FileBase Mouse24-131216--5-7-10-11--12.23.2013-11.12 ElecNo 6 MinClusters 3 MaxClusters 4 MaxPossibleClusters 100 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 16777217 UseFloatMasks 0 help 0 help 0 Loaded 250993 data points of dimension 24. Starting from 3 clusters... --- Clustering full data set of 250993 points --- Assigned 3 initial classes randomly. ConsiderDeletion: ComputeScore: Raw -9990202.667500 + Penalty 4040.783607 = -9986161.883893Iteration 0F: 3 clusters Score -9986162 nChanged 122112 ConsiderDeletion: ComputeScore: Raw -10074502.931287 + Penalty 4040.783607 = -10070462.147680Iteration 1F: 3 clusters Score -1.007046e+07 nChanged 17885 ConsiderDeletion: ComputeScore: Raw -10106559.196826 + Penalty 4040.783607 = -10102518.413219Iteration 2F: 3 clusters Score -1.010252e+07 nChanged 31437 ConsiderDeletion: ComputeScore: Raw -10164410.229275 + Penalty 4040.783607 = -10160369.445668Iteration 3F: 3 clusters Score -1.016037e+07 nChanged 39055 ConsiderDeletion: ComputeScore: Raw -10229188.622233 + Penalty 4040.783607 = -10225147.838626Iteration 4F: 3 clusters Score -1.022515e+07 nChanged 27220 ConsiderDeletion: ComputeScore: Raw -10261697.461408 + Penalty 4040.783607 = -10257656.677801Iteration 5F: 3 clusters Score -1.025766e+07 nChanged 14405 ConsiderDeletion: ComputeScore: Raw -10276879.068325 + Penalty 4040.783607 = -10272838.284718Iteration 6F: 3 clusters Score -1.027284e+07 nChanged 9414 ConsiderDeletion: ComputeScore: Raw -10293674.973018 + Penalty 4040.783607 = -10289634.189411Iteration 7Q: 3 clusters Score -1.028963e+07 nChanged 8146 ConsiderDeletion: ComputeScore: Raw -10311055.806730 + Penalty 4040.783607 = -10307015.023123Iteration 8Q: 3 clusters Score -1.030702e+07 nChanged 6415 ConsiderDeletion: ComputeScore: Raw -10318668.139954 + Penalty 4040.783607 = -10314627.356347Iteration 9Q: 3 clusters Score -1.031463e+07 nChanged 4008 ConsiderDeletion: ComputeScore: Raw -10320923.144991 + Penalty 4040.783607 = -10316882.361384Iteration 10Q: 3 clusters Score -1.031688e+07 nChanged 2338 ConsiderDeletion: ComputeScore: Raw -10321584.808675 + Penalty 4040.783607 = -10317544.025068Iteration 11Q: 3 clusters Score -1.031754e+07 nChanged 1381 ConsiderDeletion: ComputeScore: Raw -10321795.333927 + Penalty 4040.783607 = -10317754.550320Iteration 12Q: 3 clusters Score -1.031775e+07 nChanged 795 ConsiderDeletion: ComputeScore: Raw -10321863.417452 + Penalty 4040.783607 = -10317822.633845Iteration 13Q: 3 clusters Score -1.031782e+07 nChanged 447 ConsiderDeletion: ComputeScore: Raw -10321886.349123 + Penalty 4040.783607 = -10317845.565516Iteration 14Q: 3 clusters Score -1.031785e+07 nChanged 273 ConsiderDeletion: ComputeScore: Raw -10321895.289604 + Penalty 4040.783607 = -10317854.505997Iteration 15Q: 3 clusters Score -1.031785e+07 nChanged 184 ConsiderDeletion: ComputeScore: Raw -10321900.000498 + Penalty 4040.783607 = -10317859.216891Iteration 16Q: 3 clusters Score -1.031786e+07 nChanged 115 ConsiderDeletion: ComputeScore: Raw -10321901.879573 + Penalty 4040.783607 = -10317861.095966Iteration 17Q: 3 clusters Score -1.031786e+07 nChanged 86 ConsiderDeletion: ComputeScore: Raw -10321903.091519 + Penalty 4040.783607 = -10317862.307912Iteration 18Q: 3 clusters Score -1.031786e+07 nChanged 58 ConsiderDeletion: ComputeScore: Raw -10321903.567425 + Penalty 4040.783607 = -10317862.783818Iteration 19Q: 3 clusters Score -1.031786e+07 nChanged 34 ConsiderDeletion: ComputeScore: Raw -10321903.973365 + Penalty 4040.783607 = -10317863.189758Iteration 20F: 3 clusters Score -1.031786e+07 nChanged 23 ConsiderDeletion: ComputeScore: Raw -10321904.267366 + Penalty 4040.783607 = -10317863.483759Iteration 21Q: 3 clusters Score -1.031786e+07 nChanged 23 ConsiderDeletion: ComputeScore: Raw -10321904.385539 + Penalty 4040.783607 = -10317863.601932Iteration 22Q: 3 clusters Score -1.031786e+07 nChanged 18 ConsiderDeletion: ComputeScore: Raw -10321904.551064 + Penalty 4040.783607 = -10317863.767457Iteration 23Q: 3 clusters Score -1.031786e+07 nChanged 21 ConsiderDeletion: ComputeScore: Raw -10321904.836624 + Penalty 4040.783607 = -10317864.053017Iteration 24Q: 3 clusters Score -1.031786e+07 nChanged 12 ConsiderDeletion: ComputeScore: Raw -10321904.974546 + Penalty 4040.783607 = -10317864.190939Iteration 25Q: 3 clusters Score -1.031786e+07 nChanged 14 ConsiderDeletion: ComputeScore: Raw -10321905.033059 + Penalty 4040.783607 = -10317864.249452Iteration 26Q: 3 clusters Score -1.031786e+07 nChanged 5 ConsiderDeletion: ComputeScore: Raw -10321904.974165 + Penalty 4040.783607 = -10317864.190558Iteration 27Q: 3 clusters Score -1.031786e+07 nChanged 0 ConsiderDeletion: ComputeScore: Raw -10321904.974165 + Penalty 4040.783607 = -10317864.190558Iteration 28F: 3 clusters Score -1.031786e+07 nChanged 0 ComputeScore: Raw -10321904.974165 + Penalty 4040.783607 = -10317864.190558Trying to split cluster 1 (62788 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2292603.915156 + Penalty 1795.221878 = -2290808.693278 Iteration 0F: 2 clusters Score -2290809 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2252629.206853 + Penalty 3590.443757 = -2249038.763096 Iteration 0F: 3 clusters Score -2249039 nChanged 29575 ComputeScore: Raw -2272182.199677 + Penalty 3590.443757 = -2268591.755920 Iteration 1F: 3 clusters Score -2268592 nChanged 5137 ComputeScore: Raw -2277355.402333 + Penalty 3590.443757 = -2273764.958576 Iteration 2F: 3 clusters Score -2273765 nChanged 5996 ComputeScore: Raw -2283626.389087 + Penalty 3590.443757 = -2280035.945330 Iteration 3F: 3 clusters Score -2280036 nChanged 5540 ComputeScore: Raw -2288374.134429 + Penalty 3590.443757 = -2284783.690673 Iteration 4F: 3 clusters Score -2284784 nChanged 4239 ComputeScore: Raw -2291162.152282 + Penalty 3590.443757 = -2287571.708526 Iteration 5F: 3 clusters Score -2287572 nChanged 3028 ComputeScore: Raw -2292752.498655 + Penalty 3590.443757 = -2289162.054898 Iteration 6Q: 3 clusters Score -2289162 nChanged 2234 ComputeScore: Raw -2293875.777024 + Penalty 3590.443757 = -2290285.333267 Iteration 7Q: 3 clusters Score -2290285 nChanged 1873 ComputeScore: Raw -2295022.023639 + Penalty 3590.443757 = -2291431.579882 Iteration 8Q: 3 clusters Score -2291432 nChanged 1683 ComputeScore: Raw -2296154.805736 + Penalty 3590.443757 = -2292564.361979 Iteration 9Q: 3 clusters Score -2292564 nChanged 1579 ComputeScore: Raw -2297056.636884 + Penalty 3590.443757 = -2293466.193127 Iteration 10Q: 3 clusters Score -2293466 nChanged 1374 ComputeScore: Raw -2297815.629633 + Penalty 3590.443757 = -2294225.185876 Iteration 11Q: 3 clusters Score -2294225 nChanged 1333 ComputeScore: Raw -2298748.606702 + Penalty 3590.443757 = -2295158.162946 Iteration 12Q: 3 clusters Score -2295158 nChanged 1525 ComputeScore: Raw -2300122.401634 + Penalty 3590.443757 = -2296531.957877 Iteration 13Q: 3 clusters Score -2296532 nChanged 1810 ComputeScore: Raw -2301799.847590 + Penalty 3590.443757 = -2298209.403834 Iteration 14Q: 3 clusters Score -2298209 nChanged 1973 ComputeScore: Raw -2303695.792558 + Penalty 3590.443757 = -2300105.348802 Iteration 15Q: 3 clusters Score -2300105 nChanged 2175 ComputeScore: Raw -2306160.525789 + Penalty 3590.443757 = -2302570.082033 Iteration 16Q: 3 clusters Score -2302570 nChanged 2266 ComputeScore: Raw -2310022.186662 + Penalty 3590.443757 = -2306431.742906 Iteration 17Q: 3 clusters Score -2306432 nChanged 2009 ComputeScore: Raw -2315424.890587 + Penalty 3590.443757 = -2311834.446830 Iteration 18Q: 3 clusters Score -2311834 nChanged 1316 ComputeScore: Raw -2318564.140784 + Penalty 3590.443757 = -2314973.697027 Iteration 19Q: 3 clusters Score -2314974 nChanged 723 ComputeScore: Raw -2319309.827281 + Penalty 3590.443757 = -2315719.383524 Iteration 20F: 3 clusters Score -2315719 nChanged 429 ComputeScore: Raw -2319436.427379 + Penalty 3590.443757 = -2315845.983622 Iteration 21Q: 3 clusters Score -2315846 nChanged 169 ComputeScore: Raw -2319456.981516 + Penalty 3590.443757 = -2315866.537759 Iteration 22Q: 3 clusters Score -2315867 nChanged 67 ComputeScore: Raw -2319460.768646 + Penalty 3590.443757 = -2315870.324890 Iteration 23Q: 3 clusters Score -2315870 nChanged 34 ComputeScore: Raw -2319462.289884 + Penalty 3590.443757 = -2315871.846127 Iteration 24Q: 3 clusters Score -2315872 nChanged 18 ComputeScore: Raw -2319462.955816 + Penalty 3590.443757 = -2315872.512060 Iteration 25Q: 3 clusters Score -2315873 nChanged 10 ComputeScore: Raw -2319463.285889 + Penalty 3590.443757 = -2315872.842132 Iteration 26Q: 3 clusters Score -2315873 nChanged 5 ComputeScore: Raw -2319463.470951 + Penalty 3590.443757 = -2315873.027194 Iteration 27Q: 3 clusters Score -2315873 nChanged 4 ComputeScore: Raw -2319463.605361 + Penalty 3590.443757 = -2315873.161605 Iteration 28Q: 3 clusters Score -2315873 nChanged 4 ComputeScore: Raw -2319463.677289 + Penalty 3590.443757 = -2315873.233532 Iteration 29Q: 3 clusters Score -2315873 nChanged 1 ComputeScore: Raw -2319463.651228 + Penalty 3590.443757 = -2315873.207471 Iteration 30Q: 3 clusters Score -2315873 nChanged 0 ComputeScore: Raw -2319463.651228 + Penalty 3590.443757 = -2315873.207471 Iteration 31F: 3 clusters Score -2315873 nChanged 0 ComputeScore: Raw -10348764.710237 + Penalty 6061.175411 = -10342703.534827Splitting cluster 1 changes total score from -10317864.190558 to -10342703.534827 So it's getting split into cluster 3. Trying to split cluster 2 (188204 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8170498.349162 + Penalty 1973.608286 = -8168524.740876 Iteration 0F: 2 clusters Score -8168525 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8045805.532660 + Penalty 3947.216572 = -8041858.316088 Iteration 0F: 3 clusters Score -8041858 nChanged 91362 ComputeScore: Raw -8100347.091889 + Penalty 3947.216572 = -8096399.875317 Iteration 1F: 3 clusters Score -8096400 nChanged 5397 ComputeScore: Raw -8101635.928405 + Penalty 3947.216572 = -8097688.711833 Iteration 2Q: 3 clusters Score -8097689 nChanged 6108 ComputeScore: Raw -8103450.446108 + Penalty 3947.216572 = -8099503.229536 Iteration 3Q: 3 clusters Score -8099503 nChanged 7132 ComputeScore: Raw -8106097.794421 + Penalty 3947.216572 = -8102150.577849 Iteration 4Q: 3 clusters Score -8102151 nChanged 8510 ComputeScore: Raw -8109887.660026 + Penalty 3947.216572 = -8105940.443454 Iteration 5Q: 3 clusters Score -8105940 nChanged 9847 ComputeScore: Raw -8114855.754953 + Penalty 3947.216572 = -8110908.538381 Iteration 6F: 3 clusters Score -8110909 nChanged 10721 ComputeScore: Raw -8120608.533578 + Penalty 3947.216572 = -8116661.317006 Iteration 7F: 3 clusters Score -8116661 nChanged 10898 ComputeScore: Raw -8126712.781105 + Penalty 3947.216572 = -8122765.564533 Iteration 8F: 3 clusters Score -8122766 nChanged 10439 ComputeScore: Raw -8132686.183591 + Penalty 3947.216572 = -8128738.967019 Iteration 9F: 3 clusters Score -8128739 nChanged 9884 ComputeScore: Raw -8138769.435563 + Penalty 3947.216572 = -8134822.218991 Iteration 10F: 3 clusters Score -8134822 nChanged 9559 ComputeScore: Raw -8144934.207674 + Penalty 3947.216572 = -8140986.991102 Iteration 11F: 3 clusters Score -8140987 nChanged 8941 ComputeScore: Raw -8150293.044721 + Penalty 3947.216572 = -8146345.828149 Iteration 12Q: 3 clusters Score -8146346 nChanged 8077 ComputeScore: Raw -8154565.075879 + Penalty 3947.216572 = -8150617.859307 Iteration 13Q: 3 clusters Score -8150618 nChanged 7082 ComputeScore: Raw -8157904.234045 + Penalty 3947.216572 = -8153957.017474 Iteration 14Q: 3 clusters Score -8153957 nChanged 6209 ComputeScore: Raw -8160567.655385 + Penalty 3947.216572 = -8156620.438813 Iteration 15Q: 3 clusters Score -8156620 nChanged 5562 ComputeScore: Raw -8162668.039862 + Penalty 3947.216572 = -8158720.823290 Iteration 16Q: 3 clusters Score -8158721 nChanged 5008 ComputeScore: Raw -8164370.183609 + Penalty 3947.216572 = -8160422.967037 Iteration 17Q: 3 clusters Score -8160423 nChanged 4590 ComputeScore: Raw -8165756.609835 + Penalty 3947.216572 = -8161809.393263 Iteration 18Q: 3 clusters Score -8161809 nChanged 4127 ComputeScore: Raw -8166916.791032 + Penalty 3947.216572 = -8162969.574460 Iteration 19Q: 3 clusters Score -8162970 nChanged 3738 ComputeScore: Raw -8167891.208493 + Penalty 3947.216572 = -8163943.991921 Iteration 20F: 3 clusters Score -8163944 nChanged 3385 ComputeScore: Raw -8168714.833769 + Penalty 3947.216572 = -8164767.617197 Iteration 21Q: 3 clusters Score -8164768 nChanged 3079 ComputeScore: Raw -8169437.160671 + Penalty 3947.216572 = -8165489.944099 Iteration 22Q: 3 clusters Score -8165490 nChanged 2761 ComputeScore: Raw -8170047.350151 + Penalty 3947.216572 = -8166100.133579 Iteration 23Q: 3 clusters Score -8166100 nChanged 2428 ComputeScore: Raw -8170553.374926 + Penalty 3947.216572 = -8166606.158354 Iteration 24Q: 3 clusters Score -8166606 nChanged 2108 ComputeScore: Raw -8170960.124550 + Penalty 3947.216572 = -8167012.907979 Iteration 25Q: 3 clusters Score -8167013 nChanged 1884 ComputeScore: Raw -8171313.394141 + Penalty 3947.216572 = -8167366.177569 Iteration 26Q: 3 clusters Score -8167366 nChanged 1664 ComputeScore: Raw -8171603.627039 + Penalty 3947.216572 = -8167656.410467 Iteration 27Q: 3 clusters Score -8167656 nChanged 1431 ComputeScore: Raw -8171837.768219 + Penalty 3947.216572 = -8167890.551647 Iteration 28Q: 3 clusters Score -8167891 nChanged 1212 ComputeScore: Raw -8172014.031970 + Penalty 3947.216572 = -8168066.815398 Iteration 29Q: 3 clusters Score -8168067 nChanged 1007 ComputeScore: Raw -8172150.540183 + Penalty 3947.216572 = -8168203.323611 Iteration 30Q: 3 clusters Score -8168203 nChanged 898 ComputeScore: Raw -8172264.753920 + Penalty 3947.216572 = -8168317.537348 Iteration 31Q: 3 clusters Score -8168318 nChanged 774 ComputeScore: Raw -8172355.585954 + Penalty 3947.216572 = -8168408.369382 Iteration 32Q: 3 clusters Score -8168408 nChanged 616 ComputeScore: Raw -8172422.046485 + Penalty 3947.216572 = -8168474.829913 Iteration 33Q: 3 clusters Score -8168475 nChanged 514 ComputeScore: Raw -8172473.119453 + Penalty 3947.216572 = -8168525.902881 Iteration 34Q: 3 clusters Score -8168526 nChanged 464 ComputeScore: Raw -8172517.049378 + Penalty 3947.216572 = -8168569.832806 Iteration 35Q: 3 clusters Score -8168570 nChanged 397 ComputeScore: Raw -8172550.121083 + Penalty 3947.216572 = -8168602.904511 Iteration 36Q: 3 clusters Score -8168603 nChanged 319 ComputeScore: Raw -8172572.982904 + Penalty 3947.216572 = -8168625.766332 Iteration 37Q: 3 clusters Score -8168626 nChanged 266 ComputeScore: Raw -8172593.113383 + Penalty 3947.216572 = -8168645.896811 Iteration 38Q: 3 clusters Score -8168646 nChanged 249 ComputeScore: Raw -8172610.473635 + Penalty 3947.216572 = -8168663.257063 Iteration 39Q: 3 clusters Score -8168663 nChanged 220 ComputeScore: Raw -8172626.747838 + Penalty 3947.216572 = -8168679.531266 Iteration 40F: 3 clusters Score -8168680 nChanged 227 ComputeScore: Raw -8172643.065108 + Penalty 3947.216572 = -8168695.848536 Iteration 41Q: 3 clusters Score -8168696 nChanged 206 ComputeScore: Raw -8172657.181965 + Penalty 3947.216572 = -8168709.965393 Iteration 42Q: 3 clusters Score -8168710 nChanged 198 ComputeScore: Raw -8172669.731443 + Penalty 3947.216572 = -8168722.514871 Iteration 43Q: 3 clusters Score -8168723 nChanged 147 ComputeScore: Raw -8172678.061198 + Penalty 3947.216572 = -8168730.844626 Iteration 44Q: 3 clusters Score -8168731 nChanged 127 ComputeScore: Raw -8172685.475338 + Penalty 3947.216572 = -8168738.258766 Iteration 45Q: 3 clusters Score -8168738 nChanged 128 ComputeScore: Raw -8172693.074023 + Penalty 3947.216572 = -8168745.857451 Iteration 46Q: 3 clusters Score -8168746 nChanged 121 ComputeScore: Raw -8172700.299551 + Penalty 3947.216572 = -8168753.082979 Iteration 47Q: 3 clusters Score -8168753 nChanged 120 ComputeScore: Raw -8172706.916918 + Penalty 3947.216572 = -8168759.700346 Iteration 48Q: 3 clusters Score -8168760 nChanged 100 ComputeScore: Raw -8172712.554376 + Penalty 3947.216572 = -8168765.337804 Iteration 49Q: 3 clusters Score -8168765 nChanged 114 ComputeScore: Raw -8172718.806012 + Penalty 3947.216572 = -8168771.589440 Iteration 50Q: 3 clusters Score -8168772 nChanged 101 ComputeScore: Raw -8172725.073763 + Penalty 3947.216572 = -8168777.857191 Iteration 51Q: 3 clusters Score -8168778 nChanged 104 ComputeScore: Raw -8172731.374578 + Penalty 3947.216572 = -8168784.158006 Iteration 52Q: 3 clusters Score -8168784 nChanged 108 ComputeScore: Raw -8172736.727842 + Penalty 3947.216572 = -8168789.511270 Iteration 53Q: 3 clusters Score -8168790 nChanged 75 ComputeScore: Raw -8172740.051844 + Penalty 3947.216572 = -8168792.835272 Iteration 54Q: 3 clusters Score -8168793 nChanged 73 ComputeScore: Raw -8172743.326548 + Penalty 3947.216572 = -8168796.109976 Iteration 55Q: 3 clusters Score -8168796 nChanged 65 ComputeScore: Raw -8172746.571128 + Penalty 3947.216572 = -8168799.354556 Iteration 56Q: 3 clusters Score -8168799 nChanged 68 ComputeScore: Raw -8172749.657010 + Penalty 3947.216572 = -8168802.440438 Iteration 57Q: 3 clusters Score -8168802 nChanged 61 ComputeScore: Raw -8172752.199104 + Penalty 3947.216572 = -8168804.982532 Iteration 58Q: 3 clusters Score -8168805 nChanged 60 ComputeScore: Raw -8172754.871906 + Penalty 3947.216572 = -8168807.655334 Iteration 59Q: 3 clusters Score -8168808 nChanged 49 ComputeScore: Raw -8172756.777416 + Penalty 3947.216572 = -8168809.560844 Iteration 60F: 3 clusters Score -8168810 nChanged 43 ComputeScore: Raw -8172758.397968 + Penalty 3947.216572 = -8168811.181396 Iteration 61Q: 3 clusters Score -8168811 nChanged 48 ComputeScore: Raw -8172760.327477 + Penalty 3947.216572 = -8168813.110905 Iteration 62Q: 3 clusters Score -8168813 nChanged 43 ComputeScore: Raw -8172762.042349 + Penalty 3947.216572 = -8168814.825777 Iteration 63Q: 3 clusters Score -8168815 nChanged 49 ComputeScore: Raw -8172763.950360 + Penalty 3947.216572 = -8168816.733788 Iteration 64Q: 3 clusters Score -8168817 nChanged 46 ComputeScore: Raw -8172765.574437 + Penalty 3947.216572 = -8168818.357865 Iteration 65Q: 3 clusters Score -8168818 nChanged 43 ComputeScore: Raw -8172767.090342 + Penalty 3947.216572 = -8168819.873770 Iteration 66Q: 3 clusters Score -8168820 nChanged 29 ComputeScore: Raw -8172768.328219 + Penalty 3947.216572 = -8168821.111647 Iteration 67Q: 3 clusters Score -8168821 nChanged 33 ComputeScore: Raw -8172769.450651 + Penalty 3947.216572 = -8168822.234079 Iteration 68Q: 3 clusters Score -8168822 nChanged 28 ComputeScore: Raw -8172770.430232 + Penalty 3947.216572 = -8168823.213660 Iteration 69Q: 3 clusters Score -8168823 nChanged 30 ComputeScore: Raw -8172771.539486 + Penalty 3947.216572 = -8168824.322914 Iteration 70Q: 3 clusters Score -8168824 nChanged 27 ComputeScore: Raw -8172772.554243 + Penalty 3947.216572 = -8168825.337671 Iteration 71Q: 3 clusters Score -8168825 nChanged 24 ComputeScore: Raw -8172773.392940 + Penalty 3947.216572 = -8168826.176368 Iteration 72Q: 3 clusters Score -8168826 nChanged 26 ComputeScore: Raw -8172774.032569 + Penalty 3947.216572 = -8168826.815997 Iteration 73Q: 3 clusters Score -8168827 nChanged 14 ComputeScore: Raw -8172774.426175 + Penalty 3947.216572 = -8168827.209603 Iteration 74Q: 3 clusters Score -8168827 nChanged 15 ComputeScore: Raw -8172774.810866 + Penalty 3947.216572 = -8168827.594294 Iteration 75Q: 3 clusters Score -8168828 nChanged 12 ComputeScore: Raw -8172775.007932 + Penalty 3947.216572 = -8168827.791360 Iteration 76Q: 3 clusters Score -8168828 nChanged 11 ComputeScore: Raw -8172775.301124 + Penalty 3947.216572 = -8168828.084552 Iteration 77Q: 3 clusters Score -8168828 nChanged 5 ComputeScore: Raw -8172775.475657 + Penalty 3947.216572 = -8168828.259085 Iteration 78Q: 3 clusters Score -8168828 nChanged 7 ComputeScore: Raw -8172775.588545 + Penalty 3947.216572 = -8168828.371973 Iteration 79Q: 3 clusters Score -8168828 nChanged 6 ComputeScore: Raw -8172775.804150 + Penalty 3947.216572 = -8168828.587578 Iteration 80F: 3 clusters Score -8168829 nChanged 4 ComputeScore: Raw -8172775.866962 + Penalty 3947.216572 = -8168828.650390 Iteration 81Q: 3 clusters Score -8168829 nChanged 1 ComputeScore: Raw -8172775.877584 + Penalty 3947.216572 = -8168828.661012 Iteration 82Q: 3 clusters Score -8168829 nChanged 0 ComputeScore: Raw -8172775.877584 + Penalty 3947.216572 = -8168828.661012 Iteration 83F: 3 clusters Score -8168829 nChanged 0 ComputeScore: Raw -10351042.238660 + Penalty 8081.567214 = -10342960.671446Splitting cluster 2 changes total score from -10317864.190558 to -10342960.671446 So it's getting split into cluster 4. ConsiderDeletion: ComputeScore: Raw -10352327.718412 + Penalty 8081.567214 = -10344246.151198Iteration 29F: 5 clusters Score -1.034425e+07 nChanged 3184 ConsiderDeletion: ComputeScore: Raw -10352785.372080 + Penalty 8081.567214 = -10344703.804866Iteration 30Q: 5 clusters Score -1.03447e+07 nChanged 1061 ConsiderDeletion: ComputeScore: Raw -10352870.459270 + Penalty 8081.567214 = -10344788.892056Iteration 31Q: 5 clusters Score -1.034479e+07 nChanged 537 ConsiderDeletion: ComputeScore: Raw -10352894.702327 + Penalty 8081.567214 = -10344813.135113Iteration 32Q: 5 clusters Score -1.034481e+07 nChanged 319 ConsiderDeletion: ComputeScore: Raw -10352906.120237 + Penalty 8081.567214 = -10344824.553023Iteration 33Q: 5 clusters Score -1.034482e+07 nChanged 215 ConsiderDeletion: ComputeScore: Raw -10352912.500885 + Penalty 8081.567214 = -10344830.933671Iteration 34Q: 5 clusters Score -1.034483e+07 nChanged 140 ConsiderDeletion: ComputeScore: Raw -10352916.794400 + Penalty 8081.567214 = -10344835.227186Iteration 35Q: 5 clusters Score -1.034484e+07 nChanged 131 ConsiderDeletion: ComputeScore: Raw -10352921.187022 + Penalty 8081.567214 = -10344839.619808Iteration 36Q: 5 clusters Score -1.034484e+07 nChanged 126 ConsiderDeletion: ComputeScore: Raw -10352925.216367 + Penalty 8081.567214 = -10344843.649153Iteration 37Q: 5 clusters Score -1.034484e+07 nChanged 105 ConsiderDeletion: ComputeScore: Raw -10352928.822974 + Penalty 8081.567214 = -10344847.255760Iteration 38Q: 5 clusters Score -1.034485e+07 nChanged 111 ComputeScore: Raw -10352928.822974 + Penalty 8081.567214 = -10344847.255760Trying to split cluster 1 (47501 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1757618.102509 + Penalty 1749.882232 = -1755868.220277 Iteration 0F: 2 clusters Score -1755868 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1727708.369473 + Penalty 3499.764464 = -1724208.605009 Iteration 0F: 3 clusters Score -1724209 nChanged 22207 ComputeScore: Raw -1740992.529107 + Penalty 3499.764464 = -1737492.764643 Iteration 1F: 3 clusters Score -1737493 nChanged 2775 ComputeScore: Raw -1742959.911831 + Penalty 3499.764464 = -1739460.147367 Iteration 2F: 3 clusters Score -1739460 nChanged 3602 ComputeScore: Raw -1746628.192471 + Penalty 3499.764464 = -1743128.428007 Iteration 3F: 3 clusters Score -1743128 nChanged 4735 ComputeScore: Raw -1753405.644473 + Penalty 3499.764464 = -1749905.880010 Iteration 4F: 3 clusters Score -1749906 nChanged 5468 ComputeScore: Raw -1762384.009613 + Penalty 3499.764464 = -1758884.245149 Iteration 5F: 3 clusters Score -1758884 nChanged 4763 ComputeScore: Raw -1769395.817262 + Penalty 3499.764464 = -1765896.052799 Iteration 6F: 3 clusters Score -1765896 nChanged 3206 ComputeScore: Raw -1773476.190792 + Penalty 3499.764464 = -1769976.426328 Iteration 7F: 3 clusters Score -1769976 nChanged 2047 ComputeScore: Raw -1775778.030959 + Penalty 3499.764464 = -1772278.266495 Iteration 8Q: 3 clusters Score -1772278 nChanged 1341 ComputeScore: Raw -1777130.267716 + Penalty 3499.764464 = -1773630.503252 Iteration 9Q: 3 clusters Score -1773631 nChanged 900 ComputeScore: Raw -1777806.342241 + Penalty 3499.764464 = -1774306.577778 Iteration 10Q: 3 clusters Score -1774307 nChanged 632 ComputeScore: Raw -1778135.370271 + Penalty 3499.764464 = -1774635.605807 Iteration 11Q: 3 clusters Score -1774636 nChanged 424 ComputeScore: Raw -1778276.005005 + Penalty 3499.764464 = -1774776.240541 Iteration 12Q: 3 clusters Score -1774776 nChanged 290 ComputeScore: Raw -1778334.776568 + Penalty 3499.764464 = -1774835.012104 Iteration 13Q: 3 clusters Score -1774835 nChanged 186 ComputeScore: Raw -1778358.572647 + Penalty 3499.764464 = -1774858.808183 Iteration 14Q: 3 clusters Score -1774859 nChanged 118 ComputeScore: Raw -1778369.593882 + Penalty 3499.764464 = -1774869.829418 Iteration 15Q: 3 clusters Score -1774870 nChanged 87 ComputeScore: Raw -1778375.984461 + Penalty 3499.764464 = -1774876.219998 Iteration 16Q: 3 clusters Score -1774876 nChanged 52 ComputeScore: Raw -1778378.530794 + Penalty 3499.764464 = -1774878.766330 Iteration 17Q: 3 clusters Score -1774879 nChanged 34 ComputeScore: Raw -1778380.116690 + Penalty 3499.764464 = -1774880.352226 Iteration 18Q: 3 clusters Score -1774880 nChanged 21 ComputeScore: Raw -1778380.770241 + Penalty 3499.764464 = -1774881.005777 Iteration 19Q: 3 clusters Score -1774881 nChanged 14 ComputeScore: Raw -1778381.153499 + Penalty 3499.764464 = -1774881.389035 Iteration 20F: 3 clusters Score -1774881 nChanged 7 ComputeScore: Raw -1778381.303161 + Penalty 3499.764464 = -1774881.538697 Iteration 21Q: 3 clusters Score -1774882 nChanged 4 ComputeScore: Raw -1778381.420912 + Penalty 3499.764464 = -1774881.656448 Iteration 22Q: 3 clusters Score -1774882 nChanged 5 ComputeScore: Raw -1778381.578368 + Penalty 3499.764464 = -1774881.813904 Iteration 23Q: 3 clusters Score -1774882 nChanged 2 ComputeScore: Raw -1778381.599616 + Penalty 3499.764464 = -1774881.835152 Iteration 24Q: 3 clusters Score -1774882 nChanged 0 ComputeScore: Raw -1778381.599616 + Penalty 3499.764464 = -1774881.835152 Iteration 25F: 3 clusters Score -1774882 nChanged 0 ComputeScore: Raw -10373694.723541 + Penalty 10101.959018 = -10363592.764524Splitting cluster 1 changes total score from -10344847.255760 to -10363592.764524 So it's getting split into cluster 5. Trying to split cluster 2 (9772 points) Assigned 2 initial classes randomly. ComputeScore: Raw -511042.922331 + Penalty 1492.932420 = -509549.989910 Iteration 0F: 2 clusters Score -509550 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -505483.853514 + Penalty 2985.864841 = -502497.988673 Iteration 0F: 3 clusters Score -502498 nChanged 4204 ComputeScore: Raw -507660.931021 + Penalty 2985.864841 = -504675.066181 Iteration 1F: 3 clusters Score -504675.1 nChanged 548 ComputeScore: Raw -507870.013865 + Penalty 2985.864841 = -504884.149024 Iteration 2F: 3 clusters Score -504884.1 nChanged 434 ComputeScore: Raw -508000.551160 + Penalty 2985.864841 = -505014.686320 Iteration 3Q: 3 clusters Score -505014.7 nChanged 320 ComputeScore: Raw -508094.581918 + Penalty 2985.864841 = -505108.717077 Iteration 4Q: 3 clusters Score -505108.7 nChanged 258 ComputeScore: Raw -508169.178861 + Penalty 2985.864841 = -505183.314020 Iteration 5Q: 3 clusters Score -505183.3 nChanged 232 ComputeScore: Raw -508225.693556 + Penalty 2985.864841 = -505239.828716 Iteration 6Q: 3 clusters Score -505239.8 nChanged 192 ComputeScore: Raw -508268.411129 + Penalty 2985.864841 = -505282.546289 Iteration 7Q: 3 clusters Score -505282.5 nChanged 162 ComputeScore: Raw -508303.444357 + Penalty 2985.864841 = -505317.579517 Iteration 8Q: 3 clusters Score -505317.6 nChanged 155 ComputeScore: Raw -508338.529124 + Penalty 2985.864841 = -505352.664283 Iteration 9Q: 3 clusters Score -505352.7 nChanged 158 ComputeScore: Raw -508373.934950 + Penalty 2985.864841 = -505388.070109 Iteration 10Q: 3 clusters Score -505388.1 nChanged 123 ComputeScore: Raw -508401.794421 + Penalty 2985.864841 = -505415.929580 Iteration 11Q: 3 clusters Score -505415.9 nChanged 130 ComputeScore: Raw -508429.793394 + Penalty 2985.864841 = -505443.928554 Iteration 12Q: 3 clusters Score -505443.9 nChanged 129 ComputeScore: Raw -508459.369475 + Penalty 2985.864841 = -505473.504635 Iteration 13Q: 3 clusters Score -505473.5 nChanged 137 ComputeScore: Raw -508493.954401 + Penalty 2985.864841 = -505508.089560 Iteration 14Q: 3 clusters Score -505508.1 nChanged 156 ComputeScore: Raw -508535.263995 + Penalty 2985.864841 = -505549.399154 Iteration 15Q: 3 clusters Score -505549.4 nChanged 163 ComputeScore: Raw -508583.447790 + Penalty 2985.864841 = -505597.582950 Iteration 16Q: 3 clusters Score -505597.6 nChanged 184 ComputeScore: Raw -508645.552233 + Penalty 2985.864841 = -505659.687393 Iteration 17Q: 3 clusters Score -505659.7 nChanged 202 ComputeScore: Raw -508719.429315 + Penalty 2985.864841 = -505733.564474 Iteration 18Q: 3 clusters Score -505733.6 nChanged 246 ComputeScore: Raw -508819.352947 + Penalty 2985.864841 = -505833.488107 Iteration 19Q: 3 clusters Score -505833.5 nChanged 286 ComputeScore: Raw -508955.799150 + Penalty 2985.864841 = -505969.934310 Iteration 20F: 3 clusters Score -505969.9 nChanged 324 ComputeScore: Raw -509141.392783 + Penalty 2985.864841 = -506155.527942 Iteration 21Q: 3 clusters Score -506155.5 nChanged 353 ComputeScore: Raw -509358.596081 + Penalty 2985.864841 = -506372.731240 Iteration 22Q: 3 clusters Score -506372.7 nChanged 340 ComputeScore: Raw -509572.508669 + Penalty 2985.864841 = -506586.643829 Iteration 23Q: 3 clusters Score -506586.6 nChanged 312 ComputeScore: Raw -509764.291364 + Penalty 2985.864841 = -506778.426523 Iteration 24Q: 3 clusters Score -506778.4 nChanged 302 ComputeScore: Raw -509947.745271 + Penalty 2985.864841 = -506961.880430 Iteration 25Q: 3 clusters Score -506961.9 nChanged 280 ComputeScore: Raw -510136.712788 + Penalty 2985.864841 = -507150.847948 Iteration 26Q: 3 clusters Score -507150.8 nChanged 246 ComputeScore: Raw -510314.169241 + Penalty 2985.864841 = -507328.304400 Iteration 27Q: 3 clusters Score -507328.3 nChanged 221 ComputeScore: Raw -510470.642997 + Penalty 2985.864841 = -507484.778156 Iteration 28Q: 3 clusters Score -507484.8 nChanged 193 ComputeScore: Raw -510599.926426 + Penalty 2985.864841 = -507614.061585 Iteration 29Q: 3 clusters Score -507614.1 nChanged 148 ComputeScore: Raw -510699.551182 + Penalty 2985.864841 = -507713.686342 Iteration 30Q: 3 clusters Score -507713.7 nChanged 124 ComputeScore: Raw -510774.379061 + Penalty 2985.864841 = -507788.514220 Iteration 31Q: 3 clusters Score -507788.5 nChanged 95 ComputeScore: Raw -510839.210723 + Penalty 2985.864841 = -507853.345882 Iteration 32Q: 3 clusters Score -507853.3 nChanged 94 ComputeScore: Raw -510913.001198 + Penalty 2985.864841 = -507927.136357 Iteration 33Q: 3 clusters Score -507927.1 nChanged 76 ComputeScore: Raw -510974.926272 + Penalty 2985.864841 = -507989.061432 Iteration 34Q: 3 clusters Score -507989.1 nChanged 59 ComputeScore: Raw -511023.082791 + Penalty 2985.864841 = -508037.217950 Iteration 35Q: 3 clusters Score -508037.2 nChanged 45 ComputeScore: Raw -511066.461292 + Penalty 2985.864841 = -508080.596451 Iteration 36Q: 3 clusters Score -508080.6 nChanged 38 ComputeScore: Raw -511108.479933 + Penalty 2985.864841 = -508122.615093 Iteration 37Q: 3 clusters Score -508122.6 nChanged 31 ComputeScore: Raw -511135.940497 + Penalty 2985.864841 = -508150.075657 Iteration 38Q: 3 clusters Score -508150.1 nChanged 20 ComputeScore: Raw -511156.607625 + Penalty 2985.864841 = -508170.742785 Iteration 39Q: 3 clusters Score -508170.7 nChanged 16 ComputeScore: Raw -511174.136616 + Penalty 2985.864841 = -508188.271775 Iteration 40F: 3 clusters Score -508188.3 nChanged 17 ComputeScore: Raw -511189.182152 + Penalty 2985.864841 = -508203.317312 Iteration 41Q: 3 clusters Score -508203.3 nChanged 10 ComputeScore: Raw -511198.965553 + Penalty 2985.864841 = -508213.100713 Iteration 42Q: 3 clusters Score -508213.1 nChanged 13 ComputeScore: Raw -511209.081987 + Penalty 2985.864841 = -508223.217146 Iteration 43Q: 3 clusters Score -508223.2 nChanged 7 ComputeScore: Raw -511215.993875 + Penalty 2985.864841 = -508230.129034 Iteration 44Q: 3 clusters Score -508230.1 nChanged 6 ComputeScore: Raw -511221.483125 + Penalty 2985.864841 = -508235.618284 Iteration 45Q: 3 clusters Score -508235.6 nChanged 8 ComputeScore: Raw -511228.082622 + Penalty 2985.864841 = -508242.217781 Iteration 46Q: 3 clusters Score -508242.2 nChanged 4 ComputeScore: Raw -511233.394035 + Penalty 2985.864841 = -508247.529194 Iteration 47Q: 3 clusters Score -508247.5 nChanged 3 ComputeScore: Raw -511236.808117 + Penalty 2985.864841 = -508250.943277 Iteration 48Q: 3 clusters Score -508250.9 nChanged 3 ComputeScore: Raw -511240.532942 + Penalty 2985.864841 = -508254.668101 Iteration 49Q: 3 clusters Score -508254.7 nChanged 3 ComputeScore: Raw -511243.082116 + Penalty 2985.864841 = -508257.217275 Iteration 50Q: 3 clusters Score -508257.2 nChanged 4 ComputeScore: Raw -511246.999995 + Penalty 2985.864841 = -508261.135155 Iteration 51Q: 3 clusters Score -508261.1 nChanged 2 ComputeScore: Raw -511248.485684 + Penalty 2985.864841 = -508262.620844 Iteration 52Q: 3 clusters Score -508262.6 nChanged 3 ComputeScore: Raw -511250.309118 + Penalty 2985.864841 = -508264.444277 Iteration 53Q: 3 clusters Score -508264.4 nChanged 1 ComputeScore: Raw -511251.136584 + Penalty 2985.864841 = -508265.271744 Iteration 54Q: 3 clusters Score -508265.3 nChanged 1 ComputeScore: Raw -511251.677123 + Penalty 2985.864841 = -508265.812283 Iteration 55Q: 3 clusters Score -508265.8 nChanged 0 ComputeScore: Raw -511251.677123 + Penalty 2985.864841 = -508265.812283 Iteration 56F: 3 clusters Score -508265.8 nChanged 0 Trying to split cluster 3 (15911 points) Assigned 2 initial classes randomly. ComputeScore: Raw -621550.347378 + Penalty 1572.149471 = -619978.197908 Iteration 0F: 2 clusters Score -619978.