283349.055334 + Penalty 3008.101224 = -1280340.954110 nChanged 635 SP:Iteration 2F (1929.428413 sec): 3 clusters Score: Raw -1283605.400342 + Penalty 3008.101224 = -1280597.299118 nChanged 524 SP:Iteration 3F (1929.491910 sec): 3 clusters Score: Raw -1283829.318586 + Penalty 3008.101224 = -1280821.217362 nChanged 470 SP:Iteration 4Q (1929.530311 sec): 3 clusters Score: Raw -1284044.460846 + Penalty 3008.101224 = -1281036.359622 nChanged 475 SP:Iteration 5Q (1929.559344 sec): 3 clusters Score: Raw -1284261.717567 + Penalty 3008.101224 = -1281253.616343 nChanged 477 SP:Iteration 6Q (1929.588317 sec): 3 clusters Score: Raw -1284498.983548 + Penalty 3008.101224 = -1281490.882324 nChanged 484 SP:Iteration 7Q (1929.646912 sec): 3 clusters Score: Raw -1284748.833383 + Penalty 3008.101224 = -1281740.732159 nChanged 479 SP:Iteration 8Q (1929.682854 sec): 3 clusters Score: Raw -1285020.911740 + Penalty 3008.101224 = -1282012.810516 nChanged 457 SP:Iteration 9Q (1929.711963 sec): 3 clusters Score: Raw -1285317.938567 + Penalty 3008.101224 = -1282309.837343 nChanged 466 SP:Iteration 10Q (1929.740728 sec): 3 clusters Score: Raw -1285630.885077 + Penalty 3008.101224 = -1282622.783853 nChanged 435 SP:Iteration 11Q (1929.770028 sec): 3 clusters Score: Raw -1285964.116985 + Penalty 3008.101224 = -1282956.015761 nChanged 393 SP:Iteration 12Q (1929.803001 sec): 3 clusters Score: Raw -1286275.298539 + Penalty 3008.101224 = -1283267.197315 nChanged 322 SP:Iteration 13Q (1929.831380 sec): 3 clusters Score: Raw -1286555.690429 + Penalty 3008.101224 = -1283547.589205 nChanged 238 SP:Iteration 14Q (1929.859374 sec): 3 clusters Score: Raw -1286735.306220 + Penalty 3008.101224 = -1283727.204996 nChanged 192 SP:Iteration 15Q (1929.890835 sec): 3 clusters Score: Raw -1286851.276602 + Penalty 3008.101224 = -1283843.175378 nChanged 151 SP:Iteration 16Q (1929.928178 sec): 3 clusters Score: Raw -1286919.333937 + Penalty 3008.101224 = -1283911.232713 nChanged 95 SP:Iteration 17Q (1929.955141 sec): 3 clusters Score: Raw -1286957.698363 + Penalty 3008.101224 = -1283949.597139 nChanged 80 SP:Iteration 18Q (1929.982005 sec): 3 clusters Score: Raw -1286988.669769 + Penalty 3008.101224 = -1283980.568545 nChanged 72 SP:Iteration 19Q (1930.010216 sec): 3 clusters Score: Raw -1287013.011687 + Penalty 3008.101224 = -1284004.910463 nChanged 53 SP:Iteration 20F (1930.055865 sec): 3 clusters Score: Raw -1287033.150432 + Penalty 3008.101224 = -1284025.049208 nChanged 49 SP:Iteration 21Q (1930.082571 sec): 3 clusters Score: Raw -1287052.653375 + Penalty 3008.101224 = -1284044.552151 nChanged 41 SP:Iteration 22Q (1930.151458 sec): 3 clusters Score: Raw -1287067.580722 + Penalty 3008.101224 = -1284059.479498 nChanged 26 SP:Iteration 23Q (1930.169829 sec): 3 clusters Score: Raw -1287074.941411 + Penalty 3008.101224 = -1284066.840187 nChanged 21 SP:Iteration 24Q (1930.198245 sec): 3 clusters Score: Raw -1287080.389562 + Penalty 3008.101224 = -1284072.288338 nChanged 17 SP:Iteration 25Q (1930.225676 sec): 3 clusters Score: Raw -1287086.489383 + Penalty 3008.101224 = -1284078.388159 nChanged 19 SP:Iteration 26Q (1930.251934 sec): 3 clusters Score: Raw -1287091.340903 + Penalty 3008.101224 = -1284083.239680 nChanged 19 SP:Iteration 27Q (1930.283836 sec): 3 clusters Score: Raw -1287097.340213 + Penalty 3008.101224 = -1284089.238989 nChanged 23 SP:Iteration 28Q (1930.310391 sec): 3 clusters Score: Raw -1287101.910645 + Penalty 3008.101224 = -1284093.809421 nChanged 15 SP:Iteration 29Q (1930.340849 sec): 3 clusters Score: Raw -1287106.675481 + Penalty 3008.101224 = -1284098.574257 nChanged 15 SP:Iteration 30Q (1930.373645 sec): 3 clusters Score: Raw -1287111.062624 + Penalty 3008.101224 = -1284102.961400 nChanged 13 SP:Iteration 31Q (1930.399990 sec): 3 clusters Score: Raw -1287114.395212 + Penalty 3008.101224 = -1284106.293988 nChanged 10 SP:Iteration 32Q (1930.425978 sec): 3 clusters Score: Raw -1287116.961415 + Penalty 3008.101224 = -1284108.860191 nChanged 10 SP:Iteration 33Q (1930.452442 sec): 3 clusters Score: Raw -1287119.719113 + Penalty 3008.101224 = -1284111.617889 nChanged 10 SP:Iteration 34Q (1930.479149 sec): 3 clusters Score: Raw -1287122.252361 + Penalty 3008.101224 = -1284114.151137 nChanged 6 SP:Iteration 35Q (1930.505379 sec): 3 clusters Score: Raw -1287123.344913 + Penalty 3008.101224 = -1284115.243689 nChanged 4 SP:Iteration 36Q (1930.531598 sec): 3 clusters Score: Raw -1287123.898854 + Penalty 3008.101224 = -1284115.797630 nChanged 3 SP:Iteration 37Q (1930.557752 sec): 3 clusters Score: Raw -1287124.408399 + Penalty 3008.101224 = -1284116.307175 nChanged 2 SP:Iteration 38Q (1930.587951 sec): 3 clusters Score: Raw -1287125.086900 + Penalty 3008.101224 = -1284116.985676 nChanged 3 SP:Iteration 39Q (1930.614345 sec): 3 clusters Score: Raw -1287125.950337 + Penalty 3008.101224 = -1284117.849113 nChanged 4 SP:Iteration 40F (1930.679257 sec): 3 clusters Score: Raw -1287126.891277 + Penalty 3008.101224 = -1284118.790053 nChanged 6 SP:Iteration 41Q (1930.705169 sec): 3 clusters Score: Raw -1287128.947654 + Penalty 3008.101224 = -1284120.846430 nChanged 5 SP:Iteration 42Q (1930.731337 sec): 3 clusters Score: Raw -1287130.736892 + Penalty 3008.101224 = -1284122.635668 nChanged 3 SP:Iteration 43Q (1930.763818 sec): 3 clusters Score: Raw -1287131.467373 + Penalty 3008.101224 = -1284123.366149 nChanged 5 SP:Iteration 44Q (1930.791490 sec): 3 clusters Score: Raw -1287132.807237 + Penalty 3008.101224 = -1284124.706013 nChanged 7 SP:Iteration 45Q (1930.817546 sec): 3 clusters Score: Raw -1287134.257733 + Penalty 3008.101224 = -1284126.156509 nChanged 8 SP:Iteration 46Q (1930.843554 sec): 3 clusters Score: Raw -1287136.796163 + Penalty 3008.101224 = -1284128.694939 nChanged 4 SP:Iteration 47Q (1930.869596 sec): 3 clusters Score: Raw -1287137.737916 + Penalty 3008.101224 = -1284129.636692 nChanged 2 SP:Iteration 48Q (1930.896154 sec): 3 clusters Score: Raw -1287138.093536 + Penalty 3008.101224 = -1284129.992312 nChanged 1 SP:Iteration 49Q (1930.922139 sec): 3 clusters Score: Raw -1287138.452737 + Penalty 3008.101224 = -1284130.351513 nChanged 2 SP:Iteration 50Q (1930.948224 sec): 3 clusters Score: Raw -1287138.866801 + Penalty 3008.101224 = -1284130.765577 nChanged 4 SP:Iteration 51Q (1930.974219 sec): 3 clusters Score: Raw -1287139.939329 + Penalty 3008.101224 = -1284131.838105 nChanged 8 SP:Iteration 52Q (1931.000488 sec): 3 clusters Score: Raw -1287141.620677 + Penalty 3008.101224 = -1284133.519453 nChanged 1 SP:Iteration 53Q (1931.027933 sec): 3 clusters Score: Raw -1287141.911948 + Penalty 3008.101224 = -1284133.810725 nChanged 1 SP:Iteration 54Q (1931.053990 sec): 3 clusters Score: Raw -1287141.982290 + Penalty 3008.101224 = -1284133.881066 nChanged 1 SP:Iteration 55Q (1931.079973 sec): 3 clusters Score: Raw -1287142.151307 + Penalty 3008.101224 = -1284134.050083 nChanged 1 SP:Iteration 56Q (1931.111176 sec): 3 clusters Score: Raw -1287142.273758 + Penalty 3008.101224 = -1284134.172534 nChanged 0 SP:Iteration 57F (1931.139729 sec): 3 clusters Score: Raw -1287142.273758 + Penalty 3008.101224 = -1284134.172534 nChanged 0 Trying to split cluster 16 (6155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1931.158901 sec): 2 clusters Score: Raw -808661.515559 + Penalty 1417.815756 = -807243.699803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1931.181844 sec): 3 clusters Score: Raw -805327.180341 + Penalty 2835.631513 = -802491.548828 nChanged 2561 SP:Iteration 1F (1931.204023 sec): 3 clusters Score: Raw -806700.333895 + Penalty 2835.631513 = -803864.702382 nChanged 437 SP:Iteration 2F (1931.226043 sec): 3 clusters Score: Raw -806933.821615 + Penalty 2835.631513 = -804098.190103 nChanged 380 SP:Iteration 3F (1931.251122 sec): 3 clusters Score: Raw -807156.410948 + Penalty 2835.631513 = -804320.779436 nChanged 334 SP:Iteration 4F (1931.272882 sec): 3 clusters Score: Raw -807360.322296 + Penalty 2835.631513 = -804524.690784 nChanged 323 SP:Iteration 5F (1931.295151 sec): 3 clusters Score: Raw -807582.908663 + Penalty 2835.631513 = -804747.277151 nChanged 296 SP:Iteration 6Q (1931.325157 sec): 3 clusters Score: Raw -807807.054010 + Penalty 2835.631513 = -804971.422498 nChanged 327 SP:Iteration 7F (1931.347409 sec): 3 clusters Score: Raw -808102.515445 + Penalty 2835.631513 = -805266.883932 nChanged 324 SP:Iteration 8F (1931.372547 sec): 3 clusters Score: Raw -808423.577922 + Penalty 2835.631513 = -805587.946409 nChanged 352 SP:Iteration 9F (1931.394619 sec): 3 clusters Score: Raw -808809.177060 + Penalty 2835.631513 = -805973.545548 nChanged 342 SP:Iteration 10F (1931.416853 sec): 3 clusters Score: Raw -809126.840837 + Penalty 2835.631513 = -806291.209325 nChanged 229 SP:Iteration 11Q (1931.438686 sec): 3 clusters Score: Raw -809294.489737 + Penalty 2835.631513 = -806458.858225 nChanged 177 SP:Iteration 12Q (1931.460242 sec): 3 clusters Score: Raw -809397.225101 + Penalty 2835.631513 = -806561.593588 nChanged 112 SP:Iteration 13Q (1931.484011 sec): 3 clusters Score: Raw -809456.398933 + Penalty 2835.631513 = -806620.767420 nChanged 92 SP:Iteration 14Q (1931.505316 sec): 3 clusters Score: Raw -809497.711500 + Penalty 2835.631513 = -806662.079987 nChanged 64 SP:Iteration 15Q (1931.526645 sec): 3 clusters Score: Raw -809516.642774 + Penalty 2835.631513 = -806681.011261 nChanged 38 SP:Iteration 16Q (1931.551287 sec): 3 clusters Score: Raw -809526.860921 + Penalty 2835.631513 = -806691.229408 nChanged 26 SP:Iteration 17Q (1931.572575 sec): 3 clusters Score: Raw -809533.116058 + Penalty 2835.631513 = -806697.484545 nChanged 26 SP:Iteration 18Q (1931.601538 sec): 3 clusters Score: Raw -809539.894469 + Penalty 2835.631513 = -806704.262956 nChanged 23 SP:Iteration 19Q (1931.623897 sec): 3 clusters Score: Raw -809544.234564 + Penalty 2835.631513 = -806708.603051 nChanged 20 SP:Iteration 20F (1931.645982 sec): 3 clusters Score: Raw -809548.350012 + Penalty 2835.631513 = -806712.718499 nChanged 15 SP:Iteration 21Q (1931.667106 sec): 3 clusters Score: Raw -809551.398827 + Penalty 2835.631513 = -806715.767314 nChanged 16 SP:Iteration 22Q (1931.688295 sec): 3 clusters Score: Raw -809554.170527 + Penalty 2835.631513 = -806718.539014 nChanged 8 SP:Iteration 23Q (1931.709553 sec): 3 clusters Score: Raw -809555.759101 + Penalty 2835.631513 = -806720.127589 nChanged 3 SP:Iteration 24Q (1931.730806 sec): 3 clusters Score: Raw -809556.144136 + Penalty 2835.631513 = -806720.512623 nChanged 0 SP:Iteration 25F (1931.752740 sec): 3 clusters Score: Raw -809556.144136 + Penalty 2835.631513 = -806720.512623 nChanged 0 Trying to split cluster 17 (9092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1931.774983 sec): 2 clusters Score: Raw -1113639.038477 + Penalty 1481.211905 = -1112157.826572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1931.812007 sec): 3 clusters Score: Raw -1108534.946948 + Penalty 2962.423810 = -1105572.523138 nChanged 3960 SP:Iteration 1F (1931.838575 sec): 3 clusters Score: Raw -1110683.047097 + Penalty 2962.423810 = -1107720.623287 nChanged 604 SP:Iteration 2F (1931.864608 sec): 3 clusters Score: Raw -1111010.688474 + Penalty 2962.423810 = -1108048.264664 nChanged 560 SP:Iteration 3F (1931.891633 sec): 3 clusters Score: Raw -1111293.111437 + Penalty 2962.423810 = -1108330.687626 nChanged 460 SP:Iteration 4F (1931.917859 sec): 3 clusters Score: Raw -1111511.227313 + Penalty 2962.423810 = -1108548.803503 nChanged 420 SP:Iteration 5Q (1931.946273 sec): 3 clusters Score: Raw -1111728.393933 + Penalty 2962.423810 = -1108765.970123 nChanged 391 SP:Iteration 6Q (1931.976113 sec): 3 clusters Score: Raw -1111937.243321 + Penalty 2962.423810 = -1108974.819511 nChanged 375 SP:Iteration 7Q (1932.002898 sec): 3 clusters Score: Raw -1112138.380792 + Penalty 2962.423810 = -1109175.956982 nChanged 346 SP:Iteration 8Q (1932.029542 sec): 3 clusters Score: Raw -1112336.026636 + Penalty 2962.423810 = -1109373.602826 nChanged 341 SP:Iteration 9Q (1932.056037 sec): 3 clusters Score: Raw -1112535.668028 + Penalty 2962.423810 = -1109573.244218 nChanged 275 SP:Iteration 10Q (1932.103976 sec): 3 clusters Score: Raw -1112691.738101 + Penalty 2962.423810 = -1109729.314291 nChanged 270 SP:Iteration 11Q (1932.130221 sec): 3 clusters Score: Raw -1112847.641271 + Penalty 2962.423810 = -1109885.217461 nChanged 301 SP:Iteration 12Q (1932.156496 sec): 3 clusters Score: Raw -1113010.128251 + Penalty 2962.423810 = -1110047.704440 nChanged 254 SP:Iteration 13Q (1932.182502 sec): 3 clusters Score: Raw -1113157.877798 + Penalty 2962.423810 = -1110195.453988 nChanged 252 SP:Iteration 14Q (1932.208340 sec): 3 clusters Score: Raw -1113322.841915 + Penalty 2962.423810 = -1110360.418105 nChanged 233 SP:Iteration 15Q (1932.234141 sec): 3 clusters Score: Raw -1113467.988550 + Penalty 2962.423810 = -1110505.564740 nChanged 181 SP:Iteration 16Q (1932.259759 sec): 3 clusters Score: Raw -1113577.752896 + Penalty 2962.423810 = -1110615.329086 nChanged 159 SP:Iteration 17Q (1932.288124 sec): 3 clusters Score: Raw -1113663.981101 + Penalty 2962.423810 = -1110701.557291 nChanged 140 SP:Iteration 18Q (1932.322490 sec): 3 clusters Score: Raw -1113727.087694 + Penalty 2962.423810 = -1110764.663883 nChanged 103 SP:Iteration 19Q (1932.347522 sec): 3 clusters Score: Raw -1113771.248038 + Penalty 2962.423810 = -1110808.824228 nChanged 104 SP:Iteration 20F (1932.374086 sec): 3 clusters Score: Raw -1113812.416291 + Penalty 2962.423810 = -1110849.992481 nChanged 96 SP:Iteration 21Q (1932.398929 sec): 3 clusters Score: Raw -1113857.282792 + Penalty 2962.423810 = -1110894.858982 nChanged 98 SP:Iteration 22Q (1932.423737 sec): 3 clusters Score: Raw -1113895.700614 + Penalty 2962.423810 = -1110933.276804 nChanged 78 SP:Iteration 23Q (1932.448444 sec): 3 clusters Score: Raw -1113927.158486 + Penalty 2962.423810 = -1110964.734676 nChanged 66 SP:Iteration 24Q (1932.472976 sec): 3 clusters Score: Raw -1113957.616534 + Penalty 2962.423810 = -1110995.192724 nChanged 63 SP:Iteration 25Q (1932.497373 sec): 3 clusters Score: Raw -1113986.434282 + Penalty 2962.423810 = -1111024.010472 nChanged 60 SP:Iteration 26Q (1932.521820 sec): 3 clusters Score: Raw -1114014.468319 + Penalty 2962.423810 = -1111052.044509 nChanged 61 SP:Iteration 27Q (1932.546280 sec): 3 clusters Score: Raw -1114038.960626 + Penalty 2962.423810 = -1111076.536816 nChanged 53 SP:Iteration 28Q (1932.570431 sec): 3 clusters Score: Raw -1114057.201076 + Penalty 2962.423810 = -1111094.777266 nChanged 36 SP:Iteration 29Q (1932.631104 sec): 3 clusters Score: Raw -1114070.370997 + Penalty 2962.423810 = -1111107.947187 nChanged 30 SP:Iteration 30Q (1932.679153 sec): 3 clusters Score: Raw -1114082.034422 + Penalty 2962.423810 = -1111119.610612 nChanged 25 SP:Iteration 31Q (1932.703155 sec): 3 clusters Score: Raw -1114089.487588 + Penalty 2962.423810 = -1111127.063778 nChanged 19 SP:Iteration 32Q (1932.727360 sec): 3 clusters Score: Raw -1114093.415373 + Penalty 2962.423810 = -1111130.991563 nChanged 13 SP:Iteration 33Q (1932.751713 sec): 3 clusters Score: Raw -1114097.638444 + Penalty 2962.423810 = -1111135.214634 nChanged 13 SP:Iteration 34Q (1932.775827 sec): 3 clusters Score: Raw -1114100.598657 + Penalty 2962.423810 = -1111138.174847 nChanged 12 SP:Iteration 35Q (1932.800256 sec): 3 clusters Score: Raw -1114102.542014 + Penalty 2962.423810 = -1111140.118204 nChanged 5 SP:Iteration 36Q (1932.824432 sec): 3 clusters Score: Raw -1114104.422054 + Penalty 2962.423810 = -1111141.998243 nChanged 7 SP:Iteration 37Q (1932.853909 sec): 3 clusters Score: Raw -1114106.167724 + Penalty 2962.423810 = -1111143.743914 nChanged 6 SP:Iteration 38Q (1932.877879 sec): 3 clusters Score: Raw -1114107.518665 + Penalty 2962.423810 = -1111145.094855 nChanged 6 SP:Iteration 39Q (1932.902331 sec): 3 clusters Score: Raw -1114108.976204 + Penalty 2962.423810 = -1111146.552394 nChanged 5 SP:Iteration 40F (1932.928857 sec): 3 clusters Score: Raw -1114109.624063 + Penalty 2962.423810 = -1111147.200253 nChanged 2 SP:Iteration 41Q (1932.953145 sec): 3 clusters Score: Raw -1114109.942654 + Penalty 2962.423810 = -1111147.518844 nChanged 2 SP:Iteration 42Q (1932.977296 sec): 3 clusters Score: Raw -1114110.164638 + Penalty 2962.423810 = -1111147.740827 nChanged 1 SP:Iteration 43Q (1933.001416 sec): 3 clusters Score: Raw -1114110.402624 + Penalty 2962.423810 = -1111147.978814 nChanged 0 SP:Iteration 44F (1933.036124 sec): 3 clusters Score: Raw -1114110.402624 + Penalty 2962.423810 = -1111147.978814 nChanged 0 Trying to split cluster 18 (7800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1933.057199 sec): 2 clusters Score: Raw -960648.770471 + Penalty 1456.305340 = -959192.465132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1933.082919 sec): 3 clusters Score: Raw -956288.140204 + Penalty 2912.610679 = -953375.529525 nChanged 3260 SP:Iteration 1F (1933.113491 sec): 3 clusters Score: Raw -958131.698764 + Penalty 2912.610679 = -955219.088085 nChanged 499 SP:Iteration 2F (1933.138531 sec): 3 clusters Score: Raw -958380.205096 + Penalty 2912.610679 = -955467.594416 nChanged 424 SP:Iteration 3F (1933.163555 sec): 3 clusters Score: Raw -958593.307429 + Penalty 2912.610679 = -955680.696750 nChanged 385 SP:Iteration 4Q (1933.188651 sec): 3 clusters Score: Raw -958806.216359 + Penalty 2912.610679 = -955893.605680 nChanged 385 SP:Iteration 5Q (1933.213963 sec): 3 clusters Score: Raw -959042.637054 + Penalty 2912.610679 = -956130.026375 nChanged 392 SP:Iteration 6F (1933.240952 sec): 3 clusters Score: Raw -959283.732387 + Penalty 2912.610679 = -956371.121708 nChanged 350 SP:Iteration 7Q (1933.266108 sec): 3 clusters Score: Raw -959529.760806 + Penalty 2912.610679 = -956617.150127 nChanged 349 SP:Iteration 8Q (1933.291032 sec): 3 clusters Score: Raw -959778.749512 + Penalty 2912.610679 = -956866.138833 nChanged 308 SP:Iteration 9Q (1933.315957 sec): 3 clusters Score: Raw -960035.222630 + Penalty 2912.610679 = -957122.611951 nChanged 286 SP:Iteration 10Q (1933.340841 sec): 3 clusters Score: Raw -960283.959592 + Penalty 2912.610679 = -957371.348913 nChanged 262 SP:Iteration 11Q (1933.365383 sec): 3 clusters Score: Raw -960519.151245 + Penalty 2912.610679 = -957606.540566 nChanged 210 SP:Iteration 12Q (1933.389756 sec): 3 clusters Score: Raw -960719.016981 + Penalty 2912.610679 = -957806.406302 nChanged 201 SP:Iteration 13Q (1933.413784 sec): 3 clusters Score: Raw -960883.997711 + Penalty 2912.610679 = -957971.387032 nChanged 151 SP:Iteration 14Q (1933.437530 sec): 3 clusters Score: Raw -960986.083253 + Penalty 2912.610679 = -958073.472573 nChanged 132 SP:Iteration 15Q (1933.461061 sec): 3 clusters Score: Raw -961078.138325 + Penalty 2912.610679 = -958165.527646 nChanged 76 SP:Iteration 16Q (1933.490634 sec): 3 clusters Score: Raw -961119.634027 + Penalty 2912.610679 = -958207.023348 nChanged 58 SP:Iteration 17Q (1933.513996 sec): 3 clusters Score: Raw -961146.913054 + Penalty 2912.610679 = -958234.302375 nChanged 54 SP:Iteration 18Q (1933.537448 sec): 3 clusters Score: Raw -961168.110341 + Penalty 2912.610679 = -958255.499662 nChanged 46 SP:Iteration 19Q (1933.560739 sec): 3 clusters Score: Raw -961184.197188 + Penalty 2912.610679 = -958271.586509 nChanged 36 SP:Iteration 20F (1933.585876 sec): 3 clusters Score: Raw -961195.031389 + Penalty 2912.610679 = -958282.420709 nChanged 33 SP:Iteration 21Q (1933.610350 sec): 3 clusters Score: Raw -961207.756600 + Penalty 2912.610679 = -958295.145921 nChanged 35 SP:Iteration 22Q (1933.633422 sec): 3 clusters Score: Raw -961219.461915 + Penalty 2912.610679 = -958306.851236 nChanged 19 SP:Iteration 23Q (1933.656362 sec): 3 clusters Score: Raw -961225.159141 + Penalty 2912.610679 = -958312.548462 nChanged 26 SP:Iteration 24Q (1933.679496 sec): 3 clusters Score: Raw -961231.902177 + Penalty 2912.610679 = -958319.291498 nChanged 25 SP:Iteration 25Q (1933.702696 sec): 3 clusters Score: Raw -961238.089612 + Penalty 2912.610679 = -958325.478933 nChanged 18 SP:Iteration 26Q (1933.735953 sec): 3 clusters Score: Raw -961243.861965 + Penalty 2912.610679 = -958331.251286 nChanged 19 SP:Iteration 27Q (1933.759098 sec): 3 clusters Score: Raw -961250.188118 + Penalty 2912.610679 = -958337.577439 nChanged 11 SP:Iteration 28Q (1933.789344 sec): 3 clusters Score: Raw -961252.734817 + Penalty 2912.610679 = -958340.124138 nChanged 3 SP:Iteration 29Q (1933.812330 sec): 3 clusters Score: Raw -961253.185956 + Penalty 2912.610679 = -958340.575277 nChanged 4 SP:Iteration 30Q (1933.835501 sec): 3 clusters Score: Raw -961253.637219 + Penalty 2912.610679 = -958341.026540 nChanged 1 SP:Iteration 31Q (1933.858722 sec): 3 clusters Score: Raw -961253.817402 + Penalty 2912.610679 = -958341.206723 nChanged 1 SP:Iteration 32Q (1933.881928 sec): 3 clusters Score: Raw -961254.003367 + Penalty 2912.610679 = -958341.392688 nChanged 1 SP:Iteration 33Q (1933.914619 sec): 3 clusters Score: Raw -961254.215669 + Penalty 2912.610679 = -958341.604990 nChanged 2 SP:Iteration 34Q (1933.937783 sec): 3 clusters Score: Raw -961254.605204 + Penalty 2912.610679 = -958341.994525 nChanged 2 SP:Iteration 35Q (1933.961025 sec): 3 clusters Score: Raw -961255.193881 + Penalty 2912.610679 = -958342.583202 nChanged 1 SP:Iteration 36Q (1933.983986 sec): 3 clusters Score: Raw -961255.372113 + Penalty 2912.610679 = -958342.761433 nChanged 0 SP:Iteration 37F (1934.011072 sec): 3 clusters Score: Raw -961255.372113 + Penalty 2912.610679 = -958342.761433 nChanged 0 Trying to split cluster 19 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1934.020512 sec): 2 clusters Score: Raw -41988.700769 + Penalty 972.798451 = -41015.902318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1934.030507 sec): 3 clusters Score: Raw -41999.292620 + Penalty 1945.596902 = -40053.695718 nChanged 86 SP:Iteration 1F (1934.033098 sec): 3 clusters Score: Raw -42134.368975 + Penalty 1945.596902 = -40188.772074 nChanged 19 SP:Iteration 2Q (1934.035666 sec): 3 clusters Score: Raw -42161.849442 + Penalty 1945.596902 = -40216.252541 nChanged 13 SP:Iteration 3Q (1934.038207 sec): 3 clusters Score: Raw -42204.166329 + Penalty 1945.596902 = -40258.569427 nChanged 13 SP:Iteration 4Q (1934.040943 sec): 3 clusters Score: Raw -42233.729577 + Penalty 1945.596902 = -40288.132675 nChanged 14 SP:Iteration 5Q (1934.052644 sec): 3 clusters Score: Raw -42279.451510 + Penalty 1945.596902 = -40333.854609 nChanged 13 SP:Iteration 6Q (1934.055199 sec): 3 clusters Score: Raw -42315.572695 + Penalty 1945.596902 = -40369.975793 nChanged 7 SP:Iteration 7Q (1934.057717 sec): 3 clusters Score: Raw -42336.708202 + Penalty 1945.596902 = -40391.111301 nChanged 7 SP:Iteration 8Q (1934.060232 sec): 3 clusters Score: Raw -42353.975904 + Penalty 1945.596902 = -40408.379002 nChanged 4 SP:Iteration 9Q (1934.062682 sec): 3 clusters Score: Raw -42359.885423 + Penalty 1945.596902 = -40414.288522 nChanged 1 SP:Iteration 10Q (1934.065135 sec): 3 clusters Score: Raw -42361.024289 + Penalty 1945.596902 = -40415.427387 nChanged 0 SP:Iteration 11F (1934.067738 sec): 3 clusters Score: Raw -42378.787040 + Penalty 1945.596902 = -40433.190138 nChanged 2 SP:Iteration 12Q (1934.070212 sec): 3 clusters Score: Raw -42501.171276 + Penalty 1945.596902 = -40555.574374 nChanged 10 SP:Iteration 13Q (1934.072660 sec): 3 clusters Score: Raw -42567.198698 + Penalty 1945.596902 = -40621.601796 nChanged 20 SP:Iteration 14F (1934.075210 sec): 3 clusters Score: Raw -42670.018482 + Penalty 1945.596902 = -40724.421580 nChanged 13 SP:Iteration 15Q (1934.077653 sec): 3 clusters Score: Raw -42725.806189 + Penalty 1945.596902 = -40780.209287 nChanged 8 SP:Iteration 16Q (1934.080075 sec): 3 clusters Score: Raw -42746.179815 + Penalty 1945.596902 = -40800.582914 nChanged 9 SP:Iteration 17Q (1934.082510 sec): 3 clusters Score: Raw -42774.127058 + Penalty 1945.596902 = -40828.530156 nChanged 2 SP:Iteration 18Q (1934.084922 sec): 3 clusters Score: Raw -42777.581471 + Penalty 1945.596902 = -40831.984569 nChanged 3 SP:Iteration 19Q (1934.087336 sec): 3 clusters Score: Raw -42783.914806 + Penalty 1945.596902 = -40838.317905 nChanged 0 SP:Iteration 20F (1934.089872 sec): 3 clusters Score: Raw -42783.914806 + Penalty 1945.596902 = -40838.317905 nChanged 0 Trying to split cluster 20 (8578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1934.112530 sec): 2 clusters Score: Raw -1033465.353836 + Penalty 1471.755361 = -1031993.598476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1934.138767 sec): 3 clusters Score: Raw -1028668.528643 + Penalty 2943.510721 = -1025725.017922 nChanged 3668 SP:Iteration 1F (1934.164109 sec): 3 clusters Score: Raw -1030646.915646 + Penalty 2943.510721 = -1027703.404925 nChanged 545 SP:Iteration 2F (1934.189527 sec): 3 clusters Score: Raw -1030882.170183 + Penalty 2943.510721 = -1027938.659462 nChanged 439 SP:Iteration 3F (1934.214918 sec): 3 clusters Score: Raw -1031080.458019 + Penalty 2943.510721 = -1028136.947298 nChanged 388 SP:Iteration 4Q (1934.261910 sec): 3 clusters Score: Raw -1031265.420041 + Penalty 2943.510721 = -1028321.909319 nChanged 401 SP:Iteration 5Q (1934.309814 sec): 3 clusters Score: Raw -1031482.871385 + Penalty 2943.510721 = -1028539.360664 nChanged 413 SP:Iteration 6Q (1934.340478 sec): 3 clusters Score: Raw -1031707.319378 + Penalty 2943.510721 = -1028763.808657 nChanged 391 SP:Iteration 7Q (1934.366182 sec): 3 clusters Score: Raw -1031948.169169 + Penalty 2943.510721 = -1029004.658448 nChanged 396 SP:Iteration 8Q (1934.391745 sec): 3 clusters Score: Raw -1032250.878447 + Penalty 2943.510721 = -1029307.367726 nChanged 390 SP:Iteration 9Q (1934.417365 sec): 3 clusters Score: Raw -1032566.241577 + Penalty 2943.510721 = -1029622.730855 nChanged 341 SP:Iteration 10Q (1934.446618 sec): 3 clusters Score: Raw -1032828.130814 + Penalty 2943.510721 = -1029884.620093 nChanged 269 SP:Iteration 11Q (1934.471531 sec): 3 clusters Score: Raw -1033057.864788 + Penalty 2943.510721 = -1030114.354067 nChanged 219 SP:Iteration 12Q (1934.496115 sec): 3 clusters Score: Raw -1033228.438739 + Penalty 2943.510721 = -1030284.928018 nChanged 186 SP:Iteration 13Q (1934.520471 sec): 3 clusters Score: Raw -1033357.757005 + Penalty 2943.510721 = -1030414.246283 nChanged 130 SP:Iteration 14Q (1934.544463 sec): 3 clusters Score: Raw -1033427.701628 + Penalty 2943.510721 = -1030484.190907 nChanged 93 SP:Iteration 15Q (1934.568207 sec): 3 clusters Score: Raw -1033474.249089 + Penalty 2943.510721 = -1030530.738367 nChanged 66 SP:Iteration 16Q (1934.592553 sec): 3 clusters Score: Raw -1033503.899530 + Penalty 2943.510721 = -1030560.388809 nChanged 56 SP:Iteration 17Q (1934.643984 sec): 3 clusters Score: Raw -1033527.117004 + Penalty 2943.510721 = -1030583.606282 nChanged 38 SP:Iteration 18Q (1934.678100 sec): 3 clusters Score: Raw -1033543.477614 + Penalty 2943.510721 = -1030599.966893 nChanged 42 SP:Iteration 19Q (1934.701883 sec): 3 clusters Score: Raw -1033559.944723 + Penalty 2943.510721 = -1030616.434002 nChanged 29 SP:Iteration 20F (1934.729728 sec): 3 clusters Score: Raw -1033569.854784 + Penalty 2943.510721 = -1030626.344063 nChanged 27 SP:Iteration 21Q (1934.754072 sec): 3 clusters Score: Raw -1033580.307022 + Penalty 2943.510721 = -1030636.796301 nChanged 27 SP:Iteration 22Q (1934.777674 sec): 3 clusters Score: Raw -1033592.099025 + Penalty 2943.510721 = -1030648.588303 nChanged 24 SP:Iteration 23Q (1934.800914 sec): 3 clusters Score: Raw -1033601.438403 + Penalty 2943.510721 = -1030657.927682 nChanged 23 SP:Iteration 24Q (1934.833867 sec): 3 clusters Score: Raw -1033608.424914 + Penalty 2943.510721 = -1030664.914193 nChanged 17 SP:Iteration 25Q (1934.859100 sec): 3 clusters Score: Raw -1033616.353328 + Penalty 2943.510721 = -1030672.842606 nChanged 23 SP:Iteration 26Q (1934.882469 sec): 3 clusters Score: Raw -1033624.721687 + Penalty 2943.510721 = -1030681.210966 nChanged 19 SP:Iteration 27Q (1934.915143 sec): 3 clusters Score: Raw -1033632.308331 + Penalty 2943.510721 = -1030688.797610 nChanged 15 SP:Iteration 28Q (1934.938446 sec): 3 clusters Score: Raw -1033638.568944 + Penalty 2943.510721 = -1030695.058223 nChanged 19 SP:Iteration 29Q (1934.961664 sec): 3 clusters Score: Raw -1033647.216143 + Penalty 2943.510721 = -1030703.705422 nChanged 15 SP:Iteration 30Q (1935.006845 sec): 3 clusters Score: Raw -1033653.383744 + Penalty 2943.510721 = -1030709.873022 nChanged 15 SP:Iteration 31Q (1935.030111 sec): 3 clusters Score: Raw -1033658.575267 + Penalty 2943.510721 = -1030715.064546 nChanged 15 SP:Iteration 32Q (1935.053380 sec): 3 clusters Score: Raw -1033664.439053 + Penalty 2943.510721 = -1030720.928332 nChanged 15 SP:Iteration 33Q (1935.081558 sec): 3 clusters Score: Raw -1033669.315715 + Penalty 2943.510721 = -1030725.804993 nChanged 8 SP:Iteration 34Q (1935.104783 sec): 3 clusters Score: Raw -1033672.460437 + Penalty 2943.510721 = -1030728.949715 nChanged 9 SP:Iteration 35Q (1935.128014 sec): 3 clusters Score: Raw -1033677.066336 + Penalty 2943.510721 = -1030733.555615 nChanged 12 SP:Iteration 36Q (1935.151235 sec): 3 clusters Score: Raw -1033682.294355 + Penalty 2943.510721 = -1030738.783634 nChanged 10 SP:Iteration 37Q (1935.174542 sec): 3 clusters Score: Raw -1033685.348321 + Penalty 2943.510721 = -1030741.837599 nChanged 10 SP:Iteration 38Q (1935.197938 sec): 3 clusters Score: Raw -1033689.703100 + Penalty 2943.510721 = -1030746.192379 nChanged 10 SP:Iteration 39Q (1935.220879 sec): 3 clusters Score: Raw -1033692.463961 + Penalty 2943.510721 = -1030748.953240 nChanged 4 SP:Iteration 40F (1935.246633 sec): 3 clusters Score: Raw -1033693.621575 + Penalty 2943.510721 = -1030750.110853 nChanged 2 SP:Iteration 41Q (1935.275036 sec): 3 clusters Score: Raw -1033694.295831 + Penalty 2943.510721 = -1030750.785110 nChanged 1 SP:Iteration 42Q (1935.298182 sec): 3 clusters Score: Raw -1033694.561162 + Penalty 2943.510721 = -1030751.050441 nChanged 3 SP:Iteration 43Q (1935.321241 sec): 3 clusters Score: Raw -1033695.279573 + Penalty 2943.510721 = -1030751.768852 nChanged 3 SP:Iteration 44Q (1935.344246 sec): 3 clusters Score: Raw -1033696.447951 + Penalty 2943.510721 = -1030752.937230 nChanged 4 SP:Iteration 45Q (1935.367281 sec): 3 clusters Score: Raw -1033698.221897 + Penalty 2943.510721 = -1030754.711175 nChanged 7 SP:Iteration 46Q (1935.390513 sec): 3 clusters Score: Raw -1033701.055934 + Penalty 2943.510721 = -1030757.545213 nChanged 5 SP:Iteration 47Q (1935.423600 sec): 3 clusters Score: Raw -1033702.877102 + Penalty 2943.510721 = -1030759.366381 nChanged 4 SP:Iteration 48Q (1935.446634 sec): 3 clusters Score: Raw -1033704.409152 + Penalty 2943.510721 = -1030760.898431 nChanged 2 SP:Iteration 49Q (1935.469675 sec): 3 clusters Score: Raw -1033705.151176 + Penalty 2943.510721 = -1030761.640455 nChanged 1 SP:Iteration 50Q (1935.492785 sec): 3 clusters Score: Raw -1033705.337344 + Penalty 2943.510721 = -1030761.826623 nChanged 0 SP:Iteration 51F (1935.530191 sec): 3 clusters Score: Raw -1033705.337344 + Penalty 2943.510721 = -1030761.826623 nChanged 0 Trying to split cluster 21 (18318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1935.576543 sec): 2 clusters Score: Raw -2290099.525611 + Penalty 1595.041413 = -2288504.484198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1935.632558 sec): 3 clusters Score: Raw -2279206.273680 + Penalty 3190.082825 = -2276016.190855 nChanged 8165 SP:Iteration 1F (1935.682126 sec): 3 clusters Score: Raw -2283782.660939 + Penalty 3190.082825 = -2280592.578114 nChanged 928 SP:Iteration 2F (1935.726474 sec): 3 clusters Score: Raw -2284134.617178 + Penalty 3190.082825 = -2280944.534353 nChanged 845 SP:Iteration 3Q (1935.766446 sec): 3 clusters Score: Raw -2284451.524196 + Penalty 3190.082825 = -2281261.441371 nChanged 770 SP:Iteration 4Q (1935.817860 sec): 3 clusters Score: Raw -2284810.579445 + Penalty 3190.082825 = -2281620.496620 nChanged 862 SP:Iteration 5Q (1935.858545 sec): 3 clusters Score: Raw -2285291.030578 + Penalty 3190.082825 = -2282100.947753 nChanged 986 SP:Iteration 6F (1935.898302 sec): 3 clusters Score: Raw -2285940.290163 + Penalty 3190.082825 = -2282750.207337 nChanged 1095 SP:Iteration 7F (1935.938302 sec): 3 clusters Score: Raw -2286804.579546 + Penalty 3190.082825 = -2283614.496721 nChanged 1077 SP:Iteration 8F (1935.978286 sec): 3 clusters Score: Raw -2287693.809281 + Penalty 3190.082825 = -2284503.726456 nChanged 923 SP:Iteration 9F (1936.018462 sec): 3 clusters Score: Raw -2288478.574324 + Penalty 3190.082825 = -2285288.491499 nChanged 754 SP:Iteration 10Q (1936.057120 sec): 3 clusters Score: Raw -2289102.114829 + Penalty 3190.082825 = -2285912.032004 nChanged 532 SP:Iteration 11Q (1936.094571 sec): 3 clusters Score: Raw -2289542.359476 + Penalty 3190.082825 = -2286352.276651 nChanged 353 SP:Iteration 12Q (1936.131537 sec): 3 clusters Score: Raw -2289806.300157 + Penalty 3190.082825 = -2286616.217331 nChanged 237 SP:Iteration 13Q (1936.166868 sec): 3 clusters Score: Raw -2289966.067275 + Penalty 3190.082825 = -2286775.984450 nChanged 153 SP:Iteration 14Q (1936.201651 sec): 3 clusters Score: Raw -2290064.908568 + Penalty 3190.082825 = -2286874.825743 nChanged 131 SP:Iteration 15Q (1936.236420 sec): 3 clusters Score: Raw -2290151.742323 + Penalty 3190.082825 = -2286961.659498 nChanged 72 SP:Iteration 16Q (1936.270781 sec): 3 clusters Score: Raw -2290201.023695 + Penalty 3190.082825 = -2287010.940870 nChanged 55 SP:Iteration 17Q (1936.310284 sec): 3 clusters Score: Raw -2290229.907055 + Penalty 3190.082825 = -2287039.824230 nChanged 43 SP:Iteration 18Q (1936.344491 sec): 3 clusters Score: Raw -2290252.649696 + Penalty 3190.082825 = -2287062.566871 nChanged 29 SP:Iteration 19Q (1936.383882 sec): 3 clusters Score: Raw -2290271.078623 + Penalty 3190.082825 = -2287080.995798 nChanged 28 SP:Iteration 20F (1936.423451 sec): 3 clusters Score: Raw -2290288.404887 + Penalty 3190.082825 = -2287098.322062 nChanged 20 SP:Iteration 21Q (1936.457605 sec): 3 clusters Score: Raw -2290298.180859 + Penalty 3190.082825 = -2287108.098034 nChanged 13 SP:Iteration 22Q (1936.491822 sec): 3 clusters Score: Raw -2290305.479233 + Penalty 3190.082825 = -2287115.396408 nChanged 15 SP:Iteration 23Q (1936.525269 sec): 3 clusters Score: Raw -2290313.899521 + Penalty 3190.082825 = -2287123.816696 nChanged 11 SP:Iteration 24Q (1936.586383 sec): 3 clusters Score: Raw -2290319.822861 + Penalty 3190.082825 = -2287129.740036 nChanged 8 SP:Iteration 25Q (1936.655013 sec): 3 clusters Score: Raw -2290323.833718 + Penalty 3190.082825 = -2287133.750893 nChanged 7 SP:Iteration 26Q (1936.688040 sec): 3 clusters Score: Raw -2290327.357007 + Penalty 3190.082825 = -2287137.274182 nChanged 10 SP:Iteration 27Q (1936.730668 sec): 3 clusters Score: Raw -2290334.397749 + Penalty 3190.082825 = -2287144.314924 nChanged 10 SP:Iteration 28Q (1936.763874 sec): 3 clusters Score: Raw -2290339.300466 + Penalty 3190.082825 = -2287149.217641 nChanged 5 SP:Iteration 29Q (1936.828393 sec): 3 clusters Score: Raw -2290342.253877 + Penalty 3190.082825 = -2287152.171052 nChanged 3 SP:Iteration 30Q (1936.851330 sec): 3 clusters Score: Raw -2290343.626312 + Penalty 3190.082825 = -2287153.543487 nChanged 2 SP:Iteration 31Q (1936.890373 sec): 3 clusters Score: Raw -2290343.977625 + Penalty 3190.082825 = -2287153.894800 nChanged 2 SP:Iteration 32Q (1936.923914 sec): 3 clusters Score: Raw -2290345.123266 + Penalty 3190.082825 = -2287155.040440 nChanged 2 SP:Iteration 33Q (1936.957187 sec): 3 clusters Score: Raw -2290346.095358 + Penalty 3190.082825 = -2287156.012533 nChanged 0 SP:Iteration 34F (1936.996735 sec): 3 clusters Score: Raw -2290346.095358 + Penalty 3190.082825 = -2287156.012533 nChanged 0 Trying to split cluster 22 (15150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1937.025028 sec): 2 clusters Score: Raw -1896386.521703 + Penalty 1564.185319 = -1894822.336384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1937.063245 sec): 3 clusters Score: Raw -1887432.522958 + Penalty 3128.370639 = -1884304.152320 nChanged 6755 SP:Iteration 1F (1937.099288 sec): 3 clusters Score: Raw -1891133.517129 + Penalty 3128.370639 = -1888005.146490 nChanged 902 SP:Iteration 2F (1937.136593 sec): 3 clusters Score: Raw -1891533.811237 + Penalty 3128.370639 = -1888405.440598 nChanged 837 SP:Iteration 3F (1937.173048 sec): 3 clusters Score: Raw -1891946.555921 + Penalty 3128.370639 = -1888818.185283 nChanged 872 SP:Iteration 4F (1937.243256 sec): 3 clusters Score: Raw -1892454.041548 + Penalty 3128.370639 = -1889325.670910 nChanged 947 SP:Iteration 5F (1937.316605 sec): 3 clusters Score: Raw -1893099.816752 + Penalty 3128.370639 = -1889971.446114 nChanged 956 SP:Iteration 6F (1937.388127 sec): 3 clusters Score: Raw -1893884.323296 + Penalty 3128.370639 = -1890755.952658 nChanged 879 SP:Iteration 7F (1937.444075 sec): 3 clusters Score: Raw -1894704.599256 + Penalty 3128.370639 = -1891576.228617 nChanged 700 SP:Iteration 8Q (1937.507112 sec): 3 clusters Score: Raw -1895332.556626 + Penalty 3128.370639 = -1892204.185988 nChanged 458 SP:Iteration 9Q (1937.574113 sec): 3 clusters Score: Raw -1895745.634808 + Penalty 3128.370639 = -1892617.264169 nChanged 310 SP:Iteration 10Q (1937.636437 sec): 3 clusters Score: Raw -1895993.995853 + Penalty 3128.370639 = -1892865.625214 nChanged 208 SP:Iteration 11Q (1937.714569 sec): 3 clusters Score: Raw -1896155.101899 + Penalty 3128.370639 = -1893026.731261 nChanged 144 SP:Iteration 12Q (1937.785564 sec): 3 clusters Score: Raw -1896251.640297 + Penalty 3128.370639 = -1893123.269658 nChanged 94 SP:Iteration 13Q (1937.837513 sec): 3 clusters Score: Raw -1896316.632234 + Penalty 3128.370639 = -1893188.261595 nChanged 83 SP:Iteration 14Q (1937.897193 sec): 3 clusters Score: Raw -1896378.296076 + Penalty 3128.370639 = -1893249.925438 nChanged 66 SP:Iteration 15Q (1937.963194 sec): 3 clusters Score: Raw -1896427.480160 + Penalty 3128.370639 = -1893299.109522 nChanged 58 SP:Iteration 16Q (1938.013165 sec): 3 clusters Score: Raw -1896472.374220 + Penalty 3128.370639 = -1893344.003581 nChanged 39 SP:Iteration 17Q (1938.069011 sec): 3 clusters Score: Raw -1896494.797896 + Penalty 3128.370639 = -1893366.427257 nChanged 24 SP:Iteration 18Q (1938.133777 sec): 3 clusters Score: Raw -1896510.258772 + Penalty 3128.370639 = -1893381.888133 nChanged 19 SP:Iteration 19Q (1938.180036 sec): 3 clusters Score: Raw -1896524.870339 + Penalty 3128.370639 = -1893396.499700 nChanged 17 SP:Iteration 20F (1938.237392 sec): 3 clusters Score: Raw -1896536.752638 + Penalty 3128.370639 = -1893408.381999 nChanged 16 SP:Iteration 21Q (1938.281584 sec): 3 clusters Score: Raw -1896549.902670 + Penalty 3128.370639 = -1893421.532032 nChanged 12 SP:Iteration 22Q (1938.310881 sec): 3 clusters Score: Raw -1896561.507541 + Penalty 3128.370639 = -1893433.136903 nChanged 8 SP:Iteration 23Q (1938.339994 sec): 3 clusters Score: Raw -1896569.858011 + Penalty 3128.370639 = -1893441.487372 nChanged 11 SP:Iteration 24Q (1938.369138 sec): 3 clusters Score: Raw -1896578.205089 + Penalty 3128.370639 = -1893449.834451 nChanged 9 SP:Iteration 25Q (1938.398490 sec): 3 clusters Score: Raw -1896588.312079 + Penalty 3128.370639 = -1893459.941441 nChanged 9 SP:Iteration 26Q (1938.427599 sec): 3 clusters Score: Raw -1896595.484087 + Penalty 3128.370639 = -1893467.113448 nChanged 7 SP:Iteration 27Q (1938.456854 sec): 3 clusters Score: Raw -1896600.582797 + Penalty 3128.370639 = -1893472.212158 nChanged 5 SP:Iteration 28Q (1938.492621 sec): 3 clusters Score: Raw -1896603.081774 + Penalty 3128.370639 = -1893474.711135 nChanged 1 SP:Iteration 29Q (1938.521635 sec): 3 clusters Score: Raw -1896603.471377 + Penalty 3128.370639 = -1893475.100739 nChanged 1 SP:Iteration 30Q (1938.550792 sec): 3 clusters Score: Raw -1896604.073127 + Penalty 3128.370639 = -1893475.702489 nChanged 0 SP:Iteration 31F (1938.595250 sec): 3 clusters Score: Raw -1896604.073127 + Penalty 3128.370639 = -1893475.702489 nChanged 0 Trying to split cluster 23 (23152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1938.633312 sec): 2 clusters Score: Raw -2888197.044573 + Penalty 1633.098423 = -2886563.946150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1938.692977 sec): 3 clusters Score: Raw -2874081.846130 + Penalty 3266.196846 = -2870815.649284 nChanged 10505 SP:Iteration 1F (1938.740458 sec): 3 clusters Score: Raw -2879946.810747 + Penalty 3266.196846 = -2876680.613901 nChanged 1103 SP:Iteration 2Q (1938.795758 sec): 3 clusters Score: Raw -2880333.095499 + Penalty 3266.196846 = -2877066.898653 nChanged 1040 SP:Iteration 3Q (1938.842986 sec): 3 clusters Score: Raw -2880771.670395 + Penalty 3266.196846 = -2877505.473549 nChanged 1096 SP:Iteration 4Q (1938.890919 sec): 3 clusters Score: Raw -2881284.379288 + Penalty 3266.196846 = -2878018.182442 nChanged 1178 SP:Iteration 5F (1938.939582 sec): 3 clusters Score: Raw -2881925.162075 + Penalty 3266.196846 = -2878658.965230 nChanged 1273 SP:Iteration 6F (1938.992271 sec): 3 clusters Score: Raw -2882650.637602 + Penalty 3266.196846 = -2879384.440756 nChanged 1293 SP:Iteration 7F (1939.039440 sec): 3 clusters Score: Raw -2883419.416010 + Penalty 3266.196846 = -2880153.219164 nChanged 1216 SP:Iteration 8F (1939.106955 sec): 3 clusters Score: Raw -2884130.639915 + Penalty 3266.196846 = -2880864.443069 nChanged 1124 SP:Iteration 9Q (1939.154278 sec): 3 clusters Score: Raw -2884708.345501 + Penalty 3266.196846 = -2881442.148655 nChanged 930 SP:Iteration 10Q (1939.202829 sec): 3 clusters Score: Raw -2885139.653760 + Penalty 3266.196846 = -2881873.456914 nChanged 762 SP:Iteration 11Q (1939.253685 sec): 3 clusters Score: Raw -2885434.448950 + Penalty 3266.196846 = -2882168.252104 nChanged 573 SP:Iteration 12Q (1939.300007 sec): 3 clusters Score: Raw -2885618.927580 + Penalty 3266.196846 = -2882352.730734 nChanged 461 SP:Iteration 13Q (1939.358744 sec): 3 clusters Score: Raw -2885740.017834 + Penalty 3266.196846 = -2882473.820988 nChanged 350 SP:Iteration 14Q (1939.419910 sec): 3 clusters Score: Raw -2885824.091607 + Penalty 3266.196846 = -2882557.894761 nChanged 297 SP:Iteration 15Q (1939.465280 sec): 3 clusters Score: Raw -2885891.992852 + Penalty 3266.196846 = -2882625.796006 nChanged 282 SP:Iteration 16Q (1939.511566 sec): 3 clusters Score: Raw -2885958.249051 + Penalty 3266.196846 = -2882692.052205 nChanged 270 SP:Iteration 17Q (1939.579665 sec): 3 clusters Score: Raw -2886007.698312 + Penalty 3266.196846 = -2882741.501467 nChanged 213 SP:Iteration 18Q (1939.632919 sec): 3 clusters Score: Raw -2886044.792662 + Penalty 3266.196846 = -2882778.595816 nChanged 191 SP:Iteration 19Q (1939.689669 sec): 3 clusters Score: Raw -2886078.959181 + Penalty 3266.196846 = -2882812.762335 nChanged 199 SP:Iteration 20F (1939.741105 sec): 3 clusters Score: Raw -2886114.364862 + Penalty 3266.196846 = -2882848.168016 nChanged 202 SP:Iteration 21Q (1939.786983 sec): 3 clusters Score: Raw -2886155.713685 + Penalty 3266.196846 = -2882889.516839 nChanged 200 SP:Iteration 22Q (1939.836244 sec): 3 clusters Score: Raw -2886193.578899 + Penalty 3266.196846 = -2882927.382053 nChanged 187 SP:Iteration 23Q (1939.881857 sec): 3 clusters Score: Raw -2886226.809419 + Penalty 3266.196846 = -2882960.612573 nChanged 155 SP:Iteration 24Q (1939.928982 sec): 3 clusters Score: Raw -2886255.692799 + Penalty 3266.196846 = -2882989.495954 nChanged 155 SP:Iteration 25Q (1939.978356 sec): 3 clusters Score: Raw -2886279.233107 + Penalty 3266.196846 = -2883013.036261 nChanged 137 SP:Iteration 26Q (1940.030650 sec): 3 clusters Score: Raw -2886298.276394 + Penalty 3266.196846 = -2883032.079549 nChanged 129 SP:Iteration 27Q (1940.087400 sec): 3 clusters Score: Raw -2886318.229889 + Penalty 3266.196846 = -2883052.033043 nChanged 135 SP:Iteration 28Q (1940.132661 sec): 3 clusters Score: Raw -2886340.077837 + Penalty 3266.196846 = -2883073.880991 nChanged 142 SP:Iteration 29Q (1940.178095 sec): 3 clusters Score: Raw -2886364.135384 + Penalty 3266.196846 = -2883097.938538 nChanged 144 SP:Iteration 30Q (1940.232364 sec): 3 clusters Score: Raw -2886386.215711 + Penalty 3266.196846 = -2883120.018865 nChanged 131 SP:Iteration 31Q (1940.283244 sec): 3 clusters Score: Raw -2886405.120078 + Penalty 3266.196846 = -2883138.923232 nChanged 129 SP:Iteration 32Q (1940.353013 sec): 3 clusters Score: Raw -2886426.293626 + Penalty 3266.196846 = -2883160.096781 nChanged 127 SP:Iteration 33Q (1940.407045 sec): 3 clusters Score: Raw -2886443.713683 + Penalty 3266.196846 = -2883177.516837 nChanged 130 SP:Iteration 34Q (1940.457005 sec): 3 clusters Score: Raw -2886460.079134 + Penalty 3266.196846 = -2883193.882288 nChanged 119 SP:Iteration 35Q (1940.513176 sec): 3 clusters Score: Raw -2886474.753951 + Penalty 3266.196846 = -2883208.557105 nChanged 112 SP:Iteration 36Q (1940.572555 sec): 3 clusters Score: Raw -2886490.117941 + Penalty 3266.196846 = -2883223.921096 nChanged 108 SP:Iteration 37Q (1940.628002 sec): 3 clusters Score: Raw -2886504.196646 + Penalty 3266.196846 = -2883237.999800 nChanged 106 SP:Iteration 38Q (1940.675939 sec): 3 clusters Score: Raw -2886517.602533 + Penalty 3266.196846 = -2883251.405687 nChanged 112 SP:Iteration 39Q (1940.731180 sec): 3 clusters Score: Raw -2886533.465030 + Penalty 3266.196846 = -2883267.268184 nChanged 121 SP:Iteration 40F (1940.786847 sec): 3 clusters Score: Raw -2886551.240971 + Penalty 3266.196846 = -2883285.044125 nChanged 117 SP:Iteration 41Q (1940.841984 sec): 3 clusters Score: Raw -2886567.926969 + Penalty 3266.196846 = -2883301.730124 nChanged 118 SP:Iteration 42Q (1940.898384 sec): 3 clusters Score: Raw -2886583.545293 + Penalty 3266.196846 = -2883317.348447 nChanged 111 SP:Iteration 43Q (1940.967457 sec): 3 clusters Score: Raw -2886596.871336 + Penalty 3266.196846 = -2883330.674491 nChanged 94 SP:Iteration 44Q (1941.017326 sec): 3 clusters Score: Raw -2886608.210252 + Penalty 3266.196846 = -2883342.013406 nChanged 106 SP:Iteration 45Q (1941.072404 sec): 3 clusters Score: Raw -2886621.152665 + Penalty 3266.196846 = -2883354.955819 nChanged 99 SP:Iteration 46Q (1941.151997 sec): 3 clusters Score: Raw -2886635.127040 + Penalty 3266.196846 = -2883368.930194 nChanged 121 SP:Iteration 47Q (1941.199076 sec): 3 clusters Score: Raw -2886653.873277 + Penalty 3266.196846 = -2883387.676431 nChanged 118 SP:Iteration 48Q (1941.246980 sec): 3 clusters Score: Raw -2886674.377460 + Penalty 3266.196846 = -2883408.180614 nChanged 133 SP:Iteration 49Q (1941.325285 sec): 3 clusters Score: Raw -2886697.160645 + Penalty 3266.196846 = -2883430.963799 nChanged 150 SP:Iteration 50Q (1941.378624 sec): 3 clusters Score: Raw -2886722.102224 + Penalty 3266.196846 = -2883455.905378 nChanged 142 SP:Iteration 51Q (1941.446497 sec): 3 clusters Score: Raw -2886745.401477 + Penalty 3266.196846 = -2883479.204631 nChanged 133 SP:Iteration 52Q (1941.491469 sec): 3 clusters Score: Raw -2886769.184542 + Penalty 3266.196846 = -2883502.987697 nChanged 149 SP:Iteration 53Q (1941.539610 sec): 3 clusters Score: Raw -2886793.790338 + Penalty 3266.196846 = -2883527.593492 nChanged 141 SP:Iteration 54Q (1941.612360 sec): 3 clusters Score: Raw -2886813.514547 + Penalty 3266.196846 = -2883547.317701 nChanged 137 SP:Iteration 55Q (1941.675459 sec): 3 clusters Score: Raw -2886837.186976 + Penalty 3266.196846 = -2883570.990131 nChanged 146 SP:Iteration 56Q (1941.757015 sec): 3 clusters Score: Raw -2886862.120541 + Penalty 3266.196846 = -2883595.923696 nChanged 150 SP:Iteration 57Q (1941.806283 sec): 3 clusters Score: Raw -2886892.631499 + Penalty 3266.196846 = -2883626.434654 nChanged 169 SP:Iteration 58Q (1941.855952 sec): 3 clusters Score: Raw -2886929.707599 + Penalty 3266.196846 = -2883663.510753 nChanged 177 SP:Iteration 59Q (1941.926942 sec): 3 clusters Score: Raw -2886967.956608 + Penalty 3266.196846 = -2883701.759762 nChanged 162 SP:Iteration 60F (1941.977617 sec): 3 clusters Score: Raw -2886998.590604 + Penalty 3266.196846 = -2883732.393758 nChanged 151 SP:Iteration 61Q (1942.022696 sec): 3 clusters Score: Raw -2887026.103863 + Penalty 3266.196846 = -2883759.907017 nChanged 164 SP:Iteration 62Q (1942.068982 sec): 3 clusters Score: Raw -2887056.010270 + Penalty 3266.196846 = -2883789.813424 nChanged 172 SP:Iteration 63Q (1942.116447 sec): 3 clusters Score: Raw -2887090.635019 + Penalty 3266.196846 = -2883824.438173 nChanged 191 SP:Iteration 64Q (1942.162502 sec): 3 clusters Score: Raw -2887127.312571 + Penalty 3266.196846 = -2883861.115725 nChanged 190 SP:Iteration 65Q (1942.206797 sec): 3 clusters Score: Raw -2887163.521070 + Penalty 3266.196846 = -2883897.324224 nChanged 167 SP:Iteration 66Q (1942.279941 sec): 3 clusters Score: Raw -2887192.110877 + Penalty 3266.196846 = -2883925.914031 nChanged 171 SP:Iteration 67Q (1942.331518 sec): 3 clusters Score: Raw -2887227.891160 + Penalty 3266.196846 = -2883961.694314 nChanged 195 SP:Iteration 68Q (1942.376353 sec): 3 clusters Score: Raw -2887268.766307 + Penalty 3266.196846 = -2884002.569461 nChanged 204 SP:Iteration 69Q (1942.426084 sec): 3 clusters Score: Raw -2887318.099820 + Penalty 3266.196846 = -2884051.902974 nChanged 228 SP:Iteration 70Q (1942.482507 sec): 3 clusters Score: Raw -2887367.347599 + Penalty 3266.196846 = -2884101.150753 nChanged 206 SP:Iteration 71Q (1942.529389 sec): 3 clusters Score: Raw -2887419.513139 + Penalty 3266.196846 = -2884153.316293 nChanged 222 SP:Iteration 72Q (1942.594228 sec): 3 clusters Score: Raw -2887472.396525 + Penalty 3266.196846 = -2884206.199679 nChanged 230 SP:Iteration 73Q (1942.637840 sec): 3 clusters Score: Raw -2887533.081529 + Penalty 3266.196846 = -2884266.884683 nChanged 246 SP:Iteration 74Q (1942.683630 sec): 3 clusters Score: Raw -2887600.959579 + Penalty 3266.196846 = -2884334.762733 nChanged 230 SP:Iteration 75Q (1942.736121 sec): 3 clusters Score: Raw -2887662.846809 + Penalty 3266.196846 = -2884396.649963 nChanged 212 SP:Iteration 76Q (1942.779533 sec): 3 clusters Score: Raw -2887719.708042 + Penalty 3266.196846 = -2884453.511196 nChanged 198 SP:Iteration 77Q (1942.822687 sec): 3 clusters Score: Raw -2887774.913015 + Penalty 3266.196846 = -2884508.716169 nChanged 200 SP:Iteration 78Q (1942.869390 sec): 3 clusters Score: Raw -2887829.875049 + Penalty 3266.196846 = -2884563.678203 nChanged 185 SP:Iteration 79Q (1942.945933 sec): 3 clusters Score: Raw -2887876.930422 + Penalty 3266.196846 = -2884610.733576 nChanged 173 SP:Iteration 80F (1942.997461 sec): 3 clusters Score: Raw -2887915.801766 + Penalty 3266.196846 = -2884649.604920 nChanged 159 SP:Iteration 81Q (1943.041121 sec): 3 clusters Score: Raw -2887949.676396 + Penalty 3266.196846 = -2884683.479550 nChanged 144 SP:Iteration 82Q (1943.095712 sec): 3 clusters Score: Raw -2887978.235420 + Penalty 3266.196846 = -2884712.038574 nChanged 152 SP:Iteration 83Q (1943.145715 sec): 3 clusters Score: Raw -2888012.812852 + Penalty 3266.196846 = -2884746.616006 nChanged 142 SP:Iteration 84Q (1943.194786 sec): 3 clusters Score: Raw -2888042.905344 + Penalty 3266.196846 = -2884776.708498 nChanged 135 SP:Iteration 85Q (1943.238092 sec): 3 clusters Score: Raw -2888074.890929 + Penalty 3266.196846 = -2884808.694083 nChanged 137 SP:Iteration 86Q (1943.288590 sec): 3 clusters Score: Raw -2888108.392658 + Penalty 3266.196846 = -2884842.195812 nChanged 140 SP:Iteration 87Q (1943.335404 sec): 3 clusters Score: Raw -2888138.071443 + Penalty 3266.196846 = -2884871.874597 nChanged 129 SP:Iteration 88Q (1943.377872 sec): 3 clusters Score: Raw -2888168.666111 + Penalty 3266.196846 = -2884902.469266 nChanged 133 SP:Iteration 89Q (1943.420617 sec): 3 clusters Score: Raw -2888198.669768 + Penalty 3266.196846 = -2884932.472922 nChanged 114 SP:Iteration 90Q (1943.463445 sec): 3 clusters Score: Raw -2888218.543844 + Penalty 3266.196846 = -2884952.346998 nChanged 87 SP:Iteration 91Q (1943.521144 sec): 3 clusters Score: Raw -2888232.423158 + Penalty 3266.196846 = -2884966.226313 nChanged 74 SP:Iteration 92Q (1943.584111 sec): 3 clusters Score: Raw -2888244.347200 + Penalty 3266.196846 = -2884978.150354 nChanged 76 SP:Iteration 93Q (1943.626516 sec): 3 clusters Score: Raw -2888256.543922 + Penalty 3266.196846 = -2884990.347076 nChanged 69 SP:Iteration 94Q (1943.681646 sec): 3 clusters Score: Raw -2888266.358482 + Penalty 3266.196846 = -2885000.161636 nChanged 57 SP:Iteration 95Q (1943.721946 sec): 3 clusters Score: Raw -2888273.909764 + Penalty 3266.196846 = -2885007.712918 nChanged 54 SP:Iteration 96Q (1943.763731 sec): 3 clusters Score: Raw -2888281.559563 + Penalty 3266.196846 = -2885015.362717 nChanged 41 SP:Iteration 97Q (1943.818756 sec): 3 clusters Score: Raw -2888286.591186 + Penalty 3266.196846 = -2885020.394340 nChanged 37 SP:Iteration 98Q (1943.859011 sec): 3 clusters Score: Raw -2888290.983913 + Penalty 3266.196846 = -2885024.787067 nChanged 38 SP:Iteration 99Q (1943.907669 sec): 3 clusters Score: Raw -2888295.752763 + Penalty 3266.196846 = -2885029.555918 nChanged 35 SP:Iteration 100F (1943.948476 sec): 3 clusters Score: Raw -2888300.557345 + Penalty 3266.196846 = -2885034.360499 nChanged 33 SP:Iteration 101Q (1944.000852 sec): 3 clusters Score: Raw -2888304.738647 + Penalty 3266.196846 = -2885038.541802 nChanged 43 SP:Iteration 102Q (1944.042498 sec): 3 clusters Score: Raw -2888310.508602 + Penalty 3266.196846 = -2885044.311757 nChanged 41 SP:Iteration 103Q (1944.099060 sec): 3 clusters Score: Raw -2888316.149968 + Penalty 3266.196846 = -2885049.953122 nChanged 45 SP:Iteration 104Q (1944.171057 sec): 3 clusters Score: Raw -2888323.748965 + Penalty 3266.196846 = -2885057.552119 nChanged 48 SP:Iteration 105Q (1944.217689 sec): 3 clusters Score: Raw -2888331.142763 + Penalty 3266.196846 = -2885064.945917 nChanged 45 SP:Iteration 106Q (1944.269195 sec): 3 clusters Score: Raw -2888337.974509 + Penalty 3266.196846 = -2885071.777663 nChanged 42 SP:Iteration 107Q (1944.311276 sec): 3 clusters Score: Raw -2888344.783613 + Penalty 3266.196846 = -2885078.586767 nChanged 49 SP:Iteration 108Q (1944.358789 sec): 3 clusters Score: Raw -2888353.406834 + Penalty 3266.196846 = -2885087.209988 nChanged 52 SP:Iteration 109Q (1944.419383 sec): 3 clusters Score: Raw -2888362.686262 + Penalty 3266.196846 = -2885096.489416 nChanged 42 SP:Iteration 110Q (1944.470330 sec): 3 clusters Score: Raw -2888369.260301 + Penalty 3266.196846 = -2885103.063456 nChanged 42 SP:Iteration 111Q (1944.521323 sec): 3 clusters Score: Raw -2888376.355235 + Penalty 3266.196846 = -2885110.158389 nChanged 42 SP:Iteration 112Q (1944.572512 sec): 3 clusters Score: Raw -2888384.338467 + Penalty 3266.196846 = -2885118.141621 nChanged 51 SP:Iteration 113Q (1944.614554 sec): 3 clusters Score: Raw -2888395.285251 + Penalty 3266.196846 = -2885129.088405 nChanged 51 SP:Iteration 114Q (1944.671422 sec): 3 clusters Score: Raw -2888405.464345 + Penalty 3266.196846 = -2885139.267499 nChanged 44 SP:Iteration 115Q (1944.722561 sec): 3 clusters Score: Raw -2888417.551692 + Penalty 3266.196846 = -2885151.354846 nChanged 50 SP:Iteration 116Q (1944.769681 sec): 3 clusters Score: Raw -2888429.635062 + Penalty 3266.196846 = -2885163.438216 nChanged 67 SP:Iteration 117Q (1944.810547 sec): 3 clusters Score: Raw -2888448.698883 + Penalty 3266.196846 = -2885182.502037 nChanged 68 SP:Iteration 118Q (1944.851208 sec): 3 clusters Score: Raw -2888467.712864 + Penalty 3266.196846 = -2885201.516019 nChanged 59 SP:Iteration 119Q (1944.915067 sec): 3 clusters Score: Raw -2888481.423469 + Penalty 3266.196846 = -2885215.226623 nChanged 63 SP:Iteration 120F (1944.971664 sec): 3 clusters Score: Raw -2888499.908364 + Penalty 3266.196846 = -2885233.711518 nChanged 86 SP:Iteration 121Q (1945.025421 sec): 3 clusters Score: Raw -2888521.242109 + Penalty 3266.196846 = -2885255.045263 nChanged 74 SP:Iteration 122Q (1945.069729 sec): 3 clusters Score: Raw -2888543.447456 + Penalty 3266.196846 = -2885277.250611 nChanged 73 SP:Iteration 123Q (1945.130594 sec): 3 clusters Score: Raw -2888560.817565 + Penalty 3266.196846 = -2885294.620719 nChanged 53 SP:Iteration 124Q (1945.178610 sec): 3 clusters Score: Raw -2888571.830485 + Penalty 3266.196846 = -2885305.633639 nChanged 44 SP:Iteration 125Q (1945.232636 sec): 3 clusters Score: Raw -2888582.533060 + Penalty 3266.196846 = -2885316.336214 nChanged 41 SP:Iteration 126Q (1945.270060 sec): 3 clusters Score: Raw -2888591.470620 + Penalty 3266.196846 = -2885325.273774 nChanged 35 SP:Iteration 127Q (1945.332839 sec): 3 clusters Score: Raw -2888598.440804 + Penalty 3266.196846 = -2885332.243958 nChanged 38 SP:Iteration 128Q (1945.372998 sec): 3 clusters Score: Raw -2888608.342475 + Penalty 3266.196846 = -2885342.145629 nChanged 38 SP:Iteration 129Q (1945.435409 sec): 3 clusters Score: Raw -2888616.568110 + Penalty 3266.196846 = -2885350.371264 nChanged 33 SP:Iteration 130Q (1945.501528 sec): 3 clusters Score: Raw -2888624.083948 + Penalty 3266.196846 = -2885357.887102 nChanged 32 SP:Iteration 131Q (1945.556519 sec): 3 clusters Score: Raw -2888630.469938 + Penalty 3266.196846 = -2885364.273092 nChanged 28 SP:Iteration 132Q (1945.603196 sec): 3 clusters Score: Raw -2888637.653824 + Penalty 3266.196846 = -2885371.456978 nChanged 29 SP:Iteration 133Q (1945.645267 sec): 3 clusters Score: Raw -2888644.060605 + Penalty 3266.196846 = -2885377.863759 nChanged 19 SP:Iteration 134Q (1945.699814 sec): 3 clusters Score: Raw -2888646.948259 + Penalty 3266.196846 = -2885380.751413 nChanged 20 SP:Iteration 135Q (1945.740931 sec): 3 clusters Score: Raw -2888650.185805 + Penalty 3266.196846 = -2885383.988959 nChanged 19 SP:Iteration 136Q (1945.781129 sec): 3 clusters Score: Raw -2888652.978158 + Penalty 3266.196846 = -2885386.781312 nChanged 14 SP:Iteration 137Q (1945.842125 sec): 3 clusters Score: Raw -2888654.872048 + Penalty 3266.196846 = -2885388.675202 nChanged 14 SP:Iteration 138Q (1945.882526 sec): 3 clusters Score: Raw -2888656.896878 + Penalty 3266.196846 = -2885390.700032 nChanged 14 SP:Iteration 139Q (1945.923154 sec): 3 clusters Score: Raw -2888659.275124 + Penalty 3266.196846 = -2885393.078278 nChanged 11 SP:Iteration 140F (1945.992656 sec): 3 clusters Score: Raw -2888660.858364 + Penalty 3266.196846 = -2885394.661518 nChanged 11 SP:Iteration 141Q (1946.036139 sec): 3 clusters Score: Raw -2888663.002348 + Penalty 3266.196846 = -2885396.805502 nChanged 11 SP:Iteration 142Q (1946.076736 sec): 3 clusters Score: Raw -2888664.147697 + Penalty 3266.196846 = -2885397.950851 nChanged 11 SP:Iteration 143Q (1946.119257 sec): 3 clusters Score: Raw -2888665.915394 + Penalty 3266.196846 = -2885399.718548 nChanged 10 SP:Iteration 144Q (1946.166710 sec): 3 clusters Score: Raw -2888668.228468 + Penalty 3266.196846 = -2885402.031623 nChanged 13 SP:Iteration 145Q (1946.214316 sec): 3 clusters Score: Raw -2888671.205191 + Penalty 3266.196846 = -2885405.008345 nChanged 13 SP:Iteration 146Q (1946.257340 sec): 3 clusters Score: Raw -2888673.954942 + Penalty 3266.196846 = -2885407.758096 nChanged 16 SP:Iteration 147Q (1946.320917 sec): 3 clusters Score: Raw -2888676.350126 + Penalty 3266.196846 = -2885410.153280 nChanged 11 SP:Iteration 148Q (1946.366237 sec): 3 clusters Score: Raw -2888677.731119 + Penalty 3266.196846 = -2885411.534273 nChanged 10 SP:Iteration 149Q (1946.406085 sec): 3 clusters Score: Raw -2888679.091309 + Penalty 3266.196846 = -2885412.894463 nChanged 7 SP:Iteration 150Q (1946.450737 sec): 3 clusters Score: Raw -2888679.934822 + Penalty 3266.196846 = -2885413.737976 nChanged 7 SP:Iteration 151Q (1946.490677 sec): 3 clusters Score: Raw -2888681.334920 + Penalty 3266.196846 = -2885415.138074 nChanged 11 SP:Iteration 152Q (1946.530579 sec): 3 clusters Score: Raw -2888683.598673 + Penalty 3266.196846 = -2885417.401827 nChanged 8 SP:Iteration 153Q (1946.604645 sec): 3 clusters Score: Raw -2888684.954174 + Penalty 3266.196846 = -2885418.757328 nChanged 6 SP:Iteration 154Q (1946.647544 sec): 3 clusters Score: Raw -2888685.749681 + Penalty 3266.196846 = -2885419.552836 nChanged 6 SP:Iteration 155Q (1946.703209 sec): 3 clusters Score: Raw -2888686.924817 + Penalty 3266.196846 = -2885420.727971 nChanged 5 SP:Iteration 156Q (1946.777542 sec): 3 clusters Score: Raw -2888687.689452 + Penalty 3266.196846 = -2885421.492606 nChanged 6 SP:Iteration 157Q (1946.851198 sec): 3 clusters Score: Raw -2888688.523581 + Penalty 3266.196846 = -2885422.326735 nChanged 4 SP:Iteration 158Q (1946.915874 sec): 3 clusters Score: Raw -2888688.849485 + Penalty 3266.196846 = -2885422.652639 nChanged 5 SP:Iteration 159Q (1946.958492 sec): 3 clusters Score: Raw -2888689.732528 + Penalty 3266.196846 = -2885423.535682 nChanged 3 SP:Iteration 160F (1947.006253 sec): 3 clusters Score: Raw -2888690.161941 + Penalty 3266.196846 = -2885423.965095 nChanged 4 SP:Iteration 161Q (1947.046444 sec): 3 clusters Score: Raw -2888691.103034 + Penalty 3266.196846 = -2885424.906189 nChanged 2 SP:Iteration 162Q (1947.087211 sec): 3 clusters Score: Raw -2888691.398780 + Penalty 3266.196846 = -2885425.201934 nChanged 2 SP:Iteration 163Q (1947.132326 sec): 3 clusters Score: Raw -2888691.556195 + Penalty 3266.196846 = -2885425.359349 nChanged 1 SP:Iteration 164Q (1947.182852 sec): 3 clusters Score: Raw -2888691.780111 + Penalty 3266.196846 = -2885425.583265 nChanged 1 SP:Iteration 165Q (1947.245529 sec): 3 clusters Score: Raw -2888692.028386 + Penalty 3266.196846 = -2885425.831540 nChanged 4 SP:Iteration 166Q (1947.295128 sec): 3 clusters Score: Raw -2888692.585419 + Penalty 3266.196846 = -2885426.388573 nChanged 1 SP:Iteration 167Q (1947.367783 sec): 3 clusters Score: Raw -2888692.724948 + Penalty 3266.196846 = -2885426.528102 nChanged 0 SP:Iteration 168F (1947.432781 sec): 3 clusters Score: Raw -2888692.724948 + Penalty 3266.196846 = -2885426.528102 nChanged 0 Iteration 179Q (1949.789620 sec): 24 clusters Score: Raw -39137219.151807 + Penalty 47416.036041 = -39089803.115766 nChanged 269 Iteration 180F (1954.379543 sec): 24 clusters Score: Raw -39137251.304387 + Penalty 47416.036041 = -39089835.268345 nChanged 233 Iteration 181Q (1956.560010 sec): 24 clusters Score: Raw -39137279.568450 + Penalty 47416.036041 = -39089863.532409 nChanged 254 Iteration 182Q (1958.746510 sec): 24 clusters Score: Raw -39137314.297891 + Penalty 47416.036041 = -39089898.261850 nChanged 259 Iteration 183Q (1960.922621 sec): 24 clusters Score: Raw -39137349.089054 + Penalty 47416.036041 = -39089933.053013 nChanged 267 Iteration 184Q (1963.106581 sec): 24 clusters Score: Raw -39137386.481566 + Penalty 47416.036041 = -39089970.445525 nChanged 264 Iteration 185Q (1965.277370 sec): 24 clusters Score: Raw -39137428.443532 + Penalty 47416.036041 = -39090012.407490 nChanged 272 Iteration 186Q (1967.466029 sec): 24 clusters Score: Raw -39137469.391863 + Penalty 47416.036041 = -39090053.355822 nChanged 268 Iteration 187Q (1969.644891 sec): 24 clusters Score: Raw -39137504.983742 + Penalty 47416.036041 = -39090088.947701 nChanged 253 Iteration 188Q (1971.787774 sec): 24 clusters Score: Raw -39137538.325069 + Penalty 47416.036041 = -39090122.289028 nChanged 227 Iteration 189Q (1973.949064 sec): 24 clusters Score: Raw -39137570.122621 + Penalty 47416.036041 = -39090154.086580 nChanged 251 Iteration 190Q (1976.154144 sec): 24 clusters Score: Raw -39137611.674890 + Penalty 47416.036041 = -39090195.638849 nChanged 265 Iteration 191Q (1978.320421 sec): 24 clusters Score: Raw -39137652.476165 + Penalty 47416.036041 = -39090236.440124 nChanged 276 Iteration 192Q (1980.518412 sec): 24 clusters Score: Raw -39137689.435868 + Penalty 47416.036041 = -39090273.399827 nChanged 258 Iteration 193Q (1982.692676 sec): 24 clusters Score: Raw -39137724.007841 + Penalty 47416.036041 = -39090307.971800 nChanged 244 Iteration 194Q (1984.876074 sec): 24 clusters Score: Raw -39137756.041270 + Penalty 47416.036041 = -39090340.005229 nChanged 234 Iteration 195Q (1987.037823 sec): 24 clusters Score: Raw -39137785.325741 + Penalty 47416.036041 = -39090369.289700 nChanged 217 Iteration 196Q (1989.221204 sec): 24 clusters Score: Raw -39137809.140518 + Penalty 47416.036041 = -39090393.104477 nChanged 182 Iteration 197Q (1991.388551 sec): 24 clusters Score: Raw -39137830.910635 + Penalty 47416.036041 = -39090414.874594 nChanged 196 Iteration 198Q (1993.582379 sec): 24 clusters Score: Raw -39137851.881964 + Penalty 47416.036041 = -39090435.845922 nChanged 194 Iteration 199Q (1995.771324 sec): 24 clusters Score: Raw -39137871.148431 + Penalty 47416.036041 = -39090455.112390 nChanged 175 Iteration 200F (2000.206132 sec): 24 clusters Score: Raw -39137886.745748 + Penalty 47416.036041 = -39090470.709707 nChanged 157 Iteration 201Q (2002.421780 sec): 24 clusters Score: Raw -39137902.636008 + Penalty 47416.036041 = -39090486.599967 nChanged 166 Iteration 202Q (2004.598396 sec): 24 clusters Score: Raw -39137924.362967 + Penalty 47416.036041 = -39090508.326925 nChanged 178 Iteration 203Q (2006.784875 sec): 24 clusters Score: Raw -39137945.559292 + Penalty 47416.036041 = -39090529.523250 nChanged 168 Iteration 204Q (2008.959117 sec): 24 clusters Score: Raw -39137964.218904 + Penalty 47416.036041 = -39090548.182862 nChanged 148 Iteration 205Q (2011.134322 sec): 24 clusters Score: Raw -39137977.324490 + Penalty 47416.036041 = -39090561.288448 nChanged 131 Iteration 206Q (2013.298513 sec): 24 clusters Score: Raw -39137988.506083 + Penalty 47416.036041 = -39090572.470042 nChanged 108 Iteration 207Q (2015.480480 sec): 24 clusters Score: Raw -39137997.326060 + Penalty 47416.036041 = -39090581.290018 nChanged 104 Iteration 208Q (2017.676616 sec): 24 clusters Score: Raw -39138005.015513 + Penalty 47416.036041 = -39090588.979472 nChanged 95 Iteration 209Q (2019.880585 sec): 24 clusters Score: Raw -39138010.693135 + Penalty 47416.036041 = -39090594.657094 nChanged 89 Iteration 210Q (2022.069268 sec): 24 clusters Score: Raw -39138016.218401 + Penalty 47416.036041 = -39090600.182360 nChanged 78 Iteration 211Q (2024.225706 sec): 24 clusters Score: Raw -39138020.752623 + Penalty 47416.036041 = -39090604.716582 nChanged 65 Iteration 212Q (2026.392941 sec): 24 clusters Score: Raw -39138024.769203 + Penalty 47416.036041 = -39090608.733162 nChanged 64 Iteration 213Q (2028.589389 sec): 24 clusters Score: Raw -39138028.352225 + Penalty 47416.036041 = -39090612.316183 nChanged 48 Iteration 214Q (2030.770741 sec): 24 clusters Score: Raw -39138031.896324 + Penalty 47416.036041 = -39090615.860283 nChanged 36 Iteration 215Q (2032.981499 sec): 24 clusters Score: Raw -39138034.273511 + Penalty 47416.036041 = -39090618.237470 nChanged 32 Iteration 216Q (2035.185945 sec): 24 clusters Score: Raw -39138036.155343 + Penalty 47416.036041 = -39090620.119301 nChanged 22 Iteration 217Q (2037.639010 sec): 24 clusters Score: Raw -39138037.889641 + Penalty 47416.036041 = -39090621.853600 nChanged 27 Iteration 218Q (2039.903410 sec): 24 clusters Score: Raw -39138039.716817 + Penalty 47416.036041 = -39090623.680776 nChanged 26 Writing temp clu file Because OldScore, -39090621.853600, is greater than current (better) Score,-39090623.680776 Compute initial score before splitting: Score: Raw -39138039.716817 + Penalty 47416.036041 = -39090623.680776 Trying to split cluster 1 (15903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2039.991940 sec): 2 clusters Score: Raw -2008989.349428 + Penalty 1572.067746 = -2007417.281682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2040.061989 sec): 3 clusters Score: Raw -1999685.498727 + Penalty 3144.135491 = -1996541.363235 nChanged 7008 SP:Iteration 1F (2040.123059 sec): 3 clusters Score: Raw -2003508.175572 + Penalty 3144.135491 = -2000364.040081 nChanged 760 SP:Iteration 2Q (2040.165408 sec): 3 clusters Score: Raw -2003788.758924 + Penalty 3144.135491 = -2000644.623433 nChanged 700 SP:Iteration 3Q (2040.201973 sec): 3 clusters Score: Raw -2004082.697610 + Penalty 3144.135491 = -2000938.562119 nChanged 777 SP:Iteration 4Q (2040.244661 sec): 3 clusters Score: Raw -2004451.894320 + Penalty 3144.135491 = -2001307.758829 nChanged 877 SP:Iteration 5F (2040.283855 sec): 3 clusters Score: Raw -2004960.429117 + Penalty 3144.135491 = -2001816.293626 nChanged 974 SP:Iteration 6F (2040.329348 sec): 3 clusters Score: Raw -2005621.867360 + Penalty 3144.135491 = -2002477.731868 nChanged 1016 SP:Iteration 7F (2040.374263 sec): 3 clusters Score: Raw -2006419.402342 + Penalty 3144.135491 = -2003275.266851 nChanged 991 SP:Iteration 8F (2040.415191 sec): 3 clusters Score: Raw -2007306.424562 + Penalty 3144.135491 = -2004162.289070 nChanged 809 SP:Iteration 9F (2040.464567 sec): 3 clusters Score: Raw -2008090.977696 + Penalty 3144.135491 = -2004946.842205 nChanged 528 SP:Iteration 10Q (2040.502529 sec): 3 clusters Score: Raw -2008596.646097 + Penalty 3144.135491 = -2005452.510606 nChanged 279 SP:Iteration 11Q (2040.541463 sec): 3 clusters Score: Raw -2008854.205282 + Penalty 3144.135491 = -2005710.069791 nChanged 135 SP:Iteration 12Q (2040.595964 sec): 3 clusters Score: Raw -2008995.782717 + Penalty 3144.135491 = -2005851.647226 nChanged 88 SP:Iteration 13Q (2040.626987 sec): 3 clusters Score: Raw -2009081.567375 + Penalty 3144.135491 = -2005937.431884 nChanged 42 SP:Iteration 14Q (2040.685743 sec): 3 clusters Score: Raw -2009122.979589 + Penalty 3144.135491 = -2005978.844097 nChanged 26 SP:Iteration 15Q (2040.716640 sec): 3 clusters Score: Raw -2009153.417720 + Penalty 3144.135491 = -2006009.282229 nChanged 15 SP:Iteration 16Q (2040.747050 sec): 3 clusters Score: Raw -2009173.074438 + Penalty 3144.135491 = -2006028.938947 nChanged 13 SP:Iteration 17Q (2040.777690 sec): 3 clusters Score: Raw -2009195.565562 + Penalty 3144.135491 = -2006051.430071 nChanged 12 SP:Iteration 18Q (2040.812813 sec): 3 clusters Score: Raw -2009208.351083 + Penalty 3144.135491 = -2006064.215592 nChanged 7 SP:Iteration 19Q (2040.862299 sec): 3 clusters Score: Raw -2009215.577706 + Penalty 3144.135491 = -2006071.442215 nChanged 7 SP:Iteration 20F (2040.931879 sec): 3 clusters Score: Raw -2009223.330785 + Penalty 3144.135491 = -2006079.195294 nChanged 5 SP:Iteration 21Q (2040.964534 sec): 3 clusters Score: Raw -2009226.595672 + Penalty 3144.135491 = -2006082.460181 nChanged 1 SP:Iteration 22Q (2041.021388 sec): 3 clusters Score: Raw -2009227.688383 + Penalty 3144.135491 = -2006083.552891 nChanged 1 SP:Iteration 23Q (2041.070077 sec): 3 clusters Score: Raw -2009229.745695 + Penalty 3144.135491 = -2006085.610204 nChanged 1 SP:Iteration 24Q (2041.100502 sec): 3 clusters Score: Raw -2009230.867815 + Penalty 3144.135491 = -2006086.732324 nChanged 0 SP:Iteration 25F (2041.145318 sec): 3 clusters Score: Raw -2009230.867815 + Penalty 3144.135491 = -2006086.732324 nChanged 0 Trying to split cluster 2 (887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2041.163176 sec): 2 clusters Score: Raw -98757.433084 + Penalty 1103.024810 = -97654.408274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2041.172907 sec): 3 clusters Score: Raw -98500.249074 + Penalty 2206.049619 = -96294.199455 nChanged 247 SP:Iteration 1F (2041.177793 sec): 3 clusters Score: Raw -98844.987238 + Penalty 2206.049619 = -96638.937619 nChanged 100 SP:Iteration 2F (2041.182666 sec): 3 clusters Score: Raw -99043.415874 + Penalty 2206.049619 = -96837.366255 nChanged 60 SP:Iteration 3F (2041.197464 sec): 3 clusters Score: Raw -99176.031731 + Penalty 2206.049619 = -96969.982112 nChanged 50 SP:Iteration 4F (2041.202303 sec): 3 clusters Score: Raw -99278.456563 + Penalty 2206.049619 = -97072.406944 nChanged 37 SP:Iteration 5Q (2041.207056 sec): 3 clusters Score: Raw -99326.524220 + Penalty 2206.049619 = -97120.474601 nChanged 19 SP:Iteration 6Q (2041.231345 sec): 3 clusters Score: Raw -99344.811486 + Penalty 2206.049619 = -97138.761867 nChanged 12 SP:Iteration 7Q (2041.245317 sec): 3 clusters Score: Raw -99359.000570 + Penalty 2206.049619 = -97152.950950 nChanged 6 SP:Iteration 8Q (2041.250369 sec): 3 clusters Score: Raw -99364.611846 + Penalty 2206.049619 = -97158.562226 nChanged 4 SP:Iteration 9Q (2041.265355 sec): 3 clusters Score: Raw -99368.162277 + Penalty 2206.049619 = -97162.112658 nChanged 1 SP:Iteration 10Q (2041.276812 sec): 3 clusters Score: Raw -99368.973771 + Penalty 2206.049619 = -97162.924152 nChanged 1 SP:Iteration 11Q (2041.281565 sec): 3 clusters Score: Raw -99369.592394 + Penalty 2206.049619 = -97163.542774 nChanged 0 SP:Iteration 12F (2041.296244 sec): 3 clusters Score: Raw -99369.592394 + Penalty 2206.049619 = -97163.542774 nChanged 0 Trying to split cluster 3 (4863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2041.320605 sec): 2 clusters Score: Raw -601036.624676 + Penalty 1379.529257 = -599657.095420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2041.342478 sec): 3 clusters Score: Raw -598493.722160 + Penalty 2759.058513 = -595734.663647 nChanged 1934 SP:Iteration 1F (2041.358925 sec): 3 clusters Score: Raw -599562.955943 + Penalty 2759.058513 = -596803.897429 nChanged 325 SP:Iteration 2F (2041.378871 sec): 3 clusters Score: Raw -599784.674486 + Penalty 2759.058513 = -597025.615973 nChanged 288 SP:Iteration 3F (2041.398886 sec): 3 clusters Score: Raw -600017.437022 + Penalty 2759.058513 = -597258.378508 nChanged 291 SP:Iteration 4F (2041.419009 sec): 3 clusters Score: Raw -600274.933098 + Penalty 2759.058513 = -597515.874585 nChanged 299 SP:Iteration 5F (2041.439355 sec): 3 clusters Score: Raw -600518.427577 + Penalty 2759.058513 = -597759.369063 nChanged 294 SP:Iteration 6F (2041.459753 sec): 3 clusters Score: Raw -600747.797126 + Penalty 2759.058513 = -597988.738613 nChanged 256 SP:Iteration 7F (2041.480290 sec): 3 clusters Score: Raw -600961.875972 + Penalty 2759.058513 = -598202.817458 nChanged 243 SP:Iteration 8Q (2041.499715 sec): 3 clusters Score: Raw -601160.571418 + Penalty 2759.058513 = -598401.512904 nChanged 202 SP:Iteration 9Q (2041.522672 sec): 3 clusters Score: Raw -601334.547869 + Penalty 2759.058513 = -598575.489356 nChanged 140 SP:Iteration 10Q (2041.549072 sec): 3 clusters Score: Raw -601466.924323 + Penalty 2759.058513 = -598707.865810 nChanged 107 SP:Iteration 11Q (2041.582090 sec): 3 clusters Score: Raw -601532.736417 + Penalty 2759.058513 = -598773.677904 nChanged 62 SP:Iteration 12Q (2041.632610 sec): 3 clusters Score: Raw -601565.964046 + Penalty 2759.058513 = -598806.905532 nChanged 43 SP:Iteration 13Q (2041.647678 sec): 3 clusters Score: Raw -601584.312314 + Penalty 2759.058513 = -598825.253800 nChanged 24 SP:Iteration 14Q (2041.675276 sec): 3 clusters Score: Raw -601590.810288 + Penalty 2759.058513 = -598831.751774 nChanged 12 SP:Iteration 15Q (2041.691115 sec): 3 clusters Score: Raw -601594.146561 + Penalty 2759.058513 = -598835.088048 nChanged 9 SP:Iteration 16Q (2041.710520 sec): 3 clusters Score: Raw -601596.526903 + Penalty 2759.058513 = -598837.468389 nChanged 4 SP:Iteration 17Q (2041.755310 sec): 3 clusters Score: Raw -601598.166975 + Penalty 2759.058513 = -598839.108461 nChanged 4 SP:Iteration 18Q (2041.807024 sec): 3 clusters Score: Raw -601600.604987 + Penalty 2759.058513 = -598841.546474 nChanged 9 SP:Iteration 19Q (2041.826890 sec): 3 clusters Score: Raw -601603.466261 + Penalty 2759.058513 = -598844.407747 nChanged 9 SP:Iteration 20F (2041.857104 sec): 3 clusters Score: Raw -601607.248735 + Penalty 2759.058513 = -598848.190222 nChanged 7 SP:Iteration 21Q (2041.876393 sec): 3 clusters Score: Raw -601609.642687 + Penalty 2759.058513 = -598850.584174 nChanged 6 SP:Iteration 22Q (2041.915192 sec): 3 clusters Score: Raw -601611.427569 + Penalty 2759.058513 = -598852.369056 nChanged 6 SP:Iteration 23Q (2041.940088 sec): 3 clusters Score: Raw -601612.777584 + Penalty 2759.058513 = -598853.719071 nChanged 4 SP:Iteration 24Q (2041.971447 sec): 3 clusters Score: Raw -601614.521151 + Penalty 2759.058513 = -598855.462638 nChanged 7 SP:Iteration 25Q (2041.990217 sec): 3 clusters Score: Raw -601615.588752 + Penalty 2759.058513 = -598856.530239 nChanged 3 SP:Iteration 26Q (2042.009483 sec): 3 clusters Score: Raw -601616.411076 + Penalty 2759.058513 = -598857.352562 nChanged 3 SP:Iteration 27Q (2042.059699 sec): 3 clusters Score: Raw -601617.240994 + Penalty 2759.058513 = -598858.182481 nChanged 5 SP:Iteration 28Q (2042.112021 sec): 3 clusters Score: Raw -601618.515728 + Penalty 2759.058513 = -598859.457215 nChanged 3 SP:Iteration 29Q (2042.155481 sec): 3 clusters Score: Raw -601619.088910 + Penalty 2759.058513 = -598860.030396 nChanged 3 SP:Iteration 30Q (2042.183710 sec): 3 clusters Score: Raw -601619.799582 + Penalty 2759.058513 = -598860.741069 nChanged 1 SP:Iteration 31Q (2042.230870 sec): 3 clusters Score: Raw -601620.205694 + Penalty 2759.058513 = -598861.147181 nChanged 2 SP:Iteration 32Q (2042.282580 sec): 3 clusters Score: Raw -601620.600715 + Penalty 2759.058513 = -598861.542202 nChanged 0 SP:Iteration 33F (2042.326084 sec): 3 clusters Score: Raw -601620.600715 + Penalty 2759.058513 = -598861.542202 nChanged 0 Trying to split cluster 4 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2042.338889 sec): 2 clusters Score: Raw -136280.970357 + Penalty 1144.513486 = -135136.456871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2042.351192 sec): 3 clusters Score: Raw -135887.704768 + Penalty 2289.026973 = -133598.677795 nChanged 329 SP:Iteration 1F (2042.357382 sec): 3 clusters Score: Raw -136168.847276 + Penalty 2289.026973 = -133879.820303 nChanged 94 SP:Iteration 2F (2042.369385 sec): 3 clusters Score: Raw -136280.342628 + Penalty 2289.026973 = -133991.315655 nChanged 62 SP:Iteration 3F (2042.381955 sec): 3 clusters Score: Raw -136353.107341 + Penalty 2289.026973 = -134064.080368 nChanged 40 SP:Iteration 4Q (2042.388158 sec): 3 clusters Score: Raw -136410.948327 + Penalty 2289.026973 = -134121.921354 nChanged 35 SP:Iteration 5Q (2042.402536 sec): 3 clusters Score: Raw -136455.699193 + Penalty 2289.026973 = -134166.672221 nChanged 33 SP:Iteration 6Q (2042.414189 sec): 3 clusters Score: Raw -136498.047013 + Penalty 2289.026973 = -134209.020040 nChanged 33 SP:Iteration 7Q (2042.454080 sec): 3 clusters Score: Raw -136543.507945 + Penalty 2289.026973 = -134254.480973 nChanged 34 SP:Iteration 8Q (2042.499820 sec): 3 clusters Score: Raw -136594.937930 + Penalty 2289.026973 = -134305.910957 nChanged 31 SP:Iteration 9Q (2042.540620 sec): 3 clusters Score: Raw -136632.942996 + Penalty 2289.026973 = -134343.916023 nChanged 17 SP:Iteration 10Q (2042.601175 sec): 3 clusters Score: Raw -136656.324742 + Penalty 2289.026973 = -134367.297770 nChanged 16 SP:Iteration 11Q (2042.639675 sec): 3 clusters Score: Raw -136674.088165 + Penalty 2289.026973 = -134385.061192 nChanged 7 SP:Iteration 12Q (2042.658461 sec): 3 clusters Score: Raw -136680.010312 + Penalty 2289.026973 = -134390.983339 nChanged 7 SP:Iteration 13Q (2042.664431 sec): 3 clusters Score: Raw -136692.156918 + Penalty 2289.026973 = -134403.129946 nChanged 12 SP:Iteration 14Q (2042.670436 sec): 3 clusters Score: Raw -136709.264996 + Penalty 2289.026973 = -134420.238023 nChanged 10 SP:Iteration 15Q (2042.676402 sec): 3 clusters Score: Raw -136717.462977 + Penalty 2289.026973 = -134428.436005 nChanged 5 SP:Iteration 16Q (2042.682346 sec): 3 clusters Score: Raw -136721.309892 + Penalty 2289.026973 = -134432.282920 nChanged 7 SP:Iteration 17Q (2042.688305 sec): 3 clusters Score: Raw -136729.714994 + Penalty 2289.026973 = -134440.688021 nChanged 4 SP:Iteration 18Q (2042.694318 sec): 3 clusters Score: Raw -136734.780988 + Penalty 2289.026973 = -134445.754015 nChanged 4 SP:Iteration 19Q (2042.700271 sec): 3 clusters Score: Raw -136738.916496 + Penalty 2289.026973 = -134449.889524 nChanged 0 SP:Iteration 20F (2042.706369 sec): 3 clusters Score: Raw -136738.916496 + Penalty 2289.026973 = -134449.889524 nChanged 0 Trying to split cluster 5 (836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2042.715906 sec): 2 clusters Score: Raw -95072.794358 + Penalty 1093.402150 = -93979.392208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2042.720860 sec): 3 clusters Score: Raw -94833.017083 + Penalty 2186.804299 = -92646.212784 nChanged 240 SP:Iteration 1F (2042.725524 sec): 3 clusters Score: Raw -95042.832093 + Penalty 2186.804299 = -92856.027794 nChanged 55 SP:Iteration 2F (2042.730104 sec): 3 clusters Score: Raw -95135.114504 + Penalty 2186.804299 = -92948.310205 nChanged 43 SP:Iteration 3F (2042.734699 sec): 3 clusters Score: Raw -95205.811605 + Penalty 2186.804299 = -93019.007306 nChanged 32 SP:Iteration 4Q (2042.739240 sec): 3 clusters Score: Raw -95246.875090 + Penalty 2186.804299 = -93060.070790 nChanged 31 SP:Iteration 5Q (2042.743768 sec): 3 clusters Score: Raw -95280.829508 + Penalty 2186.804299 = -93094.025209 nChanged 20 SP:Iteration 6Q (2042.755105 sec): 3 clusters Score: Raw -95301.823037 + Penalty 2186.804299 = -93115.018737 nChanged 10 SP:Iteration 7Q (2042.759627 sec): 3 clusters Score: Raw -95312.634563 + Penalty 2186.804299 = -93125.830264 nChanged 7 SP:Iteration 8Q (2042.794310 sec): 3 clusters Score: Raw -95320.274679 + Penalty 2186.804299 = -93133.470380 nChanged 5 SP:Iteration 9Q (2042.841580 sec): 3 clusters Score: Raw -95325.359668 + Penalty 2186.804299 = -93138.555369 nChanged 3 SP:Iteration 10Q (2042.863017 sec): 3 clusters Score: Raw -95327.520650 + Penalty 2186.804299 = -93140.716351 nChanged 2 SP:Iteration 11Q (2042.870847 sec): 3 clusters Score: Raw -95328.494547 + Penalty 2186.804299 = -93141.690248 nChanged 2 SP:Iteration 12Q (2042.875375 sec): 3 clusters Score: Raw -95330.000382 + Penalty 2186.804299 = -93143.196082 nChanged 3 SP:Iteration 13Q (2042.889816 sec): 3 clusters Score: Raw -95332.972081 + Penalty 2186.804299 = -93146.167782 nChanged 6 SP:Iteration 14Q (2042.894356 sec): 3 clusters Score: Raw -95339.216697 + Penalty 2186.804299 = -93152.412397 nChanged 5 SP:Iteration 15Q (2042.898848 sec): 3 clusters Score: Raw -95344.106109 + Penalty 2186.804299 = -93157.301809 nChanged 4 SP:Iteration 16Q (2042.909490 sec): 3 clusters Score: Raw -95348.921462 + Penalty 2186.804299 = -93162.117162 nChanged 5 SP:Iteration 17Q (2042.913976 sec): 3 clusters Score: Raw -95352.727150 + Penalty 2186.804299 = -93165.922851 nChanged 3 SP:Iteration 18Q (2042.937300 sec): 3 clusters Score: Raw -95355.519382 + Penalty 2186.804299 = -93168.715083 nChanged 4 SP:Iteration 19Q (2042.941980 sec): 3 clusters Score: Raw -95359.367371 + Penalty 2186.804299 = -93172.563072 nChanged 4 SP:Iteration 20F (2042.952133 sec): 3 clusters Score: Raw -95363.990550 + Penalty 2186.804299 = -93177.186251 nChanged 6 SP:Iteration 21Q (2042.956713 sec): 3 clusters Score: Raw -95368.944779 + Penalty 2186.804299 = -93182.140480 nChanged 4 SP:Iteration 22Q (2042.966907 sec): 3 clusters Score: Raw -95373.324852 + Penalty 2186.804299 = -93186.520553 nChanged 7 SP:Iteration 23Q (2042.971468 sec): 3 clusters Score: Raw -95381.951035 + Penalty 2186.804299 = -93195.146736 nChanged 10 SP:Iteration 24Q (2042.989926 sec): 3 clusters Score: Raw -95397.901678 + Penalty 2186.804299 = -93211.097379 nChanged 13 SP:Iteration 25Q (2042.994476 sec): 3 clusters Score: Raw -95415.257623 + Penalty 2186.804299 = -93228.453324 nChanged 8 SP:Iteration 26Q (2043.004810 sec): 3 clusters Score: Raw -95423.136486 + Penalty 2186.804299 = -93236.332187 nChanged 3 SP:Iteration 27Q (2043.009300 sec): 3 clusters Score: Raw -95426.475441 + Penalty 2186.804299 = -93239.671142 nChanged 2 SP:Iteration 28Q (2043.020222 sec): 3 clusters Score: Raw -95430.389300 + Penalty 2186.804299 = -93243.585001 nChanged 4 SP:Iteration 29Q (2043.028213 sec): 3 clusters Score: Raw -95435.141085 + Penalty 2186.804299 = -93248.336785 nChanged 4 SP:Iteration 30Q (2043.032764 sec): 3 clusters Score: Raw -95441.172064 + Penalty 2186.804299 = -93254.367765 nChanged 4 SP:Iteration 31Q (2043.042771 sec): 3 clusters Score: Raw -95445.522078 + Penalty 2186.804299 = -93258.717779 nChanged 5 SP:Iteration 32Q (2043.047260 sec): 3 clusters Score: Raw -95448.870842 + Penalty 2186.804299 = -93262.066543 nChanged 2 SP:Iteration 33Q (2043.051734 sec): 3 clusters Score: Raw -95451.085180 + Penalty 2186.804299 = -93264.280881 nChanged 1 SP:Iteration 34Q (2043.056175 sec): 3 clusters Score: Raw -95451.796572 + Penalty 2186.804299 = -93264.992273 nChanged 2 SP:Iteration 35Q (2043.069278 sec): 3 clusters Score: Raw -95456.328116 + Penalty 2186.804299 = -93269.523817 nChanged 5 SP:Iteration 36Q (2043.073783 sec): 3 clusters Score: Raw -95461.469285 + Penalty 2186.804299 = -93274.664986 nChanged 5 SP:Iteration 37Q (2043.081239 sec): 3 clusters Score: Raw -95468.810546 + Penalty 2186.804299 = -93282.006247 nChanged 2 SP:Iteration 38Q (2043.085689 sec): 3 clusters Score: Raw -95471.930296 + Penalty 2186.804299 = -93285.125997 nChanged 3 SP:Iteration 39Q (2043.096340 sec): 3 clusters Score: Raw -95475.640075 + Penalty 2186.804299 = -93288.835775 nChanged 4 SP:Iteration 40F (2043.100935 sec): 3 clusters Score: Raw -95481.592193 + Penalty 2186.804299 = -93294.787894 nChanged 5 SP:Iteration 41Q (2043.112137 sec): 3 clusters Score: Raw -95484.956457 + Penalty 2186.804299 = -93298.152157 nChanged 1 SP:Iteration 42Q (2043.116590 sec): 3 clusters Score: Raw -95485.508864 + Penalty 2186.804299 = -93298.704565 nChanged 1 SP:Iteration 43Q (2043.127736 sec): 3 clusters Score: Raw -95486.346075 + Penalty 2186.804299 = -93299.541776 nChanged 1 SP:Iteration 44Q (2043.170847 sec): 3 clusters Score: Raw -95487.742485 + Penalty 2186.804299 = -93300.938186 nChanged 1 SP:Iteration 45Q (2043.219374 sec): 3 clusters Score: Raw -95488.116804 + Penalty 2186.804299 = -93301.312505 nChanged 0 SP:Iteration 46F (2043.232825 sec): 3 clusters Score: Raw -95488.116804 + Penalty 2186.804299 = -93301.312505 nChanged 0 Trying to split cluster 6 (7135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2043.253974 sec): 2 clusters Score: Raw -883220.457410 + Penalty 1441.824724 = -881778.632687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2043.278103 sec): 3 clusters Score: Raw -879340.336596 + Penalty 2883.649447 = -876456.687149 nChanged 2935 SP:Iteration 1F (2043.305214 sec): 3 clusters Score: Raw -880985.766829 + Penalty 2883.649447 = -878102.117382 nChanged 571 SP:Iteration 2F (2043.359102 sec): 3 clusters Score: Raw -881324.503452 + Penalty 2883.649447 = -878440.854005 nChanged 460 SP:Iteration 3F (2043.407387 sec): 3 clusters Score: Raw -881619.289291 + Penalty 2883.649447 = -878735.639843 nChanged 374 SP:Iteration 4F (2043.463293 sec): 3 clusters Score: Raw -881869.834936 + Penalty 2883.649447 = -878986.185489 nChanged 348 SP:Iteration 5Q (2043.500163 sec): 3 clusters Score: Raw -882109.383033 + Penalty 2883.649447 = -879225.733586 nChanged 321 SP:Iteration 6Q (2043.523670 sec): 3 clusters Score: Raw -882326.572602 + Penalty 2883.649447 = -879442.923155 nChanged 292 SP:Iteration 7Q (2043.572860 sec): 3 clusters Score: Raw -882537.151756 + Penalty 2883.649447 = -879653.502309 nChanged 235 SP:Iteration 8Q (2043.625026 sec): 3 clusters Score: Raw -882705.447137 + Penalty 2883.649447 = -879821.797690 nChanged 204 SP:Iteration 9Q (2043.677004 sec): 3 clusters Score: Raw -882852.382543 + Penalty 2883.649447 = -879968.733096 nChanged 178 SP:Iteration 10Q (2043.732193 sec): 3 clusters Score: Raw -882951.369352 + Penalty 2883.649447 = -880067.719904 nChanged 124 SP:Iteration 11Q (2043.786504 sec): 3 clusters Score: Raw -883008.510452 + Penalty 2883.649447 = -880124.861005 nChanged 88 SP:Iteration 12Q (2043.820004 sec): 3 clusters Score: Raw -883047.127114 + Penalty 2883.649447 = -880163.477667 nChanged 77 SP:Iteration 13Q (2043.867871 sec): 3 clusters Score: Raw -883077.986660 + Penalty 2883.649447 = -880194.337212 nChanged 67 SP:Iteration 14Q (2043.917427 sec): 3 clusters Score: Raw -883107.097374 + Penalty 2883.649447 = -880223.447927 nChanged 61 SP:Iteration 15Q (2043.966060 sec): 3 clusters Score: Raw -883138.340942 + Penalty 2883.649447 = -880254.691495 nChanged 66 SP:Iteration 16Q (2043.988331 sec): 3 clusters Score: Raw -883167.505362 + Penalty 2883.649447 = -880283.855915 nChanged 51 SP:Iteration 17Q (2044.014893 sec): 3 clusters Score: Raw -883185.809436 + Penalty 2883.649447 = -880302.159989 nChanged 41 SP:Iteration 18Q (2044.042374 sec): 3 clusters Score: Raw -883199.095785 + Penalty 2883.649447 = -880315.446338 nChanged 35 SP:Iteration 19Q (2044.069357 sec): 3 clusters Score: Raw -883212.088438 + Penalty 2883.649447 = -880328.438990 nChanged 32 SP:Iteration 20F (2044.107945 sec): 3 clusters Score: Raw -883223.606893 + Penalty 2883.649447 = -880339.957446 nChanged 28 SP:Iteration 21Q (2044.136057 sec): 3 clusters Score: Raw -883235.221302 + Penalty 2883.649447 = -880351.571855 nChanged 31 SP:Iteration 22Q (2044.164493 sec): 3 clusters Score: Raw -883248.053796 + Penalty 2883.649447 = -880364.404349 nChanged 34 SP:Iteration 23Q (2044.202787 sec): 3 clusters Score: Raw -883260.090525 + Penalty 2883.649447 = -880376.441077 nChanged 33 SP:Iteration 24Q (2044.240039 sec): 3 clusters Score: Raw -883278.017417 + Penalty 2883.649447 = -880394.367970 nChanged 36 SP:Iteration 25Q (2044.268459 sec): 3 clusters Score: Raw -883294.574247 + Penalty 2883.649447 = -880410.924800 nChanged 32 SP:Iteration 26Q (2044.294640 sec): 3 clusters Score: Raw -883308.217262 + Penalty 2883.649447 = -880424.567815 nChanged 25 SP:Iteration 27Q (2044.345841 sec): 3 clusters Score: Raw -883318.852120 + Penalty 2883.649447 = -880435.202672 nChanged 20 SP:Iteration 28Q (2044.393461 sec): 3 clusters Score: Raw -883327.486433 + Penalty 2883.649447 = -880443.836985 nChanged 26 SP:Iteration 29Q (2044.419231 sec): 3 clusters Score: Raw -883338.267060 + Penalty 2883.649447 = -880454.617613 nChanged 25 SP:Iteration 30Q (2044.444477 sec): 3 clusters Score: Raw -883348.740826 + Penalty 2883.649447 = -880465.091379 nChanged 24 SP:Iteration 31Q (2044.493038 sec): 3 clusters Score: Raw -883358.557135 + Penalty 2883.649447 = -880474.907688 nChanged 29 SP:Iteration 32Q (2044.539307 sec): 3 clusters Score: Raw -883371.875383 + Penalty 2883.649447 = -880488.225936 nChanged 24 SP:Iteration 33Q (2044.564649 sec): 3 clusters Score: Raw -883385.795280 + Penalty 2883.649447 = -880502.145833 nChanged 30 SP:Iteration 34Q (2044.610647 sec): 3 clusters Score: Raw -883400.322812 + Penalty 2883.649447 = -880516.673365 nChanged 27 SP:Iteration 35Q (2044.668015 sec): 3 clusters Score: Raw -883411.654331 + Penalty 2883.649447 = -880528.004884 nChanged 25 SP:Iteration 36Q (2044.722208 sec): 3 clusters Score: Raw -883425.651779 + Penalty 2883.649447 = -880542.002332 nChanged 18 SP:Iteration 37Q (2044.747610 sec): 3 clusters Score: Raw -883433.920174 + Penalty 2883.649447 = -880550.270727 nChanged 12 SP:Iteration 38Q (2044.775282 sec): 3 clusters Score: Raw -883438.482738 + Penalty 2883.649447 = -880554.833290 nChanged 11 SP:Iteration 39Q (2044.831705 sec): 3 clusters Score: Raw -883443.824486 + Penalty 2883.649447 = -880560.175039 nChanged 12 SP:Iteration 40F (2044.882346 sec): 3 clusters Score: Raw -883449.309227 + Penalty 2883.649447 = -880565.659780 nChanged 8 SP:Iteration 41Q (2044.935385 sec): 3 clusters Score: Raw -883452.594122 + Penalty 2883.649447 = -880568.944675 nChanged 9 SP:Iteration 42Q (2044.973876 sec): 3 clusters Score: Raw -883457.084547 + Penalty 2883.649447 = -880573.435099 nChanged 10 SP:Iteration 43Q (2045.004209 sec): 3 clusters Score: Raw -883461.302830 + Penalty 2883.649447 = -880577.653383 nChanged 9 SP:Iteration 44Q (2045.025849 sec): 3 clusters Score: Raw -883464.593572 + Penalty 2883.649447 = -880580.944125 nChanged 1 SP:Iteration 45Q (2045.055914 sec): 3 clusters Score: Raw -883464.883728 + Penalty 2883.649447 = -880581.234281 nChanged 1 SP:Iteration 46Q (2045.077417 sec): 3 clusters Score: Raw -883465.604846 + Penalty 2883.649447 = -880581.955399 nChanged 1 SP:Iteration 47Q (2045.098991 sec): 3 clusters Score: Raw -883465.953404 + Penalty 2883.649447 = -880582.303956 nChanged 0 SP:Iteration 48F (2045.122433 sec): 3 clusters Score: Raw -883465.953404 + Penalty 2883.649447 = -880582.303956 nChanged 0 Trying to split cluster 7 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2045.131462 sec): 2 clusters Score: Raw -12001.034908 + Penalty 780.653420 = -11220.381488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2045.135409 sec): 3 clusters Score: Raw -12212.186380 + Penalty 1561.306840 = -10650.879541 nChanged 6 SP:Iteration 1Q (2045.136633 sec): 3 clusters Score: Raw -12252.672573 + Penalty 1561.306840 = -10691.365734 nChanged 4 SP:Iteration 2Q (2045.137862 sec): 3 clusters Score: Raw -12272.121338 + Penalty 1561.306840 = -10710.814498 nChanged 4 SP:Iteration 3Q (2045.139070 sec): 3 clusters Score: Raw -12290.467481 + Penalty 1561.306840 = -10729.160641 nChanged 2 SP:Iteration 4Q (2045.140274 sec): 3 clusters Score: Raw -12299.478762 + Penalty 1561.306840 = -10738.171922 nChanged 1 SP:Iteration 5Q (2045.147943 sec): 3 clusters Score: Raw -12303.815419 + Penalty 1561.306840 = -10742.508579 nChanged 0 SP:Iteration 6F (2045.149207 sec): 3 clusters Score: Raw -12303.815419 + Penalty 1561.306840 = -10742.508579 nChanged 0 Trying to split cluster 8 (3388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2045.178002 sec): 2 clusters Score: Raw -402144.508364 + Penalty 1320.799197 = -400823.709167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2045.194207 sec): 3 clusters Score: Raw -400498.078731 + Penalty 2641.598393 = -397856.480338 nChanged 1327 SP:Iteration 1F (2045.209829 sec): 3 clusters Score: Raw -401367.182194 + Penalty 2641.598393 = -398725.583801 nChanged 309 SP:Iteration 2F (2045.225429 sec): 3 clusters Score: Raw -401619.150883 + Penalty 2641.598393 = -398977.552490 nChanged 225 SP:Iteration 3F (2045.240992 sec): 3 clusters Score: Raw -401848.002565 + Penalty 2641.598393 = -399206.404172 nChanged 194 SP:Iteration 4F (2045.256405 sec): 3 clusters Score: Raw -402041.595360 + Penalty 2641.598393 = -399399.996967 nChanged 179 SP:Iteration 5F (2045.272061 sec): 3 clusters Score: Raw -402198.672810 + Penalty 2641.598393 = -399557.074417 nChanged 171 SP:Iteration 6F (2045.289350 sec): 3 clusters Score: Raw -402331.111077 + Penalty 2641.598393 = -399689.512684 nChanged 127 SP:Iteration 7Q (2045.305416 sec): 3 clusters Score: Raw -402431.976555 + Penalty 2641.598393 = -399790.378162 nChanged 95 SP:Iteration 8Q (2045.320766 sec): 3 clusters Score: Raw -402503.913137 + Penalty 2641.598393 = -399862.314744 nChanged 84 SP:Iteration 9Q (2045.335963 sec): 3 clusters Score: Raw -402547.254869 + Penalty 2641.598393 = -399905.656475 nChanged 55 SP:Iteration 10Q (2045.351110 sec): 3 clusters Score: Raw -402579.036926 + Penalty 2641.598393 = -399937.438533 nChanged 46 SP:Iteration 11Q (2045.378124 sec): 3 clusters Score: Raw -402604.017959 + Penalty 2641.598393 = -399962.419566 nChanged 41 SP:Iteration 12Q (2045.394392 sec): 3 clusters Score: Raw -402622.277566 + Penalty 2641.598393 = -399980.679173 nChanged 37 SP:Iteration 13Q (2045.410702 sec): 3 clusters Score: Raw -402643.183559 + Penalty 2641.598393 = -400001.585166 nChanged 35 SP:Iteration 14Q (2045.426808 sec): 3 clusters Score: Raw -402659.011898 + Penalty 2641.598393 = -400017.413505 nChanged 30 SP:Iteration 15Q (2045.442957 sec): 3 clusters Score: Raw -402671.479899 + Penalty 2641.598393 = -400029.881506 nChanged 16 SP:Iteration 16Q (2045.464184 sec): 3 clusters Score: Raw -402676.042139 + Penalty 2641.598393 = -400034.443746 nChanged 12 SP:Iteration 17Q (2045.479871 sec): 3 clusters Score: Raw -402680.829974 + Penalty 2641.598393 = -400039.231581 nChanged 13 SP:Iteration 18Q (2045.495867 sec): 3 clusters Score: Raw -402684.636977 + Penalty 2641.598393 = -400043.038584 nChanged 10 SP:Iteration 19Q (2045.511937 sec): 3 clusters Score: Raw -402688.294140 + Penalty 2641.598393 = -400046.695747 nChanged 8 SP:Iteration 20F (2045.528129 sec): 3 clusters Score: Raw -402691.916164 + Penalty 2641.598393 = -400050.317771 nChanged 10 SP:Iteration 21Q (2045.544808 sec): 3 clusters Score: Raw -402695.594477 + Penalty 2641.598393 = -400053.996084 nChanged 12 SP:Iteration 22Q (2045.560755 sec): 3 clusters Score: Raw -402698.681401 + Penalty 2641.598393 = -400057.083007 nChanged 8 SP:Iteration 23Q (2045.602190 sec): 3 clusters Score: Raw -402701.281705 + Penalty 2641.598393 = -400059.683312 nChanged 11 SP:Iteration 24Q (2045.620311 sec): 3 clusters Score: Raw -402703.802648 + Penalty 2641.598393 = -400062.204255 nChanged 10 SP:Iteration 25Q (2045.637294 sec): 3 clusters Score: Raw -402705.964049 + Penalty 2641.598393 = -400064.365656 nChanged 7 SP:Iteration 26Q (2045.653177 sec): 3 clusters Score: Raw -402707.905601 + Penalty 2641.598393 = -400066.307208 nChanged 7 SP:Iteration 27Q (2045.668541 sec): 3 clusters Score: Raw -402709.435547 + Penalty 2641.598393 = -400067.837154 nChanged 5 SP:Iteration 28Q (2045.684145 sec): 3 clusters Score: Raw -402710.660940 + Penalty 2641.598393 = -400069.062547 nChanged 4 SP:Iteration 29Q (2045.700974 sec): 3 clusters Score: Raw -402711.922831 + Penalty 2641.598393 = -400070.324438 nChanged 3 SP:Iteration 30Q (2045.717005 sec): 3 clusters Score: Raw -402712.425843 + Penalty 2641.598393 = -400070.827450 nChanged 1 SP:Iteration 31Q (2045.733950 sec): 3 clusters Score: Raw -402712.734395 + Penalty 2641.598393 = -400071.136002 nChanged 2 SP:Iteration 32Q (2045.754742 sec): 3 clusters Score: Raw -402713.209299 + Penalty 2641.598393 = -400071.610906 nChanged 0 SP:Iteration 33F (2045.770140 sec): 3 clusters Score: Raw -402713.209299 + Penalty 2641.598393 = -400071.610906 nChanged 0 Trying to split cluster 9 (10254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2045.794706 sec): 2 clusters Score: Raw -1274369.178884 + Penalty 1500.756262 = -1272868.422621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2045.823743 sec): 3 clusters Score: Raw -1268520.327777 + Penalty 3001.512525 = -1265518.815253 nChanged 4462 SP:Iteration 1F (2045.876634 sec): 3 clusters Score: Raw -1270972.651670 + Penalty 3001.512525 = -1267971.139145 nChanged 586 SP:Iteration 2F (2045.915786 sec): 3 clusters Score: Raw -1271214.510631 + Penalty 3001.512525 = -1268212.998107 nChanged 501 SP:Iteration 3Q (2045.969108 sec): 3 clusters Score: Raw -1271422.376472 + Penalty 3001.512525 = -1268420.863948 nChanged 433 SP:Iteration 4Q (2046.003394 sec): 3 clusters Score: Raw -1271596.509379 + Penalty 3001.512525 = -1268594.996855 nChanged 429 SP:Iteration 5Q (2046.049550 sec): 3 clusters Score: Raw -1271797.951943 + Penalty 3001.512525 = -1268796.439419 nChanged 460 SP:Iteration 6Q (2046.091156 sec): 3 clusters Score: Raw -1272020.058881 + Penalty 3001.512525 = -1269018.546356 nChanged 502 SP:Iteration 7Q (2046.121685 sec): 3 clusters Score: Raw -1272325.685870 + Penalty 3001.512525 = -1269324.173345 nChanged 574 SP:Iteration 8F (2046.149891 sec): 3 clusters Score: Raw -1272758.280513 + Penalty 3001.512525 = -1269756.767988 nChanged 590 SP:Iteration 9F (2046.177901 sec): 3 clusters Score: Raw -1273253.800041 + Penalty 3001.512525 = -1270252.287516 nChanged 474 SP:Iteration 10Q (2046.205653 sec): 3 clusters Score: Raw -1273676.867659 + Penalty 3001.512525 = -1270675.355134 nChanged 364 SP:Iteration 11Q (2046.237776 sec): 3 clusters Score: Raw -1274005.093672 + Penalty 3001.512525 = -1271003.581147 nChanged 242 SP:Iteration 12Q (2046.267513 sec): 3 clusters Score: Raw -1274209.301424 + Penalty 3001.512525 = -1271207.788899 nChanged 142 SP:Iteration 13Q (2046.296350 sec): 3 clusters Score: Raw -1274347.502782 + Penalty 3001.512525 = -1271345.990258 nChanged 94 SP:Iteration 14Q (2046.350154 sec): 3 clusters Score: Raw -1274432.877253 + Penalty 3001.512525 = -1271431.364729 nChanged 52 SP:Iteration 15Q (2046.378945 sec): 3 clusters Score: Raw -1274484.117644 + Penalty 3001.512525 = -1271482.605120 nChanged 30 SP:Iteration 16Q (2046.416053 sec): 3 clusters Score: Raw -1274513.744639 + Penalty 3001.512525 = -1271512.232114 nChanged 19 SP:Iteration 17Q (2046.440680 sec): 3 clusters Score: Raw -1274535.838845 + Penalty 3001.512525 = -1271534.326321 nChanged 18 SP:Iteration 18Q (2046.500382 sec): 3 clusters Score: Raw -1274550.706324 + Penalty 3001.512525 = -1271549.193800 nChanged 7 SP:Iteration 19Q (2046.554900 sec): 3 clusters Score: Raw -1274555.784943 + Penalty 3001.512525 = -1271554.272418 nChanged 5 SP:Iteration 20F (2046.582613 sec): 3 clusters Score: Raw -1274559.413846 + Penalty 3001.512525 = -1271557.901321 nChanged 2 SP:Iteration 21Q (2046.613725 sec): 3 clusters Score: Raw -1274563.077508 + Penalty 3001.512525 = -1271561.564984 nChanged 2 SP:Iteration 22Q (2046.638440 sec): 3 clusters Score: Raw -1274564.377520 + Penalty 3001.512525 = -1271562.864995 nChanged 1 SP:Iteration 23Q (2046.663085 sec): 3 clusters Score: Raw -1274566.267019 + Penalty 3001.512525 = -1271564.754494 nChanged 1 SP:Iteration 24Q (2046.694568 sec): 3 clusters Score: Raw -1274568.198943 + Penalty 3001.512525 = -1271566.686419 nChanged 3 SP:Iteration 25Q (2046.732849 sec): 3 clusters Score: Raw -1274572.366700 + Penalty 3001.512525 = -1271570.854176 nChanged 0 SP:Iteration 26F (2046.788280 sec): 3 clusters Score: Raw -1274572.366700 + Penalty 3001.512525 = -1271570.854176 nChanged 0 Trying to split cluster 10 (43571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2046.851792 sec): 2 clusters Score: Raw -5440916.140953 + Penalty 1735.848899 = -5439180.292054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2046.942017 sec): 3 clusters Score: Raw -5413679.624557 + Penalty 3471.697798 = -5410207.926760 nChanged 20253 SP:Iteration 1F (2047.027457 sec): 3 clusters Score: Raw -5425940.371097 + Penalty 3471.697798 = -5422468.673299 nChanged 2709 SP:Iteration 2F (2047.106725 sec): 3 clusters Score: Raw -5427390.823860 + Penalty 3471.697798 = -5423919.126062 nChanged 3185 SP:Iteration 3F (2047.209521 sec): 3 clusters Score: Raw -5429575.405167 + Penalty 3471.697798 = -5426103.707369 nChanged 3509 SP:Iteration 4F (2047.312357 sec): 3 clusters Score: Raw -5432416.656912 + Penalty 3471.697798 = -5428944.959115 nChanged 3359 SP:Iteration 5F (2047.388489 sec): 3 clusters Score: Raw -5435457.435586 + Penalty 3471.697798 = -5431985.737788 nChanged 2595 SP:Iteration 6F (2047.498896 sec): 3 clusters Score: Raw -5437892.474812 + Penalty 3471.697798 = -5434420.777014 nChanged 1643 SP:Iteration 7Q (2047.579864 sec): 3 clusters Score: Raw -5439487.434953 + Penalty 3471.697798 = -5436015.737155 nChanged 849 SP:Iteration 8Q (2047.652984 sec): 3 clusters Score: Raw -5440319.870472 + Penalty 3471.697798 = -5436848.172674 nChanged 442 SP:Iteration 9Q (2047.722441 sec): 3 clusters Score: Raw -5440731.126608 + Penalty 3471.697798 = -5437259.428810 nChanged 233 SP:Iteration 10Q (2047.788311 sec): 3 clusters Score: Raw -5440941.849932 + Penalty 3471.697798 = -5437470.152134 nChanged 172 SP:Iteration 11Q (2047.859775 sec): 3 clusters Score: Raw -5441052.648415 + Penalty 3471.697798 = -5437580.950617 nChanged 109 SP:Iteration 12Q (2047.933862 sec): 3 clusters Score: Raw -5441115.057487 + Penalty 3471.697798 = -5437643.359689 nChanged 73 SP:Iteration 13Q (2047.996644 sec): 3 clusters Score: Raw -5441157.731147 + Penalty 3471.697798 = -5437686.033349 nChanged 66 SP:Iteration 14Q (2048.058763 sec): 3 clusters Score: Raw -5441194.365026 + Penalty 3471.697798 = -5437722.667229 nChanged 60 SP:Iteration 15Q (2048.158909 sec): 3 clusters Score: Raw -5441223.800989 + Penalty 3471.697798 = -5437752.103191 nChanged 42 SP:Iteration 16Q (2048.243147 sec): 3 clusters Score: Raw -5441244.427356 + Penalty 3471.697798 = -5437772.729558 nChanged 33 SP:Iteration 17Q (2048.316714 sec): 3 clusters Score: Raw -5441257.092060 + Penalty 3471.697798 = -5437785.394262 nChanged 33 SP:Iteration 18Q (2048.380279 sec): 3 clusters Score: Raw -5441268.267195 + Penalty 3471.697798 = -5437796.569397 nChanged 20 SP:Iteration 19Q (2048.449567 sec): 3 clusters Score: Raw -5441277.121495 + Penalty 3471.697798 = -5437805.423697 nChanged 23 SP:Iteration 20F (2048.534212 sec): 3 clusters Score: Raw -5441285.740897 + Penalty 3471.697798 = -5437814.043100 nChanged 21 SP:Iteration 21Q (2048.606731 sec): 3 clusters Score: Raw -5441293.210159 + Penalty 3471.697798 = -5437821.512361 nChanged 17 SP:Iteration 22Q (2048.691463 sec): 3 clusters Score: Raw -5441298.519903 + Penalty 3471.697798 = -5437826.822105 nChanged 17 SP:Iteration 23Q (2048.764343 sec): 3 clusters Score: Raw -5441303.379446 + Penalty 3471.697798 = -5437831.681648 nChanged 11 SP:Iteration 24Q (2048.854777 sec): 3 clusters Score: Raw -5441306.297316 + Penalty 3471.697798 = -5437834.599518 nChanged 12 SP:Iteration 25Q (2048.916805 sec): 3 clusters Score: Raw -5441309.203706 + Penalty 3471.697798 = -5437837.505908 nChanged 10 SP:Iteration 26Q (2048.978705 sec): 3 clusters Score: Raw -5441313.243610 + Penalty 3471.697798 = -5437841.545812 nChanged 14 SP:Iteration 27Q (2049.041949 sec): 3 clusters Score: Raw -5441319.552082 + Penalty 3471.697798 = -5437847.854284 nChanged 15 SP:Iteration 28Q (2049.103144 sec): 3 clusters Score: Raw -5441325.725824 + Penalty 3471.697798 = -5437854.028026 nChanged 16 SP:Iteration 29Q (2049.171454 sec): 3 clusters Score: Raw -5441331.710150 + Penalty 3471.697798 = -5437860.012352 nChanged 12 SP:Iteration 30Q (2049.239464 sec): 3 clusters Score: Raw -5441334.617788 + Penalty 3471.697798 = -5437862.919990 nChanged 3 SP:Iteration 31Q (2049.305631 sec): 3 clusters Score: Raw -5441335.954702 + Penalty 3471.697798 = -5437864.256904 nChanged 6 SP:Iteration 32Q (2049.372840 sec): 3 clusters Score: Raw -5441337.307582 + Penalty 3471.697798 = -5437865.609785 nChanged 0 SP:Iteration 33F (2049.450021 sec): 3 clusters Score: Raw -5441337.307582 + Penalty 3471.697798 = -5437865.609785 nChanged 0 Trying to split cluster 11 (29025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2049.488649 sec): 2 clusters Score: Raw -3627597.732812 + Penalty 1669.835831 = -3625927.896981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2049.553756 sec): 3 clusters Score: Raw -3609649.748224 + Penalty 3339.671662 = -3606310.076561 nChanged 13402 SP:Iteration 1F (2049.608166 sec): 3 clusters Score: Raw -3617092.850327 + Penalty 3339.671662 = -3613753.178665 nChanged 1388 SP:Iteration 2Q (2049.664961 sec): 3 clusters Score: Raw -3617588.350089 + Penalty 3339.671662 = -3614248.678427 nChanged 1411 SP:Iteration 3Q (2049.722421 sec): 3 clusters Score: Raw -3618130.348090 + Penalty 3339.671662 = -3614790.676428 nChanged 1486 SP:Iteration 4F (2049.776245 sec): 3 clusters Score: Raw -3618785.936079 + Penalty 3339.671662 = -3615446.264417 nChanged 1535 SP:Iteration 5F (2049.867311 sec): 3 clusters Score: Raw -3619656.218370 + Penalty 3339.671662 = -3616316.546708 nChanged 1682 SP:Iteration 6F (2049.940699 sec): 3 clusters Score: Raw -3620828.004683 + Penalty 3339.671662 = -3617488.333021 nChanged 1760 SP:Iteration 7F (2049.999720 sec): 3 clusters Score: Raw -3622212.583388 + Penalty 3339.671662 = -3618872.911726 nChanged 1697 SP:Iteration 8F (2050.054265 sec): 3 clusters Score: Raw -3623523.945806 + Penalty 3339.671662 = -3620184.274144 nChanged 1391 SP:Iteration 9Q (2050.112495 sec): 3 clusters Score: Raw -3624405.642139 + Penalty 3339.671662 = -3621065.970477 nChanged 984 SP:Iteration 10Q (2050.166380 sec): 3 clusters Score: Raw -3624870.291042 + Penalty 3339.671662 = -3621530.619380 nChanged 667 SP:Iteration 11Q (2050.225532 sec): 3 clusters Score: Raw -3625115.943156 + Penalty 3339.671662 = -3621776.271494 nChanged 467 SP:Iteration 12Q (2050.310398 sec): 3 clusters Score: Raw -3625282.400535 + Penalty 3339.671662 = -3621942.728872 nChanged 409 SP:Iteration 13Q (2050.366518 sec): 3 clusters Score: Raw -3625425.218715 + Penalty 3339.671662 = -3622085.547053 nChanged 394 SP:Iteration 14Q (2050.418219 sec): 3 clusters Score: Raw -3625568.816092 + Penalty 3339.671662 = -3622229.144430 nChanged 350 SP:Iteration 15Q (2050.469602 sec): 3 clusters Score: Raw -3625683.160064 + Penalty 3339.671662 = -3622343.488402 nChanged 335 SP:Iteration 16Q (2050.528035 sec): 3 clusters Score: Raw -3625791.243412 + Penalty 3339.671662 = -3622451.571750 nChanged 324 SP:Iteration 17Q (2050.578818 sec): 3 clusters Score: Raw -3625897.927752 + Penalty 3339.671662 = -3622558.256090 nChanged 320 SP:Iteration 18Q (2050.631948 sec): 3 clusters Score: Raw -3626003.725695 + Penalty 3339.671662 = -3622664.054033 nChanged 310 SP:Iteration 19Q (2050.682641 sec): 3 clusters Score: Raw -3626106.667147 + Penalty 3339.671662 = -3622766.995485 nChanged 316 SP:Iteration 20F (2050.764462 sec): 3 clusters Score: Raw -3626216.515190 + Penalty 3339.671662 = -3622876.843528 nChanged 302 SP:Iteration 21Q (2050.843135 sec): 3 clusters Score: Raw -3626322.388733 + Penalty 3339.671662 = -3622982.717071 nChanged 288 SP:Iteration 22Q (2050.895525 sec): 3 clusters Score: Raw -3626431.919773 + Penalty 3339.671662 = -3623092.248111 nChanged 290 SP:Iteration 23Q (2050.944964 sec): 3 clusters Score: Raw -3626547.034573 + Penalty 3339.671662 = -3623207.362911 nChanged 276 SP:Iteration 24Q (2050.996970 sec): 3 clusters Score: Raw -3626663.447166 + Penalty 3339.671662 = -3623323.775504 nChanged 259 SP:Iteration 25Q (2051.053479 sec): 3 clusters Score: Raw -3626769.474674 + Penalty 3339.671662 = -3623429.803012 nChanged 237 SP:Iteration 26Q (2051.101967 sec): 3 clusters Score: Raw -3626865.912054 + Penalty 3339.671662 = -3623526.240392 nChanged 236 SP:Iteration 27Q (2051.150311 sec): 3 clusters Score: Raw -3626963.032470 + Penalty 3339.671662 = -3623623.360808 nChanged 224 SP:Iteration 28Q (2051.200831 sec): 3 clusters Score: Raw -3627053.373492 + Penalty 3339.671662 = -3623713.701830 nChanged 188 SP:Iteration 29Q (2051.249553 sec): 3 clusters Score: Raw -3627132.264750 + Penalty 3339.671662 = -3623792.593088 nChanged 193 SP:Iteration 30Q (2051.307548 sec): 3 clusters Score: Raw -3627221.133867 + Penalty 3339.671662 = -3623881.462205 nChanged 187 SP:Iteration 31Q (2051.355637 sec): 3 clusters Score: Raw -3627300.698328 + Penalty 3339.671662 = -3623961.026665 nChanged 158 SP:Iteration 32Q (2051.411222 sec): 3 clusters Score: Raw -3627363.699841 + Penalty 3339.671662 = -3624024.028179 nChanged 142 SP:Iteration 33Q (2051.464021 sec): 3 clusters Score: Raw -3627422.839883 + Penalty 3339.671662 = -3624083.168221 nChanged 124 SP:Iteration 34Q (2051.510810 sec): 3 clusters Score: Raw -3627470.470148 + Penalty 3339.671662 = -3624130.798486 nChanged 105 SP:Iteration 35Q (2051.593834 sec): 3 clusters Score: Raw -3627516.689898 + Penalty 3339.671662 = -3624177.018236 nChanged 89 SP:Iteration 36Q (2051.683686 sec): 3 clusters Score: Raw -3627563.046945 + Penalty 3339.671662 = -3624223.375283 nChanged 91 SP:Iteration 37Q (2051.757981 sec): 3 clusters Score: Raw -3627604.620825 + Penalty 3339.671662 = -3624264.949163 nChanged 77 SP:Iteration 38Q (2051.817636 sec): 3 clusters Score: Raw -3627644.752720 + Penalty 3339.671662 = -3624305.081058 nChanged 85 SP:Iteration 39Q (2051.862795 sec): 3 clusters Score: Raw -3627691.786150 + Penalty 3339.671662 = -3624352.114488 nChanged 65 SP:Iteration 40F (2051.920889 sec): 3 clusters Score: Raw -3627721.869960 + Penalty 3339.671662 = -3624382.198298 nChanged 55 SP:Iteration 41Q (2051.972447 sec): 3 clusters Score: Raw -3627746.924791 + Penalty 3339.671662 = -3624407.253129 nChanged 41 SP:Iteration 42Q (2052.017596 sec): 3 clusters Score: Raw -3627766.855987 + Penalty 3339.671662 = -3624427.184325 nChanged 39 SP:Iteration 43Q (2052.069818 sec): 3 clusters Score: Raw -3627787.012789 + Penalty 3339.671662 = -3624447.341127 nChanged 32 SP:Iteration 44Q (2052.114699 sec): 3 clusters Score: Raw -3627799.831259 + Penalty 3339.671662 = -3624460.159597 nChanged 16 SP:Iteration 45Q (2052.160049 sec): 3 clusters Score: Raw -3627806.040633 + Penalty 3339.671662 = -3624466.368971 nChanged 15 SP:Iteration 46Q (2052.204902 sec): 3 clusters Score: Raw -3627811.136608 + Penalty 3339.671662 = -3624471.464946 nChanged 11 SP:Iteration 47Q (2052.249898 sec): 3 clusters Score: Raw -3627813.831564 + Penalty 3339.671662 = -3624474.159902 nChanged 10 SP:Iteration 48Q (2052.294822 sec): 3 clusters Score: Raw -3627818.600134 + Penalty 3339.671662 = -3624478.928472 nChanged 16 SP:Iteration 49Q (2052.340792 sec): 3 clusters Score: Raw -3627824.770705 + Penalty 3339.671662 = -3624485.099043 nChanged 15 SP:Iteration 50Q (2052.385470 sec): 3 clusters Score: Raw -3627829.961567 + Penalty 3339.671662 = -3624490.289905 nChanged 10 SP:Iteration 51Q (2052.429852 sec): 3 clusters Score: Raw -3627833.282980 + Penalty 3339.671662 = -3624493.611318 nChanged 11 SP:Iteration 52Q (2052.494769 sec): 3 clusters Score: Raw -3627836.921785 + Penalty 3339.671662 = -3624497.250123 nChanged 8 SP:Iteration 53Q (2052.540018 sec): 3 clusters Score: Raw -3627838.825853 + Penalty 3339.671662 = -3624499.154190 nChanged 6 SP:Iteration 54Q (2052.597548 sec): 3 clusters Score: Raw -3627841.725493 + Penalty 3339.671662 = -3624502.053830 nChanged 11 SP:Iteration 55Q (2052.646656 sec): 3 clusters Score: Raw -3627847.280903 + Penalty 3339.671662 = -3624507.609240 nChanged 16 SP:Iteration 56Q (2052.699805 sec): 3 clusters Score: Raw -3627855.703023 + Penalty 3339.671662 = -3624516.031361 nChanged 19 SP:Iteration 57Q (2052.744462 sec): 3 clusters Score: Raw -3627864.204886 + Penalty 3339.671662 = -3624524.533224 nChanged 17 SP:Iteration 58Q (2052.789698 sec): 3 clusters Score: Raw -3627871.404354 + Penalty 3339.671662 = -3624531.732692 nChanged 10 SP:Iteration 59Q (2052.844183 sec): 3 clusters Score: Raw -3627876.428552 + Penalty 3339.671662 = -3624536.756890 nChanged 11 SP:Iteration 60F (2052.898134 sec): 3 clusters Score: Raw -3627881.183318 + Penalty 3339.671662 = -3624541.511656 nChanged 2 SP:Iteration 61Q (2052.946290 sec): 3 clusters Score: Raw -3627882.006905 + Penalty 3339.671662 = -3624542.335243 nChanged 1 SP:Iteration 62Q (2052.991082 sec): 3 clusters Score: Raw -3627882.332552 + Penalty 3339.671662 = -3624542.660890 nChanged 0 SP:Iteration 63F (2053.050688 sec): 3 clusters Score: Raw -3627882.332552 + Penalty 3339.671662 = -3624542.660890 nChanged 0 Trying to split cluster 12 (32216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2053.100514 sec): 2 clusters Score: Raw -3882906.810054 + Penalty 1686.785507 = -3881220.024547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2053.176450 sec): 3 clusters Score: Raw -3863049.091799 + Penalty 3373.571013 = -3859675.520785 nChanged 14865 SP:Iteration 1F (2053.263019 sec): 3 clusters Score: Raw -3871242.788363 + Penalty 3373.571013 = -3867869.217350 nChanged 1422 SP:Iteration 2Q (2053.328382 sec): 3 clusters Score: Raw -3871693.135664 + Penalty 3373.571013 = -3868319.564651 nChanged 1378 SP:Iteration 3Q (2053.400805 sec): 3 clusters Score: Raw -3872224.626766 + Penalty 3373.571013 = -3868851.055753 nChanged 1582 SP:Iteration 4Q (2053.484910 sec): 3 clusters Score: Raw -3873000.253651 + Penalty 3373.571013 = -3869626.682638 nChanged 1884 SP:Iteration 5F (2053.580611 sec): 3 clusters Score: Raw -3874165.842560 + Penalty 3373.571013 = -3870792.271547 nChanged 2271 SP:Iteration 6F (2053.664287 sec): 3 clusters Score: Raw -3875926.946763 + Penalty 3373.571013 = -3872553.375750 nChanged 2426 SP:Iteration 7F (2053.727956 sec): 3 clusters Score: Raw -3878033.643923 + Penalty 3373.571013 = -3874660.072909 nChanged 2115 SP:Iteration 8F (2053.798775 sec): 3 clusters Score: Raw -3880035.229839 + Penalty 3373.571013 = -3876661.658825 nChanged 1577 SP:Iteration 9Q (2053.873379 sec): 3 clusters Score: Raw -3881530.279307 + Penalty 3373.571013 = -3878156.708293 nChanged 839 SP:Iteration 10Q (2053.932964 sec): 3 clusters Score: Raw -3882278.891719 + Penalty 3373.571013 = -3878905.320706 nChanged 435 SP:Iteration 11Q (2053.988322 sec): 3 clusters Score: Raw -3882646.816770 + Penalty 3373.571013 = -3879273.245757 nChanged 243 SP:Iteration 12Q (2054.041153 sec): 3 clusters Score: Raw -3882852.873586 + Penalty 3373.571013 = -3879479.302572 nChanged 128 SP:Iteration 13Q (2054.099516 sec): 3 clusters Score: Raw -3882960.287394 + Penalty 3373.571013 = -3879586.716381 nChanged 78 SP:Iteration 14Q (2054.156980 sec): 3 clusters Score: Raw -3883033.586660 + Penalty 3373.571013 = -3879660.015647 nChanged 44 SP:Iteration 15Q (2054.210439 sec): 3 clusters Score: Raw -3883070.050714 + Penalty 3373.571013 = -3879696.479701 nChanged 31 SP:Iteration 16Q (2054.260223 sec): 3 clusters Score: Raw -3883101.480601 + Penalty 3373.571013 = -3879727.909587 nChanged 21 SP:Iteration 17Q (2054.315584 sec): 3 clusters Score: Raw -3883116.841034 + Penalty 3373.571013 = -3879743.270021 nChanged 14 SP:Iteration 18Q (2054.364889 sec): 3 clusters Score: Raw -3883128.272841 + Penalty 3373.571013 = -3879754.701828 nChanged 12 SP:Iteration 19Q (2054.416137 sec): 3 clusters Score: Raw -3883138.120220 + Penalty 3373.571013 = -3879764.549206 nChanged 12 SP:Iteration 20F (2054.481211 sec): 3 clusters Score: Raw -3883149.055596 + Penalty 3373.571013 = -3879775.484583 nChanged 10 SP:Iteration 21Q (2054.530465 sec): 3 clusters Score: Raw -3883156.144332 + Penalty 3373.571013 = -3879782.573319 nChanged 5 SP:Iteration 22Q (2054.592918 sec): 3 clusters Score: Raw -3883158.084133 + Penalty 3373.571013 = -3879784.513119 nChanged 1 SP:Iteration 23Q (2054.644277 sec): 3 clusters Score: Raw -3883158.534437 + Penalty 3373.571013 = -3879784.963423 nChanged 1 SP:Iteration 24Q (2054.700238 sec): 3 clusters Score: Raw -3883158.902960 + Penalty 3373.571013 = -3879785.331946 nChanged 0 SP:Iteration 25F (2054.767916 sec): 3 clusters Score: Raw -3883158.902960 + Penalty 3373.571013 = -3879785.331946 nChanged 0 Trying to split cluster 13 (60172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2054.851495 sec): 2 clusters Score: Raw -7506949.180504 + Penalty 1788.306391 = -7505160.874112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2054.964639 sec): 3 clusters Score: Raw -7468665.272761 + Penalty 3576.612782 = -7465088.659979 nChanged 28294 SP:Iteration 1F (2055.072009 sec): 3 clusters Score: Raw -7485779.951971 + Penalty 3576.612782 = -7482203.339189 nChanged 3282 SP:Iteration 2F (2055.177760 sec): 3 clusters Score: Raw -7487341.989466 + Penalty 3576.612782 = -7483765.376684 nChanged 3994 SP:Iteration 3F (2055.283001 sec): 3 clusters Score: Raw -7489719.758197 + Penalty 3576.612782 = -7486143.145415 nChanged 4526 SP:Iteration 4F (2055.384760 sec): 3 clusters Score: Raw -7492779.736122 + Penalty 3576.612782 = -7489203.123340 nChanged 4469 SP:Iteration 5F (2055.506384 sec): 3 clusters Score: Raw -7496005.981200 + Penalty 3576.612782 = -7492429.368418 nChanged 3861 SP:Iteration 6F (2055.612263 sec): 3 clusters Score: Raw -7498917.762683 + Penalty 3576.612782 = -7495341.149901 nChanged 3161 SP:Iteration 7F (2055.726476 sec): 3 clusters Score: Raw -7501489.721511 + Penalty 3576.612782 = -7497913.108729 nChanged 2509 SP:Iteration 8Q (2055.832097 sec): 3 clusters Score: Raw -7503695.911142 + Penalty 3576.612782 = -7500119.298359 nChanged 1783 SP:Iteration 9Q (2055.935669 sec): 3 clusters Score: Raw -7505290.174025 + Penalty 3576.612782 = -7501713.561243 nChanged 1042 SP:Iteration 10Q (2056.034052 sec): 3 clusters Score: Raw -7506192.412004 + Penalty 3576.612782 = -7502615.799222 nChanged 547 SP:Iteration 11Q (2056.146617 sec): 3 clusters Score: Raw -7506661.569542 + Penalty 3576.612782 = -7503084.956759 nChanged 252 SP:Iteration 12Q (2056.232724 sec): 3 clusters Score: Raw -7506868.569034 + Penalty 3576.612782 = -7503291.956251 nChanged 139 SP:Iteration 13Q (2056.329710 sec): 3 clusters Score: Raw -7506995.348470 + Penalty 3576.612782 = -7503418.735688 nChanged 95 SP:Iteration 14Q (2056.411997 sec): 3 clusters Score: Raw -7507071.851771 + Penalty 3576.612782 = -7503495.238988 nChanged 48 SP:Iteration 15Q (2056.499760 sec): 3 clusters Score: Raw -7507116.989419 + Penalty 3576.612782 = -7503540.376637 nChanged 32 SP:Iteration 16Q (2056.582321 sec): 3 clusters Score: Raw -7507141.071619 + Penalty 3576.612782 = -7503564.458837 nChanged 14 SP:Iteration 17Q (2056.666323 sec): 3 clusters Score: Raw -7507150.988794 + Penalty 3576.612782 = -7503574.376012 nChanged 11 SP:Iteration 18Q (2056.748073 sec): 3 clusters Score: Raw -7507158.610376 + Penalty 3576.612782 = -7503581.997594 nChanged 9 SP:Iteration 19Q (2056.833391 sec): 3 clusters Score: Raw -7507165.061291 + Penalty 3576.612782 = -7503588.448508 nChanged 8 SP:Iteration 20F (2056.934440 sec): 3 clusters Score: Raw -7507169.868731 + Penalty 3576.612782 = -7503593.255949 nChanged 5 SP:Iteration 21Q (2057.016700 sec): 3 clusters Score: Raw -7507173.213791 + Penalty 3576.612782 = -7503596.601009 nChanged 5 SP:Iteration 22Q (2057.098405 sec): 3 clusters Score: Raw -7507176.390055 + Penalty 3576.612782 = -7503599.777273 nChanged 5 SP:Iteration 23Q (2057.179548 sec): 3 clusters Score: Raw -7507180.790960 + Penalty 3576.612782 = -7503604.178178 nChanged 9 SP:Iteration 24Q (2057.267998 sec): 3 clusters Score: Raw -7507185.973547 + Penalty 3576.612782 = -7503609.360765 nChanged 6 SP:Iteration 25Q (2057.349223 sec): 3 clusters Score: Raw -7507189.328923 + Penalty 3576.612782 = -7503612.716141 nChanged 3 SP:Iteration 26Q (2057.441049 sec): 3 clusters Score: Raw -7507192.805809 + Penalty 3576.612782 = -7503616.193026 nChanged 4 SP:Iteration 27Q (2057.524830 sec): 3 clusters Score: Raw -7507196.907866 + Penalty 3576.612782 = -7503620.295084 nChanged 4 SP:Iteration 28Q (2057.606640 sec): 3 clusters Score: Raw -7507199.322369 + Penalty 3576.612782 = -7503622.709587 nChanged 2 SP:Iteration 29Q (2057.690442 sec): 3 clusters Score: Raw -7507200.035349 + Penalty 3576.612782 = -7503623.422566 nChanged 0 SP:Iteration 30F (2057.799500 sec): 3 clusters Score: Raw -7507200.035349 + Penalty 3576.612782 = -7503623.422566 nChanged 0 Trying to split cluster 14 (12843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2057.816903 sec): 2 clusters Score: Raw -1483445.579679 + Penalty 1537.340057 = -1481908.239623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2057.849918 sec): 3 clusters Score: Raw -1476040.501325 + Penalty 3074.680113 = -1472965.821212 nChanged 5644 SP:Iteration 1F (2057.882797 sec): 3 clusters Score: Raw -1479378.645734 + Penalty 3074.680113 = -1476303.965621 nChanged 919 SP:Iteration 2F (2057.934604 sec): 3 clusters Score: Raw -1480025.026172 + Penalty 3074.680113 = -1476950.346059 nChanged 971 SP:Iteration 3F (2057.997281 sec): 3 clusters Score: Raw -1480778.523464 + Penalty 3074.680113 = -1477703.843350 nChanged 920 SP:Iteration 4F (2058.029173 sec): 3 clusters Score: Raw -1481522.702597 + Penalty 3074.680113 = -1478448.022484 nChanged 867 SP:Iteration 5F (2058.061179 sec): 3 clusters Score: Raw -1482290.309711 + Penalty 3074.680113 = -1479215.629598 nChanged 753 SP:Iteration 6F (2058.093100 sec): 3 clusters Score: Raw -1482857.216642 + Penalty 3074.680113 = -1479782.536529 nChanged 549 SP:Iteration 7Q (2058.134017 sec): 3 clusters Score: Raw -1483189.268266 + Penalty 3074.680113 = -1480114.588152 nChanged 394 SP:Iteration 8Q (2058.165661 sec): 3 clusters Score: Raw -1483372.142125 + Penalty 3074.680113 = -1480297.462012 nChanged 286 SP:Iteration 9Q (2058.196900 sec): 3 clusters Score: Raw -1483477.350323 + Penalty 3074.680113 = -1480402.670210 nChanged 244 SP:Iteration 10Q (2058.232088 sec): 3 clusters Score: Raw -1483543.540248 + Penalty 3074.680113 = -1480468.860135 nChanged 172 SP:Iteration 11Q (2058.270113 sec): 3 clusters Score: Raw -1483589.807554 + Penalty 3074.680113 = -1480515.127440 nChanged 144 SP:Iteration 12Q (2058.301068 sec): 3 clusters Score: Raw -1483627.894360 + Penalty 3074.680113 = -1480553.214246 nChanged 123 SP:Iteration 13Q (2058.332058 sec): 3 clusters Score: Raw -1483660.040980 + Penalty 3074.680113 = -1480585.360866 nChanged 141 SP:Iteration 14Q (2058.367853 sec): 3 clusters Score: Raw -1483699.852901 + Penalty 3074.680113 = -1480625.172788 nChanged 138 SP:Iteration 15Q (2058.398945 sec): 3 clusters Score: Raw -1483736.537948 + Penalty 3074.680113 = -1480661.857834 nChanged 123 SP:Iteration 16Q (2058.429964 sec): 3 clusters Score: Raw -1483769.333450 + Penalty 3074.680113 = -1480694.653337 nChanged 126 SP:Iteration 17Q (2058.460939 sec): 3 clusters Score: Raw -1483803.348919 + Penalty 3074.680113 = -1480728.668806 nChanged 130 SP:Iteration 18Q (2058.491847 sec): 3 clusters Score: Raw -1483837.027801 + Penalty 3074.680113 = -1480762.347687 nChanged 137 SP:Iteration 19Q (2058.528393 sec): 3 clusters Score: Raw -1483872.816180 + Penalty 3074.680113 = -1480798.136066 nChanged 134 SP:Iteration 20F (2058.560521 sec): 3 clusters Score: Raw -1483910.414872 + Penalty 3074.680113 = -1480835.734759 nChanged 131 SP:Iteration 21Q (2058.591286 sec): 3 clusters Score: Raw -1483949.840398 + Penalty 3074.680113 = -1480875.160284 nChanged 136 SP:Iteration 22Q (2058.622556 sec): 3 clusters Score: Raw -1483991.528638 + Penalty 3074.680113 = -1480916.848524 nChanged 125 SP:Iteration 23Q (2058.653466 sec): 3 clusters Score: Raw -1484029.580663 + Penalty 3074.680113 = -1480954.900549 nChanged 109 SP:Iteration 24Q (2058.690748 sec): 3 clusters Score: Raw -1484060.702146 + Penalty 3074.680113 = -1480986.022033 nChanged 92 SP:Iteration 25Q (2058.721522 sec): 3 clusters Score: Raw -1484086.302158 + Penalty 3074.680113 = -1481011.622045 nChanged 84 SP:Iteration 26Q (2058.778291 sec): 3 clusters Score: Raw -1484109.790998 + Penalty 3074.680113 = -1481035.110885 nChanged 84 SP:Iteration 27Q (2058.808567 sec): 3 clusters Score: Raw -1484131.631226 + Penalty 3074.680113 = -1481056.951112 nChanged 70 SP:Iteration 28Q (2058.839198 sec): 3 clusters Score: Raw -1484153.100407 + Penalty 3074.680113 = -1481078.420294 nChanged 69 SP:Iteration 29Q (2058.877114 sec): 3 clusters Score: Raw -1484173.031582 + Penalty 3074.680113 = -1481098.351469 nChanged 59 SP:Iteration 30Q (2058.913161 sec): 3 clusters Score: Raw -1484192.126716 + Penalty 3074.680113 = -1481117.446603 nChanged 49 SP:Iteration 31Q (2058.954359 sec): 3 clusters Score: Raw -1484205.016886 + Penalty 3074.680113 = -1481130.336773 nChanged 43 SP:Iteration 32Q (2058.984727 sec): 3 clusters Score: Raw -1484216.296413 + Penalty 3074.680113 = -1481141.616300 nChanged 41 SP:Iteration 33Q (2059.015052 sec): 3 clusters Score: Raw -1484231.601641 + Penalty 3074.680113 = -1481156.921528 nChanged 42 SP:Iteration 34Q (2059.045085 sec): 3 clusters Score: Raw -1484248.217133 + Penalty 3074.680113 = -1481173.537020 nChanged 45 SP:Iteration 35Q (2059.081651 sec): 3 clusters Score: Raw -1484268.698711 + Penalty 3074.680113 = -1481194.018598 nChanged 59 SP:Iteration 36Q (2059.111720 sec): 3 clusters Score: Raw -1484298.381600 + Penalty 3074.680113 = -1481223.701487 nChanged 55 SP:Iteration 37Q (2059.141717 sec): 3 clusters Score: Raw -1484325.688112 + Penalty 3074.680113 = -1481251.007999 nChanged 52 SP:Iteration 38Q (2059.171512 sec): 3 clusters Score: Raw -1484356.145855 + Penalty 3074.680113 = -1481281.465742 nChanged 62 SP:Iteration 39Q (2059.201530 sec): 3 clusters Score: Raw -1484402.780112 + Penalty 3074.680113 = -1481328.099998 nChanged 54 SP:Iteration 40F (2059.241028 sec): 3 clusters Score: Raw -1484449.183985 + Penalty 3074.680113 = -1481374.503872 nChanged 49 SP:Iteration 41Q (2059.276705 sec): 3 clusters Score: Raw -1484486.646627 + Penalty 3074.680113 = -1481411.966514 nChanged 37 SP:Iteration 42Q (2059.305639 sec): 3 clusters Score: Raw -1484505.157746 + Penalty 3074.680113 = -1481430.477633 nChanged 27 SP:Iteration 43Q (2059.334122 sec): 3 clusters Score: Raw -1484524.295566 + Penalty 3074.680113 = -1481449.615452 nChanged 27 SP:Iteration 44Q (2059.396826 sec): 3 clusters Score: Raw -1484538.790565 + Penalty 3074.680113 = -1481464.110451 nChanged 22 SP:Iteration 45Q (2059.456487 sec): 3 clusters Score: Raw -1484546.765932 + Penalty 3074.680113 = -1481472.085818 nChanged 14 SP:Iteration 46Q (2059.484646 sec): 3 clusters Score: Raw -1484551.421585 + Penalty 3074.680113 = -1481476.741471 nChanged 10 SP:Iteration 47Q (2059.512768 sec): 3 clusters Score: Raw -1484555.115989 + Penalty 3074.680113 = -1481480.435876 nChanged 9 SP:Iteration 48Q (2059.540828 sec): 3 clusters Score: Raw -1484557.773615 + Penalty 3074.680113 = -1481483.093502 nChanged 5 SP:Iteration 49Q (2059.568788 sec): 3 clusters Score: Raw -1484558.669942 + Penalty 3074.680113 = -1481483.989828 nChanged 4 SP:Iteration 50Q (2059.599430 sec): 3 clusters Score: Raw -1484559.690682 + Penalty 3074.680113 = -1481485.010569 nChanged 6 SP:Iteration 51Q (2059.627377 sec): 3 clusters Score: Raw -1484561.395896 + Penalty 3074.680113 = -1481486.715782 nChanged 5 SP:Iteration 52Q (2059.655248 sec): 3 clusters Score: Raw -1484562.672703 + Penalty 3074.680113 = -1481487.992589 nChanged 5 SP:Iteration 53Q (2059.683154 sec): 3 clusters Score: Raw -1484563.833536 + Penalty 3074.680113 = -1481489.153422 nChanged 0 SP:Iteration 54F (2059.714978 sec): 3 clusters Score: Raw -1484563.833536 + Penalty 3074.680113 = -1481489.153422 nChanged 0 Trying to split cluster 15 (14881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2059.743559 sec): 2 clusters Score: Raw -1818792.824587 + Penalty 1561.274083 = -1817231.550504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2059.779548 sec): 3 clusters Score: Raw -1810098.083409 + Penalty 3122.548166 = -1806975.535243 nChanged 6568 SP:Iteration 1F (2059.814158 sec): 3 clusters Score: Raw -1813559.745566 + Penalty 3122.548166 = -1810437.197400 nChanged 699 SP:Iteration 2Q (2059.853512 sec): 3 clusters Score: Raw -1813806.669906 + Penalty 3122.548166 = -1810684.121740 nChanged 625 SP:Iteration 3Q (2059.888721 sec): 3 clusters Score: Raw -1814013.989235 + Penalty 3122.548166 = -1810891.441069 nChanged 574 SP:Iteration 4Q (2059.923719 sec): 3 clusters Score: Raw -1814229.781793 + Penalty 3122.548166 = -1811107.233627 nChanged 613 SP:Iteration 5Q (2059.958697 sec): 3 clusters Score: Raw -1814498.249023 + Penalty 3122.548166 = -1811375.700857 nChanged 663 SP:Iteration 6Q (2059.993944 sec): 3 clusters Score: Raw -1814872.534530 + Penalty 3122.548166 = -1811749.986364 nChanged 780 SP:Iteration 7F (2060.028540 sec): 3 clusters Score: Raw -1815357.342676 + Penalty 3122.548166 = -1812234.794511 nChanged 810 SP:Iteration 8F (2060.063264 sec): 3 clusters Score: Raw -1815932.127449 + Penalty 3122.548166 = -1812809.579283 nChanged 844 SP:Iteration 9F (2060.101018 sec): 3 clusters Score: Raw -1816562.106475 + Penalty 3122.548166 = -1813439.558309 nChanged 791 SP:Iteration 10F (2060.135481 sec): 3 clusters Score: Raw -1817098.774914 + Penalty 3122.548166 = -1813976.226749 nChanged 677 SP:Iteration 11Q (2060.169682 sec): 3 clusters Score: Raw -1817492.380112 + Penalty 3122.548166 = -1814369.831946 nChanged 556 SP:Iteration 12Q (2060.203796 sec): 3 clusters Score: Raw -1817767.470739 + Penalty 3122.548166 = -1814644.922573 nChanged 418 SP:Iteration 13Q (2060.237778 sec): 3 clusters Score: Raw -1817960.028647 + Penalty 3122.548166 = -1814837.480481 nChanged 357 SP:Iteration 14Q (2060.271310 sec): 3 clusters Score: Raw -1818107.273984 + Penalty 3122.548166 = -1814984.725818 nChanged 303 SP:Iteration 15Q (2060.307307 sec): 3 clusters Score: Raw -1818210.964870 + Penalty 3122.548166 = -1815088.416704 nChanged 247 SP:Iteration 16Q (2060.340640 sec): 3 clusters Score: Raw -1818303.122010 + Penalty 3122.548166 = -1815180.573844 nChanged 239 SP:Iteration 17Q (2060.373447 sec): 3 clusters Score: Raw -1818404.827489 + Penalty 3122.548166 = -1815282.279323 nChanged 248 SP:Iteration 18Q (2060.406065 sec): 3 clusters Score: Raw -1818516.804197 + Penalty 3122.548166 = -1815394.256031 nChanged 230 SP:Iteration 19Q (2060.438769 sec): 3 clusters Score: Raw -1818632.190637 + Penalty 3122.548166 = -1815509.642471 nChanged 206 SP:Iteration 20F (2060.474663 sec): 3 clusters Score: Raw -1818737.982703 + Penalty 3122.548166 = -1815615.434537 nChanged 196 SP:Iteration 21Q (2060.506870 sec): 3 clusters Score: Raw -1818839.594762 + Penalty 3122.548166 = -1815717.046596 nChanged 173 SP:Iteration 22Q (2060.538882 sec): 3 clusters Score: Raw -1818934.559342 + Penalty 3122.548166 = -1815812.011176 nChanged 165 SP:Iteration 23Q (2060.571082 sec): 3 clusters Score: Raw -1819047.352796 + Penalty 3122.548166 = -1815924.804630 nChanged 168 SP:Iteration 24Q (2060.605734 sec): 3 clusters Score: Raw -1819193.233618 + Penalty 3122.548166 = -1816070.685452 nChanged 171 SP:Iteration 25Q (2060.637464 sec): 3 clusters Score: Raw -1819349.063860 + Penalty 3122.548166 = -1816226.515694 nChanged 141 SP:Iteration 26Q (2060.670356 sec): 3 clusters Score: Raw -1819453.783783 + Penalty 3122.548166 = -1816331.235617 nChanged 130 SP:Iteration 27Q (2060.704400 sec): 3 clusters Score: Raw -1819532.545942 + Penalty 3122.548166 = -1816409.997776 nChanged 102 SP:Iteration 28Q (2060.741610 sec): 3 clusters Score: Raw -1819575.318870 + Penalty 3122.548166 = -1816452.770704 nChanged 73 SP:Iteration 29Q (2060.772412 sec): 3 clusters Score: Raw -1819607.298132 + Penalty 3122.548166 = -1816484.749966 nChanged 70 SP:Iteration 30Q (2060.803148 sec): 3 clusters Score: Raw -1819634.081655 + Penalty 3122.548166 = -1816511.533489 nChanged 66 SP:Iteration 31Q (2060.834107 sec): 3 clusters Score: Raw -1819659.998243 + Penalty 3122.548166 = -1816537.450078 nChanged 62 SP:Iteration 32Q (2060.864785 sec): 3 clusters Score: Raw -1819682.945510 + Penalty 3122.548166 = -1816560.397344 nChanged 42 SP:Iteration 33Q (2060.907927 sec): 3 clusters Score: Raw -1819694.513930 + Penalty 3122.548166 = -1816571.965764 nChanged 30 SP:Iteration 34Q (2060.947436 sec): 3 clusters Score: Raw -1819702.413826 + Penalty 3122.548166 = -1816579.865660 nChanged 24 SP:Iteration 35Q (2060.978193 sec): 3 clusters Score: Raw -1819707.950423 + Penalty 3122.548166 = -1816585.402257 nChanged 17 SP:Iteration 36Q (2061.012531 sec): 3 clusters Score: Raw -1819710.716250 + Penalty 3122.548166 = -1816588.168084 nChanged 8 SP:Iteration 37Q (2061.043197 sec): 3 clusters Score: Raw -1819712.778424 + Penalty 3122.548166 = -1816590.230258 nChanged 6 SP:Iteration 38Q (2061.073773 sec): 3 clusters Score: Raw -1819713.647213 + Penalty 3122.548166 = -1816591.099047 nChanged 0 SP:Iteration 39F (2061.109422 sec): 3 clusters Score: Raw -1819713.647213 + Penalty 3122.548166 = -1816591.099047 nChanged 0 Trying to split cluster 16 (6156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2061.129456 sec): 2 clusters Score: Raw -808789.496223 + Penalty 1417.842155 = -807371.654068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2061.152420 sec): 3 clusters Score: Raw -805545.151857 + Penalty 2835.684311 = -802709.467547 nChanged 2499 SP:Iteration 1F (2061.174692 sec): 3 clusters Score: Raw -807031.212995 + Penalty 2835.684311 = -804195.528684 nChanged 460 SP:Iteration 2F (2061.196516 sec): 3 clusters Score: Raw -807290.200742 + Penalty 2835.684311 = -804454.516432 nChanged 353 SP:Iteration 3F (2061.218772 sec): 3 clusters Score: Raw -807496.705784 + Penalty 2835.684311 = -804661.021473 nChanged 315 SP:Iteration 4F (2061.240871 sec): 3 clusters Score: Raw -807698.787954 + Penalty 2835.684311 = -804863.103643 nChanged 314 SP:Iteration 5F (2061.263053 sec): 3 clusters Score: Raw -807890.511623 + Penalty 2835.684311 = -805054.827312 nChanged 283 SP:Iteration 6Q (2061.285366 sec): 3 clusters Score: Raw -808060.619440 + Penalty 2835.684311 = -805224.935129 nChanged 244 SP:Iteration 7Q (2061.307762 sec): 3 clusters Score: Raw -808209.218035 + Penalty 2835.684311 = -805373.533724 nChanged 237 SP:Iteration 8Q (2061.329994 sec): 3 clusters Score: Raw -808363.539318 + Penalty 2835.684311 = -805527.855007 nChanged 252 SP:Iteration 9Q (2061.373380 sec): 3 clusters Score: Raw -808571.966894 + Penalty 2835.684311 = -805736.282584 nChanged 256 SP:Iteration 10Q (2061.396621 sec): 3 clusters Score: Raw -808823.157961 + Penalty 2835.684311 = -805987.473650 nChanged 285 SP:Iteration 11Q (2061.418584 sec): 3 clusters Score: Raw -809116.582808 + Penalty 2835.684311 = -806280.898497 nChanged 276 SP:Iteration 12Q (2061.445704 sec): 3 clusters Score: Raw -809364.360925 + Penalty 2835.684311 = -806528.676614 nChanged 215 SP:Iteration 13Q (2061.485610 sec): 3 clusters Score: Raw -809520.770594 + Penalty 2835.684311 = -806685.086283 nChanged 133 SP:Iteration 14Q (2061.506079 sec): 3 clusters Score: Raw -809591.171272 + Penalty 2835.684311 = -806755.486961 nChanged 98 SP:Iteration 15Q (2061.562797 sec): 3 clusters Score: Raw -809623.843602 + Penalty 2835.684311 = -806788.159292 nChanged 57 SP:Iteration 16Q (2061.618004 sec): 3 clusters Score: Raw -809639.486824 + Penalty 2835.684311 = -806803.802513 nChanged 37 SP:Iteration 17Q (2061.652510 sec): 3 clusters Score: Raw -809650.707549 + Penalty 2835.684311 = -806815.023238 nChanged 31 SP:Iteration 18Q (2061.679318 sec): 3 clusters Score: Raw -809659.015980 + Penalty 2835.684311 = -806823.331669 nChanged 19 SP:Iteration 19Q (2061.700759 sec): 3 clusters Score: Raw -809662.804980 + Penalty 2835.684311 = -806827.120669 nChanged 12 SP:Iteration 20F (2061.723056 sec): 3 clusters Score: Raw -809664.672457 + Penalty 2835.684311 = -806828.988146 nChanged 10 SP:Iteration 21Q (2061.749881 sec): 3 clusters Score: Raw -809666.284685 + Penalty 2835.684311 = -806830.600374 nChanged 8 SP:Iteration 22Q (2061.771492 sec): 3 clusters Score: Raw -809667.784595 + Penalty 2835.684311 = -806832.100285 nChanged 3 SP:Iteration 23Q (2061.792826 sec): 3 clusters Score: Raw -809668.407195 + Penalty 2835.684311 = -806832.722884 nChanged 2 SP:Iteration 24Q (2061.818848 sec): 3 clusters Score: Raw -809668.845537 + Penalty 2835.684311 = -806833.161226 nChanged 2 SP:Iteration 25Q (2061.840183 sec): 3 clusters Score: Raw -809669.173639 + Penalty 2835.684311 = -806833.489328 nChanged 2 SP:Iteration 26Q (2061.871729 sec): 3 clusters Score: Raw -809669.514152 + Penalty 2835.684311 = -806833.829842 nChanged 0 SP:Iteration 27F (2061.894134 sec): 3 clusters Score: Raw -809669.514152 + Penalty 2835.684311 = -806833.829842 nChanged 0 Trying to split cluster 17 (9088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2061.925238 sec): 2 clusters Score: Raw -1113148.509211 + Penalty 1481.140398 = -1111667.368813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2061.955298 sec): 3 clusters Score: Raw -1108076.009817 + Penalty 2962.280796 = -1105113.729021 nChanged 3935 SP:Iteration 1F (2061.981903 sec): 3 clusters Score: Raw -1110288.700690 + Penalty 2962.280796 = -1107326.419894 nChanged 646 SP:Iteration 2F (2062.008375 sec): 3 clusters Score: Raw -1110626.320456 + Penalty 2962.280796 = -1107664.039660 nChanged 554 SP:Iteration 3F (2062.034961 sec): 3 clusters Score: Raw -1110924.083448 + Penalty 2962.280796 = -1107961.802652 nChanged 474 SP:Iteration 4F (2062.066523 sec): 3 clusters Score: Raw -1111179.840473 + Penalty 2962.280796 = -1108217.559678 nChanged 420 SP:Iteration 5Q (2062.093320 sec): 3 clusters Score: Raw -1111400.064408 + Penalty 2962.280796 = -1108437.783612 nChanged 362 SP:Iteration 6Q (2062.120048 sec): 3 clusters Score: Raw -1111588.321874 + Penalty 2962.280796 = -1108626.041078 nChanged 340 SP:Iteration 7Q (2062.146752 sec): 3 clusters Score: Raw -1111744.213467 + Penalty 2962.280796 = -1108781.932671 nChanged 293 SP:Iteration 8Q (2062.173307 sec): 3 clusters Score: Raw -1111896.821505 + Penalty 2962.280796 = -1108934.540709 nChanged 276 SP:Iteration 9Q (2062.199893 sec): 3 clusters Score: Raw -1112024.803783 + Penalty 2962.280796 = -1109062.522987 nChanged 252 SP:Iteration 10Q (2062.232504 sec): 3 clusters Score: Raw -1112140.018211 + Penalty 2962.280796 = -1109177.737416 nChanged 218 SP:Iteration 11Q (2062.258980 sec): 3 clusters Score: Raw -1112221.229628 + Penalty 2962.280796 = -1109258.948832 nChanged 188 SP:Iteration 12Q (2062.290748 sec): 3 clusters Score: Raw -1112285.108643 + Penalty 2962.280796 = -1109322.827847 nChanged 170 SP:Iteration 13Q (2062.317050 sec): 3 clusters Score: Raw -1112341.931688 + Penalty 2962.280796 = -1109379.650892 nChanged 129 SP:Iteration 14Q (2062.343384 sec): 3 clusters Score: Raw -1112378.507585 + Penalty 2962.280796 = -1109416.226789 nChanged 115 SP:Iteration 15Q (2062.369773 sec): 3 clusters Score: Raw -1112411.179358 + Penalty 2962.280796 = -1109448.898562 nChanged 105 SP:Iteration 16Q (2062.396056 sec): 3 clusters Score: Raw -1112439.747352 + Penalty 2962.280796 = -1109477.466556 nChanged 97 SP:Iteration 17Q (2062.422262 sec): 3 clusters Score: Raw -1112468.344009 + Penalty 2962.280796 = -1109506.063213 nChanged 103 SP:Iteration 18Q (2062.448480 sec): 3 clusters Score: Raw -1112497.608686 + Penalty 2962.280796 = -1109535.327890 nChanged 99 SP:Iteration 19Q (2062.474790 sec): 3 clusters Score: Raw -1112518.931766 + Penalty 2962.280796 = -1109556.650970 nChanged 78 SP:Iteration 20F (2062.501316 sec): 3 clusters Score: Raw -1112536.648703 + Penalty 2962.280796 = -1109574.367907 nChanged 71 SP:Iteration 21Q (2062.532098 sec): 3 clusters Score: Raw -1112549.873660 + Penalty 2962.280796 = -1109587.592864 nChanged 53 SP:Iteration 22Q (2062.558159 sec): 3 clusters Score: Raw -1112558.687048 + Penalty 2962.280796 = -1109596.406252 nChanged 43 SP:Iteration 23Q (2062.584360 sec): 3 clusters Score: Raw -1112567.128976 + Penalty 2962.280796 = -1109604.848181 nChanged 55 SP:Iteration 24Q (2062.617226 sec): 3 clusters Score: Raw -1112579.307120 + Penalty 2962.280796 = -1109617.026324 nChanged 53 SP:Iteration 25Q (2062.643493 sec): 3 clusters Score: Raw -1112589.871150 + Penalty 2962.280796 = -1109627.590354 nChanged 50 SP:Iteration 26Q (2062.669445 sec): 3 clusters Score: Raw -1112602.575335 + Penalty 2962.280796 = -1109640.294540 nChanged 51 SP:Iteration 27Q (2062.731025 sec): 3 clusters Score: Raw -1112617.705243 + Penalty 2962.280796 = -1109655.424447 nChanged 70 SP:Iteration 28Q (2062.756705 sec): 3 clusters Score: Raw -1112634.478299 + Penalty 2962.280796 = -1109672.197503 nChanged 72 SP:Iteration 29Q (2062.782714 sec): 3 clusters Score: Raw -1112649.449689 + Penalty 2962.280796 = -1109687.168893 nChanged 53 SP:Iteration 30Q (2062.813351 sec): 3 clusters Score: Raw -1112659.653407 + Penalty 2962.280796 = -1109697.372611 nChanged 54 SP:Iteration 31Q (2062.839592 sec): 3 clusters Score: Raw -1112669.094352 + Penalty 2962.280796 = -1109706.813556 nChanged 48 SP:Iteration 32Q (2062.865688 sec): 3 clusters Score: Raw -1112676.776705 + Penalty 2962.280796 = -1109714.495909 nChanged 24 SP:Iteration 33Q (2062.891740 sec): 3 clusters Score: Raw -1112682.005902 + Penalty 2962.280796 = -1109719.725106 nChanged 36 SP:Iteration 34Q (2062.917951 sec): 3 clusters Score: Raw -1112688.131378 + Penalty 2962.280796 = -1109725.850582 nChanged 30 SP:Iteration 35Q (2062.943772 sec): 3 clusters Score: Raw -1112693.924785 + Penalty 2962.280796 = -1109731.643989 nChanged 30 SP:Iteration 36Q (2062.969705 sec): 3 clusters Score: Raw -1112699.257674 + Penalty 2962.280796 = -1109736.976878 nChanged 35 SP:Iteration 37Q (2062.995654 sec): 3 clusters Score: Raw -1112705.495458 + Penalty 2962.280796 = -1109743.214662 nChanged 29 SP:Iteration 38Q (2063.021299 sec): 3 clusters Score: Raw -1112711.291902 + Penalty 2962.280796 = -1109749.011106 nChanged 29 SP:Iteration 39Q (2063.047318 sec): 3 clusters Score: Raw -1112716.908371 + Penalty 2962.280796 = -1109754.627575 nChanged 36 SP:Iteration 40F (2063.073951 sec): 3 clusters Score: Raw -1112723.666367 + Penalty 2962.280796 = -1109761.385571 nChanged 38 SP:Iteration 41Q (2063.101925 sec): 3 clusters Score: Raw -1112729.796577 + Penalty 2962.280796 = -1109767.515782 nChanged 27 SP:Iteration 42Q (2063.128373 sec): 3 clusters Score: Raw -1112733.679632 + Penalty 2962.280796 = -1109771.398836 nChanged 20 SP:Iteration 43Q (2063.159087 sec): 3 clusters Score: Raw -1112736.483277 + Penalty 2962.280796 = -1109774.202481 nChanged 21 SP:Iteration 44Q (2063.185343 sec): 3 clusters Score: Raw -1112739.799187 + Penalty 2962.280796 = -1109777.518392 nChanged 18 SP:Iteration 45Q (2063.211440 sec): 3 clusters Score: Raw -1112741.795186 + Penalty 2962.280796 = -1109779.514390 nChanged 11 SP:Iteration 46Q (2063.246655 sec): 3 clusters Score: Raw -1112743.304988 + Penalty 2962.280796 = -1109781.024193 nChanged 17 SP:Iteration 47Q (2063.276211 sec): 3 clusters Score: Raw -1112745.216450 + Penalty 2962.280796 = -1109782.935654 nChanged 14 SP:Iteration 48Q (2063.302299 sec): 3 clusters Score: Raw -1112747.775741 + Penalty 2962.280796 = -1109785.494945 nChanged 11 SP:Iteration 49Q (2063.330872 sec): 3 clusters Score: Raw -1112749.722633 + Penalty 2962.280796 = -1109787.441837 nChanged 13 SP:Iteration 50Q (2063.357011 sec): 3 clusters Score: Raw -1112751.488745 + Penalty 2962.280796 = -1109789.207949 nChanged 15 SP:Iteration 51Q (2063.391782 sec): 3 clusters Score: Raw -1112753.260750 + Penalty 2962.280796 = -1109790.979954 nChanged 14 SP:Iteration 52Q (2063.417707 sec): 3 clusters Score: Raw -1112755.261420 + Penalty 2962.280796 = -1109792.980624 nChanged 18 SP:Iteration 53Q (2063.447194 sec): 3 clusters Score: Raw -1112758.266095 + Penalty 2962.280796 = -1109795.985300 nChanged 10 SP:Iteration 54Q (2063.473145 sec): 3 clusters Score: Raw -1112760.030280 + Penalty 2962.280796 = -1109797.749484 nChanged 11 SP:Iteration 55Q (2063.526487 sec): 3 clusters Score: Raw -1112761.642412 + Penalty 2962.280796 = -1109799.361617 nChanged 15 SP:Iteration 56Q (2063.552004 sec): 3 clusters Score: Raw -1112763.407845 + Penalty 2962.280796 = -1109801.127049 nChanged 16 SP:Iteration 57Q (2063.581734 sec): 3 clusters Score: Raw -1112765.596601 + Penalty 2962.280796 = -1109803.315805 nChanged 18 SP:Iteration 58Q (2063.607636 sec): 3 clusters Score: Raw -1112768.076103 + Penalty 2962.280796 = -1109805.795307 nChanged 12 SP:Iteration 59Q (2063.633434 sec): 3 clusters Score: Raw -1112769.434961 + Penalty 2962.280796 = -1109807.154165 nChanged 15 SP:Iteration 60F (2063.659937 sec): 3 clusters Score: Raw -1112771.546852 + Penalty 2962.280796 = -1109809.266056 nChanged 17 SP:Iteration 61Q (2063.692059 sec): 3 clusters Score: Raw -1112774.313262 + Penalty 2962.280796 = -1109812.032466 nChanged 16 SP:Iteration 62Q (2063.718006 sec): 3 clusters Score: Raw -1112776.213288 + Penalty 2962.280796 = -1109813.932493 nChanged 18 SP:Iteration 63Q (2063.744085 sec): 3 clusters Score: Raw -1112778.991437 + Penalty 2962.280796 = -1109816.710641 nChanged 18 SP:Iteration 64Q (2063.773907 sec): 3 clusters Score: Raw -1112781.551777 + Penalty 2962.280796 = -1109819.270981 nChanged 17 SP:Iteration 65Q (2063.799993 sec): 3 clusters Score: Raw -1112783.769041 + Penalty 2962.280796 = -1109821.488245 nChanged 18 SP:Iteration 66Q (2063.826034 sec): 3 clusters Score: Raw -1112785.845199 + Penalty 2962.280796 = -1109823.564403 nChanged 12 SP:Iteration 67Q (2063.851913 sec): 3 clusters Score: Raw -1112787.547420 + Penalty 2962.280796 = -1109825.266624 nChanged 9 SP:Iteration 68Q (2063.877885 sec): 3 clusters Score: Raw -1112788.443348 + Penalty 2962.280796 = -1109826.162553 nChanged 11 SP:Iteration 69Q (2063.903714 sec): 3 clusters Score: Raw -1112789.528947 + Penalty 2962.280796 = -1109827.248151 nChanged 9 SP:Iteration 70Q (2063.944020 sec): 3 clusters Score: Raw -1112790.920835 + Penalty 2962.280796 = -1109828.640039 nChanged 12 SP:Iteration 71Q (2063.979962 sec): 3 clusters Score: Raw -1112793.077691 + Penalty 2962.280796 = -1109830.796895 nChanged 16 SP:Iteration 72Q (2064.006034 sec): 3 clusters Score: Raw -1112795.171522 + Penalty 2962.280796 = -1109832.890726 nChanged 14 SP:Iteration 73Q (2064.032046 sec): 3 clusters Score: Raw -1112797.544506 + Penalty 2962.280796 = -1109835.263711 nChanged 24 SP:Iteration 74Q (2064.057877 sec): 3 clusters Score: Raw -1112800.909683 + Penalty 2962.280796 = -1109838.628887 nChanged 21 SP:Iteration 75Q (2064.083858 sec): 3 clusters Score: Raw -1112803.379659 + Penalty 2962.280796 = -1109841.098863 nChanged 14 SP:Iteration 76Q (2064.111195 sec): 