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -612077.223214 + Penalty 3144.298941 = -608932.924272 Iteration 0F: 3 clusters Score -608932.9 nChanged 7069 ComputeScore: Raw -615906.107539 + Penalty 3144.298941 = -612761.808597 Iteration 1F: 3 clusters Score -612761.8 nChanged 962 ComputeScore: Raw -616421.030637 + Penalty 3144.298941 = -613276.731695 Iteration 2F: 3 clusters Score -613276.7 nChanged 1053 ComputeScore: Raw -617091.893820 + Penalty 3144.298941 = -613947.594879 Iteration 3F: 3 clusters Score -613947.6 nChanged 1142 ComputeScore: Raw -617946.063699 + Penalty 3144.298941 = -614801.764758 Iteration 4F: 3 clusters Score -614801.8 nChanged 1259 ComputeScore: Raw -618918.055942 + Penalty 3144.298941 = -615773.757000 Iteration 5F: 3 clusters Score -615773.8 nChanged 1132 ComputeScore: Raw -619730.699323 + Penalty 3144.298941 = -616586.400382 Iteration 6F: 3 clusters Score -616586.4 nChanged 926 ComputeScore: Raw -620335.341437 + Penalty 3144.298941 = -617191.042495 Iteration 7F: 3 clusters Score -617191 nChanged 682 ComputeScore: Raw -620745.709178 + Penalty 3144.298941 = -617601.410236 Iteration 8Q: 3 clusters Score -617601.4 nChanged 562 ComputeScore: Raw -621096.035074 + Penalty 3144.298941 = -617951.736133 Iteration 9Q: 3 clusters Score -617951.7 nChanged 413 ComputeScore: Raw -621380.862041 + Penalty 3144.298941 = -618236.563100 Iteration 10Q: 3 clusters Score -618236.6 nChanged 371 ComputeScore: Raw -621664.381384 + Penalty 3144.298941 = -618520.082443 Iteration 11Q: 3 clusters Score -618520.1 nChanged 354 ComputeScore: Raw -621986.102814 + Penalty 3144.298941 = -618841.803873 Iteration 12Q: 3 clusters Score -618841.8 nChanged 342 ComputeScore: Raw -622272.520285 + Penalty 3144.298941 = -619128.221343 Iteration 13Q: 3 clusters Score -619128.2 nChanged 276 ComputeScore: Raw -622476.743157 + Penalty 3144.298941 = -619332.444216 Iteration 14Q: 3 clusters Score -619332.4 nChanged 241 ComputeScore: Raw -622614.418881 + Penalty 3144.298941 = -619470.119940 Iteration 15Q: 3 clusters Score -619470.1 nChanged 187 ComputeScore: Raw -622713.326747 + Penalty 3144.298941 = -619569.027806 Iteration 16Q: 3 clusters Score -619569 nChanged 157 ComputeScore: Raw -622785.706226 + Penalty 3144.298941 = -619641.407284 Iteration 17Q: 3 clusters Score -619641.4 nChanged 135 ComputeScore: Raw -622842.709015 + Penalty 3144.298941 = -619698.410074 Iteration 18Q: 3 clusters Score -619698.4 nChanged 116 ComputeScore: Raw -622885.636331 + Penalty 3144.298941 = -619741.337390 Iteration 19Q: 3 clusters Score -619741.3 nChanged 89 ComputeScore: Raw -622921.439893 + Penalty 3144.298941 = -619777.140952 Iteration 20F: 3 clusters Score -619777.1 nChanged 72 ComputeScore: Raw -622947.101935 + Penalty 3144.298941 = -619802.802994 Iteration 21Q: 3 clusters Score -619802.8 nChanged 68 ComputeScore: Raw -622967.845152 + Penalty 3144.298941 = -619823.546210 Iteration 22Q: 3 clusters Score -619823.5 nChanged 60 ComputeScore: Raw -622989.491047 + Penalty 3144.298941 = -619845.192106 Iteration 23Q: 3 clusters Score -619845.2 nChanged 60 ComputeScore: Raw -623007.864926 + Penalty 3144.298941 = -619863.565985 Iteration 24Q: 3 clusters Score -619863.6 nChanged 54 ComputeScore: Raw -623026.186300 + Penalty 3144.298941 = -619881.887359 Iteration 25Q: 3 clusters Score -619881.9 nChanged 59 ComputeScore: Raw -623052.271913 + Penalty 3144.298941 = -619907.972972 Iteration 26Q: 3 clusters Score -619908 nChanged 60 ComputeScore: Raw -623083.939713 + Penalty 3144.298941 = -619939.640772 Iteration 27Q: 3 clusters Score -619939.6 nChanged 69 ComputeScore: Raw -623120.892103 + Penalty 3144.298941 = -619976.593162 Iteration 28Q: 3 clusters Score -619976.6 nChanged 81 ComputeScore: Raw -623156.385208 + Penalty 3144.298941 = -620012.086267 Iteration 29Q: 3 clusters Score -620012.1 nChanged 82 ComputeScore: Raw -623187.166251 + Penalty 3144.298941 = -620042.867310 Iteration 30Q: 3 clusters Score -620042.9 nChanged 78 ComputeScore: Raw -623212.979295 + Penalty 3144.298941 = -620068.680354 Iteration 31Q: 3 clusters Score -620068.7 nChanged 76 ComputeScore: Raw -623236.521908 + Penalty 3144.298941 = -620092.222967 Iteration 32Q: 3 clusters Score -620092.2 nChanged 62 ComputeScore: Raw -623252.924213 + Penalty 3144.298941 = -620108.625272 Iteration 33Q: 3 clusters Score -620108.6 nChanged 53 ComputeScore: Raw -623266.209502 + Penalty 3144.298941 = -620121.910560 Iteration 34Q: 3 clusters Score -620121.9 nChanged 47 ComputeScore: Raw -623275.318971 + Penalty 3144.298941 = -620131.020030 Iteration 35Q: 3 clusters Score -620131 nChanged 34 ComputeScore: Raw -623280.800180 + Penalty 3144.298941 = -620136.501238 Iteration 36Q: 3 clusters Score -620136.5 nChanged 21 ComputeScore: Raw -623283.695925 + Penalty 3144.298941 = -620139.396984 Iteration 37Q: 3 clusters Score -620139.4 nChanged 19 ComputeScore: Raw -623286.624875 + Penalty 3144.298941 = -620142.325934 Iteration 38Q: 3 clusters Score -620142.3 nChanged 19 ComputeScore: Raw -623289.869181 + Penalty 3144.298941 = -620145.570240 Iteration 39Q: 3 clusters Score -620145.6 nChanged 27 ComputeScore: Raw -623293.825721 + Penalty 3144.298941 = -620149.526780 Iteration 40F: 3 clusters Score -620149.5 nChanged 20 ComputeScore: Raw -623296.626873 + Penalty 3144.298941 = -620152.327931 Iteration 41Q: 3 clusters Score -620152.3 nChanged 19 ComputeScore: Raw -623298.987693 + Penalty 3144.298941 = -620154.688751 Iteration 42Q: 3 clusters Score -620154.7 nChanged 24 ComputeScore: Raw -623302.682077 + Penalty 3144.298941 = -620158.383135 Iteration 43Q: 3 clusters Score -620158.4 nChanged 27 ComputeScore: Raw -623306.835758 + Penalty 3144.298941 = -620162.536816 Iteration 44Q: 3 clusters Score -620162.5 nChanged 35 ComputeScore: Raw -623312.882238 + Penalty 3144.298941 = -620168.583297 Iteration 45Q: 3 clusters Score -620168.6 nChanged 31 ComputeScore: Raw -623318.330696 + Penalty 3144.298941 = -620174.031754 Iteration 46Q: 3 clusters Score -620174 nChanged 26 ComputeScore: Raw -623323.010206 + Penalty 3144.298941 = -620178.711265 Iteration 47Q: 3 clusters Score -620178.7 nChanged 31 ComputeScore: Raw -623328.472739 + Penalty 3144.298941 = -620184.173798 Iteration 48Q: 3 clusters Score -620184.2 nChanged 28 ComputeScore: Raw -623332.761406 + Penalty 3144.298941 = -620188.462465 Iteration 49Q: 3 clusters Score -620188.5 nChanged 24 ComputeScore: Raw -623336.039100 + Penalty 3144.298941 = -620191.740159 Iteration 50Q: 3 clusters Score -620191.7 nChanged 15 ComputeScore: Raw -623338.061711 + Penalty 3144.298941 = -620193.762770 Iteration 51Q: 3 clusters Score -620193.8 nChanged 18 ComputeScore: Raw -623339.723538 + Penalty 3144.298941 = -620195.424597 Iteration 52Q: 3 clusters Score -620195.4 nChanged 11 ComputeScore: Raw -623340.462787 + Penalty 3144.298941 = -620196.163846 Iteration 53Q: 3 clusters Score -620196.2 nChanged 6 ComputeScore: Raw -623341.120840 + Penalty 3144.298941 = -620196.821899 Iteration 54Q: 3 clusters Score -620196.8 nChanged 9 ComputeScore: Raw -623341.899433 + Penalty 3144.298941 = -620197.600492 Iteration 55Q: 3 clusters Score -620197.6 nChanged 5 ComputeScore: Raw -623342.474239 + Penalty 3144.298941 = -620198.175298 Iteration 56Q: 3 clusters Score -620198.2 nChanged 4 ComputeScore: Raw -623342.783568 + Penalty 3144.298941 = -620198.484626 Iteration 57Q: 3 clusters Score -620198.5 nChanged 5 ComputeScore: Raw -623343.355394 + Penalty 3144.298941 = -620199.056453 Iteration 58Q: 3 clusters Score -620199.1 nChanged 3 ComputeScore: Raw -623343.766484 + Penalty 3144.298941 = -620199.467543 Iteration 59Q: 3 clusters Score -620199.5 nChanged 5 ComputeScore: Raw -623344.301548 + Penalty 3144.298941 = -620200.002606 Iteration 60F: 3 clusters Score -620200 nChanged 5 ComputeScore: Raw -623345.036999 + Penalty 3144.298941 = -620200.738058 Iteration 61Q: 3 clusters Score -620200.7 nChanged 10 ComputeScore: Raw -623346.866006 + Penalty 3144.298941 = -620202.567065 Iteration 62Q: 3 clusters Score -620202.6 nChanged 12 ComputeScore: Raw -623348.925357 + Penalty 3144.298941 = -620204.626416 Iteration 63Q: 3 clusters Score -620204.6 nChanged 17 ComputeScore: Raw -623351.463452 + Penalty 3144.298941 = -620207.164511 Iteration 64Q: 3 clusters Score -620207.2 nChanged 17 ComputeScore: Raw -623353.696843 + Penalty 3144.298941 = -620209.397902 Iteration 65Q: 3 clusters Score -620209.4 nChanged 11 ComputeScore: Raw -623354.678459 + Penalty 3144.298941 = -620210.379518 Iteration 66Q: 3 clusters Score -620210.4 nChanged 8 ComputeScore: Raw -623355.363825 + Penalty 3144.298941 = -620211.064883 Iteration 67Q: 3 clusters Score -620211.1 nChanged 3 ComputeScore: Raw -623355.621296 + Penalty 3144.298941 = -620211.322355 Iteration 68Q: 3 clusters Score -620211.3 nChanged 5 ComputeScore: Raw -623356.047760 + Penalty 3144.298941 = -620211.748818 Iteration 69Q: 3 clusters Score -620211.7 nChanged 4 ComputeScore: Raw -623356.449004 + Penalty 3144.298941 = -620212.150063 Iteration 70Q: 3 clusters Score -620212.2 nChanged 5 ComputeScore: Raw -623357.060746 + Penalty 3144.298941 = -620212.761805 Iteration 71Q: 3 clusters Score -620212.8 nChanged 6 ComputeScore: Raw -623357.739086 + Penalty 3144.298941 = -620213.440145 Iteration 72Q: 3 clusters Score -620213.4 nChanged 10 ComputeScore: Raw -623359.223951 + Penalty 3144.298941 = -620214.925010 Iteration 73Q: 3 clusters Score -620214.9 nChanged 8 ComputeScore: Raw -623360.006328 + Penalty 3144.298941 = -620215.707387 Iteration 74Q: 3 clusters Score -620215.7 nChanged 12 ComputeScore: Raw -623362.158009 + Penalty 3144.298941 = -620217.859068 Iteration 75Q: 3 clusters Score -620217.9 nChanged 18 ComputeScore: Raw -623364.803451 + Penalty 3144.298941 = -620220.504510 Iteration 76Q: 3 clusters Score -620220.5 nChanged 16 ComputeScore: Raw -623367.169771 + Penalty 3144.298941 = -620222.870830 Iteration 77Q: 3 clusters Score -620222.9 nChanged 15 ComputeScore: Raw -623369.115760 + Penalty 3144.298941 = -620224.816819 Iteration 78Q: 3 clusters Score -620224.8 nChanged 16 ComputeScore: Raw -623371.359996 + Penalty 3144.298941 = -620227.061054 Iteration 79Q: 3 clusters Score -620227.1 nChanged 17 ComputeScore: Raw -623373.244551 + Penalty 3144.298941 = -620228.945610 Iteration 80F: 3 clusters Score -620228.9 nChanged 11 ComputeScore: Raw -623374.325951 + Penalty 3144.298941 = -620230.027009 Iteration 81Q: 3 clusters Score -620230 nChanged 12 ComputeScore: Raw -623375.675397 + Penalty 3144.298941 = -620231.376456 Iteration 82Q: 3 clusters Score -620231.4 nChanged 9 ComputeScore: Raw -623376.528134 + Penalty 3144.298941 = -620232.229193 Iteration 83Q: 3 clusters Score -620232.2 nChanged 12 ComputeScore: Raw -623377.438970 + Penalty 3144.298941 = -620233.140028 Iteration 84Q: 3 clusters Score -620233.1 nChanged 4 ComputeScore: Raw -623377.709290 + Penalty 3144.298941 = -620233.410349 Iteration 85Q: 3 clusters Score -620233.4 nChanged 5 ComputeScore: Raw -623377.956372 + Penalty 3144.298941 = -620233.657431 Iteration 86Q: 3 clusters Score -620233.7 nChanged 6 ComputeScore: Raw -623378.266925 + Penalty 3144.298941 = -620233.967984 Iteration 87Q: 3 clusters Score -620234 nChanged 3 ComputeScore: Raw -623378.532882 + Penalty 3144.298941 = -620234.233941 Iteration 88Q: 3 clusters Score -620234.2 nChanged 3 ComputeScore: Raw -623378.810672 + Penalty 3144.298941 = -620234.511731 Iteration 89Q: 3 clusters Score -620234.5 nChanged 7 ComputeScore: Raw -623379.488070 + Penalty 3144.298941 = -620235.189129 Iteration 90Q: 3 clusters Score -620235.2 nChanged 8 ComputeScore: Raw -623380.218097 + Penalty 3144.298941 = -620235.919156 Iteration 91Q: 3 clusters Score -620235.9 nChanged 7 ComputeScore: Raw -623380.767967 + Penalty 3144.298941 = -620236.469026 Iteration 92Q: 3 clusters Score -620236.5 nChanged 7 ComputeScore: Raw -623381.426145 + Penalty 3144.298941 = -620237.127204 Iteration 93Q: 3 clusters Score -620237.1 nChanged 7 ComputeScore: Raw -623381.939522 + Penalty 3144.298941 = -620237.640581 Iteration 94Q: 3 clusters Score -620237.6 nChanged 4 ComputeScore: Raw -623382.228387 + Penalty 3144.298941 = -620237.929446 Iteration 95Q: 3 clusters Score -620237.9 nChanged 4 ComputeScore: Raw -623382.576690 + Penalty 3144.298941 = -620238.277748 Iteration 96Q: 3 clusters Score -620238.3 nChanged 4 ComputeScore: Raw -623383.118669 + Penalty 3144.298941 = -620238.819728 Iteration 97Q: 3 clusters Score -620238.8 nChanged 6 ComputeScore: Raw -623383.634195 + Penalty 3144.298941 = -620239.335254 Iteration 98Q: 3 clusters Score -620239.3 nChanged 4 ComputeScore: Raw -623383.880804 + Penalty 3144.298941 = -620239.581863 Iteration 99Q: 3 clusters Score -620239.6 nChanged 2 ComputeScore: Raw -623384.047493 + Penalty 3144.298941 = -620239.748552 Iteration 100F: 3 clusters Score -620239.7 nChanged 2 ComputeScore: Raw -623384.423429 + Penalty 3144.298941 = -620240.124488 Iteration 101Q: 3 clusters Score -620240.1 nChanged 5 ComputeScore: Raw -623384.788410 + Penalty 3144.298941 = -620240.489468 Iteration 102Q: 3 clusters Score -620240.5 nChanged 2 ComputeScore: Raw -623384.961251 + Penalty 3144.298941 = -620240.662310 Iteration 103Q: 3 clusters Score -620240.7 nChanged 3 ComputeScore: Raw -623385.319389 + Penalty 3144.298941 = -620241.020448 Iteration 104Q: 3 clusters Score -620241 nChanged 3 ComputeScore: Raw -623385.510917 + Penalty 3144.298941 = -620241.211976 Iteration 105Q: 3 clusters Score -620241.2 nChanged 2 ComputeScore: Raw -623385.650772 + Penalty 3144.298941 = -620241.351830 Iteration 106Q: 3 clusters Score -620241.4 nChanged 0 ComputeScore: Raw -623385.650772 + Penalty 3144.298941 = -620241.351830 Iteration 107F: 3 clusters Score -620241.4 nChanged 0 ComputeScore: Raw -10375530.026935 + Penalty 12122.350821 = -10363407.676114Splitting cluster 3 changes total score from -10344847.255760 to -10363407.676114 So it's getting split into cluster 6. Trying to split cluster 4 (177808 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7678704.495593 + Penalty 1964.374684 = -7676740.120909 Iteration 0F: 2 clusters Score -7676740 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7561378.051187 + Penalty 3928.749369 = -7557449.301818 Iteration 0F: 3 clusters Score -7557449 nChanged 85947 ComputeScore: Raw -7612179.021245 + Penalty 3928.749369 = -7608250.271877 Iteration 1F: 3 clusters Score -7608250 nChanged 5754 ComputeScore: Raw -7613789.489039 + Penalty 3928.749369 = -7609860.739670 Iteration 2Q: 3 clusters Score -7609861 nChanged 6672 ComputeScore: Raw -7616059.335939 + Penalty 3928.749369 = -7612130.586571 Iteration 3Q: 3 clusters Score -7612131 nChanged 8135 ComputeScore: Raw -7619467.012796 + Penalty 3928.749369 = -7615538.263428 Iteration 4Q: 3 clusters Score -7615538 nChanged 10026 ComputeScore: Raw -7624648.330279 + Penalty 3928.749369 = -7620719.580911 Iteration 5F: 3 clusters Score -7620720 nChanged 12291 ComputeScore: Raw -7632406.487526 + Penalty 3928.749369 = -7628477.738158 Iteration 6F: 3 clusters Score -7628478 nChanged 13814 ComputeScore: Raw -7642319.131906 + Penalty 3928.749369 = -7638390.382537 Iteration 7F: 3 clusters Score -7638390 nChanged 13443 ComputeScore: Raw -7652814.588309 + Penalty 3928.749369 = -7648885.838941 Iteration 8F: 3 clusters Score -7648886 nChanged 11472 ComputeScore: Raw -7662146.863898 + Penalty 3928.749369 = -7658218.114529 Iteration 9F: 3 clusters Score -7658218 nChanged 8681 ComputeScore: Raw -7669322.403945 + Penalty 3928.749369 = -7665393.654577 Iteration 10Q: 3 clusters Score -7665394 nChanged 5715 ComputeScore: Raw -7673932.999489 + Penalty 3928.749369 = -7670004.250121 Iteration 11Q: 3 clusters Score -7670004 nChanged 3361 ComputeScore: Raw -7676530.710941 + Penalty 3928.749369 = -7672601.961573 Iteration 12Q: 3 clusters Score -7672602 nChanged 1836 ComputeScore: Raw -7677894.180987 + Penalty 3928.749369 = -7673965.431618 Iteration 13Q: 3 clusters Score -7673965 nChanged 960 ComputeScore: Raw -7678543.778620 + Penalty 3928.749369 = -7674615.029251 Iteration 14Q: 3 clusters Score -7674615 nChanged 500 ComputeScore: Raw -7678861.411272 + Penalty 3928.749369 = -7674932.661904 Iteration 15Q: 3 clusters Score -7674933 nChanged 255 ComputeScore: Raw -7679014.987631 + Penalty 3928.749369 = -7675086.238263 Iteration 16Q: 3 clusters Score -7675086 nChanged 121 ComputeScore: Raw -7679068.892654 + Penalty 3928.749369 = -7675140.143285 Iteration 17Q: 3 clusters Score -7675140 nChanged 73 ComputeScore: Raw -7679099.007938 + Penalty 3928.749369 = -7675170.258569 Iteration 18Q: 3 clusters Score -7675170 nChanged 36 ComputeScore: Raw -7679114.135736 + Penalty 3928.749369 = -7675185.386368 Iteration 19Q: 3 clusters Score -7675185 nChanged 27 ComputeScore: Raw -7679127.126169 + Penalty 3928.749369 = -7675198.376801 Iteration 20F: 3 clusters Score -7675198 nChanged 23 ComputeScore: Raw -7679137.031443 + Penalty 3928.749369 = -7675208.282075 Iteration 21Q: 3 clusters Score -7675208 nChanged 23 ComputeScore: Raw -7679147.857150 + Penalty 3928.749369 = -7675219.107782 Iteration 22Q: 3 clusters Score -7675219 nChanged 19 ComputeScore: Raw -7679155.748046 + Penalty 3928.749369 = -7675226.998677 Iteration 23Q: 3 clusters Score -7675227 nChanged 17 ComputeScore: Raw -7679165.001351 + Penalty 3928.749369 = -7675236.251982 Iteration 24Q: 3 clusters Score -7675236 nChanged 22 ComputeScore: Raw -7679173.342557 + Penalty 3928.749369 = -7675244.593188 Iteration 25Q: 3 clusters Score -7675245 nChanged 16 ComputeScore: Raw -7679180.643785 + Penalty 3928.749369 = -7675251.894416 Iteration 26Q: 3 clusters Score -7675252 nChanged 18 ComputeScore: Raw -7679189.110636 + Penalty 3928.749369 = -7675260.361268 Iteration 27Q: 3 clusters Score -7675260 nChanged 10 ComputeScore: Raw -7679193.733633 + Penalty 3928.749369 = -7675264.984264 Iteration 28Q: 3 clusters Score -7675265 nChanged 12 ComputeScore: Raw -7679199.408413 + Penalty 3928.749369 = -7675270.659045 Iteration 29Q: 3 clusters Score -7675271 nChanged 16 ComputeScore: Raw -7679206.009302 + Penalty 3928.749369 = -7675277.259934 Iteration 30Q: 3 clusters Score -7675277 nChanged 14 ComputeScore: Raw -7679212.415661 + Penalty 3928.749369 = -7675283.666292 Iteration 31Q: 3 clusters Score -7675284 nChanged 12 ComputeScore: Raw -7679217.239770 + Penalty 3928.749369 = -7675288.490402 Iteration 32Q: 3 clusters Score -7675288 nChanged 4 ComputeScore: Raw -7679219.159503 + Penalty 3928.749369 = -7675290.410134 Iteration 33Q: 3 clusters Score -7675290 nChanged 7 ComputeScore: Raw -7679222.579620 + Penalty 3928.749369 = -7675293.830251 Iteration 34Q: 3 clusters Score -7675294 nChanged 7 ComputeScore: Raw -7679225.348639 + Penalty 3928.749369 = -7675296.599270 Iteration 35Q: 3 clusters Score -7675297 nChanged 5 ComputeScore: Raw -7679227.375189 + Penalty 3928.749369 = -7675298.625821 Iteration 36Q: 3 clusters Score -7675299 nChanged 3 ComputeScore: Raw -7679229.164178 + Penalty 3928.749369 = -7675300.414810 Iteration 37Q: 3 clusters Score -7675300 nChanged 3 ComputeScore: Raw -7679229.829385 + Penalty 3928.749369 = -7675301.080017 Iteration 38Q: 3 clusters Score -7675301 nChanged 5 ComputeScore: Raw -7679232.645156 + Penalty 3928.749369 = -7675303.895787 Iteration 39Q: 3 clusters Score -7675304 nChanged 4 ComputeScore: Raw -7679234.323555 + Penalty 3928.749369 = -7675305.574187 Iteration 40F: 3 clusters Score -7675306 nChanged 5 ComputeScore: Raw -7679237.129321 + Penalty 3928.749369 = -7675308.379953 Iteration 41Q: 3 clusters Score -7675308 nChanged 4 ComputeScore: Raw -7679238.787965 + Penalty 3928.749369 = -7675310.038596 Iteration 42Q: 3 clusters Score -7675310 nChanged 5 ComputeScore: Raw -7679240.007958 + Penalty 3928.749369 = -7675311.258590 Iteration 43Q: 3 clusters Score -7675311 nChanged 2 ComputeScore: Raw -7679240.833514 + Penalty 3928.749369 = -7675312.084145 Iteration 44Q: 3 clusters Score -7675312 nChanged 2 ComputeScore: Raw -7679241.823613 + Penalty 3928.749369 = -7675313.074245 Iteration 45Q: 3 clusters Score -7675313 nChanged 1 ComputeScore: Raw -7679242.059432 + Penalty 3928.749369 = -7675313.310064 Iteration 46Q: 3 clusters Score -7675313 nChanged 1 ComputeScore: Raw -7679242.658312 + Penalty 3928.749369 = -7675313.908943 Iteration 47Q: 3 clusters Score -7675314 nChanged 1 ComputeScore: Raw -7679243.497841 + Penalty 3928.749369 = -7675314.748473 Iteration 48Q: 3 clusters Score -7675315 nChanged 2 ComputeScore: Raw -7679244.101817 + Penalty 3928.749369 = -7675315.352448 Iteration 49Q: 3 clusters Score -7675315 nChanged 3 ComputeScore: Raw -7679245.580487 + Penalty 3928.749369 = -7675316.831119 Iteration 50Q: 3 clusters Score -7675317 nChanged 2 ComputeScore: Raw -7679246.561949 + Penalty 3928.749369 = -7675317.812580 Iteration 51Q: 3 clusters Score -7675318 nChanged 0 ComputeScore: Raw -7679246.561949 + Penalty 3928.749369 = -7675317.812580 Iteration 52F: 3 clusters Score -7675318 nChanged 0 ConsiderDeletion: ComputeScore: Raw -10377423.205829 + Penalty 12122.350821 = -10365300.855008Iteration 39Q: 7 clusters Score -1.03653e+07 nChanged 3941 ConsiderDeletion: ComputeScore: Raw -10378706.229178 + Penalty 12122.350821 = -10366583.878357Iteration 40F: 7 clusters Score -1.036658e+07 nChanged 2235 ConsiderDeletion: ComputeScore: Raw -10379006.226162 + Penalty 12122.350821 = -10366883.875341Iteration 41Q: 7 clusters Score -1.036688e+07 nChanged 1076 ConsiderDeletion: ComputeScore: Raw -10379109.856387 + Penalty 12122.350821 = -10366987.505566Iteration 42Q: 7 clusters Score -1.036699e+07 nChanged 712 ConsiderDeletion: ComputeScore: Raw -10379157.725827 + Penalty 12122.350821 = -10367035.375006Iteration 43Q: 7 clusters Score -1.036704e+07 nChanged 513 ConsiderDeletion: ComputeScore: Raw -10379187.418252 + Penalty 12122.350821 = -10367065.067431Iteration 44Q: 7 clusters Score -1.036707e+07 nChanged 419 ConsiderDeletion: ComputeScore: Raw -10379210.491450 + Penalty 12122.350821 = -10367088.140629Iteration 45Q: 7 clusters Score -1.036709e+07 nChanged 354 ConsiderDeletion: ComputeScore: Raw -10379227.634847 + Penalty 12122.350821 = -10367105.284026Iteration 46Q: 7 clusters Score -1.036711e+07 nChanged 314 ConsiderDeletion: ComputeScore: Raw -10379243.498635 + Penalty 12122.350821 = -10367121.147814Iteration 47Q: 7 clusters Score -1.036712e+07 nChanged 298 ConsiderDeletion: ComputeScore: Raw -10379259.160684 + Penalty 12122.350821 = -10367136.809863Iteration 48Q: 7 clusters Score -1.036714e+07 nChanged 262 ConsiderDeletion: ComputeScore: Raw -10379272.606408 + Penalty 12122.350821 = -10367150.255587Iteration 49Q: 7 clusters Score -1.036715e+07 nChanged 245 ConsiderDeletion: ComputeScore: Raw -10379284.766346 + Penalty 12122.350821 = -10367162.415525Iteration 50Q: 7 clusters Score -1.036716e+07 nChanged 223 ConsiderDeletion: ComputeScore: Raw -10379295.690450 + Penalty 12122.350821 = -10367173.339628Iteration 51Q: 7 clusters Score -1.036717e+07 nChanged 193 ConsiderDeletion: ComputeScore: Raw -10379304.710014 + Penalty 12122.350821 = -10367182.359193Iteration 52Q: 7 clusters Score -1.036718e+07 nChanged 187 ConsiderDeletion: ComputeScore: Raw -10379313.847344 + Penalty 12122.350821 = -10367191.496522Iteration 53Q: 7 clusters Score -1.036719e+07 nChanged 188 ConsiderDeletion: ComputeScore: Raw -10379322.264124 + Penalty 12122.350821 = -10367199.913303Iteration 54Q: 7 clusters Score -1.03672e+07 nChanged 179 ConsiderDeletion: ComputeScore: Raw -10379330.401210 + Penalty 12122.350821 = -10367208.050389Iteration 55Q: 7 clusters Score -1.036721e+07 nChanged 176 ConsiderDeletion: ComputeScore: Raw -10379338.594647 + Penalty 12122.350821 = -10367216.243826Iteration 56Q: 7 clusters Score -1.036722e+07 nChanged 172 ConsiderDeletion: ComputeScore: Raw -10379345.298860 + Penalty 12122.350821 = -10367222.948038Iteration 57Q: 7 clusters Score -1.036722e+07 nChanged 159 ConsiderDeletion: ComputeScore: Raw -10379352.557361 + Penalty 12122.350821 = -10367230.206540Iteration 58Q: 7 clusters Score -1.036723e+07 nChanged 157 ConsiderDeletion: ComputeScore: Raw -10379359.652879 + Penalty 12122.350821 = -10367237.302058Iteration 59Q: 7 clusters Score -1.036724e+07 nChanged 131 ConsiderDeletion: ComputeScore: Raw -10379365.684006 + Penalty 12122.350821 = -10367243.333184Iteration 60F: 7 clusters Score -1.036724e+07 nChanged 141 ConsiderDeletion: ComputeScore: Raw -10379372.326123 + Penalty 12122.350821 = -10367249.975302Iteration 61Q: 7 clusters Score -1.036725e+07 nChanged 145 ConsiderDeletion: ComputeScore: Raw -10379378.722332 + Penalty 12122.350821 = -10367256.371511Iteration 62Q: 7 clusters Score -1.036726e+07 nChanged 134 ConsiderDeletion: ComputeScore: Raw -10379384.887139 + Penalty 12122.350821 = -10367262.536318Iteration 63Q: 7 clusters Score -1.036726e+07 nChanged 134 ConsiderDeletion: ComputeScore: Raw -10379391.536577 + Penalty 12122.350821 = -10367269.185756Iteration 64Q: 7 clusters Score -1.036727e+07 nChanged 147 ConsiderDeletion: ComputeScore: Raw -10379399.167265 + Penalty 12122.350821 = -10367276.816444Iteration 65Q: 7 clusters Score -1.036728e+07 nChanged 152 ConsiderDeletion: ComputeScore: Raw -10379406.408308 + Penalty 12122.350821 = -10367284.057487Iteration 66Q: 7 clusters Score -1.036728e+07 nChanged 141 ConsiderDeletion: ComputeScore: Raw -10379412.738478 + Penalty 12122.350821 = -10367290.387657Iteration 67Q: 7 clusters Score -1.036729e+07 nChanged 119 ConsiderDeletion: ComputeScore: Raw -10379419.374925 + Penalty 12122.350821 = -10367297.024104Iteration 68Q: 7 clusters Score -1.03673e+07 nChanged 116 ConsiderDeletion: ComputeScore: Raw -10379425.113359 + Penalty 12122.350821 = -10367302.762538Iteration 69Q: 7 clusters Score -1.03673e+07 nChanged 99 ConsiderDeletion: ComputeScore: Raw -10379429.703167 + Penalty 12122.350821 = -10367307.352346Iteration 70Q: 7 clusters Score -1.036731e+07 nChanged 92 ConsiderDeletion: ComputeScore: Raw -10379433.905656 + Penalty 12122.350821 = -10367311.554835Iteration 71Q: 7 clusters Score -1.036731e+07 nChanged 82 ConsiderDeletion: ComputeScore: Raw -10379437.386995 + Penalty 12122.350821 = -10367315.036174Iteration 72Q: 7 clusters Score -1.036732e+07 nChanged 74 ConsiderDeletion: ComputeScore: Raw -10379440.751329 + Penalty 12122.350821 = -10367318.400508Iteration 73Q: 7 clusters Score -1.036732e+07 nChanged 66 ConsiderDeletion: ComputeScore: Raw -10379444.049727 + Penalty 12122.350821 = -10367321.698906Iteration 74Q: 7 clusters Score -1.036732e+07 nChanged 62 ConsiderDeletion: ComputeScore: Raw -10379447.341862 + Penalty 12122.350821 = -10367324.991041Iteration 75Q: 7 clusters Score -1.036732e+07 nChanged 69 ConsiderDeletion: ComputeScore: Raw -10379450.366844 + Penalty 12122.350821 = -10367328.016023Iteration 76Q: 7 clusters Score -1.036733e+07 nChanged 68 ConsiderDeletion: ComputeScore: Raw -10379453.374022 + Penalty 12122.350821 = -10367331.023201Iteration 77Q: 7 clusters Score -1.036733e+07 nChanged 69 ConsiderDeletion: ComputeScore: Raw -10379456.192560 + Penalty 12122.350821 = -10367333.841739Iteration 78Q: 7 clusters Score -1.036733e+07 nChanged 61 ComputeScore: Raw -10379456.192560 + Penalty 12122.350821 = -10367333.841739Trying to split cluster 1 (29090 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1051938.103851 + Penalty 1670.199335 = -1050267.904517 Iteration 0F: 2 clusters Score -1050268 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1034019.840071 + Penalty 3340.398669 = -1030679.441401 Iteration 0F: 3 clusters Score -1030679 nChanged 13358 ComputeScore: Raw -1041495.021134 + Penalty 3340.398669 = -1038154.622465 Iteration 1F: 3 clusters Score -1038155 nChanged 1526 ComputeScore: Raw -1042191.651269 + Penalty 3340.398669 = -1038851.252600 Iteration 2F: 3 clusters Score -1038851 nChanged 1647 ComputeScore: Raw -1043060.011783 + Penalty 3340.398669 = -1039719.613113 Iteration 3F: 3 clusters Score -1039720 nChanged 1798 ComputeScore: Raw -1044141.367151 + Penalty 3340.398669 = -1040800.968481 Iteration 4F: 3 clusters Score -1040801 nChanged 1822 ComputeScore: Raw -1045287.808719 + Penalty 3340.398669 = -1041947.410049 Iteration 5F: 3 clusters Score -1041947 nChanged 1789 ComputeScore: Raw -1046370.454263 + Penalty 3340.398669 = -1043030.055594 Iteration 6F: 3 clusters Score -1043030 nChanged 1623 ComputeScore: Raw -1047212.008085 + Penalty 3340.398669 = -1043871.609416 Iteration 7F: 3 clusters Score -1043872 nChanged 1317 ComputeScore: Raw -1047826.891176 + Penalty 3340.398669 = -1044486.492507 Iteration 8Q: 3 clusters Score -1044486 nChanged 1044 ComputeScore: Raw -1048261.780323 + Penalty 3340.398669 = -1044921.381654 Iteration 9Q: 3 clusters Score -1044921 nChanged 842 ComputeScore: Raw -1048610.962669 + Penalty 3340.398669 = -1045270.563999 Iteration 10Q: 3 clusters Score -1045271 nChanged 730 ComputeScore: Raw -1048897.869604 + Penalty 3340.398669 = -1045557.470935 Iteration 11Q: 3 clusters Score -1045557 nChanged 647 ComputeScore: Raw -1049134.468161 + Penalty 3340.398669 = -1045794.069492 Iteration 12Q: 3 clusters Score -1045794 nChanged 558 ComputeScore: Raw -1049312.522236 + Penalty 3340.398669 = -1045972.123567 Iteration 13Q: 3 clusters Score -1045972 nChanged 491 ComputeScore: Raw -1049459.951887 + Penalty 3340.398669 = -1046119.553218 Iteration 14Q: 3 clusters Score -1046120 nChanged 416 ComputeScore: Raw -1049574.071399 + Penalty 3340.398669 = -1046233.672730 Iteration 15Q: 3 clusters Score -1046234 nChanged 403 ComputeScore: Raw -1049696.148970 + Penalty 3340.398669 = -1046355.750300 Iteration 16Q: 3 clusters Score -1046356 nChanged 373 ComputeScore: Raw -1049812.556736 + Penalty 3340.398669 = -1046472.158067 Iteration 17Q: 3 clusters Score -1046472 nChanged 370 ComputeScore: Raw -1049930.453171 + Penalty 3340.398669 = -1046590.054502 Iteration 18Q: 3 clusters Score -1046590 nChanged 377 ComputeScore: Raw -1050055.224317 + Penalty 3340.398669 = -1046714.825647 Iteration 19Q: 3 clusters Score -1046715 nChanged 386 ComputeScore: Raw -1050183.407809 + Penalty 3340.398669 = -1046843.009139 Iteration 20F: 3 clusters Score -1046843 nChanged 399 ComputeScore: Raw -1050324.234263 + Penalty 3340.398669 = -1046983.835594 Iteration 21Q: 3 clusters Score -1046984 nChanged 399 ComputeScore: Raw -1050478.273534 + Penalty 3340.398669 = -1047137.874865 Iteration 22Q: 3 clusters Score -1047138 nChanged 416 ComputeScore: Raw -1050631.427459 + Penalty 3340.398669 = -1047291.028790 Iteration 23Q: 3 clusters Score -1047291 nChanged 379 ComputeScore: Raw -1050759.223369 + Penalty 3340.398669 = -1047418.824700 Iteration 24Q: 3 clusters Score -1047419 nChanged 343 ComputeScore: Raw -1050869.390890 + Penalty 3340.398669 = -1047528.992221 Iteration 25Q: 3 clusters Score -1047529 nChanged 338 ComputeScore: Raw -1050984.603286 + Penalty 3340.398669 = -1047644.204616 Iteration 26Q: 3 clusters Score -1047644 nChanged 334 ComputeScore: Raw -1051091.071239 + Penalty 3340.398669 = -1047750.672570 Iteration 27Q: 3 clusters Score -1047751 nChanged 309 ComputeScore: Raw -1051189.184141 + Penalty 3340.398669 = -1047848.785472 Iteration 28Q: 3 clusters Score -1047849 nChanged 281 ComputeScore: Raw -1051280.760275 + Penalty 3340.398669 = -1047940.361605 Iteration 29Q: 3 clusters Score -1047940 nChanged 281 ComputeScore: Raw -1051371.481345 + Penalty 3340.398669 = -1048031.082675 Iteration 30Q: 3 clusters Score -1048031 nChanged 290 ComputeScore: Raw -1051473.217478 + Penalty 3340.398669 = -1048132.818809 Iteration 31Q: 3 clusters Score -1048133 nChanged 298 ComputeScore: Raw -1051590.194483 + Penalty 3340.398669 = -1048249.795814 Iteration 32Q: 3 clusters Score -1048250 nChanged 304 ComputeScore: Raw -1051719.471971 + Penalty 3340.398669 = -1048379.073302 Iteration 33Q: 3 clusters Score -1048379 nChanged 259 ComputeScore: Raw -1051838.315784 + Penalty 3340.398669 = -1048497.917115 Iteration 34Q: 3 clusters Score -1048498 nChanged 252 ComputeScore: Raw -1051959.355503 + Penalty 3340.398669 = -1048618.956834 Iteration 35Q: 3 clusters Score -1048619 nChanged 252 ComputeScore: Raw -1052082.488584 + Penalty 3340.398669 = -1048742.089915 Iteration 36Q: 3 clusters Score -1048742 nChanged 230 ComputeScore: Raw -1052186.786069 + Penalty 3340.398669 = -1048846.387400 Iteration 37Q: 3 clusters Score -1048846 nChanged 200 ComputeScore: Raw -1052271.589667 + Penalty 3340.398669 = -1048931.190998 Iteration 38Q: 3 clusters Score -1048931 nChanged 169 ComputeScore: Raw -1052335.649051 + Penalty 3340.398669 = -1048995.250381 Iteration 39Q: 3 clusters Score -1048995 nChanged 153 ComputeScore: Raw -1052384.542519 + Penalty 3340.398669 = -1049044.143850 Iteration 40F: 3 clusters Score -1049044 nChanged 135 ComputeScore: Raw -1052424.045066 + Penalty 3340.398669 = -1049083.646397 Iteration 41Q: 3 clusters Score -1049084 nChanged 122 ComputeScore: Raw -1052458.410038 + Penalty 3340.398669 = -1049118.011369 Iteration 42Q: 3 clusters Score -1049118 nChanged 99 ComputeScore: Raw -1052483.309202 + Penalty 3340.398669 = -1049142.910532 Iteration 43Q: 3 clusters Score -1049143 nChanged 81 ComputeScore: Raw -1052503.660627 + Penalty 3340.398669 = -1049163.261958 Iteration 44Q: 3 clusters Score -1049163 nChanged 79 ComputeScore: Raw -1052524.922794 + Penalty 3340.398669 = -1049184.524125 Iteration 45Q: 3 clusters Score -1049185 nChanged 69 ComputeScore: Raw -1052539.220269 + Penalty 3340.398669 = -1049198.821599 Iteration 46Q: 3 clusters Score -1049199 nChanged 64 ComputeScore: Raw -1052551.896466 + Penalty 3340.398669 = -1049211.497797 Iteration 47Q: 3 clusters Score -1049211 nChanged 52 ComputeScore: Raw -1052563.373799 + Penalty 3340.398669 = -1049222.975130 Iteration 48Q: 3 clusters Score -1049223 nChanged 59 ComputeScore: Raw -1052576.218597 + Penalty 3340.398669 = -1049235.819928 Iteration 49Q: 3 clusters Score -1049236 nChanged 59 ComputeScore: Raw -1052587.943428 + Penalty 3340.398669 = -1049247.544759 Iteration 50Q: 3 clusters Score -1049248 nChanged 49 ComputeScore: Raw -1052598.818391 + Penalty 3340.398669 = -1049258.419722 Iteration 51Q: 3 clusters Score -1049258 nChanged 45 ComputeScore: Raw -1052606.064044 + Penalty 3340.398669 = -1049265.665375 Iteration 52Q: 3 clusters Score -1049266 nChanged 28 ComputeScore: Raw -1052610.970738 + Penalty 3340.398669 = -1049270.572069 Iteration 53Q: 3 clusters Score -1049271 nChanged 27 ComputeScore: Raw -1052615.372845 + Penalty 3340.398669 = -1049274.974175 Iteration 54Q: 3 clusters Score -1049275 nChanged 26 ComputeScore: Raw -1052619.148871 + Penalty 3340.398669 = -1049278.750202 Iteration 55Q: 3 clusters Score -1049279 nChanged 23 ComputeScore: Raw -1052623.361176 + Penalty 3340.398669 = -1049282.962507 Iteration 56Q: 3 clusters Score -1049283 nChanged 15 ComputeScore: Raw -1052626.799468 + Penalty 3340.398669 = -1049286.400799 Iteration 57Q: 3 clusters Score -1049286 nChanged 26 ComputeScore: Raw -1052631.712222 + Penalty 3340.398669 = -1049291.313553 Iteration 58Q: 3 clusters Score -1049291 nChanged 23 ComputeScore: Raw -1052635.501278 + Penalty 3340.398669 = -1049295.102609 Iteration 59Q: 3 clusters Score -1049295 nChanged 21 ComputeScore: Raw -1052638.691236 + Penalty 3340.398669 = -1049298.292567 Iteration 60F: 3 clusters Score -1049298 nChanged 12 ComputeScore: Raw -1052640.234228 + Penalty 3340.398669 = -1049299.835558 Iteration 61Q: 3 clusters Score -1049300 nChanged 11 ComputeScore: Raw -1052642.788950 + Penalty 3340.398669 = -1049302.390281 Iteration 62Q: 3 clusters Score -1049302 nChanged 17 ComputeScore: Raw -1052645.659177 + Penalty 3340.398669 = -1049305.260507 Iteration 63Q: 3 clusters Score -1049305 nChanged 10 ComputeScore: Raw -1052646.778821 + Penalty 3340.398669 = -1049306.380152 Iteration 64Q: 3 clusters Score -1049306 nChanged 8 ComputeScore: Raw -1052647.933956 + Penalty 3340.398669 = -1049307.535287 Iteration 65Q: 3 clusters Score -1049308 nChanged 9 ComputeScore: Raw -1052649.276155 + Penalty 3340.398669 = -1049308.877486 Iteration 66Q: 3 clusters Score -1049309 nChanged 11 ComputeScore: Raw -1052650.913284 + Penalty 3340.398669 = -1049310.514615 Iteration 67Q: 3 clusters Score -1049311 nChanged 11 ComputeScore: Raw -1052653.433341 + Penalty 3340.398669 = -1049313.034671 Iteration 68Q: 3 clusters Score -1049313 nChanged 13 ComputeScore: Raw -1052655.838825 + Penalty 3340.398669 = -1049315.440156 Iteration 69Q: 3 clusters Score -1049315 nChanged 13 ComputeScore: Raw -1052657.598066 + Penalty 3340.398669 = -1049317.199396 Iteration 70Q: 3 clusters Score -1049317 nChanged 10 ComputeScore: Raw -1052659.459452 + Penalty 3340.398669 = -1049319.060783 Iteration 71Q: 3 clusters Score -1049319 nChanged 11 ComputeScore: Raw -1052660.942038 + Penalty 3340.398669 = -1049320.543369 Iteration 72Q: 3 clusters Score -1049321 nChanged 9 ComputeScore: Raw -1052662.206331 + Penalty 3340.398669 = -1049321.807662 Iteration 73Q: 3 clusters Score -1049322 nChanged 6 ComputeScore: Raw -1052662.863903 + Penalty 3340.398669 = -1049322.465233 Iteration 74Q: 3 clusters Score -1049322 nChanged 5 ComputeScore: Raw -1052663.638154 + Penalty 3340.398669 = -1049323.239485 Iteration 75Q: 3 clusters Score -1049323 nChanged 6 ComputeScore: Raw -1052664.515072 + Penalty 3340.398669 = -1049324.116402 Iteration 76Q: 3 clusters Score -1049324 nChanged 6 ComputeScore: Raw -1052665.250263 + Penalty 3340.398669 = -1049324.851594 Iteration 77Q: 3 clusters Score -1049325 nChanged 3 ComputeScore: Raw -1052665.561815 + Penalty 3340.398669 = -1049325.163146 Iteration 78Q: 3 clusters Score -1049325 nChanged 2 ComputeScore: Raw -1052665.725806 + Penalty 3340.398669 = -1049325.327136 Iteration 79Q: 3 clusters Score -1049325 nChanged 1 ComputeScore: Raw -1052665.809979 + Penalty 3340.398669 = -1049325.411310 Iteration 80F: 3 clusters Score -1049325 nChanged 0 Trying to split cluster 2 (6548 points) Assigned 2 initial classes randomly. ComputeScore: Raw -346718.885966 + Penalty 1427.873678 = -345291.012289 Iteration 0F: 2 clusters Score -345291 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -343167.724548 + Penalty 2855.747355 = -340311.977193 Iteration 0F: 3 clusters Score -340312 nChanged 2725 ComputeScore: Raw -344572.311692 + Penalty 2855.747355 = -341716.564337 Iteration 1F: 3 clusters Score -341716.6 nChanged 421 ComputeScore: Raw -344782.708093 + Penalty 2855.747355 = -341926.960738 Iteration 2F: 3 clusters Score -341927 nChanged 329 ComputeScore: Raw -344921.177750 + Penalty 2855.747355 = -342065.430395 Iteration 3F: 3 clusters Score -342065.4 nChanged 247 ComputeScore: Raw -345023.487538 + Penalty 2855.747355 = -342167.740183 Iteration 4Q: 3 clusters Score -342167.7 nChanged 239 ComputeScore: Raw -345122.988234 + Penalty 2855.747355 = -342267.240879 Iteration 5Q: 3 clusters Score -342267.2 nChanged 211 ComputeScore: Raw -345221.179608 + Penalty 2855.747355 = -342365.432253 Iteration 6Q: 3 clusters Score -342365.4 nChanged 236 ComputeScore: Raw -345342.820187 + Penalty 2855.747355 = -342487.072832 Iteration 7Q: 3 clusters Score -342487.1 nChanged 253 ComputeScore: Raw -345486.506212 + Penalty 2855.747355 = -342630.758857 Iteration 8Q: 3 clusters Score -342630.8 nChanged 266 ComputeScore: Raw -345669.519913 + Penalty 2855.747355 = -342813.772558 Iteration 9Q: 3 clusters Score -342813.8 nChanged 277 ComputeScore: Raw -345859.505898 + Penalty 2855.747355 = -343003.758543 Iteration 10Q: 3 clusters Score -343003.8 nChanged 273 ComputeScore: Raw -346070.440323 + Penalty 2855.747355 = -343214.692968 Iteration 11Q: 3 clusters Score -343214.7 nChanged 254 ComputeScore: Raw -346258.754001 + Penalty 2855.747355 = -343403.006646 Iteration 12Q: 3 clusters Score -343403 nChanged 198 ComputeScore: Raw -346426.812360 + Penalty 2855.747355 = -343571.065005 Iteration 13Q: 3 clusters Score -343571.1 nChanged 149 ComputeScore: Raw -346572.989936 + Penalty 2855.747355 = -343717.242581 Iteration 14Q: 3 clusters Score -343717.2 nChanged 105 ComputeScore: Raw -346684.958586 + Penalty 2855.747355 = -343829.211231 Iteration 15Q: 3 clusters Score -343829.2 nChanged 67 ComputeScore: Raw -346753.394950 + Penalty 2855.747355 = -343897.647595 Iteration 16Q: 3 clusters Score -343897.6 nChanged 41 ComputeScore: Raw -346801.944218 + Penalty 2855.747355 = -343946.196863 Iteration 17Q: 3 clusters Score -343946.2 nChanged 31 ComputeScore: Raw -346841.538172 + Penalty 2855.747355 = -343985.790817 Iteration 18Q: 3 clusters Score -343985.8 nChanged 24 ComputeScore: Raw -346870.601289 + Penalty 2855.747355 = -344014.853934 Iteration 19Q: 3 clusters Score -344014.9 nChanged 16 ComputeScore: Raw -346894.105188 + Penalty 2855.747355 = -344038.357833 Iteration 20F: 3 clusters Score -344038.4 nChanged 12 ComputeScore: Raw -346908.688125 + Penalty 2855.747355 = -344052.940770 Iteration 21Q: 3 clusters Score -344052.9 nChanged 4 ComputeScore: Raw -346913.588570 + Penalty 2855.747355 = -344057.841215 Iteration 22Q: 3 clusters Score -344057.8 nChanged 3 ComputeScore: Raw -346916.763309 + Penalty 2855.747355 = -344061.015954 Iteration 23Q: 3 clusters Score -344061 nChanged 3 ComputeScore: Raw -346920.263890 + Penalty 2855.747355 = -344064.516535 Iteration 24Q: 3 clusters Score -344064.5 nChanged 2 ComputeScore: Raw -346922.154482 + Penalty 2855.747355 = -344066.407127 Iteration 25Q: 3 clusters Score -344066.4 nChanged 1 ComputeScore: Raw -346923.326099 + Penalty 2855.747355 = -344067.578744 Iteration 26Q: 3 clusters Score -344067.6 nChanged 0 ComputeScore: Raw -346923.326099 + Penalty 2855.747355 = -344067.578744 Iteration 27F: 3 clusters Score -344067.6 nChanged 0 Trying to split cluster 3 (11299 points) Assigned 2 initial classes randomly. ComputeScore: Raw -452500.285076 + Penalty 1516.526295 = -450983.758781 Iteration 0F: 2 clusters Score -450983.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -445984.369937 + Penalty 3033.052589 = -442951.317348 Iteration 0F: 3 clusters Score -442951.3 nChanged 5005 ComputeScore: Raw -448874.572636 + Penalty 3033.052589 = -445841.520047 Iteration 1F: 3 clusters Score -445841.5 nChanged 786 ComputeScore: Raw -449322.596366 + Penalty 3033.052589 = -446289.543776 Iteration 2F: 3 clusters Score -446289.5 nChanged 796 ComputeScore: Raw -449867.907523 + Penalty 3033.052589 = -446834.854934 Iteration 3F: 3 clusters Score -446834.9 nChanged 802 ComputeScore: Raw -450470.684277 + Penalty 3033.052589 = -447437.631688 Iteration 4F: 3 clusters Score -447437.6 nChanged 817 ComputeScore: Raw -451069.159235 + Penalty 3033.052589 = -448036.106645 Iteration 5F: 3 clusters Score -448036.1 nChanged 717 ComputeScore: Raw -451550.641257 + Penalty 3033.052589 = -448517.588668 Iteration 6F: 3 clusters Score -448517.6 nChanged 569 ComputeScore: Raw -451911.417878 + Penalty 3033.052589 = -448878.365288 Iteration 7F: 3 clusters Score -448878.4 nChanged 445 ComputeScore: Raw -452181.476905 + Penalty 3033.052589 = -449148.424316 Iteration 8Q: 3 clusters Score -449148.4 nChanged 349 ComputeScore: Raw -452386.779786 + Penalty 3033.052589 = -449353.727197 Iteration 9Q: 3 clusters Score -449353.7 nChanged 284 ComputeScore: Raw -452551.579250 + Penalty 3033.052589 = -449518.526661 Iteration 10Q: 3 clusters Score -449518.5 nChanged 246 ComputeScore: Raw -452694.360343 + Penalty 3033.052589 = -449661.307754 Iteration 11Q: 3 clusters Score -449661.3 nChanged 168 ComputeScore: Raw -452775.847256 + Penalty 3033.052589 = -449742.794666 Iteration 12Q: 3 clusters Score -449742.8 nChanged 144 ComputeScore: Raw -452849.503857 + Penalty 3033.052589 = -449816.451268 Iteration 13Q: 3 clusters Score -449816.5 nChanged 133 ComputeScore: Raw -452918.952576 + Penalty 3033.052589 = -449885.899987 Iteration 14Q: 3 clusters Score -449885.9 nChanged 107 ComputeScore: Raw -452969.726214 + Penalty 3033.052589 = -449936.673625 Iteration 15Q: 3 clusters Score -449936.7 nChanged 76 ComputeScore: Raw -452999.331010 + Penalty 3033.052589 = -449966.278421 Iteration 16Q: 3 clusters Score -449966.3 nChanged 63 ComputeScore: Raw -453024.319192 + Penalty 3033.052589 = -449991.266603 Iteration 17Q: 3 clusters Score -449991.3 nChanged 47 ComputeScore: Raw -453040.134745 + Penalty 3033.052589 = -450007.082156 Iteration 18Q: 3 clusters Score -450007.1 nChanged 44 ComputeScore: Raw -453052.380401 + Penalty 3033.052589 = -450019.327812 Iteration 19Q: 3 clusters Score -450019.3 nChanged 24 ComputeScore: Raw -453057.457959 + Penalty 3033.052589 = -450024.405369 Iteration 20F: 3 clusters Score -450024.4 nChanged 21 ComputeScore: Raw -453063.684801 + Penalty 3033.052589 = -450030.632212 Iteration 21Q: 3 clusters Score -450030.6 nChanged 19 ComputeScore: Raw -453069.265508 + Penalty 3033.052589 = -450036.212919 Iteration 22Q: 3 clusters Score -450036.2 nChanged 20 ComputeScore: Raw -453074.677338 + Penalty 3033.052589 = -450041.624749 Iteration 23Q: 3 clusters Score -450041.6 nChanged 18 ComputeScore: Raw -453080.155890 + Penalty 3033.052589 = -450047.103301 Iteration 24Q: 3 clusters Score -450047.1 nChanged 18 ComputeScore: Raw -453086.769733 + Penalty 3033.052589 = -450053.717143 Iteration 25Q: 3 clusters Score -450053.7 nChanged 18 ComputeScore: Raw -453092.824453 + Penalty 3033.052589 = -450059.771864 Iteration 26Q: 3 clusters Score -450059.8 nChanged 19 ComputeScore: Raw -453098.457617 + Penalty 3033.052589 = -450065.405028 Iteration 27Q: 3 clusters Score -450065.4 nChanged 18 ComputeScore: Raw -453105.715134 + Penalty 3033.052589 = -450072.662545 Iteration 28Q: 3 clusters Score -450072.7 nChanged 14 ComputeScore: Raw -453112.020201 + Penalty 3033.052589 = -450078.967612 Iteration 29Q: 3 clusters Score -450079 nChanged 10 ComputeScore: Raw -453115.628620 + Penalty 3033.052589 = -450082.576031 Iteration 30Q: 3 clusters Score -450082.6 nChanged 14 ComputeScore: Raw -453121.053104 + Penalty 3033.052589 = -450088.000515 Iteration 31Q: 3 clusters Score -450088 nChanged 16 ComputeScore: Raw -453127.044043 + Penalty 3033.052589 = -450093.991454 Iteration 32Q: 3 clusters Score -450094 nChanged 12 ComputeScore: Raw -453130.900593 + Penalty 3033.052589 = -450097.848004 Iteration 33Q: 3 clusters Score -450097.8 nChanged 8 ComputeScore: Raw -453133.044403 + Penalty 3033.052589 = -450099.991814 Iteration 34Q: 3 clusters Score -450100 nChanged 10 ComputeScore: Raw -453136.024844 + Penalty 3033.052589 = -450102.972254 Iteration 35Q: 3 clusters Score -450103 nChanged 11 ComputeScore: Raw -453138.658397 + Penalty 3033.052589 = -450105.605808 Iteration 36Q: 3 clusters Score -450105.6 nChanged 4 ComputeScore: Raw -453142.141168 + Penalty 3033.052589 = -450109.088579 Iteration 37Q: 3 clusters Score -450109.1 nChanged 15 ComputeScore: Raw -453152.118251 + Penalty 3033.052589 = -450119.065662 Iteration 38Q: 3 clusters Score -450119.1 nChanged 18 ComputeScore: Raw -453159.478396 + Penalty 3033.052589 = -450126.425807 Iteration 39Q: 3 clusters Score -450126.4 nChanged 18 ComputeScore: Raw -453166.725056 + Penalty 3033.052589 = -450133.672467 Iteration 40F: 3 clusters Score -450133.7 nChanged 21 ComputeScore: Raw -453179.775426 + Penalty 3033.052589 = -450146.722837 Iteration 41Q: 3 clusters Score -450146.7 nChanged 20 ComputeScore: Raw -453191.423350 + Penalty 3033.052589 = -450158.370760 Iteration 42Q: 3 clusters Score -450158.4 nChanged 18 ComputeScore: Raw -453200.214587 + Penalty 3033.052589 = -450167.161997 Iteration 43Q: 3 clusters Score -450167.2 nChanged 13 ComputeScore: Raw -453205.136375 + Penalty 3033.052589 = -450172.083786 Iteration 44Q: 3 clusters Score -450172.1 nChanged 8 ComputeScore: Raw -453207.101786 + Penalty 3033.052589 = -450174.049197 Iteration 45Q: 3 clusters Score -450174 nChanged 7 ComputeScore: Raw -453209.684249 + Penalty 3033.052589 = -450176.631660 Iteration 46Q: 3 clusters Score -450176.6 nChanged 8 ComputeScore: Raw -453211.361006 + Penalty 3033.052589 = -450178.308417 Iteration 47Q: 3 clusters Score -450178.3 nChanged 5 ComputeScore: Raw -453212.696682 + Penalty 3033.052589 = -450179.644092 Iteration 48Q: 3 clusters Score -450179.6 nChanged 3 ComputeScore: Raw -453213.295404 + Penalty 3033.052589 = -450180.242815 Iteration 49Q: 3 clusters Score -450180.2 nChanged 0 ComputeScore: Raw -453213.295404 + Penalty 3033.052589 = -450180.242815 Iteration 50F: 3 clusters Score -450180.2 nChanged 0 Trying to split cluster 4 (177016 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7693328.312432 + Penalty 1963.649253 = -7691364.663179 Iteration 0F: 2 clusters Score -7691365 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7575999.151907 + Penalty 3927.298506 = -7572071.853401 Iteration 0F: 3 clusters Score -7572072 nChanged 85890 ComputeScore: Raw -7627076.743979 + Penalty 3927.298506 = -7623149.445473 Iteration 1F: 3 clusters Score -7623149 nChanged 5864 ComputeScore: Raw -7628709.246641 + Penalty 3927.298506 = -7624781.948135 Iteration 2Q: 3 clusters Score -7624782 nChanged 6397 ComputeScore: Raw -7630811.747880 + Penalty 3927.298506 = -7626884.449374 Iteration 3Q: 3 clusters Score -7626884 nChanged 7207 ComputeScore: Raw -7633558.937698 + Penalty 3927.298506 = -7629631.639192 Iteration 4Q: 3 clusters Score -7629632 nChanged 8093 ComputeScore: Raw -7637120.988235 + Penalty 3927.298506 = -7633193.689729 Iteration 5Q: 3 clusters Score -7633194 nChanged 9455 ComputeScore: Raw -7641988.440782 + Penalty 3927.298506 = -7638061.142276 Iteration 6F: 3 clusters Score -7638061 nChanged 10701 ComputeScore: Raw -7648380.598757 + Penalty 3927.298506 = -7644453.300251 Iteration 7F: 3 clusters Score -7644453 nChanged 11191 ComputeScore: Raw -7656061.908353 + Penalty 3927.298506 = -7652134.609847 Iteration 8F: 3 clusters Score -7652135 nChanged 10702 ComputeScore: Raw -7663872.490443 + Penalty 3927.298506 = -7659945.191938 Iteration 9F: 3 clusters Score -7659945 nChanged 9106 ComputeScore: Raw -7670366.789245 + Penalty 3927.298506 = -7666439.490739 Iteration 10F: 3 clusters Score -7666439 nChanged 7171 ComputeScore: Raw -7674883.099973 + Penalty 3927.298506 = -7670955.801467 Iteration 11Q: 3 clusters Score -7670956 nChanged 5566 ComputeScore: Raw -7678044.412034 + Penalty 3927.298506 = -7674117.113528 Iteration 12Q: 3 clusters Score -7674117 nChanged 4633 ComputeScore: Raw -7680627.014046 + Penalty 3927.298506 = -7676699.715540 Iteration 13Q: 3 clusters Score -7676700 nChanged 3935 ComputeScore: Raw -7682808.038637 + Penalty 3927.298506 = -7678880.740131 Iteration 14Q: 3 clusters Score -7678881 nChanged 3460 ComputeScore: Raw -7684777.750629 + Penalty 3927.298506 = -7680850.452123 Iteration 15Q: 3 clusters Score -7680850 nChanged 3160 ComputeScore: Raw -7686619.547451 + Penalty 3927.298506 = -7682692.248945 Iteration 16Q: 3 clusters Score -7682692 nChanged 2790 ComputeScore: Raw -7688285.775138 + Penalty 3927.298506 = -7684358.476632 Iteration 17Q: 3 clusters Score -7684358 nChanged 2290 ComputeScore: Raw -7689579.883633 + Penalty 3927.298506 = -7685652.585127 Iteration 18Q: 3 clusters Score -7685653 nChanged 1889 ComputeScore: Raw -7690616.285964 + Penalty 3927.298506 = -7686688.987458 Iteration 19Q: 3 clusters Score -7686689 nChanged 1503 ComputeScore: Raw -7691400.970474 + Penalty 3927.298506 = -7687473.671968 Iteration 20F: 3 clusters Score -7687474 nChanged 1240 ComputeScore: Raw -7692013.916473 + Penalty 3927.298506 = -7688086.617967 Iteration 21Q: 3 clusters Score -7688087 nChanged 971 ComputeScore: Raw -7692468.282152 + Penalty 3927.298506 = -7688540.983646 Iteration 22Q: 3 clusters Score -7688541 nChanged 823 ComputeScore: Raw -7692843.241279 + Penalty 3927.298506 = -7688915.942773 Iteration 23Q: 3 clusters Score -7688916 nChanged 699 ComputeScore: Raw -7693146.374507 + Penalty 3927.298506 = -7689219.076001 Iteration 24Q: 3 clusters Score -7689219 nChanged 608 ComputeScore: Raw -7693400.730878 + Penalty 3927.298506 = -7689473.432372 Iteration 25Q: 3 clusters Score -7689473 nChanged 467 ComputeScore: Raw -7693577.082812 + Penalty 3927.298506 = -7689649.784306 Iteration 26Q: 3 clusters Score -7689650 nChanged 349 ComputeScore: Raw -7693689.936329 + Penalty 3927.298506 = -7689762.637823 Iteration 27Q: 3 clusters Score -7689763 nChanged 263 ComputeScore: Raw -7693761.904380 + Penalty 3927.298506 = -7689834.605874 Iteration 28Q: 3 clusters Score -7689835 nChanged 217 ComputeScore: Raw -7693820.858647 + Penalty 3927.298506 = -7689893.560141 Iteration 29Q: 3 clusters Score -7689894 nChanged 191 ComputeScore: Raw -7693865.620408 + Penalty 3927.298506 = -7689938.321902 Iteration 30Q: 3 clusters Score -7689938 nChanged 149 ComputeScore: Raw -7693898.777834 + Penalty 3927.298506 = -7689971.479328 Iteration 31Q: 3 clusters Score -7689971 nChanged 152 ComputeScore: Raw -7693935.256505 + Penalty 3927.298506 = -7690007.957999 Iteration 32Q: 3 clusters Score -7690008 nChanged 133 ComputeScore: Raw -7693964.219859 + Penalty 3927.298506 = -7690036.921353 Iteration 33Q: 3 clusters Score -7690037 nChanged 106 ComputeScore: Raw -7693985.630147 + Penalty 3927.298506 = -7690058.331641 Iteration 34Q: 3 clusters Score -7690058 nChanged 103 ComputeScore: Raw -7694009.428893 + Penalty 3927.298506 = -7690082.130387 Iteration 35Q: 3 clusters Score -7690082 nChanged 87 ComputeScore: Raw -7694027.222830 + Penalty 3927.298506 = -7690099.924324 Iteration 36Q: 3 clusters Score -7690100 nChanged 65 ComputeScore: Raw -7694038.412160 + Penalty 3927.298506 = -7690111.113654 Iteration 37Q: 3 clusters Score -7690111 nChanged 44 ComputeScore: Raw -7694046.728173 + Penalty 3927.298506 = -7690119.429667 Iteration 38Q: 3 clusters Score -7690119 nChanged 44 ComputeScore: Raw -7694053.838467 + Penalty 3927.298506 = -7690126.539961 Iteration 39Q: 3 clusters Score -7690127 nChanged 41 ComputeScore: Raw -7694062.339095 + Penalty 3927.298506 = -7690135.040589 Iteration 40F: 3 clusters Score -7690135 nChanged 38 ComputeScore: Raw -7694068.110932 + Penalty 3927.298506 = -7690140.812426 Iteration 41Q: 3 clusters Score -7690141 nChanged 31 ComputeScore: Raw -7694072.270907 + Penalty 3927.298506 = -7690144.972401 Iteration 42Q: 3 clusters Score -7690145 nChanged 29 ComputeScore: Raw -7694076.434236 + Penalty 3927.298506 = -7690149.135730 Iteration 43Q: 3 clusters Score -7690149 nChanged 27 ComputeScore: Raw -7694080.508681 + Penalty 3927.298506 = -7690153.210176 Iteration 44Q: 3 clusters Score -7690153 nChanged 25 ComputeScore: Raw -7694083.886702 + Penalty 3927.298506 = -7690156.588196 Iteration 45Q: 3 clusters Score -7690157 nChanged 31 ComputeScore: Raw -7694089.151332 + Penalty 3927.298506 = -7690161.852826 Iteration 46Q: 3 clusters Score -7690162 nChanged 29 ComputeScore: Raw -7694093.973495 + Penalty 3927.298506 = -7690166.674989 Iteration 47Q: 3 clusters Score -7690167 nChanged 27 ComputeScore: Raw -7694098.835995 + Penalty 3927.298506 = -7690171.537489 Iteration 48Q: 3 clusters Score -7690172 nChanged 24 ComputeScore: Raw -7694102.532349 + Penalty 3927.298506 = -7690175.233843 Iteration 49Q: 3 clusters Score -7690175 nChanged 18 ComputeScore: Raw -7694104.813564 + Penalty 3927.298506 = -7690177.515058 Iteration 50Q: 3 clusters Score -7690178 nChanged 17 ComputeScore: Raw -7694107.794069 + Penalty 3927.298506 = -7690180.495563 Iteration 51Q: 3 clusters Score -7690180 nChanged 17 ComputeScore: Raw -7694110.651014 + Penalty 3927.298506 = -7690183.352508 Iteration 52Q: 3 clusters Score -7690183 nChanged 17 ComputeScore: Raw -7694113.283720 + Penalty 3927.298506 = -7690185.985214 Iteration 53Q: 3 clusters Score -7690186 nChanged 14 ComputeScore: Raw -7694115.581697 + Penalty 3927.298506 = -7690188.283191 Iteration 54Q: 3 clusters Score -7690188 nChanged 15 ComputeScore: Raw -7694117.585138 + Penalty 3927.298506 = -7690190.286632 Iteration 55Q: 3 clusters Score -7690190 nChanged 15 ComputeScore: Raw -7694119.477373 + Penalty 3927.298506 = -7690192.178867 Iteration 56Q: 3 clusters Score -7690192 nChanged 6 ComputeScore: Raw -7694120.158614 + Penalty 3927.298506 = -7690192.860108 Iteration 57Q: 3 clusters Score -7690193 nChanged 8 ComputeScore: Raw -7694121.063710 + Penalty 3927.298506 = -7690193.765204 Iteration 58Q: 3 clusters Score -7690194 nChanged 8 ComputeScore: Raw -7694122.228651 + Penalty 3927.298506 = -7690194.930145 Iteration 59Q: 3 clusters Score -7690195 nChanged 10 ComputeScore: Raw -7694123.508328 + Penalty 3927.298506 = -7690196.209822 Iteration 60F: 3 clusters Score -7690196 nChanged 10 ComputeScore: Raw -7694124.758035 + Penalty 3927.298506 = -7690197.459529 Iteration 61Q: 3 clusters Score -7690197 nChanged 6 ComputeScore: Raw -7694125.688086 + Penalty 3927.298506 = -7690198.389580 Iteration 62Q: 3 clusters Score -7690198 nChanged 4 ComputeScore: Raw -7694126.255625 + Penalty 3927.298506 = -7690198.957119 Iteration 63Q: 3 clusters Score -7690199 nChanged 2 ComputeScore: Raw -7694126.564760 + Penalty 3927.298506 = -7690199.266254 Iteration 64Q: 3 clusters Score -7690199 nChanged 4 ComputeScore: Raw -7694127.068766 + Penalty 3927.298506 = -7690199.770261 Iteration 65Q: 3 clusters Score -7690200 nChanged 4 ComputeScore: Raw -7694127.572286 + Penalty 3927.298506 = -7690200.273780 Iteration 66Q: 3 clusters Score -7690200 nChanged 4 ComputeScore: Raw -7694128.194734 + Penalty 3927.298506 = -7690200.896228 Iteration 67Q: 3 clusters Score -7690201 nChanged 4 ComputeScore: Raw -7694128.801934 + Penalty 3927.298506 = -7690201.503428 Iteration 68Q: 3 clusters Score -7690202 nChanged 4 ComputeScore: Raw -7694129.304233 + Penalty 3927.298506 = -7690202.005727 Iteration 69Q: 3 clusters Score -7690202 nChanged 5 ComputeScore: Raw -7694129.894830 + Penalty 3927.298506 = -7690202.596324 Iteration 70Q: 3 clusters Score -7690203 nChanged 6 ComputeScore: Raw -7694130.507320 + Penalty 3927.298506 = -7690203.208814 Iteration 71Q: 3 clusters Score -7690203 nChanged 7 ComputeScore: Raw -7694131.622988 + Penalty 3927.298506 = -7690204.324482 Iteration 72Q: 3 clusters Score -7690204 nChanged 8 ComputeScore: Raw -7694132.475003 + Penalty 3927.298506 = -7690205.176497 Iteration 73Q: 3 clusters Score -7690205 nChanged 6 ComputeScore: Raw -7694133.089966 + Penalty 3927.298506 = -7690205.791460 Iteration 74Q: 3 clusters Score -7690206 nChanged 2 ComputeScore: Raw -7694133.094190 + Penalty 3927.298506 = -7690205.795684 Iteration 75Q: 3 clusters Score -7690206 nChanged 1 ComputeScore: Raw -7694133.112390 + Penalty 3927.298506 = -7690205.813885 Iteration 76Q: 3 clusters Score -7690206 nChanged 1 ComputeScore: Raw -7694133.388897 + Penalty 3927.298506 = -7690206.090391 Iteration 77Q: 3 clusters Score -7690206 nChanged 3 ComputeScore: Raw -7694134.109361 + Penalty 3927.298506 = -7690206.810855 Iteration 78Q: 3 clusters Score -7690207 nChanged 10 ComputeScore: Raw -7694135.794692 + Penalty 3927.298506 = -7690208.496186 Iteration 79Q: 3 clusters Score -7690208 nChanged 8 ComputeScore: Raw -7694136.702326 + Penalty 3927.298506 = -7690209.403820 Iteration 80F: 3 clusters Score -7690209 nChanged 5 ComputeScore: Raw -7694137.303653 + Penalty 3927.298506 = -7690210.005147 Iteration 81Q: 3 clusters Score -7690210 nChanged 3 ComputeScore: Raw -7694137.648103 + Penalty 3927.298506 = -7690210.349597 Iteration 82Q: 3 clusters Score -7690210 nChanged 3 ComputeScore: Raw -7694137.927813 + Penalty 3927.298506 = -7690210.629307 Iteration 83Q: 3 clusters Score -7690211 nChanged 2 ComputeScore: Raw -7694138.340716 + Penalty 3927.298506 = -7690211.042210 Iteration 84Q: 3 clusters Score -7690211 nChanged 2 ComputeScore: Raw -7694138.432638 + Penalty 3927.298506 = -7690211.134132 Iteration 85Q: 3 clusters Score -7690211 nChanged 2 ComputeScore: Raw -7694138.567986 + Penalty 3927.298506 = -7690211.269480 Iteration 86Q: 3 clusters Score -7690211 nChanged 3 ComputeScore: Raw -7694138.760538 + Penalty 3927.298506 = -7690211.462032 Iteration 87Q: 3 clusters Score -7690211 nChanged 4 ComputeScore: Raw -7694139.603818 + Penalty 3927.298506 = -7690212.305312 Iteration 88Q: 3 clusters Score -7690212 nChanged 8 ComputeScore: Raw -7694140.533688 + Penalty 3927.298506 = -7690213.235182 Iteration 89Q: 3 clusters Score -7690213 nChanged 6 ComputeScore: Raw -7694141.608827 + Penalty 3927.298506 = -7690214.310321 Iteration 90Q: 3 clusters Score -7690214 nChanged 11 ComputeScore: Raw -7694143.441095 + Penalty 3927.298506 = -7690216.142589 Iteration 91Q: 3 clusters Score -7690216 nChanged 10 ComputeScore: Raw -7694144.729722 + Penalty 3927.298506 = -7690217.431216 Iteration 92Q: 3 clusters Score -7690217 nChanged 4 ComputeScore: Raw -7694145.144065 + Penalty 3927.298506 = -7690217.845559 Iteration 93Q: 3 clusters Score -7690218 nChanged 4 ComputeScore: Raw -7694145.504959 + Penalty 3927.298506 = -7690218.206453 Iteration 94Q: 3 clusters Score -7690218 nChanged 1 ComputeScore: Raw -7694145.454759 + Penalty 3927.298506 = -7690218.156253 Iteration 95Q: 3 clusters Score -7690218 nChanged 3 ComputeScore: Raw -7694146.348910 + Penalty 3927.298506 = -7690219.050404 Iteration 96F: 3 clusters Score -7690219 nChanged 5 ComputeScore: Raw -7694146.739790 + Penalty 3927.298506 = -7690219.441284 Iteration 97Q: 3 clusters Score -7690219 nChanged 2 ComputeScore: Raw -7694146.876380 + Penalty 3927.298506 = -7690219.577874 Iteration 98Q: 3 clusters Score -7690220 nChanged 2 ComputeScore: Raw -7694147.296331 + Penalty 3927.298506 = -7690219.997825 Iteration 99Q: 3 clusters Score -7690220 nChanged 3 ComputeScore: Raw -7694147.724097 + Penalty 3927.298506 = -7690220.425591 Iteration 100F: 3 clusters Score -7690220 nChanged 0 Trying to split cluster 5 (23211 points) Assigned 2 initial classes randomly. ComputeScore: Raw -937228.399837 + Penalty 1633.512007 = -935594.887830 Iteration 0F: 2 clusters Score -935594.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -923092.350594 + Penalty 3267.024015 = -919825.326580 Iteration 0F: 3 clusters Score -919825.3 nChanged 10503 ComputeScore: Raw -928922.191506 + Penalty 3267.024015 = -925655.167491 Iteration 1F: 3 clusters Score -925655.2 nChanged 1204 ComputeScore: Raw -929437.193870 + Penalty 3267.024015 = -926170.169856 Iteration 2F: 3 clusters Score -926170.2 nChanged 1237 ComputeScore: Raw -930067.402206 + Penalty 3267.024015 = -926800.378192 Iteration 3F: 3 clusters Score -926800.4 nChanged 1344 ComputeScore: Raw -930870.955307 + Penalty 3267.024015 = -927603.931293 Iteration 4F: 3 clusters Score -927603.9 nChanged 1479 ComputeScore: Raw -931842.163577 + Penalty 3267.024015 = -928575.139562 Iteration 5F: 3 clusters Score -928575.1 nChanged 1554 ComputeScore: Raw -932782.001618 + Penalty 3267.024015 = -929514.977604 Iteration 6F: 3 clusters Score -929515 nChanged 1480 ComputeScore: Raw -933644.601750 + Penalty 3267.024015 = -930377.577735 Iteration 7F: 3 clusters Score -930377.6 nChanged 1285 ComputeScore: Raw -934356.061549 + Penalty 3267.024015 = -931089.037534 Iteration 8F: 3 clusters Score -931089 nChanged 1100 ComputeScore: Raw -935003.571198 + Penalty 3267.024015 = -931736.547184 Iteration 9Q: 3 clusters Score -931736.5 nChanged 1032 ComputeScore: Raw -935655.778257 + Penalty 3267.024015 = -932388.754243 Iteration 10Q: 3 clusters Score -932388.8 nChanged 903 ComputeScore: Raw -936276.718543 + Penalty 3267.024015 = -933009.694528 Iteration 11Q: 3 clusters Score -933009.7 nChanged 812 ComputeScore: Raw -936883.394812 + Penalty 3267.024015 = -933616.370798 Iteration 12Q: 3 clusters Score -933616.4 nChanged 673 ComputeScore: Raw -937387.024660 + Penalty 3267.024015 = -934120.000646 Iteration 13Q: 3 clusters Score -934120 nChanged 492 ComputeScore: Raw -937725.953099 + Penalty 3267.024015 = -934458.929085 Iteration 14Q: 3 clusters Score -934458.9 nChanged 331 ComputeScore: Raw -937920.553788 + Penalty 3267.024015 = -934653.529774 Iteration 15Q: 3 clusters Score -934653.5 nChanged 235 ComputeScore: Raw -938047.654513 + Penalty 3267.024015 = -934780.630499 Iteration 16Q: 3 clusters Score -934780.6 nChanged 166 ComputeScore: Raw -938128.874643 + Penalty 3267.024015 = -934861.850629 Iteration 17Q: 3 clusters Score -934861.9 nChanged 116 ComputeScore: Raw -938175.403707 + Penalty 3267.024015 = -934908.379692 Iteration 18Q: 3 clusters Score -934908.4 nChanged 90 ComputeScore: Raw -938208.077513 + Penalty 3267.024015 = -934941.053499 Iteration 19Q: 3 clusters Score -934941.1 nChanged 73 ComputeScore: Raw -938233.333313 + Penalty 3267.024015 = -934966.309298 Iteration 20F: 3 clusters Score -934966.3 nChanged 59 ComputeScore: Raw -938251.509761 + Penalty 3267.024015 = -934984.485746 Iteration 21Q: 3 clusters Score -934984.5 nChanged 37 ComputeScore: Raw -938264.266947 + Penalty 3267.024015 = -934997.242933 Iteration 22Q: 3 clusters Score -934997.2 nChanged 32 ComputeScore: Raw -938271.722130 + Penalty 3267.024015 = -935004.698115 Iteration 23Q: 3 clusters Score -935004.7 nChanged 28 ComputeScore: Raw -938278.046163 + Penalty 3267.024015 = -935011.022149 Iteration 24Q: 3 clusters Score -935011 nChanged 22 ComputeScore: Raw -938283.222189 + Penalty 3267.024015 = -935016.198175 Iteration 25Q: 3 clusters Score -935016.2 nChanged 22 ComputeScore: Raw -938291.570036 + Penalty 3267.024015 = -935024.546022 Iteration 26Q: 3 clusters Score -935024.5 nChanged 26 ComputeScore: Raw -938304.662999 + Penalty 3267.024015 = -935037.638984 Iteration 27Q: 3 clusters Score -935037.6 nChanged 23 ComputeScore: Raw -938316.657826 + Penalty 3267.024015 = -935049.633811 Iteration 28Q: 3 clusters Score -935049.6 nChanged 28 ComputeScore: Raw -938328.428366 + Penalty 3267.024015 = -935061.404352 Iteration 29Q: 3 clusters Score -935061.4 nChanged 19 ComputeScore: Raw -938338.691561 + Penalty 3267.024015 = -935071.667547 Iteration 30Q: 3 clusters Score -935071.7 nChanged 15 ComputeScore: Raw -938342.397172 + Penalty 3267.024015 = -935075.373157 Iteration 31Q: 3 clusters Score -935075.4 nChanged 10 ComputeScore: Raw -938344.768042 + Penalty 3267.024015 = -935077.744028 Iteration 32Q: 3 clusters Score -935077.7 nChanged 13 ComputeScore: Raw -938347.569160 + Penalty 3267.024015 = -935080.545146 Iteration 33Q: 3 clusters Score -935080.5 nChanged 8 ComputeScore: Raw -938350.088791 + Penalty 3267.024015 = -935083.064777 Iteration 34Q: 3 clusters Score -935083.1 nChanged 6 ComputeScore: Raw -938351.436524 + Penalty 3267.024015 = -935084.412509 Iteration 35Q: 3 clusters Score -935084.4 nChanged 4 ComputeScore: Raw -938352.903146 + Penalty 3267.024015 = -935085.879131 Iteration 36Q: 3 clusters Score -935085.9 nChanged 7 ComputeScore: Raw -938354.509985 + Penalty 3267.024015 = -935087.485971 Iteration 37Q: 3 clusters Score -935087.5 nChanged 5 ComputeScore: Raw -938355.436712 + Penalty 3267.024015 = -935088.412697 Iteration 38Q: 3 clusters Score -935088.4 nChanged 5 ComputeScore: Raw -938356.639293 + Penalty 3267.024015 = -935089.615278 Iteration 39Q: 3 clusters Score -935089.6 nChanged 3 ComputeScore: Raw -938357.423788 + Penalty 3267.024015 = -935090.399773 Iteration 40F: 3 clusters Score -935090.4 nChanged 4 ComputeScore: Raw -938358.598120 + Penalty 3267.024015 = -935091.574105 Iteration 41Q: 3 clusters Score -935091.6 nChanged 4 ComputeScore: Raw -938359.187696 + Penalty 3267.024015 = -935092.163682 Iteration 42Q: 3 clusters Score -935092.2 nChanged 2 ComputeScore: Raw -938359.505617 + Penalty 3267.024015 = -935092.481602 Iteration 43Q: 3 clusters Score -935092.5 nChanged 1 ComputeScore: Raw -938359.611710 + Penalty 3267.024015 = -935092.587696 Iteration 44Q: 3 clusters Score -935092.6 nChanged 1 ComputeScore: Raw -938359.708183 + Penalty 3267.024015 = -935092.684168 Iteration 45Q: 3 clusters Score -935092.7 nChanged 0 ComputeScore: Raw -938359.708183 + Penalty 3267.024015 = -935092.684168 Iteration 46F: 3 clusters Score -935092.7 nChanged 0 Trying to split cluster 6 (3829 points) Assigned 2 initial classes randomly. ComputeScore: Raw -152427.461130 + Penalty 1340.683330 = -151086.777800 Iteration 0F: 2 clusters Score -151086.