3 clusters Score: Raw -1112805.479128 + Penalty 2962.280796 = -1109843.198333 nChanged 21 SP:Iteration 77Q (2064.137166 sec): 3 clusters Score: Raw -1112808.440328 + Penalty 2962.280796 = -1109846.159533 nChanged 15 SP:Iteration 78Q (2064.163341 sec): 3 clusters Score: Raw -1112810.286002 + Penalty 2962.280796 = -1109848.005207 nChanged 10 SP:Iteration 79Q (2064.189351 sec): 3 clusters Score: Raw -1112811.558677 + Penalty 2962.280796 = -1109849.277881 nChanged 11 SP:Iteration 80F (2064.215912 sec): 3 clusters Score: Raw -1112813.111351 + Penalty 2962.280796 = -1109850.830555 nChanged 14 SP:Iteration 81Q (2064.241847 sec): 3 clusters Score: Raw -1112814.829408 + Penalty 2962.280796 = -1109852.548612 nChanged 19 SP:Iteration 82Q (2064.267965 sec): 3 clusters Score: Raw -1112817.020224 + Penalty 2962.280796 = -1109854.739429 nChanged 8 SP:Iteration 83Q (2064.293747 sec): 3 clusters Score: Raw -1112818.044695 + Penalty 2962.280796 = -1109855.763900 nChanged 13 SP:Iteration 84Q (2064.319641 sec): 3 clusters Score: Raw -1112819.600440 + Penalty 2962.280796 = -1109857.319644 nChanged 9 SP:Iteration 85Q (2064.345504 sec): 3 clusters Score: Raw -1112820.518200 + Penalty 2962.280796 = -1109858.237405 nChanged 8 SP:Iteration 86Q (2064.379896 sec): 3 clusters Score: Raw -1112821.638450 + Penalty 2962.280796 = -1109859.357654 nChanged 8 SP:Iteration 87Q (2064.405770 sec): 3 clusters Score: Raw -1112822.398310 + Penalty 2962.280796 = -1109860.117514 nChanged 9 SP:Iteration 88Q (2064.431639 sec): 3 clusters Score: Raw -1112823.577633 + Penalty 2962.280796 = -1109861.296837 nChanged 8 SP:Iteration 89Q (2064.457487 sec): 3 clusters Score: Raw -1112824.836032 + Penalty 2962.280796 = -1109862.555237 nChanged 14 SP:Iteration 90Q (2064.492473 sec): 3 clusters Score: Raw -1112826.752528 + Penalty 2962.280796 = -1109864.471732 nChanged 9 SP:Iteration 91Q (2064.518431 sec): 3 clusters Score: Raw -1112828.337594 + Penalty 2962.280796 = -1109866.056798 nChanged 11 SP:Iteration 92Q (2064.544312 sec): 3 clusters Score: Raw -1112829.833299 + Penalty 2962.280796 = -1109867.552504 nChanged 15 SP:Iteration 93Q (2064.570172 sec): 3 clusters Score: Raw -1112831.502538 + Penalty 2962.280796 = -1109869.221742 nChanged 12 SP:Iteration 94Q (2064.596290 sec): 3 clusters Score: Raw -1112832.995870 + Penalty 2962.280796 = -1109870.715074 nChanged 8 SP:Iteration 95Q (2064.622264 sec): 3 clusters Score: Raw -1112833.886005 + Penalty 2962.280796 = -1109871.605209 nChanged 3 SP:Iteration 96Q (2064.648019 sec): 3 clusters Score: Raw -1112834.143965 + Penalty 2962.280796 = -1109871.863169 nChanged 5 SP:Iteration 97Q (2064.673887 sec): 3 clusters Score: Raw -1112834.482287 + Penalty 2962.280796 = -1109872.201491 nChanged 5 SP:Iteration 98Q (2064.699719 sec): 3 clusters Score: Raw -1112834.865537 + Penalty 2962.280796 = -1109872.584741 nChanged 4 SP:Iteration 99Q (2064.725455 sec): 3 clusters Score: Raw -1112835.232051 + Penalty 2962.280796 = -1109872.951255 nChanged 3 SP:Iteration 100F (2064.751935 sec): 3 clusters Score: Raw -1112835.665288 + Penalty 2962.280796 = -1109873.384492 nChanged 1 SP:Iteration 101Q (2064.778060 sec): 3 clusters Score: Raw -1112835.756237 + Penalty 2962.280796 = -1109873.475441 nChanged 2 SP:Iteration 102Q (2064.806481 sec): 3 clusters Score: Raw -1112835.957565 + Penalty 2962.280796 = -1109873.676770 nChanged 4 SP:Iteration 103Q (2064.866264 sec): 3 clusters Score: Raw -1112836.438132 + Penalty 2962.280796 = -1109874.157336 nChanged 6 SP:Iteration 104Q (2064.904604 sec): 3 clusters Score: Raw -1112836.982567 + Penalty 2962.280796 = -1109874.701771 nChanged 3 SP:Iteration 105Q (2064.931485 sec): 3 clusters Score: Raw -1112837.554786 + Penalty 2962.280796 = -1109875.273990 nChanged 2 SP:Iteration 106Q (2064.957539 sec): 3 clusters Score: Raw -1112837.680419 + Penalty 2962.280796 = -1109875.399623 nChanged 1 SP:Iteration 107Q (2064.986159 sec): 3 clusters Score: Raw -1112837.770381 + Penalty 2962.280796 = -1109875.489585 nChanged 3 SP:Iteration 108Q (2065.011998 sec): 3 clusters Score: Raw -1112838.042899 + Penalty 2962.280796 = -1109875.762103 nChanged 2 SP:Iteration 109Q (2065.037709 sec): 3 clusters Score: Raw -1112838.271654 + Penalty 2962.280796 = -1109875.990859 nChanged 3 SP:Iteration 110Q (2065.063710 sec): 3 clusters Score: Raw -1112838.464522 + Penalty 2962.280796 = -1109876.183727 nChanged 2 SP:Iteration 111Q (2065.089591 sec): 3 clusters Score: Raw -1112838.644614 + Penalty 2962.280796 = -1109876.363818 nChanged 3 SP:Iteration 112Q (2065.115621 sec): 3 clusters Score: Raw -1112838.956762 + Penalty 2962.280796 = -1109876.675967 nChanged 3 SP:Iteration 113Q (2065.144865 sec): 3 clusters Score: Raw -1112839.115558 + Penalty 2962.280796 = -1109876.834762 nChanged 2 SP:Iteration 114Q (2065.178192 sec): 3 clusters Score: Raw -1112839.177465 + Penalty 2962.280796 = -1109876.896669 nChanged 3 SP:Iteration 115Q (2065.211533 sec): 3 clusters Score: Raw -1112839.372007 + Penalty 2962.280796 = -1109877.091211 nChanged 0 SP:Iteration 116F (2065.247221 sec): 3 clusters Score: Raw -1112839.372007 + Penalty 2962.280796 = -1109877.091211 nChanged 0 Trying to split cluster 18 (7887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2065.269491 sec): 2 clusters Score: Raw -971156.882387 + Penalty 1458.107806 = -969698.774581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2065.295294 sec): 3 clusters Score: Raw -966785.801272 + Penalty 2916.215612 = -963869.585660 nChanged 3390 SP:Iteration 1F (2065.342798 sec): 3 clusters Score: Raw -968506.134365 + Penalty 2916.215612 = -965589.918753 nChanged 532 SP:Iteration 2F (2065.370581 sec): 3 clusters Score: Raw -968749.599096 + Penalty 2916.215612 = -965833.383484 nChanged 420 SP:Iteration 3F (2065.395885 sec): 3 clusters Score: Raw -968942.922361 + Penalty 2916.215612 = -966026.706749 nChanged 357 SP:Iteration 4Q (2065.421006 sec): 3 clusters Score: Raw -969130.168140 + Penalty 2916.215612 = -966213.952528 nChanged 364 SP:Iteration 5Q (2065.446015 sec): 3 clusters Score: Raw -969332.122384 + Penalty 2916.215612 = -966415.906773 nChanged 354 SP:Iteration 6Q (2065.470769 sec): 3 clusters Score: Raw -969542.513000 + Penalty 2916.215612 = -966626.297388 nChanged 360 SP:Iteration 7Q (2065.496509 sec): 3 clusters Score: Raw -969757.466646 + Penalty 2916.215612 = -966841.251034 nChanged 320 SP:Iteration 8Q (2065.521685 sec): 3 clusters Score: Raw -969952.986586 + Penalty 2916.215612 = -967036.770974 nChanged 334 SP:Iteration 9Q (2065.547248 sec): 3 clusters Score: Raw -970150.932874 + Penalty 2916.215612 = -967234.717262 nChanged 305 SP:Iteration 10Q (2065.572574 sec): 3 clusters Score: Raw -970301.426734 + Penalty 2916.215612 = -967385.211122 nChanged 247 SP:Iteration 11Q (2065.597354 sec): 3 clusters Score: Raw -970435.601375 + Penalty 2916.215612 = -967519.385763 nChanged 242 SP:Iteration 12Q (2065.625767 sec): 3 clusters Score: Raw -970565.408680 + Penalty 2916.215612 = -967649.193068 nChanged 213 SP:Iteration 13Q (2065.650499 sec): 3 clusters Score: Raw -970650.062419 + Penalty 2916.215612 = -967733.846808 nChanged 152 SP:Iteration 14Q (2065.675907 sec): 3 clusters Score: Raw -970709.753718 + Penalty 2916.215612 = -967793.538107 nChanged 129 SP:Iteration 15Q (2065.705937 sec): 3 clusters Score: Raw -970754.650256 + Penalty 2916.215612 = -967838.434644 nChanged 104 SP:Iteration 16Q (2065.730418 sec): 3 clusters Score: Raw -970786.818738 + Penalty 2916.215612 = -967870.603126 nChanged 83 SP:Iteration 17Q (2065.755042 sec): 3 clusters Score: Raw -970814.250778 + Penalty 2916.215612 = -967898.035166 nChanged 90 SP:Iteration 18Q (2065.800442 sec): 3 clusters Score: Raw -970838.231135 + Penalty 2916.215612 = -967922.015523 nChanged 67 SP:Iteration 19Q (2065.827804 sec): 3 clusters Score: Raw -970852.886141 + Penalty 2916.215612 = -967936.670530 nChanged 49 SP:Iteration 20F (2065.862295 sec): 3 clusters Score: Raw -970863.754358 + Penalty 2916.215612 = -967947.538746 nChanged 51 SP:Iteration 21Q (2065.887431 sec): 3 clusters Score: Raw -970880.621590 + Penalty 2916.215612 = -967964.405979 nChanged 65 SP:Iteration 22Q (2065.915478 sec): 3 clusters Score: Raw -970900.951069 + Penalty 2916.215612 = -967984.735457 nChanged 62 SP:Iteration 23Q (2065.941715 sec): 3 clusters Score: Raw -970917.912360 + Penalty 2916.215612 = -968001.696748 nChanged 68 SP:Iteration 24Q (2065.970975 sec): 3 clusters Score: Raw -970939.516377 + Penalty 2916.215612 = -968023.300765 nChanged 75 SP:Iteration 25Q (2065.996200 sec): 3 clusters Score: Raw -970963.054825 + Penalty 2916.215612 = -968046.839213 nChanged 59 SP:Iteration 26Q (2066.021282 sec): 3 clusters Score: Raw -970978.129456 + Penalty 2916.215612 = -968061.913845 nChanged 46 SP:Iteration 27Q (2066.045526 sec): 3 clusters Score: Raw -970992.049804 + Penalty 2916.215612 = -968075.834193 nChanged 39 SP:Iteration 28Q (2066.069829 sec): 3 clusters Score: Raw -971003.344977 + Penalty 2916.215612 = -968087.129366 nChanged 49 SP:Iteration 29Q (2066.094035 sec): 3 clusters Score: Raw -971016.413691 + Penalty 2916.215612 = -968100.198080 nChanged 49 SP:Iteration 30Q (2066.122138 sec): 3 clusters Score: Raw -971028.479362 + Penalty 2916.215612 = -968112.263750 nChanged 51 SP:Iteration 31Q (2066.156162 sec): 3 clusters Score: Raw -971044.096412 + Penalty 2916.215612 = -968127.880800 nChanged 61 SP:Iteration 32Q (2066.180379 sec): 3 clusters Score: Raw -971067.040546 + Penalty 2916.215612 = -968150.824934 nChanged 73 SP:Iteration 33Q (2066.204736 sec): 3 clusters Score: Raw -971101.198855 + Penalty 2916.215612 = -968184.983243 nChanged 84 SP:Iteration 34Q (2066.228965 sec): 3 clusters Score: Raw -971143.349492 + Penalty 2916.215612 = -968227.133880 nChanged 112 SP:Iteration 35Q (2066.253144 sec): 3 clusters Score: Raw -971191.680862 + Penalty 2916.215612 = -968275.465251 nChanged 100 SP:Iteration 36Q (2066.277241 sec): 3 clusters Score: Raw -971241.106096 + Penalty 2916.215612 = -968324.890484 nChanged 109 SP:Iteration 37Q (2066.301351 sec): 3 clusters Score: Raw -971289.534003 + Penalty 2916.215612 = -968373.318392 nChanged 99 SP:Iteration 38Q (2066.329239 sec): 3 clusters Score: Raw -971337.410607 + Penalty 2916.215612 = -968421.194995 nChanged 104 SP:Iteration 39Q (2066.356325 sec): 3 clusters Score: Raw -971385.704799 + Penalty 2916.215612 = -968469.489187 nChanged 86 SP:Iteration 40F (2066.381518 sec): 3 clusters Score: Raw -971428.734095 + Penalty 2916.215612 = -968512.518483 nChanged 89 SP:Iteration 41Q (2066.405450 sec): 3 clusters Score: Raw -971465.293948 + Penalty 2916.215612 = -968549.078336 nChanged 72 SP:Iteration 42Q (2066.429512 sec): 3 clusters Score: Raw -971491.216418 + Penalty 2916.215612 = -968575.000806 nChanged 61 SP:Iteration 43Q (2066.453631 sec): 3 clusters Score: Raw -971510.362081 + Penalty 2916.215612 = -968594.146469 nChanged 57 SP:Iteration 44Q (2066.477539 sec): 3 clusters Score: Raw -971525.972753 + Penalty 2916.215612 = -968609.757141 nChanged 44 SP:Iteration 45Q (2066.502013 sec): 3 clusters Score: Raw -971538.115521 + Penalty 2916.215612 = -968621.899909 nChanged 38 SP:Iteration 46Q (2066.526781 sec): 3 clusters Score: Raw -971547.324388 + Penalty 2916.215612 = -968631.108776 nChanged 27 SP:Iteration 47Q (2066.573292 sec): 3 clusters Score: Raw -971553.380250 + Penalty 2916.215612 = -968637.164638 nChanged 27 SP:Iteration 48Q (2066.628298 sec): 3 clusters Score: Raw -971557.758467 + Penalty 2916.215612 = -968641.542855 nChanged 19 SP:Iteration 49Q (2066.652137 sec): 3 clusters Score: Raw -971560.544967 + Penalty 2916.215612 = -968644.329355 nChanged 9 SP:Iteration 50Q (2066.676369 sec): 3 clusters Score: Raw -971562.070492 + Penalty 2916.215612 = -968645.854880 nChanged 13 SP:Iteration 51Q (2066.700573 sec): 3 clusters Score: Raw -971563.811334 + Penalty 2916.215612 = -968647.595722 nChanged 7 SP:Iteration 52Q (2066.729228 sec): 3 clusters Score: Raw -971565.085101 + Penalty 2916.215612 = -968648.869489 nChanged 4 SP:Iteration 53Q (2066.753256 sec): 3 clusters Score: Raw -971565.852216 + Penalty 2916.215612 = -968649.636604 nChanged 5 SP:Iteration 54Q (2066.781487 sec): 3 clusters Score: Raw -971566.762401 + Penalty 2916.215612 = -968650.546789 nChanged 4 SP:Iteration 55Q (2066.810514 sec): 3 clusters Score: Raw -971567.298315 + Penalty 2916.215612 = -968651.082703 nChanged 4 SP:Iteration 56Q (2066.838195 sec): 3 clusters Score: Raw -971567.740888 + Penalty 2916.215612 = -968651.525276 nChanged 1 SP:Iteration 57Q (2066.883863 sec): 3 clusters Score: Raw -971567.787192 + Penalty 2916.215612 = -968651.571580 nChanged 0 SP:Iteration 58F (2066.914047 sec): 3 clusters Score: Raw -971567.787192 + Penalty 2916.215612 = -968651.571580 nChanged 0 Trying to split cluster 19 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2066.927492 sec): 2 clusters Score: Raw -38315.428955 + Penalty 958.287503 = -37357.141452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2066.930207 sec): 3 clusters Score: Raw -38386.735247 + Penalty 1916.575007 = -36470.160240 nChanged 81 SP:Iteration 1F (2066.932635 sec): 3 clusters Score: Raw -38560.750649 + Penalty 1916.575007 = -36644.175642 nChanged 22 SP:Iteration 2F (2066.935040 sec): 3 clusters Score: Raw -38651.999896 + Penalty 1916.575007 = -36735.424889 nChanged 8 SP:Iteration 3Q (2066.937412 sec): 3 clusters Score: Raw -38719.448946 + Penalty 1916.575007 = -36802.873939 nChanged 14 SP:Iteration 4Q (2066.939793 sec): 3 clusters Score: Raw -38757.521372 + Penalty 1916.575007 = -36840.946365 nChanged 10 SP:Iteration 5Q (2066.948237 sec): 3 clusters Score: Raw -38779.343892 + Penalty 1916.575007 = -36862.768885 nChanged 8 SP:Iteration 6Q (2066.950592 sec): 3 clusters Score: Raw -38807.556173 + Penalty 1916.575007 = -36890.981166 nChanged 7 SP:Iteration 7Q (2066.952930 sec): 3 clusters Score: Raw -38825.834353 + Penalty 1916.575007 = -36909.259346 nChanged 9 SP:Iteration 8Q (2066.955205 sec): 3 clusters Score: Raw -38856.225089 + Penalty 1916.575007 = -36939.650082 nChanged 8 SP:Iteration 9Q (2066.963701 sec): 3 clusters Score: Raw -38880.481357 + Penalty 1916.575007 = -36963.906350 nChanged 5 SP:Iteration 10Q (2066.966061 sec): 3 clusters Score: Raw -38893.325726 + Penalty 1916.575007 = -36976.750719 nChanged 6 SP:Iteration 11Q (2066.968317 sec): 3 clusters Score: Raw -38909.360776 + Penalty 1916.575007 = -36992.785769 nChanged 3 SP:Iteration 12Q (2066.970452 sec): 3 clusters Score: Raw -38913.416366 + Penalty 1916.575007 = -36996.841359 nChanged 2 SP:Iteration 13Q (2066.972745 sec): 3 clusters Score: Raw -38941.038627 + Penalty 1916.575007 = -37024.463620 nChanged 6 SP:Iteration 14Q (2066.974972 sec): 3 clusters Score: Raw -38954.328848 + Penalty 1916.575007 = -37037.753842 nChanged 0 SP:Iteration 15F (2066.977325 sec): 3 clusters Score: Raw -38954.328848 + Penalty 1916.575007 = -37037.753842 nChanged 0 Trying to split cluster 20 (8559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2067.000297 sec): 2 clusters Score: Raw -1031111.541951 + Penalty 1471.395029 = -1029640.146922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2067.044752 sec): 3 clusters Score: Raw -1026352.588833 + Penalty 2942.790058 = -1023409.798775 nChanged 3657 SP:Iteration 1F (2067.070220 sec): 3 clusters Score: Raw -1028356.982594 + Penalty 2942.790058 = -1025414.192536 nChanged 577 SP:Iteration 2F (2067.095628 sec): 3 clusters Score: Raw -1028647.093338 + Penalty 2942.790058 = -1025704.303280 nChanged 488 SP:Iteration 3F (2067.121079 sec): 3 clusters Score: Raw -1028871.115412 + Penalty 2942.790058 = -1025928.325354 nChanged 392 SP:Iteration 4Q (2067.147034 sec): 3 clusters Score: Raw -1029031.690275 + Penalty 2942.790058 = -1026088.900217 nChanged 313 SP:Iteration 5Q (2067.172971 sec): 3 clusters Score: Raw -1029156.588817 + Penalty 2942.790058 = -1026213.798759 nChanged 265 SP:Iteration 6Q (2067.202931 sec): 3 clusters Score: Raw -1029257.512732 + Penalty 2942.790058 = -1026314.722674 nChanged 228 SP:Iteration 7Q (2067.228620 sec): 3 clusters Score: Raw -1029346.620385 + Penalty 2942.790058 = -1026403.830327 nChanged 219 SP:Iteration 8Q (2067.254231 sec): 3 clusters Score: Raw -1029426.480152 + Penalty 2942.790058 = -1026483.690094 nChanged 214 SP:Iteration 9Q (2067.280021 sec): 3 clusters Score: Raw -1029508.112305 + Penalty 2942.790058 = -1026565.322247 nChanged 201 SP:Iteration 10Q (2067.305661 sec): 3 clusters Score: Raw -1029591.044130 + Penalty 2942.790058 = -1026648.254072 nChanged 202 SP:Iteration 11Q (2067.331333 sec): 3 clusters Score: Raw -1029674.699664 + Penalty 2942.790058 = -1026731.909606 nChanged 220 SP:Iteration 12Q (2067.373327 sec): 3 clusters Score: Raw -1029762.869298 + Penalty 2942.790058 = -1026820.079240 nChanged 209 SP:Iteration 13Q (2067.406187 sec): 3 clusters Score: Raw -1029848.660944 + Penalty 2942.790058 = -1026905.870886 nChanged 189 SP:Iteration 14Q (2067.432878 sec): 3 clusters Score: Raw -1029932.670902 + Penalty 2942.790058 = -1026989.880844 nChanged 195 SP:Iteration 15Q (2067.458357 sec): 3 clusters Score: Raw -1030021.265143 + Penalty 2942.790058 = -1027078.475085 nChanged 187 SP:Iteration 16Q (2067.483844 sec): 3 clusters Score: Raw -1030094.892848 + Penalty 2942.790058 = -1027152.102791 nChanged 166 SP:Iteration 17Q (2067.509438 sec): 3 clusters Score: Raw -1030159.193068 + Penalty 2942.790058 = -1027216.403010 nChanged 142 SP:Iteration 18Q (2067.540739 sec): 3 clusters Score: Raw -1030211.077062 + Penalty 2942.790058 = -1027268.287004 nChanged 141 SP:Iteration 19Q (2067.583742 sec): 3 clusters Score: Raw -1030263.305610 + Penalty 2942.790058 = -1027320.515552 nChanged 125 SP:Iteration 20F (2067.629368 sec): 3 clusters Score: Raw -1030311.956428 + Penalty 2942.790058 = -1027369.166370 nChanged 127 SP:Iteration 21Q (2067.664527 sec): 3 clusters Score: Raw -1030360.270990 + Penalty 2942.790058 = -1027417.480932 nChanged 112 SP:Iteration 22Q (2067.697391 sec): 3 clusters Score: Raw -1030401.303317 + Penalty 2942.790058 = -1027458.513259 nChanged 99 SP:Iteration 23Q (2067.748573 sec): 3 clusters Score: Raw -1030431.024291 + Penalty 2942.790058 = -1027488.234233 nChanged 80 SP:Iteration 24Q (2067.779333 sec): 3 clusters Score: Raw -1030451.469926 + Penalty 2942.790058 = -1027508.679868 nChanged 61 SP:Iteration 25Q (2067.815243 sec): 3 clusters Score: Raw -1030467.492310 + Penalty 2942.790058 = -1027524.702252 nChanged 71 SP:Iteration 26Q (2067.850460 sec): 3 clusters Score: Raw -1030490.556553 + Penalty 2942.790058 = -1027547.766495 nChanged 65 SP:Iteration 27Q (2067.883567 sec): 3 clusters Score: Raw -1030507.809039 + Penalty 2942.790058 = -1027565.018981 nChanged 63 SP:Iteration 28Q (2067.908666 sec): 3 clusters Score: Raw -1030525.679502 + Penalty 2942.790058 = -1027582.889444 nChanged 60 SP:Iteration 29Q (2067.933508 sec): 3 clusters Score: Raw -1030546.105187 + Penalty 2942.790058 = -1027603.315129 nChanged 49 SP:Iteration 30Q (2067.958448 sec): 3 clusters Score: Raw -1030562.815467 + Penalty 2942.790058 = -1027620.025409 nChanged 63 SP:Iteration 31Q (2067.990459 sec): 3 clusters Score: Raw -1030581.519564 + Penalty 2942.790058 = -1027638.729506 nChanged 64 SP:Iteration 32Q (2068.015842 sec): 3 clusters Score: Raw -1030596.678934 + Penalty 2942.790058 = -1027653.888876 nChanged 54 SP:Iteration 33Q (2068.040596 sec): 3 clusters Score: Raw -1030610.912820 + Penalty 2942.790058 = -1027668.122762 nChanged 45 SP:Iteration 34Q (2068.065193 sec): 3 clusters Score: Raw -1030619.870918 + Penalty 2942.790058 = -1027677.080860 nChanged 39 SP:Iteration 35Q (2068.090622 sec): 3 clusters Score: Raw -1030628.249621 + Penalty 2942.790058 = -1027685.459563 nChanged 30 SP:Iteration 36Q (2068.136141 sec): 3 clusters Score: Raw -1030634.557617 + Penalty 2942.790058 = -1027691.767559 nChanged 41 SP:Iteration 37Q (2068.169911 sec): 3 clusters Score: Raw -1030642.987710 + Penalty 2942.790058 = -1027700.197652 nChanged 36 SP:Iteration 38Q (2068.202821 sec): 3 clusters Score: Raw -1030651.843300 + Penalty 2942.790058 = -1027709.053242 nChanged 33 SP:Iteration 39Q (2068.228072 sec): 3 clusters Score: Raw -1030658.032524 + Penalty 2942.790058 = -1027715.242466 nChanged 25 SP:Iteration 40F (2068.286548 sec): 3 clusters Score: Raw -1030664.194176 + Penalty 2942.790058 = -1027721.404119 nChanged 21 SP:Iteration 41Q (2068.314947 sec): 3 clusters Score: Raw -1030668.447942 + Penalty 2942.790058 = -1027725.657884 nChanged 23 SP:Iteration 42Q (2068.349962 sec): 3 clusters Score: Raw -1030672.694972 + Penalty 2942.790058 = -1027729.904914 nChanged 24 SP:Iteration 43Q (2068.377877 sec): 3 clusters Score: Raw -1030676.633504 + Penalty 2942.790058 = -1027733.843446 nChanged 13 SP:Iteration 44Q (2068.402563 sec): 3 clusters Score: Raw -1030678.885535 + Penalty 2942.790058 = -1027736.095477 nChanged 15 SP:Iteration 45Q (2068.449066 sec): 3 clusters Score: Raw -1030681.160015 + Penalty 2942.790058 = -1027738.369957 nChanged 13 SP:Iteration 46Q (2068.481833 sec): 3 clusters Score: Raw -1030683.170594 + Penalty 2942.790058 = -1027740.380536 nChanged 16 SP:Iteration 47Q (2068.514334 sec): 3 clusters Score: Raw -1030685.654635 + Penalty 2942.790058 = -1027742.864577 nChanged 16 SP:Iteration 48Q (2068.566572 sec): 3 clusters Score: Raw -1030688.522617 + Penalty 2942.790058 = -1027745.732559 nChanged 18 SP:Iteration 49Q (2068.607585 sec): 3 clusters Score: Raw -1030691.546919 + Penalty 2942.790058 = -1027748.756861 nChanged 17 SP:Iteration 50Q (2068.641204 sec): 3 clusters Score: Raw -1030694.266105 + Penalty 2942.790058 = -1027751.476047 nChanged 13 SP:Iteration 51Q (2068.674385 sec): 3 clusters Score: Raw -1030696.380647 + Penalty 2942.790058 = -1027753.590589 nChanged 13 SP:Iteration 52Q (2068.707828 sec): 3 clusters Score: Raw -1030699.512085 + Penalty 2942.790058 = -1027756.722027 nChanged 25 SP:Iteration 53Q (2068.739525 sec): 3 clusters Score: Raw -1030705.516916 + Penalty 2942.790058 = -1027762.726859 nChanged 26 SP:Iteration 54Q (2068.771983 sec): 3 clusters Score: Raw -1030710.794657 + Penalty 2942.790058 = -1027768.004599 nChanged 28 SP:Iteration 55Q (2068.805610 sec): 3 clusters Score: Raw -1030715.655338 + Penalty 2942.790058 = -1027772.865280 nChanged 19 SP:Iteration 56Q (2068.833926 sec): 3 clusters Score: Raw -1030718.756085 + Penalty 2942.790058 = -1027775.966027 nChanged 14 SP:Iteration 57Q (2068.866043 sec): 3 clusters Score: Raw -1030721.057051 + Penalty 2942.790058 = -1027778.266993 nChanged 18 SP:Iteration 58Q (2068.897830 sec): 3 clusters Score: Raw -1030724.311446 + Penalty 2942.790058 = -1027781.521388 nChanged 19 SP:Iteration 59Q (2068.922215 sec): 3 clusters Score: Raw -1030728.333916 + Penalty 2942.790058 = -1027785.543858 nChanged 24 SP:Iteration 60F (2068.947902 sec): 3 clusters Score: Raw -1030734.574993 + Penalty 2942.790058 = -1027791.784935 nChanged 23 SP:Iteration 61Q (2068.982155 sec): 3 clusters Score: Raw -1030740.783053 + Penalty 2942.790058 = -1027797.992995 nChanged 29 SP:Iteration 62Q (2069.017443 sec): 3 clusters Score: Raw -1030749.227075 + Penalty 2942.790058 = -1027806.437017 nChanged 34 SP:Iteration 63Q (2069.041765 sec): 3 clusters Score: Raw -1030759.698827 + Penalty 2942.790058 = -1027816.908769 nChanged 37 SP:Iteration 64Q (2069.099555 sec): 3 clusters Score: Raw -1030770.541667 + Penalty 2942.790058 = -1027827.751609 nChanged 38 SP:Iteration 65Q (2069.132879 sec): 3 clusters Score: Raw -1030781.224613 + Penalty 2942.790058 = -1027838.434555 nChanged 39 SP:Iteration 66Q (2069.167774 sec): 3 clusters Score: Raw -1030790.921776 + Penalty 2942.790058 = -1027848.131718 nChanged 35 SP:Iteration 67Q (2069.228600 sec): 3 clusters Score: Raw -1030799.884473 + Penalty 2942.790058 = -1027857.094415 nChanged 36 SP:Iteration 68Q (2069.270410 sec): 3 clusters Score: Raw -1030809.912129 + Penalty 2942.790058 = -1027867.122071 nChanged 40 SP:Iteration 69Q (2069.318594 sec): 3 clusters Score: Raw -1030823.596960 + Penalty 2942.790058 = -1027880.806902 nChanged 37 SP:Iteration 70Q (2069.367688 sec): 3 clusters Score: Raw -1030835.068846 + Penalty 2942.790058 = -1027892.278788 nChanged 34 SP:Iteration 71Q (2069.399575 sec): 3 clusters Score: Raw -1030844.137076 + Penalty 2942.790058 = -1027901.347018 nChanged 29 SP:Iteration 72Q (2069.431421 sec): 3 clusters Score: Raw -1030852.692601 + Penalty 2942.790058 = -1027909.902543 nChanged 32 SP:Iteration 73Q (2069.463320 sec): 3 clusters Score: Raw -1030861.802019 + Penalty 2942.790058 = -1027919.011961 nChanged 39 SP:Iteration 74Q (2069.495736 sec): 3 clusters Score: Raw -1030874.460758 + Penalty 2942.790058 = -1027931.670700 nChanged 36 SP:Iteration 75Q (2069.544911 sec): 3 clusters Score: Raw -1030884.138324 + Penalty 2942.790058 = -1027941.348266 nChanged 31 SP:Iteration 76Q (2069.569331 sec): 3 clusters Score: Raw -1030892.039580 + Penalty 2942.790058 = -1027949.249522 nChanged 30 SP:Iteration 77Q (2069.595546 sec): 3 clusters Score: Raw -1030899.073086 + Penalty 2942.790058 = -1027956.283028 nChanged 31 SP:Iteration 78Q (2069.619640 sec): 3 clusters Score: Raw -1030906.259410 + Penalty 2942.790058 = -1027963.469352 nChanged 24 SP:Iteration 79Q (2069.655945 sec): 3 clusters Score: Raw -1030912.264490 + Penalty 2942.790058 = -1027969.474432 nChanged 24 SP:Iteration 80F (2069.704264 sec): 3 clusters Score: Raw -1030918.740124 + Penalty 2942.790058 = -1027975.950066 nChanged 26 SP:Iteration 81Q (2069.728095 sec): 3 clusters Score: Raw -1030923.742906 + Penalty 2942.790058 = -1027980.952848 nChanged 22 SP:Iteration 82Q (2069.752228 sec): 3 clusters Score: Raw -1030928.189906 + Penalty 2942.790058 = -1027985.399848 nChanged 17 SP:Iteration 83Q (2069.776269 sec): 3 clusters Score: Raw -1030931.591661 + Penalty 2942.790058 = -1027988.801603 nChanged 10 SP:Iteration 84Q (2069.810343 sec): 3 clusters Score: Raw -1030932.784124 + Penalty 2942.790058 = -1027989.994066 nChanged 6 SP:Iteration 85Q (2069.865730 sec): 3 clusters Score: Raw -1030933.684008 + Penalty 2942.790058 = -1027990.893950 nChanged 6 SP:Iteration 86Q (2069.911519 sec): 3 clusters Score: Raw -1030934.494331 + Penalty 2942.790058 = -1027991.704273 nChanged 8 SP:Iteration 87Q (2069.944729 sec): 3 clusters Score: Raw -1030935.662869 + Penalty 2942.790058 = -1027992.872811 nChanged 9 SP:Iteration 88Q (2069.978055 sec): 3 clusters Score: Raw -1030936.886538 + Penalty 2942.790058 = -1027994.096480 nChanged 9 SP:Iteration 89Q (2070.002057 sec): 3 clusters Score: Raw -1030939.330535 + Penalty 2942.790058 = -1027996.540477 nChanged 11 SP:Iteration 90Q (2070.026179 sec): 3 clusters Score: Raw -1030941.553015 + Penalty 2942.790058 = -1027998.762957 nChanged 13 SP:Iteration 91Q (2070.050140 sec): 3 clusters Score: Raw -1030943.761851 + Penalty 2942.790058 = -1028000.971793 nChanged 14 SP:Iteration 92Q (2070.074086 sec): 3 clusters Score: Raw -1030946.310472 + Penalty 2942.790058 = -1028003.520414 nChanged 24 SP:Iteration 93Q (2070.098167 sec): 3 clusters Score: Raw -1030951.245499 + Penalty 2942.790058 = -1028008.455441 nChanged 22 SP:Iteration 94Q (2070.122227 sec): 3 clusters Score: Raw -1030957.195922 + Penalty 2942.790058 = -1028014.405864 nChanged 16 SP:Iteration 95Q (2070.177793 sec): 3 clusters Score: Raw -1030961.507666 + Penalty 2942.790058 = -1028018.717608 nChanged 23 SP:Iteration 96Q (2070.224559 sec): 3 clusters Score: Raw -1030966.786500 + Penalty 2942.790058 = -1028023.996442 nChanged 20 SP:Iteration 97Q (2070.248546 sec): 3 clusters Score: Raw -1030971.398831 + Penalty 2942.790058 = -1028028.608773 nChanged 15 SP:Iteration 98Q (2070.285424 sec): 3 clusters Score: Raw -1030974.134334 + Penalty 2942.790058 = -1028031.344276 nChanged 8 SP:Iteration 99Q (2070.317692 sec): 3 clusters Score: Raw -1030976.346641 + Penalty 2942.790058 = -1028033.556583 nChanged 12 SP:Iteration 100F (2070.350369 sec): 3 clusters Score: Raw -1030978.493650 + Penalty 2942.790058 = -1028035.703592 nChanged 9 SP:Iteration 101Q (2070.378006 sec): 3 clusters Score: Raw -1030980.233978 + Penalty 2942.790058 = -1028037.443920 nChanged 9 SP:Iteration 102Q (2070.412387 sec): 3 clusters Score: Raw -1030981.888363 + Penalty 2942.790058 = -1028039.098305 nChanged 6 SP:Iteration 103Q (2070.441233 sec): 3 clusters Score: Raw -1030983.208372 + Penalty 2942.790058 = -1028040.418314 nChanged 5 SP:Iteration 104Q (2070.471129 sec): 3 clusters Score: Raw -1030984.202790 + Penalty 2942.790058 = -1028041.412732 nChanged 5 SP:Iteration 105Q (2070.495128 sec): 3 clusters Score: Raw -1030985.130238 + Penalty 2942.790058 = -1028042.340180 nChanged 9 SP:Iteration 106Q (2070.530510 sec): 3 clusters Score: Raw -1030986.385149 + Penalty 2942.790058 = -1028043.595091 nChanged 7 SP:Iteration 107Q (2070.554234 sec): 3 clusters Score: Raw -1030987.676221 + Penalty 2942.790058 = -1028044.886163 nChanged 10 SP:Iteration 108Q (2070.612262 sec): 3 clusters Score: Raw -1030989.694718 + Penalty 2942.790058 = -1028046.904660 nChanged 12 SP:Iteration 109Q (2070.635874 sec): 3 clusters Score: Raw -1030992.477064 + Penalty 2942.790058 = -1028049.687006 nChanged 13 SP:Iteration 110Q (2070.693203 sec): 3 clusters Score: Raw -1030995.335851 + Penalty 2942.790058 = -1028052.545793 nChanged 14 SP:Iteration 111Q (2070.717126 sec): 3 clusters Score: Raw -1030999.077563 + Penalty 2942.790058 = -1028056.287505 nChanged 15 SP:Iteration 112Q (2070.750681 sec): 3 clusters Score: Raw -1031001.676549 + Penalty 2942.790058 = -1028058.886491 nChanged 15 SP:Iteration 113Q (2070.774458 sec): 3 clusters Score: Raw -1031005.638088 + Penalty 2942.790058 = -1028062.848030 nChanged 22 SP:Iteration 114Q (2070.798429 sec): 3 clusters Score: Raw -1031011.979238 + Penalty 2942.790058 = -1028069.189180 nChanged 25 SP:Iteration 115Q (2070.822230 sec): 3 clusters Score: Raw -1031018.254588 + Penalty 2942.790058 = -1028075.464530 nChanged 23 SP:Iteration 116Q (2070.853235 sec): 3 clusters Score: Raw -1031023.356677 + Penalty 2942.790058 = -1028080.566619 nChanged 20 SP:Iteration 117Q (2070.877324 sec): 3 clusters Score: Raw -1031028.241947 + Penalty 2942.790058 = -1028085.451889 nChanged 23 SP:Iteration 118Q (2070.901291 sec): 3 clusters Score: Raw -1031033.924872 + Penalty 2942.790058 = -1028091.134814 nChanged 20 SP:Iteration 119Q (2070.925030 sec): 3 clusters Score: Raw -1031038.347172 + Penalty 2942.790058 = -1028095.557114 nChanged 14 SP:Iteration 120F (2070.950556 sec): 3 clusters Score: Raw -1031042.314660 + Penalty 2942.790058 = -1028099.524602 nChanged 16 SP:Iteration 121Q (2070.974333 sec): 3 clusters Score: Raw -1031046.485652 + Penalty 2942.790058 = -1028103.695594 nChanged 15 SP:Iteration 122Q (2070.998124 sec): 3 clusters Score: Raw -1031050.222758 + Penalty 2942.790058 = -1028107.432700 nChanged 19 SP:Iteration 123Q (2071.022546 sec): 3 clusters Score: Raw -1031056.045012 + Penalty 2942.790058 = -1028113.254954 nChanged 19 SP:Iteration 124Q (2071.046129 sec): 3 clusters Score: Raw -1031061.569862 + Penalty 2942.790058 = -1028118.779804 nChanged 17 SP:Iteration 125Q (2071.069705 sec): 3 clusters Score: Raw -1031066.009583 + Penalty 2942.790058 = -1028123.219525 nChanged 16 SP:Iteration 126Q (2071.093239 sec): 3 clusters Score: Raw -1031069.598520 + Penalty 2942.790058 = -1028126.808462 nChanged 13 SP:Iteration 127Q (2071.117031 sec): 3 clusters Score: Raw -1031072.235987 + Penalty 2942.790058 = -1028129.445929 nChanged 16 SP:Iteration 128Q (2071.140674 sec): 3 clusters Score: Raw -1031076.916987 + Penalty 2942.790058 = -1028134.126929 nChanged 11 SP:Iteration 129Q (2071.167936 sec): 3 clusters Score: Raw -1031080.054851 + Penalty 2942.790058 = -1028137.264793 nChanged 10 SP:Iteration 130Q (2071.206037 sec): 3 clusters Score: Raw -1031082.243562 + Penalty 2942.790058 = -1028139.453504 nChanged 10 SP:Iteration 131Q (2071.229791 sec): 3 clusters Score: Raw -1031084.968734 + Penalty 2942.790058 = -1028142.178676 nChanged 18 SP:Iteration 132Q (2071.289098 sec): 3 clusters Score: Raw -1031090.742641 + Penalty 2942.790058 = -1028147.952583 nChanged 20 SP:Iteration 133Q (2071.347322 sec): 3 clusters Score: Raw -1031096.282156 + Penalty 2942.790058 = -1028153.492098 nChanged 17 SP:Iteration 134Q (2071.396661 sec): 3 clusters Score: Raw -1031101.399704 + Penalty 2942.790058 = -1028158.609646 nChanged 23 SP:Iteration 135Q (2071.462295 sec): 3 clusters Score: Raw -1031108.954238 + Penalty 2942.790058 = -1028166.164180 nChanged 18 SP:Iteration 136Q (2071.527791 sec): 3 clusters Score: Raw -1031113.757980 + Penalty 2942.790058 = -1028170.967922 nChanged 15 SP:Iteration 137Q (2071.586097 sec): 3 clusters Score: Raw -1031118.852138 + Penalty 2942.790058 = -1028176.062080 nChanged 18 SP:Iteration 138Q (2071.631736 sec): 3 clusters Score: Raw -1031127.620948 + Penalty 2942.790058 = -1028184.830890 nChanged 18 SP:Iteration 139Q (2071.663957 sec): 3 clusters Score: Raw -1031134.980689 + Penalty 2942.790058 = -1028192.190631 nChanged 19 SP:Iteration 140F (2071.689940 sec): 3 clusters Score: Raw -1031143.396313 + Penalty 2942.790058 = -1028200.606255 nChanged 21 SP:Iteration 141Q (2071.713400 sec): 3 clusters Score: Raw -1031151.992238 + Penalty 2942.790058 = -1028209.202180 nChanged 19 SP:Iteration 142Q (2071.748841 sec): 3 clusters Score: Raw -1031160.225252 + Penalty 2942.790058 = -1028217.435194 nChanged 22 SP:Iteration 143Q (2071.771945 sec): 3 clusters Score: Raw -1031169.003060 + Penalty 2942.790058 = -1028226.213002 nChanged 24 SP:Iteration 144Q (2071.800339 sec): 3 clusters Score: Raw -1031176.777967 + Penalty 2942.790058 = -1028233.987909 nChanged 13 SP:Iteration 145Q (2071.823876 sec): 3 clusters Score: Raw -1031182.750134 + Penalty 2942.790058 = -1028239.960076 nChanged 22 SP:Iteration 146Q (2071.847533 sec): 3 clusters Score: Raw -1031196.842660 + Penalty 2942.790058 = -1028254.052602 nChanged 31 SP:Iteration 147Q (2071.876412 sec): 3 clusters Score: Raw -1031216.416603 + Penalty 2942.790058 = -1028273.626545 nChanged 33 SP:Iteration 148Q (2071.899941 sec): 3 clusters Score: Raw -1031231.118454 + Penalty 2942.790058 = -1028288.328396 nChanged 35 SP:Iteration 149Q (2071.923181 sec): 3 clusters Score: Raw -1031246.720926 + Penalty 2942.790058 = -1028303.930868 nChanged 27 SP:Iteration 150Q (2071.946507 sec): 3 clusters Score: Raw -1031258.248540 + Penalty 2942.790058 = -1028315.458482 nChanged 25 SP:Iteration 151Q (2071.969898 sec): 3 clusters Score: Raw -1031268.333437 + Penalty 2942.790058 = -1028325.543379 nChanged 20 SP:Iteration 152Q (2071.993141 sec): 3 clusters Score: Raw -1031276.077087 + Penalty 2942.790058 = -1028333.287029 nChanged 23 SP:Iteration 153Q (2072.016360 sec): 3 clusters Score: Raw -1031282.498349 + Penalty 2942.790058 = -1028339.708291 nChanged 13 SP:Iteration 154Q (2072.039494 sec): 3 clusters Score: Raw -1031285.221774 + Penalty 2942.790058 = -1028342.431716 nChanged 6 SP:Iteration 155Q (2072.062744 sec): 3 clusters Score: Raw -1031287.110390 + Penalty 2942.790058 = -1028344.320332 nChanged 10 SP:Iteration 156Q (2072.086208 sec): 3 clusters Score: Raw -1031290.724890 + Penalty 2942.790058 = -1028347.934832 nChanged 9 SP:Iteration 157Q (2072.121850 sec): 3 clusters Score: Raw -1031293.251013 + Penalty 2942.790058 = -1028350.460955 nChanged 6 SP:Iteration 158Q (2072.149498 sec): 3 clusters Score: Raw -1031296.775786 + Penalty 2942.790058 = -1028353.985728 nChanged 10 SP:Iteration 159Q (2072.190813 sec): 3 clusters Score: Raw -1031301.898554 + Penalty 2942.790058 = -1028359.108496 nChanged 15 SP:Iteration 160F (2072.224040 sec): 3 clusters Score: Raw -1031307.626423 + Penalty 2942.790058 = -1028364.836365 nChanged 11 SP:Iteration 161Q (2072.247557 sec): 3 clusters Score: Raw -1031311.412269 + Penalty 2942.790058 = -1028368.622211 nChanged 6 SP:Iteration 162Q (2072.279598 sec): 3 clusters Score: Raw -1031314.162701 + Penalty 2942.790058 = -1028371.372643 nChanged 7 SP:Iteration 163Q (2072.302797 sec): 3 clusters Score: Raw -1031315.911228 + Penalty 2942.790058 = -1028373.121170 nChanged 6 SP:Iteration 164Q (2072.326150 sec): 3 clusters Score: Raw -1031318.284122 + Penalty 2942.790058 = -1028375.494064 nChanged 6 SP:Iteration 165Q (2072.349281 sec): 3 clusters Score: Raw -1031319.754502 + Penalty 2942.790058 = -1028376.964444 nChanged 2 SP:Iteration 166Q (2072.375247 sec): 3 clusters Score: Raw -1031320.781202 + Penalty 2942.790058 = -1028377.991144 nChanged 5 SP:Iteration 167Q (2072.398891 sec): 3 clusters Score: Raw -1031322.922266 + Penalty 2942.790058 = -1028380.132208 nChanged 4 SP:Iteration 168Q (2072.422202 sec): 3 clusters Score: Raw -1031324.006919 + Penalty 2942.790058 = -1028381.216861 nChanged 1 SP:Iteration 169Q (2072.445393 sec): 3 clusters Score: Raw -1031325.261402 + Penalty 2942.790058 = -1028382.471344 nChanged 4 SP:Iteration 170Q (2072.502103 sec): 3 clusters Score: Raw -1031326.229887 + Penalty 2942.790058 = -1028383.439829 nChanged 4 SP:Iteration 171Q (2072.526928 sec): 3 clusters Score: Raw -1031327.402707 + Penalty 2942.790058 = -1028384.612649 nChanged 3 SP:Iteration 172Q (2072.551619 sec): 3 clusters Score: Raw -1031328.790324 + Penalty 2942.790058 = -1028386.000266 nChanged 2 SP:Iteration 173Q (2072.574613 sec): 3 clusters Score: Raw -1031329.147079 + Penalty 2942.790058 = -1028386.357021 nChanged 2 SP:Iteration 174Q (2072.597903 sec): 3 clusters Score: Raw -1031329.655030 + Penalty 2942.790058 = -1028386.864972 nChanged 1 SP:Iteration 175Q (2072.631941 sec): 3 clusters Score: Raw -1031329.856427 + Penalty 2942.790058 = -1028387.066369 nChanged 2 SP:Iteration 176Q (2072.654950 sec): 3 clusters Score: Raw -1031330.529023 + Penalty 2942.790058 = -1028387.738965 nChanged 1 SP:Iteration 177Q (2072.678066 sec): 3 clusters Score: Raw -1031330.919403 + Penalty 2942.790058 = -1028388.129345 nChanged 0 SP:Iteration 178F (2072.703650 sec): 3 clusters Score: Raw -1031330.919403 + Penalty 2942.790058 = -1028388.129345 nChanged 0 Trying to split cluster 21 (18007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2072.740561 sec): 2 clusters Score: Raw -2253119.539469 + Penalty 1592.258826 = -2251527.280643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2072.782665 sec): 3 clusters Score: Raw -2242374.458195 + Penalty 3184.517651 = -2239189.940544 nChanged 8160 SP:Iteration 1F (2072.823880 sec): 3 clusters Score: Raw -2246959.030587 + Penalty 3184.517651 = -2243774.512936 nChanged 1024 SP:Iteration 2F (2072.862736 sec): 3 clusters Score: Raw -2247409.162067 + Penalty 3184.517651 = -2244224.644416 nChanged 961 SP:Iteration 3F (2072.901873 sec): 3 clusters Score: Raw -2247850.217855 + Penalty 3184.517651 = -2244665.700203 nChanged 873 SP:Iteration 4Q (2072.942527 sec): 3 clusters Score: Raw -2248281.646165 + Penalty 3184.517651 = -2245097.128514 nChanged 818 SP:Iteration 5Q (2072.982926 sec): 3 clusters Score: Raw -2248687.428596 + Penalty 3184.517651 = -2245502.910945 nChanged 808 SP:Iteration 6Q (2073.023390 sec): 3 clusters Score: Raw -2249130.635857 + Penalty 3184.517651 = -2245946.118205 nChanged 819 SP:Iteration 7Q (2073.064055 sec): 3 clusters Score: Raw -2249615.285871 + Penalty 3184.517651 = -2246430.768219 nChanged 833 SP:Iteration 8Q (2073.104259 sec): 3 clusters Score: Raw -2250112.825965 + Penalty 3184.517651 = -2246928.308314 nChanged 770 SP:Iteration 9Q (2073.144031 sec): 3 clusters Score: Raw -2250564.383758 + Penalty 3184.517651 = -2247379.866107 nChanged 684 SP:Iteration 10Q (2073.183658 sec): 3 clusters Score: Raw -2250931.380855 + Penalty 3184.517651 = -2247746.863203 nChanged 547 SP:Iteration 11Q (2073.222702 sec): 3 clusters Score: Raw -2251153.327390 + Penalty 3184.517651 = -2247968.809739 nChanged 396 SP:Iteration 12Q (2073.267925 sec): 3 clusters Score: Raw -2251276.282818 + Penalty 3184.517651 = -2248091.765167 nChanged 288 SP:Iteration 13Q (2073.308059 sec): 3 clusters Score: Raw -2251354.955713 + Penalty 3184.517651 = -2248170.438061 nChanged 223 SP:Iteration 14Q (2073.346692 sec): 3 clusters Score: Raw -2251416.123503 + Penalty 3184.517651 = -2248231.605852 nChanged 202 SP:Iteration 15Q (2073.384997 sec): 3 clusters Score: Raw -2251471.884665 + Penalty 3184.517651 = -2248287.367013 nChanged 181 SP:Iteration 16Q (2073.429297 sec): 3 clusters Score: Raw -2251526.422282 + Penalty 3184.517651 = -2248341.904631 nChanged 210 SP:Iteration 17Q (2073.467418 sec): 3 clusters Score: Raw -2251585.141488 + Penalty 3184.517651 = -2248400.623836 nChanged 194 SP:Iteration 18Q (2073.510597 sec): 3 clusters Score: Raw -2251639.239221 + Penalty 3184.517651 = -2248454.721570 nChanged 201 SP:Iteration 19Q (2073.549884 sec): 3 clusters Score: Raw -2251701.472400 + Penalty 3184.517651 = -2248516.954749 nChanged 209 SP:Iteration 20F (2073.589785 sec): 3 clusters Score: Raw -2251768.030299 + Penalty 3184.517651 = -2248583.512648 nChanged 206 SP:Iteration 21Q (2073.627286 sec): 3 clusters Score: Raw -2251841.025049 + Penalty 3184.517651 = -2248656.507398 nChanged 250 SP:Iteration 22Q (2073.666011 sec): 3 clusters Score: Raw -2251937.154283 + Penalty 3184.517651 = -2248752.636632 nChanged 255 SP:Iteration 23Q (2073.703444 sec): 3 clusters Score: Raw -2252035.372374 + Penalty 3184.517651 = -2248850.854722 nChanged 237 SP:Iteration 24Q (2073.740582 sec): 3 clusters Score: Raw -2252121.169385 + Penalty 3184.517651 = -2248936.651733 nChanged 213 SP:Iteration 25Q (2073.777393 sec): 3 clusters Score: Raw -2252198.144501 + Penalty 3184.517651 = -2249013.626850 nChanged 214 SP:Iteration 26Q (2073.814652 sec): 3 clusters Score: Raw -2252276.346535 + Penalty 3184.517651 = -2249091.828884 nChanged 211 SP:Iteration 27Q (2073.851180 sec): 3 clusters Score: Raw -2252354.273409 + Penalty 3184.517651 = -2249169.755757 nChanged 192 SP:Iteration 28Q (2073.888064 sec): 3 clusters Score: Raw -2252428.317577 + Penalty 3184.517651 = -2249243.799926 nChanged 179 SP:Iteration 29Q (2073.924234 sec): 3 clusters Score: Raw -2252490.423533 + Penalty 3184.517651 = -2249305.905882 nChanged 154 SP:Iteration 30Q (2073.970318 sec): 3 clusters Score: Raw -2252545.659579 + Penalty 3184.517651 = -2249361.141928 nChanged 160 SP:Iteration 31Q (2074.006705 sec): 3 clusters Score: Raw -2252599.488751 + Penalty 3184.517651 = -2249414.971100 nChanged 150 SP:Iteration 32Q (2074.042752 sec): 3 clusters Score: Raw -2252656.431424 + Penalty 3184.517651 = -2249471.913773 nChanged 167 SP:Iteration 33Q (2074.078585 sec): 3 clusters Score: Raw -2252729.075356 + Penalty 3184.517651 = -2249544.557705 nChanged 173 SP:Iteration 34Q (2074.114269 sec): 3 clusters Score: Raw -2252808.820422 + Penalty 3184.517651 = -2249624.302771 nChanged 151 SP:Iteration 35Q (2074.149705 sec): 3 clusters Score: Raw -2252884.779917 + Penalty 3184.517651 = -2249700.262266 nChanged 132 SP:Iteration 36Q (2074.184589 sec): 3 clusters Score: Raw -2252949.567296 + Penalty 3184.517651 = -2249765.049644 nChanged 130 SP:Iteration 37Q (2074.226396 sec): 3 clusters Score: Raw -2253006.985511 + Penalty 3184.517651 = -2249822.467860 nChanged 96 SP:Iteration 38Q (2074.261972 sec): 3 clusters Score: Raw -2253051.192427 + Penalty 3184.517651 = -2249866.674776 nChanged 97 SP:Iteration 39Q (2074.302020 sec): 3 clusters Score: Raw -2253102.009409 + Penalty 3184.517651 = -2249917.491757 nChanged 87 SP:Iteration 40F (2074.341540 sec): 3 clusters Score: Raw -2253149.333834 + Penalty 3184.517651 = -2249964.816183 nChanged 80 SP:Iteration 41Q (2074.376628 sec): 3 clusters Score: Raw -2253186.707590 + Penalty 3184.517651 = -2250002.189939 nChanged 63 SP:Iteration 42Q (2074.429916 sec): 3 clusters Score: Raw -2253212.385677 + Penalty 3184.517651 = -2250027.868026 nChanged 50 SP:Iteration 43Q (2074.458186 sec): 3 clusters Score: Raw -2253234.995120 + Penalty 3184.517651 = -2250050.477469 nChanged 51 SP:Iteration 44Q (2074.492419 sec): 3 clusters Score: Raw -2253259.073241 + Penalty 3184.517651 = -2250074.555589 nChanged 41 SP:Iteration 45Q (2074.528726 sec): 3 clusters Score: Raw -2253278.476540 + Penalty 3184.517651 = -2250093.958889 nChanged 39 SP:Iteration 46Q (2074.562757 sec): 3 clusters Score: Raw -2253295.018004 + Penalty 3184.517651 = -2250110.500352 nChanged 34 SP:Iteration 47Q (2074.596938 sec): 3 clusters Score: Raw -2253306.211365 + Penalty 3184.517651 = -2250121.693714 nChanged 34 SP:Iteration 48Q (2074.631270 sec): 3 clusters Score: Raw -2253317.930693 + Penalty 3184.517651 = -2250133.413042 nChanged 21 SP:Iteration 49Q (2074.665212 sec): 3 clusters Score: Raw -2253324.498344 + Penalty 3184.517651 = -2250139.980693 nChanged 19 SP:Iteration 50Q (2074.708964 sec): 3 clusters Score: Raw -2253330.552487 + Penalty 3184.517651 = -2250146.034835 nChanged 17 SP:Iteration 51Q (2074.742813 sec): 3 clusters Score: Raw -2253336.272520 + Penalty 3184.517651 = -2250151.754869 nChanged 14 SP:Iteration 52Q (2074.776624 sec): 3 clusters Score: Raw -2253341.168291 + Penalty 3184.517651 = -2250156.650639 nChanged 9 SP:Iteration 53Q (2074.810671 sec): 3 clusters Score: Raw -2253342.871435 + Penalty 3184.517651 = -2250158.353784 nChanged 6 SP:Iteration 54Q (2074.844710 sec): 3 clusters Score: Raw -2253344.592087 + Penalty 3184.517651 = -2250160.074436 nChanged 7 SP:Iteration 55Q (2074.878454 sec): 3 clusters Score: Raw -2253347.402348 + Penalty 3184.517651 = -2250162.884697 nChanged 9 SP:Iteration 56Q (2074.912935 sec): 3 clusters Score: Raw -2253351.003429 + Penalty 3184.517651 = -2250166.485778 nChanged 8 SP:Iteration 57Q (2074.947318 sec): 3 clusters Score: Raw -2253353.244633 + Penalty 3184.517651 = -2250168.726981 nChanged 6 SP:Iteration 58Q (2075.014640 sec): 3 clusters Score: Raw -2253356.097313 + Penalty 3184.517651 = -2250171.579662 nChanged 6 SP:Iteration 59Q (2075.050515 sec): 3 clusters Score: Raw -2253359.080629 + Penalty 3184.517651 = -2250174.562978 nChanged 4 SP:Iteration 60F (2075.090130 sec): 3 clusters Score: Raw -2253360.608341 + Penalty 3184.517651 = -2250176.090690 nChanged 4 SP:Iteration 61Q (2075.128959 sec): 3 clusters Score: Raw -2253361.798912 + Penalty 3184.517651 = -2250177.281261 nChanged 5 SP:Iteration 62Q (2075.162488 sec): 3 clusters Score: Raw -2253364.381550 + Penalty 3184.517651 = -2250179.863899 nChanged 4 SP:Iteration 63Q (2075.196836 sec): 3 clusters Score: Raw -2253366.437137 + Penalty 3184.517651 = -2250181.919486 nChanged 4 SP:Iteration 64Q (2075.230803 sec): 3 clusters Score: Raw -2253370.251854 + Penalty 3184.517651 = -2250185.734203 nChanged 8 SP:Iteration 65Q (2075.271092 sec): 3 clusters Score: Raw -2253374.143572 + Penalty 3184.517651 = -2250189.625921 nChanged 9 SP:Iteration 66Q (2075.307468 sec): 3 clusters Score: Raw -2253378.988980 + Penalty 3184.517651 = -2250194.471328 nChanged 7 SP:Iteration 67Q (2075.345014 sec): 3 clusters Score: Raw -2253382.087877 + Penalty 3184.517651 = -2250197.570225 nChanged 4 SP:Iteration 68Q (2075.378639 sec): 3 clusters Score: Raw -2253383.887430 + Penalty 3184.517651 = -2250199.369778 nChanged 3 SP:Iteration 69Q (2075.415695 sec): 3 clusters Score: Raw -2253385.229601 + Penalty 3184.517651 = -2250200.711949 nChanged 2 SP:Iteration 70Q (2075.449786 sec): 3 clusters Score: Raw -2253385.586249 + Penalty 3184.517651 = -2250201.068598 nChanged 1 SP:Iteration 71Q (2075.483713 sec): 3 clusters Score: Raw -2253385.963485 + Penalty 3184.517651 = -2250201.445834 nChanged 0 SP:Iteration 72F (2075.526354 sec): 3 clusters Score: Raw -2253385.963485 + Penalty 3184.517651 = -2250201.445834 nChanged 0 Trying to split cluster 22 (15620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2075.561005 sec): 2 clusters Score: Raw -1955529.653123 + Penalty 1569.149956 = -1953960.503167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2075.599937 sec): 3 clusters Score: Raw -1946273.462001 + Penalty 3138.299913 = -1943135.162088 nChanged 7010 SP:Iteration 1F (2075.637026 sec): 3 clusters Score: Raw -1950042.803349 + Penalty 3138.299913 = -1946904.503436 nChanged 826 SP:Iteration 2F (2075.677583 sec): 3 clusters Score: Raw -1950362.388817 + Penalty 3138.299913 = -1947224.088904 nChanged 711 SP:Iteration 3Q (2075.716533 sec): 3 clusters Score: Raw -1950645.622423 + Penalty 3138.299913 = -1947507.322511 nChanged 700 SP:Iteration 4Q (2075.757986 sec): 3 clusters Score: Raw -1950915.033832 + Penalty 3138.299913 = -1947776.733919 nChanged 666 SP:Iteration 5Q (2075.795551 sec): 3 clusters Score: Raw -1951197.669941 + Penalty 3138.299913 = -1948059.370029 nChanged 676 SP:Iteration 6Q (2075.833364 sec): 3 clusters Score: Raw -1951510.964222 + Penalty 3138.299913 = -1948372.664310 nChanged 665 SP:Iteration 7Q (2075.870812 sec): 3 clusters Score: Raw -1951853.719007 + Penalty 3138.299913 = -1948715.419094 nChanged 708 SP:Iteration 8Q (2075.908504 sec): 3 clusters Score: Raw -1952307.536893 + Penalty 3138.299913 = -1949169.236981 nChanged 781 SP:Iteration 9Q (2075.946246 sec): 3 clusters Score: Raw -1952853.111974 + Penalty 3138.299913 = -1949714.812061 nChanged 782 SP:Iteration 10F (2075.983344 sec): 3 clusters Score: Raw -1953344.449566 + Penalty 3138.299913 = -1950206.149653 nChanged 657 SP:Iteration 11Q (2076.020705 sec): 3 clusters Score: Raw -1953644.647718 + Penalty 3138.299913 = -1950506.347806 nChanged 445 SP:Iteration 12Q (2076.058584 sec): 3 clusters Score: Raw -1953809.266456 + Penalty 3138.299913 = -1950670.966543 nChanged 312 SP:Iteration 13Q (2076.099616 sec): 3 clusters Score: Raw -1953893.133608 + Penalty 3138.299913 = -1950754.833695 nChanged 213 SP:Iteration 14Q (2076.141530 sec): 3 clusters Score: Raw -1953941.043096 + Penalty 3138.299913 = -1950802.743184 nChanged 154 SP:Iteration 15Q (2076.178238 sec): 3 clusters Score: Raw -1953970.007655 + Penalty 3138.299913 = -1950831.707743 nChanged 130 SP:Iteration 16Q (2076.214402 sec): 3 clusters Score: Raw -1953994.513335 + Penalty 3138.299913 = -1950856.213422 nChanged 123 SP:Iteration 17Q (2076.251361 sec): 3 clusters Score: Raw -1954017.645316 + Penalty 3138.299913 = -1950879.345404 nChanged 113 SP:Iteration 18Q (2076.290545 sec): 3 clusters Score: Raw -1954039.880655 + Penalty 3138.299913 = -1950901.580742 nChanged 114 SP:Iteration 19Q (2076.328259 sec): 3 clusters Score: Raw -1954062.842600 + Penalty 3138.299913 = -1950924.542688 nChanged 108 SP:Iteration 20F (2076.365696 sec): 3 clusters Score: Raw -1954082.690854 + Penalty 3138.299913 = -1950944.390941 nChanged 88 SP:Iteration 21Q (2076.401884 sec): 3 clusters Score: Raw -1954096.618806 + Penalty 3138.299913 = -1950958.318893 nChanged 79 SP:Iteration 22Q (2076.438128 sec): 3 clusters Score: Raw -1954109.369059 + Penalty 3138.299913 = -1950971.069146 nChanged 63 SP:Iteration 23Q (2076.474344 sec): 3 clusters Score: Raw -1954119.232356 + Penalty 3138.299913 = -1950980.932444 nChanged 67 SP:Iteration 24Q (2076.520224 sec): 3 clusters Score: Raw -1954128.322497 + Penalty 3138.299913 = -1950990.022584 nChanged 61 SP:Iteration 25Q (2076.556275 sec): 3 clusters Score: Raw -1954137.169553 + Penalty 3138.299913 = -1950998.869640 nChanged 66 SP:Iteration 26Q (2076.592313 sec): 3 clusters Score: Raw -1954146.728544 + Penalty 3138.299913 = -1951008.428631 nChanged 63 SP:Iteration 27Q (2076.628640 sec): 3 clusters Score: Raw -1954156.942426 + Penalty 3138.299913 = -1951018.642514 nChanged 57 SP:Iteration 28Q (2076.665018 sec): 3 clusters Score: Raw -1954165.356014 + Penalty 3138.299913 = -1951027.056102 nChanged 52 SP:Iteration 29Q (2076.708690 sec): 3 clusters Score: Raw -1954171.498944 + Penalty 3138.299913 = -1951033.199032 nChanged 43 SP:Iteration 30Q (2076.745223 sec): 3 clusters Score: Raw -1954175.491847 + Penalty 3138.299913 = -1951037.191934 nChanged 35 SP:Iteration 31Q (2076.781290 sec): 3 clusters Score: Raw -1954179.289949 + Penalty 3138.299913 = -1951040.990036 nChanged 34 SP:Iteration 32Q (2076.819702 sec): 3 clusters Score: Raw -1954183.781616 + Penalty 3138.299913 = -1951045.481703 nChanged 40 SP:Iteration 33Q (2076.855870 sec): 3 clusters Score: Raw -1954187.979947 + Penalty 3138.299913 = -1951049.680034 nChanged 43 SP:Iteration 34Q (2076.892438 sec): 3 clusters Score: Raw -1954194.273703 + Penalty 3138.299913 = -1951055.973791 nChanged 61 SP:Iteration 35Q (2076.928496 sec): 3 clusters Score: Raw -1954203.570771 + Penalty 3138.299913 = -1951065.270859 nChanged 59 SP:Iteration 36Q (2076.973862 sec): 3 clusters Score: Raw -1954210.768324 + Penalty 3138.299913 = -1951072.468412 nChanged 52 SP:Iteration 37Q (2077.009501 sec): 3 clusters Score: Raw -1954217.150733 + Penalty 3138.299913 = -1951078.850820 nChanged 47 SP:Iteration 38Q (2077.045341 sec): 3 clusters Score: Raw -1954222.484216 + Penalty 3138.299913 = -1951084.184303 nChanged 37 SP:Iteration 39Q (2077.081324 sec): 3 clusters Score: Raw -1954227.415072 + Penalty 3138.299913 = -1951089.115159 nChanged 36 SP:Iteration 40F (2077.118716 sec): 3 clusters Score: Raw -1954232.228257 + Penalty 3138.299913 = -1951093.928344 nChanged 43 SP:Iteration 41Q (2077.182722 sec): 3 clusters Score: Raw -1954237.465206 + Penalty 3138.299913 = -1951099.165293 nChanged 35 SP:Iteration 42Q (2077.218506 sec): 3 clusters Score: Raw -1954240.952322 + Penalty 3138.299913 = -1951102.652409 nChanged 32 SP:Iteration 43Q (2077.254592 sec): 3 clusters Score: Raw -1954244.430753 + Penalty 3138.299913 = -1951106.130841 nChanged 34 SP:Iteration 44Q (2077.296977 sec): 3 clusters Score: Raw -1954248.229403 + Penalty 3138.299913 = -1951109.929490 nChanged 39 SP:Iteration 45Q (2077.333015 sec): 3 clusters Score: Raw -1954252.143765 + Penalty 3138.299913 = -1951113.843852 nChanged 33 SP:Iteration 46Q (2077.369129 sec): 3 clusters Score: Raw -1954255.740769 + Penalty 3138.299913 = -1951117.440856 nChanged 31 SP:Iteration 47Q (2077.405469 sec): 3 clusters Score: Raw -1954258.454130 + Penalty 3138.299913 = -1951120.154217 nChanged 19 SP:Iteration 48Q (2077.441502 sec): 3 clusters Score: Raw -1954260.175099 + Penalty 3138.299913 = -1951121.875187 nChanged 22 SP:Iteration 49Q (2077.477193 sec): 3 clusters Score: Raw -1954261.791349 + Penalty 3138.299913 = -1951123.491436 nChanged 20 SP:Iteration 50Q (2077.513289 sec): 3 clusters Score: Raw -1954263.466631 + Penalty 3138.299913 = -1951125.166719 nChanged 24 SP:Iteration 51Q (2077.549237 sec): 3 clusters Score: Raw -1954265.899645 + Penalty 3138.299913 = -1951127.599732 nChanged 27 SP:Iteration 52Q (2077.585669 sec): 3 clusters Score: Raw -1954268.761331 + Penalty 3138.299913 = -1951130.461418 nChanged 26 SP:Iteration 53Q (2077.621736 sec): 3 clusters Score: Raw -1954271.831415 + Penalty 3138.299913 = -1951133.531503 nChanged 31 SP:Iteration 54Q (2077.657622 sec): 3 clusters Score: Raw -1954275.819955 + Penalty 3138.299913 = -1951137.520043 nChanged 41 SP:Iteration 55Q (2077.693252 sec): 3 clusters Score: Raw -1954281.616345 + Penalty 3138.299913 = -1951143.316432 nChanged 45 SP:Iteration 56Q (2077.729412 sec): 3 clusters Score: Raw -1954288.714724 + Penalty 3138.299913 = -1951150.414811 nChanged 49 SP:Iteration 57Q (2077.766057 sec): 3 clusters Score: Raw -1954296.321219 + Penalty 3138.299913 = -1951158.021306 nChanged 55 SP:Iteration 58Q (2077.814380 sec): 3 clusters Score: Raw -1954306.282617 + Penalty 3138.299913 = -1951167.982705 nChanged 62 SP:Iteration 59Q (2077.855993 sec): 3 clusters Score: Raw -1954317.183217 + Penalty 3138.299913 = -1951178.883304 nChanged 59 SP:Iteration 60F (2077.895414 sec): 3 clusters Score: Raw -1954324.900121 + Penalty 3138.299913 = -1951186.600209 nChanged 51 SP:Iteration 61Q (2077.931180 sec): 3 clusters Score: Raw -1954331.287649 + Penalty 3138.299913 = -1951192.987736 nChanged 48 SP:Iteration 62Q (2077.966991 sec): 3 clusters Score: Raw -1954337.989468 + Penalty 3138.299913 = -1951199.689556 nChanged 46 SP:Iteration 63Q (2078.003332 sec): 3 clusters Score: Raw -1954343.707147 + Penalty 3138.299913 = -1951205.407234 nChanged 33 SP:Iteration 64Q (2078.042675 sec): 3 clusters Score: Raw -1954348.045791 + Penalty 3138.299913 = -1951209.745878 nChanged 38 SP:Iteration 65Q (2078.078590 sec): 3 clusters Score: Raw -1954352.444935 + Penalty 3138.299913 = -1951214.145023 nChanged 31 SP:Iteration 66Q (2078.114349 sec): 3 clusters Score: Raw -1954356.036479 + Penalty 3138.299913 = -1951217.736567 nChanged 34 SP:Iteration 67Q (2078.150093 sec): 3 clusters Score: Raw -1954360.219728 + Penalty 3138.299913 = -1951221.919816 nChanged 40 SP:Iteration 68Q (2078.186268 sec): 3 clusters Score: Raw -1954365.930739 + Penalty 3138.299913 = -1951227.630826 nChanged 38 SP:Iteration 69Q (2078.221810 sec): 3 clusters Score: Raw -1954371.309652 + Penalty 3138.299913 = -1951233.009740 nChanged 44 SP:Iteration 70Q (2078.257375 sec): 3 clusters Score: Raw -1954376.658151 + Penalty 3138.299913 = -1951238.358238 nChanged 40 SP:Iteration 71Q (2078.293756 sec): 3 clusters Score: Raw -1954381.836636 + Penalty 3138.299913 = -1951243.536724 nChanged 58 SP:Iteration 72Q (2078.329140 sec): 3 clusters Score: Raw -1954392.027368 + Penalty 3138.299913 = -1951253.727455 nChanged 64 SP:Iteration 73Q (2078.364413 sec): 3 clusters Score: Raw -1954403.116440 + Penalty 3138.299913 = -1951264.816527 nChanged 64 SP:Iteration 74Q (2078.403078 sec): 3 clusters Score: Raw -1954413.362590 + Penalty 3138.299913 = -1951275.062677 nChanged 63 SP:Iteration 75Q (2078.438750 sec): 3 clusters Score: Raw -1954425.682570 + Penalty 3138.299913 = -1951287.382657 nChanged 74 SP:Iteration 76Q (2078.474303 sec): 3 clusters Score: Raw -1954441.074476 + Penalty 3138.299913 = -1951302.774564 nChanged 89 SP:Iteration 77Q (2078.509602 sec): 3 clusters Score: Raw -1954459.799777 + Penalty 3138.299913 = -1951321.499864 nChanged 101 SP:Iteration 78Q (2078.544947 sec): 3 clusters Score: Raw -1954486.866522 + Penalty 3138.299913 = -1951348.566609 nChanged 109 SP:Iteration 79Q (2078.580402 sec): 3 clusters Score: Raw -1954518.606974 + Penalty 3138.299913 = -1951380.307061 nChanged 131 SP:Iteration 80F (2078.640129 sec): 3 clusters Score: Raw -1954561.458450 + Penalty 3138.299913 = -1951423.158537 nChanged 143 SP:Iteration 81Q (2078.675179 sec): 3 clusters Score: Raw -1954601.527079 + Penalty 3138.299913 = -1951463.227166 nChanged 136 SP:Iteration 82Q (2078.710218 sec): 3 clusters Score: Raw -1954643.824281 + Penalty 3138.299913 = -1951505.524368 nChanged 133 SP:Iteration 83Q (2078.745121 sec): 3 clusters Score: Raw -1954686.433841 + Penalty 3138.299913 = -1951548.133928 nChanged 145 SP:Iteration 84Q (2078.779825 sec): 3 clusters Score: Raw -1954743.109484 + Penalty 3138.299913 = -1951604.809572 nChanged 166 SP:Iteration 85Q (2078.815166 sec): 3 clusters Score: Raw -1954824.516791 + Penalty 3138.299913 = -1951686.216879 nChanged 199 SP:Iteration 86Q (2078.849899 sec): 3 clusters Score: Raw -1954945.385473 + Penalty 3138.299913 = -1951807.085560 nChanged 197 SP:Iteration 87Q (2078.884509 sec): 3 clusters Score: Raw -1955056.857958 + Penalty 3138.299913 = -1951918.558045 nChanged 176 SP:Iteration 88Q (2078.918609 sec): 3 clusters Score: Raw -1955156.928902 + Penalty 3138.299913 = -1952018.628989 nChanged 153 SP:Iteration 89Q (2078.957604 sec): 3 clusters Score: Raw -1955239.710252 + Penalty 3138.299913 = -1952101.410339 nChanged 151 SP:Iteration 90Q (2078.991814 sec): 3 clusters Score: Raw -1955312.630334 + Penalty 3138.299913 = -1952174.330421 nChanged 149 SP:Iteration 91Q (2079.029168 sec): 3 clusters Score: Raw -1955377.067034 + Penalty 3138.299913 = -1952238.767121 nChanged 130 SP:Iteration 92Q (2079.062423 sec): 3 clusters Score: Raw -1955434.126085 + Penalty 3138.299913 = -1952295.826173 nChanged 113 SP:Iteration 93Q (2079.095615 sec): 3 clusters Score: Raw -1955481.952035 + Penalty 3138.299913 = -1952343.652122 nChanged 104 SP:Iteration 94Q (2079.129327 sec): 3 clusters Score: Raw -1955527.158799 + Penalty 3138.299913 = -1952388.858886 nChanged 100 SP:Iteration 95Q (2079.172175 sec): 3 clusters Score: Raw -1955571.271260 + Penalty 3138.299913 = -1952432.971347 nChanged 84 SP:Iteration 96Q (2079.214470 sec): 3 clusters Score: Raw -1955603.241381 + Penalty 3138.299913 = -1952464.941468 nChanged 74 SP:Iteration 97Q (2079.254422 sec): 3 clusters Score: Raw -1955634.206716 + Penalty 3138.299913 = -1952495.906804 nChanged 69 SP:Iteration 98Q (2079.286948 sec): 3 clusters Score: Raw -1955657.345918 + Penalty 3138.299913 = -1952519.046005 nChanged 53 SP:Iteration 99Q (2079.323414 sec): 3 clusters Score: Raw -1955673.342253 + Penalty 3138.299913 = -1952535.042340 nChanged 45 SP:Iteration 100F (2079.370114 sec): 3 clusters Score: Raw -1955688.132104 + Penalty 3138.299913 = -1952549.832192 nChanged 40 SP:Iteration 101Q (2079.402883 sec): 3 clusters Score: Raw -1955700.381166 + Penalty 3138.299913 = -1952562.081253 nChanged 40 SP:Iteration 102Q (2079.435427 sec): 3 clusters Score: Raw -1955711.384990 + Penalty 3138.299913 = -1952573.085077 nChanged 30 SP:Iteration 103Q (2079.474769 sec): 3 clusters Score: Raw -1955719.558160 + Penalty 3138.299913 = -1952581.258248 nChanged 26 SP:Iteration 104Q (2079.507058 sec): 3 clusters Score: Raw -1955725.300903 + Penalty 3138.299913 = -1952587.000990 nChanged 21 SP:Iteration 105Q (2079.539495 sec): 3 clusters Score: Raw -1955729.984262 + Penalty 3138.299913 = -1952591.684350 nChanged 18 SP:Iteration 106Q (2079.572344 sec): 3 clusters Score: Raw -1955733.548510 + Penalty 3138.299913 = -1952595.248597 nChanged 17 SP:Iteration 107Q (2079.604272 sec): 3 clusters Score: Raw -1955736.401675 + Penalty 3138.299913 = -1952598.101762 nChanged 11 SP:Iteration 108Q (2079.642076 sec): 3 clusters Score: Raw -1955738.336483 + Penalty 3138.299913 = -1952600.036570 nChanged 13 SP:Iteration 109Q (2079.674377 sec): 3 clusters Score: Raw -1955741.449683 + Penalty 3138.299913 = -1952603.149770 nChanged 11 SP:Iteration 110Q (2079.707706 sec): 3 clusters Score: Raw -1955743.039227 + Penalty 3138.299913 = -1952604.739315 nChanged 12 SP:Iteration 111Q (2079.740055 sec): 3 clusters Score: Raw -1955744.899958 + Penalty 3138.299913 = -1952606.600046 nChanged 14 SP:Iteration 112Q (2079.772442 sec): 3 clusters Score: Raw -1955747.375189 + Penalty 3138.299913 = -1952609.075277 nChanged 12 SP:Iteration 113Q (2079.804507 sec): 3 clusters Score: Raw -1955749.993943 + Penalty 3138.299913 = -1952611.694031 nChanged 9 SP:Iteration 114Q (2079.836067 sec): 3 clusters Score: Raw -1955751.190241 + Penalty 3138.299913 = -1952612.890328 nChanged 2 SP:Iteration 115Q (2079.869496 sec): 3 clusters Score: Raw -1955751.458482 + Penalty 3138.299913 = -1952613.158569 nChanged 4 SP:Iteration 116Q (2079.911113 sec): 3 clusters Score: Raw -1955752.218422 + Penalty 3138.299913 = -1952613.918510 nChanged 8 SP:Iteration 117Q (2079.943665 sec): 3 clusters Score: Raw -1955753.735528 + Penalty 3138.299913 = -1952615.435616 nChanged 7 SP:Iteration 118Q (2079.975608 sec): 3 clusters Score: Raw -1955755.546917 + Penalty 3138.299913 = -1952617.247005 nChanged 6 SP:Iteration 119Q (2080.012173 sec): 3 clusters Score: Raw -1955756.487144 + Penalty 3138.299913 = -1952618.187231 nChanged 9 SP:Iteration 120F (2080.065205 sec): 3 clusters Score: Raw -1955758.178943 + Penalty 3138.299913 = -1952619.879030 nChanged 5 SP:Iteration 121Q (2080.097572 sec): 3 clusters Score: Raw -1955759.196442 + Penalty 3138.299913 = -1952620.896530 nChanged 6 SP:Iteration 122Q (2080.129818 sec): 3 clusters Score: Raw -1955760.554115 + Penalty 3138.299913 = -1952622.254202 nChanged 3 SP:Iteration 123Q (2080.163492 sec): 3 clusters Score: Raw -1955760.907870 + Penalty 3138.299913 = -1952622.607958 nChanged 2 SP:Iteration 124Q (2080.195528 sec): 3 clusters Score: Raw -1955761.233741 + Penalty 3138.299913 = -1952622.933829 nChanged 1 SP:Iteration 125Q (2080.227476 sec): 3 clusters Score: Raw -1955761.926486 + Penalty 3138.299913 = -1952623.626573 nChanged 3 SP:Iteration 126Q (2080.261694 sec): 3 clusters Score: Raw -1955762.792605 + Penalty 3138.299913 = -1952624.492692 nChanged 2 SP:Iteration 127Q (2080.293712 sec): 3 clusters Score: Raw -1955763.269927 + Penalty 3138.299913 = -1952624.970014 nChanged 2 SP:Iteration 128Q (2080.325658 sec): 3 clusters Score: Raw -1955763.554359 + Penalty 3138.299913 = -1952625.254447 nChanged 1 SP:Iteration 129Q (2080.357664 sec): 3 clusters Score: Raw -1955763.678499 + Penalty 3138.299913 = -1952625.378586 nChanged 2 SP:Iteration 130Q (2080.396948 sec): 3 clusters Score: Raw -1955764.285866 + Penalty 3138.299913 = -1952625.985954 nChanged 6 SP:Iteration 131Q (2080.429673 sec): 3 clusters Score: Raw -1955765.625570 + Penalty 3138.299913 = -1952627.325658 nChanged 6 SP:Iteration 132Q (2080.464051 sec): 3 clusters Score: Raw -1955766.639284 + Penalty 3138.299913 = -1952628.339371 nChanged 5 SP:Iteration 133Q (2080.500536 sec): 3 clusters Score: Raw -1955767.156007 + Penalty 3138.299913 = -1952628.856094 nChanged 5 SP:Iteration 134Q (2080.532746 sec): 3 clusters Score: Raw -1955768.001437 + Penalty 3138.299913 = -1952629.701524 nChanged 4 SP:Iteration 135Q (2080.564766 sec): 3 clusters Score: Raw -1955768.703568 + Penalty 3138.299913 = -1952630.403655 nChanged 5 SP:Iteration 136Q (2080.596805 sec): 3 clusters Score: Raw -1955769.524802 + Penalty 3138.299913 = -1952631.224889 nChanged 4 SP:Iteration 137Q (2080.629053 sec): 3 clusters Score: Raw -1955770.340629 + Penalty 3138.299913 = -1952632.040716 nChanged 5 SP:Iteration 138Q (2080.665844 sec): 3 clusters Score: Raw -1955771.348888 + Penalty 3138.299913 = -1952633.048976 nChanged 10 SP:Iteration 139Q (2080.698788 sec): 3 clusters Score: Raw -1955773.380656 + Penalty 3138.299913 = -1952635.080744 nChanged 7 SP:Iteration 140F (2080.736220 sec): 3 clusters Score: Raw -1955774.737142 + Penalty 3138.299913 = -1952636.437230 nChanged 10 SP:Iteration 141Q (2080.771056 sec): 3 clusters Score: Raw -1955776.335703 + Penalty 3138.299913 = -1952638.035791 nChanged 5 SP:Iteration 142Q (2080.804015 sec): 3 clusters Score: Raw -1955776.984027 + Penalty 3138.299913 = -1952638.684115 nChanged 6 SP:Iteration 143Q (2080.836136 sec): 3 clusters Score: Raw -1955777.923185 + Penalty 3138.299913 = -1952639.623273 nChanged 6 SP:Iteration 144Q (2080.867992 sec): 3 clusters Score: Raw -1955778.541950 + Penalty 3138.299913 = -1952640.242038 nChanged 4 SP:Iteration 145Q (2080.899897 sec): 3 clusters Score: Raw -1955779.017346 + Penalty 3138.299913 = -1952640.717434 nChanged 5 SP:Iteration 146Q (2080.935625 sec): 3 clusters Score: Raw -1955780.128561 + Penalty 3138.299913 = -1952641.828649 nChanged 3 SP:Iteration 147Q (2081.001025 sec): 3 clusters Score: Raw -1955780.555588 + Penalty 3138.299913 = -1952642.255675 nChanged 3 SP:Iteration 148Q (2081.033427 sec): 3 clusters Score: Raw -1955780.976682 + Penalty 3138.299913 = -1952642.676769 nChanged 2 SP:Iteration 149Q (2081.068187 sec): 3 clusters Score: Raw -1955781.529609 + Penalty 3138.299913 = -1952643.229696 nChanged 2 SP:Iteration 150Q (2081.109879 sec): 3 clusters Score: Raw -1955782.040912 + Penalty 3138.299913 = -1952643.740999 nChanged 4 SP:Iteration 151Q (2081.142143 sec): 3 clusters Score: Raw -1955782.979892 + Penalty 3138.299913 = -1952644.679979 nChanged 3 SP:Iteration 152Q (2081.184596 sec): 3 clusters Score: Raw -1955783.990748 + Penalty 3138.299913 = -1952645.690835 nChanged 5 SP:Iteration 153Q (2081.218828 sec): 3 clusters Score: Raw -1955785.406027 + Penalty 3138.299913 = -1952647.106115 nChanged 4 SP:Iteration 154Q (2081.274710 sec): 3 clusters Score: Raw -1955786.388935 + Penalty 3138.299913 = -1952648.089023 nChanged 5 SP:Iteration 155Q (2081.311102 sec): 3 clusters Score: Raw -1955787.109286 + Penalty 3138.299913 = -1952648.809373 nChanged 2 SP:Iteration 156Q (2081.343419 sec): 3 clusters Score: Raw -1955787.283791 + Penalty 3138.299913 = -1952648.983878 nChanged 1 SP:Iteration 157Q (2081.389103 sec): 3 clusters Score: Raw -1955787.451148 + Penalty 3138.299913 = -1952649.151236 nChanged 1 SP:Iteration 158Q (2081.421772 sec): 3 clusters Score: Raw -1955787.530615 + Penalty 3138.299913 = -1952649.230703 nChanged 0 SP:Iteration 159F (2081.458871 sec): 3 clusters Score: Raw -1955787.530615 + Penalty 3138.299913 = -1952649.230703 nChanged 0 Trying to split cluster 23 (20423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2081.505051 sec): 2 clusters Score: Raw -2554110.172213 + Penalty 1612.717762 = -2552497.454451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2081.551882 sec): 3 clusters Score: Raw -2541805.506762 + Penalty 3225.435524 = -2538580.071238 nChanged 9153 SP:Iteration 1F (2081.619032 sec): 3 clusters Score: Raw -2546779.356755 + Penalty 3225.435524 = -2543553.921232 nChanged 1082 SP:Iteration 2F (2081.661813 sec): 3 clusters Score: Raw -2547170.829878 + Penalty 3225.435524 = -2543945.394355 nChanged 984 SP:Iteration 3Q (2081.710099 sec): 3 clusters Score: Raw -2547578.600687 + Penalty 3225.435524 = -2544353.165163 nChanged 1041 SP:Iteration 4F (2081.754478 sec): 3 clusters Score: Raw -2548098.172819 + Penalty 3225.435524 = -2544872.737295 nChanged 1129 SP:Iteration 5F (2081.796933 sec): 3 clusters Score: Raw -2548734.077095 + Penalty 3225.435524 = -2545508.641572 nChanged 1165 SP:Iteration 6F (2081.874467 sec): 3 clusters Score: Raw -2549478.084764 + Penalty 3225.435524 = -2546252.649240 nChanged 1178 SP:Iteration 7F (2081.917694 sec): 3 clusters Score: Raw -2550306.455744 + Penalty 3225.435524 = -2547081.020221 nChanged 1111 SP:Iteration 8F (2081.969253 sec): 3 clusters Score: Raw -2551086.779333 + Penalty 3225.435524 = -2547861.343810 nChanged 954 SP:Iteration 9Q (2082.027601 sec): 3 clusters Score: Raw -2551672.917942 + Penalty 3225.435524 = -2548447.482419 nChanged 740 SP:Iteration 10Q (2082.075824 sec): 3 clusters Score: Raw -2552045.338992 + Penalty 3225.435524 = -2548819.903469 nChanged 579 SP:Iteration 11Q (2082.117408 sec): 3 clusters Score: Raw -2552284.421613 + Penalty 3225.435524 = -2549058.986090 nChanged 418 SP:Iteration 12Q (2082.167585 sec): 3 clusters Score: Raw -2552447.437884 + Penalty 3225.435524 = -2549222.002361 nChanged 347 SP:Iteration 13Q (2082.211592 sec): 3 clusters Score: Raw -2552585.667105 + Penalty 3225.435524 = -2549360.231581 nChanged 297 SP:Iteration 14Q (2082.252120 sec): 3 clusters Score: Raw -2552715.795078 + Penalty 3225.435524 = -2549490.359555 nChanged 316 SP:Iteration 15Q (2082.301959 sec): 3 clusters Score: Raw -2552860.270468 + Penalty 3225.435524 = -2549634.834944 nChanged 300 SP:Iteration 16Q (2082.352118 sec): 3 clusters Score: Raw -2553009.014421 + Penalty 3225.435524 = -2549783.578897 nChanged 306 SP:Iteration 17Q (2082.397335 sec): 3 clusters Score: Raw -2553156.946849 + Penalty 3225.435524 = -2549931.511326 nChanged 290 SP:Iteration 18Q (2082.452959 sec): 3 clusters Score: Raw -2553293.472553 + Penalty 3225.435524 = -2550068.037029 nChanged 284 SP:Iteration 19Q (2082.492000 sec): 3 clusters Score: Raw -2553415.833560 + Penalty 3225.435524 = -2550190.398037 nChanged 243 SP:Iteration 20F (2082.539451 sec): 3 clusters Score: Raw -2553522.721459 + Penalty 3225.435524 = -2550297.285935 nChanged 225 SP:Iteration 21Q (2082.577941 sec): 3 clusters Score: Raw -2553618.050822 + Penalty 3225.435524 = -2550392.615299 nChanged 202 SP:Iteration 22Q (2082.615977 sec): 3 clusters Score: Raw -2553708.451741 + Penalty 3225.435524 = -2550483.016218 nChanged 186 SP:Iteration 23Q (2082.659549 sec): 3 clusters Score: Raw -2553795.555211 + Penalty 3225.435524 = -2550570.119688 nChanged 157 SP:Iteration 24Q (2082.698249 sec): 3 clusters Score: Raw -2553867.661558 + Penalty 3225.435524 = -2550642.226034 nChanged 164 SP:Iteration 25Q (2082.735771 sec): 3 clusters Score: Raw -2553940.695418 + Penalty 3225.435524 = -2550715.259895 nChanged 152 SP:Iteration 26Q (2082.773118 sec): 3 clusters Score: Raw -2554004.174240 + Penalty 3225.435524 = -2550778.738717 nChanged 126 SP:Iteration 27Q (2082.810319 sec): 3 clusters Score: Raw -2554049.885357 + Penalty 3225.435524 = -2550824.449834 nChanged 104 SP:Iteration 28Q (2082.847382 sec): 3 clusters Score: Raw -2554087.885796 + Penalty 3225.435524 = -2550862.450273 nChanged 100 SP:Iteration 29Q (2082.884437 sec): 3 clusters Score: Raw -2554129.180081 + Penalty 3225.435524 = -2550903.744557 nChanged 100 SP:Iteration 30Q (2082.932218 sec): 3 clusters Score: Raw -2554164.972678 + Penalty 3225.435524 = -2550939.537154 nChanged 83 SP:Iteration 31Q (2082.968903 sec): 3 clusters Score: Raw -2554195.173307 + Penalty 3225.435524 = -2550969.737783 nChanged 87 SP:Iteration 32Q (2083.005449 sec): 3 clusters Score: Raw -2554229.512538 + Penalty 3225.435524 = -2551004.077014 nChanged 83 SP:Iteration 33Q (2083.065431 sec): 3 clusters Score: Raw -2554263.026090 + Penalty 3225.435524 = -2551037.590566 nChanged 71 SP:Iteration 34Q (2083.113208 sec): 3 clusters Score: Raw -2554291.599886 + Penalty 3225.435524 = -2551066.164362 nChanged 71 SP:Iteration 35Q (2083.149230 sec): 3 clusters Score: Raw -2554317.941167 + Penalty 3225.435524 = -2551092.505643 nChanged 47 SP:Iteration 36Q (2083.194309 sec): 3 clusters Score: Raw -2554332.325641 + Penalty 3225.435524 = -2551106.890117 nChanged 39 SP:Iteration 37Q (2083.229907 sec): 3 clusters Score: Raw -2554343.049557 + Penalty 3225.435524 = -2551117.614034 nChanged 37 SP:Iteration 38Q (2083.266013 sec): 3 clusters Score: Raw -2554354.060418 + Penalty 3225.435524 = -2551128.624894 nChanged 24 SP:Iteration 39Q (2083.302010 sec): 3 clusters Score: Raw -2554360.514554 + Penalty 3225.435524 = -2551135.079030 nChanged 20 SP:Iteration 40F (2083.366873 sec): 3 clusters Score: Raw -2554365.042456 + Penalty 3225.435524 = -2551139.606932 nChanged 24 SP:Iteration 41Q (2083.411155 sec): 3 clusters Score: Raw -2554371.170050 + Penalty 3225.435524 = -2551145.734527 nChanged 24 SP:Iteration 42Q (2083.446846 sec): 3 clusters Score: Raw -2554376.893054 + Penalty 3225.435524 = -2551151.457531 nChanged 22 SP:Iteration 43Q (2083.482839 sec): 3 clusters Score: Raw -2554381.026111 + Penalty 3225.435524 = -2551155.590588 nChanged 14 SP:Iteration 44Q (2083.518782 sec): 3 clusters Score: Raw -2554384.357205 + Penalty 3225.435524 = -2551158.921681 nChanged 17 SP:Iteration 45Q (2083.554632 sec): 3 clusters Score: Raw -2554389.614949 + Penalty 3225.435524 = -2551164.179426 nChanged 24 SP:Iteration 46Q (2083.590360 sec): 3 clusters Score: Raw -2554396.197933 + Penalty 3225.435524 = -2551170.762410 nChanged 21 SP:Iteration 47Q (2083.664819 sec): 3 clusters Score: Raw -2554402.598414 + Penalty 3225.435524 = -2551177.162891 nChanged 18 SP:Iteration 48Q (2083.719451 sec): 3 clusters Score: Raw -2554407.155829 + Penalty 3225.435524 = -2551181.720305 nChanged 21 SP:Iteration 49Q (2083.766015 sec): 3 clusters Score: Raw -2554414.903826 + Penalty 3225.435524 = -2551189.468303 nChanged 21 SP:Iteration 50Q (2083.832653 sec): 3 clusters Score: Raw -2554422.793211 + Penalty 3225.435524 = -2551197.357688 nChanged 16 SP:Iteration 51Q (2083.878340 sec): 3 clusters Score: Raw -2554425.907661 + Penalty 3225.435524 = -2551200.472138 nChanged 8 SP:Iteration 52Q (2083.914169 sec): 3 clusters Score: Raw -2554427.324017 + Penalty 3225.435524 = -2551201.888493 nChanged 5 SP:Iteration 53Q (2083.954237 sec): 3 clusters Score: Raw -2554428.677396 + Penalty 3225.435524 = -2551203.241872 nChanged 7 SP:Iteration 54Q (2083.989760 sec): 3 clusters Score: Raw -2554430.034195 + Penalty 3225.435524 = -2551204.598671 nChanged 5 SP:Iteration 55Q (2084.025348 sec): 3 clusters Score: Raw -2554430.759888 + Penalty 3225.435524 = -2551205.324364 nChanged 4 SP:Iteration 56Q (2084.060974 sec): 3 clusters Score: Raw -2554431.801500 + Penalty 3225.435524 = -2551206.365977 nChanged 8 SP:Iteration 57Q (2084.097704 sec): 3 clusters Score: Raw -2554434.272853 + Penalty 3225.435524 = -2551208.837330 nChanged 9 SP:Iteration 58Q (2084.134329 sec): 3 clusters Score: Raw -2554436.827247 + Penalty 3225.435524 = -2551211.391723 nChanged 14 SP:Iteration 59Q (2084.172454 sec): 3 clusters Score: Raw -2554441.276713 + Penalty 3225.435524 = -2551215.841189 nChanged 14 SP:Iteration 60F (2084.215487 sec): 3 clusters Score: Raw -2554446.081084 + Penalty 3225.435524 = -2551220.645561 nChanged 8 SP:Iteration 61Q (2084.255527 sec): 3 clusters Score: Raw -2554448.277166 + Penalty 3225.435524 = -2551222.841643 nChanged 6 SP:Iteration 62Q (2084.291296 sec): 3 clusters Score: Raw -2554449.510804 + Penalty 3225.435524 = -2551224.075281 nChanged 10 SP:Iteration 63Q (2084.326767 sec): 3 clusters Score: Raw -2554451.680909 + Penalty 3225.435524 = -2551226.245386 nChanged 7 SP:Iteration 64Q (2084.370082 sec): 3 clusters Score: Raw -2554452.837960 + Penalty 3225.435524 = -2551227.402436 nChanged 6 SP:Iteration 65Q (2084.415835 sec): 3 clusters Score: Raw -2554454.393879 + Penalty 3225.435524 = -2551228.958355 nChanged 5 SP:Iteration 66Q (2084.451516 sec): 3 clusters Score: Raw -2554456.409025 + Penalty 3225.435524 = -2551230.973501 nChanged 6 SP:Iteration 67Q (2084.492177 sec): 3 clusters Score: Raw -2554459.134988 + Penalty 3225.435524 = -2551233.699464 nChanged 8 SP:Iteration 68Q (2084.527735 sec): 3 clusters Score: Raw -2554461.036410 + Penalty 3225.435524 = -2551235.600886 nChanged 6 SP:Iteration 69Q (2084.563510 sec): 3 clusters Score: Raw -2554462.684047 + Penalty 3225.435524 = -2551237.248523 nChanged 1 SP:Iteration 70Q (2084.602297 sec): 3 clusters Score: Raw -2554463.161476 + Penalty 3225.435524 = -2551237.725953 nChanged 2 SP:Iteration 71Q (2084.637963 sec): 3 clusters Score: Raw -2554463.509267 + Penalty 3225.435524 = -2551238.073743 nChanged 0 SP:Iteration 72F (2084.681060 sec): 3 clusters Score: Raw -2554463.509267 + Penalty 3225.435524 = -2551238.073743 nChanged 0 Iteration 219Q (2086.919365 sec): 24 clusters Score: Raw -39138041.150628 + Penalty 47416.036041 = -39090625.114587 nChanged 28 Iteration 220F (2091.395541 sec): 24 clusters Score: Raw -39138043.065825 + Penalty 47416.036041 = -39090627.029783 nChanged 24 Iteration 221Q (2093.603232 sec): 24 clusters Score: Raw -39138044.671173 + Penalty 47416.036041 = -39090628.635131 nChanged 16 Iteration 222Q (2095.784313 sec): 24 clusters Score: Raw -39138046.024006 + Penalty 47416.036041 = -39090629.987965 nChanged 12 Iteration 223Q (2097.972396 sec): 24 clusters Score: Raw -39138046.689690 + Penalty 47416.036041 = -39090630.653649 nChanged 12 Iteration 224Q (2100.194551 sec): 24 clusters Score: Raw -39138047.524429 + Penalty 47416.036041 = -39090631.488387 nChanged 14 Iteration 225Q (2102.402422 sec): 24 clusters Score: Raw -39138048.350327 + Penalty 47416.036041 = -39090632.314285 nChanged 15 Iteration 226Q (2104.573203 sec): 24 clusters Score: Raw -39138049.369654 + Penalty 47416.036041 = -39090633.333612 nChanged 19 Iteration 227Q (2106.759133 sec): 24 clusters Score: Raw -39138050.283899 + Penalty 47416.036041 = -39090634.247858 nChanged 9 Iteration 228Q (2108.918046 sec): 24 clusters Score: Raw -39138050.805605 + Penalty 47416.036041 = -39090634.769564 nChanged 8 Iteration 229Q (2111.096602 sec): 24 clusters Score: Raw -39138051.263546 + Penalty 47416.036041 = -39090635.227505 nChanged 13 Iteration 230Q (2113.273085 sec): 24 clusters Score: Raw -39138052.575145 + Penalty 47416.036041 = -39090636.539104 nChanged 13 Iteration 231Q (2115.459811 sec): 24 clusters Score: Raw -39138053.254367 + Penalty 47416.036041 = -39090637.218325 nChanged 7 Iteration 232Q (2117.647356 sec): 24 clusters Score: Raw -39138053.500501 + Penalty 47416.036041 = -39090637.464459 nChanged 3 Iteration 233Q (2119.826541 sec): 24 clusters Score: Raw -39138053.575597 + Penalty 47416.036041 = -39090637.539556 nChanged 2 Iteration 234Q (2121.991043 sec): 24 clusters Score: Raw -39138053.631601 + Penalty 47416.036041 = -39090637.595560 nChanged 2 Iteration 235Q (2124.152004 sec): 24 clusters Score: Raw -39138053.706117 + Penalty 47416.036041 = -39090637.670076 nChanged 6 Iteration 236Q (2126.314640 sec): 24 clusters Score: Raw -39138053.886783 + Penalty 47416.036041 = -39090637.850741 nChanged 6 Iteration 237Q (2128.497005 sec): 24 clusters Score: Raw -39138054.045048 + Penalty 47416.036041 = -39090638.009006 nChanged 5 Iteration 238Q (2130.666989 sec): 24 clusters Score: Raw -39138054.286378 + Penalty 47416.036041 = -39090638.250337 nChanged 2 Iteration 239Q (2132.900460 sec): 24 clusters Score: Raw -39138054.356130 + Penalty 47416.036041 = -39090638.320089 nChanged 3 Iteration 240F (2137.368803 sec): 24 clusters Score: Raw -39138054.458926 + Penalty 47416.036041 = -39090638.422885 nChanged 1 Iteration 241Q (2139.453339 sec): 24 clusters Score: Raw -39138054.576477 + Penalty 47416.036041 = -39090638.540436 nChanged 1 Iteration 242Q (2141.700225 sec): 24 clusters Score: Raw -39138054.644029 + Penalty 47416.036041 = -39090638.607987 nChanged 0 Iteration 243F (2146.134886 sec): 24 clusters Score: Raw -39138054.644029 + Penalty 47416.036041 = -39090638.607987 nChanged 0 Compute initial score before splitting: Score: Raw -39138054.644029 + Penalty 47416.036041 = -39090638.607987 Trying to split cluster 1 (15903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2146.194097 sec): 2 clusters Score: Raw -2008989.349428 + Penalty 1572.067746 = -2007417.281682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2146.262510 sec): 3 clusters Score: Raw -1999534.428394 + Penalty 3144.135491 = -1996390.292903 nChanged 7056 SP:Iteration 1F (2146.339916 sec): 3 clusters Score: Raw -2003517.797544 + Penalty 3144.135491 = -2000373.662053 nChanged 800 SP:Iteration 2F (2146.406528 sec): 3 clusters Score: Raw -2003803.580716 + Penalty 3144.135491 = -2000659.445225 nChanged 730 SP:Iteration 3Q (2146.462264 sec): 3 clusters Score: Raw -2004082.018779 + Penalty 3144.135491 = -2000937.883288 nChanged 690 SP:Iteration 4Q (2146.525830 sec): 3 clusters Score: Raw -2004334.261762 + Penalty 3144.135491 = -2001190.126271 nChanged 707 SP:Iteration 5Q (2146.605476 sec): 3 clusters Score: Raw -2004621.851676 + Penalty 3144.135491 = -2001477.716185 nChanged 697 SP:Iteration 6Q (2146.691154 sec): 3 clusters Score: Raw -2004959.773851 + Penalty 3144.135491 = -2001815.638360 nChanged 757 SP:Iteration 7Q (2146.764781 sec): 3 clusters Score: Raw -2005355.328000 + Penalty 3144.135491 = -2002211.192509 nChanged 753 SP:Iteration 8Q (2146.830986 sec): 3 clusters Score: Raw -2005836.088744 + Penalty 3144.135491 = -2002691.953253 nChanged 816 SP:Iteration 9F (2146.886185 sec): 3 clusters Score: Raw -2006398.458129 + Penalty 3144.135491 = -2003254.322638 nChanged 786 SP:Iteration 10Q (2146.949433 sec): 3 clusters Score: Raw -2007018.154927 + Penalty 3144.135491 = -2003874.019436 nChanged 693 SP:Iteration 11Q (2147.022995 sec): 3 clusters Score: Raw -2007609.750673 + Penalty 3144.135491 = -2004465.615182 nChanged 549 SP:Iteration 12Q (2147.079068 sec): 3 clusters Score: Raw -2008066.304000 + Penalty 3144.135491 = -2004922.168508 nChanged 411 SP:Iteration 13Q (2147.141418 sec): 3 clusters Score: Raw -2008370.515324 + Penalty 3144.135491 = -2005226.379833 nChanged 294 SP:Iteration 14Q (2147.203661 sec): 3 clusters Score: Raw -2008534.615714 + Penalty 3144.135491 = -2005390.480223 nChanged 194 SP:Iteration 15Q (2147.237971 sec): 3 clusters Score: Raw -2008627.513302 + Penalty 3144.135491 = -2005483.377810 nChanged 142 SP:Iteration 16Q (2147.270774 sec): 3 clusters Score: Raw -2008688.388798 + Penalty 3144.135491 = -2005544.253307 nChanged 117 SP:Iteration 17Q (2147.303412 sec): 3 clusters Score: Raw -2008731.575321 + Penalty 3144.135491 = -2005587.439829 nChanged 103 SP:Iteration 18Q (2147.335817 sec): 3 clusters Score: Raw -2008764.867317 + Penalty 3144.135491 = -2005620.731825 nChanged 87 SP:Iteration 19Q (2147.375319 sec): 3 clusters Score: Raw -2008790.812639 + Penalty 3144.135491 = -2005646.677148 nChanged 63 SP:Iteration 20F (2147.411105 sec): 3 clusters Score: Raw -2008812.340513 + Penalty 3144.135491 = -2005668.205022 nChanged 71 SP:Iteration 21Q (2147.467973 sec): 3 clusters Score: Raw -2008835.357193 + Penalty 3144.135491 = -2005691.221702 nChanged 65 SP:Iteration 22Q (2147.535217 sec): 3 clusters Score: Raw -2008854.721552 + Penalty 3144.135491 = -2005710.586061 nChanged 64 SP:Iteration 23Q (2147.589013 sec): 3 clusters Score: Raw -2008873.853640 + Penalty 3144.135491 = -2005729.718148 nChanged 57 SP:Iteration 24Q (2147.625602 sec): 3 clusters Score: Raw -2008889.770677 + Penalty 3144.135491 = -2005745.635186 nChanged 56 SP:Iteration 25Q (2147.657673 sec): 3 clusters Score: Raw -2008903.705562 + Penalty 3144.135491 = -2005759.570071 nChanged 49 SP:Iteration 26Q (2147.689632 sec): 3 clusters Score: Raw -2008916.432904 + Penalty 3144.135491 = -2005772.297413 nChanged 51 SP:Iteration 27Q (2147.721635 sec): 3 clusters Score: Raw -2008931.793978 + Penalty 3144.135491 = -2005787.658487 nChanged 38 SP:Iteration 28Q (2147.774475 sec): 3 clusters Score: Raw -2008943.310221 + Penalty 3144.135491 = -2005799.174730 nChanged 43 SP:Iteration 29Q (2147.814118 sec): 3 clusters Score: Raw -2008957.138779 + Penalty 3144.135491 = -2005813.003287 nChanged 45 SP:Iteration 30Q (2147.851962 sec): 3 clusters Score: Raw -2008973.493813 + Penalty 3144.135491 = -2005829.358322 nChanged 44 SP:Iteration 31Q (2147.883623 sec): 3 clusters Score: Raw -2008988.571872 + Penalty 3144.135491 = -2005844.436381 nChanged 43 SP:Iteration 32Q (2147.916997 sec): 3 clusters Score: Raw -2009002.134299 + Penalty 3144.135491 = -2005857.998808 nChanged 38 SP:Iteration 33Q (2147.948974 sec): 3 clusters Score: Raw -2009013.817638 + Penalty 3144.135491 = -2005869.682147 nChanged 36 SP:Iteration 34Q (2147.987570 sec): 3 clusters Score: Raw -2009026.048317 + Penalty 3144.135491 = -2005881.912826 nChanged 27 SP:Iteration 35Q (2148.024953 sec): 3 clusters Score: Raw -2009033.404690 + Penalty 3144.135491 = -2005889.269199 nChanged 23 SP:Iteration 36Q (2148.058047 sec): 3 clusters Score: Raw -2009038.422486 + Penalty 3144.135491 = -2005894.286994 nChanged 13 SP:Iteration 37Q (2148.111278 sec): 3 clusters Score: Raw -2009042.154900 + Penalty 3144.135491 = -2005898.019409 nChanged 14 SP:Iteration 38Q (2148.149676 sec): 3 clusters Score: Raw -2009045.437373 + Penalty 3144.135491 = -2005901.301882 nChanged 11 SP:Iteration 39Q (2148.184492 sec): 3 clusters Score: Raw -2009048.350508 + Penalty 3144.135491 = -2005904.215017 nChanged 11 SP:Iteration 40F (2148.225198 sec): 3 clusters Score: Raw -2009050.528796 + Penalty 3144.135491 = -2005906.393305 nChanged 13 SP:Iteration 41Q (2148.257157 sec): 3 clusters Score: Raw -2009052.720702 + Penalty 3144.135491 = -2005908.585211 nChanged 10 SP:Iteration 42Q (2148.292062 sec): 3 clusters Score: Raw -2009055.159923 + Penalty 3144.135491 = -2005911.024432 nChanged 15 SP:Iteration 43Q (2148.352450 sec): 3 clusters Score: Raw -2009059.659587 + Penalty 3144.135491 = -2005915.524096 nChanged 14 SP:Iteration 44Q (2148.392285 sec): 3 clusters Score: Raw -2009063.721630 + Penalty 3144.135491 = -2005919.586139 nChanged 15 SP:Iteration 45Q (2148.430838 sec): 3 clusters Score: Raw -2009069.392916 + Penalty 3144.135491 = -2005925.257425 nChanged 19 SP:Iteration 46Q (2148.468073 sec): 3 clusters Score: Raw -2009075.514196 + Penalty 3144.135491 = -2005931.378705 nChanged 15 SP:Iteration 47Q (2148.502280 sec): 3 clusters Score: Raw -2009079.668071 + Penalty 3144.135491 = -2005935.532579 nChanged 14 SP:Iteration 48Q (2148.539036 sec): 3 clusters Score: Raw -2009083.568148 + Penalty 3144.135491 = -2005939.432657 nChanged 11 SP:Iteration 49Q (2148.591757 sec): 3 clusters Score: Raw -2009086.887391 + Penalty 3144.135491 = -2005942.751900 nChanged 15 SP:Iteration 50Q (2148.623032 sec): 3 clusters Score: Raw -2009091.605957 + Penalty 3144.135491 = -2005947.470466 nChanged 10 SP:Iteration 51Q (2148.654458 sec): 3 clusters Score: Raw -2009094.426657 + Penalty 3144.135491 = -2005950.291166 nChanged 6 SP:Iteration 52Q (2148.685870 sec): 3 clusters Score: Raw -2009095.909720 + Penalty 3144.135491 = -2005951.774228 nChanged 6 SP:Iteration 53Q (2148.728288 sec): 3 clusters Score: Raw -2009097.441730 + Penalty 3144.135491 = -2005953.306239 nChanged 5 SP:Iteration 54Q (2148.775359 sec): 3 clusters Score: Raw -2009098.678855 + Penalty 3144.135491 = -2005954.543364 nChanged 3 SP:Iteration 55Q (2148.851684 sec): 3 clusters Score: Raw -2009099.094397 + Penalty 3144.135491 = -2005954.958906 nChanged 3 SP:Iteration 56Q (2148.885058 sec): 3 clusters Score: Raw -2009099.769863 + Penalty 3144.135491 = -2005955.634371 nChanged 1 SP:Iteration 57Q (2148.949256 sec): 3 clusters Score: Raw -2009099.931406 + Penalty 3144.135491 = -2005955.795914 nChanged 0 SP:Iteration 58F (2148.988277 sec): 3 clusters Score: Raw -2009099.931406 + Penalty 3144.135491 = -2005955.795914 nChanged 0 Trying to split cluster 2 (887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2149.011635 sec): 2 clusters Score: Raw -98757.433084 + Penalty 1103.024810 = -97654.408274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2149.027561 sec): 3 clusters Score: Raw -98488.498374 + Penalty 2206.049619 = -96282.448755 nChanged 269 SP:Iteration 1F (2149.032464 sec): 3 clusters Score: Raw -98759.703542 + Penalty 2206.049619 = -96553.653923 nChanged 74 SP:Iteration 2F (2149.043878 sec): 3 clusters Score: Raw -98833.785828 + Penalty 2206.049619 = -96627.736209 nChanged 38 SP:Iteration 3Q (2149.048701 sec): 3 clusters Score: Raw -98893.173672 + Penalty 2206.049619 = -96687.124053 nChanged 27 SP:Iteration 4Q (2149.059789 sec): 3 clusters Score: Raw -98927.363092 + Penalty 2206.049619 = -96721.313472 nChanged 19 SP:Iteration 5Q (2149.064589 sec): 3 clusters Score: Raw -98959.612534 + Penalty 2206.049619 = -96753.562915 nChanged 20 SP:Iteration 6Q (2149.076272 sec): 3 clusters Score: Raw -98993.902648 + Penalty 2206.049619 = -96787.853028 nChanged 14 SP:Iteration 7Q (2149.081390 sec): 3 clusters Score: Raw -99018.604556 + Penalty 2206.049619 = -96812.554937 nChanged 20 SP:Iteration 8Q (2149.092571 sec): 3 clusters Score: Raw -99042.473120 + Penalty 2206.049619 = -96836.423501 nChanged 16 SP:Iteration 9Q (2149.097377 sec): 3 clusters Score: Raw -99063.912254 + Penalty 2206.049619 = -96857.862634 nChanged 17 SP:Iteration 10Q (2149.102130 sec): 3 clusters Score: Raw -99079.895884 + Penalty 2206.049619 = -96873.846264 nChanged 12 SP:Iteration 11Q (2149.122463 sec): 3 clusters Score: Raw -99090.560991 + Penalty 2206.049619 = -96884.511372 nChanged 6 SP:Iteration 12Q (2149.166580 sec): 3 clusters Score: Raw -99098.652524 + Penalty 2206.049619 = -96892.602904 nChanged 5 SP:Iteration 13Q (2149.183277 sec): 3 clusters Score: Raw -99106.200390 + Penalty 2206.049619 = -96900.150771 nChanged 6 SP:Iteration 14Q (2149.188112 sec): 3 clusters Score: Raw -99117.503235 + Penalty 2206.049619 = -96911.453616 nChanged 18 SP:Iteration 15Q (2149.202003 sec): 3 clusters Score: Raw -99137.846379 + Penalty 2206.049619 = -96931.796760 nChanged 14 SP:Iteration 16Q (2149.206822 sec): 3 clusters Score: Raw -99155.893120 + Penalty 2206.049619 = -96949.843500 nChanged 14 SP:Iteration 17Q (2149.236357 sec): 3 clusters Score: Raw -99176.626864 + Penalty 2206.049619 = -96970.577245 nChanged 17 SP:Iteration 18Q (2149.265729 sec): 3 clusters Score: Raw -99192.356924 + Penalty 2206.049619 = -96986.307305 nChanged 13 SP:Iteration 19Q (2149.294259 sec): 3 clusters Score: Raw -99207.138478 + Penalty 2206.049619 = -97001.088858 nChanged 14 SP:Iteration 20F (2149.330820 sec): 3 clusters Score: Raw -99231.888738 + Penalty 2206.049619 = -97025.839118 nChanged 19 SP:Iteration 21Q (2149.335824 sec): 3 clusters Score: Raw -99252.242930 + Penalty 2206.049619 = -97046.193311 nChanged 14 SP:Iteration 22Q (2149.340540 sec): 3 clusters Score: Raw -99266.574841 + Penalty 2206.049619 = -97060.525222 nChanged 10 SP:Iteration 23Q (2149.345264 sec): 3 clusters Score: Raw -99277.185227 + Penalty 2206.049619 = -97071.135608 nChanged 11 SP:Iteration 24Q (2149.349918 sec): 3 clusters Score: Raw -99292.866860 + Penalty 2206.049619 = -97086.817241 nChanged 11 SP:Iteration 25Q (2149.354603 sec): 3 clusters Score: Raw -99306.024292 + Penalty 2206.049619 = -97099.974673 nChanged 10 SP:Iteration 26Q (2149.359291 sec): 3 clusters Score: Raw -99325.808490 + Penalty 2206.049619 = -97119.758871 nChanged 7 SP:Iteration 27Q (2149.364001 sec): 3 clusters Score: Raw -99338.710147 + Penalty 2206.049619 = -97132.660527 nChanged 7 SP:Iteration 28Q (2149.373950 sec): 3 clusters Score: Raw -99353.059381 + Penalty 2206.049619 = -97147.009762 nChanged 5 SP:Iteration 29Q (2149.378653 sec): 3 clusters Score: Raw -99358.754666 + Penalty 2206.049619 = -97152.705047 nChanged 3 SP:Iteration 30Q (2149.383390 sec): 3 clusters Score: Raw -99362.360616 + Penalty 2206.049619 = -97156.310997 nChanged 3 SP:Iteration 31Q (2149.398443 sec): 3 clusters Score: Raw -99368.779700 + Penalty 2206.049619 = -97162.730081 nChanged 3 SP:Iteration 32Q (2149.407877 sec): 3 clusters Score: Raw -99374.196264 + Penalty 2206.049619 = -97168.146645 nChanged 2 SP:Iteration 33Q (2149.412546 sec): 3 clusters Score: Raw -99378.790913 + Penalty 2206.049619 = -97172.741294 nChanged 2 SP:Iteration 34Q (2149.417271 sec): 3 clusters Score: Raw -99380.188243 + Penalty 2206.049619 = -97174.138624 nChanged 1 SP:Iteration 35Q (2149.425867 sec): 3 clusters Score: Raw -99381.363446 + Penalty 2206.049619 = -97175.313827 nChanged 1 SP:Iteration 36Q (2149.430535 sec): 3 clusters Score: Raw -99381.659839 + Penalty 2206.049619 = -97175.610220 nChanged 0 SP:Iteration 37F (2149.435398 sec): 3 clusters Score: Raw -99381.659839 + Penalty 2206.049619 = -97175.610220 nChanged 0 Trying to split cluster 3 (4863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2149.459495 sec): 2 clusters Score: Raw -601036.624676 + Penalty 1379.529257 = -599657.095420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2149.480589 sec): 3 clusters Score: Raw -598553.231289 + Penalty 2759.058513 = -595794.172776 nChanged 1959 SP:Iteration 1F (2149.505261 sec): 3 clusters Score: Raw -599723.518885 + Penalty 2759.058513 = -596964.460372 nChanged 395 SP:Iteration 2F (2149.535205 sec): 3 clusters Score: Raw -600066.504237 + Penalty 2759.058513 = -597307.445723 nChanged 371 SP:Iteration 3F (2149.568977 sec): 3 clusters Score: Raw -600395.723592 + Penalty 2759.058513 = -597636.665079 nChanged 341 SP:Iteration 4F (2149.589222 sec): 3 clusters Score: Raw -600667.749091 + Penalty 2759.058513 = -597908.690577 nChanged 299 SP:Iteration 5F (2149.618733 sec): 3 clusters Score: Raw -600896.241449 + Penalty 2759.058513 = -598137.182936 nChanged 257 SP:Iteration 6F (2149.645472 sec): 3 clusters Score: Raw -601079.408582 + Penalty 2759.058513 = -598320.350069 nChanged 204 SP:Iteration 7Q (2149.665610 sec): 3 clusters Score: Raw -601238.327445 + Penalty 2759.058513 = -598479.268932 nChanged 159 SP:Iteration 8Q (2149.690862 sec): 3 clusters Score: Raw -601350.780804 + Penalty 2759.058513 = -598591.722291 nChanged 104 SP:Iteration 9Q (2149.711234 sec): 3 clusters Score: Raw -601420.326829 + Penalty 2759.058513 = -598661.268315 nChanged 72 SP:Iteration 10Q (2149.738254 sec): 3 clusters Score: Raw -601483.537705 + Penalty 2759.058513 = -598724.479191 nChanged 66 SP:Iteration 11Q (2149.771236 sec): 3 clusters Score: Raw -601526.487168 + Penalty 2759.058513 = -598767.428655 nChanged 54 SP:Iteration 12Q (2149.797020 sec): 3 clusters Score: Raw -601551.737578 + Penalty 2759.058513 = -598792.679065 nChanged 35 SP:Iteration 13Q (2149.823181 sec): 3 clusters Score: Raw -601564.229074 + Penalty 2759.058513 = -598805.170560 nChanged 19 SP:Iteration 14Q (2149.861108 sec): 3 clusters Score: Raw -601570.431815 + Penalty 2759.058513 = -598811.373302 nChanged 12 SP:Iteration 15Q (2149.880987 sec): 3 clusters Score: Raw -601575.399645 + Penalty 2759.058513 = -598816.341132 nChanged 13 SP:Iteration 16Q (2149.912394 sec): 3 clusters Score: Raw -601579.211684 + Penalty 2759.058513 = -598820.153170 nChanged 9 SP:Iteration 17Q (2149.953617 sec): 3 clusters Score: Raw -601581.657197 + Penalty 2759.058513 = -598822.598684 nChanged 3 SP:Iteration 18Q (2149.978796 sec): 3 clusters Score: Raw -601582.620979 + Penalty 2759.058513 = -598823.562465 nChanged 3 SP:Iteration 19Q (2150.007662 sec): 3 clusters Score: Raw -601584.327509 + Penalty 2759.058513 = -598825.268995 nChanged 6 SP:Iteration 20F (2150.035073 sec): 3 clusters Score: Raw -601585.598042 + Penalty 2759.058513 = -598826.539529 nChanged 5 SP:Iteration 21Q (2150.059069 sec): 3 clusters Score: Raw -601586.913849 + Penalty 2759.058513 = -598827.855336 nChanged 5 SP:Iteration 22Q (2150.083421 sec): 3 clusters Score: Raw -601588.010632 + Penalty 2759.058513 = -598828.952118 nChanged 6 SP:Iteration 23Q (2150.103632 sec): 3 clusters Score: Raw -601589.648426 + Penalty 2759.058513 = -598830.589912 nChanged 6 SP:Iteration 24Q (2150.127839 sec): 3 clusters Score: Raw -601591.563140 + Penalty 2759.058513 = -598832.504626 nChanged 3 SP:Iteration 25Q (2150.147730 sec): 3 clusters Score: Raw -601592.654007 + Penalty 2759.058513 = -598833.595494 nChanged 3 SP:Iteration 26Q (2150.171990 sec): 3 clusters Score: Raw -601593.201319 + Penalty 2759.058513 = -598834.142806 nChanged 3 SP:Iteration 27Q (2150.218856 sec): 3 clusters Score: Raw -601594.333079 + Penalty 2759.058513 = -598835.274566 nChanged 5 SP:Iteration 28Q (2150.277458 sec): 3 clusters Score: Raw -601595.829788 + Penalty 2759.058513 = -598836.771274 nChanged 1 SP:Iteration 29Q (2150.312332 sec): 3 clusters Score: Raw -601596.125501 + Penalty 2759.058513 = -598837.066987 nChanged 0 SP:Iteration 30F (2150.363879 sec): 3 clusters Score: Raw -601596.125501 + Penalty 2759.058513 = -598837.066987 nChanged 0 Trying to split cluster 4 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2150.392588 sec): 2 clusters Score: Raw -136280.970357 + Penalty 1144.513486 = -135136.456871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2150.432541 sec): 3 clusters Score: Raw -135877.251744 + Penalty 2289.026973 = -133588.224771 nChanged 349 SP:Iteration 1F (2150.469842 sec): 3 clusters Score: Raw -136149.752342 + Penalty 2289.026973 = -133860.725369 nChanged 89 SP:Iteration 2F (2150.505494 sec): 3 clusters Score: Raw -136240.335418 + Penalty 2289.026973 = -133951.308445 nChanged 50 SP:Iteration 3Q (2150.552420 sec): 3 clusters Score: Raw -136292.224525 + Penalty 2289.026973 = -134003.197552 nChanged 46 SP:Iteration 4Q (2150.567840 sec): 3 clusters Score: Raw -136329.084956 + Penalty 2289.026973 = -134040.057983 nChanged 28 SP:Iteration 5Q (2150.591143 sec): 3 clusters Score: Raw -136353.277035 + Penalty 2289.026973 = -134064.250062 nChanged 23 SP:Iteration 6Q (2150.597369 sec): 3 clusters Score: Raw -136369.097627 + Penalty 2289.026973 = -134080.070655 nChanged 15 SP:Iteration 7Q (2150.623212 sec): 3 clusters Score: Raw -136382.550507 + Penalty 2289.026973 = -134093.523534 nChanged 14 SP:Iteration 8Q (2150.629410 sec): 3 clusters Score: Raw -136397.615679 + Penalty 2289.026973 = -134108.588706 nChanged 11 SP:Iteration 9Q (2150.643101 sec): 3 clusters Score: Raw -136411.163425 + Penalty 2289.026973 = -134122.136452 nChanged 11 SP:Iteration 10Q (2150.656109 sec): 3 clusters Score: Raw -136420.721380 + Penalty 2289.026973 = -134131.694407 nChanged 11 SP:Iteration 11Q (2150.662206 sec): 3 clusters Score: Raw -136431.762218 + Penalty 2289.026973 = -134142.735245 nChanged 13 SP:Iteration 12Q (2150.675578 sec): 3 clusters Score: Raw -136440.576043 + Penalty 2289.026973 = -134151.549070 nChanged 8 SP:Iteration 13Q (2150.681730 sec): 3 clusters Score: Raw -136447.286400 + Penalty 2289.026973 = -134158.259427 nChanged 6 SP:Iteration 14Q (2150.687835 sec): 3 clusters Score: Raw -136453.462930 + Penalty 2289.026973 = -134164.435958 nChanged 6 SP:Iteration 15Q (2150.693871 sec): 3 clusters Score: Raw -136461.118230 + Penalty 2289.026973 = -134172.091257 nChanged 8 SP:Iteration 16Q (2150.699960 sec): 3 clusters Score: Raw -136470.343744 + Penalty 2289.026973 = -134181.316771 nChanged 13 SP:Iteration 17Q (2150.705993 sec): 3 clusters Score: Raw -136480.306042 + Penalty 2289.026973 = -134191.279070 nChanged 5 SP:Iteration 18Q (2150.712065 sec): 3 clusters Score: Raw -136483.656243 + Penalty 2289.026973 = -134194.629271 nChanged 4 SP:Iteration 19Q (2150.723285 sec): 3 clusters Score: Raw -136486.738949 + Penalty 2289.026973 = -134197.711976 nChanged 3 SP:Iteration 20F (2150.729370 sec): 3 clusters Score: Raw -136490.827071 + Penalty 2289.026973 = -134201.800098 nChanged 3 SP:Iteration 21Q (2150.740181 sec): 3 clusters Score: Raw -136491.881812 + Penalty 2289.026973 = -134202.854839 nChanged 4 SP:Iteration 22Q (2150.746213 sec): 3 clusters Score: Raw -136496.180010 + Penalty 2289.026973 = -134207.153038 nChanged 4 SP:Iteration 23Q (2150.756164 sec): 3 clusters Score: Raw -136501.112709 + Penalty 2289.026973 = -134212.085736 nChanged 4 SP:Iteration 24Q (2150.762179 sec): 3 clusters Score: Raw -136504.735632 + Penalty 2289.026973 = -134215.708660 nChanged 4 SP:Iteration 25Q (2150.776043 sec): 3 clusters Score: Raw -136508.707348 + Penalty 2289.026973 = -134219.680375 nChanged 5 SP:Iteration 26Q (2150.788816 sec): 3 clusters Score: Raw -136514.350017 + Penalty 2289.026973 = -134225.323045 nChanged 4 SP:Iteration 27Q (2150.795017 sec): 3 clusters Score: Raw -136517.837686 + Penalty 2289.026973 = -134228.810713 nChanged 6 SP:Iteration 28Q (2150.813053 sec): 3 clusters Score: Raw -136524.182174 + Penalty 2289.026973 = -134235.155201 nChanged 2 SP:Iteration 29Q (2150.821578 sec): 3 clusters Score: Raw -136526.787441 + Penalty 2289.026973 = -134237.760468 nChanged 5 SP:Iteration 30Q (2150.827619 sec): 3 clusters Score: Raw -136533.178891 + Penalty 2289.026973 = -134244.151918 nChanged 13 SP:Iteration 31Q (2150.853045 sec): 3 clusters Score: Raw -136542.565954 + Penalty 2289.026973 = -134253.538981 nChanged 11 SP:Iteration 32Q (2150.868700 sec): 3 clusters Score: Raw -136552.499493 + Penalty 2289.026973 = -134263.472520 nChanged 9 SP:Iteration 33Q (2150.881730 sec): 3 clusters Score: Raw -136561.988783 + Penalty 2289.026973 = -134272.961810 nChanged 7 SP:Iteration 34Q (2150.898012 sec): 3 clusters Score: Raw -136570.982855 + Penalty 2289.026973 = -134281.955882 nChanged 13 SP:Iteration 35Q (2150.911035 sec): 3 clusters Score: Raw -136585.178552 + Penalty 2289.026973 = -134296.151579 nChanged 12 SP:Iteration 36Q (2150.928028 sec): 3 clusters Score: Raw -136591.044761 + Penalty 2289.026973 = -134302.017788 nChanged 2 SP:Iteration 37Q (2150.934075 sec): 3 clusters Score: Raw -136594.846136 + Penalty 2289.026973 = -134305.819164 nChanged 4 SP:Iteration 38Q (2150.945072 sec): 3 clusters Score: Raw -136600.774610 + Penalty 2289.026973 = -134311.747637 nChanged 5 SP:Iteration 39Q (2150.951127 sec): 3 clusters Score: Raw -136607.332109 + Penalty 2289.026973 = -134318.305136 nChanged 8 SP:Iteration 40F (2150.964129 sec): 3 clusters Score: Raw -136616.709171 + Penalty 2289.026973 = -134327.682198 nChanged 7 SP:Iteration 41Q (2150.970201 sec): 3 clusters Score: Raw -136624.247126 + Penalty 2289.026973 = -134335.220153 nChanged 4 SP:Iteration 42Q (2150.992980 sec): 3 clusters Score: Raw -136627.294581 + Penalty 2289.026973 = -134338.267608 nChanged 1 SP:Iteration 43Q (2151.007593 sec): 3 clusters Score: Raw -136627.652620 + Penalty 2289.026973 = -134338.625647 nChanged 2 SP:Iteration 44Q (2151.013739 sec): 3 clusters Score: Raw -136630.121097 + Penalty 2289.026973 = -134341.094124 nChanged 2 SP:Iteration 45Q (2151.027820 sec): 3 clusters Score: Raw -136634.147949 + Penalty 2289.026973 = -134345.120977 nChanged 0 SP:Iteration 46F (2151.039550 sec): 3 clusters Score: Raw -136634.147949 + Penalty 2289.026973 = -134345.120977 nChanged 0 Trying to split cluster 5 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2151.073431 sec): 2 clusters Score: Raw -95301.590151 + Penalty 1093.790441 = -94207.799710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2151.107302 sec): 3 clusters Score: Raw -95029.371542 + Penalty 2187.580883 = -92841.790660 nChanged 235 SP:Iteration 1F (2151.123986 sec): 3 clusters Score: Raw -95261.333284 + Penalty 2187.580883 = -93073.752401 nChanged 72 SP:Iteration 2F (2151.128641 sec): 3 clusters Score: Raw -95377.262072 + Penalty 2187.580883 = -93189.681189 nChanged 43 SP:Iteration 3F (2151.153964 sec): 3 clusters Score: Raw -95436.730573 + Penalty 2187.580883 = -93249.149690 nChanged 37 SP:Iteration 4Q (2151.158658 sec): 3 clusters Score: Raw -95491.590844 + Penalty 2187.580883 = -93304.009961 nChanged 31 SP:Iteration 5Q (2151.163343 sec): 3 clusters Score: Raw -95533.709343 + Penalty 2187.580883 = -93346.128460 nChanged 22 SP:Iteration 6Q (2151.171842 sec): 3 clusters Score: Raw -95567.224063 + Penalty 2187.580883 = -93379.643180 nChanged 25 SP:Iteration 7Q (2151.176395 sec): 3 clusters Score: Raw -95605.902162 + Penalty 2187.580883 = -93418.321280 nChanged 29 SP:Iteration 8Q (2151.187713 sec): 3 clusters Score: Raw -95661.095560 + Penalty 2187.580883 = -93473.514677 nChanged 25 SP:Iteration 9Q (2151.192322 sec): 3 clusters Score: Raw -95699.715341 + Penalty 2187.580883 = -93512.134458 nChanged 20 SP:Iteration 10Q (2151.196855 sec): 3 clusters Score: Raw -95737.828542 + Penalty 2187.580883 = -93550.247659 nChanged 21 SP:Iteration 11Q (2151.218956 sec): 3 clusters Score: Raw -95786.482541 + Penalty 2187.580883 = -93598.901659 nChanged 23 SP:Iteration 12Q (2151.223530 sec): 3 clusters Score: Raw -95831.635025 + Penalty 2187.580883 = -93644.054142 nChanged 28 SP:Iteration 13Q (2151.228097 sec): 3 clusters Score: Raw -95901.603320 + Penalty 2187.580883 = -93714.022437 nChanged 22 SP:Iteration 14Q (2151.263025 sec): 3 clusters Score: Raw -95943.781103 + Penalty 2187.580883 = -93756.200220 nChanged 11 SP:Iteration 15Q (2151.267901 sec): 3 clusters Score: Raw -95968.079804 + Penalty 2187.580883 = -93780.498921 nChanged 14 SP:Iteration 16Q (2151.279269 sec): 3 clusters Score: Raw -95991.089070 + Penalty 2187.580883 = -93803.508187 nChanged 9 SP:Iteration 17Q (2151.283786 sec): 3 clusters Score: Raw -96005.588287 + Penalty 2187.580883 = -93818.007404 nChanged 1 SP:Iteration 18Q (2151.295250 sec): 3 clusters Score: Raw -96006.868626 + Penalty 2187.580883 = -93819.287744 nChanged 0 SP:Iteration 19F (2151.303610 sec): 3 clusters Score: Raw -96006.868626 + Penalty 2187.580883 = -93819.287744 nChanged 0 Trying to split cluster 6 (7135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2151.332693 sec): 2 clusters Score: Raw -883220.457410 + Penalty 1441.824724 = -881778.632687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2151.357583 sec): 3 clusters Score: Raw -879334.805278 + Penalty 2883.649447 = -876451.155831 nChanged 2974 SP:Iteration 1F (2151.384291 sec): 3 clusters Score: Raw -880929.314122 + Penalty 2883.649447 = -878045.664674 nChanged 495 SP:Iteration 2F (2151.412227 sec): 3 clusters Score: Raw -881187.373891 + Penalty 2883.649447 = -878303.724444 nChanged 433 SP:Iteration 3F (2151.459061 sec): 3 clusters Score: Raw -881411.067586 + Penalty 2883.649447 = -878527.418138 nChanged 372 SP:Iteration 4F (2151.486969 sec): 3 clusters Score: Raw -881621.510166 + Penalty 2883.649447 = -878737.860718 nChanged 352 SP:Iteration 5Q (2151.514112 sec): 3 clusters Score: Raw -881837.279141 + Penalty 2883.649447 = -878953.629694 nChanged 334 SP:Iteration 6Q (2151.571960 sec): 3 clusters Score: Raw -882060.110609 + Penalty 2883.649447 = -879176.461162 nChanged 326 SP:Iteration 7Q (2151.605006 sec): 3 clusters Score: Raw -882317.784595 + Penalty 2883.649447 = -879434.135147 nChanged 334 SP:Iteration 8Q (2151.635191 sec): 3 clusters Score: Raw -882623.177378 + Penalty 2883.649447 = -879739.527931 nChanged 275 SP:Iteration 9Q (2151.658737 sec): 3 clusters Score: Raw -882879.568169 + Penalty 2883.649447 = -879995.918722 nChanged 206 SP:Iteration 10Q (2151.681893 sec): 3 clusters Score: Raw -883044.366323 + Penalty 2883.649447 = -880160.716875 nChanged 168 SP:Iteration 11Q (2151.719901 sec): 3 clusters Score: Raw -883165.679716 + Penalty 2883.649447 = -880282.030268 nChanged 110 SP:Iteration 12Q (2151.748606 sec): 3 clusters Score: Raw -883233.708061 + Penalty 2883.649447 = -880350.058614 nChanged 72 SP:Iteration 13Q (2151.785811 sec): 3 clusters Score: Raw -883277.316509 + Penalty 2883.649447 = -880393.667062 nChanged 62 SP:Iteration 14Q (2151.824320 sec): 3 clusters Score: Raw -883313.342136 + Penalty 2883.649447 = -880429.692689 nChanged 40 SP:Iteration 15Q (2151.880685 sec): 3 clusters Score: Raw -883336.214149 + Penalty 2883.649447 = -880452.564702 nChanged 28 SP:Iteration 16Q (2151.929088 sec): 3 clusters Score: Raw -883345.627114 + Penalty 2883.649447 = -880461.977667 nChanged 22 SP:Iteration 17Q (2151.959844 sec): 3 clusters Score: Raw -883353.286601 + Penalty 2883.649447 = -880469.637153 nChanged 15 SP:Iteration 18Q (2152.019724 sec): 3 clusters Score: Raw -883358.427243 + Penalty 2883.649447 = -880474.777796 nChanged 15 SP:Iteration 19Q (2152.060325 sec): 3 clusters Score: Raw -883363.194019 + Penalty 2883.649447 = -880479.544572 nChanged 7 SP:Iteration 20F (2152.112446 sec): 3 clusters Score: Raw -883365.015016 + Penalty 2883.649447 = -880481.365569 nChanged 6 SP:Iteration 21Q (2152.158182 sec): 3 clusters Score: Raw -883369.243326 + Penalty 2883.649447 = -880485.593879 nChanged 7 SP:Iteration 22Q (2152.205820 sec): 3 clusters Score: Raw -883372.216631 + Penalty 2883.649447 = -880488.567184 nChanged 3 SP:Iteration 23Q (2152.235989 sec): 3 clusters Score: Raw -883372.969166 + Penalty 2883.649447 = -880489.319719 nChanged 0 SP:Iteration 24F (2152.259519 sec): 3 clusters Score: Raw -883372.969166 + Penalty 2883.649447 = -880489.319719 nChanged 0 Trying to split cluster 7 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.270610 sec): 2 clusters Score: Raw -12001.034908 + Penalty 780.653420 = -11220.381488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.274977 sec): 3 clusters Score: Raw -12260.794486 + Penalty 1561.306840 = -10699.487646 nChanged 8 SP:Iteration 1F (2152.276242 sec): 3 clusters Score: Raw -12284.251980 + Penalty 1561.306840 = -10722.945141 nChanged 2 SP:Iteration 2Q (2152.277455 sec): 3 clusters Score: Raw -12288.420829 + Penalty 1561.306840 = -10727.113989 nChanged 1 SP:Iteration 3Q (2152.285127 sec): 3 clusters Score: Raw -12291.912067 + Penalty 1561.306840 = -10730.605228 nChanged 0 SP:Iteration 4F (2152.286423 sec): 3 clusters Score: Raw -12291.912067 + Penalty 1561.306840 = -10730.605228 nChanged 0 Trying to split cluster 8 (3304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.303236 sec): 2 clusters Score: Raw -392180.585618 + Penalty 1316.719484 = -390863.866134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.319548 sec): 3 clusters Score: Raw -390592.109129 + Penalty 2633.438969 = -387958.670161 nChanged 1263 SP:Iteration 1F (2152.369288 sec): 3 clusters Score: Raw -391300.644448 + Penalty 2633.438969 = -388667.205479 nChanged 267 SP:Iteration 2F (2152.414676 sec): 3 clusters Score: Raw -391481.437807 + Penalty 2633.438969 = -388847.998838 nChanged 213 SP:Iteration 3F (2152.464991 sec): 3 clusters Score: Raw -391630.125036 + Penalty 2633.438969 = -388996.686067 nChanged 160 SP:Iteration 4Q (2152.510855 sec): 3 clusters Score: Raw -391742.504086 + Penalty 2633.438969 = -389109.065117 nChanged 155 SP:Iteration 5Q (2152.546453 sec): 3 clusters Score: Raw -391869.340109 + Penalty 2633.438969 = -389235.901140 nChanged 153 SP:Iteration 6Q (2152.563691 sec): 3 clusters Score: Raw -392010.676981 + Penalty 2633.438969 = -389377.238012 nChanged 160 SP:Iteration 7Q (2152.578683 sec): 3 clusters Score: Raw -392148.011657 + Penalty 2633.438969 = -389514.572688 nChanged 159 SP:Iteration 8Q (2152.604436 sec): 3 clusters Score: Raw -392274.561978 + Penalty 2633.438969 = -389641.123009 nChanged 147 SP:Iteration 9Q (2152.620498 sec): 3 clusters Score: Raw -392381.901559 + Penalty 2633.438969 = -389748.462590 nChanged 107 SP:Iteration 10Q (2152.636466 sec): 3 clusters Score: Raw -392458.661217 + Penalty 2633.438969 = -389825.222248 nChanged 77 SP:Iteration 11Q (2152.651520 sec): 3 clusters Score: Raw -392501.868958 + Penalty 2633.438969 = -389868.429989 nChanged 41 SP:Iteration 12Q (2152.667399 sec): 3 clusters Score: Raw -392526.481103 + Penalty 2633.438969 = -389893.042135 nChanged 28 SP:Iteration 13Q (2152.683442 sec): 3 clusters Score: Raw -392543.588414 + Penalty 2633.438969 = -389910.149446 nChanged 31 SP:Iteration 14Q (2152.699340 sec): 3 clusters Score: Raw -392561.770127 + Penalty 2633.438969 = -389928.331158 nChanged 35 SP:Iteration 15Q (2152.715164 sec): 3 clusters Score: Raw -392581.203980 + Penalty 2633.438969 = -389947.765012 nChanged 25 SP:Iteration 16Q (2152.730288 sec): 3 clusters Score: Raw -392594.543552 + Penalty 2633.438969 = -389961.104583 nChanged 24 SP:Iteration 17Q (2152.745068 sec): 3 clusters Score: Raw -392605.672047 + Penalty 2633.438969 = -389972.233079 nChanged 22 SP:Iteration 18Q (2152.759847 sec): 3 clusters Score: Raw -392615.786267 + Penalty 2633.438969 = -389982.347298 nChanged 14 SP:Iteration 19Q (2152.775625 sec): 3 clusters Score: Raw -392620.736581 + Penalty 2633.438969 = -389987.297612 nChanged 9 SP:Iteration 20F (2152.809468 sec): 3 clusters Score: Raw -392623.885749 + Penalty 2633.438969 = -389990.446780 nChanged 8 SP:Iteration 21Q (2152.841654 sec): 3 clusters Score: Raw -392627.008272 + Penalty 2633.438969 = -389993.569304 nChanged 9 SP:Iteration 22Q (2152.856534 sec): 3 clusters Score: Raw -392630.698281 + Penalty 2633.438969 = -389997.259312 nChanged 5 SP:Iteration 23Q (2152.871344 sec): 3 clusters Score: Raw -392633.681387 + Penalty 2633.438969 = -390000.242418 nChanged 1 SP:Iteration 24Q (2152.886272 sec): 3 clusters Score: Raw -392633.895427 + Penalty 2633.438969 = -390000.456458 nChanged 1 SP:Iteration 25Q (2152.901040 sec): 3 clusters Score: Raw -392634.246944 + Penalty 2633.438969 = -390000.807975 nChanged 2 SP:Iteration 26Q (2152.916231 sec): 3 clusters Score: Raw -392634.778822 + Penalty 2633.438969 = -390001.339853 nChanged 2 SP:Iteration 27Q (2152.931101 sec): 3 clusters Score: Raw -392635.714339 + Penalty 2633.438969 = -390002.275370 nChanged 3 SP:Iteration 28Q (2152.946647 sec): 3 clusters Score: Raw -392636.242601 + Penalty 2633.438969 = -390002.803632 nChanged 0 SP:Iteration 29F (2152.962137 sec): 3 clusters Score: Raw -392636.242601 + Penalty 2633.438969 = -390002.803632 nChanged 0 Trying to split cluster 9 (10254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.994842 sec): 2 clusters Score: Raw -1274369.178884 + Penalty 1500.756262 = -1272868.422621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.030682 sec): 3 clusters Score: Raw -1268506.923963 + Penalty 3001.512525 = -1265505.411438 nChanged 4474 SP:Iteration 1F (2153.066960 sec): 3 clusters Score: Raw -1270947.027215 + Penalty 3001.512525 = -1267945.514690 nChanged 606 SP:Iteration 2F (2153.095050 sec): 3 clusters Score: Raw -1271150.180674 + Penalty 3001.512525 = -1268148.668150 nChanged 425 SP:Iteration 3Q (2153.123333 sec): 3 clusters Score: Raw -1271281.477430 + Penalty 3001.512525 = -1268279.964906 nChanged 342 SP:Iteration 4Q (2153.183938 sec): 3 clusters Score: Raw -1271372.727543 + Penalty 3001.512525 = -1268371.215019 nChanged 257 SP:Iteration 5Q (2153.214218 sec): 3 clusters Score: Raw -1271443.482676 + Penalty 3001.512525 = -1268441.970152 nChanged 240 SP:Iteration 6Q (2153.242686 sec): 3 clusters Score: Raw -1271508.930080 + Penalty 3001.512525 = -1268507.417555 nChanged 232 SP:Iteration 7Q (2153.276017 sec): 3 clusters Score: Raw -1271576.119826 + Penalty 3001.512525 = -1268574.607301 nChanged 239 SP:Iteration 8Q (2153.304170 sec): 3 clusters Score: Raw -1271639.646924 + Penalty 3001.512525 = -1268638.134399 nChanged 224 SP:Iteration 9Q (2153.335514 sec): 3 clusters Score: Raw -1271698.097091 + Penalty 3001.512525 = -1268696.584567 nChanged 197 SP:Iteration 10Q (2153.363467 sec): 3 clusters Score: Raw -1271752.164287 + Penalty 3001.512525 = -1268750.651763 nChanged 217 SP:Iteration 11Q (2153.391569 sec): 3 clusters Score: Raw -1271822.642358 + Penalty 3001.512525 = -1268821.129833 nChanged 224 SP:Iteration 12Q (2153.421601 sec): 3 clusters Score: Raw -1271888.312957 + Penalty 3001.512525 = -1268886.800432 nChanged 227 SP:Iteration 13Q (2153.452162 sec): 3 clusters Score: Raw -1271962.618468 + Penalty 3001.512525 = -1268961.105943 nChanged 235 SP:Iteration 14Q (2153.480185 sec): 3 clusters Score: Raw -1272032.258117 + Penalty 3001.512525 = -1269030.745592 nChanged 223 SP:Iteration 15Q (2153.511106 sec): 3 clusters Score: Raw -1272101.765292 + Penalty 3001.512525 = -1269100.252767 nChanged 230 SP:Iteration 16Q (2153.539061 sec): 3 clusters Score: Raw -1272186.271002 + Penalty 3001.512525 = -1269184.758477 nChanged 256 SP:Iteration 17Q (2153.567043 sec): 3 clusters Score: Raw -1272286.785274 + Penalty 3001.512525 = -1269285.272750 nChanged 278 SP:Iteration 18Q (2153.598904 sec): 3 clusters Score: Raw -1272408.088737 + Penalty 3001.512525 = -1269406.576213 nChanged 293 SP:Iteration 19Q (2153.636387 sec): 3 clusters Score: Raw -1272546.468069 + Penalty 3001.512525 = -1269544.955545 nChanged 303 SP:Iteration 20F (2153.691283 sec): 3 clusters Score: Raw -1272689.107636 + Penalty 3001.512525 = -1269687.595111 nChanged 309 SP:Iteration 21Q (2153.738839 sec): 3 clusters Score: Raw -1272848.108828 + Penalty 3001.512525 = -1269846.596303 nChanged 333 SP:Iteration 22Q (2153.775550 sec): 3 clusters Score: Raw -1273021.291285 + Penalty 3001.512525 = -1270019.778761 nChanged 309 SP:Iteration 23Q (2153.803783 sec): 3 clusters Score: Raw -1273162.649562 + Penalty 3001.512525 = -1270161.137037 nChanged 276 SP:Iteration 24Q (2153.858565 sec): 3 clusters Score: Raw -1273285.621116 + Penalty 3001.512525 = -1270284.108592 nChanged 229 SP:Iteration 25Q (2153.914799 sec): 3 clusters Score: Raw -1273383.429418 + Penalty 3001.512525 = -1270381.916894 nChanged 204 SP:Iteration 26Q (2153.957231 sec): 3 clusters Score: Raw -1273468.828957 + Penalty 3001.512525 = -1270467.316433 nChanged 189 SP:Iteration 27Q (2154.008744 sec): 3 clusters Score: Raw -1273548.165216 + Penalty 3001.512525 = -1270546.652692 nChanged 184 SP:Iteration 28Q (2154.068166 sec): 3 clusters Score: Raw -1273622.089615 + Penalty 3001.512525 = -1270620.577090 nChanged 157 SP:Iteration 29Q (2154.100118 sec): 3 clusters Score: Raw -1273679.123348 + Penalty 3001.512525 = -1270677.610824 nChanged 137 SP:Iteration 30Q (2154.132747 sec): 3 clusters Score: Raw -1273729.407222 + Penalty 3001.512525 = -1270727.894698 nChanged 131 SP:Iteration 31Q (2154.170797 sec): 3 clusters Score: Raw -1273776.169248 + Penalty 3001.512525 = -1270774.656723 nChanged 124 SP:Iteration 32Q (2154.197366 sec): 3 clusters Score: Raw -1273818.489460 + Penalty 3001.512525 = -1270816.976936 nChanged 108 SP:Iteration 33Q (2154.228486 sec): 3 clusters Score: Raw -1273854.696038 + Penalty 3001.512525 = -1270853.183513 nChanged 96 SP:Iteration 34Q (2154.262147 sec): 3 clusters Score: Raw -1273886.761359 + Penalty 3001.512525 = -1270885.248834 nChanged 82 SP:Iteration 35Q (2154.322003 sec): 3 clusters Score: Raw -1273914.620434 + Penalty 3001.512525 = -1270913.107909 nChanged 92 SP:Iteration 36Q (2154.348268 sec): 3 clusters Score: Raw -1273948.090261 + Penalty 3001.512525 = -1270946.577736 nChanged 86 SP:Iteration 37Q (2154.374575 sec): 3 clusters Score: Raw -1273975.749360 + Penalty 3001.512525 = -1270974.236836 nChanged 73 SP:Iteration 38Q (2154.400775 sec): 3 clusters Score: Raw -1274000.461689 + Penalty 3001.512525 = -1270998.949164 nChanged 77 SP:Iteration 39Q (2154.426948 sec): 3 clusters Score: Raw -1274027.248339 + Penalty 3001.512525 = -1271025.735815 nChanged 79 SP:Iteration 40F (2154.476973 sec): 3 clusters Score: Raw -1274054.893025 + Penalty 3001.512525 = -1271053.380501 nChanged 64 SP:Iteration 41Q (2154.526114 sec): 3 clusters Score: Raw -1274074.896243 + Penalty 3001.512525 = -1271073.383719 nChanged 61 SP:Iteration 42Q (2154.557210 sec): 3 clusters Score: Raw -1274094.641532 + Penalty 3001.512525 = -1271093.129008 nChanged 56 SP:Iteration 43Q (2154.583189 sec): 3 clusters Score: Raw -1274112.455866 + Penalty 3001.512525 = -1271110.943341 nChanged 51 SP:Iteration 44Q (2154.613360 sec): 3 clusters Score: Raw -1274126.819212 + Penalty 3001.512525 = -1271125.306687 nChanged 44 SP:Iteration 45Q (2154.651532 sec): 3 clusters Score: Raw -1274139.409759 + Penalty 3001.512525 = -1271137.897234 nChanged 53 SP:Iteration 46Q (2154.677424 sec): 3 clusters Score: Raw -1274153.828012 + Penalty 3001.512525 = -1271152.315488 nChanged 41 SP:Iteration 47Q (2154.703393 sec): 3 clusters Score: Raw -1274167.271320 + Penalty 3001.512525 = -1271165.758795 nChanged 44 SP:Iteration 48Q (2154.729251 sec): 3 clusters Score: Raw -1274180.895156 + Penalty 3001.512525 = -1271179.382632 nChanged 54 SP:Iteration 49Q (2154.755089 sec): 3 clusters Score: Raw -1274197.497931 + Penalty 3001.512525 = -1271195.985407 nChanged 51 SP:Iteration 50Q (2154.787361 sec): 3 clusters Score: Raw -1274214.088476 + Penalty 3001.512525 = -1271212.575951 nChanged 49 SP:Iteration 51Q (2154.813215 sec): 3 clusters Score: Raw -1274232.263912 + Penalty 3001.512525 = -1271230.751388 nChanged 50 SP:Iteration 52Q (2154.845591 sec): 3 clusters Score: Raw -1274252.529663 + Penalty 3001.512525 = -1271251.017138 nChanged 50 SP:Iteration 53Q (2154.877356 sec): 3 clusters Score: Raw -1274271.635022 + Penalty 3001.512525 = -1271270.122498 nChanged 45 SP:Iteration 54Q (2154.909037 sec): 3 clusters Score: Raw -1274288.840293 + Penalty 3001.512525 = -1271287.327768 nChanged 43 SP:Iteration 55Q (2154.936413 sec): 3 clusters Score: Raw -1274302.262407 + Penalty 3001.512525 = -1271300.749882 nChanged 43 SP:Iteration 56Q (2154.979932 sec): 3 clusters Score: Raw -1274316.898863 + Penalty 3001.512525 = -1271315.386338 nChanged 44 SP:Iteration 57Q (2155.019742 sec): 3 clusters Score: Raw -1274333.210073 + Penalty 3001.512525 = -1271331.697548 nChanged 44 SP:Iteration 58Q (2155.045146 sec): 3 clusters Score: Raw -1274347.811632 + Penalty 3001.512525 = -1271346.299108 nChanged 41 SP:Iteration 59Q (2155.077011 sec): 3 clusters Score: Raw -1274362.436498 + Penalty 3001.512525 = -1271360.923973 nChanged 39 SP:Iteration 60F (2155.109730 sec): 3 clusters Score: Raw -1274377.497904 + Penalty 3001.512525 = -1271375.985380 nChanged 43 SP:Iteration 61Q (2155.159790 sec): 3 clusters Score: Raw -1274395.871710 + Penalty 3001.512525 = -1271394.359185 nChanged 35 SP:Iteration 62Q (2155.192299 sec): 3 clusters Score: Raw -1274411.823842 + Penalty 3001.512525 = -1271410.311318 nChanged 35 SP:Iteration 63Q (2155.217813 sec): 3 clusters Score: Raw -1274427.056131 + Penalty 3001.512525 = -1271425.543606 nChanged 46 SP:Iteration 64Q (2155.243248 sec): 3 clusters Score: Raw -1274447.494101 + Penalty 3001.512525 = -1271445.981576 nChanged 42 SP:Iteration 65Q (2155.268794 sec): 3 clusters Score: Raw -1274467.578809 + Penalty 3001.512525 = -1271466.066284 nChanged 47 SP:Iteration 66Q (2155.296859 sec): 3 clusters Score: Raw -1274487.613727 + Penalty 3001.512525 = -1271486.101202 nChanged 38 SP:Iteration 67Q (2155.322174 sec): 3 clusters Score: Raw -1274506.832224 + Penalty 3001.512525 = -1271505.319700 nChanged 27 SP:Iteration 68Q (2155.347352 sec): 3 clusters Score: Raw -1274519.127673 + Penalty 3001.512525 = -1271517.615149 nChanged 25 SP:Iteration 69Q (2155.372716 sec): 3 clusters Score: Raw -1274529.861447 + Penalty 3001.512525 = -1271528.348923 nChanged 23 SP:Iteration 70Q (2155.397815 sec): 3 clusters Score: Raw -1274540.863214 + Penalty 3001.512525 = -1271539.350689 nChanged 15 SP:Iteration 71Q (2155.422976 sec): 3 clusters Score: Raw -1274548.423970 + Penalty 3001.512525 = -1271546.911445 nChanged 19 SP:Iteration 72Q (2155.447938 sec): 3 clusters Score: Raw -1274556.307965 + Penalty 3001.512525 = -1271554.795440 nChanged 25 SP:Iteration 73Q (2155.472872 sec): 3 clusters Score: Raw -1274566.848545 + Penalty 3001.512525 = -1271565.336020 nChanged 18 SP:Iteration 74Q (2155.499325 sec): 3 clusters Score: Raw -1274575.779595 + Penalty 3001.512525 = -1271574.267070 nChanged 21 SP:Iteration 75Q (2155.530394 sec): 3 clusters Score: Raw -1274585.946814 + Penalty 3001.512525 = -1271584.434289 nChanged 13 SP:Iteration 76Q (2155.555382 sec): 3 clusters Score: Raw -1274592.687415 + Penalty 3001.512525 = -1271591.174891 nChanged 13 SP:Iteration 77Q (2155.580344 sec): 3 clusters Score: Raw -1274600.744077 + Penalty 3001.512525 = -1271599.231553 nChanged 13 SP:Iteration 78Q (2155.636083 sec): 3 clusters Score: Raw -1274607.132656 + Penalty 3001.512525 = -1271605.620131 nChanged 11 SP:Iteration 79Q (2155.685615 sec): 3 clusters Score: Raw -1274612.049877 + Penalty 3001.512525 = -1271610.537353 nChanged 9 SP:Iteration 80F (2155.736765 sec): 3 clusters Score: Raw -1274616.612157 + Penalty 3001.512525 = -1271615.099632 nChanged 9 SP:Iteration 81Q (2155.793572 sec): 3 clusters Score: Raw -1274620.763037 + Penalty 3001.512525 = -1271619.250512 nChanged 8 SP:Iteration 82Q (2155.849977 sec): 3 clusters Score: Raw -1274624.692550 + Penalty 3001.512525 = -1271623.180026 nChanged 12 SP:Iteration 83Q (2155.889325 sec): 3 clusters Score: Raw -1274629.777448 + Penalty 3001.512525 = -1271628.264924 nChanged 6 SP:Iteration 84Q (2155.914441 sec): 3 clusters Score: Raw -1274632.499341 + Penalty 3001.512525 = -1271630.986816 nChanged 7 SP:Iteration 85Q (2155.939362 sec): 3 clusters Score: Raw -1274636.968646 + Penalty 3001.512525 = -1271635.456121 nChanged 10 SP:Iteration 86Q (2155.964419 sec): 3 clusters Score: Raw -1274644.326576 + Penalty 3001.512525 = -1271642.814052 nChanged 16 SP:Iteration 87Q (2155.989283 sec): 3 clusters Score: Raw -1274652.696427 + Penalty 3001.512525 = -1271651.183902 nChanged 14 SP:Iteration 88Q (2156.014089 sec): 3 clusters Score: Raw -1274658.984175 + Penalty 3001.512525 = -1271657.471650 nChanged 9 SP:Iteration 89Q (2156.045891 sec): 3 clusters Score: Raw -1274662.677860 + Penalty 3001.512525 = -1271661.165335 nChanged 6 SP:Iteration 90Q (2156.070695 sec): 3 clusters Score: Raw -1274665.752522 + Penalty 3001.512525 = -1271664.239998 nChanged 3 SP:Iteration 91Q (2156.100894 sec): 3 clusters Score: Raw -1274666.714350 + Penalty 3001.512525 = -1271665.201825 nChanged 2 SP:Iteration 92Q (2156.125531 sec): 3 clusters Score: Raw -1274667.290189 + Penalty 3001.512525 = -1271665.777665 nChanged 1 SP:Iteration 93Q (2156.155140 sec): 3 clusters Score: Raw -1274667.534846 + Penalty 3001.512525 = -1271666.022321 nChanged 1 SP:Iteration 94Q (2156.179985 sec): 3 clusters Score: Raw -1274667.777645 + Penalty 3001.512525 = -1271666.265120 nChanged 0 SP:Iteration 95F (2156.250373 sec): 3 clusters Score: Raw -1274667.777645 + Penalty 3001.512525 = -1271666.265120 nChanged 0 Trying to split cluster 10 (43571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2156.304409 sec): 2 clusters Score: Raw -5440916.140953 + Penalty 1735.848899 = -5439180.292054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2156.387735 sec): 3 clusters Score: Raw -5413293.119639 + Penalty 3471.697798 = -5409821.421841 nChanged 20378 SP:Iteration 1F (2156.472615 sec): 3 clusters Score: Raw -5425117.680481 + Penalty 3471.697798 = -5421645.982683 nChanged 1917 SP:Iteration 2Q (2156.562625 sec): 3 clusters Score: Raw -5425756.857925 + Penalty 3471.697798 = -5422285.160127 nChanged 1919 SP:Iteration 3Q (2156.652873 sec): 3 clusters Score: Raw -5426506.728614 + Penalty 3471.697798 = -5423035.030816 nChanged 1997 SP:Iteration 4Q (2156.739668 sec): 3 clusters Score: Raw -5427421.135164 + Penalty 3471.697798 = -5423949.437366 nChanged 2232 SP:Iteration 5F (2156.820835 sec): 3 clusters Score: Raw -5428669.589552 + Penalty 3471.697798 = -5425197.891754 nChanged 2554 SP:Iteration 6F (2156.920494 sec): 3 clusters Score: Raw -5430412.758145 + Penalty 3471.697798 = -5426941.060347 nChanged 2792 SP:Iteration 7F (2157.032988 sec): 3 clusters Score: Raw -5432570.463242 + Penalty 3471.697798 = -5429098.765444 nChanged 2688 SP:Iteration 8F (2157.124662 sec): 3 clusters Score: Raw -5434493.981652 + Penalty 3471.697798 = -5431022.283854 nChanged 2162 SP:Iteration 9Q (2157.203470 sec): 3 clusters Score: Raw -5435593.701751 + Penalty 3471.697798 = -5432122.003954 nChanged 1381 SP:Iteration 10Q (2157.289066 sec): 3 clusters Score: Raw -5436026.414230 + Penalty 3471.697798 = -5432554.716432 nChanged 788 SP:Iteration 11Q (2157.385525 sec): 3 clusters Score: Raw -5436200.953906 + Penalty 3471.697798 = -5432729.256109 nChanged 507 SP:Iteration 12Q (2157.474665 sec): 3 clusters Score: Raw -5436307.888474 + Penalty 3471.697798 = -5432836.190676 nChanged 436 SP:Iteration 13Q (2157.550759 sec): 3 clusters Score: Raw -5436398.432982 + Penalty 3471.697798 = -5432926.735184 nChanged 369 SP:Iteration 14Q (2157.631795 sec): 3 clusters Score: Raw -5436472.615969 + Penalty 3471.697798 = -5433000.918171 nChanged 402 SP:Iteration 15Q (2157.712259 sec): 3 clusters Score: Raw -5436545.519566 + Penalty 3471.697798 = -5433073.821768 nChanged 361 SP:Iteration 16Q (2157.798866 sec): 3 clusters Score: Raw -5436602.014455 + Penalty 3471.697798 = -5433130.316658 nChanged 314 SP:Iteration 17Q (2157.878967 sec): 3 clusters Score: Raw -5436651.574630 + Penalty 3471.697798 = -5433179.876833 nChanged 311 SP:Iteration 18Q (2157.968560 sec): 3 clusters Score: Raw -5436702.854473 + Penalty 3471.697798 = -5433231.156675 nChanged 295 SP:Iteration 19Q (2158.073604 sec): 3 clusters Score: Raw -5436753.186190 + Penalty 3471.697798 = -5433281.488393 nChanged 347 SP:Iteration 20F (2158.171349 sec): 3 clusters Score: Raw -5436815.545151 + Penalty 3471.697798 = -5433343.847353 nChanged 373 SP:Iteration 21Q (2158.252902 sec): 3 clusters Score: Raw -5436882.988192 + Penalty 3471.697798 = -5433411.290394 nChanged 341 SP:Iteration 22Q (2158.329464 sec): 3 clusters Score: Raw -5436942.563433 + Penalty 3471.697798 = -5433470.865636 nChanged 328 SP:Iteration 23Q (2158.439007 sec): 3 clusters Score: Raw -5436996.468285 + Penalty 3471.697798 = -5433524.770487 nChanged 305 SP:Iteration 24Q (2158.536770 sec): 3 clusters Score: Raw -5437041.998809 + Penalty 3471.697798 = -5433570.301011 nChanged 280 SP:Iteration 25Q (2158.642315 sec): 3 clusters Score: Raw -5437085.175961 + Penalty 3471.697798 = -5433613.478163 nChanged 305 SP:Iteration 26Q (2158.723185 sec): 3 clusters Score: Raw -5437136.289269 + Penalty 3471.697798 = -5433664.591471 nChanged 320 SP:Iteration 27Q (2158.800912 sec): 3 clusters Score: Raw -5437191.066522 + Penalty 3471.697798 = -5433719.368724 nChanged 336 SP:Iteration 28Q (2158.884923 sec): 3 clusters Score: Raw -5437248.641916 + Penalty 3471.697798 = -5433776.944118 nChanged 324 SP:Iteration 29Q (2158.986873 sec): 3 clusters Score: Raw -5437300.496876 + Penalty 3471.697798 = -5433828.799078 nChanged 313 SP:Iteration 30Q (2159.065296 sec): 3 clusters Score: Raw -5437350.980867 + Penalty 3471.697798 = -5433879.283069 nChanged 326 SP:Iteration 31Q (2159.143650 sec): 3 clusters Score: Raw -5437407.026897 + Penalty 3471.697798 = -5433935.329100 nChanged 340 SP:Iteration 32Q (2159.217305 sec): 3 clusters Score: Raw -5437474.279948 + Penalty 3471.697798 = -5434002.582151 nChanged 368 SP:Iteration 33Q (2159.291988 sec): 3 clusters Score: Raw -5437553.339985 + Penalty 3471.697798 = -5434081.642187 nChanged 419 SP:Iteration 34Q (2159.364781 sec): 3 clusters Score: Raw -5437642.693694 + Penalty 3471.697798 = -5434170.995896 nChanged 412 SP:Iteration 35Q (2159.458053 sec): 3 clusters Score: Raw -5437732.216494 + Penalty 3471.697798 = -5434260.518696 nChanged 410 SP:Iteration 36Q (2159.534650 sec): 3 clusters Score: Raw -5437826.025405 + Penalty 3471.697798 = -5434354.327607 nChanged 431 SP:Iteration 37Q (2159.617679 sec): 3 clusters Score: Raw -5437924.497937 + Penalty 3471.697798 = -5434452.800139 nChanged 392 SP:Iteration 38Q (2159.701187 sec): 3 clusters Score: Raw -5438015.495207 + Penalty 3471.697798 = -5434543.797409 nChanged 412 SP:Iteration 39Q (2159.774604 sec): 3 clusters Score: Raw -5438112.386824 + Penalty 3471.697798 = -5434640.689026 nChanged 408 SP:Iteration 40F (2159.862124 sec): 3 clusters Score: Raw -5438206.012269 + Penalty 3471.697798 = -5434734.314471 nChanged 371 SP:Iteration 41Q (2159.938687 sec): 3 clusters Score: Raw -5438287.858984 + Penalty 3471.697798 = -5434816.161186 nChanged 361 SP:Iteration 42Q (2160.012542 sec): 3 clusters Score: Raw -5438366.203279 + Penalty 3471.697798 = -5434894.505481 nChanged 360 SP:Iteration 43Q (2160.118043 sec): 3 clusters Score: Raw -5438445.771709 + Penalty 3471.697798 = -5434974.073912 nChanged 357 SP:Iteration 44Q (2160.212451 sec): 3 clusters Score: Raw -5438528.035379 + Penalty 3471.697798 = -5435056.337581 nChanged 374 SP:Iteration 45Q (2160.318677 sec): 3 clusters Score: Raw -5438616.487971 + Penalty 3471.697798 = -5435144.790173 nChanged 366 SP:Iteration 46Q (2160.395780 sec): 3 clusters Score: Raw -5438705.715012 + Penalty 3471.697798 = -5435234.017214 nChanged 395 SP:Iteration 47Q (2160.481992 sec): 3 clusters Score: Raw -5438802.628666 + Penalty 3471.697798 = -5435330.930868 nChanged 378 SP:Iteration 48Q (2160.553601 sec): 3 clusters Score: Raw -5438899.334890 + Penalty 3471.697798 = -5435427.637092 nChanged 364 SP:Iteration 49Q (2160.623643 sec): 3 clusters Score: Raw -5439000.800930 + Penalty 3471.697798 = -5435529.103132 nChanged 380 SP:Iteration 50Q (2160.721896 sec): 3 clusters Score: Raw -5439107.929355 + Penalty 3471.697798 = -5435636.231557 nChanged 374 SP:Iteration 51Q (2160.799911 sec): 3 clusters Score: Raw -5439219.372025 + Penalty 3471.697798 = -5435747.674227 nChanged 346 SP:Iteration 52Q (2160.879277 sec): 3 clusters Score: Raw -5439317.725822 + Penalty 3471.697798 = -5435846.028025 nChanged 329 SP:Iteration 53Q (2160.971097 sec): 3 clusters Score: Raw -5439410.745874 + Penalty 3471.697798 = -5435939.048076 nChanged 335 SP:Iteration 54Q (2161.071614 sec): 3 clusters Score: Raw -5439509.572924 + Penalty 3471.697798 = -5436037.875126 nChanged 349 SP:Iteration 55Q (2161.145383 sec): 3 clusters Score: Raw -5439615.250292 + Penalty 3471.697798 = -5436143.552495 nChanged 325 SP:Iteration 56Q (2161.237067 sec): 3 clusters Score: Raw -5439718.829140 + Penalty 3471.697798 = -5436247.131342 nChanged 361 SP:Iteration 57Q (2161.332599 sec): 3 clusters Score: Raw -5439841.631442 + Penalty 3471.697798 = -5436369.933644 nChanged 345 SP:Iteration 58Q (2161.423699 sec): 3 clusters Score: Raw -5439963.322123 + Penalty 3471.697798 = -5436491.624325 nChanged 311 SP:Iteration 59Q (2161.490541 sec): 3 clusters Score: Raw -5440078.135753 + Penalty 3471.697798 = -5436606.437955 nChanged 310 SP:Iteration 60F (2161.566368 sec): 3 clusters Score: Raw -5440189.339464 + Penalty 3471.697798 = -5436717.641666 nChanged 271 SP:Iteration 61Q (2161.635534 sec): 3 clusters Score: Raw -5440292.664947 + Penalty 3471.697798 = -5436820.967149 nChanged 256 SP:Iteration 62Q (2161.701015 sec): 3 clusters Score: Raw -5440394.922627 + Penalty 3471.697798 = -5436923.224830 nChanged 229 SP:Iteration 63Q (2161.776968 sec): 3 clusters Score: Raw -5440475.145431 + Penalty 3471.697798 = -5437003.447633 nChanged 191 SP:Iteration 64Q (2161.874956 sec): 3 clusters Score: Raw -5440534.747199 + Penalty 3471.697798 = -5437063.049401 nChanged 171 SP:Iteration 65Q (2161.954009 sec): 3 clusters Score: Raw -5440593.976440 + Penalty 3471.697798 = -5437122.278642 nChanged 162 SP:Iteration 66Q (2162.021181 sec): 3 clusters Score: Raw -5440654.890808 + Penalty 3471.697798 = -5437183.193010 nChanged 153 SP:Iteration 67Q (2162.099822 sec): 3 clusters Score: Raw -5440712.245897 + Penalty 3471.697798 = -5437240.548099 nChanged 123 SP:Iteration 68Q (2162.165746 sec): 3 clusters Score: Raw -5440758.893312 + Penalty 3471.697798 = -5437287.195514 nChanged 111 SP:Iteration 69Q (2162.239963 sec): 3 clusters Score: Raw -5440803.519746 + Penalty 3471.697798 = -5437331.821948 nChanged 123 SP:Iteration 70Q (2162.303859 sec): 3 clusters Score: Raw -5440849.585955 + Penalty 3471.697798 = -5437377.888158 nChanged 93 SP:Iteration 71Q (2162.384041 sec): 3 clusters Score: Raw -5440882.696075 + Penalty 3471.697798 = -5437410.998277 nChanged 84 SP:Iteration 72Q (2162.453511 sec): 3 clusters Score: Raw -5440916.518653 + Penalty 3471.697798 = -5437444.820855 nChanged 73 SP:Iteration 73Q (2162.516621 sec): 3 clusters Score: Raw -5440946.997029 + Penalty 3471.697798 = -5437475.299231 nChanged 67 SP:Iteration 74Q (2162.579002 sec): 3 clusters Score: Raw -5440977.401588 + Penalty 3471.697798 = -5437505.703790 nChanged 69 SP:Iteration 75Q (2162.663344 sec): 3 clusters Score: Raw -5441003.288608 + Penalty 3471.697798 = -5437531.590810 nChanged 52 SP:Iteration 76Q (2162.734540 sec): 3 clusters Score: Raw -5441017.951927 + Penalty 3471.697798 = -5437546.254129 nChanged 40 SP:Iteration 77Q (2162.810050 sec): 3 clusters Score: Raw -5441028.271559 + Penalty 3471.697798 = -5437556.573761 nChanged 32 SP:Iteration 78Q (2162.883451 sec): 3 clusters Score: Raw -5441040.134812 + Penalty 3471.697798 = -5437568.437014 nChanged 39 SP:Iteration 79Q (2162.946391 sec): 3 clusters Score: Raw -5441058.588050 + Penalty 3471.697798 = -5437586.890253 nChanged 38 SP:Iteration 80F (2163.020544 sec): 3 clusters Score: Raw -5441073.993600 + Penalty 3471.697798 = -5437602.295802 nChanged 30 SP:Iteration 81Q (2163.083480 sec): 3 clusters Score: Raw -5441085.612674 + Penalty 3471.697798 = -5437613.914876 nChanged 28 SP:Iteration 82Q (2163.145821 sec): 3 clusters Score: Raw -5441095.094475 + Penalty 3471.697798 = -5437623.396677 nChanged 27 SP:Iteration 83Q (2163.213560 sec): 3 clusters Score: Raw -5441105.153026 + Penalty 3471.697798 = -5437633.455228 nChanged 24 SP:Iteration 84Q (2163.275840 sec): 3 clusters Score: Raw -5441115.854136 + Penalty 3471.697798 = -5437644.156338 nChanged 22 SP:Iteration 85Q (2163.337844 sec): 3 clusters Score: Raw -5441126.330542 + Penalty 3471.697798 = -5437654.632744 nChanged 19 SP:Iteration 86Q (2163.399818 sec): 3 clusters Score: Raw -5441134.145208 + Penalty 3471.697798 = -5437662.447410 nChanged 18 SP:Iteration 87Q (2163.461397 sec): 3 clusters Score: Raw -5441143.389080 + Penalty 3471.697798 = -5437671.691282 nChanged 15 SP:Iteration 88Q (2163.522350 sec): 3 clusters Score: Raw -5441147.694306 + Penalty 3471.697798 = -5437675.996509 nChanged 8 SP:Iteration 89Q (2163.602965 sec): 3 clusters Score: Raw -5441151.723161 + Penalty 3471.697798 = -5437680.025363 nChanged 13 SP:Iteration 90Q (2163.673664 sec): 3 clusters Score: Raw -5441156.171439 + Penalty 3471.697798 = -5437684.473641 nChanged 10 SP:Iteration 91Q (2163.736500 sec): 3 clusters Score: Raw -5441160.414899 + Penalty 3471.697798 = -5437688.717101 nChanged 11 SP:Iteration 92Q (2163.813489 sec): 3 clusters Score: Raw -5441165.366622 + Penalty 3471.697798 = -5437693.668824 nChanged 12 SP:Iteration 93Q (2163.874533 sec): 3 clusters Score: Raw -5441170.175730 + Penalty 3471.697798 = -5437698.477933 nChanged 7 SP:Iteration 94Q (2163.936859 sec): 3 clusters Score: Raw -5441173.046671 + Penalty 3471.697798 = -5437701.348873 nChanged 9 SP:Iteration 95Q (2163.999291 sec): 3 clusters Score: Raw -5441177.402252 + Penalty 3471.697798 = -5437705.704454 nChanged 8 SP:Iteration 96Q (2164.060262 sec): 3 clusters Score: Raw -5441180.896700 + Penalty 3471.697798 = -5437709.198902 nChanged 4 SP:Iteration 97Q (2164.123628 sec): 3 clusters Score: Raw -5441181.922899 + Penalty 3471.697798 = -5437710.225101 nChanged 4 SP:Iteration 98Q (2164.186935 sec): 3 clusters Score: Raw -5441183.028012 + Penalty 3471.697798 = -5437711.330214 nChanged 2 SP:Iteration 99Q (2164.253757 sec): 3 clusters Score: Raw -5441183.317467 + Penalty 3471.697798 = -5437711.619669 nChanged 2 SP:Iteration 100F (2164.328466 sec): 3 clusters Score: Raw -5441183.787660 + Penalty 3471.697798 = -5437712.089863 nChanged 1 SP:Iteration 101Q (2164.391697 sec): 3 clusters Score: Raw -5441184.192474 + Penalty 3471.697798 = -5437712.494676 nChanged 1 SP:Iteration 102Q (2164.453495 sec): 3 clusters Score: Raw -5441185.073252 + Penalty 3471.697798 = -5437713.375454 nChanged 3 SP:Iteration 103Q (2164.515309 sec): 3 clusters Score: Raw -5441186.561977 + Penalty 3471.697798 = -5437714.864179 nChanged 3 SP:Iteration 104Q (2164.586893 sec): 3 clusters Score: Raw -5441187.779965 + Penalty 3471.697798 = -5437716.082167 nChanged 3 SP:Iteration 105Q (2164.649824 sec): 3 clusters Score: Raw -5441188.532557 + Penalty 3471.697798 = -5437716.834759 nChanged 2 SP:Iteration 106Q (2164.711672 sec): 3 clusters Score: Raw -5441188.842282 + Penalty 3471.697798 = -5437717.144484 nChanged 0 SP:Iteration 107F (2164.786633 sec): 3 clusters Score: Raw -5441188.842282 + Penalty 3471.697798 = -5437717.144484 nChanged 0 Trying to split cluster 11 (29025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2164.825846 sec): 2 clusters Score: Raw -3627597.732812 + Penalty 1669.835831 = -3625927.896981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2164.889583 sec): 3 clusters Score: Raw -3609819.485802 + Penalty 3339.671662 = -3606479.814140 nChanged 13330 SP:Iteration 1F (2164.953099 sec): 3 clusters Score: Raw -3617302.579783 + Penalty 3339.671662 = -3613962.908121 nChanged 1250 SP:Iteration 2Q (2165.018794 sec): 3 clusters Score: Raw -3617687.378449 + Penalty 3339.671662 = -3614347.706787 nChanged 1160 SP:Iteration 3Q (2165.076191 sec): 3 clusters Score: Raw -3618110.120097 + Penalty 3339.671662 = -3614770.448435 nChanged 1184 SP:Iteration 4Q (2165.146326 sec): 3 clusters Score: Raw -3618608.419765 + Penalty 3339.671662 = -3615268.748103 nChanged 1204 SP:Iteration 5Q (2165.215279 sec): 3 clusters Score: Raw -3619208.152033 + Penalty 3339.671662 = -3615868.480371 nChanged 1365 SP:Iteration 6Q (2165.272559 sec): 3 clusters Score: Raw -3620023.946776 + Penalty 3339.671662 = -3616684.275114 nChanged 1531 SP:Iteration 7F (2165.326199 sec): 3 clusters Score: Raw -3621139.974887 + Penalty 3339.671662 = -3617800.303225 nChanged 1641 SP:Iteration 8F (2165.386952 sec): 3 clusters Score: Raw -3622386.549352 + Penalty 3339.671662 = -3619046.877690 nChanged 1505 SP:Iteration 9F (2165.447517 sec): 3 clusters Score: Raw -3623552.080396 + Penalty 3339.671662 = -3620212.408734 nChanged 1367 SP:Iteration 10Q (2165.513411 sec): 3 clusters Score: Raw -3624572.353179 + Penalty 3339.671662 = -3621232.681517 nChanged 1074 SP:Iteration 11Q (2165.567650 sec): 3 clusters Score: Raw -3625341.662915 + Penalty 3339.671662 = -3622001.991253 nChanged 865 SP:Iteration 12Q (2165.633107 sec): 3 clusters Score: Raw -3625904.552366 + Penalty 3339.671662 = -3622564.880704 nChanged 705 SP:Iteration 13Q (2165.697485 sec): 3 clusters Score: Raw -3626350.453074 + Penalty 3339.671662 = -3623010.781412 nChanged 570 SP:Iteration 14Q (2165.763998 sec): 3 clusters Score: Raw -3626708.516273 + Penalty 3339.671662 = -3623368.844611 nChanged 477 SP:Iteration 15Q (2165.811135 sec): 3 clusters Score: Raw -3627005.699937 + Penalty 3339.671662 = -3623666.028275 nChanged 384 SP:Iteration 16Q (2165.866484 sec): 3 clusters Score: Raw -3627251.456021 + Penalty 3339.671662 = -3623911.784359 nChanged 288 SP:Iteration 17Q (2165.913928 sec): 3 clusters Score: Raw -3627437.296889 + Penalty 3339.671662 = -3624097.625227 nChanged 210 SP:Iteration 18Q (2165.968498 sec): 3 clusters Score: Raw -3627578.471512 + Penalty 3339.671662 = -3624238.799850 nChanged 142 SP:Iteration 19Q (2166.024495 sec): 3 clusters Score: Raw -3627660.720852 + Penalty 3339.671662 = -3624321.049190 nChanged 77 SP:Iteration 20F (2166.080096 sec): 3 clusters Score: Raw -3627705.249729 + Penalty 3339.671662 = -3624365.578067 nChanged 64 SP:Iteration 21Q (2166.154309 sec): 3 clusters Score: Raw -3627743.065091 + Penalty 3339.671662 = -3624403.393429 nChanged 63 SP:Iteration 22Q (2166.201958 sec): 3 clusters Score: Raw -3627777.774274 + Penalty 3339.671662 = -3624438.102612 nChanged 51 SP:Iteration 23Q (2166.254966 sec): 3 clusters Score: Raw -3627804.982219 + Penalty 3339.671662 = -3624465.310557 nChanged 42 SP:Iteration 24Q (2166.332482 sec): 3 clusters Score: Raw -3627827.562044 + Penalty 3339.671662 = -3624487.890382 nChanged 28 SP:Iteration 25Q (2166.389916 sec): 3 clusters Score: Raw -3627841.807444 + Penalty 3339.671662 = -3624502.135782 nChanged 21 SP:Iteration 26Q (2166.442786 sec): 3 clusters Score: Raw -3627852.145800 + Penalty 3339.671662 = -3624512.474138 nChanged 18 SP:Iteration 27Q (2166.517627 sec): 3 clusters Score: Raw -3627861.493106 + Penalty 3339.671662 = -3624521.821444 nChanged 13 SP:Iteration 28Q (2166.593322 sec): 3 clusters Score: Raw -3627866.293298 + Penalty 3339.671662 = -3624526.621636 nChanged 9 SP:Iteration 29Q (2166.661840 sec): 3 clusters Score: Raw -3627870.072116 + Penalty 3339.671662 = -3624530.400454 nChanged 8 SP:Iteration 30Q (2166.729259 sec): 3 clusters Score: Raw -3627873.578258 + Penalty 3339.671662 = -3624533.906596 nChanged 7 SP:Iteration 31Q (2166.774471 sec): 3 clusters Score: Raw -3627878.218136 + Penalty 3339.671662 = -3624538.546474 nChanged 10 SP:Iteration 32Q (2166.825262 sec): 3 clusters Score: Raw -3627882.627367 + Penalty 3339.671662 = -3624542.955705 nChanged 9 SP:Iteration 33Q (2166.870903 sec): 3 clusters Score: Raw -3627888.722069 + Penalty 3339.671662 = -3624549.050407 nChanged 8 SP:Iteration 34Q (2166.925612 sec): 3 clusters Score: Raw -3627892.773864 + Penalty 3339.671662 = -3624553.102202 nChanged 10 SP:Iteration 35Q (2166.974194 sec): 3 clusters Score: Raw -3627899.290004 + Penalty 3339.671662 = -3624559.618342 nChanged 6 SP:Iteration 36Q (2167.019263 sec): 3 clusters Score: Raw -3627902.007023 + Penalty 3339.671662 = -3624562.335361 nChanged 7 SP:Iteration 37Q (2167.064722 sec): 3 clusters Score: Raw -3627905.444335 + Penalty 3339.671662 = -3624565.772673 nChanged 5 SP:Iteration 38Q (2167.114367 sec): 3 clusters Score: Raw -3627907.307968 + Penalty 3339.671662 = -3624567.636305 nChanged 4 SP:Iteration 39Q (2167.174433 sec): 3 clusters Score: Raw -3627909.321919 + Penalty 3339.671662 = -3624569.650257 nChanged 4 SP:Iteration 40F (2167.262005 sec): 3 clusters Score: Raw -3627911.423862 + Penalty 3339.671662 = -3624571.752200 nChanged 3 SP:Iteration 41Q (2167.332909 sec): 3 clusters Score: Raw -3627912.714237 + Penalty 3339.671662 = -3624573.042575 nChanged 4 SP:Iteration 42Q (2167.378609 sec): 3 clusters Score: Raw -3627914.494132 + Penalty 3339.671662 = -3624574.822470 nChanged 5 SP:Iteration 43Q (2167.425608 sec): 3 clusters Score: Raw -3627917.928372 + Penalty 3339.671662 = -3624578.256710 nChanged 4 SP:Iteration 44Q (2167.470704 sec): 3 clusters Score: Raw -3627919.964005 + Penalty 3339.671662 = -3624580.292343 nChanged 3 SP:Iteration 45Q (2167.515723 sec): 3 clusters Score: Raw -3627921.254956 + Penalty 3339.671662 = -3624581.583294 nChanged 2 SP:Iteration 46Q (2167.563529 sec): 3 clusters Score: Raw -3627921.737628 + Penalty 3339.671662 = -3624582.065966 nChanged 0 SP:Iteration 47F (2167.620568 sec): 3 clusters Score: Raw -3627921.737628 + Penalty 3339.671662 = -3624582.065966 nChanged 0 Trying to split cluster 12 (32216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2167.669658 sec): 2 clusters Score: Raw -3882906.810054 + Penalty 1686.785507 = -3881220.024547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2167.743661 sec): 3 clusters Score: Raw -3862804.276405 + Penalty 3373.571013 = -3859430.705392 nChanged 14929 SP:Iteration 1F (2167.807660 sec): 3 clusters Score: Raw -3871237.706679 + Penalty 3373.571013 = -3867864.135665 nChanged 1549 SP:Iteration 2Q (2167.882821 sec): 3 clusters Score: Raw -3871808.758974 + Penalty 3373.571013 = -3868435.187960 nChanged 1583 SP:Iteration 3Q (2167.947227 sec): 3 clusters Score: Raw -3872528.023051 + Penalty 3373.571013 = -3869154.452038 nChanged 1778 SP:Iteration 4F (2168.010906 sec): 3 clusters Score: Raw -3873523.206072 + Penalty 3373.571013 = -3870149.635059 nChanged 2010 SP:Iteration 5F (2168.073864 sec): 3 clusters Score: Raw -3874853.198412 + Penalty 3373.571013 = -3871479.627399 nChanged 2054 SP:Iteration 6F (2168.158037 sec): 3 clusters Score: Raw -3876482.515107 + Penalty 3373.571013 = -3873108.944093 nChanged 2073 SP:Iteration 7F (2168.221994 sec): 3 clusters Score: Raw -3878261.392897 + Penalty 3373.571013 = -3874887.821884 nChanged 1723 SP:Iteration 8F (2168.286253 sec): 3 clusters Score: Raw -3879805.514613 + Penalty 3373.571013 = -3876431.943600 nChanged 1298 SP:Iteration 9Q (2168.353681 sec): 3 clusters Score: Raw -3880864.037610 + Penalty 3373.571013 = -3877490.466597 nChanged 962 SP:Iteration 10Q (2168.412731 sec): 3 clusters Score: Raw -3881536.355246 + Penalty 3373.571013 = -3878162.784233 nChanged 671 SP:Iteration 11Q (2168.472269 sec): 3 clusters Score: Raw -3881928.665477 + Penalty 3373.571013 = -3878555.094464 nChanged 512 SP:Iteration 12Q (2168.530988 sec): 3 clusters Score: Raw -3882206.433168 + Penalty 3373.571013 = -3878832.862155 nChanged 403 SP:Iteration 13Q (2168.590687 sec): 3 clusters Score: Raw -3882431.772257 + Penalty 3373.571013 = -3879058.201243 nChanged 336 SP:Iteration 14Q (2168.647201 sec): 3 clusters Score: Raw -3882598.076850 + Penalty 3373.571013 = -3879224.505837 nChanged 258 SP:Iteration 15Q (2168.711464 sec): 3 clusters Score: Raw -3882705.529862 + Penalty 3373.571013 = -3879331.958848 nChanged 214 SP:Iteration 16Q (2168.770126 sec): 3 clusters Score: Raw -3882781.202614 + Penalty 3373.571013 = -3879407.631600 nChanged 169 SP:Iteration 17Q (2168.824529 sec): 3 clusters Score: Raw -3882832.418638 + Penalty 3373.571013 = -3879458.847625 nChanged 125 SP:Iteration 18Q (2168.900675 sec): 3 clusters Score: Raw -3882868.077299 + Penalty 3373.571013 = -3879494.506286 nChanged 104 SP:Iteration 19Q (2168.955305 sec): 3 clusters Score: Raw -3882899.262340 + Penalty 3373.571013 = -3879525.691327 nChanged 100 SP:Iteration 20F (2169.017748 sec): 3 clusters Score: Raw -3882928.758742 + Penalty 3373.571013 = -3879555.187728 nChanged 86 SP:Iteration 21Q (2169.093812 sec): 3 clusters Score: Raw -3882954.285208 + Penalty 3373.571013 = -3879580.714195 nChanged 70 SP:Iteration 22Q (2169.148491 sec): 3 clusters Score: Raw -3882976.793965 + Penalty 3373.571013 = -3879603.222952 nChanged 75 SP:Iteration 23Q (2169.202403 sec): 3 clusters Score: Raw -3882997.838631 + Penalty 3373.571013 = -3879624.267617 nChanged 62 SP:Iteration 24Q (2169.257185 sec): 3 clusters Score: Raw -3883016.294307 + Penalty 3373.571013 = -3879642.723293 nChanged 70 SP:Iteration 25Q (2169.312043 sec): 3 clusters Score: Raw -3883034.181549 + Penalty 3373.571013 = -3879660.610536 nChanged 52 SP:Iteration 26Q (2169.366647 sec): 3 clusters Score: Raw -3883048.535602 + Penalty 3373.571013 = -3879674.964588 nChanged 52 SP:Iteration 27Q (2169.421580 sec): 3 clusters Score: Raw -3883063.412252 + Penalty 3373.571013 = -3879689.841238 nChanged 49 SP:Iteration 28Q (2169.475901 sec): 3 clusters Score: Raw -3883075.091236 + Penalty 3373.571013 = -3879701.520223 nChanged 33 SP:Iteration 29Q (2169.530182 sec): 3 clusters Score: Raw -3883083.130000 + Penalty 3373.571013 = -3879709.558987 nChanged 33 SP:Iteration 30Q (2169.584717 sec): 3 clusters Score: Raw -3883091.199627 + Penalty 3373.571013 = -3879717.628613 nChanged 32 SP:Iteration 31Q (2169.638223 sec): 3 clusters Score: Raw -3883099.251718 + Penalty 3373.571013 = -3879725.680705 nChanged 32 SP:Iteration 32Q (2169.693951 sec): 3 clusters Score: Raw -3883107.187394 + Penalty 3373.571013 = -3879733.616380 nChanged 34 SP:Iteration 33Q (2169.762810 sec): 3 clusters Score: Raw -3883115.314115 + Penalty 3373.571013 = -3879741.743101 nChanged 31 SP:Iteration 34Q (2169.850493 sec): 3 clusters Score: Raw -3883123.310109 + Penalty 3373.571013 = -3879749.739095 nChanged 37 SP:Iteration 35Q (2169.904873 sec): 3 clusters Score: Raw -3883134.002407 + Penalty 3373.571013 = -3879760.431394 nChanged 26 SP:Iteration 36Q (2169.985217 sec): 3 clusters Score: Raw -3883142.080220 + Penalty 3373.571013 = -3879768.509206 nChanged 20 SP:Iteration 37Q (2170.040529 sec): 3 clusters Score: Raw -3883148.127855 + Penalty 3373.571013 = -3879774.556841 nChanged 17 SP:Iteration 38Q (2170.094681 sec): 3 clusters Score: Raw -3883153.147096 + Penalty 3373.571013 = -3879779.576083 nChanged 17 SP:Iteration 39Q (2170.147745 sec): 3 clusters Score: Raw -3883157.149471 + Penalty 3373.571013 = -3879783.578457 nChanged 19 SP:Iteration 40F (2170.212646 sec): 3 clusters Score: Raw -3883161.645251 + Penalty 3373.571013 = -3879788.074238 nChanged 17 SP:Iteration 41Q (2170.267731 sec): 3 clusters Score: Raw -3883165.820823 + Penalty 3373.571013 = -3879792.249810 nChanged 12 SP:Iteration 42Q (2170.322459 sec): 3 clusters Score: Raw -3883168.442966 + Penalty 3373.571013 = -3879794.871952 nChanged 11 SP:Iteration 43Q (2170.387514 sec): 3 clusters Score: Raw -3883170.674136 + Penalty 3373.571013 = -3879797.103123 nChanged 16 SP:Iteration 44Q (2170.441840 sec): 3 clusters Score: Raw -3883174.986172 + Penalty 3373.571013 = -3879801.415159 nChanged 24 SP:Iteration 45Q (2170.495212 sec): 3 clusters Score: Raw -3883182.412011 + Penalty 3373.571013 = -3879808.840998 nChanged 21 SP:Iteration 46Q (2170.570065 sec): 3 clusters Score: Raw -3883190.142404 + Penalty 3373.571013 = -3879816.571391 nChanged 23 SP:Iteration 47Q (2170.622987 sec): 3 clusters Score: Raw -3883197.301014 + Penalty 3373.571013 = -3879823.730000 nChanged 17 SP:Iteration 48Q (2170.678252 sec): 3 clusters Score: Raw -3883202.777274 + Penalty 3373.571013 = -3879829.206260 nChanged 16 SP:Iteration 49Q (2170.731253 sec): 3 clusters Score: Raw -3883206.432090 + Penalty 3373.571013 = -3879832.861077 nChanged 8 SP:Iteration 50Q (2170.807240 sec): 3 clusters Score: Raw -3883207.746336 + Penalty 3373.571013 = -3879834.175323 nChanged 4 SP:Iteration 51Q (2170.860509 sec): 3 clusters Score: Raw -3883208.760499 + Penalty 3373.571013 = -3879835.189485 nChanged 3 SP:Iteration 52Q (2170.914804 sec): 3 clusters Score: Raw -3883209.136032 + Penalty 3373.571013 = -3879835.565018 nChanged 2 SP:Iteration 53Q (2170.971855 sec): 3 clusters Score: Raw -3883209.385201 + Penalty 3373.571013 = -3879835.814188 nChanged 2 SP:Iteration 54Q (2171.024731 sec): 3 clusters Score: Raw -3883209.986448 + Penalty 3373.571013 = -3879836.415434 nChanged 3 SP:Iteration 55Q (2171.079779 sec): 3 clusters Score: Raw -3883210.627933 + Penalty 3373.571013 = -3879837.056920 nChanged 3 SP:Iteration 56Q (2171.133146 sec): 3 clusters Score: Raw -3883211.671828 + Penalty 3373.571013 = -3879838.100815 nChanged 5 SP:Iteration 57Q (2171.203923 sec): 3 clusters Score: Raw -3883213.028267 + Penalty 3373.571013 = -3879839.457253 nChanged 8 SP:Iteration 58Q (2171.260940 sec): 3 clusters Score: Raw -3883215.190918 + Penalty 3373.571013 = -3879841.619905 nChanged 5 SP:Iteration 59Q (2171.313947 sec): 3 clusters Score: Raw -3883216.393821 + Penalty 3373.571013 = -3879842.822808 nChanged 6 SP:Iteration 60F (2171.377810 sec): 3 clusters Score: Raw -3883218.437423 + Penalty 3373.571013 = -3879844.866410 nChanged 6 SP:Iteration 61Q (2171.431927 sec): 3 clusters Score: Raw -3883219.921261 + Penalty 3373.571013 = -3879846.350248 nChanged 3 SP:Iteration 62Q (2171.487163 sec): 3 clusters Score: Raw -3883220.645935 + Penalty 3373.571013 = -3879847.074921 nChanged 5 SP:Iteration 63Q (2171.544468 sec): 3 clusters Score: Raw -3883222.621660 + Penalty 3373.571013 = -3879849.050647 nChanged 5 SP:Iteration 64Q (2171.598227 sec): 3 clusters Score: Raw -3883224.565399 + Penalty 3373.571013 = -3879850.994385 nChanged 4 SP:Iteration 65Q (2171.651590 sec): 3 clusters Score: Raw -3883225.867031 + Penalty 3373.571013 = -3879852.296017 nChanged 6 SP:Iteration 66Q (2171.713871 sec): 3 clusters Score: Raw -3883227.717958 + Penalty 3373.571013 = -3879854.146944 nChanged 7 SP:Iteration 67Q (2171.777803 sec): 3 clusters Score: Raw -3883229.193790 + Penalty 3373.571013 = -3879855.622777 nChanged 6 SP:Iteration 68Q (2171.834754 sec): 3 clusters Score: Raw -3883230.640416 + Penalty 3373.571013 = -3879857.069403 nChanged 6 SP:Iteration 69Q (2171.897388 sec): 3 clusters Score: Raw -3883231.973843 + Penalty 3373.571013 = -3879858.402830 nChanged 3 SP:Iteration 70Q (2171.951743 sec): 3 clusters Score: Raw -3883232.692390 + Penalty 3373.571013 = -3879859.121377 nChanged 6 SP:Iteration 71Q (2172.011065 sec): 3 clusters Score: Raw -3883234.295338 + Penalty 3373.571013 = -3879860.724325 nChanged 5 SP:Iteration 72Q (2172.063400 sec): 3 clusters Score: Raw -3883235.817329 + Penalty 3373.571013 = -3879862.246316 nChanged 5 SP:Iteration 73Q (2172.123203 sec): 3 clusters Score: Raw -3883236.663436 + Penalty 3373.571013 = -3879863.092423 nChanged 3 SP:Iteration 74Q (2172.176093 sec): 3 clusters Score: Raw -3883237.124664 + Penalty 3373.571013 = -3879863.553651 nChanged 0 SP:Iteration 75F (2172.240170 sec): 3 clusters Score: Raw -3883237.124664 + Penalty 3373.571013 = -3879863.553651 nChanged 0 Trying to split cluster 13 (60172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2172.324949 sec): 2 clusters Score: Raw -7506949.180504 + Penalty 1788.306391 = -7505160.874112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2172.434360 sec): 3 clusters Score: Raw -7468601.014373 + Penalty 3576.612782 = -7465024.401591 nChanged 28248 SP:Iteration 1F (2172.542339 sec): 3 clusters Score: Raw -7484703.880964 + Penalty 3576.612782 = -7481127.268182 nChanged 2421 SP:Iteration 2Q (2172.659415 sec): 3 clusters Score: Raw -7485377.922257 + Penalty 3576.612782 = -7481801.309475 nChanged 2373 SP:Iteration 3Q (2172.768532 sec): 3 clusters Score: Raw -7486114.221144 + Penalty 3576.612782 = -7482537.608362 nChanged 2399 SP:Iteration 4Q (2172.884714 sec): 3 clusters Score: Raw -7486942.099805 + Penalty 3576.612782 = -7483365.487023 nChanged 2432 SP:Iteration 5Q (2172.997789 sec): 3 clusters Score: Raw -7487930.362253 + Penalty 3576.612782 = -7484353.749471 nChanged 2640 SP:Iteration 6Q (2173.109048 sec): 3 clusters Score: Raw -7489169.938799 + Penalty 3576.612782 = -7485593.326016 nChanged 2795 SP:Iteration 7Q (2173.228262 sec): 3 clusters Score: Raw -7490743.475797 + Penalty 3576.612782 = -7487166.863015 nChanged 3052 SP:Iteration 8F (2173.340321 sec): 3 clusters Score: Raw -7492542.186994 + Penalty 3576.612782 = -7488965.574212 nChanged 3087 SP:Iteration 9F (2173.473175 sec): 3 clusters Score: Raw -7494335.407184 + Penalty 3576.612782 = -7490758.794402 nChanged 2991 SP:Iteration 10Q (2173.586023 sec): 3 clusters Score: Raw -7495976.897449 + Penalty 3576.612782 = -7492400.284667 nChanged 2722 SP:Iteration 11Q (2173.689757 sec): 3 clusters Score: Raw -7497283.881598 + Penalty 3576.612782 = -7493707.268816 nChanged 2215 SP:Iteration 12Q (2173.797930 sec): 3 clusters Score: Raw -7498107.578674 + Penalty 3576.612782 = -7494530.965892 nChanged 1641 SP:Iteration 13Q (2173.899921 sec): 3 clusters Score: Raw -7498584.239090 + Penalty 3576.612782 = -7495007.626307 nChanged 1236 SP:Iteration 14Q (2174.000830 sec): 3 clusters Score: Raw -7498877.099963 + Penalty 3576.612782 = -7495300.487181 nChanged 970 SP:Iteration 15Q (2174.101910 sec): 3 clusters Score: Raw -7499064.192793 + Penalty 3576.612782 = -7495487.580010 nChanged 734 SP:Iteration 16Q (2174.207876 sec): 3 clusters Score: Raw -7499187.098619 + Penalty 3576.612782 = -7495610.485837 nChanged 591 SP:Iteration 17Q (2174.307918 sec): 3 clusters Score: Raw -7499274.284988 + Penalty 3576.612782 = -7495697.672206 nChanged 463 SP:Iteration 18Q (2174.407946 sec): 3 clusters Score: Raw -7499336.548602 + Penalty 3576.612782 = -7495759.935819 nChanged 433 SP:Iteration 19Q (2174.507664 sec): 3 clusters Score: Raw -7499392.059719 + Penalty 3576.612782 = -7495815.446937 nChanged 385 SP:Iteration 20F (2174.614106 sec): 3 clusters Score: Raw -7499438.521743 + Penalty 3576.612782 = -7495861.908961 nChanged 349 SP:Iteration 21Q (2174.713428 sec): 3 clusters Score: Raw -7499482.636913 + Penalty 3576.612782 = -7495906.024131 nChanged 382 SP:Iteration 22Q (2174.822674 sec): 3 clusters Score: Raw -7499533.399511 + Penalty 3576.612782 = -7495956.786729 nChanged 399 SP:Iteration 23Q (2174.923069 sec): 3 clusters Score: Raw -7499586.686739 + Penalty 3576.612782 = -7496010.073957 nChanged 404 SP:Iteration 24Q (2175.021496 sec): 3 clusters Score: Raw -7499641.646006 + Penalty 3576.612782 = -7496065.033224 nChanged 383 SP:Iteration 25Q (2175.127567 sec): 3 clusters Score: Raw -7499698.544526 + Penalty 3576.612782 = -7496121.931744 nChanged 390 SP:Iteration 26Q (2175.240103 sec): 3 clusters Score: Raw -7499756.250378 + Penalty 3576.612782 = -7496179.637596 nChanged 407 SP:Iteration 27Q (2175.351890 sec): 3 clusters Score: Raw -7499818.091714 + Penalty 3576.612782 = -7496241.478931 nChanged 415 SP:Iteration 28Q (2175.450662 sec): 3 clusters Score: Raw -7499883.411054 + Penalty 3576.612782 = -7496306.798272 nChanged 450 SP:Iteration 29Q (2175.550130 sec): 3 clusters Score: Raw -7499958.137092 + Penalty 3576.612782 = -7496381.524310 nChanged 467 SP:Iteration 30Q (2175.648485 sec): 3 clusters Score: Raw -7500039.194044 + Penalty 3576.612782 = -7496462.581262 nChanged 485 SP:Iteration 31Q (2175.746336 sec): 3 clusters Score: Raw -7500125.468395 + Penalty 3576.612782 = -7496548.855613 nChanged 477 SP:Iteration 32Q (2175.853100 sec): 3 clusters Score: Raw -7500218.445940 + Penalty 3576.612782 = -7496641.833158 nChanged 508 SP:Iteration 33Q (2175.956707 sec): 3 clusters Score: Raw -7500329.866968 + Penalty 3576.612782 = -7496753.254186 nChanged 613 SP:Iteration 34Q (2176.055600 sec): 3 clusters Score: Raw -7500482.145019 + Penalty 3576.612782 = -7496905.532236 nChanged 694 SP:Iteration 35Q (2176.152828 sec): 3 clusters Score: Raw -7500678.738051 + Penalty 3576.612782 = -7497102.125269 nChanged 810 SP:Iteration 36Q (2176.249421 sec): 3 clusters Score: Raw -7500933.349256 + Penalty 3576.612782 = -7497356.736474 nChanged 937 SP:Iteration 37Q (2176.346347 sec): 3 clusters Score: Raw -7501272.086084 + Penalty 3576.612782 = -7497695.473302 nChanged 1067 SP:Iteration 38Q (2176.442376 sec): 3 clusters Score: Raw -7501685.343882 + Penalty 3576.612782 = -7498108.731100 nChanged 1125 SP:Iteration 39Q (2176.543275 sec): 3 clusters Score: Raw -7502139.909048 + Penalty 3576.612782 = -7498563.296265 nChanged 1159 SP:Iteration 40F (2176.645643 sec): 3 clusters Score: Raw -7502628.027398 + Penalty 3576.612782 = -7499051.414616 nChanged 1160 SP:Iteration 41Q (2176.743923 sec): 3 clusters Score: Raw -7503128.925397 + Penalty 3576.612782 = -7499552.312614 nChanged 1135 SP:Iteration 42Q (2176.841795 sec): 3 clusters Score: Raw -7503645.329056 + Penalty 3576.612782 = -7500068.716274 nChanged 1151 SP:Iteration 43Q (2176.935887 sec): 3 clusters Score: Raw -7504200.830721 + Penalty 3576.612782 = -7500624.217939 nChanged 1021 SP:Iteration 44Q (2177.027899 sec): 3 clusters Score: Raw -7504669.884424 + Penalty 3576.612782 = -7501093.271642 nChanged 949 SP:Iteration 45Q (2177.118668 sec): 3 clusters Score: Raw -7505119.839108 + Penalty 3576.612782 = -7501543.226326 nChanged 850 SP:Iteration 46Q (2177.212048 sec): 3 clusters Score: Raw -7505513.653914 + Penalty 3576.612782 = -7501937.041132 nChanged 753 SP:Iteration 47Q (2177.300780 sec): 3 clusters Score: Raw -7505879.443442 + Penalty 3576.612782 = -7502302.830660 nChanged 643 SP:Iteration 48Q (2177.392756 sec): 3 clusters Score: Raw -7506201.170053 + Penalty 3576.612782 = -7502624.557271 nChanged 500 SP:Iteration 49Q (2177.479318 sec): 3 clusters Score: Raw -7506433.089317 + Penalty 3576.612782 = -7502856.476534 nChanged 373 SP:Iteration 50Q (2177.576575 sec): 3 clusters Score: Raw -7506613.283316 + Penalty 3576.612782 = -7503036.670534 nChanged 292 SP:Iteration 51Q (2177.682225 sec): 3 clusters Score: Raw -7506750.587799 + Penalty 3576.612782 = -7503173.975017 nChanged 216 SP:Iteration 52Q (2177.768213 sec): 3 clusters Score: Raw -7506854.021833 + Penalty 3576.612782 = -7503277.409051 nChanged 192 SP:Iteration 53Q (2177.856322 sec): 3 clusters Score: Raw -7506958.045811 + Penalty 3576.612782 = -7503381.433029 nChanged 150 SP:Iteration 54Q (2177.956334 sec): 3 clusters Score: Raw -7507031.281526 + Penalty 3576.612782 = -7503454.668743 nChanged 119 SP:Iteration 55Q (2178.041112 sec): 3 clusters Score: Raw -7507082.950972 + Penalty 3576.612782 = -7503506.338189 nChanged 80 SP:Iteration 56Q (2178.136132 sec): 3 clusters Score: Raw -7507117.958399 + Penalty 3576.612782 = -7503541.345617 nChanged 53 SP:Iteration 57Q (2178.222042 sec): 3 clusters Score: Raw -7507141.545887 + Penalty 3576.612782 = -7503564.933105 nChanged 42 SP:Iteration 58Q (2178.312468 sec): 3 clusters Score: Raw -7507163.575061 + Penalty 3576.612782 = -7503586.962279 nChanged 39 SP:Iteration 59Q (2178.398231 sec): 3 clusters Score: Raw -7507177.331995 + Penalty 3576.612782 = -7503600.719213 nChanged 20 SP:Iteration 60F (2178.515129 sec): 3 clusters Score: Raw -7507184.434906 + Penalty 3576.612782 = -7503607.822124 nChanged 20 SP:Iteration 61Q (2178.605714 sec): 3 clusters Score: Raw -7507193.114669 + Penalty 3576.612782 = -7503616.501887 nChanged 15 SP:Iteration 62Q (2178.695848 sec): 3 clusters Score: Raw -7507199.057375 + Penalty 3576.612782 = -7503622.444593 nChanged 18 SP:Iteration 63Q (2178.794183 sec): 3 clusters Score: Raw -7507204.446982 + Penalty 3576.612782 = -7503627.834200 nChanged 5 SP:Iteration 64Q (2178.883275 sec): 3 clusters Score: Raw -7507205.687087 + Penalty 3576.612782 = -7503629.074305 nChanged 6 SP:Iteration 65Q (2178.965640 sec): 3 clusters Score: Raw -7507207.511015 + Penalty 3576.612782 = -7503630.898233 nChanged 5 SP:Iteration 66Q (2179.049067 sec): 3 clusters Score: Raw -7507208.719720 + Penalty 3576.612782 = -7503632.106938 nChanged 7 SP:Iteration 67Q (2179.138584 sec): 3 clusters Score: Raw -7507210.899936 + Penalty 3576.612782 = -7503634.287153 nChanged 5 SP:Iteration 68Q (2179.224920 sec): 3 clusters Score: Raw -7507212.695097 + Penalty 3576.612782 = -7503636.082315 nChanged 4 SP:Iteration 69Q (2179.313124 sec): 3 clusters Score: Raw -7507214.112039 + Penalty 3576.612782 = -7503637.499257 nChanged 6 SP:Iteration 70Q (2179.403886 sec): 3 clusters Score: Raw -7507216.025380 + Penalty 3576.612782 = -7503639.412598 nChanged 6 SP:Iteration 71Q (2179.485729 sec): 3 clusters Score: Raw -7507218.188261 + Penalty 3576.612782 = -7503641.575479 nChanged 4 SP:Iteration 72Q (2179.568447 sec): 3 clusters Score: Raw -7507219.828187 + Penalty 3576.612782 = -7503643.215404 nChanged 2 SP:Iteration 73Q (2179.650390 sec): 3 clusters Score: Raw -7507220.177234 + Penalty 3576.612782 = -7503643.564452 nChanged 0 SP:Iteration 74F (2179.751161 sec): 3 clusters Score: Raw -7507220.177234 + Penalty 3576.612782 = -7503643.564452 nChanged 0 Trying to split cluster 14 (12843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2179.769065 sec): 2 clusters Score: Raw -1483445.579679 + Penalty 1537.340057 = -1481908.239623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2179.802664 sec): 3 clusters Score: Raw -1476120.695999 + Penalty 3074.680113 = -1473046.015886 nChanged 5617 SP:Iteration 1F (2179.834458 sec): 3 clusters Score: Raw -1479227.383333 + Penalty 3074.680113 = -1476152.703219 nChanged 774 SP:Iteration 2F (2179.866190 sec): 3 clusters Score: Raw -1479648.031818 + Penalty 3074.680113 = -1476573.351704 nChanged 764 SP:Iteration 3F (2179.898240 sec): 3 clusters Score: Raw -1480109.510093 + Penalty 3074.680113 = -1477034.829980 nChanged 726 SP:Iteration 4F (2179.930204 sec): 3 clusters Score: Raw -1480616.285368 + Penalty 3074.680113 = -1477541.605255 nChanged 772 SP:Iteration 5F (2179.961900 sec): 3 clusters Score: Raw -1481204.955617 + Penalty 3074.680113 = -1478130.275504 nChanged 828 SP:Iteration 6F (2180.001576 sec): 3 clusters Score: Raw -1481787.839220 + Penalty 3074.680113 = -1478713.159107 nChanged 762 SP:Iteration 7F (2180.033540 sec): 3 clusters Score: Raw -1482285.243608 + Penalty 3074.680113 = -1479210.563494 nChanged 622 SP:Iteration 8Q (2180.068732 sec): 3 clusters Score: Raw -1482653.547435 + Penalty 3074.680113 = -1479578.867322 nChanged 525 SP:Iteration 9Q (2180.100265 sec): 3 clusters Score: Raw -1482931.428249 + Penalty 3074.680113 = -1479856.748135 nChanged 427 SP:Iteration 10Q (2180.136560 sec): 3 clusters Score: Raw -1483140.671082 + Penalty 3074.680113 = -1480065.990969 nChanged 371 SP:Iteration 11Q (2180.173904 sec): 3 clusters Score: Raw -1483323.998831 + Penalty 3074.680113 = -1480249.318718 nChanged 337 SP:Iteration 12Q (2180.205405 sec): 3 clusters Score: Raw -1483467.279856 + Penalty 3074.680113 = -1480392.599742 nChanged 276 SP:Iteration 13Q (2180.237042 sec): 3 clusters Score: Raw -1483566.356425 + Penalty 3074.680113 = -1480491.676312 nChanged 238 SP:Iteration 14Q (2180.268645 sec): 3 clusters Score: Raw -1483645.140874 + Penalty 3074.680113 = -1480570.460761 nChanged 212 SP:Iteration 15Q (2180.307108 sec): 3 clusters Score: Raw -1483710.698401 + Penalty 3074.680113 = -1480636.018288 nChanged 176 SP:Iteration 16Q (2180.338811 sec): 3 clusters Score: Raw -1483757.893405 + Penalty 3074.680113 = -1480683.213291 nChanged 137 SP:Iteration 17Q (2180.380112 sec): 3 clusters Score: Raw -1483790.285335 + Penalty 3074.680113 = -1480715.605221 nChanged 135 SP:Iteration 18Q (2180.419269 sec): 3 clusters Score: Raw -1483819.563283 + Penalty 3074.680113 = -1480744.883170 nChanged 117 SP:Iteration 19Q (2180.450849 sec): 3 clusters Score: Raw -1483840.491100 + Penalty 3074.680113 = -1480765.810987 nChanged 83 SP:Iteration 20F (2180.493305 sec): 3 clusters Score: Raw -1483856.823970 + Penalty 3074.680113 = -1480782.143857 nChanged 75 SP:Iteration 21Q (2180.530042 sec): 3 clusters Score: Raw -1483871.980060 + Penalty 3074.680113 = -1480797.299946 nChanged 73 SP:Iteration 22Q (2180.561547 sec): 3 clusters Score: Raw -1483885.068700 + Penalty 3074.680113 = -1480810.388587 nChanged 72 SP:Iteration 23Q (2180.593333 sec): 3 clusters Score: Raw -1483898.707187 + Penalty 3074.680113 = -1480824.027074 nChanged 63 SP:Iteration 24Q (2180.625039 sec): 3 clusters Score: Raw -1483907.791370 + Penalty 3074.680113 = -1480833.111256 nChanged 49 SP:Iteration 25Q (2180.660723 sec): 3 clusters Score: Raw -1483915.480998 + Penalty 3074.680113 = -1480840.800885 nChanged 47 SP:Iteration 26Q (2180.692425 sec): 3 clusters Score: Raw -1483922.790285 + Penalty 3074.680113 = -1480848.110172 nChanged 51 SP:Iteration 27Q (2180.724050 sec): 3 clusters Score: Raw -1483930.169522 + Penalty 3074.680113 = -1480855.489408 nChanged 48 SP:Iteration 28Q (2180.755724 sec): 3 clusters Score: Raw -1483936.982817 + Penalty 3074.680113 = -1480862.302704 nChanged 38 SP:Iteration 29Q (2180.811468 sec): 3 clusters Score: Raw -1483941.531312 + Penalty 3074.680113 = -1480866.851199 nChanged 34 SP:Iteration 30Q (2180.842187 sec): 3 clusters Score: Raw -1483945.942308 + Penalty 3074.680113 = -1480871.262195 nChanged 20 SP:Iteration 31Q (2180.878945 sec): 3 clusters Score: Raw -1483947.969889 + Penalty 3074.680113 = -1480873.289776 nChanged 15 SP:Iteration 32Q (2180.910908 sec): 3 clusters Score: Raw -1483949.325789 + Penalty 3074.680113 = -1480874.645676 nChanged 14 SP:Iteration 33Q (2180.942683 sec): 3 clusters Score: Raw -1483950.666103 + Penalty 3074.680113 = -1480875.985990 nChanged 13 SP:Iteration 34Q (2180.991342 sec): 3 clusters Score: Raw -1483952.409493 + Penalty 3074.680113 = -1480877.729379 nChanged 10 SP:Iteration 35Q (2181.058427 sec): 3 clusters Score: Raw -1483953.704829 + Penalty 3074.680113 = -1480879.024716 nChanged 16 SP:Iteration 36Q (2181.099259 sec): 3 clusters Score: Raw -1483955.510218 + Penalty 3074.680113 = -1480880.830104 nChanged 15 SP:Iteration 37Q (2181.141272 sec): 3 clusters Score: Raw -1483957.208571 + Penalty 3074.680113 = -1480882.528458 nChanged 16 SP:Iteration 38Q (2181.173339 sec): 3 clusters Score: Raw -1483958.943303 + Penalty 3074.680113 = -1480884.263190 nChanged 10 SP:Iteration 39Q (2181.204954 sec): 3 clusters Score: Raw -1483960.558183 + Penalty 3074.680113 = -1480885.878070 nChanged 13 SP:Iteration 40F (2181.236641 sec): 3 clusters Score: Raw -1483962.169416 + Penalty 3074.680113 = -1480887.489303 nChanged 11 SP:Iteration 41Q (2181.269774 sec): 3 clusters Score: Raw -1483963.387563 + Penalty 3074.680113 = -1480888.707449 nChanged 10 SP:Iteration 42Q (2181.301617 sec): 3 clusters Score: Raw -1483964.686885 + Penalty 3074.680113 = -1480890.006772 nChanged 7 SP:Iteration 43Q (2181.365612 sec): 3 clusters Score: Raw -1483965.482995 + Penalty 3074.680113 = -1480890.802882 nChanged 7 SP:Iteration 44Q (2181.422666 sec): 3 clusters Score: Raw -1483966.240861 + Penalty 3074.680113 = -1480891.560748 nChanged 5 SP:Iteration 45Q (2181.487531 sec): 3 clusters Score: Raw -1483966.598320 + Penalty 3074.680113 = -1480891.918207 nChanged 7 SP:Iteration 46Q (2181.544502 sec): 3 clusters Score: Raw -1483967.435281 + Penalty 3074.680113 = -1480892.755168 nChanged 4 SP:Iteration 47Q (2181.577160 sec): 3 clusters Score: Raw -1483967.689591 + Penalty 3074.680113 = -1480893.009477 nChanged 5 SP:Iteration 48Q (2181.633304 sec): 3 clusters Score: Raw -1483968.280687 + Penalty 3074.680113 = -1480893.600574 nChanged 7 SP:Iteration 49Q (2181.693011 sec): 3 clusters Score: Raw -1483969.001634 + Penalty 3074.680113 = -1480894.321521 nChanged 5 SP:Iteration 50Q (2181.724574 sec): 3 clusters Score: Raw -1483969.476886 + Penalty 3074.680113 = -1480894.796772 nChanged 8 SP:Iteration 51Q (2181.756394 sec): 3 clusters Score: Raw -1483970.296134 + Penalty 3074.680113 = -1480895.616020 nChanged 6 SP:Iteration 52Q (2181.788119 sec): 3 clusters Score: Raw -1483970.894155 + Penalty 3074.680113 = -1480896.214042 nChanged 6 SP:Iteration 53Q (2181.819848 sec): 3 clusters Score: Raw -1483971.339332 + Penalty 3074.680113 = -1480896.659219 nChanged 5 SP:Iteration 54Q (2181.860925 sec): 3 clusters Score: Raw -1483971.782144 + Penalty 3074.680113 = -1480897.102031 nChanged 3 SP:Iteration 55Q (2181.892662 sec): 3 clusters Score: Raw -1483972.151413 + Penalty 3074.680113 = -1480897.471300 nChanged 4 SP:Iteration 56Q (2181.924353 sec): 3 clusters Score: Raw -1483972.516918 + Penalty 3074.680113 = -1480897.836805 nChanged 6 SP:Iteration 57Q (2181.956178 sec): 3 clusters Score: Raw -1483973.180030 + Penalty 3074.680113 = -1480898.499916 nChanged 2 SP:Iteration 58Q (2181.987986 sec): 3 clusters Score: Raw -1483973.496376 + Penalty 3074.680113 = -1480898.816263 nChanged 3 SP:Iteration 59Q (2182.019658 sec): 3 clusters Score: Raw -1483973.939870 + Penalty 3074.680113 = -1480899.259756 nChanged 3 SP:Iteration 60F (2182.051496 sec): 3 clusters Score: Raw -1483974.385355 + Penalty 3074.680113 = -1480899.705242 nChanged 4 SP:Iteration 61Q (2182.083173 sec): 3 clusters Score: Raw -1483974.850489 + Penalty 3074.680113 = -1480900.170376 nChanged 5 SP:Iteration 62Q (2182.115238 sec): 3 clusters Score: Raw -1483975.211626 + Penalty 3074.680113 = -1480900.531512 nChanged 4 SP:Iteration 63Q (2182.146959 sec): 3 clusters Score: Raw -1483975.545051 + Penalty 3074.680113 = -1480900.864938 nChanged 3 SP:Iteration 64Q (2182.178761 sec): 3 clusters Score: Raw -1483975.677253 + Penalty 3074.680113 = -1480900.997140 nChanged 1 SP:Iteration 65Q (2182.213689 sec): 3 clusters Score: Raw -1483975.734098 + Penalty 3074.680113 = -1480901.053984 nChanged 2 SP:Iteration 66Q (2182.255052 sec): 3 clusters Score: Raw -1483975.843985 + Penalty 3074.680113 = -1480901.163872 nChanged 2 SP:Iteration 67Q (2182.292297 sec): 3 clusters Score: Raw -1483975.923690 + Penalty 3074.680113 = -1480901.243577 nChanged 2 SP:Iteration 68Q (2182.324282 sec): 3 clusters Score: Raw -1483976.101363 + Penalty 3074.680113 = -1480901.421250 nChanged 5 SP:Iteration 69Q (2182.357978 sec): 3 clusters Score: Raw -1483976.553223 + Penalty 3074.680113 = -1480901.873110 nChanged 4 SP:Iteration 70Q (2182.395238 sec): 3 clusters Score: Raw -1483976.822070 + Penalty 3074.680113 = -1480902.141957 nChanged 3 SP:Iteration 71Q (2182.437897 sec): 3 clusters Score: Raw -1483977.107985 + Penalty 3074.680113 = -1480902.427871 nChanged 5 SP:Iteration 72Q (2182.469870 sec): 3 clusters Score: Raw -1483977.440580 + Penalty 3074.680113 = -1480902.760466 nChanged 3 SP:Iteration 73Q (2182.513350 sec): 3 clusters Score: Raw -1483977.562113 + Penalty 3074.680113 = -1480902.881999 nChanged 2 SP:Iteration 74Q (2182.554465 sec): 3 clusters Score: Raw -1483977.671637 + Penalty 3074.680113 = -1480902.991524 nChanged 2 SP:Iteration 75Q (2182.596894 sec): 3 clusters Score: Raw -1483977.805349 + Penalty 3074.680113 = -1480903.125236 nChanged 2 SP:Iteration 76Q (2182.628670 sec): 3 clusters Score: Raw -1483977.965833 + Penalty 3074.680113 = -1480903.285720 nChanged 4 SP:Iteration 77Q (2182.666650 sec): 3 clusters Score: Raw -1483978.235306 + Penalty 3074.680113 = -1480903.555192 nChanged 1 SP:Iteration 78Q (2182.701034 sec): 3 clusters Score: Raw -1483978.265184 + Penalty 3074.680113 = -1480903.585070 nChanged 3 SP:Iteration 79Q (2182.763963 sec): 3 clusters Score: Raw -1483978.623032 + Penalty 3074.680113 = -1480903.942919 nChanged 5 SP:Iteration 80F (2182.795863 sec): 3 clusters Score: Raw -1483978.941762 + Penalty 3074.680113 = -1480904.261649 nChanged 1 SP:Iteration 81Q (2182.827507 sec): 3 clusters Score: Raw -1483978.975297 + Penalty 3074.680113 = -1480904.295184 nChanged 0 SP:Iteration 82F (2182.867819 sec): 3 clusters Score: Raw -1483978.975297 + Penalty 3074.680113 = -1480904.295184 nChanged 0 Trying to split cluster 15 (14973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2182.896324 sec): 2 clusters Score: Raw -1829498.427141 + Penalty 1562.275627 = -1827936.151514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2182.932415 sec): 3 clusters Score: Raw -1820783.593559 + Penalty 3124.551254 = -1817659.042305 nChanged 6584 SP:Iteration 1F (2182.967077 sec): 3 clusters Score: Raw -1824232.694066 + Penalty 3124.551254 = -1821108.142812 nChanged 916 SP:Iteration 2F (2183.010668 sec): 3 clusters Score: Raw -1824620.174425 + Penalty 3124.551254 = -1821495.623171 nChanged 808 SP:Iteration 3F (2183.045225 sec): 3 clusters Score: Raw -1824936.569804 + Penalty 3124.551254 = -1821812.018550 nChanged 682 SP:Iteration 4Q (2183.080299 sec): 3 clusters Score: Raw -1825205.099815 + Penalty 3124.551254 = -1822080.548561 nChanged 617 SP:Iteration 5Q (2183.115594 sec): 3 clusters Score: Raw -1825441.845775 + Penalty 3124.551254 = -1822317.294521 nChanged 593 SP:Iteration 6Q (2183.150550 sec): 3 clusters Score: Raw -1825700.851924 + Penalty 3124.551254 = -1822576.300670 nChanged 623 SP:Iteration 7Q (2183.211771 sec): 3 clusters Score: Raw -1825994.863925 + Penalty 3124.551254 = -1822870.312671 nChanged 632 SP:Iteration 8Q (2183.256011 sec): 3 clusters Score: Raw -1826321.661092 + Penalty 3124.551254 = -1823197.109838 nChanged 639 SP:Iteration 9Q (2183.332221 sec): 3 clusters Score: Raw -1826680.403087 + Penalty 3124.551254 = -1823555.851833 nChanged 612 SP:Iteration 10Q (2183.399732 sec): 3 clusters Score: Raw -1827015.749701 + Penalty 3124.551254 = -1823891.198447 nChanged 559 SP:Iteration 11Q (2183.490649 sec): 3 clusters Score: Raw -1827372.673040 + Penalty 3124.551254 = -1824248.121786 nChanged 580 SP:Iteration 12Q (2183.568098 sec): 3 clusters Score: Raw -1827758.152272 + Penalty 3124.551254 = -1824633.601019 nChanged 530 SP:Iteration 13Q (2183.645046 sec): 3 clusters Score: Raw -1828061.894028 + Penalty 3124.551254 = -1824937.342774 nChanged 420 SP:Iteration 14Q (2183.702163 sec): 3 clusters Score: Raw -1828264.032116 + Penalty 3124.551254 = -1825139.480862 nChanged 331 SP:Iteration 15Q (2183.735163 sec): 3 clusters Score: Raw -1828425.710635 + Penalty 3124.551254 = -1825301.159381 nChanged 311 SP:Iteration 16Q (2183.808303 sec): 3 clusters Score: Raw -1828563.929264 + Penalty 3124.551254 = -1825439.378010 nChanged 252 SP:Iteration 17Q (2183.833795 sec): 3 clusters Score: Raw -1828665.039911 + Penalty 3124.551254 = -1825540.488657 nChanged 226 SP:Iteration 18Q (2183.866658 sec): 3 clusters Score: Raw -1828760.855976 + Penalty 3124.551254 = -1825636.304722 nChanged 215 SP:Iteration 19Q (2183.899201 sec): 3 clusters Score: Raw -1828845.859284 + Penalty 3124.551254 = -1825721.308030 nChanged 187 SP:Iteration 20F (2183.933724 sec): 3 clusters Score: Raw -1828919.292420 + Penalty 3124.551254 = -1825794.741166 nChanged 169 SP:Iteration 21Q (2183.966124 sec): 3 clusters Score: Raw -1828984.487276 + Penalty 3124.551254 = -1825859.936022 nChanged 129 SP:Iteration 22Q (2183.997957 sec): 3 clusters Score: Raw -1829030.448266 + Penalty 3124.551254 = -1825905.897012 nChanged 109 SP:Iteration 23Q (2184.032322 sec): 3 clusters Score: Raw -1829062.559491 + Penalty 3124.551254 = -1825938.008237 nChanged 93 SP:Iteration 24Q (2184.064549 sec): 3 clusters Score: Raw -1829094.688972 + Penalty 3124.551254 = -1825970.137718 nChanged 96 SP:Iteration 25Q (2184.095762 sec): 3 clusters Score: Raw -1829125.727846 + Penalty 3124.551254 = -1826001.176592 nChanged 78 SP:Iteration 26Q (2184.127067 sec): 3 clusters Score: Raw -1829150.151050 + Penalty 3124.551254 = -1826025.599796 nChanged 80 SP:Iteration 27Q (2184.180725 sec): 3 clusters Score: Raw -1829177.647192 + Penalty 3124.551254 = -1826053.095938 nChanged 79 SP:Iteration 28Q (2184.212109 sec): 3 clusters Score: Raw -1829206.712444 + Penalty 3124.551254 = -1826082.161191 nChanged 84 SP:Iteration 29Q (2184.243218 sec): 3 clusters Score: Raw -1829238.464322 + Penalty 3124.551254 = -1826113.913068 nChanged 71 SP:Iteration 30Q (2184.279725 sec): 3 clusters Score: Raw -1829270.534268 + Penalty 3124.551254 = -1826145.983014 nChanged 83 SP:Iteration 31Q (2184.310738 sec): 3 clusters Score: Raw -1829309.571477 + Penalty 3124.551254 = -1826185.020223 nChanged 69 SP:Iteration 32Q (2184.347430 sec): 3 clusters Score: Raw -1829341.300785 + Penalty 3124.551254 = -1826216.749531 nChanged 72 SP:Iteration 33Q (2184.378442 sec): 3 clusters Score: Raw -1829375.834610 + Penalty 3124.551254 = -1826251.283356 nChanged 78 SP:Iteration 34Q (2184.409374 sec): 3 clusters Score: Raw -1829413.024857 + Penalty 3124.551254 = -1826288.473603 nChanged 68 SP:Iteration 35Q (2184.440024 sec): 3 clusters Score: Raw -1829442.674882 + Penalty 3124.551254 = -1826318.123628 nChanged 58 SP:Iteration 36Q (2184.476044 sec): 3 clusters Score: Raw -1829470.500448 + Penalty 3124.551254 = -1826345.949194 nChanged 54 SP:Iteration 37Q (2184.507212 sec): 3 clusters Score: Raw -1829495.026553 + Penalty 3124.551254 = -1826370.475299 nChanged 39 SP:Iteration 38Q (2184.543488 sec): 3 clusters Score: Raw -1829511.048964 + Penalty 3124.551254 = -1826386.497710 nChanged 43 SP:Iteration 39Q (2184.574242 sec): 3 clusters Score: Raw -1829528.075801 + Penalty 3124.551254 = -1826403.524547 nChanged 34 SP:Iteration 40F (2184.613873 sec): 3 clusters Score: Raw -1829544.770810 + Penalty 3124.551254 = -1826420.219556 nChanged 35 SP:Iteration 41Q (2184.647611 sec): 3 clusters Score: Raw -1829565.442428 + Penalty 3124.551254 = -1826440.891174 nChanged 40 SP:Iteration 42Q (2184.683501 sec): 3 clusters Score: Raw -1829592.603366 + Penalty 3124.551254 = -1826468.052112 nChanged 36 SP:Iteration 43Q (2184.714017 sec): 3 clusters Score: Raw -1829614.829770 + Penalty 3124.551254 = -1826490.278517 nChanged 34 SP:Iteration 44Q (2184.744265 sec): 3 clusters Score: Raw -1829634.861266 + Penalty 3124.551254 = -1826510.310012 nChanged 29 SP:Iteration 45Q (2184.774735 sec): 3 clusters Score: Raw -1829650.309790 + Penalty 3124.551254 = -1826525.758536 nChanged 25 SP:Iteration 46Q (2184.804857 sec): 3 clusters Score: Raw -1829664.506487 + Penalty 3124.551254 = -1826539.955233 nChanged 22 SP:Iteration 47Q (2184.840721 sec): 3 clusters Score: Raw -1829678.133384 + Penalty 3124.551254 = -1826553.582130 nChanged 12 SP:Iteration 48Q (2184.904862 sec): 3 clusters Score: Raw -1829684.126350 + Penalty 3124.551254 = -1826559.575096 nChanged 13 SP:Iteration 49Q (2184.968889 sec): 3 clusters Score: Raw -1829690.973010 + Penalty 3124.551254 = -1826566.421756 nChanged 17 SP:Iteration 50Q (2184.998509 sec): 3 clusters Score: Raw -1829701.021579 + Penalty 3124.551254 = -1826576.470325 nChanged 18 SP:Iteration 51Q (2185.034598 sec): 3 clusters Score: Raw -1829710.154195 + Penalty 3124.551254 = -1826585.602941 nChanged 12 SP:Iteration 52Q (2185.064797 sec): 3 clusters Score: Raw -1829717.062258 + Penalty 3124.551254 = -1826592.511004 nChanged 9 SP:Iteration 53Q (2185.099870 sec): 3 clusters Score: Raw -1829721.495777 + Penalty 3124.551254 = -1826596.944524 nChanged 8 SP:Iteration 54Q (2185.130370 sec): 3 clusters Score: Raw -1829725.864818 + Penalty 3124.551254 = -1826601.313565 nChanged 11 SP:Iteration 55Q (2185.160235 sec): 3 clusters Score: Raw -1829730.491726 + Penalty 3124.551254 = -1826605.940472 nChanged 4 SP:Iteration 56Q (2185.190514 sec): 3 clusters Score: Raw -1829732.122807 + Penalty 3124.551254 = -1826607.571553 nChanged 2 SP:Iteration 57Q (2185.227311 sec): 3 clusters Score: Raw -1829732.994763 + Penalty 3124.551254 = -1826608.443510 nChanged 1 SP:Iteration 58Q (2185.268055 sec): 3 clusters Score: Raw -1829733.377801 + Penalty 3124.551254 = -1826608.826547 nChanged 0 SP:Iteration 59F (2185.302593 sec): 3 clusters Score: Raw -1829733.377801 + Penalty 3124.551254 = -1826608.826547 nChanged 0 Trying to split cluster 16 (6156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2185.321207 sec): 2 clusters Score: Raw -808789.496223 + Penalty 1417.842155 = -807371.654068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2185.344024 sec): 3 clusters Score: Raw -805456.954730 + Penalty 2835.684311 = -802621.270419 nChanged 2570 SP:Iteration 1F (2185.368676 sec): 3 clusters Score: Raw -806853.013714 + Penalty 2835.684311 = -804017.329403 nChanged 436 SP:Iteration 2F (2185.390907 sec): 3 clusters Score: Raw -807107.526557 + Penalty 2835.684311 = -804271.842246 nChanged 373 SP:Iteration 3F (2185.413206 sec): 3 clusters Score: Raw -807319.440979 + Penalty 2835.684311 = -804483.756668 nChanged 310 SP:Iteration 4F (2185.440188 sec): 3 clusters Score: Raw -807508.299496 + Penalty 2835.684311 = -804672.615185 nChanged 297 SP:Iteration 5Q (2185.462547 sec): 3 clusters Score: Raw -807704.627706 + Penalty 2835.684311 = -804868.943395 nChanged 295 SP:Iteration 6Q (2185.499341 sec): 3 clusters Score: Raw -807943.854706 + Penalty 2835.684311 = -805108.170395 nChanged 306 SP:Iteration 7Q (2185.521523 sec): 3 clusters Score: Raw -808227.286112 + Penalty 2835.684311 = -805391.601801 nChanged 257 SP:Iteration 8Q (2185.543697 sec): 3 clusters Score: Raw -808479.292782 + Penalty 2835.684311 = -805643.608471 nChanged 214 SP:Iteration 9Q (2185.565268 sec): 3 clusters Score: Raw -808709.649679 + Penalty 2835.684311 = -805873.965368 nChanged 189 SP:Iteration 10Q (2185.587027 sec): 3 clusters Score: Raw -808880.419386 + Penalty 2835.684311 = -806044.735075 nChanged 172 SP:Iteration 11Q (2185.625045 sec): 3 clusters Score: Raw -809042.108792 + Penalty 2835.684311 = -806206.424482 nChanged 157 SP:Iteration 12Q (2185.646519 sec): 3 clusters Score: Raw -809172.136498 + Penalty 2835.684311 = -806336.452187 nChanged 152 SP:Iteration 13Q (2185.667593 sec): 3 clusters Score: Raw -809306.184395 + Penalty 2835.684311 = -806470.500085 nChanged 111 SP:Iteration 14Q (2185.691058 sec): 3 clusters Score: Raw -809380.174478 + Penalty 2835.684311 = -806544.490167 nChanged 98 SP:Iteration 15Q (2185.712210 sec): 3 clusters Score: Raw -809430.311376 + Penalty 2835.684311 = -806594.627065 nChanged 79 SP:Iteration 16Q (2185.745759 sec): 3 clusters Score: Raw -809467.757093 + Penalty 2835.684311 = -806632.072782 nChanged 66 SP:Iteration 17Q (2185.766710 sec): 3 clusters Score: Raw -809496.167450 + Penalty 2835.684311 = -806660.483139 nChanged 55 SP:Iteration 18Q (2185.794016 sec): 3 clusters Score: Raw -809523.565356 + Penalty 2835.684311 = -806687.881045 nChanged 49 SP:Iteration 19Q (2185.814768 sec): 3 clusters Score: Raw -809544.251539 + Penalty 2835.684311 = -806708.567228 nChanged 38 SP:Iteration 20F (2185.837249 sec): 3 clusters Score: Raw -809557.347620 + Penalty 2835.684311 = -806721.663309 nChanged 33 SP:Iteration 21Q (2185.860114 sec): 3 clusters Score: Raw -809569.017185 + Penalty 2835.684311 = -806733.332874 nChanged 24 SP:Iteration 22Q (2185.881083 sec): 3 clusters Score: Raw -809578.056314 + Penalty 2835.684311 = -806742.372003 nChanged 22 SP:Iteration 23Q (2185.912695 sec): 3 clusters Score: Raw -809585.538556 + Penalty 2835.684311 = -806749.854245 nChanged 16 SP:Iteration 24Q (2185.933656 sec): 3 clusters Score: Raw -809589.910365 + Penalty 2835.684311 = -806754.226054 nChanged 6 SP:Iteration 25Q (2185.954630 sec): 3 clusters Score: Raw -809591.282178 + Penalty 2835.684311 = -806755.597868 nChanged 6 SP:Iteration 26Q (2185.975696 sec): 3 clusters Score: Raw -809592.863080 + Penalty 2835.684311 = -806757.178769 nChanged 10 SP:Iteration 27Q (2185.996704 sec): 3 clusters Score: Raw -809594.962404 + Penalty 2835.684311 = -806759.278094 nChanged 5 SP:Iteration 28Q (2186.022567 sec): 3 clusters Score: Raw -809595.869733 + Penalty 2835.684311 = -806760.185422 nChanged 4 SP:Iteration 29Q (2186.043379 sec): 3 clusters Score: Raw -809596.634887 + Penalty 2835.684311 = -806760.950576 nChanged 6 SP:Iteration 30Q (2186.065880 sec): 3 clusters Score: Raw -809598.065024 + Penalty 2835.684311 = -806762.380713 nChanged 10 SP:Iteration 31Q (2186.096374 sec): 3 clusters Score: Raw -809600.352428 + Penalty 2835.684311 = -806764.668117 nChanged 8 SP:Iteration 32Q (2186.117313 sec): 3 clusters Score: Raw -809601.915513 + Penalty 2835.684311 = -806766.231202 nChanged 5 SP:Iteration 33Q (2186.147033 sec): 3 clusters Score: Raw -809603.365963 + Penalty 2835.684311 = -806767.681652 nChanged 7 SP:Iteration 34Q (2186.167938 sec): 3 clusters Score: Raw -809604.716743 + Penalty 2835.684311 = -806769.032432 nChanged 5 SP:Iteration 35Q (2186.188760 sec): 3 clusters Score: Raw -809605.819259 + Penalty 2835.684311 = -806770.134948 nChanged 5 SP:Iteration 36Q (2186.209687 sec): 3 clusters Score: Raw -809606.820819 + Penalty 2835.684311 = -806771.136508 nChanged 3 SP:Iteration 37Q (2186.235319 sec): 3 clusters Score: Raw -809607.475352 + Penalty 2835.684311 = -806771.791041 nChanged 5 SP:Iteration 38Q (2186.256324 sec): 3 clusters Score: Raw -809608.187490 + Penalty 2835.684311 = -806772.503179 nChanged 2 SP:Iteration 39Q (2186.307049 sec): 3 clusters Score: Raw -809608.868262 + Penalty 2835.684311 = -806773.183951 nChanged 3 SP:Iteration 40F (2186.354581 sec): 3 clusters Score: Raw -809609.605962 + Penalty 2835.684311 = -806773.921651 nChanged 5 SP:Iteration 41Q (2186.375609 sec): 3 clusters Score: Raw -809611.092184 + Penalty 2835.684311 = -806775.407873 nChanged 5 SP:Iteration 42Q (2186.401361 sec): 3 clusters Score: Raw -809613.345906 + Penalty 2835.684311 = -806777.661595 nChanged 4 SP:Iteration 43Q (2186.422390 sec): 3 clusters Score: Raw -809614.918575 + Penalty 2835.684311 = -806779.234265 nChanged 4 SP:Iteration 44Q (2186.443090 sec): 3 clusters Score: Raw -809615.571962 + Penalty 2835.684311 = -806779.887651 nChanged 1 SP:Iteration 45Q (2186.470088 sec): 3 clusters Score: Raw -809615.755957 + Penalty 2835.684311 = -806780.071646 nChanged 1 SP:Iteration 46Q (2186.491249 sec): 3 clusters Score: Raw -809615.930742 + Penalty 2835.684311 = -806780.246431 nChanged 2 SP:Iteration 47Q (2186.524675 sec): 3 clusters Score: Raw -809616.579135 + Penalty 2835.684311 = -806780.894824 nChanged 0 SP:Iteration 48F (2186.546907 sec): 3 clusters Score: Raw -809616.579135 + Penalty 2835.684311 = -806780.894824 nChanged 0 Trying to split cluster 17 (9088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2186.581010 sec): 2 clusters Score: Raw -1113148.509211 + Penalty 1481.140398 = -1111667.368813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2186.636509 sec): 3 clusters Score: Raw -1108073.075767 + Penalty 2962.280796 = -1105110.794971 nChanged 3870 SP:Iteration 1F (2186.694955 sec): 3 clusters Score: Raw -1110232.833486 + Penalty 2962.280796 = -1107270.552691 nChanged 625 SP:Iteration 2F (2186.724179 sec): 3 clusters Score: Raw -1110538.501167 + Penalty 2962.280796 = -1107576.220371 nChanged 523 SP:Iteration 3F (2186.750914 sec): 3 clusters Score: Raw -1110790.927905 + Penalty 2962.280796 = -1107828.647110 nChanged 456 SP:Iteration 4F (2186.785578 sec): 3 clusters Score: Raw -1111021.667985 + Penalty 2962.280796 = -1108059.387190 nChanged 412 SP:Iteration 5Q (2186.812408 sec): 3 clusters Score: Raw -1111221.211103 + Penalty 2962.280796 = -1108258.930307 nChanged 370 SP:Iteration 6Q (2186.842030 sec): 3 clusters Score: Raw -1111404.098481 + Penalty 2962.280796 = -1108441.817685 nChanged 369 SP:Iteration 7Q (2186.886803 sec): 3 clusters Score: Raw -1111613.476343 + Penalty 2962.280796 = -1108651.195547 nChanged 384 SP:Iteration 8Q (2186.932326 sec): 3 clusters Score: Raw -1111816.281622 + Penalty 2962.280796 = -1108854.000826 nChanged 366 SP:Iteration 9Q (2186.967065 sec): 3 clusters Score: Raw -1112013.853895 + Penalty 2962.280796 = -1109051.573099 nChanged 352 SP:Iteration 10Q (2186.993792 sec): 3 clusters Score: Raw -1112204.488408 + Penalty 2962.280796 = -1109242.207612 nChanged 305 SP:Iteration 11Q (2187.021131 sec): 3 clusters Score: Raw -1112368.358214 + Penalty 2962.280796 = -1109406.077418 nChanged 262 SP:Iteration 12Q (2187.047916 sec): 3 clusters Score: Raw -1112517.193419 + Penalty 2962.280796 = -1109554.912623 nChanged 217 SP:Iteration 13Q (2187.074248 sec): 3 clusters Score: Raw -1112650.925641 + Penalty 2962.280796 = -1109688.644845 nChanged 197 SP:Iteration 14Q (2187.103738 sec): 3 clusters Score: Raw -1112752.156610 + Penalty 2962.280796 = -1109789.875814 nChanged 155 SP:Iteration 15Q (2187.129903 sec): 3 clusters Score: Raw -1112821.432791 + Penalty 2962.280796 = -1109859.151995 nChanged 135 SP:Iteration 16Q (2187.155693 sec): 3 clusters Score: Raw -1112876.076338 + Penalty 2962.280796 = -1109913.795542 nChanged 104 SP:Iteration 17Q (2187.181355 sec): 3 clusters Score: Raw -1112920.094414 + Penalty 2962.280796 = -1109957.813618 nChanged 92 SP:Iteration 18Q (2187.206932 sec): 3 clusters Score: Raw -1112958.511576 + Penalty 2962.280796 = -1109996.230780 nChanged 94 SP:Iteration 19Q (2187.232357 sec): 3 clusters Score: Raw -1112998.115910 + Penalty 2962.280796 = -1110035.835115 nChanged 87 SP:Iteration 20F (2187.261342 sec): 3 clusters Score: Raw -1113035.123483 + Penalty 2962.280796 = -1110072.842688 nChanged 74 SP:Iteration 21Q (2187.292302 sec): 3 clusters Score: Raw -1113072.952687 + Penalty 2962.280796 = -1110110.671891 nChanged 72 SP:Iteration 22Q (2187.317543 sec): 3 clusters Score: Raw -1113106.426667 + Penalty 2962.280796 = -1110144.145871 nChanged 68 SP:Iteration 23Q (2187.342619 sec): 3 clusters Score: Raw -1113134.060710 + Penalty 2962.280796 = -1110171.779914 nChanged 59 SP:Iteration 24Q (2187.367684 sec): 3 clusters Score: Raw -1113158.685919 + Penalty 2962.280796 = -1110196.405123 nChanged 52 SP:Iteration 25Q (2187.392581 sec): 3 clusters Score: Raw -1113177.059179 + Penalty 2962.280796 = -1110214.778383 nChanged 39 SP:Iteration 26Q (2187.417692 sec): 3 clusters Score: Raw -1113191.800131 + Penalty 2962.280796 = -1110229.519335 nChanged 42 SP:Iteration 27Q (2187.442509 sec): 3 clusters Score: Raw -1113208.406705 + Penalty 2962.280796 = -1110246.125909 nChanged 36 SP:Iteration 28Q (2187.467196 sec): 3 clusters Score: Raw -1113222.221151 + Penalty 2962.280796 = -1110259.940355 nChanged 27 SP:Iteration 29Q (2187.491825 sec): 3 clusters Score: Raw -1113235.717145 + Penalty 2962.280796 = -1110273.436350 nChanged 31 SP:Iteration 30Q (2187.516479 sec): 3 clusters Score: Raw -1113248.706140 + Penalty 2962.280796 = -1110286.425344 nChanged 34 SP:Iteration 31Q (2187.541114 sec): 3 clusters Score: Raw -1113266.248440 + Penalty 2962.280796 = -1110303.967644 nChanged 31 SP:Iteration 32Q (2187.566112 sec): 3 clusters Score: Raw -1113286.205529 + Penalty 2962.280796 = -1110323.924734 nChanged 42 SP:Iteration 33Q (2187.590690 sec): 3 clusters Score: Raw -1113312.510750 + Penalty 2962.280796 = -1110350.229954 nChanged 37 SP:Iteration 34Q (2187.615274 sec): 3 clusters Score: Raw -1113332.117135 + Penalty 2962.280796 = -1110369.836339 nChanged 29 SP:Iteration 35Q (2187.639568 sec): 3 clusters Score: Raw -1113344.948287 + Penalty 2962.280796 = -1110382.667492 nChanged 24 SP:Iteration 36Q (2187.663915 sec): 3 clusters Score: Raw -1113357.677347 + Penalty 2962.280796 = -1110395.396551 nChanged 24 SP:Iteration 37Q (2187.688202 sec): 3 clusters Score: Raw -1113367.911310 + Penalty 2962.280796 = -1110405.630515 nChanged 13 SP:Iteration 38Q (2187.712440 sec): 3 clusters Score: Raw -1113376.896548 + Penalty 2962.280796 = -1110414.615752 nChanged 10 SP:Iteration 39Q (2187.737013 sec): 3 clusters Score: Raw -1113384.773457 + Penalty 2962.280796 = -1110422.492662 nChanged 14 SP:Iteration 40F (2187.770382 sec): 3 clusters Score: Raw -1113392.823412 + Penalty 2962.280796 = -1110430.542616 nChanged 9 SP:Iteration 41Q (2187.794828 sec): 3 clusters Score: Raw -1113397.987424 + Penalty 2962.280796 = -1110435.706628 nChanged 8 SP:Iteration 42Q (2187.830293 sec): 3 clusters Score: Raw -1113401.648973 + Penalty 2962.280796 = -1110439.368177 nChanged 6 SP:Iteration 43Q (2187.854490 sec): 3 clusters Score: Raw -1113404.742430 + Penalty 2962.280796 = -1110442.461634 nChanged 5 SP:Iteration 44Q (2187.878879 