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -150613.351528 + Penalty 2681.366659 = -147931.984869 Iteration 0F: 3 clusters Score -147932 nChanged 1458 ComputeScore: Raw -151453.510183 + Penalty 2681.366659 = -148772.143524 Iteration 1F: 3 clusters Score -148772.1 nChanged 297 ComputeScore: Raw -151641.755321 + Penalty 2681.366659 = -148960.388662 Iteration 2F: 3 clusters Score -148960.4 nChanged 213 ComputeScore: Raw -151796.212522 + Penalty 2681.366659 = -149114.845863 Iteration 3F: 3 clusters Score -149114.8 nChanged 194 ComputeScore: Raw -151925.243999 + Penalty 2681.366659 = -149243.877340 Iteration 4F: 3 clusters Score -149243.9 nChanged 154 ComputeScore: Raw -152025.931128 + Penalty 2681.366659 = -149344.564468 Iteration 5Q: 3 clusters Score -149344.6 nChanged 131 ComputeScore: Raw -152106.707971 + Penalty 2681.366659 = -149425.341312 Iteration 6Q: 3 clusters Score -149425.3 nChanged 118 ComputeScore: Raw -152172.149614 + Penalty 2681.366659 = -149490.782955 Iteration 7Q: 3 clusters Score -149490.8 nChanged 92 ComputeScore: Raw -152221.624833 + Penalty 2681.366659 = -149540.258174 Iteration 8Q: 3 clusters Score -149540.3 nChanged 76 ComputeScore: Raw -152255.403260 + Penalty 2681.366659 = -149574.036601 Iteration 9Q: 3 clusters Score -149574 nChanged 52 ComputeScore: Raw -152280.639411 + Penalty 2681.366659 = -149599.272752 Iteration 10Q: 3 clusters Score -149599.3 nChanged 57 ComputeScore: Raw -152308.981967 + Penalty 2681.366659 = -149627.615308 Iteration 11Q: 3 clusters Score -149627.6 nChanged 51 ComputeScore: Raw -152335.029225 + Penalty 2681.366659 = -149653.662566 Iteration 12Q: 3 clusters Score -149653.7 nChanged 55 ComputeScore: Raw -152359.587343 + Penalty 2681.366659 = -149678.220684 Iteration 13Q: 3 clusters Score -149678.2 nChanged 44 ComputeScore: Raw -152380.061402 + Penalty 2681.366659 = -149698.694743 Iteration 14Q: 3 clusters Score -149698.7 nChanged 44 ComputeScore: Raw -152407.225001 + Penalty 2681.366659 = -149725.858342 Iteration 15Q: 3 clusters Score -149725.9 nChanged 48 ComputeScore: Raw -152430.443792 + Penalty 2681.366659 = -149749.077132 Iteration 16Q: 3 clusters Score -149749.1 nChanged 51 ComputeScore: Raw -152461.626634 + Penalty 2681.366659 = -149780.259975 Iteration 17Q: 3 clusters Score -149780.3 nChanged 37 ComputeScore: Raw -152479.384144 + Penalty 2681.366659 = -149798.017485 Iteration 18Q: 3 clusters Score -149798 nChanged 31 ComputeScore: Raw -152499.109325 + Penalty 2681.366659 = -149817.742666 Iteration 19Q: 3 clusters Score -149817.7 nChanged 30 ComputeScore: Raw -152515.559197 + Penalty 2681.366659 = -149834.192538 Iteration 20F: 3 clusters Score -149834.2 nChanged 23 ComputeScore: Raw -152530.153662 + Penalty 2681.366659 = -149848.787003 Iteration 21Q: 3 clusters Score -149848.8 nChanged 33 ComputeScore: Raw -152550.557658 + Penalty 2681.366659 = -149869.190999 Iteration 22Q: 3 clusters Score -149869.2 nChanged 40 ComputeScore: Raw -152575.997952 + Penalty 2681.366659 = -149894.631293 Iteration 23Q: 3 clusters Score -149894.6 nChanged 30 ComputeScore: Raw -152595.460778 + Penalty 2681.366659 = -149914.094118 Iteration 24Q: 3 clusters Score -149914.1 nChanged 33 ComputeScore: Raw -152617.119259 + Penalty 2681.366659 = -149935.752600 Iteration 25Q: 3 clusters Score -149935.8 nChanged 34 ComputeScore: Raw -152634.737385 + Penalty 2681.366659 = -149953.370725 Iteration 26Q: 3 clusters Score -149953.4 nChanged 18 ComputeScore: Raw -152644.780367 + Penalty 2681.366659 = -149963.413707 Iteration 27Q: 3 clusters Score -149963.4 nChanged 19 ComputeScore: Raw -152655.764040 + Penalty 2681.366659 = -149974.397381 Iteration 28Q: 3 clusters Score -149974.4 nChanged 17 ComputeScore: Raw -152665.664478 + Penalty 2681.366659 = -149984.297818 Iteration 29Q: 3 clusters Score -149984.3 nChanged 15 ComputeScore: Raw -152672.370881 + Penalty 2681.366659 = -149991.004222 Iteration 30Q: 3 clusters Score -149991 nChanged 8 ComputeScore: Raw -152675.589959 + Penalty 2681.366659 = -149994.223299 Iteration 31Q: 3 clusters Score -149994.2 nChanged 7 ComputeScore: Raw -152680.200352 + Penalty 2681.366659 = -149998.833692 Iteration 32Q: 3 clusters Score -149998.8 nChanged 7 ComputeScore: Raw -152683.643334 + Penalty 2681.366659 = -150002.276675 Iteration 33Q: 3 clusters Score -150002.3 nChanged 8 ComputeScore: Raw -152688.203115 + Penalty 2681.366659 = -150006.836456 Iteration 34Q: 3 clusters Score -150006.8 nChanged 8 ComputeScore: Raw -152691.527048 + Penalty 2681.366659 = -150010.160389 Iteration 35Q: 3 clusters Score -150010.2 nChanged 6 ComputeScore: Raw -152694.476888 + Penalty 2681.366659 = -150013.110229 Iteration 36Q: 3 clusters Score -150013.1 nChanged 6 ComputeScore: Raw -152697.360746 + Penalty 2681.366659 = -150015.994087 Iteration 37Q: 3 clusters Score -150016 nChanged 8 ComputeScore: Raw -152701.620602 + Penalty 2681.366659 = -150020.253943 Iteration 38Q: 3 clusters Score -150020.3 nChanged 8 ComputeScore: Raw -152705.436939 + Penalty 2681.366659 = -150024.070280 Iteration 39Q: 3 clusters Score -150024.1 nChanged 6 ComputeScore: Raw -152708.109231 + Penalty 2681.366659 = -150026.742571 Iteration 40F: 3 clusters Score -150026.7 nChanged 5 ComputeScore: Raw -152713.267386 + Penalty 2681.366659 = -150031.900726 Iteration 41Q: 3 clusters Score -150031.9 nChanged 3 ComputeScore: Raw -152714.998017 + Penalty 2681.366659 = -150033.631358 Iteration 42Q: 3 clusters Score -150033.6 nChanged 3 ComputeScore: Raw -152716.247774 + Penalty 2681.366659 = -150034.881115 Iteration 43Q: 3 clusters Score -150034.9 nChanged 3 ComputeScore: Raw -152717.586995 + Penalty 2681.366659 = -150036.220336 Iteration 44Q: 3 clusters Score -150036.2 nChanged 4 ComputeScore: Raw -152719.307941 + Penalty 2681.366659 = -150037.941281 Iteration 45Q: 3 clusters Score -150037.9 nChanged 4 ComputeScore: Raw -152721.892929 + Penalty 2681.366659 = -150040.526270 Iteration 46Q: 3 clusters Score -150040.5 nChanged 6 ComputeScore: Raw -152723.930598 + Penalty 2681.366659 = -150042.563939 Iteration 47Q: 3 clusters Score -150042.6 nChanged 6 ComputeScore: Raw -152725.453843 + Penalty 2681.366659 = -150044.087184 Iteration 48Q: 3 clusters Score -150044.1 nChanged 4 ComputeScore: Raw -152726.886137 + Penalty 2681.366659 = -150045.519477 Iteration 49Q: 3 clusters Score -150045.5 nChanged 4 ComputeScore: Raw -152728.691393 + Penalty 2681.366659 = -150047.324734 Iteration 50Q: 3 clusters Score -150047.3 nChanged 4 ComputeScore: Raw -152730.375765 + Penalty 2681.366659 = -150049.009106 Iteration 51Q: 3 clusters Score -150049 nChanged 3 ComputeScore: Raw -152731.063536 + Penalty 2681.366659 = -150049.696877 Iteration 52Q: 3 clusters Score -150049.7 nChanged 1 ComputeScore: Raw -152731.785768 + Penalty 2681.366659 = -150050.419109 Iteration 53Q: 3 clusters Score -150050.4 nChanged 2 ComputeScore: Raw -152733.078883 + Penalty 2681.366659 = -150051.712224 Iteration 54Q: 3 clusters Score -150051.7 nChanged 5 ComputeScore: Raw -152734.928197 + Penalty 2681.366659 = -150053.561538 Iteration 55Q: 3 clusters Score -150053.6 nChanged 7 ComputeScore: Raw -152739.230636 + Penalty 2681.366659 = -150057.863977 Iteration 56Q: 3 clusters Score -150057.9 nChanged 8 ComputeScore: Raw -152744.169751 + Penalty 2681.366659 = -150062.803092 Iteration 57Q: 3 clusters Score -150062.8 nChanged 4 ComputeScore: Raw -152745.562693 + Penalty 2681.366659 = -150064.196034 Iteration 58Q: 3 clusters Score -150064.2 nChanged 2 ComputeScore: Raw -152746.249952 + Penalty 2681.366659 = -150064.883293 Iteration 59Q: 3 clusters Score -150064.9 nChanged 3 ComputeScore: Raw -152748.280319 + Penalty 2681.366659 = -150066.913660 Iteration 60F: 3 clusters Score -150066.9 nChanged 4 ComputeScore: Raw -152750.948814 + Penalty 2681.366659 = -150069.582154 Iteration 61Q: 3 clusters Score -150069.6 nChanged 4 ComputeScore: Raw -152753.844404 + Penalty 2681.366659 = -150072.477744 Iteration 62Q: 3 clusters Score -150072.5 nChanged 2 ComputeScore: Raw -152754.487760 + Penalty 2681.366659 = -150073.121100 Iteration 63Q: 3 clusters Score -150073.1 nChanged 1 ComputeScore: Raw -152754.896622 + Penalty 2681.366659 = -150073.529963 Iteration 64Q: 3 clusters Score -150073.5 nChanged 0 ComputeScore: Raw -152754.896622 + Penalty 2681.366659 = -150073.529963 Iteration 65F: 3 clusters Score -150073.5 nChanged 0 ConsiderDeletion: ComputeScore: Raw -10379458.676718 + Penalty 12122.350821 = -10367336.325897Iteration 79Q: 7 clusters Score -1.036734e+07 nChanged 42 ConsiderDeletion: ComputeScore: Raw -10379461.041228 + Penalty 12122.350821 = -10367338.690407Iteration 80F: 7 clusters Score -1.036734e+07 nChanged 53 ConsiderDeletion: ComputeScore: Raw -10379463.974826 + Penalty 12122.350821 = -10367341.624005Iteration 81Q: 7 clusters Score -1.036734e+07 nChanged 64 ConsiderDeletion: ComputeScore: Raw -10379467.525265 + Penalty 12122.350821 = -10367345.174444Iteration 82Q: 7 clusters Score -1.036735e+07 nChanged 70 ConsiderDeletion: ComputeScore: Raw -10379471.249149 + Penalty 12122.350821 = -10367348.898328Iteration 83Q: 7 clusters Score -1.036735e+07 nChanged 69 ConsiderDeletion: ComputeScore: Raw -10379474.345482 + Penalty 12122.350821 = -10367351.994661Iteration 84Q: 7 clusters Score -1.036735e+07 nChanged 62 ConsiderDeletion: ComputeScore: Raw -10379477.098852 + Penalty 12122.350821 = -10367354.748031Iteration 85Q: 7 clusters Score -1.036735e+07 nChanged 70 ConsiderDeletion: ComputeScore: Raw -10379479.427092 + Penalty 12122.350821 = -10367357.076271Iteration 86Q: 7 clusters Score -1.036736e+07 nChanged 66 ConsiderDeletion: ComputeScore: Raw -10379481.570993 + Penalty 12122.350821 = -10367359.220172Iteration 87Q: 7 clusters Score -1.036736e+07 nChanged 55 ConsiderDeletion: ComputeScore: Raw -10379483.916901 + Penalty 12122.350821 = -10367361.566080Iteration 88Q: 7 clusters Score -1.036736e+07 nChanged 47 ConsiderDeletion: ComputeScore: Raw -10379485.356395 + Penalty 12122.350821 = -10367363.005574Iteration 89Q: 7 clusters Score -1.036736e+07 nChanged 39 ConsiderDeletion: ComputeScore: Raw -10379486.699102 + Penalty 12122.350821 = -10367364.348281Iteration 90Q: 7 clusters Score -1.036736e+07 nChanged 27 ConsiderDeletion: ComputeScore: Raw -10379487.495896 + Penalty 12122.350821 = -10367365.145075Iteration 91Q: 7 clusters Score -1.036737e+07 nChanged 21 ConsiderDeletion: ComputeScore: Raw -10379488.006544 + Penalty 12122.350821 = -10367365.655723Iteration 92Q: 7 clusters Score -1.036737e+07 nChanged 19 ConsiderDeletion: ComputeScore: Raw -10379488.694223 + Penalty 12122.350821 = -10367366.343402Iteration 93Q: 7 clusters Score -1.036737e+07 nChanged 29 ConsiderDeletion: ComputeScore: Raw -10379490.094897 + Penalty 12122.350821 = -10367367.744075Iteration 94Q: 7 clusters Score -1.036737e+07 nChanged 35 ConsiderDeletion: ComputeScore: Raw -10379491.542875 + Penalty 12122.350821 = -10367369.192054Iteration 95Q: 7 clusters Score -1.036737e+07 nChanged 32 ConsiderDeletion: ComputeScore: Raw -10379492.677200 + Penalty 12122.350821 = -10367370.326379Iteration 96Q: 7 clusters Score -1.036737e+07 nChanged 38 ConsiderDeletion: ComputeScore: Raw -10379493.767640 + Penalty 12122.350821 = -10367371.416819Iteration 97Q: 7 clusters Score -1.036737e+07 nChanged 32 ConsiderDeletion: ComputeScore: Raw -10379494.553108 + Penalty 12122.350821 = -10367372.202287Iteration 98Q: 7 clusters Score -1.036737e+07 nChanged 23 ConsiderDeletion: ComputeScore: Raw -10379495.469105 + Penalty 12122.350821 = -10367373.118284Iteration 99Q: 7 clusters Score -1.036737e+07 nChanged 26 ConsiderDeletion: ComputeScore: Raw -10379496.436946 + Penalty 12122.350821 = -10367374.086125Iteration 100F: 7 clusters Score -1.036737e+07 nChanged 30 ConsiderDeletion: ComputeScore: Raw -10379497.586399 + Penalty 12122.350821 = -10367375.235578Iteration 101Q: 7 clusters Score -1.036738e+07 nChanged 32 ConsiderDeletion: ComputeScore: Raw -10379498.770500 + Penalty 12122.350821 = -10367376.419679Iteration 102Q: 7 clusters Score -1.036738e+07 nChanged 24 ConsiderDeletion: ComputeScore: Raw -10379499.678943 + Penalty 12122.350821 = -10367377.328122Iteration 103Q: 7 clusters Score -1.036738e+07 nChanged 22 ConsiderDeletion: ComputeScore: Raw -10379500.510100 + Penalty 12122.350821 = -10367378.159279Iteration 104Q: 7 clusters Score -1.036738e+07 nChanged 29 ConsiderDeletion: ComputeScore: Raw -10379501.922300 + Penalty 12122.350821 = -10367379.571479Iteration 105Q: 7 clusters Score -1.036738e+07 nChanged 40 ConsiderDeletion: ComputeScore: Raw -10379503.572341 + Penalty 12122.350821 = -10367381.221520Iteration 106Q: 7 clusters Score -1.036738e+07 nChanged 39 ConsiderDeletion: ComputeScore: Raw -10379505.128646 + Penalty 12122.350821 = -10367382.777825Iteration 107Q: 7 clusters Score -1.036738e+07 nChanged 33 ConsiderDeletion: ComputeScore: Raw -10379506.271870 + Penalty 12122.350821 = -10367383.921049Iteration 108Q: 7 clusters Score -1.036738e+07 nChanged 32 ConsiderDeletion: ComputeScore: Raw -10379507.707529 + Penalty 12122.350821 = -10367385.356708Iteration 109Q: 7 clusters Score -1.036739e+07 nChanged 37 ConsiderDeletion: ComputeScore: Raw -10379509.429999 + Penalty 12122.350821 = -10367387.079178Iteration 110Q: 7 clusters Score -1.036739e+07 nChanged 37 ConsiderDeletion: ComputeScore: Raw -10379510.644575 + Penalty 12122.350821 = -10367388.293754Iteration 111Q: 7 clusters Score -1.036739e+07 nChanged 45 ConsiderDeletion: ComputeScore: Raw -10379512.034313 + Penalty 12122.350821 = -10367389.683492Iteration 112Q: 7 clusters Score -1.036739e+07 nChanged 48 ConsiderDeletion: ComputeScore: Raw -10379513.475426 + Penalty 12122.350821 = -10367391.124605Iteration 113Q: 7 clusters Score -1.036739e+07 nChanged 40 ConsiderDeletion: ComputeScore: Raw -10379514.618386 + Penalty 12122.350821 = -10367392.267565Iteration 114Q: 7 clusters Score -1.036739e+07 nChanged 41 ConsiderDeletion: ComputeScore: Raw -10379515.737693 + Penalty 12122.350821 = -10367393.386872Iteration 115Q: 7 clusters Score -1.036739e+07 nChanged 26 ConsiderDeletion: ComputeScore: Raw -10379516.796024 + Penalty 12122.350821 = -10367394.445203Iteration 116Q: 7 clusters Score -1.036739e+07 nChanged 35 ConsiderDeletion: ComputeScore: Raw -10379518.034196 + Penalty 12122.350821 = -10367395.683375Iteration 117Q: 7 clusters Score -1.03674e+07 nChanged 35 ConsiderDeletion: ComputeScore: Raw -10379519.571515 + Penalty 12122.350821 = -10367397.220694Iteration 118Q: 7 clusters Score -1.03674e+07 nChanged 38 ComputeScore: Raw -10379519.571515 + Penalty 12122.350821 = -10367397.220694Trying to split cluster 1 (29638 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1072989.658131 + Penalty 1673.232048 = -1071316.426083 Iteration 0F: 2 clusters Score -1071316 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1054649.133056 + Penalty 3346.464095 = -1051302.668960 Iteration 0F: 3 clusters Score -1051303 nChanged 13688 ComputeScore: Raw -1063032.014332 + Penalty 3346.464095 = -1059685.550237 Iteration 1F: 3 clusters Score -1059686 nChanged 2068 ComputeScore: Raw -1064341.966526 + Penalty 3346.464095 = -1060995.502431 Iteration 2F: 3 clusters Score -1060996 nChanged 2191 ComputeScore: Raw -1065852.770467 + Penalty 3346.464095 = -1062506.306371 Iteration 3F: 3 clusters Score -1062506 nChanged 2211 ComputeScore: Raw -1067524.343356 + Penalty 3346.464095 = -1064177.879260 Iteration 4F: 3 clusters Score -1064178 nChanged 2126 ComputeScore: Raw -1069043.862727 + Penalty 3346.464095 = -1065697.398632 Iteration 5F: 3 clusters Score -1065697 nChanged 1728 ComputeScore: Raw -1070205.860178 + Penalty 3346.464095 = -1066859.396082 Iteration 6F: 3 clusters Score -1066859 nChanged 1371 ComputeScore: Raw -1070998.971435 + Penalty 3346.464095 = -1067652.507339 Iteration 7Q: 3 clusters Score -1067653 nChanged 1000 ComputeScore: Raw -1071484.292289 + Penalty 3346.464095 = -1068137.828194 Iteration 8Q: 3 clusters Score -1068138 nChanged 739 ComputeScore: Raw -1071776.651081 + Penalty 3346.464095 = -1068430.186986 Iteration 9Q: 3 clusters Score -1068430 nChanged 554 ComputeScore: Raw -1071959.295314 + Penalty 3346.464095 = -1068612.831219 Iteration 10Q: 3 clusters Score -1068613 nChanged 444 ComputeScore: Raw -1072092.374723 + Penalty 3346.464095 = -1068745.910627 Iteration 11Q: 3 clusters Score -1068746 nChanged 365 ComputeScore: Raw -1072185.259946 + Penalty 3346.464095 = -1068838.795851 Iteration 12Q: 3 clusters Score -1068839 nChanged 297 ComputeScore: Raw -1072253.513409 + Penalty 3346.464095 = -1068907.049314 Iteration 13Q: 3 clusters Score -1068907 nChanged 261 ComputeScore: Raw -1072313.675885 + Penalty 3346.464095 = -1068967.211790 Iteration 14Q: 3 clusters Score -1068967 nChanged 243 ComputeScore: Raw -1072364.391389 + Penalty 3346.464095 = -1069017.927294 Iteration 15Q: 3 clusters Score -1069018 nChanged 212 ComputeScore: Raw -1072406.768833 + Penalty 3346.464095 = -1069060.304737 Iteration 16Q: 3 clusters Score -1069060 nChanged 207 ComputeScore: Raw -1072444.270570 + Penalty 3346.464095 = -1069097.806474 Iteration 17Q: 3 clusters Score -1069098 nChanged 185 ComputeScore: Raw -1072472.977858 + Penalty 3346.464095 = -1069126.513763 Iteration 18Q: 3 clusters Score -1069127 nChanged 166 ComputeScore: Raw -1072494.846977 + Penalty 3346.464095 = -1069148.382882 Iteration 19Q: 3 clusters Score -1069148 nChanged 145 ComputeScore: Raw -1072515.838650 + Penalty 3346.464095 = -1069169.374555 Iteration 20F: 3 clusters Score -1069169 nChanged 156 ComputeScore: Raw -1072541.841174 + Penalty 3346.464095 = -1069195.377079 Iteration 21Q: 3 clusters Score -1069195 nChanged 163 ComputeScore: Raw -1072571.176950 + Penalty 3346.464095 = -1069224.712855 Iteration 22Q: 3 clusters Score -1069225 nChanged 173 ComputeScore: Raw -1072602.393731 + Penalty 3346.464095 = -1069255.929636 Iteration 23Q: 3 clusters Score -1069256 nChanged 181 ComputeScore: Raw -1072635.191527 + Penalty 3346.464095 = -1069288.727432 Iteration 24Q: 3 clusters Score -1069289 nChanged 169 ComputeScore: Raw -1072664.618419 + Penalty 3346.464095 = -1069318.154323 Iteration 25Q: 3 clusters Score -1069318 nChanged 191 ComputeScore: Raw -1072696.141468 + Penalty 3346.464095 = -1069349.677373 Iteration 26Q: 3 clusters Score -1069350 nChanged 198 ComputeScore: Raw -1072731.724260 + Penalty 3346.464095 = -1069385.260165 Iteration 27Q: 3 clusters Score -1069385 nChanged 190 ComputeScore: Raw -1072766.947465 + Penalty 3346.464095 = -1069420.483370 Iteration 28Q: 3 clusters Score -1069420 nChanged 208 ComputeScore: Raw -1072806.755707 + Penalty 3346.464095 = -1069460.291612 Iteration 29Q: 3 clusters Score -1069460 nChanged 202 ComputeScore: Raw -1072845.633964 + Penalty 3346.464095 = -1069499.169869 Iteration 30Q: 3 clusters Score -1069499 nChanged 203 ComputeScore: Raw -1072883.213087 + Penalty 3346.464095 = -1069536.748991 Iteration 31Q: 3 clusters Score -1069537 nChanged 198 ComputeScore: Raw -1072921.381782 + Penalty 3346.464095 = -1069574.917687 Iteration 32Q: 3 clusters Score -1069575 nChanged 188 ComputeScore: Raw -1072954.650437 + Penalty 3346.464095 = -1069608.186342 Iteration 33Q: 3 clusters Score -1069608 nChanged 185 ComputeScore: Raw -1072994.401935 + Penalty 3346.464095 = -1069647.937840 Iteration 34Q: 3 clusters Score -1069648 nChanged 197 ComputeScore: Raw -1073035.610576 + Penalty 3346.464095 = -1069689.146481 Iteration 35Q: 3 clusters Score -1069689 nChanged 196 ComputeScore: Raw -1073075.277822 + Penalty 3346.464095 = -1069728.813727 Iteration 36Q: 3 clusters Score -1069729 nChanged 210 ComputeScore: Raw -1073124.507106 + Penalty 3346.464095 = -1069778.043010 Iteration 37Q: 3 clusters Score -1069778 nChanged 213 ComputeScore: Raw -1073171.674842 + Penalty 3346.464095 = -1069825.210747 Iteration 38Q: 3 clusters Score -1069825 nChanged 204 ComputeScore: Raw -1073219.566509 + Penalty 3346.464095 = -1069873.102413 Iteration 39Q: 3 clusters Score -1069873 nChanged 211 ComputeScore: Raw -1073273.536816 + Penalty 3346.464095 = -1069927.072721 Iteration 40F: 3 clusters Score -1069927 nChanged 203 ComputeScore: Raw -1073328.452627 + Penalty 3346.464095 = -1069981.988532 Iteration 41Q: 3 clusters Score -1069982 nChanged 205 ComputeScore: Raw -1073382.059005 + Penalty 3346.464095 = -1070035.594910 Iteration 42Q: 3 clusters Score -1070036 nChanged 209 ComputeScore: Raw -1073437.807729 + Penalty 3346.464095 = -1070091.343634 Iteration 43Q: 3 clusters Score -1070091 nChanged 217 ComputeScore: Raw -1073492.376535 + Penalty 3346.464095 = -1070145.912440 Iteration 44Q: 3 clusters Score -1070146 nChanged 197 ComputeScore: Raw -1073544.631845 + Penalty 3346.464095 = -1070198.167750 Iteration 45Q: 3 clusters Score -1070198 nChanged 213 ComputeScore: Raw -1073604.222321 + Penalty 3346.464095 = -1070257.758225 Iteration 46Q: 3 clusters Score -1070258 nChanged 182 ComputeScore: Raw -1073653.607246 + Penalty 3346.464095 = -1070307.143151 Iteration 47Q: 3 clusters Score -1070307 nChanged 162 ComputeScore: Raw -1073700.345586 + Penalty 3346.464095 = -1070353.881490 Iteration 48Q: 3 clusters Score -1070354 nChanged 167 ComputeScore: Raw -1073752.340755 + Penalty 3346.464095 = -1070405.876659 Iteration 49Q: 3 clusters Score -1070406 nChanged 160 ComputeScore: Raw -1073798.219872 + Penalty 3346.464095 = -1070451.755777 Iteration 50Q: 3 clusters Score -1070452 nChanged 140 ComputeScore: Raw -1073835.135037 + Penalty 3346.464095 = -1070488.670942 Iteration 51Q: 3 clusters Score -1070489 nChanged 114 ComputeScore: Raw -1073864.592473 + Penalty 3346.464095 = -1070518.128378 Iteration 52Q: 3 clusters Score -1070518 nChanged 89 ComputeScore: Raw -1073885.605472 + Penalty 3346.464095 = -1070539.141377 Iteration 53Q: 3 clusters Score -1070539 nChanged 87 ComputeScore: Raw -1073908.858827 + Penalty 3346.464095 = -1070562.394732 Iteration 54Q: 3 clusters Score -1070562 nChanged 96 ComputeScore: Raw -1073930.115055 + Penalty 3346.464095 = -1070583.650960 Iteration 55Q: 3 clusters Score -1070584 nChanged 82 ComputeScore: Raw -1073950.068954 + Penalty 3346.464095 = -1070603.604859 Iteration 56Q: 3 clusters Score -1070604 nChanged 73 ComputeScore: Raw -1073967.331357 + Penalty 3346.464095 = -1070620.867261 Iteration 57Q: 3 clusters Score -1070621 nChanged 75 ComputeScore: Raw -1073984.727412 + Penalty 3346.464095 = -1070638.263317 Iteration 58Q: 3 clusters Score -1070638 nChanged 58 ComputeScore: Raw -1074000.034626 + Penalty 3346.464095 = -1070653.570530 Iteration 59Q: 3 clusters Score -1070654 nChanged 60 ComputeScore: Raw -1074018.149401 + Penalty 3346.464095 = -1070671.685306 Iteration 60F: 3 clusters Score -1070672 nChanged 60 ComputeScore: Raw -1074033.929723 + Penalty 3346.464095 = -1070687.465628 Iteration 61Q: 3 clusters Score -1070687 nChanged 55 ComputeScore: Raw -1074048.825851 + Penalty 3346.464095 = -1070702.361755 Iteration 62Q: 3 clusters Score -1070702 nChanged 58 ComputeScore: Raw -1074064.530968 + Penalty 3346.464095 = -1070718.066873 Iteration 63Q: 3 clusters Score -1070718 nChanged 53 ComputeScore: Raw -1074078.619521 + Penalty 3346.464095 = -1070732.155425 Iteration 64Q: 3 clusters Score -1070732 nChanged 50 ComputeScore: Raw -1074092.581084 + Penalty 3346.464095 = -1070746.116988 Iteration 65Q: 3 clusters Score -1070746 nChanged 45 ComputeScore: Raw -1074103.940960 + Penalty 3346.464095 = -1070757.476865 Iteration 66Q: 3 clusters Score -1070757 nChanged 40 ComputeScore: Raw -1074114.595740 + Penalty 3346.464095 = -1070768.131645 Iteration 67Q: 3 clusters Score -1070768 nChanged 46 ComputeScore: Raw -1074126.287361 + Penalty 3346.464095 = -1070779.823266 Iteration 68Q: 3 clusters Score -1070780 nChanged 32 ComputeScore: Raw -1074135.551208 + Penalty 3346.464095 = -1070789.087113 Iteration 69Q: 3 clusters Score -1070789 nChanged 38 ComputeScore: Raw -1074148.385647 + Penalty 3346.464095 = -1070801.921552 Iteration 70Q: 3 clusters Score -1070802 nChanged 50 ComputeScore: Raw -1074164.852786 + Penalty 3346.464095 = -1070818.388690 Iteration 71Q: 3 clusters Score -1070818 nChanged 39 ComputeScore: Raw -1074179.030030 + Penalty 3346.464095 = -1070832.565935 Iteration 72Q: 3 clusters Score -1070833 nChanged 50 ComputeScore: Raw -1074196.055025 + Penalty 3346.464095 = -1070849.590930 Iteration 73Q: 3 clusters Score -1070850 nChanged 38 ComputeScore: Raw -1074211.909615 + Penalty 3346.464095 = -1070865.445519 Iteration 74Q: 3 clusters Score -1070865 nChanged 57 ComputeScore: Raw -1074244.605241 + Penalty 3346.464095 = -1070898.141145 Iteration 75Q: 3 clusters Score -1070898 nChanged 59 ComputeScore: Raw -1074282.087859 + Penalty 3346.464095 = -1070935.623764 Iteration 76Q: 3 clusters Score -1070936 nChanged 55 ComputeScore: Raw -1074325.922458 + Penalty 3346.464095 = -1070979.458363 Iteration 77Q: 3 clusters Score -1070979 nChanged 58 ComputeScore: Raw -1074364.739524 + Penalty 3346.464095 = -1071018.275429 Iteration 78Q: 3 clusters Score -1071018 nChanged 57 ComputeScore: Raw -1074399.818509 + Penalty 3346.464095 = -1071053.354414 Iteration 79Q: 3 clusters Score -1071053 nChanged 49 ComputeScore: Raw -1074423.963684 + Penalty 3346.464095 = -1071077.499589 Iteration 80F: 3 clusters Score -1071077 nChanged 52 ComputeScore: Raw -1074448.156320 + Penalty 3346.464095 = -1071101.692225 Iteration 81Q: 3 clusters Score -1071102 nChanged 46 ComputeScore: Raw -1074473.683340 + Penalty 3346.464095 = -1071127.219245 Iteration 82Q: 3 clusters Score -1071127 nChanged 52 ComputeScore: Raw -1074495.730896 + Penalty 3346.464095 = -1071149.266801 Iteration 83Q: 3 clusters Score -1071149 nChanged 31 ComputeScore: Raw -1074504.769446 + Penalty 3346.464095 = -1071158.305351 Iteration 84Q: 3 clusters Score -1071158 nChanged 21 ComputeScore: Raw -1074511.617014 + Penalty 3346.464095 = -1071165.152918 Iteration 85Q: 3 clusters Score -1071165 nChanged 20 ComputeScore: Raw -1074517.203442 + Penalty 3346.464095 = -1071170.739347 Iteration 86Q: 3 clusters Score -1071171 nChanged 14 ComputeScore: Raw -1074520.874130 + Penalty 3346.464095 = -1071174.410035 Iteration 87Q: 3 clusters Score -1071174 nChanged 6 ComputeScore: Raw -1074522.186891 + Penalty 3346.464095 = -1071175.722796 Iteration 88Q: 3 clusters Score -1071176 nChanged 4 ComputeScore: Raw -1074523.081102 + Penalty 3346.464095 = -1071176.617007 Iteration 89Q: 3 clusters Score -1071177 nChanged 5 ComputeScore: Raw -1074524.089223 + Penalty 3346.464095 = -1071177.625128 Iteration 90Q: 3 clusters Score -1071178 nChanged 7 ComputeScore: Raw -1074525.614902 + Penalty 3346.464095 = -1071179.150807 Iteration 91Q: 3 clusters Score -1071179 nChanged 6 ComputeScore: Raw -1074527.013337 + Penalty 3346.464095 = -1071180.549242 Iteration 92Q: 3 clusters Score -1071181 nChanged 8 ComputeScore: Raw -1074529.091857 + Penalty 3346.464095 = -1071182.627761 Iteration 93Q: 3 clusters Score -1071183 nChanged 9 ComputeScore: Raw -1074533.249411 + Penalty 3346.464095 = -1071186.785316 Iteration 94Q: 3 clusters Score -1071187 nChanged 8 ComputeScore: Raw -1074535.795886 + Penalty 3346.464095 = -1071189.331790 Iteration 95Q: 3 clusters Score -1071189 nChanged 4 ComputeScore: Raw -1074536.764761 + Penalty 3346.464095 = -1071190.300666 Iteration 96Q: 3 clusters Score -1071190 nChanged 3 ComputeScore: Raw -1074537.252904 + Penalty 3346.464095 = -1071190.788809 Iteration 97Q: 3 clusters Score -1071191 nChanged 2 ComputeScore: Raw -1074537.929031 + Penalty 3346.464095 = -1071191.464936 Iteration 98Q: 3 clusters Score -1071191 nChanged 1 ComputeScore: Raw -1074538.136602 + Penalty 3346.464095 = -1071191.672506 Iteration 99Q: 3 clusters Score -1071192 nChanged 0 ComputeScore: Raw -1074538.136602 + Penalty 3346.464095 = -1071191.672506 Iteration 100F: 3 clusters Score -1071192 nChanged 0 Trying to split cluster 2 (5825 points) Assigned 2 initial classes randomly. ComputeScore: Raw -309724.318726 + Penalty 1408.861070 = -308315.457656 Iteration 0F: 2 clusters Score -308315.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -306636.791004 + Penalty 2817.722140 = -303819.068864 Iteration 0F: 3 clusters Score -303819.1 nChanged 2365 ComputeScore: Raw -307908.785921 + Penalty 2817.722140 = -305091.063780 Iteration 1F: 3 clusters Score -305091.1 nChanged 372 ComputeScore: Raw -308113.445674 + Penalty 2817.722140 = -305295.723534 Iteration 2F: 3 clusters Score -305295.7 nChanged 328 ComputeScore: Raw -308289.168712 + Penalty 2817.722140 = -305471.446571 Iteration 3F: 3 clusters Score -305471.4 nChanged 278 ComputeScore: Raw -308447.366356 + Penalty 2817.722140 = -305629.644215 Iteration 4Q: 3 clusters Score -305629.6 nChanged 270 ComputeScore: Raw -308606.609083 + Penalty 2817.722140 = -305788.886943 Iteration 5Q: 3 clusters Score -305788.9 nChanged 266 ComputeScore: Raw -308779.223118 + Penalty 2817.722140 = -305961.500978 Iteration 6Q: 3 clusters Score -305961.5 nChanged 267 ComputeScore: Raw -308981.287613 + Penalty 2817.722140 = -306163.565472 Iteration 7Q: 3 clusters Score -306163.6 nChanged 250 ComputeScore: Raw -309173.411451 + Penalty 2817.722140 = -306355.689311 Iteration 8Q: 3 clusters Score -306355.7 nChanged 232 ComputeScore: Raw -309376.953426 + Penalty 2817.722140 = -306559.231286 Iteration 9Q: 3 clusters Score -306559.2 nChanged 181 ComputeScore: Raw -309548.341417 + Penalty 2817.722140 = -306730.619277 Iteration 10Q: 3 clusters Score -306730.6 nChanged 116 ComputeScore: Raw -309655.468672 + Penalty 2817.722140 = -306837.746531 Iteration 11Q: 3 clusters Score -306837.7 nChanged 75 ComputeScore: Raw -309728.393919 + Penalty 2817.722140 = -306910.671779 Iteration 12Q: 3 clusters Score -306910.7 nChanged 50 ComputeScore: Raw -309781.922227 + Penalty 2817.722140 = -306964.200087 Iteration 13Q: 3 clusters Score -306964.2 nChanged 37 ComputeScore: Raw -309823.414775 + Penalty 2817.722140 = -307005.692634 Iteration 14Q: 3 clusters Score -307005.7 nChanged 21 ComputeScore: Raw -309846.793284 + Penalty 2817.722140 = -307029.071144 Iteration 15Q: 3 clusters Score -307029.1 nChanged 14 ComputeScore: Raw -309861.146330 + Penalty 2817.722140 = -307043.424190 Iteration 16Q: 3 clusters Score -307043.4 nChanged 8 ComputeScore: Raw -309870.880155 + Penalty 2817.722140 = -307053.158014 Iteration 17Q: 3 clusters Score -307053.2 nChanged 6 ComputeScore: Raw -309876.934561 + Penalty 2817.722140 = -307059.212421 Iteration 18Q: 3 clusters Score -307059.2 nChanged 3 ComputeScore: Raw -309883.116141 + Penalty 2817.722140 = -307065.394001 Iteration 19Q: 3 clusters Score -307065.4 nChanged 2 ComputeScore: Raw -309885.020225 + Penalty 2817.722140 = -307067.298084 Iteration 20F: 3 clusters Score -307067.3 nChanged 0 Trying to split cluster 3 (11292 points) Assigned 2 initial classes randomly. ComputeScore: Raw -452250.056220 + Penalty 1516.425591 = -450733.630629 Iteration 0F: 2 clusters Score -450733.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -445776.475489 + Penalty 3032.851182 = -442743.624307 Iteration 0F: 3 clusters Score -442743.6 nChanged 4973 ComputeScore: Raw -448449.646412 + Penalty 3032.851182 = -445416.795230 Iteration 1F: 3 clusters Score -445416.8 nChanged 693 ComputeScore: Raw -448764.500184 + Penalty 3032.851182 = -445731.649003 Iteration 2F: 3 clusters Score -445731.6 nChanged 645 ComputeScore: Raw -449097.143019 + Penalty 3032.851182 = -446064.291838 Iteration 3F: 3 clusters Score -446064.3 nChanged 647 ComputeScore: Raw -449490.151743 + Penalty 3032.851182 = -446457.300561 Iteration 4F: 3 clusters Score -446457.3 nChanged 698 ComputeScore: Raw -449982.151852 + Penalty 3032.851182 = -446949.300671 Iteration 5F: 3 clusters Score -446949.3 nChanged 735 ComputeScore: Raw -450509.136709 + Penalty 3032.851182 = -447476.285528 Iteration 6F: 3 clusters Score -447476.3 nChanged 739 ComputeScore: Raw -451006.421496 + Penalty 3032.851182 = -447973.570315 Iteration 7F: 3 clusters Score -447973.6 nChanged 661 ComputeScore: Raw -451440.884324 + Penalty 3032.851182 = -448408.033142 Iteration 8F: 3 clusters Score -448408 nChanged 533 ComputeScore: Raw -451775.992892 + Penalty 3032.851182 = -448743.141711 Iteration 9Q: 3 clusters Score -448743.1 nChanged 427 ComputeScore: Raw -452016.600819 + Penalty 3032.851182 = -448983.749637 Iteration 10Q: 3 clusters Score -448983.7 nChanged 325 ComputeScore: Raw -452201.122199 + Penalty 3032.851182 = -449168.271018 Iteration 11Q: 3 clusters Score -449168.3 nChanged 250 ComputeScore: Raw -452340.077943 + Penalty 3032.851182 = -449307.226762 Iteration 12Q: 3 clusters Score -449307.2 nChanged 220 ComputeScore: Raw -452452.018329 + Penalty 3032.851182 = -449419.167147 Iteration 13Q: 3 clusters Score -449419.2 nChanged 152 ComputeScore: Raw -452522.975689 + Penalty 3032.851182 = -449490.124508 Iteration 14Q: 3 clusters Score -449490.1 nChanged 128 ComputeScore: Raw -452573.679705 + Penalty 3032.851182 = -449540.828523 Iteration 15Q: 3 clusters Score -449540.8 nChanged 89 ComputeScore: Raw -452605.787646 + Penalty 3032.851182 = -449572.936465 Iteration 16Q: 3 clusters Score -449572.9 nChanged 76 ComputeScore: Raw -452635.369925 + Penalty 3032.851182 = -449602.518744 Iteration 17Q: 3 clusters Score -449602.5 nChanged 69 ComputeScore: Raw -452660.021984 + Penalty 3032.851182 = -449627.170803 Iteration 18Q: 3 clusters Score -449627.2 nChanged 64 ComputeScore: Raw -452685.024369 + Penalty 3032.851182 = -449652.173188 Iteration 19Q: 3 clusters Score -449652.2 nChanged 64 ComputeScore: Raw -452706.052456 + Penalty 3032.851182 = -449673.201274 Iteration 20F: 3 clusters Score -449673.2 nChanged 56 ComputeScore: Raw -452725.713986 + Penalty 3032.851182 = -449692.862805 Iteration 21Q: 3 clusters Score -449692.9 nChanged 49 ComputeScore: Raw -452739.914876 + Penalty 3032.851182 = -449707.063695 Iteration 22Q: 3 clusters Score -449707.1 nChanged 45 ComputeScore: Raw -452752.386432 + Penalty 3032.851182 = -449719.535250 Iteration 23Q: 3 clusters Score -449719.5 nChanged 35 ComputeScore: Raw -452764.562363 + Penalty 3032.851182 = -449731.711182 Iteration 24Q: 3 clusters Score -449731.7 nChanged 32 ComputeScore: Raw -452774.874714 + Penalty 3032.851182 = -449742.023533 Iteration 25Q: 3 clusters Score -449742 nChanged 27 ComputeScore: Raw -452782.570645 + Penalty 3032.851182 = -449749.719464 Iteration 26Q: 3 clusters Score -449749.7 nChanged 30 ComputeScore: Raw -452791.169683 + Penalty 3032.851182 = -449758.318502 Iteration 27Q: 3 clusters Score -449758.3 nChanged 33 ComputeScore: Raw -452800.432236 + Penalty 3032.851182 = -449767.581054 Iteration 28Q: 3 clusters Score -449767.6 nChanged 18 ComputeScore: Raw -452805.860787 + Penalty 3032.851182 = -449773.009606 Iteration 29Q: 3 clusters Score -449773 nChanged 19 ComputeScore: Raw -452810.711104 + Penalty 3032.851182 = -449777.859923 Iteration 30Q: 3 clusters Score -449777.9 nChanged 19 ComputeScore: Raw -452814.575866 + Penalty 3032.851182 = -449781.724684 Iteration 31Q: 3 clusters Score -449781.7 nChanged 14 ComputeScore: Raw -452818.261703 + Penalty 3032.851182 = -449785.410521 Iteration 32Q: 3 clusters Score -449785.4 nChanged 12 ComputeScore: Raw -452821.829665 + Penalty 3032.851182 = -449788.978484 Iteration 33Q: 3 clusters Score -449789 nChanged 19 ComputeScore: Raw -452828.032587 + Penalty 3032.851182 = -449795.181405 Iteration 34Q: 3 clusters Score -449795.2 nChanged 17 ComputeScore: Raw -452836.407196 + Penalty 3032.851182 = -449803.556014 Iteration 35Q: 3 clusters Score -449803.6 nChanged 21 ComputeScore: Raw -452850.031526 + Penalty 3032.851182 = -449817.180344 Iteration 36Q: 3 clusters Score -449817.2 nChanged 18 ComputeScore: Raw -452858.732246 + Penalty 3032.851182 = -449825.881065 Iteration 37Q: 3 clusters Score -449825.9 nChanged 20 ComputeScore: Raw -452865.617159 + Penalty 3032.851182 = -449832.765977 Iteration 38Q: 3 clusters Score -449832.8 nChanged 18 ComputeScore: Raw -452874.950946 + Penalty 3032.851182 = -449842.099764 Iteration 39Q: 3 clusters Score -449842.1 nChanged 18 ComputeScore: Raw -452885.853996 + Penalty 3032.851182 = -449853.002814 Iteration 40F: 3 clusters Score -449853 nChanged 21 ComputeScore: Raw -452894.930058 + Penalty 3032.851182 = -449862.078876 Iteration 41Q: 3 clusters Score -449862.1 nChanged 17 ComputeScore: Raw -452903.338124 + Penalty 3032.851182 = -449870.486943 Iteration 42Q: 3 clusters Score -449870.5 nChanged 17 ComputeScore: Raw -452912.188963 + Penalty 3032.851182 = -449879.337781 Iteration 43Q: 3 clusters Score -449879.3 nChanged 18 ComputeScore: Raw -452919.686389 + Penalty 3032.851182 = -449886.835208 Iteration 44Q: 3 clusters Score -449886.8 nChanged 16 ComputeScore: Raw -452927.812099 + Penalty 3032.851182 = -449894.960918 Iteration 45Q: 3 clusters Score -449895 nChanged 19 ComputeScore: Raw -452934.218824 + Penalty 3032.851182 = -449901.367643 Iteration 46Q: 3 clusters Score -449901.4 nChanged 10 ComputeScore: Raw -452936.597649 + Penalty 3032.851182 = -449903.746467 Iteration 47Q: 3 clusters Score -449903.7 nChanged 7 ComputeScore: Raw -452939.294962 + Penalty 3032.851182 = -449906.443780 Iteration 48Q: 3 clusters Score -449906.4 nChanged 7 ComputeScore: Raw -452942.007397 + Penalty 3032.851182 = -449909.156216 Iteration 49Q: 3 clusters Score -449909.2 nChanged 5 ComputeScore: Raw -452944.032082 + Penalty 3032.851182 = -449911.180900 Iteration 50Q: 3 clusters Score -449911.2 nChanged 7 ComputeScore: Raw -452947.461377 + Penalty 3032.851182 = -449914.610196 Iteration 51Q: 3 clusters Score -449914.6 nChanged 12 ComputeScore: Raw -452950.071536 + Penalty 3032.851182 = -449917.220354 Iteration 52Q: 3 clusters Score -449917.2 nChanged 7 ComputeScore: Raw -452952.082636 + Penalty 3032.851182 = -449919.231454 Iteration 53Q: 3 clusters Score -449919.2 nChanged 3 ComputeScore: Raw -452952.762492 + Penalty 3032.851182 = -449919.911310 Iteration 54Q: 3 clusters Score -449919.9 nChanged 2 ComputeScore: Raw -452953.075101 + Penalty 3032.851182 = -449920.223919 Iteration 55Q: 3 clusters Score -449920.2 nChanged 0 ComputeScore: Raw -452953.075101 + Penalty 3032.851182 = -449920.223919 Iteration 56F: 3 clusters Score -449920.2 nChanged 0 Trying to split cluster 4 (177116 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7705005.585339 + Penalty 1963.741027 = -7703041.844312 Iteration 0F: 2 clusters Score -7703042 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7587932.625506 + Penalty 3927.482053 = -7584005.143453 Iteration 0F: 3 clusters Score -7584005 nChanged 85762 ComputeScore: Raw -7641071.052891 + Penalty 3927.482053 = -7637143.570837 Iteration 1F: 3 clusters Score -7637144 nChanged 8773 ComputeScore: Raw -7644874.278990 + Penalty 3927.482053 = -7640946.796937 Iteration 2Q: 3 clusters Score -7640947 nChanged 11024 ComputeScore: Raw -7650940.886576 + Penalty 3927.482053 = -7647013.404523 Iteration 3F: 3 clusters Score -7647013 nChanged 13047 ComputeScore: Raw -7659434.375211 + Penalty 3927.482053 = -7655506.893157 Iteration 4F: 3 clusters Score -7655507 nChanged 13558 ComputeScore: Raw -7668608.215225 + Penalty 3927.482053 = -7664680.733172 Iteration 5F: 3 clusters Score -7664681 nChanged 11770 ComputeScore: Raw -7676475.507301 + Penalty 3927.482053 = -7672548.025247 Iteration 6F: 3 clusters Score -7672548 nChanged 9449 ComputeScore: Raw -7682826.209930 + Penalty 3927.482053 = -7678898.727877 Iteration 7F: 3 clusters Score -7678899 nChanged 7524 ComputeScore: Raw -7688135.192374 + Penalty 3927.482053 = -7684207.710321 Iteration 8Q: 3 clusters Score -7684208 nChanged 6483 ComputeScore: Raw -7692957.094900 + Penalty 3927.482053 = -7689029.612846 Iteration 9Q: 3 clusters Score -7689030 nChanged 5372 ComputeScore: Raw -7697099.813534 + Penalty 3927.482053 = -7693172.331480 Iteration 10Q: 3 clusters Score -7693172 nChanged 4075 ComputeScore: Raw -7700409.255566 + Penalty 3927.482053 = -7696481.773513 Iteration 11Q: 3 clusters Score -7696482 nChanged 2802 ComputeScore: Raw -7702737.019126 + Penalty 3927.482053 = -7698809.537072 Iteration 12Q: 3 clusters Score -7698810 nChanged 1554 ComputeScore: Raw -7704000.177621 + Penalty 3927.482053 = -7700072.695568 Iteration 13Q: 3 clusters Score -7700073 nChanged 777 ComputeScore: Raw -7704662.515774 + Penalty 3927.482053 = -7700735.033720 Iteration 14Q: 3 clusters Score -7700735 nChanged 415 ComputeScore: Raw -7705023.076635 + Penalty 3927.482053 = -7701095.594582 Iteration 15Q: 3 clusters Score -7701096 nChanged 247 ComputeScore: Raw -7705230.418836 + Penalty 3927.482053 = -7701302.936782 Iteration 16Q: 3 clusters Score -7701303 nChanged 153 ComputeScore: Raw -7705365.375306 + Penalty 3927.482053 = -7701437.893253 Iteration 17Q: 3 clusters Score -7701438 nChanged 109 ComputeScore: Raw -7705457.650245 + Penalty 3927.482053 = -7701530.168192 Iteration 18Q: 3 clusters Score -7701530 nChanged 94 ComputeScore: Raw -7705521.652715 + Penalty 3927.482053 = -7701594.170662 Iteration 19Q: 3 clusters Score -7701594 nChanged 94 ComputeScore: Raw -7705567.482073 + Penalty 3927.482053 = -7701640.000020 Iteration 20F: 3 clusters Score -7701640 nChanged 56 ComputeScore: Raw -7705592.641653 + Penalty 3927.482053 = -7701665.159599 Iteration 21Q: 3 clusters Score -7701665 nChanged 54 ComputeScore: Raw -7705615.788336 + Penalty 3927.482053 = -7701688.306283 Iteration 22Q: 3 clusters Score -7701688 nChanged 56 ComputeScore: Raw -7705643.313353 + Penalty 3927.482053 = -7701715.831299 Iteration 23Q: 3 clusters Score -7701716 nChanged 54 ComputeScore: Raw -7705670.625413 + Penalty 3927.482053 = -7701743.143359 Iteration 24Q: 3 clusters Score -7701743 nChanged 62 ComputeScore: Raw -7705697.327764 + Penalty 3927.482053 = -7701769.845710 Iteration 25Q: 3 clusters Score -7701770 nChanged 50 ComputeScore: Raw -7705715.894919 + Penalty 3927.482053 = -7701788.412866 Iteration 26Q: 3 clusters Score -7701788 nChanged 39 ComputeScore: Raw -7705729.851199 + Penalty 3927.482053 = -7701802.369145 Iteration 27Q: 3 clusters Score -7701802 nChanged 34 ComputeScore: Raw -7705742.475482 + Penalty 3927.482053 = -7701814.993429 Iteration 28Q: 3 clusters Score -7701815 nChanged 29 ComputeScore: Raw -7705753.179253 + Penalty 3927.482053 = -7701825.697200 Iteration 29Q: 3 clusters Score -7701826 nChanged 20 ComputeScore: Raw -7705759.305919 + Penalty 3927.482053 = -7701831.823866 Iteration 30Q: 3 clusters Score -7701832 nChanged 22 ComputeScore: Raw -7705769.860360 + Penalty 3927.482053 = -7701842.378307 Iteration 31Q: 3 clusters Score -7701842 nChanged 30 ComputeScore: Raw -7705782.542554 + Penalty 3927.482053 = -7701855.060500 Iteration 32Q: 3 clusters Score -7701855 nChanged 30 ComputeScore: Raw -7705793.987968 + Penalty 3927.482053 = -7701866.505914 Iteration 33Q: 3 clusters Score -7701867 nChanged 21 ComputeScore: Raw -7705800.686185 + Penalty 3927.482053 = -7701873.204132 Iteration 34Q: 3 clusters Score -7701873 nChanged 12 ComputeScore: Raw -7705803.833836 + Penalty 3927.482053 = -7701876.351783 Iteration 35Q: 3 clusters Score -7701876 nChanged 9 ComputeScore: Raw -7705806.237109 + Penalty 3927.482053 = -7701878.755056 Iteration 36Q: 3 clusters Score -7701879 nChanged 7 ComputeScore: Raw -7705808.004450 + Penalty 3927.482053 = -7701880.522397 Iteration 37Q: 3 clusters Score -7701881 nChanged 9 ComputeScore: Raw -7705810.233656 + Penalty 3927.482053 = -7701882.751603 Iteration 38Q: 3 clusters Score -7701883 nChanged 4 ComputeScore: Raw -7705811.645541 + Penalty 3927.482053 = -7701884.163487 Iteration 39Q: 3 clusters Score -7701884 nChanged 1 ComputeScore: Raw -7705811.987838 + Penalty 3927.482053 = -7701884.505785 Iteration 40F: 3 clusters Score -7701885 nChanged 1 ComputeScore: Raw -7705812.419231 + Penalty 3927.482053 = -7701884.937178 Iteration 41Q: 3 clusters Score -7701885 nChanged 2 ComputeScore: Raw -7705812.895020 + Penalty 3927.482053 = -7701885.412967 Iteration 42Q: 3 clusters Score -7701885 nChanged 4 ComputeScore: Raw -7705814.154219 + Penalty 3927.482053 = -7701886.672165 Iteration 43Q: 3 clusters Score -7701887 nChanged 8 ComputeScore: Raw -7705817.026756 + Penalty 3927.482053 = -7701889.544703 Iteration 44Q: 3 clusters Score -7701890 nChanged 13 ComputeScore: Raw -7705820.850374 + Penalty 3927.482053 = -7701893.368321 Iteration 45Q: 3 clusters Score -7701893 nChanged 12 ComputeScore: Raw -7705824.806572 + Penalty 3927.482053 = -7701897.324519 Iteration 46Q: 3 clusters Score -7701897 nChanged 10 ComputeScore: Raw -7705827.224285 + Penalty 3927.482053 = -7701899.742231 Iteration 47Q: 3 clusters Score -7701900 nChanged 8 ComputeScore: Raw -7705829.617666 + Penalty 3927.482053 = -7701902.135612 Iteration 48Q: 3 clusters Score -7701902 nChanged 4 ComputeScore: Raw -7705830.798410 + Penalty 3927.482053 = -7701903.316356 Iteration 49Q: 3 clusters Score -7701903 nChanged 8 ComputeScore: Raw -7705833.529023 + Penalty 3927.482053 = -7701906.046970 Iteration 50Q: 3 clusters Score -7701906 nChanged 4 ComputeScore: Raw -7705834.779748 + Penalty 3927.482053 = -7701907.297695 Iteration 51Q: 3 clusters Score -7701907 nChanged 4 ComputeScore: Raw -7705835.664525 + Penalty 3927.482053 = -7701908.182472 Iteration 52Q: 3 clusters Score -7701908 nChanged 3 ComputeScore: Raw -7705836.320505 + Penalty 3927.482053 = -7701908.838452 Iteration 53Q: 3 clusters Score -7701909 nChanged 2 ComputeScore: Raw -7705836.473776 + Penalty 3927.482053 = -7701908.991723 Iteration 54Q: 3 clusters Score -7701909 nChanged 3 ComputeScore: Raw -7705837.255672 + Penalty 3927.482053 = -7701909.773618 Iteration 55Q: 3 clusters Score -7701910 nChanged 2 ComputeScore: Raw -7705837.872681 + Penalty 3927.482053 = -7701910.390627 Iteration 56Q: 3 clusters Score -7701910 nChanged 3 ComputeScore: Raw -7705838.330853 + Penalty 3927.482053 = -7701910.848800 Iteration 57Q: 3 clusters Score -7701911 nChanged 5 ComputeScore: Raw -7705839.759168 + Penalty 3927.482053 = -7701912.277114 Iteration 58Q: 3 clusters Score -7701912 nChanged 8 ComputeScore: Raw -7705841.423160 + Penalty 3927.482053 = -7701913.941106 Iteration 59Q: 3 clusters Score -7701914 nChanged 3 ComputeScore: Raw -7705842.260101 + Penalty 3927.482053 = -7701914.778048 Iteration 60F: 3 clusters Score -7701915 nChanged 3 ComputeScore: Raw -7705843.326172 + Penalty 3927.482053 = -7701915.844119 Iteration 61Q: 3 clusters Score -7701916 nChanged 4 ComputeScore: Raw -7705845.233439 + Penalty 3927.482053 = -7701917.751386 Iteration 62Q: 3 clusters Score -7701918 nChanged 7 ComputeScore: Raw -7705847.677671 + Penalty 3927.482053 = -7701920.195618 Iteration 63Q: 3 clusters Score -7701920 nChanged 11 ComputeScore: Raw -7705850.535740 + Penalty 3927.482053 = -7701923.053687 Iteration 64Q: 3 clusters Score -7701923 nChanged 7 ComputeScore: Raw -7705852.793254 + Penalty 3927.482053 = -7701925.311201 Iteration 65Q: 3 clusters Score -7701925 nChanged 4 ComputeScore: Raw -7705853.368518 + Penalty 3927.482053 = -7701925.886465 Iteration 66Q: 3 clusters Score -7701926 nChanged 1 ComputeScore: Raw -7705853.762982 + Penalty 3927.482053 = -7701926.280929 Iteration 67Q: 3 clusters Score -7701926 nChanged 0 ComputeScore: Raw -7705853.762982 + Penalty 3927.482053 = -7701926.280929 Iteration 68F: 3 clusters Score -7701926 nChanged 0 Trying to split cluster 5 (23298 points) Assigned 2 initial classes randomly. ComputeScore: Raw -940695.417863 + Penalty 1634.119955 = -939061.297908 Iteration 0F: 2 clusters Score -939061.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -926507.629220 + Penalty 3268.239910 = -923239.389311 Iteration 0F: 3 clusters Score -923239.4 nChanged 10590 ComputeScore: Raw -932711.141345 + Penalty 3268.239910 = -929442.901436 Iteration 1F: 3 clusters Score -929442.9 nChanged 1416 ComputeScore: Raw -933543.157267 + Penalty 3268.239910 = -930274.917357 Iteration 2F: 3 clusters Score -930274.9 nChanged 1552 ComputeScore: Raw -934562.514200 + Penalty 3268.239910 = -931294.274291 Iteration 3F: 3 clusters Score -931294.3 nChanged 1628 ComputeScore: Raw -935533.930733 + Penalty 3268.239910 = -932265.690823 Iteration 4F: 3 clusters Score -932265.7 nChanged 1544 ComputeScore: Raw -936415.115700 + Penalty 3268.239910 = -933146.875791 Iteration 5F: 3 clusters Score -933146.9 nChanged 1420 ComputeScore: Raw -937159.150497 + Penalty 3268.239910 = -933890.910588 Iteration 6F: 3 clusters Score -933890.9 nChanged 1151 ComputeScore: Raw -937744.874871 + Penalty 3268.239910 = -934476.634961 Iteration 7Q: 3 clusters Score -934476.6 nChanged 1023 ComputeScore: Raw -938296.817246 + Penalty 3268.239910 = -935028.577336 Iteration 8Q: 3 clusters Score -935028.6 nChanged 900 ComputeScore: Raw -938791.095775 + Penalty 3268.239910 = -935522.855865 Iteration 9Q: 3 clusters Score -935522.9 nChanged 791 ComputeScore: Raw -939213.776313 + Penalty 3268.239910 = -935945.536404 Iteration 10Q: 3 clusters Score -935945.5 nChanged 712 ComputeScore: Raw -939603.673002 + Penalty 3268.239910 = -936335.433092 Iteration 11Q: 3 clusters Score -936335.4 nChanged 674 ComputeScore: Raw -939977.387534 + Penalty 3268.239910 = -936709.147624 Iteration 12Q: 3 clusters Score -936709.1 nChanged 560 ComputeScore: Raw -940271.610457 + Penalty 3268.239910 = -937003.370548 Iteration 13Q: 3 clusters Score -937003.4 nChanged 517 ComputeScore: Raw -940520.878671 + Penalty 3268.239910 = -937252.638761 Iteration 14Q: 3 clusters Score -937252.6 nChanged 448 ComputeScore: Raw -940746.067469 + Penalty 3268.239910 = -937477.827559 Iteration 15Q: 3 clusters Score -937477.8 nChanged 402 ComputeScore: Raw -940941.931036 + Penalty 3268.239910 = -937673.691126 Iteration 16Q: 3 clusters Score -937673.7 nChanged 379 ComputeScore: Raw -941136.684766 + Penalty 3268.239910 = -937868.444857 Iteration 17Q: 3 clusters Score -937868.4 nChanged 334 ComputeScore: Raw -941299.962686 + Penalty 3268.239910 = -938031.722776 Iteration 18Q: 3 clusters Score -938031.7 nChanged 277 ComputeScore: Raw -941424.421942 + Penalty 3268.239910 = -938156.182033 Iteration 19Q: 3 clusters Score -938156.2 nChanged 215 ComputeScore: Raw -941525.233945 + Penalty 3268.239910 = -938256.994035 Iteration 20F: 3 clusters Score -938257 nChanged 191 ComputeScore: Raw -941611.380302 + Penalty 3268.239910 = -938343.140392 Iteration 21Q: 3 clusters Score -938343.1 nChanged 131 ComputeScore: Raw -941659.110569 + Penalty 3268.239910 = -938390.870659 Iteration 22Q: 3 clusters Score -938390.9 nChanged 108 ComputeScore: Raw -941694.542057 + Penalty 3268.239910 = -938426.302147 Iteration 23Q: 3 clusters Score -938426.3 nChanged 98 ComputeScore: Raw -941721.211927 + Penalty 3268.239910 = -938452.972017 Iteration 24Q: 3 clusters Score -938453 nChanged 59 ComputeScore: Raw -941740.022163 + Penalty 3268.239910 = -938471.782254 Iteration 25Q: 3 clusters Score -938471.8 nChanged 56 ComputeScore: Raw -941755.610546 + Penalty 3268.239910 = -938487.370636 Iteration 26Q: 3 clusters Score -938487.4 nChanged 47 ComputeScore: Raw -941767.714355 + Penalty 3268.239910 = -938499.474446 Iteration 27Q: 3 clusters Score -938499.5 nChanged 35 ComputeScore: Raw -941776.516652 + Penalty 3268.239910 = -938508.276742 Iteration 28Q: 3 clusters Score -938508.3 nChanged 28 ComputeScore: Raw -941782.407535 + Penalty 3268.239910 = -938514.167625 Iteration 29Q: 3 clusters Score -938514.2 nChanged 19 ComputeScore: Raw -941785.375431 + Penalty 3268.239910 = -938517.135521 Iteration 30Q: 3 clusters Score -938517.1 nChanged 12 ComputeScore: Raw -941788.967136 + Penalty 3268.239910 = -938520.727226 Iteration 31Q: 3 clusters Score -938520.7 nChanged 14 ComputeScore: Raw -941791.960942 + Penalty 3268.239910 = -938523.721033 Iteration 32Q: 3 clusters Score -938523.7 nChanged 13 ComputeScore: Raw -941794.847864 + Penalty 3268.239910 = -938526.607954 Iteration 33Q: 3 clusters Score -938526.6 nChanged 11 ComputeScore: Raw -941797.409182 + Penalty 3268.239910 = -938529.169272 Iteration 34Q: 3 clusters Score -938529.2 nChanged 4 ComputeScore: Raw -941797.967680 + Penalty 3268.239910 = -938529.727771 Iteration 35Q: 3 clusters Score -938529.7 nChanged 2 ComputeScore: Raw -941798.298978 + Penalty 3268.239910 = -938530.059068 Iteration 36Q: 3 clusters Score -938530.1 nChanged 2 ComputeScore: Raw -941798.499890 + Penalty 3268.239910 = -938530.259980 Iteration 37Q: 3 clusters Score -938530.3 nChanged 1 ComputeScore: Raw -941798.567513 + Penalty 3268.239910 = -938530.327603 Iteration 38Q: 3 clusters Score -938530.3 nChanged 0 ComputeScore: Raw -941798.567513 + Penalty 3268.239910 = -938530.327603 Iteration 39F: 3 clusters Score -938530.3 nChanged 0 Trying to split cluster 6 (3824 points) Assigned 2 initial classes randomly. ComputeScore: Raw -152236.540834 + Penalty 1340.470995 = -150896.069839 Iteration 0F: 2 clusters Score -150896.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -150336.690110 + Penalty 2680.941989 = -147655.748121 Iteration 0F: 3 clusters Score -147655.7 nChanged 1487 ComputeScore: Raw -151203.946236 + Penalty 2680.941989 = -148523.004246 Iteration 1F: 3 clusters Score -148523 nChanged 294 ComputeScore: Raw -151381.103762 + Penalty 2680.941989 = -148700.161773 Iteration 2F: 3 clusters Score -148700.2 nChanged 217 ComputeScore: Raw -151506.837280 + Penalty 2680.941989 = -148825.895291 Iteration 3F: 3 clusters Score -148825.9 nChanged 161 ComputeScore: Raw -151602.042911 + Penalty 2680.941989 = -148921.100922 Iteration 4Q: 3 clusters Score -148921.1 nChanged 136 ComputeScore: Raw -151682.606274 + Penalty 2680.941989 = -149001.664284 Iteration 5Q: 3 clusters Score -149001.7 nChanged 132 ComputeScore: Raw -151754.786129 + Penalty 2680.941989 = -149073.844140 Iteration 6Q: 3 clusters Score -149073.8 nChanged 109 ComputeScore: Raw -151813.928496 + Penalty 2680.941989 = -149132.986507 Iteration 7Q: 3 clusters Score -149133 nChanged 105 ComputeScore: Raw -151871.937379 + Penalty 2680.941989 = -149190.995390 Iteration 8Q: 3 clusters Score -149191 nChanged 110 ComputeScore: Raw -151935.780064 + Penalty 2680.941989 = -149254.838075 Iteration 9Q: 3 clusters Score -149254.8 nChanged 98 ComputeScore: Raw -151993.593317 + Penalty 2680.941989 = -149312.651327 Iteration 10Q: 3 clusters Score -149312.7 nChanged 96 ComputeScore: Raw -152057.477955 + Penalty 2680.941989 = -149376.535966 Iteration 11Q: 3 clusters Score -149376.5 nChanged 111 ComputeScore: Raw -152127.418630 + Penalty 2680.941989 = -149446.476641 Iteration 12Q: 3 clusters Score -149446.5 nChanged 97 ComputeScore: Raw -152187.504005 + Penalty 2680.941989 = -149506.562016 Iteration 13Q: 3 clusters Score -149506.6 nChanged 93 ComputeScore: Raw -152245.147739 + Penalty 2680.941989 = -149564.205750 Iteration 14Q: 3 clusters Score -149564.2 nChanged 94 ComputeScore: Raw -152297.847924 + Penalty 2680.941989 = -149616.905935 Iteration 15Q: 3 clusters Score -149616.9 nChanged 75 ComputeScore: Raw -152346.036384 + Penalty 2680.941989 = -149665.094394 Iteration 16Q: 3 clusters Score -149665.1 nChanged 81 ComputeScore: Raw -152398.406186 + Penalty 2680.941989 = -149717.464197 Iteration 17Q: 3 clusters Score -149717.5 nChanged 73 ComputeScore: Raw -152437.735680 + Penalty 2680.941989 = -149756.793691 Iteration 18Q: 3 clusters Score -149756.8 nChanged 56 ComputeScore: Raw -152466.585965 + Penalty 2680.941989 = -149785.643976 Iteration 19Q: 3 clusters Score -149785.6 nChanged 42 ComputeScore: Raw -152490.210127 + Penalty 2680.941989 = -149809.268138 Iteration 20F: 3 clusters Score -149809.3 nChanged 38 ComputeScore: Raw -152505.288449 + Penalty 2680.941989 = -149824.346460 Iteration 21Q: 3 clusters Score -149824.3 nChanged 29 ComputeScore: Raw -152517.410734 + Penalty 2680.941989 = -149836.468744 Iteration 22Q: 3 clusters Score -149836.5 nChanged 20 ComputeScore: Raw -152527.672814 + Penalty 2680.941989 = -149846.730825 Iteration 23Q: 3 clusters Score -149846.7 nChanged 28 ComputeScore: Raw -152539.800313 + Penalty 2680.941989 = -149858.858324 Iteration 24Q: 3 clusters Score -149858.9 nChanged 24 ComputeScore: Raw -152550.164387 + Penalty 2680.941989 = -149869.222398 Iteration 25Q: 3 clusters Score -149869.2 nChanged 18 ComputeScore: Raw -152556.898590 + Penalty 2680.941989 = -149875.956601 Iteration 26Q: 3 clusters Score -149876 nChanged 19 ComputeScore: Raw -152563.321727 + Penalty 2680.941989 = -149882.379738 Iteration 27Q: 3 clusters Score -149882.4 nChanged 17 ComputeScore: Raw -152568.129791 + Penalty 2680.941989 = -149887.187802 Iteration 28Q: 3 clusters Score -149887.2 nChanged 13 ComputeScore: Raw -152571.875075 + Penalty 2680.941989 = -149890.933086 Iteration 29Q: 3 clusters Score -149890.9 nChanged 10 ComputeScore: Raw -152574.592777 + Penalty 2680.941989 = -149893.650788 Iteration 30Q: 3 clusters Score -149893.7 nChanged 12 ComputeScore: Raw -152577.422376 + Penalty 2680.941989 = -149896.480387 Iteration 31Q: 3 clusters Score -149896.5 nChanged 6 ComputeScore: Raw -152578.461912 + Penalty 2680.941989 = -149897.519923 Iteration 32Q: 3 clusters Score -149897.5 nChanged 5 ComputeScore: Raw -152579.625700 + Penalty 2680.941989 = -149898.683711 Iteration 33Q: 3 clusters Score -149898.7 nChanged 7 ComputeScore: Raw -152580.760776 + Penalty 2680.941989 = -149899.818787 Iteration 34Q: 3 clusters Score -149899.8 nChanged 5 ComputeScore: Raw -152581.926298 + Penalty 2680.941989 = -149900.984309 Iteration 35Q: 3 clusters Score -149901 nChanged 4 ComputeScore: Raw -152582.997585 + Penalty 2680.941989 = -149902.055596 Iteration 36Q: 3 clusters Score -149902.1 nChanged 3 ComputeScore: Raw -152583.608653 + Penalty 2680.941989 = -149902.666664 Iteration 37Q: 3 clusters Score -149902.7 nChanged 3 ComputeScore: Raw -152584.278771 + Penalty 2680.941989 = -149903.336782 Iteration 38Q: 3 clusters Score -149903.3 nChanged 2 ComputeScore: Raw -152585.122066 + Penalty 2680.941989 = -149904.180076 Iteration 39Q: 3 clusters Score -149904.2 nChanged 5 ComputeScore: Raw -152585.956999 + Penalty 2680.941989 = -149905.015010 Iteration 40F: 3 clusters Score -149905 nChanged 4 ComputeScore: Raw -152587.119850 + Penalty 2680.941989 = -149906.177861 Iteration 41Q: 3 clusters Score -149906.2 nChanged 4 ComputeScore: Raw -152587.541887 + Penalty 2680.941989 = -149906.599897 Iteration 42Q: 3 clusters Score -149906.6 nChanged 0 ComputeScore: Raw -152587.541887 + Penalty 2680.941989 = -149906.599897 Iteration 43F: 3 clusters Score -149906.6 nChanged 0 ConsiderDeletion: ComputeScore: Raw -10379521.035165 + Penalty 12122.350821 = -10367398.684344Iteration 119Q: 7 clusters Score -1.03674e+07 nChanged 34 ConsiderDeletion: ComputeScore: Raw -10379522.364966 + Penalty 12122.350821 = -10367400.014145Iteration 120F: 7 clusters Score -1.03674e+07 nChanged 29 ConsiderDeletion: ComputeScore: Raw -10379523.543613 + Penalty 12122.350821 = -10367401.192792Iteration 121Q: 7 clusters Score -1.03674e+07 nChanged 34 ConsiderDeletion: ComputeScore: Raw -10379525.386108 + Penalty 12122.350821 = -10367403.035287Iteration 122Q: 7 clusters Score -1.03674e+07 nChanged 41 ConsiderDeletion: ComputeScore: Raw -10379527.350947 + Penalty 12122.350821 = -10367405.000126Iteration 123Q: 7 clusters Score -1.036741e+07 nChanged 41 ConsiderDeletion: ComputeScore: Raw -10379529.125236 + Penalty 12122.350821 = -10367406.774415Iteration 124Q: 7 clusters Score -1.036741e+07 nChanged 23 ConsiderDeletion: ComputeScore: Raw -10379530.104983 + Penalty 12122.350821 = -10367407.754161Iteration 125Q: 7 clusters Score -1.036741e+07 nChanged 21 ConsiderDeletion: ComputeScore: Raw -10379530.858895 + Penalty 12122.350821 = -10367408.508074Iteration 126Q: 7 clusters Score -1.036741e+07 nChanged 21 ConsiderDeletion: ComputeScore: Raw -10379531.387715 + Penalty 12122.350821 = -10367409.036894Iteration 127Q: 7 clusters Score -1.036741e+07 nChanged 17 ConsiderDeletion: ComputeScore: Raw -10379531.990928 + Penalty 12122.350821 = -10367409.640107Iteration 128Q: 7 clusters Score -1.036741e+07 nChanged 20 ConsiderDeletion: ComputeScore: Raw -10379532.361123 + Penalty 12122.350821 = -10367410.010302Iteration 129Q: 7 clusters Score -1.036741e+07 nChanged 16 ConsiderDeletion: ComputeScore: Raw -10379533.208465 + Penalty 12122.350821 = -10367410.857643Iteration 130Q: 7 clusters Score -1.036741e+07 nChanged 20 ConsiderDeletion: ComputeScore: Raw -10379533.760858 + Penalty 12122.350821 = -10367411.410037Iteration 131Q: 7 clusters Score -1.036741e+07 nChanged 15 ConsiderDeletion: ComputeScore: Raw -10379534.079516 + Penalty 12122.350821 = -10367411.728695Iteration 132Q: 7 clusters Score -1.036741e+07 nChanged 12 ConsiderDeletion: ComputeScore: Raw -10379534.577471 + Penalty 12122.350821 = -10367412.226650Iteration 133Q: 7 clusters Score -1.036741e+07 nChanged 19 ConsiderDeletion: ComputeScore: Raw -10379535.183406 + Penalty 12122.350821 = -10367412.832585Iteration 134Q: 7 clusters Score -1.036741e+07 nChanged 22 ConsiderDeletion: ComputeScore: Raw -10379536.142950 + Penalty 12122.350821 = -10367413.792129Iteration 135Q: 7 clusters Score -1.036741e+07 nChanged 20 ConsiderDeletion: ComputeScore: Raw -10379536.924035 + Penalty 12122.350821 = -10367414.573214Iteration 136Q: 7 clusters Score -1.036741e+07 nChanged 24 ConsiderDeletion: ComputeScore: Raw -10379537.949601 + Penalty 12122.350821 = -10367415.598780Iteration 137Q: 7 clusters Score -1.036742e+07 nChanged 14 ConsiderDeletion: ComputeScore: Raw -10379538.629921 + Penalty 12122.350821 = -10367416.279100Iteration 138Q: 7 clusters Score -1.036742e+07 nChanged 15 ConsiderDeletion: ComputeScore: Raw -10379539.355529 + Penalty 12122.350821 = -10367417.004708Iteration 139Q: 7 clusters Score -1.036742e+07 nChanged 15 ConsiderDeletion: ComputeScore: Raw -10379539.748823 + Penalty 12122.350821 = -10367417.398002Iteration 140F: 7 clusters Score -1.036742e+07 nChanged 14 ConsiderDeletion: ComputeScore: Raw -10379540.359764 + Penalty 12122.350821 = -10367418.008943Iteration 141Q: 7 clusters Score -1.036742e+07 nChanged 13 ConsiderDeletion: ComputeScore: Raw -10379540.762246 + Penalty 12122.350821 = -10367418.411425Iteration 142Q: 7 clusters Score -1.036742e+07 nChanged 14 ConsiderDeletion: ComputeScore: Raw -10379541.358059 + Penalty 12122.350821 = -10367419.007238Iteration 143Q: 7 clusters Score -1.036742e+07 nChanged 14 ConsiderDeletion: ComputeScore: Raw -10379541.814808 + Penalty 12122.350821 = -10367419.463987Iteration 144Q: 7 clusters Score -1.036742e+07 nChanged 11 ConsiderDeletion: ComputeScore: Raw -10379542.271121 + Penalty 12122.350821 = -10367419.920300Iteration 145Q: 7 clusters Score -1.036742e+07 nChanged 15 ConsiderDeletion: ComputeScore: Raw -10379542.904059 + Penalty 12122.350821 = -10367420.553238Iteration 146Q: 7 clusters Score -1.036742e+07 nChanged 11 ConsiderDeletion: ComputeScore: Raw -10379543.275961 + Penalty 12122.350821 = -10367420.925140Iteration 147Q: 7 clusters Score -1.036742e+07 nChanged 10 ConsiderDeletion: ComputeScore: Raw -10379543.462819 + Penalty 12122.350821 = -10367421.111997Iteration 148Q: 7 clusters Score -1.036742e+07 nChanged 9 ConsiderDeletion: ComputeScore: Raw -10379543.688696 + Penalty 12122.350821 = -10367421.337875Iteration 149Q: 7 clusters Score -1.036742e+07 nChanged 14 ConsiderDeletion: ComputeScore: Raw -10379544.323126 + Penalty 12122.350821 = -10367421.972305Iteration 150Q: 7 clusters Score -1.036742e+07 nChanged 12 ConsiderDeletion: ComputeScore: Raw -10379544.561216 + Penalty 12122.350821 = -10367422.210394Iteration 151Q: 7 clusters Score -1.036742e+07 nChanged 11 ConsiderDeletion: ComputeScore: Raw -10379545.120959 + Penalty 12122.350821 = -10367422.770138Iteration 152Q: 7 clusters Score -1.036742e+07 nChanged 12 ConsiderDeletion: ComputeScore: Raw -10379545.633079 + Penalty 12122.350821 = -10367423.282258Iteration 153Q: 7 clusters Score -1.036742e+07 nChanged 13 ConsiderDeletion: ComputeScore: Raw -10379546.425683 + Penalty 12122.350821 = -10367424.074862Iteration 154Q: 7 clusters Score -1.036742e+07 nChanged 10 ConsiderDeletion: ComputeScore: Raw -10379546.905339 + Penalty 12122.350821 = -10367424.554518Iteration 155Q: 7 clusters Score -1.036742e+07 nChanged 10 ConsiderDeletion: ComputeScore: Raw -10379547.541073 + Penalty 12122.350821 = -10367425.190252Iteration 156Q: 7 clusters Score -1.036743e+07 nChanged 14 ConsiderDeletion: ComputeScore: Raw -10379548.261961 + Penalty 12122.350821 = -10367425.911140Iteration 157Q: 7 clusters Score -1.036743e+07 nChanged 10 ConsiderDeletion: ComputeScore: Raw -10379548.865096 + Penalty 12122.350821 = -10367426.514275Iteration 158Q: 7 clusters Score -1.036743e+07 nChanged 10 ComputeScore: Raw -10379548.865096 + Penalty 12122.350821 = -10367426.514275Trying to split cluster 1 (29838 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1080679.890355 + Penalty 1674.324930 = -1079005.565426 Iteration 0F: 2 clusters Score -1079006 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1062294.981319 + Penalty 3348.649859 = -1058946.331460 Iteration 0F: 3 clusters Score -1058946 nChanged 13710 ComputeScore: Raw -1070813.385635 + Penalty 3348.649859 = -1067464.735776 Iteration 1F: 3 clusters Score -1067465 nChanged 1896 ComputeScore: Raw -1071897.082145 + Penalty 3348.649859 = -1068548.432286 Iteration 2F: 3 clusters Score -1068548 nChanged 1949 ComputeScore: Raw -1073101.166160 + Penalty 3348.649859 = -1069752.516301 Iteration 3F: 3 clusters Score -1069753 nChanged 2007 ComputeScore: Raw -1074336.057853 + Penalty 3348.649859 = -1070987.407994 Iteration 4F: 3 clusters Score -1070987 nChanged 1841 ComputeScore: Raw -1075505.976614 + Penalty 3348.649859 = -1072157.326755 Iteration 5F: 3 clusters Score -1072157 nChanged 1694 ComputeScore: Raw -1076607.586229 + Penalty 3348.649859 = -1073258.936370 Iteration 6F: 3 clusters Score -1073259 nChanged 1533 ComputeScore: Raw -1077508.078298 + Penalty 3348.649859 = -1074159.428439 Iteration 7F: 3 clusters Score -1074159 nChanged 1286 ComputeScore: Raw -1078198.555807 + Penalty 3348.649859 = -1074849.905948 Iteration 8Q: 3 clusters Score -1074850 nChanged 1022 ComputeScore: Raw -1078650.411618 + Penalty 3348.649859 = -1075301.761759 Iteration 9Q: 3 clusters Score -1075302 nChanged 726 ComputeScore: Raw -1078900.658057 + Penalty 3348.649859 = -1075552.008198 Iteration 10Q: 3 clusters Score -1075552 nChanged 544 ComputeScore: Raw -1079071.782495 + Penalty 3348.649859 = -1075723.132635 Iteration 11Q: 3 clusters Score -1075723 nChanged 433 ComputeScore: Raw -1079191.783479 + Penalty 3348.649859 = -1075843.133620 Iteration 12Q: 3 clusters Score -1075843 nChanged 358 ComputeScore: Raw -1079296.781962 + Penalty 3348.649859 = -1075948.132103 Iteration 13Q: 3 clusters Score -1075948 nChanged 326 ComputeScore: Raw -1079390.669815 + Penalty 3348.649859 = -1076042.019956 Iteration 14Q: 3 clusters Score -1076042 nChanged 317 ComputeScore: Raw -1079474.244534 + Penalty 3348.649859 = -1076125.594675 Iteration 15Q: 3 clusters Score -1076126 nChanged 273 ComputeScore: Raw -1079536.260320 + Penalty 3348.649859 = -1076187.610461 Iteration 16Q: 3 clusters Score -1076188 nChanged 248 ComputeScore: Raw -1079590.185789 + Penalty 3348.649859 = -1076241.535930 Iteration 17Q: 3 clusters Score -1076242 nChanged 193 ComputeScore: Raw -1079624.160656 + Penalty 3348.649859 = -1076275.510796 Iteration 18Q: 3 clusters Score -1076276 nChanged 173 ComputeScore: Raw -1079652.844624 + Penalty 3348.649859 = -1076304.194765 Iteration 19Q: 3 clusters Score -1076304 nChanged 163 ComputeScore: Raw -1079677.912591 + Penalty 3348.649859 = -1076329.262732 Iteration 20F: 3 clusters Score -1076329 nChanged 141 ComputeScore: Raw -1079699.330753 + Penalty 3348.649859 = -1076350.680893 Iteration 21Q: 3 clusters Score -1076351 nChanged 146 ComputeScore: Raw -1079720.806083 + Penalty 3348.649859 = -1076372.156224 Iteration 22Q: 3 clusters Score -1076372 nChanged 132 ComputeScore: Raw -1079739.782616 + Penalty 3348.649859 = -1076391.132757 Iteration 23Q: 3 clusters Score -1076391 nChanged 146 ComputeScore: Raw -1079762.498705 + Penalty 3348.649859 = -1076413.848846 Iteration 24Q: 3 clusters Score -1076414 nChanged 137 ComputeScore: Raw -1079786.382322 + Penalty 3348.649859 = -1076437.732463 Iteration 25Q: 3 clusters Score -1076438 nChanged 149 ComputeScore: Raw -1079813.722523 + Penalty 3348.649859 = -1076465.072664 Iteration 26Q: 3 clusters Score -1076465 nChanged 163 ComputeScore: Raw -1079845.850383 + Penalty 3348.649859 = -1076497.200524 Iteration 27Q: 3 clusters Score -1076497 nChanged 171 ComputeScore: Raw -1079880.558038 + Penalty 3348.649859 = -1076531.908179 Iteration 28Q: 3 clusters Score -1076532 nChanged 162 ComputeScore: Raw -1079913.044653 + Penalty 3348.649859 = -1076564.394794 Iteration 29Q: 3 clusters Score -1076564 nChanged 162 ComputeScore: Raw -1079946.458454 + Penalty 3348.649859 = -1076597.808595 Iteration 30Q: 3 clusters Score -1076598 nChanged 163 ComputeScore: Raw -1079979.749616 + Penalty 3348.649859 = -1076631.099757 Iteration 31Q: 3 clusters Score -1076631 nChanged 164 ComputeScore: Raw -1080015.701632 + Penalty 3348.649859 = -1076667.051773 Iteration 32Q: 3 clusters Score -1076667 nChanged 166 ComputeScore: Raw -1080050.730108 + Penalty 3348.649859 = -1076702.080249 Iteration 33Q: 3 clusters Score -1076702 nChanged 153 ComputeScore: Raw -1080085.566130 + Penalty 3348.649859 = -1076736.916271 Iteration 34Q: 3 clusters Score -1076737 nChanged 164 ComputeScore: Raw -1080118.006580 + Penalty 3348.649859 = -1076769.356721 Iteration 35Q: 3 clusters Score -1076769 nChanged 140 ComputeScore: Raw -1080146.455448 + Penalty 3348.649859 = -1076797.805589 Iteration 36Q: 3 clusters Score -1076798 nChanged 136 ComputeScore: Raw -1080171.571441 + Penalty 3348.649859 = -1076822.921582 Iteration 37Q: 3 clusters Score -1076823 nChanged 144 ComputeScore: Raw -1080194.401925 + Penalty 3348.649859 = -1076845.752066 Iteration 38Q: 3 clusters Score -1076846 nChanged 138 ComputeScore: Raw -1080216.649676 + Penalty 3348.649859 = -1076867.999817 Iteration 39Q: 3 clusters Score -1076868 nChanged 128 ComputeScore: Raw -1080234.505705 + Penalty 3348.649859 = -1076885.855845 Iteration 40F: 3 clusters Score -1076886 nChanged 99 ComputeScore: Raw -1080248.936002 + Penalty 3348.649859 = -1076900.286143 Iteration 41Q: 3 clusters Score -1076900 nChanged 103 ComputeScore: Raw -1080264.044884 + Penalty 3348.649859 = -1076915.395025 Iteration 42Q: 3 clusters Score -1076915 nChanged 104 ComputeScore: Raw -1080278.374165 + Penalty 3348.649859 = -1076929.724306 Iteration 43Q: 3 clusters Score -1076930 nChanged 115 ComputeScore: Raw -1080293.513034 + Penalty 3348.649859 = -1076944.863175 Iteration 44Q: 3 clusters Score -1076945 nChanged 99 ComputeScore: Raw -1080305.783092 + Penalty 3348.649859 = -1076957.133233 Iteration 45Q: 3 clusters Score -1076957 nChanged 97 ComputeScore: Raw -1080316.589235 + Penalty 3348.649859 = -1076967.939376 Iteration 46Q: 3 clusters Score -1076968 nChanged 73 ComputeScore: Raw -1080325.074288 + Penalty 3348.649859 = -1076976.424428 Iteration 47Q: 3 clusters Score -1076976 nChanged 77 ComputeScore: Raw -1080332.922457 + Penalty 3348.649859 = -1076984.272598 Iteration 48Q: 3 clusters Score -1076984 nChanged 66 ComputeScore: Raw -1080339.265765 + Penalty 3348.649859 = -1076990.615906 Iteration 49Q: 3 clusters Score -1076991 nChanged 68 ComputeScore: Raw -1080345.534556 + Penalty 3348.649859 = -1076996.884696 Iteration 50Q: 3 clusters Score -1076997 nChanged 58 ComputeScore: Raw -1080351.304343 + Penalty 3348.649859 = -1077002.654484 Iteration 51Q: 3 clusters Score -1077003 nChanged 59 ComputeScore: Raw -1080356.457254 + Penalty 3348.649859 = -1077007.807395 Iteration 52Q: 3 clusters Score -1077008 nChanged 63 ComputeScore: Raw -1080362.190750 + Penalty 3348.649859 = -1077013.540891 Iteration 53Q: 3 clusters Score -1077014 nChanged 61 ComputeScore: Raw -1080367.614601 + Penalty 