sec): 3 clusters Score: Raw -1113408.903143 + Penalty 2962.280796 = -1110446.622347 nChanged 9 SP:Iteration 45Q (2187.905672 sec): 3 clusters Score: Raw -1113414.060774 + Penalty 2962.280796 = -1110451.779978 nChanged 12 SP:Iteration 46Q (2187.929460 sec): 3 clusters Score: Raw -1113424.310684 + Penalty 2962.280796 = -1110462.029888 nChanged 14 SP:Iteration 47Q (2187.953870 sec): 3 clusters Score: Raw -1113433.226246 + Penalty 2962.280796 = -1110470.945450 nChanged 8 SP:Iteration 48Q (2187.977959 sec): 3 clusters Score: Raw -1113439.126764 + Penalty 2962.280796 = -1110476.845968 nChanged 6 SP:Iteration 49Q (2188.008218 sec): 3 clusters Score: Raw -1113442.061550 + Penalty 2962.280796 = -1110479.780754 nChanged 3 SP:Iteration 50Q (2188.032374 sec): 3 clusters Score: Raw -1113443.560511 + Penalty 2962.280796 = -1110481.279715 nChanged 1 SP:Iteration 51Q (2188.056219 sec): 3 clusters Score: Raw -1113443.945517 + Penalty 2962.280796 = -1110481.664721 nChanged 1 SP:Iteration 52Q (2188.080288 sec): 3 clusters Score: Raw -1113444.328978 + Penalty 2962.280796 = -1110482.048182 nChanged 0 SP:Iteration 53F (2188.137679 sec): 3 clusters Score: Raw -1113444.328978 + Penalty 2962.280796 = -1110482.048182 nChanged 0 Trying to split cluster 18 (7890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2188.153247 sec): 2 clusters Score: Raw -971525.051588 + Penalty 1458.169605 = -970066.881983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2188.180526 sec): 3 clusters Score: Raw -967144.742209 + Penalty 2916.339209 = -964228.402999 nChanged 3369 SP:Iteration 1F (2188.204935 sec): 3 clusters Score: Raw -968989.796379 + Penalty 2916.339209 = -966073.457170 nChanged 494 SP:Iteration 2F (2188.233300 sec): 3 clusters Score: Raw -969209.033305 + Penalty 2916.339209 = -966292.694095 nChanged 394 SP:Iteration 3Q (2188.257927 sec): 3 clusters Score: Raw -969404.379536 + Penalty 2916.339209 = -966488.040326 nChanged 409 SP:Iteration 4F (2188.289641 sec): 3 clusters Score: Raw -969645.250019 + Penalty 2916.339209 = -966728.910810 nChanged 376 SP:Iteration 5Q (2188.316413 sec): 3 clusters Score: Raw -969868.839773 + Penalty 2916.339209 = -966952.500563 nChanged 370 SP:Iteration 6Q (2188.341197 sec): 3 clusters Score: Raw -970104.604420 + Penalty 2916.339209 = -967188.265210 nChanged 371 SP:Iteration 7Q (2188.385702 sec): 3 clusters Score: Raw -970371.281340 + Penalty 2916.339209 = -967454.942130 nChanged 406 SP:Iteration 8F (2188.409699 sec): 3 clusters Score: Raw -970674.726900 + Penalty 2916.339209 = -967758.387690 nChanged 368 SP:Iteration 9Q (2188.469337 sec): 3 clusters Score: Raw -970913.963357 + Penalty 2916.339209 = -967997.624148 nChanged 305 SP:Iteration 10Q (2188.504155 sec): 3 clusters Score: Raw -971109.309532 + Penalty 2916.339209 = -968192.970323 nChanged 280 SP:Iteration 11Q (2188.533410 sec): 3 clusters Score: Raw -971284.116977 + Penalty 2916.339209 = -968367.777767 nChanged 239 SP:Iteration 12Q (2188.557661 sec): 3 clusters Score: Raw -971425.236322 + Penalty 2916.339209 = -968508.897113 nChanged 222 SP:Iteration 13Q (2188.581132 sec): 3 clusters Score: Raw -971545.366934 + Penalty 2916.339209 = -968629.027725 nChanged 177 SP:Iteration 14Q (2188.604697 sec): 3 clusters Score: Raw -971650.502950 + Penalty 2916.339209 = -968734.163740 nChanged 161 SP:Iteration 15Q (2188.628430 sec): 3 clusters Score: Raw -971725.497843 + Penalty 2916.339209 = -968809.158634 nChanged 107 SP:Iteration 16Q (2188.655063 sec): 3 clusters Score: Raw -971770.808562 + Penalty 2916.339209 = -968854.469352 nChanged 107 SP:Iteration 17Q (2188.678942 sec): 3 clusters Score: Raw -971814.327496 + Penalty 2916.339209 = -968897.988286 nChanged 91 SP:Iteration 18Q (2188.706920 sec): 3 clusters Score: Raw -971852.060692 + Penalty 2916.339209 = -968935.721483 nChanged 73 SP:Iteration 19Q (2188.730533 sec): 3 clusters Score: Raw -971872.700849 + Penalty 2916.339209 = -968956.361640 nChanged 40 SP:Iteration 20F (2188.776267 sec): 3 clusters Score: Raw -971882.436340 + Penalty 2916.339209 = -968966.097131 nChanged 30 SP:Iteration 21Q (2188.805779 sec): 3 clusters Score: Raw -971887.726865 + Penalty 2916.339209 = -968971.387655 nChanged 33 SP:Iteration 22Q (2188.829494 sec): 3 clusters Score: Raw -971895.426510 + Penalty 2916.339209 = -968979.087300 nChanged 28 SP:Iteration 23Q (2188.853193 sec): 3 clusters Score: Raw -971900.765544 + Penalty 2916.339209 = -968984.426334 nChanged 16 SP:Iteration 24Q (2188.876713 sec): 3 clusters Score: Raw -971903.408078 + Penalty 2916.339209 = -968987.068868 nChanged 11 SP:Iteration 25Q (2188.900039 sec): 3 clusters Score: Raw -971905.479535 + Penalty 2916.339209 = -968989.140325 nChanged 9 SP:Iteration 26Q (2188.952637 sec): 3 clusters Score: Raw -971906.707009 + Penalty 2916.339209 = -968990.367800 nChanged 4 SP:Iteration 27Q (2188.968957 sec): 3 clusters Score: Raw -971907.843130 + Penalty 2916.339209 = -968991.503921 nChanged 11 SP:Iteration 28Q (2188.992389 sec): 3 clusters Score: Raw -971909.633586 + Penalty 2916.339209 = -968993.294376 nChanged 10 SP:Iteration 29Q (2189.035859 sec): 3 clusters Score: Raw -971911.092178 + Penalty 2916.339209 = -968994.752969 nChanged 6 SP:Iteration 30Q (2189.063767 sec): 3 clusters Score: Raw -971912.154455 + Penalty 2916.339209 = -968995.815246 nChanged 7 SP:Iteration 31Q (2189.087276 sec): 3 clusters Score: Raw -971913.364434 + Penalty 2916.339209 = -968997.025225 nChanged 8 SP:Iteration 32Q (2189.110584 sec): 3 clusters Score: Raw -971914.211641 + Penalty 2916.339209 = -968997.872431 nChanged 6 SP:Iteration 33Q (2189.154452 sec): 3 clusters Score: Raw -971915.201367 + Penalty 2916.339209 = -968998.862157 nChanged 7 SP:Iteration 34Q (2189.184962 sec): 3 clusters Score: Raw -971915.808502 + Penalty 2916.339209 = -968999.469293 nChanged 2 SP:Iteration 35Q (2189.208405 sec): 3 clusters Score: Raw -971915.940386 + Penalty 2916.339209 = -968999.601176 nChanged 3 SP:Iteration 36Q (2189.235947 sec): 3 clusters Score: Raw -971916.099792 + Penalty 2916.339209 = -968999.760583 nChanged 1 SP:Iteration 37Q (2189.259543 sec): 3 clusters Score: Raw -971916.146461 + Penalty 2916.339209 = -968999.807252 nChanged 1 SP:Iteration 38Q (2189.284845 sec): 3 clusters Score: Raw -971916.219019 + Penalty 2916.339209 = -968999.879810 nChanged 0 SP:Iteration 39F (2189.309330 sec): 3 clusters Score: Raw -971916.219019 + Penalty 2916.339209 = -968999.879810 nChanged 0 Trying to split cluster 19 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2189.318637 sec): 2 clusters Score: Raw -38209.146961 + Penalty 957.840461 = -37251.306500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2189.321290 sec): 3 clusters Score: Raw -38277.751388 + Penalty 1915.680921 = -36362.070467 nChanged 86 SP:Iteration 1F (2189.323924 sec): 3 clusters Score: Raw -38450.141635 + Penalty 1915.680921 = -36534.460714 nChanged 21 SP:Iteration 2F (2189.335342 sec): 3 clusters Score: Raw -38537.023115 + Penalty 1915.680921 = -36621.342194 nChanged 14 SP:Iteration 3Q (2189.337711 sec): 3 clusters Score: Raw -38678.420400 + Penalty 1915.680921 = -36762.739479 nChanged 15 SP:Iteration 4Q (2189.340194 sec): 3 clusters Score: Raw -38732.034773 + Penalty 1915.680921 = -36816.353852 nChanged 11 SP:Iteration 5Q (2189.342537 sec): 3 clusters Score: Raw -38766.075354 + Penalty 1915.680921 = -36850.394432 nChanged 3 SP:Iteration 6Q (2189.344945 sec): 3 clusters Score: Raw -38772.597081 + Penalty 1915.680921 = -36856.916160 nChanged 4 SP:Iteration 7Q (2189.351054 sec): 3 clusters Score: Raw -38782.588092 + Penalty 1915.680921 = -36866.907171 nChanged 2 SP:Iteration 8Q (2189.353382 sec): 3 clusters Score: Raw -38785.979261 + Penalty 1915.680921 = -36870.298340 nChanged 3 SP:Iteration 9Q (2189.355701 sec): 3 clusters Score: Raw -38791.696704 + Penalty 1915.680921 = -36876.015783 nChanged 3 SP:Iteration 10Q (2189.358013 sec): 3 clusters Score: Raw -38798.520223 + Penalty 1915.680921 = -36882.839301 nChanged 3 SP:Iteration 11Q (2189.360345 sec): 3 clusters Score: Raw -38806.140080 + Penalty 1915.680921 = -36890.459159 nChanged 1 SP:Iteration 12Q (2189.362714 sec): 3 clusters Score: Raw -38808.142620 + Penalty 1915.680921 = -36892.461699 nChanged 1 SP:Iteration 13Q (2189.365090 sec): 3 clusters Score: Raw -38809.254308 + Penalty 1915.680921 = -36893.573387 nChanged 1 SP:Iteration 14Q (2189.367410 sec): 3 clusters Score: Raw -38811.823491 + Penalty 1915.680921 = -36896.142570 nChanged 0 SP:Iteration 15F (2189.369816 sec): 3 clusters Score: Raw -38811.823491 + Penalty 1915.680921 = -36896.142570 nChanged 0 Trying to split cluster 20 (8559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2189.396077 sec): 2 clusters Score: Raw -1031111.541951 + Penalty 1471.395029 = -1029640.146922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2189.422706 sec): 3 clusters Score: Raw -1026436.057278 + Penalty 2942.790058 = -1023493.267220 nChanged 3572 SP:Iteration 1F (2189.470768 sec): 3 clusters Score: Raw -1028283.818083 + Penalty 2942.790058 = -1025341.028025 nChanged 502 SP:Iteration 2F (2189.496223 sec): 3 clusters Score: Raw -1028522.791917 + Penalty 2942.790058 = -1025580.001859 nChanged 445 SP:Iteration 3F (2189.521699 sec): 3 clusters Score: Raw -1028707.631620 + Penalty 2942.790058 = -1025764.841562 nChanged 360 SP:Iteration 4Q (2189.547294 sec): 3 clusters Score: Raw -1028845.094519 + Penalty 2942.790058 = -1025902.304461 nChanged 323 SP:Iteration 5Q (2189.573193 sec): 3 clusters Score: Raw -1028983.388722 + Penalty 2942.790058 = -1026040.598665 nChanged 282 SP:Iteration 6Q (2189.599210 sec): 3 clusters Score: Raw -1029089.579317 + Penalty 2942.790058 = -1026146.789259 nChanged 251 SP:Iteration 7Q (2189.625114 sec): 3 clusters Score: Raw -1029180.642631 + Penalty 2942.790058 = -1026237.852573 nChanged 232 SP:Iteration 8Q (2189.657579 sec): 3 clusters Score: Raw -1029273.436260 + Penalty 2942.790058 = -1026330.646202 nChanged 243 SP:Iteration 9Q (2189.683308 sec): 3 clusters Score: Raw -1029388.594265 + Penalty 2942.790058 = -1026445.804207 nChanged 258 SP:Iteration 10Q (2189.708978 sec): 3 clusters Score: Raw -1029534.516858 + Penalty 2942.790058 = -1026591.726800 nChanged 300 SP:Iteration 11Q (2189.734744 sec): 3 clusters Score: Raw -1029721.825152 + Penalty 2942.790058 = -1026779.035094 nChanged 313 SP:Iteration 12Q (2189.764684 sec): 3 clusters Score: Raw -1029925.573200 + Penalty 2942.790058 = -1026982.783142 nChanged 287 SP:Iteration 13Q (2189.790288 sec): 3 clusters Score: Raw -1030103.344072 + Penalty 2942.790058 = -1027160.554014 nChanged 249 SP:Iteration 14Q (2189.820462 sec): 3 clusters Score: Raw -1030231.216552 + Penalty 2942.790058 = -1027288.426494 nChanged 216 SP:Iteration 15Q (2189.845710 sec): 3 clusters Score: Raw -1030328.171562 + Penalty 2942.790058 = -1027385.381504 nChanged 183 SP:Iteration 16Q (2189.870808 sec): 3 clusters Score: Raw -1030397.947060 + Penalty 2942.790058 = -1027455.157002 nChanged 150 SP:Iteration 17Q (2189.895913 sec): 3 clusters Score: Raw -1030460.002315 + Penalty 2942.790058 = -1027517.212257 nChanged 139 SP:Iteration 18Q (2189.931232 sec): 3 clusters Score: Raw -1030521.968807 + Penalty 2942.790058 = -1027579.178749 nChanged 123 SP:Iteration 19Q (2189.957670 sec): 3 clusters Score: Raw -1030578.041599 + Penalty 2942.790058 = -1027635.251541 nChanged 106 SP:Iteration 20F (2189.983376 sec): 3 clusters Score: Raw -1030620.846036 + Penalty 2942.790058 = -1027678.055978 nChanged 101 SP:Iteration 21Q (2190.012997 sec): 3 clusters Score: Raw -1030655.787357 + Penalty 2942.790058 = -1027712.997299 nChanged 96 SP:Iteration 22Q (2190.037952 sec): 3 clusters Score: Raw -1030691.054504 + Penalty 2942.790058 = -1027748.264446 nChanged 79 SP:Iteration 23Q (2190.062873 sec): 3 clusters Score: Raw -1030717.073993 + Penalty 2942.790058 = -1027774.283935 nChanged 82 SP:Iteration 24Q (2190.087370 sec): 3 clusters Score: Raw -1030747.320712 + Penalty 2942.790058 = -1027804.530654 nChanged 81 SP:Iteration 25Q (2190.118218 sec): 3 clusters Score: Raw -1030771.569139 + Penalty 2942.790058 = -1027828.779081 nChanged 73 SP:Iteration 26Q (2190.142921 sec): 3 clusters Score: Raw -1030795.170403 + Penalty 2942.790058 = -1027852.380345 nChanged 61 SP:Iteration 27Q (2190.172363 sec): 3 clusters Score: Raw -1030810.885523 + Penalty 2942.790058 = -1027868.095465 nChanged 49 SP:Iteration 28Q (2190.200966 sec): 3 clusters Score: Raw -1030824.913308 + Penalty 2942.790058 = -1027882.123250 nChanged 54 SP:Iteration 29Q (2190.225499 sec): 3 clusters Score: Raw -1030836.934514 + Penalty 2942.790058 = -1027894.144456 nChanged 48 SP:Iteration 30Q (2190.249988 sec): 3 clusters Score: Raw -1030848.911687 + Penalty 2942.790058 = -1027906.121629 nChanged 44 SP:Iteration 31Q (2190.274520 sec): 3 clusters Score: Raw -1030858.972187 + Penalty 2942.790058 = -1027916.182129 nChanged 32 SP:Iteration 32Q (2190.302916 sec): 3 clusters Score: Raw -1030865.976829 + Penalty 2942.790058 = -1027923.186771 nChanged 28 SP:Iteration 33Q (2190.331944 sec): 3 clusters Score: Raw -1030871.604694 + Penalty 2942.790058 = -1027928.814636 nChanged 27 SP:Iteration 34Q (2190.359907 sec): 3 clusters Score: Raw -1030876.924584 + Penalty 2942.790058 = -1027934.134526 nChanged 29 SP:Iteration 35Q (2190.384309 sec): 3 clusters Score: Raw -1030883.044032 + Penalty 2942.790058 = -1027940.253975 nChanged 33 SP:Iteration 36Q (2190.413158 sec): 3 clusters Score: Raw -1030891.022221 + Penalty 2942.790058 = -1027948.232163 nChanged 26 SP:Iteration 37Q (2190.437513 sec): 3 clusters Score: Raw -1030896.222589 + Penalty 2942.790058 = -1027953.432531 nChanged 25 SP:Iteration 38Q (2190.463612 sec): 3 clusters Score: Raw -1030900.922395 + Penalty 2942.790058 = -1027958.132337 nChanged 17 SP:Iteration 39Q (2190.487827 sec): 3 clusters Score: Raw -1030903.864974 + Penalty 2942.790058 = -1027961.074916 nChanged 14 SP:Iteration 40F (2190.513651 sec): 3 clusters Score: Raw -1030905.668574 + Penalty 2942.790058 = -1027962.878516 nChanged 13 SP:Iteration 41Q (2190.570266 sec): 3 clusters Score: Raw -1030907.633024 + Penalty 2942.790058 = -1027964.842966 nChanged 12 SP:Iteration 42Q (2190.594477 sec): 3 clusters Score: Raw -1030909.577493 + Penalty 2942.790058 = -1027966.787435 nChanged 16 SP:Iteration 43Q (2190.618653 sec): 3 clusters Score: Raw -1030912.292239 + Penalty 2942.790058 = -1027969.502181 nChanged 12 SP:Iteration 44Q (2190.647013 sec): 3 clusters Score: Raw -1030913.776027 + Penalty 2942.790058 = -1027970.985969 nChanged 9 SP:Iteration 45Q (2190.686642 sec): 3 clusters Score: Raw -1030915.111703 + Penalty 2942.790058 = -1027972.321645 nChanged 9 SP:Iteration 46Q (2190.714112 sec): 3 clusters Score: Raw -1030916.320627 + Penalty 2942.790058 = -1027973.530569 nChanged 10 SP:Iteration 47Q (2190.741805 sec): 3 clusters Score: Raw -1030917.308508 + Penalty 2942.790058 = -1027974.518450 nChanged 9 SP:Iteration 48Q (2190.774537 sec): 3 clusters Score: Raw -1030918.396716 + Penalty 2942.790058 = -1027975.606658 nChanged 3 SP:Iteration 49Q (2190.823254 sec): 3 clusters Score: Raw -1030918.665668 + Penalty 2942.790058 = -1027975.875610 nChanged 3 SP:Iteration 50Q (2190.855422 sec): 3 clusters Score: Raw -1030919.240271 + Penalty 2942.790058 = -1027976.450213 nChanged 4 SP:Iteration 51Q (2190.879875 sec): 3 clusters Score: Raw -1030919.644407 + Penalty 2942.790058 = -1027976.854349 nChanged 5 SP:Iteration 52Q (2190.904312 sec): 3 clusters Score: Raw -1030920.505354 + Penalty 2942.790058 = -1027977.715296 nChanged 6 SP:Iteration 53Q (2190.953746 sec): 3 clusters Score: Raw -1030922.346690 + Penalty 2942.790058 = -1027979.556632 nChanged 6 SP:Iteration 54Q (2190.980607 sec): 3 clusters Score: Raw -1030923.160591 + Penalty 2942.790058 = -1027980.370533 nChanged 5 SP:Iteration 55Q (2191.010844 sec): 3 clusters Score: Raw -1030924.100767 + Penalty 2942.790058 = -1027981.310709 nChanged 2 SP:Iteration 56Q (2191.066083 sec): 3 clusters Score: Raw -1030924.581264 + Penalty 2942.790058 = -1027981.791206 nChanged 5 SP:Iteration 57Q (2191.119920 sec): 3 clusters Score: Raw -1030925.198632 + Penalty 2942.790058 = -1027982.408574 nChanged 3 SP:Iteration 58Q (2191.168082 sec): 3 clusters Score: Raw -1030925.683999 + Penalty 2942.790058 = -1027982.893941 nChanged 5 SP:Iteration 59Q (2191.227522 sec): 3 clusters Score: Raw -1030926.466355 + Penalty 2942.790058 = -1027983.676297 nChanged 5 SP:Iteration 60F (2191.252646 sec): 3 clusters Score: Raw -1030927.104284 + Penalty 2942.790058 = -1027984.314226 nChanged 7 SP:Iteration 61Q (2191.277000 sec): 3 clusters Score: Raw -1030928.633010 + Penalty 2942.790058 = -1027985.842952 nChanged 11 SP:Iteration 62Q (2191.311127 sec): 3 clusters Score: Raw -1030930.647444 + Penalty 2942.790058 = -1027987.857386 nChanged 14 SP:Iteration 63Q (2191.335285 sec): 3 clusters Score: Raw -1030932.624131 + Penalty 2942.790058 = -1027989.834073 nChanged 16 SP:Iteration 64Q (2191.393922 sec): 3 clusters Score: Raw -1030935.787095 + Penalty 2942.790058 = -1027992.997037 nChanged 21 SP:Iteration 65Q (2191.425701 sec): 3 clusters Score: Raw -1030938.627898 + Penalty 2942.790058 = -1027995.837840 nChanged 9 SP:Iteration 66Q (2191.464251 sec): 3 clusters Score: Raw -1030940.510512 + Penalty 2942.790058 = -1027997.720454 nChanged 13 SP:Iteration 67Q (2191.488764 sec): 3 clusters Score: Raw -1030942.485027 + Penalty 2942.790058 = -1027999.694969 nChanged 12 SP:Iteration 68Q (2191.522685 sec): 3 clusters Score: Raw -1030944.318857 + Penalty 2942.790058 = -1028001.528799 nChanged 16 SP:Iteration 69Q (2191.546981 sec): 3 clusters Score: Raw -1030946.879823 + Penalty 2942.790058 = -1028004.089766 nChanged 13 SP:Iteration 70Q (2191.579678 sec): 3 clusters Score: Raw -1030949.093361 + Penalty 2942.790058 = -1028006.303303 nChanged 12 SP:Iteration 71Q (2191.604242 sec): 3 clusters Score: Raw -1030951.176339 + Penalty 2942.790058 = -1028008.386281 nChanged 18 SP:Iteration 72Q (2191.660389 sec): 3 clusters Score: Raw -1030954.086873 + Penalty 2942.790058 = -1028011.296815 nChanged 19 SP:Iteration 73Q (2191.685205 sec): 3 clusters Score: Raw -1030956.885761 + Penalty 2942.790058 = -1028014.095703 nChanged 22 SP:Iteration 74Q (2191.709555 sec): 3 clusters Score: Raw -1030960.231327 + Penalty 2942.790058 = -1028017.441269 nChanged 13 SP:Iteration 75Q (2191.733711 sec): 3 clusters Score: Raw -1030962.075657 + Penalty 2942.790058 = -1028019.285599 nChanged 16 SP:Iteration 76Q (2191.767606 sec): 3 clusters Score: Raw -1030964.846019 + Penalty 2942.790058 = -1028022.055961 nChanged 12 SP:Iteration 77Q (2191.818035 sec): 3 clusters Score: Raw -1030967.169100 + Penalty 2942.790058 = -1028024.379042 nChanged 19 SP:Iteration 78Q (2191.853844 sec): 3 clusters Score: Raw -1030969.882868 + Penalty 2942.790058 = -1028027.092810 nChanged 11 SP:Iteration 79Q (2191.898248 sec): 3 clusters Score: Raw -1030971.293274 + Penalty 2942.790058 = -1028028.503216 nChanged 11 SP:Iteration 80F (2191.943308 sec): 3 clusters Score: Raw -1030973.083618 + Penalty 2942.790058 = -1028030.293560 nChanged 9 SP:Iteration 81Q (2191.967568 sec): 3 clusters Score: Raw -1030974.903976 + Penalty 2942.790058 = -1028032.113918 nChanged 11 SP:Iteration 82Q (2191.991964 sec): 3 clusters Score: Raw -1030976.987070 + Penalty 2942.790058 = -1028034.197012 nChanged 13 SP:Iteration 83Q (2192.016269 sec): 3 clusters Score: Raw -1030979.882363 + Penalty 2942.790058 = -1028037.092306 nChanged 19 SP:Iteration 84Q (2192.057918 sec): 3 clusters Score: Raw -1030983.132452 + Penalty 2942.790058 = -1028040.342394 nChanged 20 SP:Iteration 85Q (2192.081992 sec): 3 clusters Score: Raw -1030987.529714 + Penalty 2942.790058 = -1028044.739656 nChanged 15 SP:Iteration 86Q (2192.106198 sec): 3 clusters Score: Raw -1030991.461226 + Penalty 2942.790058 = -1028048.671168 nChanged 13 SP:Iteration 87Q (2192.150994 sec): 3 clusters Score: Raw -1030994.565172 + Penalty 2942.790058 = -1028051.775114 nChanged 8 SP:Iteration 88Q (2192.197550 sec): 3 clusters Score: Raw -1030995.447856 + Penalty 2942.790058 = -1028052.657798 nChanged 3 SP:Iteration 89Q (2192.232556 sec): 3 clusters Score: Raw -1030995.977720 + Penalty 2942.790058 = -1028053.187662 nChanged 3 SP:Iteration 90Q (2192.256804 sec): 3 clusters Score: Raw -1030996.522563 + Penalty 2942.790058 = -1028053.732505 nChanged 4 SP:Iteration 91Q (2192.287378 sec): 3 clusters Score: Raw -1030996.969004 + Penalty 2942.790058 = -1028054.178946 nChanged 6 SP:Iteration 92Q (2192.321308 sec): 3 clusters Score: Raw -1030997.892243 + Penalty 2942.790058 = -1028055.102185 nChanged 3 SP:Iteration 93Q (2192.345554 sec): 3 clusters Score: Raw -1030998.201979 + Penalty 2942.790058 = -1028055.411921 nChanged 3 SP:Iteration 94Q (2192.378050 sec): 3 clusters Score: Raw -1030998.477948 + Penalty 2942.790058 = -1028055.687890 nChanged 2 SP:Iteration 95Q (2192.405890 sec): 3 clusters Score: Raw -1030998.648756 + Penalty 2942.790058 = -1028055.858698 nChanged 2 SP:Iteration 96Q (2192.466122 sec): 3 clusters Score: Raw -1030998.834632 + Penalty 2942.790058 = -1028056.044574 nChanged 2 SP:Iteration 97Q (2192.498173 sec): 3 clusters Score: Raw -1030999.036330 + Penalty 2942.790058 = -1028056.246272 nChanged 2 SP:Iteration 98Q (2192.526740 sec): 3 clusters Score: Raw -1030999.422651 + Penalty 2942.790058 = -1028056.632594 nChanged 2 SP:Iteration 99Q (2192.574554 sec): 3 clusters Score: Raw -1030999.624251 + Penalty 2942.790058 = -1028056.834193 nChanged 2 SP:Iteration 100F (2192.641578 sec): 3 clusters Score: Raw -1030999.908970 + Penalty 2942.790058 = -1028057.118912 nChanged 1 SP:Iteration 101Q (2192.682218 sec): 3 clusters Score: Raw -1031000.022863 + Penalty 2942.790058 = -1028057.232805 nChanged 1 SP:Iteration 102Q (2192.713266 sec): 3 clusters Score: Raw -1031000.071216 + Penalty 2942.790058 = -1028057.281158 nChanged 0 SP:Iteration 103F (2192.738835 sec): 3 clusters Score: Raw -1031000.071216 + Penalty 2942.790058 = -1028057.281158 nChanged 0 Trying to split cluster 21 (18025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2192.779323 sec): 2 clusters Score: Raw -2255408.725178 + Penalty 1592.421181 = -2253816.303996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2192.826843 sec): 3 clusters Score: Raw -2244684.955290 + Penalty 3184.842363 = -2241500.112928 nChanged 8060 SP:Iteration 1F (2192.868076 sec): 3 clusters Score: Raw -2249027.159799 + Penalty 3184.842363 = -2245842.317437 nChanged 858 SP:Iteration 2Q (2192.917767 sec): 3 clusters Score: Raw -2249325.070153 + Penalty 3184.842363 = -2246140.227790 nChanged 827 SP:Iteration 3Q (2192.980399 sec): 3 clusters Score: Raw -2249662.710402 + Penalty 3184.842363 = -2246477.868039 nChanged 852 SP:Iteration 4Q (2193.019683 sec): 3 clusters Score: Raw -2250037.463080 + Penalty 3184.842363 = -2246852.620718 nChanged 855 SP:Iteration 5Q (2193.083365 sec): 3 clusters Score: Raw -2250465.189565 + Penalty 3184.842363 = -2247280.347202 nChanged 890 SP:Iteration 6Q (2193.122707 sec): 3 clusters Score: Raw -2250946.018716 + Penalty 3184.842363 = -2247761.176353 nChanged 901 SP:Iteration 7Q (2193.165294 sec): 3 clusters Score: Raw -2251491.530594 + Penalty 3184.842363 = -2248306.688231 nChanged 963 SP:Iteration 8F (2193.205037 sec): 3 clusters Score: Raw -2252138.291368 + Penalty 3184.842363 = -2248953.449005 nChanged 917 SP:Iteration 9F (2193.244049 sec): 3 clusters Score: Raw -2252786.799669 + Penalty 3184.842363 = -2249601.957306 nChanged 859 SP:Iteration 10Q (2193.283092 sec): 3 clusters Score: Raw -2253395.979676 + Penalty 3184.842363 = -2250211.137314 nChanged 711 SP:Iteration 11Q (2193.321927 sec): 3 clusters Score: Raw -2253858.417222 + Penalty 3184.842363 = -2250673.574860 nChanged 545 SP:Iteration 12Q (2193.360030 sec): 3 clusters Score: Raw -2254205.130025 + Penalty 3184.842363 = -2251020.287663 nChanged 412 SP:Iteration 13Q (2193.397553 sec): 3 clusters Score: Raw -2254414.892176 + Penalty 3184.842363 = -2251230.049813 nChanged 334 SP:Iteration 14Q (2193.434514 sec): 3 clusters Score: Raw -2254567.981131 + Penalty 3184.842363 = -2251383.138768 nChanged 285 SP:Iteration 15Q (2193.482719 sec): 3 clusters Score: Raw -2254699.633662 + Penalty 3184.842363 = -2251514.791299 nChanged 238 SP:Iteration 16Q (2193.518797 sec): 3 clusters Score: Raw -2254801.661946 + Penalty 3184.842363 = -2251616.819584 nChanged 214 SP:Iteration 17Q (2193.554873 sec): 3 clusters Score: Raw -2254897.052116 + Penalty 3184.842363 = -2251712.209753 nChanged 219 SP:Iteration 18Q (2193.592941 sec): 3 clusters Score: Raw -2254985.954397 + Penalty 3184.842363 = -2251801.112034 nChanged 185 SP:Iteration 19Q (2193.628836 sec): 3 clusters Score: Raw -2255059.226265 + Penalty 3184.842363 = -2251874.383902 nChanged 164 SP:Iteration 20F (2193.667934 sec): 3 clusters Score: Raw -2255118.826017 + Penalty 3184.842363 = -2251933.983654 nChanged 136 SP:Iteration 21Q (2193.703493 sec): 3 clusters Score: Raw -2255162.113257 + Penalty 3184.842363 = -2251977.270894 nChanged 130 SP:Iteration 22Q (2193.738715 sec): 3 clusters Score: Raw -2255202.931081 + Penalty 3184.842363 = -2252018.088718 nChanged 124 SP:Iteration 23Q (2193.777443 sec): 3 clusters Score: Raw -2255241.428698 + Penalty 3184.842363 = -2252056.586335 nChanged 98 SP:Iteration 24Q (2193.812345 sec): 3 clusters Score: Raw -2255269.137558 + Penalty 3184.842363 = -2252084.295195 nChanged 82 SP:Iteration 25Q (2193.847412 sec): 3 clusters Score: Raw -2255289.918721 + Penalty 3184.842363 = -2252105.076358 nChanged 71 SP:Iteration 26Q (2193.882046 sec): 3 clusters Score: Raw -2255307.040924 + Penalty 3184.842363 = -2252122.198561 nChanged 71 SP:Iteration 27Q (2193.917213 sec): 3 clusters Score: Raw -2255325.391338 + Penalty 3184.842363 = -2252140.548975 nChanged 69 SP:Iteration 28Q (2193.954141 sec): 3 clusters Score: Raw -2255344.857391 + Penalty 3184.842363 = -2252160.015029 nChanged 69 SP:Iteration 29Q (2193.988795 sec): 3 clusters Score: Raw -2255366.589994 + Penalty 3184.842363 = -2252181.747631 nChanged 55 SP:Iteration 30Q (2194.023453 sec): 3 clusters Score: Raw -2255378.396508 + Penalty 3184.842363 = -2252193.554145 nChanged 51 SP:Iteration 31Q (2194.057953 sec): 3 clusters Score: Raw -2255389.996331 + Penalty 3184.842363 = -2252205.153968 nChanged 50 SP:Iteration 32Q (2194.092493 sec): 3 clusters Score: Raw -2255400.459484 + Penalty 3184.842363 = -2252215.617121 nChanged 44 SP:Iteration 33Q (2194.136497 sec): 3 clusters Score: Raw -2255410.776258 + Penalty 3184.842363 = -2252225.933896 nChanged 39 SP:Iteration 34Q (2194.170906 sec): 3 clusters Score: Raw -2255420.467397 + Penalty 3184.842363 = -2252235.625034 nChanged 40 SP:Iteration 35Q (2194.205290 sec): 3 clusters Score: Raw -2255430.525589 + Penalty 3184.842363 = -2252245.683226 nChanged 40 SP:Iteration 36Q (2194.242288 sec): 3 clusters Score: Raw -2255442.138862 + Penalty 3184.842363 = -2252257.296499 nChanged 44 SP:Iteration 37Q (2194.276483 sec): 3 clusters Score: Raw -2255453.153168 + Penalty 3184.842363 = -2252268.310806 nChanged 32 SP:Iteration 38Q (2194.317728 sec): 3 clusters Score: Raw -2255461.401135 + Penalty 3184.842363 = -2252276.558772 nChanged 32 SP:Iteration 39Q (2194.351702 sec): 3 clusters Score: Raw -2255471.578864 + Penalty 3184.842363 = -2252286.736501 nChanged 42 SP:Iteration 40F (2194.391408 sec): 3 clusters Score: Raw -2255482.435821 + Penalty 3184.842363 = -2252297.593458 nChanged 38 SP:Iteration 41Q (2194.448674 sec): 3 clusters Score: Raw -2255491.407824 + Penalty 3184.842363 = -2252306.565461 nChanged 29 SP:Iteration 42Q (2194.505774 sec): 3 clusters Score: Raw -2255497.701457 + Penalty 3184.842363 = -2252312.859094 nChanged 26 SP:Iteration 43Q (2194.540820 sec): 3 clusters Score: Raw -2255503.067176 + Penalty 3184.842363 = -2252318.224814 nChanged 22 SP:Iteration 44Q (2194.574875 sec): 3 clusters Score: Raw -2255509.244883 + Penalty 3184.842363 = -2252324.402521 nChanged 28 SP:Iteration 45Q (2194.616054 sec): 3 clusters Score: Raw -2255514.848526 + Penalty 3184.842363 = -2252330.006163 nChanged 31 SP:Iteration 46Q (2194.647170 sec): 3 clusters Score: Raw -2255522.159479 + Penalty 3184.842363 = -2252337.317116 nChanged 36 SP:Iteration 47Q (2194.681128 sec): 3 clusters Score: Raw -2255533.194979 + Penalty 3184.842363 = -2252348.352617 nChanged 34 SP:Iteration 48Q (2194.715033 sec): 3 clusters Score: Raw -2255543.016582 + Penalty 3184.842363 = -2252358.174220 nChanged 28 SP:Iteration 49Q (2194.749096 sec): 3 clusters Score: Raw -2255548.826925 + Penalty 3184.842363 = -2252363.984562 nChanged 22 SP:Iteration 50Q (2194.782973 sec): 3 clusters Score: Raw -2255554.122393 + Penalty 3184.842363 = -2252369.280031 nChanged 24 SP:Iteration 51Q (2194.816762 sec): 3 clusters Score: Raw -2255560.341988 + Penalty 3184.842363 = -2252375.499625 nChanged 28 SP:Iteration 52Q (2194.857676 sec): 3 clusters Score: Raw -2255569.914976 + Penalty 3184.842363 = -2252385.072613 nChanged 27 SP:Iteration 53Q (2194.891487 sec): 3 clusters Score: Raw -2255576.654409 + Penalty 3184.842363 = -2252391.812046 nChanged 20 SP:Iteration 54Q (2194.925402 sec): 3 clusters Score: Raw -2255581.272992 + Penalty 3184.842363 = -2252396.430629 nChanged 12 SP:Iteration 55Q (2194.959112 sec): 3 clusters Score: Raw -2255583.102352 + Penalty 3184.842363 = -2252398.259989 nChanged 10 SP:Iteration 56Q (2194.996034 sec): 3 clusters Score: Raw -2255584.678033 + Penalty 3184.842363 = -2252399.835670 nChanged 12 SP:Iteration 57Q (2195.029844 sec): 3 clusters Score: Raw -2255587.658779 + Penalty 3184.842363 = -2252402.816417 nChanged 16 SP:Iteration 58Q (2195.063475 sec): 3 clusters Score: Raw -2255590.716649 + Penalty 3184.842363 = -2252405.874286 nChanged 13 SP:Iteration 59Q (2195.097549 sec): 3 clusters Score: Raw -2255593.648447 + Penalty 3184.842363 = -2252408.806084 nChanged 10 SP:Iteration 60F (2195.136478 sec): 3 clusters Score: Raw -2255594.700537 + Penalty 3184.842363 = -2252409.858174 nChanged 5 SP:Iteration 61Q (2195.170386 sec): 3 clusters Score: Raw -2255595.734210 + Penalty 3184.842363 = -2252410.891848 nChanged 6 SP:Iteration 62Q (2195.203943 sec): 3 clusters Score: Raw -2255596.743917 + Penalty 3184.842363 = -2252411.901554 nChanged 5 SP:Iteration 63Q (2195.260707 sec): 3 clusters Score: Raw -2255597.575238 + Penalty 3184.842363 = -2252412.732875 nChanged 4 SP:Iteration 64Q (2195.296341 sec): 3 clusters Score: Raw -2255598.559574 + Penalty 3184.842363 = -2252413.717211 nChanged 5 SP:Iteration 65Q (2195.335010 sec): 3 clusters Score: Raw -2255600.293499 + Penalty 3184.842363 = -2252415.451136 nChanged 8 SP:Iteration 66Q (2195.368435 sec): 3 clusters Score: Raw -2255601.907860 + Penalty 3184.842363 = -2252417.065497 nChanged 5 SP:Iteration 67Q (2195.402064 sec): 3 clusters Score: Raw -2255602.861704 + Penalty 3184.842363 = -2252418.019341 nChanged 3 SP:Iteration 68Q (2195.435672 sec): 3 clusters Score: Raw -2255603.162884 + Penalty 3184.842363 = -2252418.320522 nChanged 2 SP:Iteration 69Q (2195.472987 sec): 3 clusters Score: Raw -2255603.322589 + Penalty 3184.842363 = -2252418.480226 nChanged 1 SP:Iteration 70Q (2195.506630 sec): 3 clusters Score: Raw -2255603.612109 + Penalty 3184.842363 = -2252418.769746 nChanged 0 SP:Iteration 71F (2195.545593 sec): 3 clusters Score: Raw -2255603.612109 + Penalty 3184.842363 = -2252418.769746 nChanged 0 Trying to split cluster 22 (15643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2195.573891 sec): 2 clusters Score: Raw -1958369.420184 + Penalty 1569.389057 = -1956800.031127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2195.611235 sec): 3 clusters Score: Raw -1949264.627726 + Penalty 3138.778114 = -1946125.849612 nChanged 6921 SP:Iteration 1F (2195.646702 sec): 3 clusters Score: Raw -1953069.468456 + Penalty 3138.778114 = -1949930.690342 nChanged 891 SP:Iteration 2F (2195.687154 sec): 3 clusters Score: Raw -1953481.588613 + Penalty 3138.778114 = -1950342.810499 nChanged 843 SP:Iteration 3F (2195.722243 sec): 3 clusters Score: Raw -1953876.375873 + Penalty 3138.778114 = -1950737.597759 nChanged 803 SP:Iteration 4F (2195.758040 sec): 3 clusters Score: Raw -1954280.958221 + Penalty 3138.778114 = -1951142.180108 nChanged 797 SP:Iteration 5F (2195.793645 sec): 3 clusters Score: Raw -1954721.265470 + Penalty 3138.778114 = -1951582.487356 nChanged 792 SP:Iteration 6F (2195.829232 sec): 3 clusters Score: Raw -1955201.658649 + Penalty 3138.778114 = -1952062.880535 nChanged 776 SP:Iteration 7Q (2195.865664 sec): 3 clusters Score: Raw -1955718.947513 + Penalty 3138.778114 = -1952580.169400 nChanged 768 SP:Iteration 8Q (2195.901774 sec): 3 clusters Score: Raw -1956276.856929 + Penalty 3138.778114 = -1953138.078816 nChanged 723 SP:Iteration 9Q (2195.964967 sec): 3 clusters Score: Raw -1956821.831249 + Penalty 3138.778114 = -1953683.053136 nChanged 589 SP:Iteration 10Q (2196.005019 sec): 3 clusters Score: Raw -1957258.324717 + Penalty 3138.778114 = -1954119.546604 nChanged 472 SP:Iteration 11Q (2196.039857 sec): 3 clusters Score: Raw -1957545.840915 + Penalty 3138.778114 = -1954407.062801 nChanged 340 SP:Iteration 12Q (2196.074075 sec): 3 clusters Score: Raw -1957741.036935 + Penalty 3138.778114 = -1954602.258821 nChanged 258 SP:Iteration 13Q (2196.108231 sec): 3 clusters Score: Raw -1957862.713755 + Penalty 3138.778114 = -1954723.935641 nChanged 195 SP:Iteration 14Q (2196.144700 sec): 3 clusters Score: Raw -1957939.137254 + Penalty 3138.778114 = -1954800.359140 nChanged 161 SP:Iteration 15Q (2196.177680 sec): 3 clusters Score: Raw -1958003.475587 + Penalty 3138.778114 = -1954864.697474 nChanged 161 SP:Iteration 16Q (2196.210698 sec): 3 clusters Score: Raw -1958065.160791 + Penalty 3138.778114 = -1954926.382677 nChanged 147 SP:Iteration 17Q (2196.243739 sec): 3 clusters Score: Raw -1958120.372849 + Penalty 3138.778114 = -1954981.594735 nChanged 122 SP:Iteration 18Q (2196.276537 sec): 3 clusters Score: Raw -1958158.791543 + Penalty 3138.778114 = -1955020.013430 nChanged 108 SP:Iteration 19Q (2196.309102 sec): 3 clusters Score: Raw -1958193.538569 + Penalty 3138.778114 = -1955054.760455 nChanged 104 SP:Iteration 20F (2196.345232 sec): 3 clusters Score: Raw -1958228.905140 + Penalty 3138.778114 = -1955090.127026 nChanged 106 SP:Iteration 21Q (2196.377664 sec): 3 clusters Score: Raw -1958266.196382 + Penalty 3138.778114 = -1955127.418268 nChanged 120 SP:Iteration 22Q (2196.409988 sec): 3 clusters Score: Raw -1958315.741413 + Penalty 3138.778114 = -1955176.963299 nChanged 112 SP:Iteration 23Q (2196.442210 sec): 3 clusters Score: Raw -1958355.597595 + Penalty 3138.778114 = -1955216.819481 nChanged 77 SP:Iteration 24Q (2196.474380 sec): 3 clusters Score: Raw -1958379.844907 + Penalty 3138.778114 = -1955241.066794 nChanged 73 SP:Iteration 25Q (2196.506569 sec): 3 clusters Score: Raw -1958400.744705 + Penalty 3138.778114 = -1955261.966591 nChanged 62 SP:Iteration 26Q (2196.541713 sec): 3 clusters Score: Raw -1958418.941232 + Penalty 3138.778114 = -1955280.163118 nChanged 48 SP:Iteration 27Q (2196.597007 sec): 3 clusters Score: Raw -1958431.474989 + Penalty 3138.778114 = -1955292.696875 nChanged 52 SP:Iteration 28Q (2196.632795 sec): 3 clusters Score: Raw -1958448.150421 + Penalty 3138.778114 = -1955309.372308 nChanged 55 SP:Iteration 29Q (2196.664533 sec): 3 clusters Score: Raw -1958463.054776 + Penalty 3138.778114 = -1955324.276662 nChanged 57 SP:Iteration 30Q (2196.696479 sec): 3 clusters Score: Raw -1958482.349046 + Penalty 3138.778114 = -1955343.570933 nChanged 63 SP:Iteration 31Q (2196.761652 sec): 3 clusters Score: Raw -1958504.962038 + Penalty 3138.778114 = -1955366.183924 nChanged 61 SP:Iteration 32Q (2196.825893 sec): 3 clusters Score: Raw -1958521.463221 + Penalty 3138.778114 = -1955382.685107 nChanged 42 SP:Iteration 33Q (2196.889791 sec): 3 clusters Score: Raw -1958532.899270 + Penalty 3138.778114 = -1955394.121156 nChanged 30 SP:Iteration 34Q (2196.921937 sec): 3 clusters Score: Raw -1958541.872961 + Penalty 3138.778114 = -1955403.094847 nChanged 30 SP:Iteration 35Q (2196.959182 sec): 3 clusters Score: Raw -1958550.310812 + Penalty 3138.778114 = -1955411.532698 nChanged 27 SP:Iteration 36Q (2196.994399 sec): 3 clusters Score: Raw -1958555.646168 + Penalty 3138.778114 = -1955416.868054 nChanged 26 SP:Iteration 37Q (2197.025881 sec): 3 clusters Score: Raw -1958560.645433 + Penalty 3138.778114 = -1955421.867319 nChanged 16 SP:Iteration 38Q (2197.057003 sec): 3 clusters Score: Raw -1958562.621558 + Penalty 3138.778114 = -1955423.843444 nChanged 10 SP:Iteration 39Q (2197.087494 sec): 3 clusters Score: Raw -1958564.061385 + Penalty 3138.778114 = -1955425.283271 nChanged 14 SP:Iteration 40F (2197.123782 sec): 3 clusters Score: Raw -1958566.525040 + Penalty 3138.778114 = -1955427.746927 nChanged 17 SP:Iteration 41Q (2197.176957 sec): 3 clusters Score: Raw -1958569.737173 + Penalty 3138.778114 = -1955430.959060 nChanged 16 SP:Iteration 42Q (2197.218652 sec): 3 clusters Score: Raw -1958572.323557 + Penalty 3138.778114 = -1955433.545443 nChanged 11 SP:Iteration 43Q (2197.249712 sec): 3 clusters Score: Raw -1958574.080718 + Penalty 3138.778114 = -1955435.302604 nChanged 13 SP:Iteration 44Q (2197.285354 sec): 3 clusters Score: Raw -1958576.067253 + Penalty 3138.778114 = -1955437.289139 nChanged 14 SP:Iteration 45Q (2197.316656 sec): 3 clusters Score: Raw -1958578.862787 + Penalty 3138.778114 = -1955440.084673 nChanged 12 SP:Iteration 46Q (2197.347888 sec): 3 clusters Score: Raw -1958581.534868 + Penalty 3138.778114 = -1955442.756754 nChanged 14 SP:Iteration 47Q (2197.378996 sec): 3 clusters Score: Raw -1958584.662842 + Penalty 3138.778114 = -1955445.884728 nChanged 16 SP:Iteration 48Q (2197.410757 sec): 3 clusters Score: Raw -1958587.802950 + Penalty 3138.778114 = -1955449.024837 nChanged 10 SP:Iteration 49Q (2197.442076 sec): 3 clusters Score: Raw -1958589.082489 + Penalty 3138.778114 = -1955450.304375 nChanged 8 SP:Iteration 50Q (2197.473331 sec): 3 clusters Score: Raw -1958590.371352 + Penalty 3138.778114 = -1955451.593238 nChanged 6 SP:Iteration 51Q (2197.504429 sec): 3 clusters Score: Raw -1958591.446606 + Penalty 3138.778114 = -1955452.668492 nChanged 10 SP:Iteration 52Q (2197.535684 sec): 3 clusters Score: Raw -1958592.892627 + Penalty 3138.778114 = -1955454.114513 nChanged 8 SP:Iteration 53Q (2197.566901 sec): 3 clusters Score: Raw -1958594.191965 + Penalty 3138.778114 = -1955455.413851 nChanged 10 SP:Iteration 54Q (2197.600257 sec): 3 clusters Score: Raw -1958596.582156 + Penalty 3138.778114 = -1955457.804042 nChanged 10 SP:Iteration 55Q (2197.639172 sec): 3 clusters Score: Raw -1958598.665445 + Penalty 3138.778114 = -1955459.887332 nChanged 5 SP:Iteration 56Q (2197.679780 sec): 3 clusters Score: Raw -1958599.142840 + Penalty 3138.778114 = -1955460.364726 nChanged 5 SP:Iteration 57Q (2197.712009 sec): 3 clusters Score: Raw -1958599.903644 + Penalty 3138.778114 = -1955461.125530 nChanged 3 SP:Iteration 58Q (2197.777790 sec): 3 clusters Score: Raw -1958600.436586 + Penalty 3138.778114 = -1955461.658472 nChanged 2 SP:Iteration 59Q (2197.812011 sec): 3 clusters Score: Raw -1958600.784386 + Penalty 3138.778114 = -1955462.006272 nChanged 1 SP:Iteration 60F (2197.856129 sec): 3 clusters Score: Raw -1958600.912073 + Penalty 3138.778114 = -1955462.133959 nChanged 1 SP:Iteration 61Q (2197.887476 sec): 3 clusters Score: Raw -1958601.183106 + Penalty 3138.778114 = -1955462.404992 nChanged 0 SP:Iteration 62F (2197.932118 sec): 3 clusters Score: Raw -1958601.183106 + Penalty 3138.778114 = -1955462.404992 nChanged 0 Trying to split cluster 23 (20370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2197.966324 sec): 2 clusters Score: Raw -2547653.087249 + Penalty 1612.295508 = -2546040.791742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2198.011464 sec): 3 clusters Score: Raw -2535483.453508 + Penalty 3224.591015 = -2532258.862492 nChanged 9159 SP:Iteration 1F (2198.054776 sec): 3 clusters Score: Raw -2540478.368581 + Penalty 3224.591015 = -2537253.777565 nChanged 1085 SP:Iteration 2F (2198.098338 sec): 3 clusters Score: Raw -2540934.250685 + Penalty 3224.591015 = -2537709.659669 nChanged 1004 SP:Iteration 3Q (2198.144052 sec): 3 clusters Score: Raw -2541406.666573 + Penalty 3224.591015 = -2538182.075557 nChanged 1070 SP:Iteration 4F (2198.186963 sec): 3 clusters Score: Raw -2541940.543971 + Penalty 3224.591015 = -2538715.952956 nChanged 1098 SP:Iteration 5F (2198.231435 sec): 3 clusters Score: Raw -2542485.138396 + Penalty 3224.591015 = -2539260.547381 nChanged 1098 SP:Iteration 6F (2198.274541 sec): 3 clusters Score: Raw -2543053.333898 + Penalty 3224.591015 = -2539828.742883 nChanged 1057 SP:Iteration 7F (2198.317348 sec): 3 clusters Score: Raw -2543605.466273 + Penalty 3224.591015 = -2540380.875257 nChanged 998 SP:Iteration 8Q (2198.360456 sec): 3 clusters Score: Raw -2544228.466801 + Penalty 3224.591015 = -2541003.875786 nChanged 969 SP:Iteration 9Q (2198.414145 sec): 3 clusters Score: Raw -2544960.038180 + Penalty 3224.591015 = -2541735.447164 nChanged 861 SP:Iteration 10Q (2198.456311 sec): 3 clusters Score: Raw -2545663.475801 + Penalty 3224.591015 = -2542438.884785 nChanged 738 SP:Iteration 11Q (2198.505854 sec): 3 clusters Score: Raw -2546183.381908 + Penalty 3224.591015 = -2542958.790892 nChanged 568 SP:Iteration 12Q (2198.567642 sec): 3 clusters Score: Raw -2546452.470504 + Penalty 3224.591015 = -2543227.879489 nChanged 360 SP:Iteration 13Q (2198.608982 sec): 3 clusters Score: Raw -2546603.000315 + Penalty 3224.591015 = -2543378.409299 nChanged 289 SP:Iteration 14Q (2198.654911 sec): 3 clusters Score: Raw -2546713.887667 + Penalty 3224.591015 = -2543489.296651 nChanged 255 SP:Iteration 15Q (2198.694755 sec): 3 clusters Score: Raw -2546804.998910 + Penalty 3224.591015 = -2543580.407895 nChanged 227 SP:Iteration 16Q (2198.748860 sec): 3 clusters Score: Raw -2546876.653865 + Penalty 3224.591015 = -2543652.062850 nChanged 202 SP:Iteration 17Q (2198.794646 sec): 3 clusters Score: Raw -2546932.919841 + Penalty 3224.591015 = -2543708.328826 nChanged 188 SP:Iteration 18Q (2198.855270 sec): 3 clusters Score: Raw -2546987.294415 + Penalty 3224.591015 = -2543762.703400 nChanged 179 SP:Iteration 19Q (2198.902109 sec): 3 clusters Score: Raw -2547034.322968 + Penalty 3224.591015 = -2543809.731953 nChanged 176 SP:Iteration 20F (2198.944980 sec): 3 clusters Score: Raw -2547085.976876 + Penalty 3224.591015 = -2543861.385861 nChanged 189 SP:Iteration 21Q (2198.984434 sec): 3 clusters Score: Raw -2547143.621689 + Penalty 3224.591015 = -2543919.030673 nChanged 184 SP:Iteration 22Q (2199.035721 sec): 3 clusters Score: Raw -2547201.951405 + Penalty 3224.591015 = -2543977.360389 nChanged 169 SP:Iteration 23Q (2199.074657 sec): 3 clusters Score: Raw -2547256.196728 + Penalty 3224.591015 = -2544031.605713 nChanged 173 SP:Iteration 24Q (2199.116704 sec): 3 clusters Score: Raw -2547310.763837 + Penalty 3224.591015 = -2544086.172822 nChanged 161 SP:Iteration 25Q (2199.155496 sec): 3 clusters Score: Raw -2547358.474238 + Penalty 3224.591015 = -2544133.883222 nChanged 152 SP:Iteration 26Q (2199.194298 sec): 3 clusters Score: Raw -2547399.198265 + Penalty 3224.591015 = -2544174.607249 nChanged 121 SP:Iteration 27Q (2199.241856 sec): 3 clusters Score: Raw -2547429.077449 + Penalty 3224.591015 = -2544204.486434 nChanged 101 SP:Iteration 28Q (2199.279603 sec): 3 clusters Score: Raw -2547452.732107 + Penalty 3224.591015 = -2544228.141091 nChanged 98 SP:Iteration 29Q (2199.318008 sec): 3 clusters Score: Raw -2547475.482103 + Penalty 3224.591015 = -2544250.891087 nChanged 108 SP:Iteration 30Q (2199.356185 sec): 3 clusters Score: Raw -2547502.721453 + Penalty 3224.591015 = -2544278.130437 nChanged 95 SP:Iteration 31Q (2199.394207 sec): 3 clusters Score: Raw -2547525.476871 + Penalty 3224.591015 = -2544300.885855 nChanged 107 SP:Iteration 32Q (2199.463989 sec): 3 clusters Score: Raw -2547557.270626 + Penalty 3224.591015 = -2544332.679610 nChanged 98 SP:Iteration 33Q (2199.509448 sec): 3 clusters Score: Raw -2547584.693282 + Penalty 3224.591015 = -2544360.102266 nChanged 104 SP:Iteration 34Q (2199.546586 sec): 3 clusters Score: Raw -2547613.263614 + Penalty 3224.591015 = -2544388.672598 nChanged 103 SP:Iteration 35Q (2199.593670 sec): 3 clusters Score: Raw -2547643.128636 + Penalty 3224.591015 = -2544418.537621 nChanged 88 SP:Iteration 36Q (2199.647806 sec): 3 clusters Score: Raw -2547667.436902 + Penalty 3224.591015 = -2544442.845887 nChanged 78 SP:Iteration 37Q (2199.689623 sec): 3 clusters Score: Raw -2547686.105903 + Penalty 3224.591015 = -2544461.514887 nChanged 67 SP:Iteration 38Q (2199.726925 sec): 3 clusters Score: Raw -2547701.852742 + Penalty 3224.591015 = -2544477.261727 nChanged 65 SP:Iteration 39Q (2199.764023 sec): 3 clusters Score: Raw -2547719.555903 + Penalty 3224.591015 = -2544494.964888 nChanged 50 SP:Iteration 40F (2199.806527 sec): 3 clusters Score: Raw -2547732.247319 + Penalty 3224.591015 = -2544507.656303 nChanged 48 SP:Iteration 41Q (2199.843949 sec): 3 clusters Score: Raw -2547742.992251 + Penalty 3224.591015 = -2544518.401236 nChanged 43 SP:Iteration 42Q (2199.881831 sec): 3 clusters Score: Raw -2547752.713992 + Penalty 3224.591015 = -2544528.122976 nChanged 39 SP:Iteration 43Q (2199.926646 sec): 3 clusters Score: Raw -2547761.211735 + Penalty 3224.591015 = -2544536.620719 nChanged 35 SP:Iteration 44Q (2199.969178 sec): 3 clusters Score: Raw -2547768.073102 + Penalty 3224.591015 = -2544543.482086 nChanged 35 SP:Iteration 45Q (2200.033604 sec): 3 clusters Score: Raw -2547775.392094 + Penalty 3224.591015 = -2544550.801079 nChanged 41 SP:Iteration 46Q (2200.075954 sec): 3 clusters Score: Raw -2547785.179040 + Penalty 3224.591015 = -2544560.588025 nChanged 41 SP:Iteration 47Q (2200.112730 sec): 3 clusters Score: Raw -2547794.678242 + Penalty 3224.591015 = -2544570.087227 nChanged 44 SP:Iteration 48Q (2200.150316 sec): 3 clusters Score: Raw -2547806.250892 + Penalty 3224.591015 = -2544581.659877 nChanged 44 SP:Iteration 49Q (2200.186635 sec): 3 clusters Score: Raw -2547818.177103 + Penalty 3224.591015 = -2544593.586088 nChanged 49 SP:Iteration 50Q (2200.223472 sec): 3 clusters Score: Raw -2547829.902341 + Penalty 3224.591015 = -2544605.311325 nChanged 34 SP:Iteration 51Q (2200.260453 sec): 3 clusters Score: Raw -2547837.658799 + Penalty 3224.591015 = -2544613.067783 nChanged 36 SP:Iteration 52Q (2200.303076 sec): 3 clusters Score: Raw -2547849.990309 + Penalty 3224.591015 = -2544625.399293 nChanged 50 SP:Iteration 53Q (2200.340113 sec): 3 clusters Score: Raw -2547864.658191 + Penalty 3224.591015 = -2544640.067175 nChanged 41 SP:Iteration 54Q (2200.409560 sec): 3 clusters Score: Raw -2547875.006719 + Penalty 3224.591015 = -2544650.415703 nChanged 30 SP:Iteration 55Q (2200.445883 sec): 3 clusters Score: Raw -2547883.744460 + Penalty 3224.591015 = -2544659.153444 nChanged 23 SP:Iteration 56Q (2200.482326 sec): 3 clusters Score: Raw -2547889.410715 + Penalty 3224.591015 = -2544664.819700 nChanged 18 SP:Iteration 57Q (2200.543868 sec): 3 clusters Score: Raw -2547893.846589 + Penalty 3224.591015 = -2544669.255573 nChanged 23 SP:Iteration 58Q (2200.580048 sec): 3 clusters Score: Raw -2547900.388257 + Penalty 3224.591015 = -2544675.797242 nChanged 28 SP:Iteration 59Q (2200.616419 sec): 3 clusters Score: Raw -2547906.431075 + Penalty 3224.591015 = -2544681.840059 nChanged 27 SP:Iteration 60F (2200.659220 sec): 3 clusters Score: Raw -2547913.871777 + Penalty 3224.591015 = -2544689.280762 nChanged 29 SP:Iteration 61Q (2200.697754 sec): 3 clusters Score: Raw -2547922.813013 + Penalty 3224.591015 = -2544698.221998 nChanged 33 SP:Iteration 62Q (2200.734367 sec): 3 clusters Score: Raw -2547932.188284 + Penalty 3224.591015 = -2544707.597268 nChanged 28 SP:Iteration 63Q (2200.771126 sec): 3 clusters Score: Raw -2547939.506045 + Penalty 3224.591015 = -2544714.915030 nChanged 28 SP:Iteration 64Q (2200.807862 sec): 3 clusters Score: Raw -2547947.054285 + Penalty 3224.591015 = -2544722.463269 nChanged 17 SP:Iteration 65Q (2200.844237 sec): 3 clusters Score: Raw -2547951.556301 + Penalty 3224.591015 = -2544726.965286 nChanged 10 SP:Iteration 66Q (2200.891804 sec): 3 clusters Score: Raw -2547953.826643 + Penalty 3224.591015 = -2544729.235627 nChanged 12 SP:Iteration 67Q (2200.928797 sec): 3 clusters Score: Raw -2547956.029418 + Penalty 3224.591015 = -2544731.438402 nChanged 5 SP:Iteration 68Q (2200.965771 sec): 3 clusters Score: Raw -2547957.070785 + Penalty 3224.591015 = -2544732.479770 nChanged 1 SP:Iteration 69Q (2201.002121 sec): 3 clusters Score: Raw -2547957.174123 + Penalty 3224.591015 = -2544732.583107 nChanged 0 SP:Iteration 70F (2201.046706 sec): 3 clusters Score: Raw -2547957.174123 + Penalty 3224.591015 = -2544732.583107 nChanged 0 Time taken for this iteration:965.422549 seconds. 21->24 Clusters: Score -39090638.607987, best is -39087988.962913 THE BEST YET! Main iterations: 565 (time per iteration =948.326162 ms) Total iterations: 18813 (time per iteration =28.480534 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 336222889920.000000 (time per metric unit =1.593598ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 8069349358080.000000 (time per metric unit=66.399936ps) That took 535.804282 seconds.