3348.649859 = -1077018.964742 Iteration 54Q: 3 clusters Score -1077019 nChanged 59 ComputeScore: Raw -1080372.221160 + Penalty 3348.649859 = -1077023.571301 Iteration 55Q: 3 clusters Score -1077024 nChanged 43 ComputeScore: Raw -1080375.821570 + Penalty 3348.649859 = -1077027.171711 Iteration 56Q: 3 clusters Score -1077027 nChanged 42 ComputeScore: Raw -1080379.676975 + Penalty 3348.649859 = -1077031.027116 Iteration 57Q: 3 clusters Score -1077031 nChanged 49 ComputeScore: Raw -1080384.966562 + Penalty 3348.649859 = -1077036.316703 Iteration 58Q: 3 clusters Score -1077036 nChanged 54 ComputeScore: Raw -1080390.255752 + Penalty 3348.649859 = -1077041.605893 Iteration 59Q: 3 clusters Score -1077042 nChanged 48 ComputeScore: Raw -1080394.779616 + Penalty 3348.649859 = -1077046.129757 Iteration 60F: 3 clusters Score -1077046 nChanged 58 ComputeScore: Raw -1080401.192966 + Penalty 3348.649859 = -1077052.543107 Iteration 61Q: 3 clusters Score -1077053 nChanged 64 ComputeScore: Raw -1080407.046967 + Penalty 3348.649859 = -1077058.397108 Iteration 62Q: 3 clusters Score -1077058 nChanged 69 ComputeScore: Raw -1080413.464898 + Penalty 3348.649859 = -1077064.815039 Iteration 63Q: 3 clusters Score -1077065 nChanged 69 ComputeScore: Raw -1080420.122554 + Penalty 3348.649859 = -1077071.472695 Iteration 64Q: 3 clusters Score -1077071 nChanged 72 ComputeScore: Raw -1080426.710981 + Penalty 3348.649859 = -1077078.061122 Iteration 65Q: 3 clusters Score -1077078 nChanged 78 ComputeScore: Raw -1080435.080511 + Penalty 3348.649859 = -1077086.430652 Iteration 66Q: 3 clusters Score -1077086 nChanged 84 ComputeScore: Raw -1080445.170913 + Penalty 3348.649859 = -1077096.521054 Iteration 67Q: 3 clusters Score -1077097 nChanged 88 ComputeScore: Raw -1080455.450160 + Penalty 3348.649859 = -1077106.800301 Iteration 68Q: 3 clusters Score -1077107 nChanged 89 ComputeScore: Raw -1080466.520524 + Penalty 3348.649859 = -1077117.870665 Iteration 69Q: 3 clusters Score -1077118 nChanged 110 ComputeScore: Raw -1080481.909193 + Penalty 3348.649859 = -1077133.259334 Iteration 70Q: 3 clusters Score -1077133 nChanged 108 ComputeScore: Raw -1080496.192704 + Penalty 3348.649859 = -1077147.542845 Iteration 71Q: 3 clusters Score -1077148 nChanged 104 ComputeScore: Raw -1080510.538100 + Penalty 3348.649859 = -1077161.888240 Iteration 72Q: 3 clusters Score -1077162 nChanged 89 ComputeScore: Raw -1080522.085202 + Penalty 3348.649859 = -1077173.435343 Iteration 73Q: 3 clusters Score -1077173 nChanged 88 ComputeScore: Raw -1080534.625459 + Penalty 3348.649859 = -1077185.975600 Iteration 74Q: 3 clusters Score -1077186 nChanged 95 ComputeScore: Raw -1080550.392299 + Penalty 3348.649859 = -1077201.742439 Iteration 75Q: 3 clusters Score -1077202 nChanged 101 ComputeScore: Raw -1080568.031434 + Penalty 3348.649859 = -1077219.381575 Iteration 76Q: 3 clusters Score -1077219 nChanged 107 ComputeScore: Raw -1080590.814444 + Penalty 3348.649859 = -1077242.164585 Iteration 77Q: 3 clusters Score -1077242 nChanged 140 ComputeScore: Raw -1080619.894586 + Penalty 3348.649859 = -1077271.244727 Iteration 78Q: 3 clusters Score -1077271 nChanged 133 ComputeScore: Raw -1080644.998238 + Penalty 3348.649859 = -1077296.348379 Iteration 79Q: 3 clusters Score -1077296 nChanged 147 ComputeScore: Raw -1080681.580364 + Penalty 3348.649859 = -1077332.930504 Iteration 80F: 3 clusters Score -1077333 nChanged 162 ComputeScore: Raw -1080729.570052 + Penalty 3348.649859 = -1077380.920193 Iteration 81Q: 3 clusters Score -1077381 nChanged 184 ComputeScore: Raw -1080796.871015 + Penalty 3348.649859 = -1077448.221156 Iteration 82Q: 3 clusters Score -1077448 nChanged 196 ComputeScore: Raw -1080872.651449 + Penalty 3348.649859 = -1077524.001590 Iteration 83Q: 3 clusters Score -1077524 nChanged 221 ComputeScore: Raw -1080963.574626 + Penalty 3348.649859 = -1077614.924767 Iteration 84Q: 3 clusters Score -1077615 nChanged 236 ComputeScore: Raw -1081049.258150 + Penalty 3348.649859 = -1077700.608290 Iteration 85Q: 3 clusters Score -1077701 nChanged 221 ComputeScore: Raw -1081134.881664 + Penalty 3348.649859 = -1077786.231805 Iteration 86Q: 3 clusters Score -1077786 nChanged 244 ComputeScore: Raw -1081234.968889 + Penalty 3348.649859 = -1077886.319030 Iteration 87Q: 3 clusters Score -1077886 nChanged 247 ComputeScore: Raw -1081329.592010 + Penalty 3348.649859 = -1077980.942151 Iteration 88Q: 3 clusters Score -1077981 nChanged 220 ComputeScore: Raw -1081417.722794 + Penalty 3348.649859 = -1078069.072935 Iteration 89Q: 3 clusters Score -1078069 nChanged 237 ComputeScore: Raw -1081513.562592 + Penalty 3348.649859 = -1078164.912733 Iteration 90Q: 3 clusters Score -1078165 nChanged 244 ComputeScore: Raw -1081622.873482 + Penalty 3348.649859 = -1078274.223623 Iteration 91Q: 3 clusters Score -1078274 nChanged 227 ComputeScore: Raw -1081702.742632 + Penalty 3348.649859 = -1078354.092773 Iteration 92Q: 3 clusters Score -1078354 nChanged 207 ComputeScore: Raw -1081768.247857 + Penalty 3348.649859 = -1078419.597998 Iteration 93Q: 3 clusters Score -1078420 nChanged 180 ComputeScore: Raw -1081823.287001 + Penalty 3348.649859 = -1078474.637141 Iteration 94Q: 3 clusters Score -1078475 nChanged 155 ComputeScore: Raw -1081868.739733 + Penalty 3348.649859 = -1078520.089874 Iteration 95Q: 3 clusters Score -1078520 nChanged 138 ComputeScore: Raw -1081911.694583 + Penalty 3348.649859 = -1078563.044724 Iteration 96Q: 3 clusters Score -1078563 nChanged 133 ComputeScore: Raw -1081948.456147 + Penalty 3348.649859 = -1078599.806288 Iteration 97Q: 3 clusters Score -1078600 nChanged 130 ComputeScore: Raw -1081981.969606 + Penalty 3348.649859 = -1078633.319747 Iteration 98Q: 3 clusters Score -1078633 nChanged 138 ComputeScore: Raw -1082016.440304 + Penalty 3348.649859 = -1078667.790445 Iteration 99Q: 3 clusters Score -1078668 nChanged 110 ComputeScore: Raw -1082040.708906 + Penalty 3348.649859 = -1078692.059047 Iteration 100F: 3 clusters Score -1078692 nChanged 93 ComputeScore: Raw -1082058.365975 + Penalty 3348.649859 = -1078709.716116 Iteration 101Q: 3 clusters Score -1078710 nChanged 74 ComputeScore: Raw -1082070.797487 + Penalty 3348.649859 = -1078722.147628 Iteration 102Q: 3 clusters Score -1078722 nChanged 60 ComputeScore: Raw -1082080.132873 + Penalty 3348.649859 = -1078731.483013 Iteration 103Q: 3 clusters Score -1078731 nChanged 50 ComputeScore: Raw -1082089.374806 + Penalty 3348.649859 = -1078740.724947 Iteration 104Q: 3 clusters Score -1078741 nChanged 42 ComputeScore: Raw -1082096.949294 + Penalty 3348.649859 = -1078748.299435 Iteration 105Q: 3 clusters Score -1078748 nChanged 41 ComputeScore: Raw -1082103.133529 + Penalty 3348.649859 = -1078754.483669 Iteration 106Q: 3 clusters Score -1078754 nChanged 34 ComputeScore: Raw -1082108.685246 + Penalty 3348.649859 = -1078760.035387 Iteration 107Q: 3 clusters Score -1078760 nChanged 42 ComputeScore: Raw -1082115.231738 + Penalty 3348.649859 = -1078766.581878 Iteration 108Q: 3 clusters Score -1078767 nChanged 44 ComputeScore: Raw -1082122.294105 + Penalty 3348.649859 = -1078773.644246 Iteration 109Q: 3 clusters Score -1078774 nChanged 37 ComputeScore: Raw -1082127.677673 + Penalty 3348.649859 = -1078779.027814 Iteration 110Q: 3 clusters Score -1078779 nChanged 26 ComputeScore: Raw -1082131.577713 + Penalty 3348.649859 = -1078782.927854 Iteration 111Q: 3 clusters Score -1078783 nChanged 24 ComputeScore: Raw -1082135.253830 + Penalty 3348.649859 = -1078786.603971 Iteration 112Q: 3 clusters Score -1078787 nChanged 20 ComputeScore: Raw -1082137.661612 + Penalty 3348.649859 = -1078789.011753 Iteration 113Q: 3 clusters Score -1078789 nChanged 19 ComputeScore: Raw -1082139.916400 + Penalty 3348.649859 = -1078791.266541 Iteration 114Q: 3 clusters Score -1078791 nChanged 22 ComputeScore: Raw -1082143.366883 + Penalty 3348.649859 = -1078794.717024 Iteration 115Q: 3 clusters Score -1078795 nChanged 22 ComputeScore: Raw -1082147.298813 + Penalty 3348.649859 = -1078798.648953 Iteration 116Q: 3 clusters Score -1078799 nChanged 34 ComputeScore: Raw -1082152.870149 + Penalty 3348.649859 = -1078804.220290 Iteration 117Q: 3 clusters Score -1078804 nChanged 27 ComputeScore: Raw -1082156.110231 + Penalty 3348.649859 = -1078807.460372 Iteration 118Q: 3 clusters Score -1078807 nChanged 26 ComputeScore: Raw -1082159.975598 + Penalty 3348.649859 = -1078811.325739 Iteration 119Q: 3 clusters Score -1078811 nChanged 21 ComputeScore: Raw -1082162.770372 + Penalty 3348.649859 = -1078814.120512 Iteration 120F: 3 clusters Score -1078814 nChanged 17 ComputeScore: Raw -1082165.219366 + Penalty 3348.649859 = -1078816.569507 Iteration 121Q: 3 clusters Score -1078817 nChanged 19 ComputeScore: Raw -1082167.592664 + Penalty 3348.649859 = -1078818.942805 Iteration 122Q: 3 clusters Score -1078819 nChanged 21 ComputeScore: Raw -1082170.256972 + Penalty 3348.649859 = -1078821.607113 Iteration 123Q: 3 clusters Score -1078822 nChanged 21 ComputeScore: Raw -1082172.814559 + Penalty 3348.649859 = -1078824.164700 Iteration 124Q: 3 clusters Score -1078824 nChanged 17 ComputeScore: Raw -1082175.387485 + Penalty 3348.649859 = -1078826.737626 Iteration 125Q: 3 clusters Score -1078827 nChanged 20 ComputeScore: Raw -1082178.375388 + Penalty 3348.649859 = -1078829.725529 Iteration 126Q: 3 clusters Score -1078830 nChanged 19 ComputeScore: Raw -1082181.500655 + Penalty 3348.649859 = -1078832.850796 Iteration 127Q: 3 clusters Score -1078833 nChanged 14 ComputeScore: Raw -1082184.030254 + Penalty 3348.649859 = -1078835.380395 Iteration 128Q: 3 clusters Score -1078835 nChanged 21 ComputeScore: Raw -1082187.617457 + Penalty 3348.649859 = -1078838.967598 Iteration 129Q: 3 clusters Score -1078839 nChanged 15 ComputeScore: Raw -1082190.183731 + Penalty 3348.649859 = -1078841.533872 Iteration 130Q: 3 clusters Score -1078842 nChanged 16 ComputeScore: Raw -1082192.289119 + Penalty 3348.649859 = -1078843.639260 Iteration 131Q: 3 clusters Score -1078844 nChanged 7 ComputeScore: Raw -1082193.204000 + Penalty 3348.649859 = -1078844.554141 Iteration 132Q: 3 clusters Score -1078845 nChanged 6 ComputeScore: Raw -1082193.639913 + Penalty 3348.649859 = -1078844.990054 Iteration 133Q: 3 clusters Score -1078845 nChanged 2 ComputeScore: Raw -1082193.865987 + Penalty 3348.649859 = -1078845.216127 Iteration 134Q: 3 clusters Score -1078845 nChanged 1 ComputeScore: Raw -1082194.439857 + Penalty 3348.649859 = -1078845.789997 Iteration 135Q: 3 clusters Score -1078846 nChanged 5 ComputeScore: Raw -1082195.250974 + Penalty 3348.649859 = -1078846.601115 Iteration 136Q: 3 clusters Score -1078847 nChanged 5 ComputeScore: Raw -1082195.930966 + Penalty 3348.649859 = -1078847.281107 Iteration 137Q: 3 clusters Score -1078847 nChanged 4 ComputeScore: Raw -1082196.622132 + Penalty 3348.649859 = -1078847.972272 Iteration 138Q: 3 clusters Score -1078848 nChanged 6 ComputeScore: Raw -1082197.183347 + Penalty 3348.649859 = -1078848.533488 Iteration 139Q: 3 clusters Score -1078849 nChanged 6 ComputeScore: Raw -1082197.742569 + Penalty 3348.649859 = -1078849.092710 Iteration 140F: 3 clusters Score -1078849 nChanged 4 ComputeScore: Raw -1082198.244541 + Penalty 3348.649859 = -1078849.594682 Iteration 141Q: 3 clusters Score -1078850 nChanged 4 ComputeScore: Raw -1082198.681141 + Penalty 3348.649859 = -1078850.031282 Iteration 142Q: 3 clusters Score -1078850 nChanged 3 ComputeScore: Raw -1082198.933995 + Penalty 3348.649859 = -1078850.284136 Iteration 143Q: 3 clusters Score -1078850 nChanged 2 ComputeScore: Raw -1082199.105242 + Penalty 3348.649859 = -1078850.455383 Iteration 144Q: 3 clusters Score -1078850 nChanged 2 ComputeScore: Raw -1082199.471913 + Penalty 3348.649859 = -1078850.822054 Iteration 145Q: 3 clusters Score -1078851 nChanged 1 ComputeScore: Raw -1082199.584269 + Penalty 3348.649859 = -1078850.934410 Iteration 146Q: 3 clusters Score -1078851 nChanged 0 ComputeScore: Raw -1082199.584269 + Penalty 3348.649859 = -1078850.934410 Iteration 147F: 3 clusters Score -1078851 nChanged 0 Trying to split cluster 2 (5479 points) Assigned 2 initial classes randomly. ComputeScore: Raw -291950.792121 + Penalty 1398.910156 = -290551.881965 Iteration 0F: 2 clusters Score -290551.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -289004.361433 + Penalty 2797.820311 = -286206.541122 Iteration 0F: 3 clusters Score -286206.5 nChanged 2245 ComputeScore: Raw -290163.619157 + Penalty 2797.820311 = -287365.798845 Iteration 1F: 3 clusters Score -287365.8 nChanged 332 ComputeScore: Raw -290324.310697 + Penalty 2797.820311 = -287526.490386 Iteration 2F: 3 clusters Score -287526.5 nChanged 253 ComputeScore: Raw -290438.980851 + Penalty 2797.820311 = -287641.160539 Iteration 3Q: 3 clusters Score -287641.2 nChanged 208 ComputeScore: Raw -290519.723554 + Penalty 2797.820311 = -287721.903243 Iteration 4Q: 3 clusters Score -287721.9 nChanged 161 ComputeScore: Raw -290581.467908 + Penalty 2797.820311 = -287783.647596 Iteration 5Q: 3 clusters Score -287783.6 nChanged 136 ComputeScore: Raw -290629.776501 + Penalty 2797.820311 = -287831.956190 Iteration 6Q: 3 clusters Score -287832 nChanged 130 ComputeScore: Raw -290680.316386 + Penalty 2797.820311 = -287882.496075 Iteration 7Q: 3 clusters Score -287882.5 nChanged 121 ComputeScore: Raw -290724.357801 + Penalty 2797.820311 = -287926.537490 Iteration 8Q: 3 clusters Score -287926.5 nChanged 118 ComputeScore: Raw -290773.460174 + Penalty 2797.820311 = -287975.639863 Iteration 9Q: 3 clusters Score -287975.6 nChanged 116 ComputeScore: Raw -290830.024561 + Penalty 2797.820311 = -288032.204250 Iteration 10Q: 3 clusters Score -288032.2 nChanged 149 ComputeScore: Raw -290900.447941 + Penalty 2797.820311 = -288102.627630 Iteration 11Q: 3 clusters Score -288102.6 nChanged 140 ComputeScore: Raw -290969.549739 + Penalty 2797.820311 = -288171.729427 Iteration 12Q: 3 clusters Score -288171.7 nChanged 150 ComputeScore: Raw -291051.755825 + Penalty 2797.820311 = -288253.935513 Iteration 13Q: 3 clusters Score -288253.9 nChanged 158 ComputeScore: Raw -291150.498894 + Penalty 2797.820311 = -288352.678582 Iteration 14Q: 3 clusters Score -288352.7 nChanged 185 ComputeScore: Raw -291279.577122 + Penalty 2797.820311 = -288481.756810 Iteration 15Q: 3 clusters Score -288481.8 nChanged 190 ComputeScore: Raw -291417.396121 + Penalty 2797.820311 = -288619.575810 Iteration 16Q: 3 clusters Score -288619.6 nChanged 185 ComputeScore: Raw -291554.009404 + Penalty 2797.820311 = -288756.189092 Iteration 17Q: 3 clusters Score -288756.2 nChanged 158 ComputeScore: Raw -291673.200392 + Penalty 2797.820311 = -288875.380081 Iteration 18Q: 3 clusters Score -288875.4 nChanged 133 ComputeScore: Raw -291786.039880 + Penalty 2797.820311 = -288988.219568 Iteration 19Q: 3 clusters Score -288988.2 nChanged 100 ComputeScore: Raw -291877.946574 + Penalty 2797.820311 = -289080.126262 Iteration 20F: 3 clusters Score -289080.1 nChanged 73 ComputeScore: Raw -291943.870716 + Penalty 2797.820311 = -289146.050405 Iteration 21Q: 3 clusters Score -289146.1 nChanged 44 ComputeScore: Raw -291976.515769 + Penalty 2797.820311 = -289178.695458 Iteration 22Q: 3 clusters Score -289178.7 nChanged 34 ComputeScore: Raw -292010.554283 + Penalty 2797.820311 = -289212.733971 Iteration 23Q: 3 clusters Score -289212.7 nChanged 31 ComputeScore: Raw -292040.205547 + Penalty 2797.820311 = -289242.385236 Iteration 24Q: 3 clusters Score -289242.4 nChanged 30 ComputeScore: Raw -292067.463880 + Penalty 2797.820311 = -289269.643569 Iteration 25Q: 3 clusters Score -289269.6 nChanged 11 ComputeScore: Raw -292078.174701 + Penalty 2797.820311 = -289280.354389 Iteration 26Q: 3 clusters Score -289280.4 nChanged 10 ComputeScore: Raw -292092.390991 + Penalty 2797.820311 = -289294.570679 Iteration 27Q: 3 clusters Score -289294.6 nChanged 10 ComputeScore: Raw -292103.996626 + Penalty 2797.820311 = -289306.176314 Iteration 28Q: 3 clusters Score -289306.2 nChanged 6 ComputeScore: Raw -292110.865600 + Penalty 2797.820311 = -289313.045289 Iteration 29Q: 3 clusters Score -289313 nChanged 5 ComputeScore: Raw -292115.650231 + Penalty 2797.820311 = -289317.829920 Iteration 30Q: 3 clusters Score -289317.8 nChanged 5 ComputeScore: Raw -292120.300141 + Penalty 2797.820311 = -289322.479830 Iteration 31Q: 3 clusters Score -289322.5 nChanged 2 ComputeScore: Raw -292121.711293 + Penalty 2797.820311 = -289323.890982 Iteration 32Q: 3 clusters Score -289323.9 nChanged 3 ComputeScore: Raw -292125.255415 + Penalty 2797.820311 = -289327.435103 Iteration 33Q: 3 clusters Score -289327.4 nChanged 1 ComputeScore: Raw -292127.667661 + Penalty 2797.820311 = -289329.847350 Iteration 34Q: 3 clusters Score -289329.8 nChanged 1 ComputeScore: Raw -292129.805842 + Penalty 2797.820311 = -289331.985530 Iteration 35Q: 3 clusters Score -289332 nChanged 3 ComputeScore: Raw -292132.355836 + Penalty 2797.820311 = -289334.535524 Iteration 36Q: 3 clusters Score -289334.5 nChanged 1 ComputeScore: Raw -292132.801077 + Penalty 2797.820311 = -289334.980765 Iteration 37Q: 3 clusters Score -289335 nChanged 0 ComputeScore: Raw -292132.801077 + Penalty 2797.820311 = -289334.980765 Iteration 38F: 3 clusters Score -289335 nChanged 0 Trying to split cluster 3 (11292 points) Assigned 2 initial classes randomly. ComputeScore: Raw -452252.489989 + Penalty 1516.425591 = -450736.064398 Iteration 0F: 2 clusters Score -450736.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -445774.772530 + Penalty 3032.851182 = -442741.921349 Iteration 0F: 3 clusters Score -442741.9 nChanged 4885 ComputeScore: Raw -448475.485218 + Penalty 3032.851182 = -445442.634037 Iteration 1F: 3 clusters Score -445442.6 nChanged 666 ComputeScore: Raw -448812.016959 + Penalty 3032.851182 = -445779.165778 Iteration 2F: 3 clusters Score -445779.2 nChanged 618 ComputeScore: Raw -449116.636369 + Penalty 3032.851182 = -446083.785188 Iteration 3F: 3 clusters Score -446083.8 nChanged 597 ComputeScore: Raw -449439.987715 + Penalty 3032.851182 = -446407.136534 Iteration 4F: 3 clusters Score -446407.1 nChanged 635 ComputeScore: Raw -449780.373828 + Penalty 3032.851182 = -446747.522647 Iteration 5F: 3 clusters Score -446747.5 nChanged 658 ComputeScore: Raw -450178.158388 + Penalty 3032.851182 = -447145.307206 Iteration 6F: 3 clusters Score -447145.3 nChanged 628 ComputeScore: Raw -450568.093257 + Penalty 3032.851182 = -447535.242075 Iteration 7F: 3 clusters Score -447535.2 nChanged 560 ComputeScore: Raw -450907.752256 + Penalty 3032.851182 = -447874.901074 Iteration 8Q: 3 clusters Score -447874.9 nChanged 540 ComputeScore: Raw -451254.349328 + Penalty 3032.851182 = -448221.498147 Iteration 9Q: 3 clusters Score -448221.5 nChanged 462 ComputeScore: Raw -451532.235591 + Penalty 3032.851182 = -448499.384410 Iteration 10Q: 3 clusters Score -448499.4 nChanged 392 ComputeScore: Raw -451772.878691 + Penalty 3032.851182 = -448740.027509 Iteration 11Q: 3 clusters Score -448740 nChanged 327 ComputeScore: Raw -451969.266320 + Penalty 3032.851182 = -448936.415138 Iteration 12Q: 3 clusters Score -448936.4 nChanged 281 ComputeScore: Raw -452129.909698 + Penalty 3032.851182 = -449097.058517 Iteration 13Q: 3 clusters Score -449097.1 nChanged 245 ComputeScore: Raw -452266.207078 + Penalty 3032.851182 = -449233.355897 Iteration 14Q: 3 clusters Score -449233.4 nChanged 227 ComputeScore: Raw -452386.322709 + Penalty 3032.851182 = -449353.471527 Iteration 15Q: 3 clusters Score -449353.5 nChanged 198 ComputeScore: Raw -452490.666557 + Penalty 3032.851182 = -449457.815376 Iteration 16Q: 3 clusters Score -449457.8 nChanged 187 ComputeScore: Raw -452590.110134 + Penalty 3032.851182 = -449557.258952 Iteration 17Q: 3 clusters Score -449557.3 nChanged 161 ComputeScore: Raw -452664.166960 + Penalty 3032.851182 = -449631.315779 Iteration 18Q: 3 clusters Score -449631.3 nChanged 123 ComputeScore: Raw -452715.464085 + Penalty 3032.851182 = -449682.612904 Iteration 19Q: 3 clusters Score -449682.6 nChanged 97 ComputeScore: Raw -452753.791249 + Penalty 3032.851182 = -449720.940067 Iteration 20F: 3 clusters Score -449720.9 nChanged 70 ComputeScore: Raw -452774.611394 + Penalty 3032.851182 = -449741.760212 Iteration 21Q: 3 clusters Score -449741.8 nChanged 46 ComputeScore: Raw -452788.636506 + Penalty 3032.851182 = -449755.785324 Iteration 22Q: 3 clusters Score -449755.8 nChanged 38 ComputeScore: Raw -452800.229711 + Penalty 3032.851182 = -449767.378529 Iteration 23Q: 3 clusters Score -449767.4 nChanged 29 ComputeScore: Raw -452809.159923 + Penalty 3032.851182 = -449776.308742 Iteration 24Q: 3 clusters Score -449776.3 nChanged 28 ComputeScore: Raw -452819.308035 + Penalty 3032.851182 = -449786.456853 Iteration 25Q: 3 clusters Score -449786.5 nChanged 26 ComputeScore: Raw -452828.329535 + Penalty 3032.851182 = -449795.478353 Iteration 26Q: 3 clusters Score -449795.5 nChanged 25 ComputeScore: Raw -452838.538097 + Penalty 3032.851182 = -449805.686915 Iteration 27Q: 3 clusters Score -449805.7 nChanged 20 ComputeScore: Raw -452845.980061 + Penalty 3032.851182 = -449813.128879 Iteration 28Q: 3 clusters Score -449813.1 nChanged 20 ComputeScore: Raw -452853.948340 + Penalty 3032.851182 = -449821.097159 Iteration 29Q: 3 clusters Score -449821.1 nChanged 13 ComputeScore: Raw -452859.485051 + Penalty 3032.851182 = -449826.633870 Iteration 30Q: 3 clusters Score -449826.6 nChanged 18 ComputeScore: Raw -452871.024461 + Penalty 3032.851182 = -449838.173280 Iteration 31Q: 3 clusters Score -449838.2 nChanged 19 ComputeScore: Raw -452882.758565 + Penalty 3032.851182 = -449849.907383 Iteration 32Q: 3 clusters Score -449849.9 nChanged 18 ComputeScore: Raw -452892.209305 + Penalty 3032.851182 = -449859.358123 Iteration 33Q: 3 clusters Score -449859.4 nChanged 17 ComputeScore: Raw -452900.595078 + Penalty 3032.851182 = -449867.743897 Iteration 34Q: 3 clusters Score -449867.7 nChanged 22 ComputeScore: Raw -452912.693278 + Penalty 3032.851182 = -449879.842096 Iteration 35Q: 3 clusters Score -449879.8 nChanged 14 ComputeScore: Raw -452921.538748 + Penalty 3032.851182 = -449888.687567 Iteration 36Q: 3 clusters Score -449888.7 nChanged 13 ComputeScore: Raw -452927.674510 + Penalty 3032.851182 = -449894.823328 Iteration 37Q: 3 clusters Score -449894.8 nChanged 14 ComputeScore: Raw -452936.794733 + Penalty 3032.851182 = -449903.943552 Iteration 38Q: 3 clusters Score -449903.9 nChanged 13 ComputeScore: Raw -452941.767138 + Penalty 3032.851182 = -449908.915956 Iteration 39Q: 3 clusters Score -449908.9 nChanged 12 ComputeScore: Raw -452946.319722 + Penalty 3032.851182 = -449913.468540 Iteration 40F: 3 clusters Score -449913.5 nChanged 9 ComputeScore: Raw -452949.553935 + Penalty 3032.851182 = -449916.702753 Iteration 41Q: 3 clusters Score -449916.7 nChanged 7 ComputeScore: Raw -452951.787059 + Penalty 3032.851182 = -449918.935878 Iteration 42Q: 3 clusters Score -449918.9 nChanged 6 ComputeScore: Raw -452953.976912 + Penalty 3032.851182 = -449921.125731 Iteration 43Q: 3 clusters Score -449921.1 nChanged 4 ComputeScore: Raw -452955.614051 + Penalty 3032.851182 = -449922.762869 Iteration 44Q: 3 clusters Score -449922.8 nChanged 1 ComputeScore: Raw -452955.857399 + Penalty 3032.851182 = -449923.006218 Iteration 45Q: 3 clusters Score -449923 nChanged 0 ComputeScore: Raw -452955.857399 + Penalty 3032.851182 = -449923.006218 Iteration 46F: 3 clusters Score -449923 nChanged 0 Trying to split cluster 4 (177240 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7713461.525945 + Penalty 1963.854754 = -7711497.671191 Iteration 0F: 2 clusters Score -7711498 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7596249.515245 + Penalty 3927.709508 = -7592321.805737 Iteration 0F: 3 clusters Score -7592322 nChanged 85716 ComputeScore: Raw -7647436.752418 + Penalty 3927.709508 = -7643509.042910 Iteration 1F: 3 clusters Score -7643509 nChanged 5840 ComputeScore: Raw -7649089.863223 + Penalty 3927.709508 = -7645162.153715 Iteration 2Q: 3 clusters Score -7645162 nChanged 7040 ComputeScore: Raw -7651679.530533 + Penalty 3927.709508 = -7647751.821025 Iteration 3Q: 3 clusters Score -7647752 nChanged 8986 ComputeScore: Raw -7655918.434062 + Penalty 3927.709508 = -7651990.724554 Iteration 4F: 3 clusters Score -7651991 nChanged 11269 ComputeScore: Raw -7662714.766889 + Penalty 3927.709508 = -7658787.057381 Iteration 5F: 3 clusters Score -7658787 nChanged 13559 ComputeScore: Raw -7672636.351369 + Penalty 3927.709508 = -7668708.641861 Iteration 6F: 3 clusters Score -7668709 nChanged 14195 ComputeScore: Raw -7684149.364545 + Penalty 3927.709508 = -7680221.655037 Iteration 7F: 3 clusters Score -7680222 nChanged 12434 ComputeScore: Raw -7694583.000087 + Penalty 3927.709508 = -7690655.290579 Iteration 8F: 3 clusters Score -7690655 nChanged 9391 ComputeScore: Raw -7702713.547144 + Penalty 3927.709508 = -7698785.837635 Iteration 9F: 3 clusters Score -7698786 nChanged 6224 ComputeScore: Raw -7708168.523068 + Penalty 3927.709508 = -7704240.813560 Iteration 10Q: 3 clusters Score -7704241 nChanged 3494 ComputeScore: Raw -7711117.517297 + Penalty 3927.709508 = -7707189.807789 Iteration 11Q: 3 clusters Score -7707190 nChanged 1731 ComputeScore: Raw -7712474.575293 + Penalty 3927.709508 = -7708546.865785 Iteration 12Q: 3 clusters Score -7708547 nChanged 839 ComputeScore: Raw -7713095.362651 + Penalty 3927.709508 = -7709167.653143 Iteration 13Q: 3 clusters Score -7709168 nChanged 411 ComputeScore: Raw -7713370.260416 + Penalty 3927.709508 = -7709442.550908 Iteration 14Q: 3 clusters Score -7709443 nChanged 219 ComputeScore: Raw -7713521.037859 + Penalty 3927.709508 = -7709593.328351 Iteration 15Q: 3 clusters Score -7709593 nChanged 124 ComputeScore: Raw -7713604.842222 + Penalty 3927.709508 = -7709677.132714 Iteration 16Q: 3 clusters Score -7709677 nChanged 91 ComputeScore: Raw -7713663.633945 + Penalty 3927.709508 = -7709735.924437 Iteration 17Q: 3 clusters Score -7709736 nChanged 66 ComputeScore: Raw -7713710.551609 + Penalty 3927.709508 = -7709782.842101 Iteration 18Q: 3 clusters Score -7709783 nChanged 60 ComputeScore: Raw -7713753.157178 + Penalty 3927.709508 = -7709825.447670 Iteration 19Q: 3 clusters Score -7709825 nChanged 33 ComputeScore: Raw -7713777.292183 + Penalty 3927.709508 = -7709849.582675 Iteration 20F: 3 clusters Score -7709850 nChanged 23 ComputeScore: Raw -7713792.438040 + Penalty 3927.709508 = -7709864.728532 Iteration 21Q: 3 clusters Score -7709865 nChanged 18 ComputeScore: Raw -7713802.638476 + Penalty 3927.709508 = -7709874.928968 Iteration 22Q: 3 clusters Score -7709875 nChanged 9 ComputeScore: Raw -7713808.985694 + Penalty 3927.709508 = -7709881.276186 Iteration 23Q: 3 clusters Score -7709881 nChanged 8 ComputeScore: Raw -7713811.988687 + Penalty 3927.709508 = -7709884.279179 Iteration 24Q: 3 clusters Score -7709884 nChanged 7 ComputeScore: Raw -7713816.017352 + Penalty 3927.709508 = -7709888.307844 Iteration 25Q: 3 clusters Score -7709888 nChanged 10 ComputeScore: Raw -7713822.516501 + Penalty 3927.709508 = -7709894.806993 Iteration 26Q: 3 clusters Score -7709895 nChanged 12 ComputeScore: Raw -7713829.902482 + Penalty 3927.709508 = -7709902.192974 Iteration 27Q: 3 clusters Score -7709902 nChanged 12 ComputeScore: Raw -7713835.316607 + Penalty 3927.709508 = -7709907.607099 Iteration 28Q: 3 clusters Score -7709908 nChanged 13 ComputeScore: Raw -7713846.646017 + Penalty 3927.709508 = -7709918.936509 Iteration 29Q: 3 clusters Score -7709919 nChanged 17 ComputeScore: Raw -7713856.991465 + Penalty 3927.709508 = -7709929.281957 Iteration 30Q: 3 clusters Score -7709929 nChanged 10 ComputeScore: Raw -7713864.013830 + Penalty 3927.709508 = -7709936.304321 Iteration 31Q: 3 clusters Score -7709936 nChanged 10 ComputeScore: Raw -7713869.018077 + Penalty 3927.709508 = -7709941.308569 Iteration 32Q: 3 clusters Score -7709941 nChanged 9 ComputeScore: Raw -7713871.890995 + Penalty 3927.709508 = -7709944.181487 Iteration 33Q: 3 clusters Score -7709944 nChanged 4 ComputeScore: Raw -7713873.823397 + Penalty 3927.709508 = -7709946.113888 Iteration 34Q: 3 clusters Score -7709946 nChanged 2 ComputeScore: Raw -7713874.643106 + Penalty 3927.709508 = -7709946.933598 Iteration 35Q: 3 clusters Score -7709947 nChanged 1 ComputeScore: Raw -7713875.252262 + Penalty 3927.709508 = -7709947.542754 Iteration 36Q: 3 clusters Score -7709948 nChanged 0 ComputeScore: Raw -7713875.252262 + Penalty 3927.709508 = -7709947.542754 Iteration 37F: 3 clusters Score -7709948 nChanged 0 Trying to split cluster 5 (23320 points) Assigned 2 initial classes randomly. ComputeScore: Raw -941558.379668 + Penalty 1634.273329 = -939924.106339 Iteration 0F: 2 clusters Score -939924.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -927414.160613 + Penalty 3268.546658 = -924145.613955 Iteration 0F: 3 clusters Score -924145.6 nChanged 10711 ComputeScore: Raw -933764.100324 + Penalty 3268.546658 = -930495.553665 Iteration 1F: 3 clusters Score -930495.6 nChanged 1533 ComputeScore: Raw -934725.770591 + Penalty 3268.546658 = -931457.223933 Iteration 2F: 3 clusters Score -931457.2 nChanged 1695 ComputeScore: Raw -935884.283833 + Penalty 3268.546658 = -932615.737174 Iteration 3F: 3 clusters Score -932615.7 nChanged 1866 ComputeScore: Raw -937255.583777 + Penalty 3268.546658 = -933987.037119 Iteration 4F: 3 clusters Score -933987 nChanged 1774 ComputeScore: Raw -938598.526423 + Penalty 3268.546658 = -935329.979765 Iteration 5F: 3 clusters Score -935330 nChanged 1491 ComputeScore: Raw -939668.200666 + Penalty 3268.546658 = -936399.654007 Iteration 6F: 3 clusters Score -936399.7 nChanged 1102 ComputeScore: Raw -940422.860316 + Penalty 3268.546658 = -937154.313658 Iteration 7Q: 3 clusters Score -937154.3 nChanged 835 ComputeScore: Raw -940959.967151 + Penalty 3268.546658 = -937691.420493 Iteration 8Q: 3 clusters Score -937691.4 nChanged 618 ComputeScore: Raw -941326.349422 + Penalty 3268.546658 = -938057.802764 Iteration 9Q: 3 clusters Score -938057.8 nChanged 476 ComputeScore: Raw -941573.070517 + Penalty 3268.546658 = -938304.523859 Iteration 10Q: 3 clusters Score -938304.5 nChanged 392 ComputeScore: Raw -941781.790871 + Penalty 3268.546658 = -938513.244213 Iteration 11Q: 3 clusters Score -938513.2 nChanged 346 ComputeScore: Raw -941952.646725 + Penalty 3268.546658 = -938684.100066 Iteration 12Q: 3 clusters Score -938684.1 nChanged 316 ComputeScore: Raw -942119.365400 + Penalty 3268.546658 = -938850.818742 Iteration 13Q: 3 clusters Score -938850.8 nChanged 276 ComputeScore: Raw -942263.385978 + Penalty 3268.546658 = -938994.839320 Iteration 14Q: 3 clusters Score -938994.8 nChanged 221 ComputeScore: Raw -942371.009603 + Penalty 3268.546658 = -939102.462945 Iteration 15Q: 3 clusters Score -939102.5 nChanged 193 ComputeScore: Raw -942452.659669 + Penalty 3268.546658 = -939184.113011 Iteration 16Q: 3 clusters Score -939184.1 nChanged 154 ComputeScore: Raw -942508.624471 + Penalty 3268.546658 = -939240.077813 Iteration 17Q: 3 clusters Score -939240.1 nChanged 112 ComputeScore: Raw -942543.550740 + Penalty 3268.546658 = -939275.004082 Iteration 18Q: 3 clusters Score -939275 nChanged 94 ComputeScore: Raw -942572.329197 + Penalty 3268.546658 = -939303.782539 Iteration 19Q: 3 clusters Score -939303.8 nChanged 81 ComputeScore: Raw -942599.467282 + Penalty 3268.546658 = -939330.920624 Iteration 20F: 3 clusters Score -939330.9 nChanged 60 ComputeScore: Raw -942617.920281 + Penalty 3268.546658 = -939349.373623 Iteration 21Q: 3 clusters Score -939349.4 nChanged 53 ComputeScore: Raw -942632.678059 + Penalty 3268.546658 = -939364.131401 Iteration 22Q: 3 clusters Score -939364.1 nChanged 49 ComputeScore: Raw -942646.062548 + Penalty 3268.546658 = -939377.515890 Iteration 23Q: 3 clusters Score -939377.5 nChanged 34 ComputeScore: Raw -942653.455229 + Penalty 3268.546658 = -939384.908571 Iteration 24Q: 3 clusters Score -939384.9 nChanged 28 ComputeScore: Raw -942660.328360 + Penalty 3268.546658 = -939391.781702 Iteration 25Q: 3 clusters Score -939391.8 nChanged 25 ComputeScore: Raw -942666.118643 + Penalty 3268.546658 = -939397.571985 Iteration 26Q: 3 clusters Score -939397.6 nChanged 19 ComputeScore: Raw -942670.152044 + Penalty 3268.546658 = -939401.605386 Iteration 27Q: 3 clusters Score -939401.6 nChanged 18 ComputeScore: Raw -942674.998084 + Penalty 3268.546658 = -939406.451426 Iteration 28Q: 3 clusters Score -939406.5 nChanged 19 ComputeScore: Raw -942678.831075 + Penalty 3268.546658 = -939410.284417 Iteration 29Q: 3 clusters Score -939410.3 nChanged 10 ComputeScore: Raw -942681.808585 + Penalty 3268.546658 = -939413.261927 Iteration 30Q: 3 clusters Score -939413.3 nChanged 12 ComputeScore: Raw -942684.626575 + Penalty 3268.546658 = -939416.079917 Iteration 31Q: 3 clusters Score -939416.1 nChanged 11 ComputeScore: Raw -942687.356926 + Penalty 3268.546658 = -939418.810268 Iteration 32Q: 3 clusters Score -939418.8 nChanged 13 ComputeScore: Raw -942690.520668 + Penalty 3268.546658 = -939421.974010 Iteration 33Q: 3 clusters Score -939422 nChanged 5 ComputeScore: Raw -942691.421832 + Penalty 3268.546658 = -939422.875174 Iteration 34Q: 3 clusters Score -939422.9 nChanged 3 ComputeScore: Raw -942691.813527 + Penalty 3268.546658 = -939423.266869 Iteration 35Q: 3 clusters Score -939423.3 nChanged 0 ComputeScore: Raw -942691.813527 + Penalty 3268.546658 = -939423.266869 Iteration 36F: 3 clusters Score -939423.3 nChanged 0 Trying to split cluster 6 (3824 points) Assigned 2 initial classes randomly. ComputeScore: Raw -152236.540834 + Penalty 1340.470995 = -150896.069839 Iteration 0F: 2 clusters Score -150896.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -150313.366489 + Penalty 2680.941989 = -147632.424500 Iteration 0F: 3 clusters Score -147632.4 nChanged 1510 ComputeScore: Raw -151132.411437 + Penalty 2680.941989 = -148451.469448 Iteration 1F: 3 clusters Score -148451.5 nChanged 284 ComputeScore: Raw -151288.523447 + Penalty 2680.941989 = -148607.581458 Iteration 2F: 3 clusters Score -148607.6 nChanged 219 ComputeScore: Raw -151404.223762 + Penalty 2680.941989 = -148723.281773 Iteration 3F: 3 clusters Score -148723.3 nChanged 153 ComputeScore: Raw -151484.884310 + Penalty 2680.941989 = -148803.942320 Iteration 4Q: 3 clusters Score -148803.9 nChanged 127 ComputeScore: Raw -151550.136342 + Penalty 2680.941989 = -148869.194353 Iteration 5Q: 3 clusters Score -148869.2 nChanged 103 ComputeScore: Raw -151596.112746 + Penalty 2680.941989 = -148915.170757 Iteration 6Q: 3 clusters Score -148915.2 nChanged 86 ComputeScore: Raw -151641.767814 + Penalty 2680.941989 = -148960.825824 Iteration 7Q: 3 clusters Score -148960.8 nChanged 105 ComputeScore: Raw -151701.485891 + Penalty 2680.941989 = -149020.543902 Iteration 8Q: 3 clusters Score -149020.5 nChanged 112 ComputeScore: Raw -151768.219722 + Penalty 2680.941989 = -149087.277733 Iteration 9Q: 3 clusters Score -149087.3 nChanged 108 ComputeScore: Raw -151831.387745 + Penalty 2680.941989 = -149150.445756 Iteration 10Q: 3 clusters Score -149150.4 nChanged 90 ComputeScore: Raw -151880.779638 + Penalty 2680.941989 = -149199.837649 Iteration 11Q: 3 clusters Score -149199.8 nChanged 91 ComputeScore: Raw -151928.382131 + Penalty 2680.941989 = -149247.440142 Iteration 12Q: 3 clusters Score -149247.4 nChanged 85 ComputeScore: Raw -151981.648559 + Penalty 2680.941989 = -149300.706570 Iteration 13Q: 3 clusters Score -149300.7 nChanged 92 ComputeScore: Raw -152030.699053 + Penalty 2680.941989 = -149349.757064 Iteration 14Q: 3 clusters Score -149349.8 nChanged 91 ComputeScore: Raw -152084.740623 + Penalty 2680.941989 = -149403.798634 Iteration 15Q: 3 clusters Score -149403.8 nChanged 74 ComputeScore: Raw -152126.215216 + Penalty 2680.941989 = -149445.273227 Iteration 16Q: 3 clusters Score -149445.3 nChanged 55 ComputeScore: Raw -152156.746532 + Penalty 2680.941989 = -149475.804543 Iteration 17Q: 3 clusters Score -149475.8 nChanged 55 ComputeScore: Raw -152202.504550 + Penalty 2680.941989 = -149521.562561 Iteration 18Q: 3 clusters Score -149521.6 nChanged 56 ComputeScore: Raw -152241.547023 + Penalty 2680.941989 = -149560.605034 Iteration 19Q: 3 clusters Score -149560.6 nChanged 50 ComputeScore: Raw -152270.105664 + Penalty 2680.941989 = -149589.163675 Iteration 20F: 3 clusters Score -149589.2 nChanged 36 ComputeScore: Raw -152294.479019 + Penalty 2680.941989 = -149613.537030 Iteration 21Q: 3 clusters Score -149613.5 nChanged 32 ComputeScore: Raw -152317.780958 + Penalty 2680.941989 = -149636.838969 Iteration 22Q: 3 clusters Score -149636.8 nChanged 37 ComputeScore: Raw -152341.555493 + Penalty 2680.941989 = -149660.613504 Iteration 23Q: 3 clusters Score -149660.6 nChanged 25 ComputeScore: Raw -152360.601247 + Penalty 2680.941989 = -149679.659258 Iteration 24Q: 3 clusters Score -149679.7 nChanged 21 ComputeScore: Raw -152373.854052 + Penalty 2680.941989 = -149692.912063 Iteration 25Q: 3 clusters Score -149692.9 nChanged 28 ComputeScore: Raw -152389.140987 + Penalty 2680.941989 = -149708.198998 Iteration 26Q: 3 clusters Score -149708.2 nChanged 13 ComputeScore: Raw -152396.582829 + Penalty 2680.941989 = -149715.640840 Iteration 27Q: 3 clusters Score -149715.6 nChanged 11 ComputeScore: Raw -152404.058054 + Penalty 2680.941989 = -149723.116065 Iteration 28Q: 3 clusters Score -149723.1 nChanged 13 ComputeScore: Raw -152413.276834 + Penalty 2680.941989 = -149732.334845 Iteration 29Q: 3 clusters Score -149732.3 nChanged 20 ComputeScore: Raw -152425.435023 + Penalty 2680.941989 = -149744.493034 Iteration 30Q: 3 clusters Score -149744.5 nChanged 15 ComputeScore: Raw -152436.399176 + Penalty 2680.941989 = -149755.457187 Iteration 31Q: 3 clusters Score -149755.5 nChanged 10 ComputeScore: Raw -152444.240969 + Penalty 2680.941989 = -149763.298980 Iteration 32Q: 3 clusters Score -149763.3 nChanged 7 ComputeScore: Raw -152450.170392 + Penalty 2680.941989 = -149769.228403 Iteration 33Q: 3 clusters Score -149769.2 nChanged 10 ComputeScore: Raw -152457.954875 + Penalty 2680.941989 = -149777.012886 Iteration 34Q: 3 clusters Score -149777 nChanged 8 ComputeScore: Raw -152461.775083 + Penalty 2680.941989 = -149780.833094 Iteration 35Q: 3 clusters Score -149780.8 nChanged 7 ComputeScore: Raw -152466.372986 + Penalty 2680.941989 = -149785.430997 Iteration 36Q: 3 clusters Score -149785.4 nChanged 5 ComputeScore: Raw -152469.596256 + Penalty 2680.941989 = -149788.654267 Iteration 37Q: 3 clusters Score -149788.7 nChanged 3 ComputeScore: Raw -152471.458667 + Penalty 2680.941989 = -149790.516678 Iteration 38Q: 3 clusters Score -149790.5 nChanged 4 ComputeScore: Raw -152473.126456 + Penalty 2680.941989 = -149792.184467 Iteration 39Q: 3 clusters Score -149792.2 nChanged 5 ComputeScore: Raw -152474.525623 + Penalty 2680.941989 = -149793.583634 Iteration 40F: 3 clusters Score -149793.6 nChanged 3 ComputeScore: Raw -152475.717638 + Penalty 2680.941989 = -149794.775649 Iteration 41Q: 3 clusters Score -149794.8 nChanged 4 ComputeScore: Raw -152477.805605 + Penalty 2680.941989 = -149796.863616 Iteration 42Q: 3 clusters Score -149796.9 nChanged 3 ComputeScore: Raw -152478.836346 + Penalty 2680.941989 = -149797.894357 Iteration 43Q: 3 clusters Score -149797.9 nChanged 2 ComputeScore: Raw -152481.032792 + Penalty 2680.941989 = -149800.090803 Iteration 44Q: 3 clusters Score -149800.1 nChanged 3 ComputeScore: Raw -152483.821039 + Penalty 2680.941989 = -149802.879049 Iteration 45Q: 3 clusters Score -149802.9 nChanged 2 ComputeScore: Raw -152485.172047 + Penalty 2680.941989 = -149804.230058 Iteration 46Q: 3 clusters Score -149804.2 nChanged 1 ComputeScore: Raw -152486.060812 + Penalty 2680.941989 = -149805.118823 Iteration 47Q: 3 clusters Score -149805.1 nChanged 1 ComputeScore: Raw -152486.666568 + Penalty 2680.941989 = -149805.724578 Iteration 48Q: 3 clusters Score -149805.7 nChanged 1 ComputeScore: Raw -152487.384832 + Penalty 2680.941989 = -149806.442843 Iteration 49Q: 3 clusters Score -149806.4 nChanged 1 ComputeScore: Raw -152487.987728 + Penalty 2680.941989 = -149807.045739 Iteration 50Q: 3 clusters Score -149807 nChanged 0 ComputeScore: Raw -152487.987728 + Penalty 2680.941989 = -149807.045739 Iteration 51F: 3 clusters Score -149807 nChanged 0 ConsiderDeletion: ComputeScore: Raw -10379549.327601 + Penalty 12122.350821 = -10367426.976780Iteration 159Q: 7 clusters Score -1.036743e+07 nChanged 8 ConsiderDeletion: ComputeScore: Raw -10379549.556304 + Penalty 12122.350821 = -10367427.205483Iteration 160F: 7 clusters Score -1.036743e+07 nChanged 11 ConsiderDeletion: ComputeScore: Raw -10379550.243975 + Penalty 12122.350821 = -10367427.893154Iteration 161Q: 7 clusters Score -1.036743e+07 nChanged 12 ConsiderDeletion: ComputeScore: Raw -10379550.756429 + Penalty 12122.350821 = -10367428.405608Iteration 162Q: 7 clusters Score -1.036743e+07 nChanged 11 ConsiderDeletion: ComputeScore: Raw -10379551.292594 + Penalty 12122.350821 = -10367428.941773Iteration 163Q: 7 clusters Score -1.036743e+07 nChanged 11 ConsiderDeletion: ComputeScore: Raw -10379551.979061 + Penalty 12122.350821 = -10367429.628240Iteration 164Q: 7 clusters Score -1.036743e+07 nChanged 14 ConsiderDeletion: ComputeScore: Raw -10379552.891827 + Penalty 12122.350821 = -10367430.541006Iteration 165Q: 7 clusters Score -1.036743e+07 nChanged 14 ConsiderDeletion: ComputeScore: Raw -10379553.550104 + Penalty 12122.350821 = -10367431.199283Iteration 166Q: 7 clusters Score -1.036743e+07 nChanged 18 ConsiderDeletion: ComputeScore: Raw -10379554.358257 + Penalty 12122.350821 = -10367432.007435Iteration 167Q: 7 clusters Score -1.036743e+07 nChanged 21 ConsiderDeletion: ComputeScore: Raw -10379555.691530 + Penalty 12122.350821 = -10367433.340709Iteration 168Q: 7 clusters Score -1.036743e+07 nChanged 16 ConsiderDeletion: ComputeScore: Raw -10379556.498423 + Penalty 12122.350821 = -10367434.147602Iteration 169Q: 7 clusters Score -1.036743e+07 nChanged 15 ConsiderDeletion: ComputeScore: Raw -10379556.995282 + Penalty 12122.350821 = -10367434.644461Iteration 170Q: 7 clusters Score -1.036743e+07 nChanged 10 ConsiderDeletion: ComputeScore: Raw -10379557.871120 + Penalty 12122.350821 = -10367435.520299Iteration 171Q: 7 clusters Score -1.036744e+07 nChanged 13 ConsiderDeletion: ComputeScore: Raw -10379558.705167 + Penalty 12122.350821 = -10367436.354346Iteration 172Q: 7 clusters Score -1.036744e+07 nChanged 19 ConsiderDeletion: ComputeScore: Raw -10379559.509345 + Penalty 12122.350821 = -10367437.158524Iteration 173Q: 7 clusters Score -1.036744e+07 nChanged 19 ConsiderDeletion: ComputeScore: Raw -10379560.098294 + Penalty 12122.350821 = -10367437.747473Iteration 174Q: 7 clusters Score -1.036744e+07 nChanged 17 ConsiderDeletion: ComputeScore: Raw -10379560.752880 + Penalty 12122.350821 = -10367438.402059Iteration 175Q: 7 clusters Score -1.036744e+07 nChanged 15 ConsiderDeletion: ComputeScore: Raw -10379561.474336 + Penalty 12122.350821 = -10367439.123515Iteration 176Q: 7 clusters Score -1.036744e+07 nChanged 19 ConsiderDeletion: ComputeScore: Raw -10379562.524129 + Penalty 12122.350821 = -10367440.173308Iteration 177Q: 7 clusters Score -1.036744e+07 nChanged 23 ConsiderDeletion: ComputeScore: Raw -10379563.704999 + Penalty 12122.350821 = -10367441.354178Iteration 178Q: 7 clusters Score -1.036744e+07 nChanged 28 ConsiderDeletion: ComputeScore: Raw -10379564.846488 + Penalty 12122.350821 = -10367442.495667Iteration 179Q: 7 clusters Score -1.036744e+07 nChanged 22 ConsiderDeletion: ComputeScore: Raw -10379566.051528 + Penalty 12122.350821 = -10367443.700707Iteration 180F: 7 clusters Score -1.036744e+07 nChanged 29 ConsiderDeletion: ComputeScore: Raw -10379567.033866 + Penalty 12122.350821 = -10367444.683045Iteration 181Q: 7 clusters Score -1.036744e+07 nChanged 25 ConsiderDeletion: ComputeScore: Raw -10379567.910052 + Penalty 12122.350821 = -10367445.559231Iteration 182Q: 7 clusters Score -1.036745e+07 nChanged 16 ConsiderDeletion: ComputeScore: Raw -10379568.447093 + Penalty 12122.350821 = -10367446.096272Iteration 183Q: 7 clusters Score -1.036745e+07 nChanged 13 ConsiderDeletion: ComputeScore: Raw -10379568.948120 + Penalty 12122.350821 = -10367446.597299Iteration 184Q: 7 clusters Score -1.036745e+07 nChanged 12 ConsiderDeletion: ComputeScore: Raw -10379569.269330 + Penalty 12122.350821 = -10367446.918509Iteration 185Q: 7 clusters Score -1.036745e+07 nChanged 8 ConsiderDeletion: ComputeScore: Raw -10379569.497658 + Penalty 12122.350821 = -10367447.146837Iteration 186Q: 7 clusters Score -1.036745e+07 nChanged 3 ConsiderDeletion: ComputeScore: Raw -10379569.578722 + Penalty 12122.350821 = -10367447.227901Iteration 187Q: 7 clusters Score -1.036745e+07 nChanged 3 ConsiderDeletion: ComputeScore: Raw -10379569.595999 + Penalty 12122.350821 = -10367447.245178Iteration 188Q: 7 clusters Score -1.036745e+07 nChanged 4 ConsiderDeletion: ComputeScore: Raw -10379569.813756 + Penalty 12122.350821 = -10367447.462935Iteration 189Q: 7 clusters Score -1.036745e+07 nChanged 4 ConsiderDeletion: ComputeScore: Raw -10379569.908042 + Penalty 12122.350821 = -10367447.557221Iteration 190Q: 7 clusters Score -1.036745e+07 nChanged 3 ConsiderDeletion: ComputeScore: Raw -10379570.004639 + Penalty 12122.350821 = -10367447.653818Iteration 191Q: 7 clusters Score -1.036745e+07 nChanged 3 ConsiderDeletion: ComputeScore: Raw -10379570.026712 + Penalty 12122.350821 = -10367447.675891Iteration 192Q: 7 clusters Score -1.036745e+07 nChanged 2 ConsiderDeletion: ComputeScore: Raw -10379570.070685 + Penalty 12122.350821 = -10367447.719864Iteration 193Q: 7 clusters Score -1.036745e+07 nChanged 3 ConsiderDeletion: ComputeScore: Raw -10379570.321166 + Penalty 12122.350821 = -10367447.970345Iteration 194Q: 7 clusters Score -1.036745e+07 nChanged 2 ConsiderDeletion: ComputeScore: Raw -10379570.434750 + Penalty 12122.350821 = -10367448.083929Iteration 195Q: 7 clusters Score -1.036745e+07 nChanged 6 ConsiderDeletion: ComputeScore: Raw -10379570.526840 + Penalty 12122.350821 = -10367448.176019Iteration 196Q: 7 clusters Score -1.036745e+07 nChanged 2 ConsiderDeletion: ComputeScore: Raw -10379570.676007 + Penalty 12122.350821 = -10367448.325186Iteration 197Q: 7 clusters Score -1.036745e+07 nChanged 2 ConsiderDeletion: ComputeScore: Raw -10379570.773666 + Penalty 12122.350821 = -10367448.422845Iteration 198Q: 7 clusters Score -1.036745e+07 nChanged 2 ComputeScore: Raw -10379570.773666 + Penalty 12122.350821 = -10367448.422845Trying to split cluster 1 (29932 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1084315.994751 + Penalty 1674.836056 = -1082641.158695 Iteration 0F: 2 clusters Score -1082641 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1065968.467071 + Penalty 3349.672112 = -1062618.794959 Iteration 0F: 3 clusters Score -1062619 nChanged 13800 ComputeScore: Raw -1074134.449469 + Penalty 3349.672112 = -1070784.777357 Iteration 1F: 3 clusters Score -1070785 nChanged 1708 ComputeScore: Raw -1074994.392274 + Penalty 3349.672112 = -1071644.720162 Iteration 2F: 3 clusters Score -1071645 nChanged 1783 ComputeScore: Raw -1076005.689042 + Penalty 3349.672112 = -1072656.016930 Iteration 3F: 3 clusters Score -1072656 nChanged 1865 ComputeScore: Raw -1077148.774400 + Penalty 3349.672112 = -1073799.102288 Iteration 4F: 3 clusters Score -1073799 nChanged 1828 ComputeScore: Raw -1078273.427530 + Penalty 3349.672112 = -1074923.755418 Iteration 5F: 3 clusters Score -1074924 nChanged 1726 ComputeScore: Raw -1079332.758635 + Penalty 3349.672112 = -1075983.086523 Iteration 6F: 3 clusters Score -1075983 nChanged 1608 ComputeScore: Raw -1080255.402670 + Penalty 3349.672112 = -1076905.730559 Iteration 7F: 3 clusters Score -1076906 nChanged 1296 ComputeScore: Raw -1080909.427449 + Penalty 3349.672112 = -1077559.755337 Iteration 8Q: 3 clusters Score -1077560 nChanged 1053 ComputeScore: Raw -1081418.033949 + Penalty 3349.672112 = -1078068.361837 Iteration 9Q: 3 clusters Score -1078068 nChanged 886 ComputeScore: Raw -1081877.378039 + Penalty 3349.672112 = -1078527.705927 Iteration 10Q: 3 clusters Score -1078528 nChanged 809 ComputeScore: Raw -1082280.005714 + Penalty 3349.672112 = -1078930.333602 Iteration 11Q: 3 clusters Score -1078930 nChanged 713 ComputeScore: Raw -1082618.795682 + Penalty 3349.672112 = -1079269.123570 Iteration 12Q: 3 clusters Score -1079269 nChanged 631 ComputeScore: Raw -1082899.255324 + Penalty 3349.672112 = -1079549.583212 Iteration 13Q: 3 clusters Score -1079550 nChanged 557 ComputeScore: Raw -1083152.572301 + Penalty 3349.672112 = -1079802.900189 Iteration 14Q: 3 clusters Score -1079803 nChanged 495 ComputeScore: Raw -1083366.561506 + Penalty 3349.672112 = -1080016.889394 Iteration 15Q: 3 clusters Score -1080017 nChanged 452 ComputeScore: Raw -1083549.175554 + Penalty 3349.672112 = -1080199.503442 Iteration 16Q: 3 clusters Score -1080200 nChanged 404 ComputeScore: Raw -1083696.334118 + Penalty 3349.672112 = -1080346.662006 Iteration 17Q: 3 clusters Score -1080347 nChanged 399 ComputeScore: Raw -1083833.325255 + Penalty 3349.672112 = -1080483.653143 Iteration 18Q: 3 clusters Score -1080484 nChanged 375 ComputeScore: Raw -1083956.505173 + Penalty 3349.672112 = -1080606.833061 Iteration 19Q: 3 clusters Score -1080607 nChanged 357 ComputeScore: Raw -1084063.524487 + Penalty 3349.672112 = -1080713.852376 Iteration 20F: 3 clusters Score -1080714 nChanged 339 ComputeScore: Raw -1084170.226536 + Penalty 3349.672112 = -1080820.554424 Iteration 21Q: 3 clusters Score -1080821 nChanged 357 ComputeScore: Raw -1084283.875145 + Penalty 3349.672112 = -1080934.203033 Iteration 22Q: 3 clusters Score -1080934 nChanged 325 ComputeScore: Raw -1084387.722333 + Penalty 3349.672112 = -1081038.050221 Iteration 23Q: 3 clusters Score -1081038 nChanged 303 ComputeScore: Raw -1084480.422372 + Penalty 3349.672112 = -1081130.750260 Iteration 24Q: 3 clusters Score -1081131 nChanged 259 ComputeScore: Raw -1084561.427734 + Penalty 3349.672112 = -1081211.755622 Iteration 25Q: 3 clusters Score -1081212 nChanged 258 ComputeScore: Raw -1084650.789024 + Penalty 3349.672112 = -1081301.116912 Iteration 26Q: 3 clusters Score -1081301 nChanged 255 ComputeScore: Raw -1084736.417122 + Penalty 3349.672112 = -1081386.745010 Iteration 27Q: 3 clusters Score -1081387 nChanged 242 ComputeScore: Raw -1084817.328097 + Penalty 3349.672112 = -1081467.655986 Iteration 28Q: 3 clusters Score -1081468 nChanged 252 ComputeScore: Raw -1084900.265018 + Penalty 3349.672112 = -1081550.592906 Iteration 29Q: 3 clusters Score -1081551 nChanged 235 ComputeScore: Raw -1084978.596109 + Penalty 3349.672112 = -1081628.923997 Iteration 30Q: 3 clusters Score -1081629 nChanged 208 ComputeScore: Raw -1085052.097174 + Penalty 3349.672112 = -1081702.425062 Iteration 31Q: 3 clusters Score -1081702 nChanged 192 ComputeScore: Raw -1085128.919438 + Penalty 3349.672112 = -1081779.247327 Iteration 32Q: 3 clusters Score -1081779 nChanged 190 ComputeScore: Raw -1085214.784612 + Penalty 3349.672112 = -1081865.112500 Iteration 33Q: 3 clusters Score -1081865 nChanged 172 ComputeScore: Raw -1085285.180845 + Penalty 3349.672112 = -1081935.508733 Iteration 34Q: 3 clusters Score -1081936 nChanged 146 ComputeScore: Raw -1085356.779670 + Penalty 3349.672112 = -1082007.107559 Iteration 35Q: 3 clusters Score -1082007 nChanged 137 ComputeScore: Raw -1085425.173282 + Penalty 3349.672112 = -1082075.501170 Iteration 36Q: 3 clusters Score -1082076 nChanged 123 ComputeScore: Raw -1085495.726848 + Penalty 3349.672112 = -1082146.054736 Iteration 37Q: 3 clusters Score -1082146 nChanged 123 ComputeScore: Raw -1085584.361304 + Penalty 3349.672112 = -1082234.689192 Iteration 38Q: 3 clusters Score -1082235 nChanged 137 ComputeScore: Raw -1085665.315736 + Penalty 3349.672112 = -1082315.643624 Iteration 39Q: 3 clusters Score -1082316 nChanged 101 ComputeScore: Raw -1085722.020421 + Penalty 3349.672112 = -1082372.348309 Iteration 40F: 3 clusters Score -1082372 nChanged 91 ComputeScore: Raw -1085758.921684 + Penalty 3349.672112 = -1082409.249572 Iteration 41Q: 3 clusters Score -1082409 nChanged 94 ComputeScore: Raw -1085791.432558 + Penalty 3349.672112 = -1082441.760446 Iteration 42Q: 3 clusters Score -1082442 nChanged 54 ComputeScore: Raw -1085808.179576 + Penalty 3349.672112 = -1082458.507464 Iteration 43Q: 3 clusters Score -1082459 nChanged 44 ComputeScore: Raw -1085821.917625 + Penalty 3349.672112 = -1082472.245513 Iteration 44Q: 3 clusters Score -1082472 nChanged 41 ComputeScore: Raw -1085830.228194 + Penalty 3349.672112 = -1082480.556082 Iteration 45Q: 3 clusters Score -1082481 nChanged 32 ComputeScore: Raw -1085837.103733 + Penalty 3349.672112 = -1082487.431621 Iteration 46Q: 3 clusters Score -1082487 nChanged 24 ComputeScore: Raw -1085842.356311 + Penalty 3349.672112 = -1082492.684199 Iteration 47Q: 3 clusters Score -1082493 nChanged 20 ComputeScore: Raw -1085847.132275 + Penalty 3349.672112 = -1082497.460163 Iteration 48Q: 3 clusters Score -1082497 nChanged 17 ComputeScore: Raw -1085851.006003 + Penalty 3349.672112 = -1082501.333891 Iteration 49Q: 3 clusters Score -1082501 nChanged 19 ComputeScore: Raw -1085855.012504 + Penalty 3349.672112 = -1082505.340392 Iteration 50Q: 3 clusters Score -1082505 nChanged 15 ComputeScore: Raw -1085858.278185 + Penalty 3349.672112 = -1082508.606073 Iteration 51Q: 3 clusters Score -1082509 nChanged 8 ComputeScore: Raw -1085860.440655 + Penalty 3349.672112 = -1082510.768543 Iteration 52Q: 3 clusters Score -1082511 nChanged 10 ComputeScore: Raw -1085863.155185 + Penalty 3349.672112 = -1082513.483073 Iteration 53Q: 3 clusters Score -1082513 nChanged 12 ComputeScore: Raw -1085864.863755 + Penalty 3349.672112 = -1082515.191643 Iteration 54Q: 3 clusters Score -1082515 nChanged 8 ComputeScore: Raw -1085865.959110 + Penalty 3349.672112 = -1082516.286998 Iteration 55Q: 3 clusters Score -1082516 nChanged 7 ComputeScore: Raw -1085867.002553 + Penalty 3349.672112 = -1082517.330441 Iteration 56Q: 3 clusters Score -1082517 nChanged 4 ComputeScore: Raw -1085867.785152 + Penalty 3349.672112 = -1082518.113040 Iteration 57Q: 3 clusters Score -1082518 nChanged 5 ComputeScore: Raw -1085868.555581 + Penalty 3349.672112 = -1082518.883469 Iteration 58Q: 3 clusters Score -1082519 nChanged 4 ComputeScore: Raw -1085869.175606 + Penalty 3349.672112 = -1082519.503494 Iteration 59Q: 3 clusters Score -1082520 nChanged 3 ComputeScore: Raw -1085869.613741 + Penalty 3349.672112 = -1082519.941629 Iteration 60F: 3 clusters Score -1082520 nChanged 1 ComputeScore: Raw -1085869.855284 + Penalty 3349.672112 = -1082520.183172 Iteration 61Q: 3 clusters Score -1082520 nChanged 2 ComputeScore: Raw -1085870.104216 + Penalty 3349.672112 = -1082520.432104 Iteration 62Q: 3 clusters Score -1082520 nChanged 3 ComputeScore: Raw -1085870.428636 + Penalty 3349.672112 = -1082520.756524 Iteration 63Q: 3 clusters Score -1082521 nChanged 1 ComputeScore: Raw -1085870.614515 + Penalty 3349.672112 = -1082520.942403 Iteration 64Q: 3 clusters Score -1082521 nChanged 0 ComputeScore: Raw -1085870.614515 + Penalty 3349.672112 = -1082520.942403 Iteration 65F: 3 clusters Score -1082521 nChanged 0 Trying to split cluster 2 (5206 points) Assigned 2 initial classes randomly. ComputeScore: Raw -277847.624554 + Penalty 1390.604651 = -276457.019902 Iteration 0F: 2 clusters Score -276457 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -275116.205187 + Penalty 2781.209303 = -272334.995884 Iteration 0F: 3 clusters Score -272335 nChanged 2078 ComputeScore: Raw -276200.484204 + Penalty 2781.209303 = -273419.274901 Iteration 1F: 3 clusters Score -273419.3 nChanged 354 ComputeScore: Raw -276357.169191 + Penalty 2781.209303 = -273575.959888 Iteration 2F: 3 clusters Score -273576 nChanged 260 ComputeScore: Raw -276466.620966 + Penalty 2781.209303 = -273685.411664 Iteration 3Q: 3 clusters Score -273685.4 nChanged 196 ComputeScore: Raw -276539.346813 + Penalty 2781.209303 = -273758.137510 Iteration 4Q: 3 clusters Score -273758.1 nChanged 147 ComputeScore: Raw -276584.805917 + Penalty 2781.209303 = -273803.596614 Iteration 5Q: 3 clusters Score -273803.6 nChanged 105 ComputeScore: Raw -276615.071745 + Penalty 2781.209303 = -273833.862442 Iteration 6Q: 3 clusters Score -273833.9 nChanged 82 ComputeScore: Raw -276638.434647 + Penalty 2781.209303 = -273857.225345 Iteration 7Q: 3 clusters Score -273857.2 nChanged 75 ComputeScore: Raw -276658.462687 + Penalty 2781.209303 = -273877.253384 Iteration 8Q: 3 clusters Score -273877.3 nChanged 58 ComputeScore: Raw -276673.494100 + Penalty 2781.209303 = -273892.284797 Iteration 9Q: 3 clusters Score -273892.3 nChanged 55 ComputeScore: Raw -276687.691450 + Penalty 2781.209303 = -273906.482147 Iteration 10Q: 3 clusters Score -273906.5 nChanged 43 ComputeScore: Raw -276698.858363 + Penalty 2781.209303 = -273917.649060 Iteration 11Q: 3 clusters Score -273917.6 nChanged 39 ComputeScore: Raw -276706.331194 + Penalty 2781.209303 = -273925.121891 Iteration 12Q: 3 clusters Score -273925.1 nChanged 27 ComputeScore: Raw -276712.302908 + Penalty 2781.209303 = -273931.093605 Iteration 13Q: 3 clusters Score -273931.1 nChanged 34 ComputeScore: Raw -276718.681679 + Penalty 2781.209303 = -273937.472376 Iteration 14Q: 3 clusters Score -273937.5 nChanged 30 ComputeScore: Raw -276724.908519 + Penalty 2781.209303 = -273943.699216 Iteration 15Q: 3 clusters Score -273943.7 nChanged 31 ComputeScore: Raw -276731.993291 + Penalty 2781.209303 = -273950.783988 Iteration 16Q: 3 clusters Score -273950.8 nChanged 29 ComputeScore: Raw -276737.873713 + Penalty 2781.209303 = -273956.664410 Iteration 17Q: 3 clusters Score -273956.7 nChanged 23 ComputeScore: Raw -276742.119929 + Penalty 2781.209303 = -273960.910626 Iteration 18Q: 3 clusters Score -273960.9 nChanged 20 ComputeScore: Raw -276746.587607 + Penalty 2781.209303 = -273965.378304 Iteration 19Q: 3 clusters Score -273965.4 nChanged 22 ComputeScore: Raw -276750.304163 + Penalty 2781.209303 = -273969.094860 Iteration 20F: 3 clusters Score -273969.1 nChanged 15 ComputeScore: Raw -276752.518873 + Penalty 2781.209303 = -273971.309570 Iteration 21Q: 3 clusters Score -273971.3 nChanged 10 ComputeScore: Raw -276754.099179 + Penalty 2781.209303 = -273972.889876 Iteration 22Q: 3 clusters Score -273972.9 nChanged 7 ComputeScore: Raw -276754.978738 + Penalty 2781.209303 = -273973.769436 Iteration 23Q: 3 clusters Score -273973.8 nChanged 5 ComputeScore: Raw -276755.794439 + Penalty 2781.209303 = -273974.585137 Iteration 24Q: 3 clusters Score -273974.6 nChanged 9 ComputeScore: Raw -276757.429706 + Penalty 2781.209303 = -273976.220403 Iteration 25Q: 3 clusters Score -273976.2 nChanged 9 ComputeScore: Raw -276758.927902 + Penalty 2781.209303 = -273977.718600 Iteration 26Q: 3 clusters Score -273977.7 nChanged 10 ComputeScore: Raw -276761.182638 + Penalty 2781.209303 = -273979.973336 Iteration 27Q: 3 clusters Score -273980 nChanged 12 ComputeScore: Raw -276763.618889 + Penalty 2781.209303 = -273982.409586 Iteration 28Q: 3 clusters Score -273982.4 nChanged 11 ComputeScore: Raw -276765.716823 + Penalty 2781.209303 = -273984.507521 Iteration 29Q: 3 clusters Score -273984.5 nChanged 14 ComputeScore: Raw -276768.018731 + Penalty 2781.209303 = -273986.809428 Iteration 30Q: 3 clusters Score -273986.8 nChanged 12 ComputeScore: Raw -276770.263064 + Penalty 2781.209303 = -273989.053761 Iteration 31Q: 3 clusters Score -273989.1 nChanged 15 ComputeScore: Raw -276773.753317 + Penalty 2781.209303 = -273992.544014 Iteration 32Q: 3 clusters Score -273992.5 nChanged 17 ComputeScore: Raw -276776.949397 + Penalty 2781.209303 = -273995.740094 Iteration 33Q: 3 clusters Score -273995.7 nChanged 16 ComputeScore: Raw -276780.631974 + Penalty 2781.209303 = -273999.422672 Iteration 34Q: 3 clusters Score -273999.4 nChanged 22 ComputeScore: Raw -276784.391621 + Penalty 2781.209303 = -274003.182318 Iteration 35Q: 3 clusters Score -274003.2 nChanged 16 ComputeScore: Raw -276787.039716 + Penalty 2781.209303 = -274005.830414 Iteration 36Q: 3 clusters Score -274005.8 nChanged 14 ComputeScore: Raw -276789.628483 + Penalty 2781.209303 = -274008.419181 Iteration 37Q: 3 clusters Score -274008.4 nChanged 20 ComputeScore: Raw -276793.327800 + Penalty 2781.209303 = -274012.118497 Iteration 38Q: 3 clusters Score -274012.1 nChanged 13 ComputeScore: Raw -276795.356788 + Penalty 2781.209303 = -274014.147485 Iteration 39Q: 3 clusters Score -274014.1 nChanged 10 ComputeScore: Raw -276796.937767 + Penalty 2781.209303 = -274015.728464 Iteration 40F: 3 clusters Score -274015.7 nChanged 11 ComputeScore: Raw -276799.513099 + Penalty 2781.209303 = -274018.303796 Iteration 41Q: 3 clusters Score -274018.3 nChanged 17 ComputeScore: Raw -276802.488891 + Penalty 2781.209303 = -274021.279588 Iteration 42Q: 3 clusters Score -274021.3 nChanged 14 ComputeScore: Raw -276805.464763 + Penalty 2781.209303 = -274024.255460 Iteration 43Q: 3 clusters Score -274024.3 nChanged 17 ComputeScore: Raw -276808.786816 + Penalty 2781.209303 = -274027.577513 Iteration 44Q: 3 clusters Score -274027.6 nChanged 18 ComputeScore: Raw -276812.719101 + Penalty 2781.209303 = -274031.509798 Iteration 45Q: 3 clusters Score -274031.5 nChanged 22 ComputeScore: Raw -276817.099340 + Penalty 2781.209303 = -274035.890037 Iteration 46Q: 3 clusters Score -274035.9 nChanged 20 ComputeScore: Raw -276820.989506 + Penalty 2781.209303 = -274039.780203 Iteration 47Q: 3 clusters Score -274039.8 nChanged 15 ComputeScore: Raw -276824.466407 + Penalty 2781.209303 = -274043.257105 Iteration 48Q: 3 clusters Score -274043.3 nChanged 22 ComputeScore: Raw -276829.399540 + Penalty 2781.209303 = -274048.190237 Iteration 49Q: 3 clusters Score -274048.2 nChanged 23 ComputeScore: Raw -276835.079091 + Penalty 2781.209303 = -274053.869788 Iteration 50Q: 3 clusters Score -274053.9 nChanged 26 ComputeScore: Raw -276840.233244 + Penalty 2781.209303 = -274059.023941 Iteration 51Q: 3 clusters Score -274059 nChanged 26 ComputeScore: Raw -276845.278121 + Penalty 2781.209303 = -274064.068818 Iteration 52Q: 3 clusters Score -274064.1 nChanged 24 ComputeScore: Raw -276851.425936 + Penalty 2781.209303 = -274070.216633 Iteration 53Q: 3 clusters Score -274070.2 nChanged 35 ComputeScore: Raw -276860.070229 + Penalty 2781.209303 = -274078.860926 Iteration 54Q: 3 clusters Score -274078.9 nChanged 37 ComputeScore: Raw -276869.605108 + Penalty 2781.209303 = -274088.395805 Iteration 55Q: 3 clusters Score -274088.4 nChanged 39 ComputeScore: Raw -276880.640295 + Penalty 2781.209303 = -274099.430992 Iteration 56Q: 3 clusters Score -274099.4 nChanged 34 ComputeScore: Raw -276887.851533 + Penalty 2781.209303 = -274106.642231 Iteration 57Q: 3 clusters Score -274106.6 nChanged 34 ComputeScore: Raw -276895.620655 + Penalty 2781.209303 = -274114.411352 Iteration 58Q: 3 clusters Score -274114.4 nChanged 31 ComputeScore: Raw -276902.918898 + Penalty 2781.209303 = -274121.709595 Iteration 59Q: 3 clusters Score -274121.7 nChanged 39 ComputeScore: Raw -276913.846391 + Penalty 2781.209303 = -274132.637088 Iteration 60F: 3 clusters Score -274132.6 nChanged 42 ComputeScore: Raw -276928.117055 + Penalty 2781.209303 = -274146.907752 Iteration 61Q: 3 clusters Score -274146.9 nChanged 49 ComputeScore: Raw -276945.171571 + Penalty 2781.209303 = -274163.962268 Iteration 62Q: 3 clusters Score -274164 nChanged 66 ComputeScore: Raw -276968.539283 + Penalty 2781.209303 = -274187.329980 Iteration 63Q: 3 clusters Score -274187.3 nChanged 75 ComputeScore: Raw -276998.507113 + Penalty 2781.209303 = -274217.297810 Iteration 64Q: 3 clusters Score -274217.3 nChanged 81 ComputeScore: Raw -277038.894606 + Penalty 2781.209303 = -274257.685303 Iteration 65Q: 3 clusters Score -274257.7 nChanged 117 ComputeScore: Raw -277112.563644 + Penalty 2781.209303 = -274331.354341 Iteration 66Q: 3 clusters Score -274331.4 nChanged 120 ComputeScore: Raw -277182.144082 + Penalty 2781.209303 = -274400.934779 Iteration 67Q: 3 clusters Score -274400.9 nChanged 140 ComputeScore: Raw -277259.050747 + Penalty 2781.209303 = -274477.841444 Iteration 68Q: 3 clusters Score -274477.8 nChanged 129 ComputeScore: Raw -277342.730015 + Penalty 2781.209303 = -274561.520712 Iteration 69Q: 3 clusters Score -274561.5 nChanged 136 ComputeScore: Raw -277446.981420 + Penalty 2781.209303 = -274665.772118 Iteration 70Q: 3 clusters Score -274665.8 nChanged 140 ComputeScore: Raw -277564.428323 + Penalty 2781.209303 = -274783.219021 Iteration 71Q: 3 clusters Score -274783.2 nChanged 117 ComputeScore: Raw -277668.530229 + Penalty 2781.209303 = -274887.320926 Iteration 72Q: 3 clusters Score -274887.3 nChanged 87 ComputeScore: Raw -277746.450287 + Penalty 2781.209303 = -274965.240984 Iteration 73Q: 3 clusters Score -274965.2 nChanged 70 ComputeScore: Raw -277811.210035 + Penalty 2781.209303 = -275030.000732 Iteration 74Q: 3 clusters Score -275030 nChanged 60 ComputeScore: Raw -277863.425020 + Penalty 2781.209303 = -275082.215718 Iteration 75Q: 3 clusters Score -275082.2 nChanged 48 ComputeScore: Raw -277911.918896 + Penalty 2781.209303 = -275130.709594 Iteration 76Q: 3 clusters Score -275130.7 nChanged 28 ComputeScore: Raw -277938.877630 + Penalty 2781.209303 = -275157.668328 Iteration 77Q: 3 clusters Score -275157.7 nChanged 19 ComputeScore: Raw -277957.572255 + Penalty 2781.209303 = -275176.362952 Iteration 78Q: 3 clusters Score -275176.4 nChanged 14 ComputeScore: Raw -277970.363206 + Penalty 2781.209303 = -275189.153903 Iteration 79Q: 3 clusters Score -275189.2 nChanged 6 ComputeScore: Raw -277976.982354 + Penalty 2781.209303 = -275195.773052 Iteration 80F: 3 clusters Score -275195.8 nChanged 7 ComputeScore: Raw -277982.902324 + Penalty 2781.209303 = -275201.693021 Iteration 81Q: 3 clusters Score -275201.7 nChanged 4 ComputeScore: Raw -277986.126439 + Penalty 2781.209303 = -275204.917136 Iteration 82Q: 3 clusters Score -275204.9 nChanged 3 ComputeScore: Raw -277988.949558 + Penalty 2781.209303 = -275207.740255 Iteration 83Q: 3 clusters Score -275207.7 nChanged 2 ComputeScore: Raw -277990.629053 + Penalty 2781.209303 = -275209.419750 Iteration 84Q: 3 clusters Score -275209.4 nChanged 0 ComputeScore: Raw -277990.629053 + Penalty 2781.209303 = -275209.419750 Iteration 85F: 3 clusters Score -275209.4 nChanged 0 Trying to split cluster 3 (11287 points) Assigned 2 initial classes randomly. ComputeScore: Raw -452058.363460 + Penalty 1516.353621 = -450542.009839 Iteration 0F: 2 clusters Score -450542 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -445611.168594 + Penalty 3032.707242 = -442578.461352 Iteration 0F: 3 clusters Score -442578.5 nChanged 4973 ComputeScore: Raw -448256.590771 + Penalty 3032.707242 = -445223.883528 Iteration 1F: 3 clusters Score -445223.9 nChanged 670 ComputeScore: Raw -448556.521580 + Penalty 3032.707242 = -445523.814338 Iteration 2F: 3 clusters Score -445523.8 nChanged 593 ComputeScore: Raw -448837.484729 + Penalty 3032.707242 = -445804.777486 Iteration 3F: 3 clusters Score -445804.8 nChanged 521 ComputeScore: Raw -449092.314852 + Penalty 3032.707242 = -446059.607610 Iteration 4Q: 3 clusters Score -446059.6 nChanged 481 ComputeScore: Raw -449357.168026 + Penalty 3032.707242 = -446324.460783 Iteration 5Q: 3 clusters Score -446324.5 nChanged 490 ComputeScore: Raw -449629.328863 + Penalty 3032.707242 = -446596.621621 Iteration 6Q: 3 clusters Score -446596.6 nChanged 476 ComputeScore: Raw -449904.617239 + Penalty 3032.707242 = -446871.909997 Iteration 7Q: 3 clusters Score -446871.9 nChanged 490 ComputeScore: Raw -450191.012029 + Penalty 3032.707242 = -447158.304787 Iteration 8Q: 3 clusters Score -447158.3 nChanged 478 ComputeScore: Raw -450448.945345 + Penalty 3032.707242 = -447416.238102 Iteration 9Q: 3 clusters Score -447416.2 nChanged 446 ComputeScore: Raw -450664.246333 + Penalty 3032.707242 = -447631.539090 Iteration 10Q: 3 clusters Score -447631.5 nChanged 369 ComputeScore: Raw -450838.167527 + Penalty 3032.707242 = -447805.460284 Iteration 11Q: 3 clusters Score -447805.5 nChanged 320 ComputeScore: Raw -450982.264469 + Penalty 3032.707242 = -447949.557227 Iteration 12Q: 3 clusters Score -447949.6 nChanged 287 ComputeScore: Raw -451109.088793 + Penalty 3032.707242 = -448076.381550 Iteration 13Q: 3 clusters Score -448076.4 nChanged 291 ComputeScore: Raw -451230.421436 + Penalty 3032.707242 = -448197.714193 Iteration 14Q: 3 clusters Score -448197.7 nChanged 246 ComputeScore: Raw -451329.917103 + Penalty 3032.707242 = -448297.209861 Iteration 15Q: 3 clusters Score -448297.2 nChanged 231 ComputeScore: Raw -451405.535024 + Penalty 3032.707242 = -448372.827781 Iteration 16Q: 3 clusters Score -448372.8 nChanged 169 ComputeScore: Raw -451458.859243 + Penalty 3032.707242 = -448426.152001 Iteration 17Q: 3 clusters Score -448426.2 nChanged 158 ComputeScore: Raw -451508.216788 + Penalty 3032.707242 = -448475.509545 Iteration 18Q: 3 clusters Score -448475.5 nChanged 151 ComputeScore: Raw -451558.110192 + Penalty 3032.707242 = -448525.402950 Iteration 19Q: 3 clusters Score -448525.4 nChanged 141 ComputeScore: Raw -451599.213423 + Penalty 3032.707242 = -448566.506181 Iteration 20F: 3 clusters Score -448566.5 nChanged 133 ComputeScore: Raw -451634.266702 + Penalty 3032.707242 = -448601.559459 Iteration 21Q: 3 clusters Score -448601.6 nChanged 133 ComputeScore: Raw -451669.788153 + Penalty 3032.707242 = -448637.080911 Iteration 22Q: 3 clusters Score -448637.1 nChanged 110 ComputeScore: Raw -451700.242061 + Penalty 3032.707242 = -448667.534818 Iteration 23Q: 3 clusters Score -448667.5 nChanged 105 ComputeScore: Raw -451730.718796 + Penalty 3032.707242 = -448698.011554 Iteration 24Q: 3 clusters Score -448698 nChanged 112 ComputeScore: Raw -451763.142366 + Penalty 3032.707242 = -448730.435123 Iteration 25Q: 3 clusters Score -448730.4 nChanged 112 ComputeScore: Raw -451795.693938 + Penalty 3032.707242 = -448762.986696 Iteration 26Q: 3 clusters Score -448763 nChanged 119 ComputeScore: Raw -451836.696943 + Penalty 3032.707242 = -448803.989701 Iteration 27Q: 3 clusters Score -448804 nChanged 119 ComputeScore: Raw -451880.252631 + Penalty 3032.707242 = -448847.545389 Iteration 28Q: 3 clusters Score -448847.5 nChanged 112 ComputeScore: Raw -451921.954007 + Penalty 3032.707242 = -448889.246765 Iteration 29Q: 3 clusters Score -448889.2 nChanged 141 ComputeScore: Raw -451985.027644 + Penalty 3032.707242 = -448952.320401 Iteration 30Q: 3 clusters Score -448952.3 nChanged 163 ComputeScore: Raw -452060.660426 + Penalty 3032.707242 = -449027.953183 Iteration 31Q: 3 clusters Score -449028 nChanged 135 ComputeScore: Raw -452126.320925 + Penalty 3032.707242 = -449093.613682 Iteration 32Q: 3 clusters Score -449093.6 nChanged 118 ComputeScore: Raw -452187.240929 + Penalty 3032.707242 = -449154.533686 Iteration 33Q: 3 clusters Score -449154.5 nChanged 122 ComputeScore: Raw -452268.524089 + Penalty 3032.707242 = -449235.816847 Iteration 34Q: 3 clusters Score -449235.8 nChanged 112 ComputeScore: Raw -452345.257796 + Penalty 3032.707242 = -449312.550554 Iteration 35Q: 3 clusters Score -449312.6 nChanged 99 ComputeScore: Raw -452417.696229 + Penalty 3032.707242 = -449384.988986 Iteration 36Q: 3 clusters Score -449385 nChanged 74 ComputeScore: Raw -452468.368493 + Penalty 3032.707242 = -449435.661250 Iteration 37Q: 3 clusters Score -449435.7 nChanged 64 ComputeScore: Raw -452512.774016 + Penalty 3032.707242 = -449480.066773 Iteration 38Q: 3 clusters Score -449480.1 nChanged 49 ComputeScore: Raw -452542.804979 + Penalty 3032.707242 = -449510.097736 Iteration 39Q: 3 clusters Score -449510.1 nChanged 34 ComputeScore: Raw -452562.910882 + Penalty 3032.707242 = -449530.203640 Iteration 40F: 3 clusters Score -449530.2 nChanged 27 ComputeScore: Raw -452579.280883 + Penalty 3032.707242 = -449546.573641 Iteration 41Q: 3 clusters Score -449546.6 nChanged 21 ComputeScore: Raw -452588.714781 + Penalty 3032.707242 = -449556.007538 Iteration 42Q: 3 clusters Score -449556 nChanged 10 ComputeScore: Raw -452593.430750 + Penalty 3032.707242 = -449560.723508 Iteration 43Q: 3 clusters Score -449560.7 nChanged 11 ComputeScore: Raw -452598.355778 + Penalty 3032.707242 = -449565.648536 Iteration 44Q: 3 clusters Score -449565.6 nChanged 8 ComputeScore: Raw -452602.378950 + Penalty 3032.707242 = -449569.671707 Iteration 45Q: 3 clusters Score -449569.7 nChanged 8 ComputeScore: Raw -452605.928965 + Penalty 3032.707242 = -449573.221722 Iteration 46Q: 3 clusters Score -449573.2 nChanged 6 ComputeScore: Raw -452608.243144 + Penalty 3032.707242 = -449575.535902 Iteration 47Q: 3 clusters Score -449575.5 nChanged 4 ComputeScore: Raw -452610.016999 + Penalty 3032.707242 = -449577.309757 Iteration 48Q: 3 clusters Score -449577.3 nChanged 5 ComputeScore: Raw -452612.405126 + Penalty 3032.707242 = -449579.697883 Iteration 49Q: 3 clusters Score -449579.7 nChanged 4 ComputeScore: Raw -452614.056639 + Penalty 3032.707242 = -449581.349397 Iteration 50Q: 3 clusters Score -449581.3 nChanged 3 ComputeScore: Raw -452615.126178 + Penalty 3032.707242 = -449582.418935 Iteration 51Q: 3 clusters Score -449582.4 nChanged 5 ComputeScore: Raw -452616.735563 + Penalty 3032.707242 = -449584.028320 Iteration 52Q: 3 clusters Score -449584 nChanged 3 ComputeScore: Raw -452619.663325 + Penalty 3032.707242 = -449586.956083 Iteration 53Q: 3 clusters Score -449587 nChanged 3 ComputeScore: Raw -452621.775969 + Penalty 3032.707242 = -449589.068726 Iteration 54Q: 3 clusters Score -449589.1 nChanged 4 ComputeScore: Raw -452624.062427 + Penalty 3032.707242 = -449591.355185 Iteration 55Q: 3 clusters Score -449591.4 nChanged 2 ComputeScore: Raw -452625.123978 + Penalty 3032.707242 = -449592.416736 Iteration 56Q: 3 clusters Score -449592.4 nChanged 3 ComputeScore: Raw -452625.868003 + Penalty 3032.707242 = -449593.160761 Iteration 57Q: 3 clusters Score -449593.2 nChanged 2 ComputeScore: Raw -452627.069662 + Penalty 3032.707242 = -449594.362419 Iteration 58Q: 3 clusters Score -449594.4 nChanged 4 ComputeScore: Raw -452628.642065 + Penalty 3032.707242 = -449595.934822 Iteration 59Q: 3 clusters Score -449595.9 nChanged 3 ComputeScore: Raw -452629.337112 + Penalty 3032.707242 = -449596.629870 Iteration 60F: 3 clusters Score -449596.6 nChanged 3 ComputeScore: Raw -452631.203112 + Penalty 3032.707242 = -449598.495869 Iteration 61Q: 3 clusters Score -449598.5 nChanged 5 ComputeScore: Raw -452633.444247 + Penalty 3032.707242 = -449600.737005 Iteration 62Q: 3 clusters Score -449600.7 nChanged 4 ComputeScore: Raw -452635.930984 + Penalty 3032.707242 = -449603.223742 Iteration 63Q: 3 clusters Score -449603.2 nChanged 1 ComputeScore: Raw -452636.020215 + Penalty 3032.707242 = -449603.312972 Iteration 64Q: 3 clusters Score -449603.3 nChanged 1 ComputeScore: Raw -452636.082068 + Penalty 3032.707242 = -449603.374825 Iteration 65Q: 3 clusters Score -449603.4 nChanged 0 ComputeScore: Raw -452636.082068 + Penalty 3032.707242 = -449603.374825 Iteration 66F: 3 clusters Score -449603.4 nChanged 0 Trying to split cluster 4 (177399 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7722348.833307 + Penalty 1964.000466 = -7720384.832842 Iteration 0F: 2 clusters Score -7720385 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7604785.586974 + Penalty 3928.000931 = -7600857.586043 Iteration 0F: 3 clusters Score -7600858 nChanged 86007 ComputeScore: Raw -7657086.078650 + Penalty 3928.000931 = -7653158.077719 Iteration 1F: 3 clusters Score -7653158 nChanged 6263 ComputeScore: Raw -7658993.919574 + Penalty 3928.000931 = -7655065.918643 Iteration 2Q: 3 clusters Score -7655066 nChanged 6840 ComputeScore: Raw -7661435.030992 + Penalty 3928.000931 = -7657507.030060 Iteration 3Q: 3 clusters Score -7657507 nChanged 7569 ComputeScore: Raw -7664600.686024 + Penalty 3928.000931 = -7660672.685092 Iteration 4Q: 3 clusters Score -7660673 nChanged 8341 ComputeScore: Raw -7668467.746162 + Penalty 3928.000931 = -7664539.745230 Iteration 5Q: 3 clusters Score -7664540 nChanged 8981 ComputeScore: Raw -7673009.634332 + Penalty 3928.000931 = -7669081.633401 Iteration 6F: 3 clusters Score -7669082 nChanged 9350 ComputeScore: Raw -7678179.306889 + Penalty 3928.000931 = -7674251.305957 Iteration 7F: 3 clusters Score -7674251 nChanged 9677 ComputeScore: Raw -7683627.103583 + Penalty 3928.000931 = -7679699.102651 Iteration 8F: 3 clusters Score -7679699 nChanged 9084 ComputeScore: Raw -7688599.527897 + Penalty 3928.000931 = -7684671.526966 Iteration 9F: 3 clusters Score -7684672 nChanged 8109 ComputeScore: Raw -7692591.933581 + Penalty 3928.000931 = -7688663.932650 Iteration 10Q: 3 clusters Score -7688664 nChanged 6635 ComputeScore: Raw -7695236.681914 + Penalty 3928.000931 = -7691308.680983 Iteration 11Q: 3 clusters Score -7691309 nChanged 5052 ComputeScore: Raw -7696936.267728 + Penalty 3928.000931 = -7693008.266797 Iteration 12Q: 3 clusters Score -7693008 nChanged 4037 ComputeScore: Raw -7698217.411143 + Penalty 3928.000931 = -7694289.410211 Iteration 13Q: 3 clusters Score -7694289 nChanged 3687 ComputeScore: Raw -7699466.909059 + Penalty 3928.000931 = -7695538.908128 Iteration 14Q: 3 clusters Score -7695539 nChanged 3686 ComputeScore: Raw -7700791.292704 + Penalty 3928.000931 = -7696863.291773 Iteration 15Q: 3 clusters Score -7696863 nChanged 3827 ComputeScore: Raw -7702293.930088 + Penalty 3928.000931 = -7698365.929156 Iteration 16Q: 3 clusters Score -7698366 nChanged 3896 ComputeScore: Raw -7703955.906478 + Penalty 3928.000931 = -7700027.905546 Iteration 17Q: 3 clusters Score -7700028 nChanged 3972 ComputeScore: Raw -7705807.605943 + Penalty 3928.000931 = -7701879.605012 Iteration 18Q: 3 clusters Score -7701880 nChanged 4037 ComputeScore: Raw -7707872.218704 + Penalty 3928.000931 = -7703944.217773 Iteration 19Q: 3 clusters Score -7703944 nChanged 3964 ComputeScore: Raw -7710063.627033 + Penalty 3928.000931 = -7706135.626101 Iteration 20F: 3 clusters Score -7706136 nChanged 3732 ComputeScore: Raw -7712243.524583 + Penalty 3928.000931 = -7708315.523652 Iteration 21Q: 3 clusters Score -7708316 nChanged 3365 ComputeScore: Raw -7714278.866307 + Penalty 3928.000931 = -7710350.865376 Iteration 22Q: 3 clusters Score -7710351 nChanged 2916 ComputeScore: Raw -7716116.917467 + Penalty 3928.000931 = -7712188.916536 Iteration 23Q: 3 clusters Score -7712189 nChanged 2513 ComputeScore: Raw -7717756.708264 + Penalty 3928.000931 = -7713828.707332 Iteration 24Q: 3 clusters Score -7713829 nChanged 2065 ComputeScore: Raw -7719130.506249 + Penalty 3928.000931 = -7715202.505317 Iteration 25Q: 3 clusters Score -7715203 nChanged 1614 ComputeScore: Raw -7720216.857017 + Penalty 3928.000931 = -7716288.856086 Iteration 26Q: 3 clusters Score -7716289 nChanged 1215 ComputeScore: Raw -7721008.467142 + Penalty 3928.000931 = -7717080.466210 Iteration 27Q: 3 clusters Score -7717080 nChanged 802 ComputeScore: Raw -7721468.230408 + Penalty 3928.000931 = -7717540.229477 Iteration 28Q: 3 clusters Score -7717540 nChanged 583 ComputeScore: Raw -7721794.391858 + Penalty 3928.000931 = -7717866.390927 Iteration 29Q: 3 clusters Score -7717866 nChanged 417 ComputeScore: Raw -7722025.276462 + Penalty 3928.000931 = -7718097.275531 Iteration 30Q: 3 clusters Score -7718097 nChanged 328 ComputeScore: Raw -7722195.417779 + Penalty 3928.000931 = -7718267.416848 Iteration 31Q: 3 clusters Score -7718267 nChanged 229 ComputeScore: Raw -7722307.537981 + Penalty 3928.000931 = -7718379.537050 Iteration 32Q: 3 clusters Score -7718380 nChanged 158 ComputeScore: Raw -7722377.915129 + Penalty 3928.000931 = -7718449.914197 Iteration 33Q: 3 clusters Score -7718450 nChanged 125 ComputeScore: Raw -7722433.618011 + Penalty 3928.000931 = -7718505.617080 Iteration 34Q: 3 clusters Score -7718506 nChanged 94 ComputeScore: Raw -7722474.058829 + Penalty 3928.000931 = -7718546.057897 Iteration 35Q: 3 clusters Score -7718546 nChanged 83 ComputeScore: Raw -7722508.082550 + Penalty 3928.000931 = -7718580.081618 Iteration 36Q: 3 clusters Score -7718580 nChanged 56 ComputeScore: Raw -7722533.733903 + Penalty 3928.000931 = -7718605.732971 Iteration 37Q: 3 clusters Score -7718606 nChanged 51 ComputeScore: Raw -7722552.655656 + Penalty 3928.000931 = -7718624.654725 Iteration 38Q: 3 clusters Score -7718625 nChanged 44 ComputeScore: Raw -7722570.206293 + Penalty 3928.000931 = -7718642.205362 Iteration 39Q: 3 clusters Score -7718642 nChanged 40 ComputeScore: Raw -7722584.583426 + Penalty 3928.000931 = -7718656.582494 Iteration 40F: 3 clusters Score -7718657 nChanged 22 ComputeScore: Raw -7722593.279830 + Penalty 3928.000931 = -7718665.278898 Iteration 41Q: 3 clusters Score -7718665 nChanged 22 ComputeScore: Raw -7722602.392204 + Penalty 3928.000931 = -7718674.391273 Iteration 42Q: 3 clusters Score -7718674 nChanged 11 ComputeScore: Raw -7722606.090640 + Penalty 3928.000931 = -7718678.089709 Iteration 43Q: 3 clusters Score -7718678 nChanged 12 ComputeScore: Raw -7722610.027397 + Penalty 3928.000931 = -7718682.026466 Iteration 44Q: 3 clusters Score -7718682 nChanged 11 ComputeScore: Raw -7722614.216719 + Penalty 3928.000931 = -7718686.215788 Iteration 45Q: 3 clusters Score -7718686 nChanged 11 ComputeScore: Raw -7722618.119072 + Penalty 3928.000931 = -7718690.118141 Iteration 46Q: 3 clusters Score -7718690 nChanged 13 ComputeScore: Raw -7722622.362146 + Penalty 3928.000931 = -7718694.361214 Iteration 47Q: 3 clusters Score -7718694 nChanged 10 ComputeScore: Raw -7722625.599183 + Penalty 3928.000931 = -7718697.598252 Iteration 48Q: 3 clusters Score -7718698 nChanged 6 ComputeScore: Raw -7722627.295986 + Penalty 3928.000931 = -7718699.295055 Iteration 49Q: 3 clusters Score -7718699 nChanged 6 ComputeScore: Raw -7722629.061816 + Penalty 3928.000931 = -7718701.060884 Iteration 50Q: 3 clusters Score -7718701 nChanged 5 ComputeScore: Raw -7722630.653319 + Penalty 3928.000931 = -7718702.652388 Iteration 51Q: 3 clusters Score -7718703 nChanged 7 ComputeScore: Raw -7722632.802213 + Penalty 3928.000931 = -7718704.801282 Iteration 52Q: 3 clusters Score -7718705 nChanged 5 ComputeScore: Raw -7722634.305398 + Penalty 3928.000931 = -7718706.304467 Iteration 53Q: 3 clusters Score -7718706 nChanged 9 ComputeScore: Raw -7722637.392717 + Penalty 3928.000931 = -7718709.391786 Iteration 54Q: 3 clusters Score -7718709 nChanged 10 ComputeScore: Raw -7722641.933302 + Penalty 3928.000931 = -7718713.932371 Iteration 55Q: 3 clusters Score -7718714 nChanged 8 ComputeScore: Raw -7722645.613636 + Penalty 3928.000931 = -7718717.612704 Iteration 56Q: 3 clusters Score -7718718 nChanged 6 ComputeScore: Raw -7722647.823994 + Penalty 3928.000931 = -7718719.823063 Iteration 57Q: 3 clusters Score -7718720 nChanged 7 ComputeScore: Raw -7722649.562985 + Penalty 3928.000931 = -7718721.562054 Iteration 58Q: 3 clusters Score -7718722 nChanged 1 ComputeScore: Raw -7722649.639400 + Penalty 3928.000931 = -7718721.638468 Iteration 59Q: 3 clusters Score -7718722 nChanged 1 ComputeScore: Raw -7722649.819127 + Penalty 3928.000931 = -7718721.818195 Iteration 60F: 3 clusters Score -7718722 nChanged 2 ComputeScore: Raw -7722650.007514 + Penalty 3928.000931 = -7718722.006583 Iteration 61Q: 3 clusters Score -7718722 nChanged 0 ComputeScore: Raw -7722650.007514 + Penalty 3928.000931 = -7718722.006583 Iteration 62F: 3 clusters Score -7718722 nChanged 0 Trying to split cluster 5 (23341 points) Assigned 2 initial classes randomly. ComputeScore: Raw -942447.481798 + Penalty 1634.419597 = -940813.062201 Iteration 0F: 2 clusters Score -940813.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -928364.919239 + Penalty 3268.839194 = -925096.080046 Iteration 0F: 3 clusters Score -925096.1 nChanged 10582 ComputeScore: Raw -934206.544071 + Penalty 3268.839194 = -930937.704878 Iteration 1F: 3 clusters Score -930937.7 nChanged 1334 ComputeScore: Raw -934828.324981 + Penalty 3268.839194 = -931559.485788 Iteration 2F: 3 clusters Score -931559.5 nChanged 1432 ComputeScore: Raw -935640.116825 + Penalty 3268.839194 = -932371.277631 Iteration 3F: 3 clusters Score -932371.3 nChanged 1623 ComputeScore: Raw -936768.898718 + Penalty 3268.839194 = -933500.059524 Iteration 4F: 3 clusters Score -933500.1 nChanged 1795 ComputeScore: Raw -938204.896539 + Penalty 3268.839194 = -934936.057345 Iteration 5F: 3 clusters Score -934936.1 nChanged 1696 ComputeScore: Raw -939592.269720 + Penalty 3268.839194 = -936323.430526 Iteration 6F: 3 clusters Score -936323.4 nChanged 1357 ComputeScore: Raw -940682.446951 + Penalty 3268.839194 = -937413.607758 Iteration 7F: 3 clusters Score -937413.6 nChanged 1006 ComputeScore: Raw -941506.480281 + Penalty 3268.839194 = -938237.641088 Iteration 8Q: 3 clusters Score -938237.6 nChanged 744 ComputeScore: Raw -942100.389541 + Penalty 3268.839194 = -938831.550348 Iteration 9Q: 3 clusters Score -938831.6 nChanged 460 ComputeScore: Raw -942442.640971 + Penalty 3268.839194 = -939173.801777 Iteration 10Q: 3 clusters Score -939173.8 nChanged 274 ComputeScore: Raw -942625.306908 + Penalty 3268.839194 = -939356.467714 Iteration 11Q: 3 clusters Score -939356.5 nChanged 170 ComputeScore: Raw -942742.134454 + Penalty 3268.839194 = -939473.295260 Iteration 12Q: 3 clusters Score -939473.3 nChanged 110 ComputeScore: Raw -942819.623042 + Penalty 3268.839194 = -939550.783848 Iteration 13Q: 3 clusters Score -939550.8 nChanged 85 ComputeScore: Raw -942873.212431 + Penalty 3268.839194 = -939604.373237 Iteration 14Q: 3 clusters Score -939604.4 nChanged 48 ComputeScore: Raw -942901.556003 + Penalty 3268.839194 = -939632.716809 Iteration 15Q: 3 clusters Score -939632.7 nChanged 35 ComputeScore: Raw -942925.902632 + Penalty 3268.839194 = -939657.063438 Iteration 16Q: 3 clusters Score -939657.1 nChanged 26 ComputeScore: Raw -942939.364849 + Penalty 3268.839194 = -939670.525656 Iteration 17Q: 3 clusters Score -939670.5 nChanged 13 ComputeScore: Raw -942945.581537 + Penalty 3268.839194 = -939676.742344 Iteration 18Q: 3 clusters Score -939676.7 nChanged 11 ComputeScore: Raw -942949.838026 + Penalty 3268.839194 = -939680.998832 Iteration 19Q: 3 clusters Score -939681 nChanged 6 ComputeScore: Raw -942953.582422 + Penalty 3268.839194 = -939684.743229 Iteration 20F: 3 clusters Score -939684.7 nChanged 8 ComputeScore: Raw -942958.653463 + Penalty 3268.839194 = -939689.814270 Iteration 21Q: 3 clusters Score -939689.8 nChanged 3 ComputeScore: Raw -942960.341347 + Penalty 3268.839194 = -939691.502153 Iteration 22Q: 3 clusters Score -939691.5 nChanged 3 ComputeScore: Raw -942963.013054 + Penalty 3268.839194 = -939694.173861 Iteration 23Q: 3 clusters Score -939694.2 nChanged 5 ComputeScore: Raw -942965.207558 + Penalty 3268.839194 = -939696.368365 Iteration 24Q: 3 clusters Score -939696.4 nChanged 3 ComputeScore: Raw -942966.691979 + Penalty 3268.839194 = -939697.852785 Iteration 25Q: 3 clusters Score -939697.9 nChanged 5 ComputeScore: Raw -942969.332197 + Penalty 3268.839194 = -939700.493003 Iteration 26Q: 3 clusters Score -939700.5 nChanged 6 ComputeScore: Raw -942971.552073 + Penalty 3268.839194 = -939702.712879 Iteration 27Q: 3 clusters Score -939702.7 nChanged 3 ComputeScore: Raw -942972.993600 + Penalty 3268.839194 = -939704.154407 Iteration 28Q: 3 clusters Score -939704.2 nChanged 1 ComputeScore: Raw -942973.300304 + Penalty 3268.839194 = -939704.461110 Iteration 29Q: 3 clusters Score -939704.5 nChanged 2 ComputeScore: Raw -942974.225623 + Penalty 3268.839194 = -939705.386429 Iteration 30Q: 3 clusters Score -939705.4 nChanged 1 ComputeScore: Raw -942974.361504 + Penalty 3268.839194 = -939705.522310 Iteration 31Q: 3 clusters Score -939705.5 nChanged 1 ComputeScore: Raw -942974.980440 + Penalty 3268.839194 = -939706.141246 Iteration 32Q: 3 clusters Score -939706.1 nChanged 1 ComputeScore: Raw -942975.423345 + Penalty 3268.839194 = -939706.584151 Iteration 33Q: 3 clusters Score -939706.6 nChanged 2 ComputeScore: Raw -942976.976499 + Penalty 3268.839194 = -939708.137306 Iteration 34Q: 3 clusters Score -939708.1 nChanged 1 ComputeScore: Raw -942977.304010 + Penalty 3268.839194 = -939708.464817 Iteration 35Q: 3 clusters Score -939708.5 nChanged 1 ComputeScore: Raw -942977.848830 + Penalty 3268.839194 = -939709.009637 Iteration 36Q: 3 clusters Score -939709 nChanged 0 ComputeScore: Raw -942977.848830 + Penalty 3268.839194 = -939709.009637 Iteration 37F: 3 clusters Score -939709 nChanged 0 Trying to split cluster 6 (3828 points) Assigned 2 initial classes randomly. ComputeScore: Raw -152398.173796 + Penalty 1340.640885 = -151057.532911 Iteration 0F: 2 clusters Score -151057.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -150493.221191 + Penalty 2681.281770 = -147811.939421 Iteration 0F: 3 clusters Score -147811.9 nChanged 1486 ComputeScore: Raw -151368.451953 + Penalty 2681.281770 = -148687.170183 Iteration 1F: 3 clusters Score -148687.2 nChanged 303 ComputeScore: Raw -151566.297354 + Penalty 2681.281770 = -148885.015584 Iteration 2F: 3 clusters Score -148885 nChanged 233 ComputeScore: Raw -151754.476527 + Penalty 2681.281770 = -149073.194757 Iteration 3F: 3 clusters Score -149073.2 nChanged 232 ComputeScore: Raw -151954.270019 + Penalty 2681.281770 = -149272.988249 Iteration 4F: 3 clusters Score -149273 nChanged 220 ComputeScore: Raw -152113.425457 + Penalty 2681.281770 = -149432.143687 Iteration 5F: 3 clusters Score -149432.1 nChanged 176 ComputeScore: Raw -152251.315122 + Penalty 2681.281770 = -149570.033353 Iteration 6Q: 3 clusters Score -149570 nChanged 153 ComputeScore: Raw -152363.780468 + Penalty 2681.281770 = -149682.498698 Iteration 7Q: 3 clusters Score -149682.5 nChanged 124 ComputeScore: Raw -152461.660163 + Penalty 2681.281770 = -149780.378394 Iteration 8Q: 3 clusters Score -149780.4 nChanged 100 ComputeScore: Raw -152525.102135 + Penalty 2681.281770 = -149843.820366 Iteration 9Q: 3 clusters Score -149843.8 nChanged 70 ComputeScore: Raw -152565.985705 + Penalty 2681.281770 = -149884.703935 Iteration 10Q: 3 clusters Score -149884.7 nChanged 67 ComputeScore: Raw -152597.154414 + Penalty 2681.281770 = -149915.872645 Iteration 11Q: 3 clusters Score -149915.9 nChanged 47 ComputeScore: Raw -152616.040969 + Penalty 2681.281770 = -149934.759200 Iteration 12Q: 3 clusters Score -149934.8 nChanged 33 ComputeScore: Raw -152628.988247 + Penalty 2681.281770 = -149947.706477 Iteration 13Q: 3 clusters Score -149947.7 nChanged 16 ComputeScore: Raw -152635.212850 + Penalty 2681.281770 = -149953.931080 Iteration 14Q: 3 clusters Score -149953.9 nChanged 16 ComputeScore: Raw -152641.189339 + Penalty 2681.281770 = -149959.907569 Iteration 15Q: 3 clusters Score -149959.9 nChanged 20 ComputeScore: Raw -152648.733593 + Penalty 2681.281770 = -149967.451823 Iteration 16Q: 3 clusters Score -149967.5 nChanged 19 ComputeScore: Raw -152655.149970 + Penalty 2681.281770 = -149973.868200 Iteration 17Q: 3 clusters Score -149973.9 nChanged 12 ComputeScore: Raw -152657.992865 + Penalty 2681.281770 = -149976.711095 Iteration 18Q: 3 clusters Score -149976.7 nChanged 8 ComputeScore: Raw -152661.349142 + Penalty 2681.281770 = -149980.067372 Iteration 19Q: 3 clusters Score -149980.1 nChanged 12 ComputeScore: Raw -152666.370660 + Penalty 2681.281770 = -149985.088891 Iteration 20F: 3 clusters Score -149985.1 nChanged 11 ComputeScore: Raw -152669.154339 + Penalty 2681.281770 = -149987.872570 Iteration 21Q: 3 clusters Score -149987.9 nChanged 7 ComputeScore: Raw -152670.656405 + Penalty 2681.281770 = -149989.374636 Iteration 22Q: 3 clusters Score -149989.4 nChanged 10 ComputeScore: Raw -152673.253681 + Penalty 2681.281770 = -149991.971912 Iteration 23Q: 3 clusters Score -149992 nChanged 8 ComputeScore: Raw -152675.500900 + Penalty 2681.281770 = -149994.219131 Iteration 24Q: 3 clusters Score -149994.2 nChanged 4 ComputeScore: Raw -152676.305274 + Penalty 2681.281770 = -149995.023504 Iteration 25Q: 3 clusters Score -149995 nChanged 6 ComputeScore: Raw -152677.690324 + Penalty 2681.281770 = -149996.408554 Iteration 26Q: 3 clusters Score -149996.4 nChanged 6 ComputeScore: Raw -152678.896454 + Penalty 2681.281770 = -149997.614685 Iteration 27Q: 3 clusters Score -149997.6 nChanged 3 ComputeScore: Raw -152680.504843 + Penalty 2681.281770 = -149999.223073 Iteration 28Q: 3 clusters Score -149999.2 nChanged 3 ComputeScore: Raw -152681.263495 + Penalty 2681.281770 = -149999.981726 Iteration 29Q: 3 clusters Score -150000 nChanged 3 ComputeScore: Raw -152681.690862 + Penalty 2681.281770 = -150000.409093 Iteration 30Q: 3 clusters Score -150000.4 nChanged 6 ComputeScore: Raw -152682.787550 + Penalty 2681.281770 = -150001.505780 Iteration 31Q: 3 clusters Score -150001.5 nChanged 2 ComputeScore: Raw -152682.995643 + Penalty 2681.281770 = -150001.713873 Iteration 32Q: 3 clusters Score -150001.7 nChanged 3 ComputeScore: Raw -152683.316995 + Penalty 2681.281770 = -150002.035226 Iteration 33Q: 3 clusters Score -150002 nChanged 4 ComputeScore: Raw -152683.974125 + Penalty 2681.281770 = -150002.692356 Iteration 34Q: 3 clusters Score -150002.7 nChanged 3 ComputeScore: Raw -152684.693386 + Penalty 2681.281770 = -150003.411616 Iteration 35Q: 3 clusters Score -150003.4 nChanged 4 ComputeScore: Raw -152685.737630 + Penalty 2681.281770 = -150004.455860 Iteration 36Q: 3 clusters Score -150004.5 nChanged 4 ComputeScore: Raw -152686.966408 + Penalty 2681.281770 = -150005.684639 Iteration 37Q: 3 clusters Score -150005.7 nChanged 4 ComputeScore: Raw -152687.654309 + Penalty 2681.281770 = -150006.372540 Iteration 38Q: 3 clusters Score -150006.4 nChanged 3 ComputeScore: Raw -152688.313058 + Penalty 2681.281770 = -150007.031288 Iteration 39Q: 3 clusters Score -150007 nChanged 3 ComputeScore: Raw -152688.826865 + Penalty 2681.281770 = -150007.545096 Iteration 40F: 3 clusters Score -150007.5 nChanged 4 ComputeScore: Raw -152689.356551 + Penalty 2681.281770 = -150008.074781 Iteration 41Q: 3 clusters Score -150008.1 nChanged 3 ComputeScore: Raw -152689.911872 + Penalty 2681.281770 = -150008.630102 Iteration 42Q: 3 clusters Score -150008.6 nChanged 2 ComputeScore: Raw -152690.154105 + Penalty 2681.281770 = -150008.872336 Iteration 43Q: 3 clusters Score -150008.9 nChanged 0 ComputeScore: Raw -152690.154105 + Penalty 2681.281770 = -150008.872336 Iteration 44F: 3 clusters Score -150008.9 nChanged 0 ConsiderDeletion: ComputeScore: Raw -10379570.663897 + Penalty 12122.350821 = -10367448.313076Iteration 199Q: 7 clusters Score -1.036745e+07 nChanged 1 ConsiderDeletion: ComputeScore: Raw -10379570.627154 + Penalty 12122.350821 = -10367448.276333Iteration 200F: 7 clusters Score -1.036745e+07 nChanged 1 ConsiderDeletion: ComputeScore: Raw -10379570.841190 + Penalty 12122.350821 = -10367448.490369Iteration 201F: 7 clusters Score -1.036745e+07 nChanged 1 ConsiderDeletion: ComputeScore: Raw -10379570.816814 + Penalty 12122.350821 = -10367448.465993Iteration 202Q: 7 clusters Score -1.036745e+07 nChanged 1 ConsiderDeletion: ComputeScore: Raw -10379570.759206 + Penalty 12122.350821 = -10367448.408385Iteration 203F: 7 clusters Score -1.036745e+07 nChanged 3 ConsiderDeletion: ComputeScore: Raw -10379570.897423 + Penalty 12122.350821 = -10367448.546602Iteration 204F: 7 clusters Score -1.036745e+07 nChanged 6 ConsiderDeletion: ComputeScore: Raw -10379570.719184 + Penalty 12122.350821 = -10367448.368363Iteration 205Q: 7 clusters Score -1.036745e+07 nChanged 3 ConsiderDeletion: ComputeScore: Raw -10379570.914096 + Penalty 12122.350821 = -10367448.563275Iteration 206F: 7 clusters Score -1.036745e+07 nChanged 2 ConsiderDeletion: ComputeScore: Raw -10379570.898114 + Penalty 12122.350821 = -10367448.547292Iteration 207Q: 7 clusters Score -1.036745e+07 nChanged 1 ConsiderDeletion: ComputeScore: Raw -10379570.887294 + Penalty 12122.350821 = -10367448.536473Iteration 208F: 7 clusters Score -1.036745e+07 nChanged 0 ComputeScore: Raw -10379570.887294 + Penalty 12122.350821 = -10367448.536473Trying to split cluster 1 (29950 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1085017.697457 + Penalty 1674.933748 = -1083342.763709 Iteration 0F: 2 clusters Score -1083343 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1066384.887925 + Penalty 3349.867496 = -1063035.020429 Iteration 0F: 3 clusters Score -1063035 nChanged 13907 ComputeScore: Raw -1074263.930882 + Penalty 3349.867496 = -1070914.063386 Iteration 1F: 3 clusters Score -1070914 nChanged 1613 ComputeScore: Raw -1074973.914046 + Penalty 3349.867496 = -1071624.046550 Iteration 2F: 3 clusters Score -1071624 nChanged 1649 ComputeScore: Raw -1075865.516360 + Penalty 3349.867496 = -1072515.648864 Iteration 3F: 3 clusters Score -1072516 nChanged 1777 ComputeScore: Raw -1076890.296807 + Penalty 3349.867496 = -1073540.429311 Iteration 4F: 3 clusters Score -1073540 nChanged 1839 ComputeScore: Raw -1077987.923683 + Penalty 3349.867496 = -1074638.056186 Iteration 5F: 3 clusters Score -1074638 nChanged 1871 ComputeScore: Raw -1079139.192355 + Penalty 3349.867496 = -1075789.324859 Iteration 6F: 3 clusters Score -1075789 nChanged 1774 ComputeScore: Raw -1080247.572270 + Penalty 3349.867496 = -1076897.704774 Iteration 7F: 3 clusters Score -1076898 nChanged 1594 ComputeScore: Raw -1081242.777051 + Penalty 3349.867496 = -1077892.909555 Iteration 8F: 3 clusters Score -1077893 nChanged 1422 ComputeScore: Raw -1082113.326243 + Penalty 3349.867496 = -1078763.458747 Iteration 9Q: 3 clusters Score -1078763 nChanged 1174 ComputeScore: Raw -1082733.906646 + Penalty 3349.867496 = -1079384.039150 Iteration 10Q: 3 clusters Score -1079384 nChanged 924 ComputeScore: Raw -1083161.610540 + Penalty 3349.867496 = -1079811.743044 Iteration 11Q: 3 clusters Score -1079812 nChanged 709 ComputeScore: Raw -1083432.945291 + Penalty 3349.867496 = -1080083.077795 Iteration 12Q: 3 clusters Score -1080083 nChanged 578 ComputeScore: Raw -1083619.089654 + Penalty 3349.867496 = -1080269.222158 Iteration 13Q: 3 clusters Score -1080269 nChanged 477 ComputeScore: Raw -1083752.245106 + Penalty 3349.867496 = -1080402.377610 Iteration 14Q: 3 clusters Score -1080402 nChanged 377 ComputeScore: Raw -1083851.604802 + Penalty 3349.867496 = -1080501.737306 Iteration 15Q: 3 clusters Score -1080502 nChanged 338 ComputeScore: Raw -1083927.504571 + Penalty 3349.867496 = -1080577.637075 Iteration 16Q: 3 clusters Score -1080578 nChanged 275 ComputeScore: Raw -1083976.382142 + Penalty 3349.867496 = -1080626.514646 Iteration 17Q: 3 clusters Score -1080627 nChanged 207 ComputeScore: Raw -1084008.124355 + Penalty 3349.867496 = -1080658.256858 Iteration 18Q: 3 clusters Score -1080658 nChanged 186 ComputeScore: Raw -1084036.197680 + Penalty 3349.867496 = -1080686.330184 Iteration 19Q: 3 clusters Score -1080686 nChanged 155 ComputeScore: Raw -1084054.208668 + Penalty 3349.867496 = -1080704.341172 Iteration 20F: 3 clusters Score -1080704 nChanged 115 ComputeScore: Raw -1084066.147354 + Penalty 3349.867496 = -1080716.279858 Iteration 21Q: 3 clusters Score -1080716 nChanged 117 ComputeScore: Raw -1084078.142214 + Penalty 3349.867496 = -1080728.274718 Iteration 22Q: 3 clusters Score -1080728 nChanged 99 ComputeScore: Raw -1084088.874633 + Penalty 3349.867496 = -1080739.007137 Iteration 23Q: 3 clusters Score -1080739 nChanged 90 ComputeScore: Raw -1084096.953425 + Penalty 3349.867496 = -1080747.085929 Iteration 24Q: 3 clusters Score -1080747 nChanged 76 ComputeScore: Raw -1084103.241819 + Penalty 3349.867496 = -1080753.374323 Iteration 25Q: 3 clusters Score -1080753 nChanged 75 ComputeScore: Raw -1084110.435047 + Penalty 3349.867496 = -1080760.567551 Iteration 26Q: 3 clusters Score -1080761 nChanged 69 ComputeScore: Raw -1084116.544547 + Penalty 3349.867496 = -1080766.677051 Iteration 27Q: 3 clusters Score -1080767 nChanged 66 ComputeScore: Raw -1084123.449481 + Penalty 3349.867496 = -1080773.581984 Iteration 28Q: 3 clusters Score -1080774 nChanged 82 ComputeScore: Raw -1084132.413209 + Penalty 3349.867496 = -1080782.545713 Iteration 29Q: 3 clusters Score -1080783 nChanged 83 ComputeScore: Raw -1084140.428894 + Penalty 3349.867496 = -1080790.561398 Iteration 30Q: 3 clusters Score -1080791 nChanged 81 ComputeScore: Raw -1084147.959903 + Penalty 3349.867496 = -1080798.092407 Iteration 31Q: 3 clusters Score -1080798 nChanged 94 ComputeScore: Raw -1084157.215514 + Penalty 3349.867496 = -1080807.348018 Iteration 32Q: 3 clusters Score -1080807 nChanged 80 ComputeScore: Raw -1084164.120650 + Penalty 3349.867496 = -1080814.253154 Iteration 33Q: 3 clusters Score -1080814 nChanged 62 ComputeScore: Raw -1084168.286497 + Penalty 3349.867496 = -1080818.419000 Iteration 34Q: 3 clusters Score -1080818 nChanged 47 ComputeScore: Raw -1084171.019352 + Penalty 3349.867496 = -1080821.151856 Iteration 35Q: 3 clusters Score -1080821 nChanged 45 ComputeScore: Raw -1084174.041116 + Penalty 3349.867496 = -1080824.173620 Iteration 36Q: 3 clusters Score -1080824 nChanged 33 ComputeScore: Raw -1084176.125375 + Penalty 3349.867496 = -1080826.257879 Iteration 37Q: 3 clusters Score -1080826 nChanged 33 ComputeScore: Raw -1084178.460876 + Penalty 3349.867496 = -1080828.593380 Iteration 38Q: 3 clusters Score -1080829 nChanged 35 ComputeScore: Raw -1084180.678615 + Penalty 3349.867496 = -1080830.811119 Iteration 39Q: 3 clusters Score -1080831 nChanged 37 ComputeScore: Raw -1084182.796973 + Penalty 3349.867496 = -1080832.929477 Iteration 40F: 3 clusters Score -1080833 nChanged 29 ComputeScore: Raw -1084184.407247 + Penalty 3349.867496 = -1080834.539751 Iteration 41Q: 3 clusters Score -1080835 nChanged 30 ComputeScore: Raw -1084185.840059 + Penalty 3349.867496 = -1080835.972562 Iteration 42Q: 3 clusters Score -1080836 nChanged 22 ComputeScore: Raw -1084187.068394 + Penalty 3349.867496 = -1080837.200898 Iteration 43Q: 3 clusters Score -1080837 nChanged 23 ComputeScore: Raw -1084188.392429 + Penalty 3349.867496 = -1080838.524933 Iteration 44Q: 3 clusters Score -1080839 nChanged 22 ComputeScore: Raw -1084189.580256 + Penalty 3349.867496 = -1080839.712760 Iteration 45Q: 3 clusters Score -1080840 nChanged 19 ComputeScore: Raw -1084190.709242 + Penalty 3349.867496 = -1080840.841746 Iteration 46Q: 3 clusters Score -1080841 nChanged 22 ComputeScore: Raw -1084191.603994 + Penalty 3349.867496 = -1080841.736497 Iteration 47Q: 3 clusters Score -1080842 nChanged 11 ComputeScore: Raw -1084192.025049 + Penalty 3349.867496 = -1080842.157553 Iteration 48Q: 3 clusters Score -1080842 nChanged 20 ComputeScore: Raw -1084192.771892 + Penalty 3349.867496 = -1080842.904396 Iteration 49Q: 3 clusters Score -1080843 nChanged 11 ComputeScore: Raw -1084193.407876 + Penalty 3349.867496 = -1080843.540380 Iteration 50Q: 3 clusters Score -1080844 nChanged 10 ComputeScore: Raw -1084193.789770 + Penalty 3349.867496 = -1080843.922274 Iteration 51Q: 3 clusters Score -1080844 nChanged 9 ComputeScore: Raw -1084194.248578 + Penalty 3349.867496 = -1080844.381082 Iteration 52Q: 3 clusters Score -1080844 nChanged 13 ComputeScore: Raw -1084194.993136 + Penalty 3349.867496 = -1080845.125640 Iteration 53Q: 3 clusters Score -1080845 nChanged 15 ComputeScore: Raw -1084195.776935 + Penalty 3349.867496 = -1080845.909439 Iteration 54Q: 3 clusters Score -1080846 nChanged 14 ComputeScore: Raw -1084196.450841 + Penalty 3349.867496 = -1080846.583345 Iteration 55Q: 3 clusters Score -1080847 nChanged 22 ComputeScore: Raw -1084197.693853 + Penalty 3349.867496 = -1080847.826357 Iteration 56Q: 3 clusters Score -1080848 nChanged 18 ComputeScore: Raw -1084198.756768 + Penalty 3349.867496 = -1080848.889271 Iteration 57Q: 3 clusters Score -1080849 nChanged 20 ComputeScore: Raw -1084200.077875 + Penalty 3349.867496 = -1080850.210379 Iteration 58Q: 3 clusters Score -1080850 nChanged 29 ComputeScore: Raw -1084202.332016 + Penalty 3349.867496 = -1080852.464519 Iteration 59Q: 3 clusters Score -1080852 nChanged 22 ComputeScore: Raw -1084203.512127 + Penalty 3349.867496 = -1080853.644631 Iteration 60F: 3 clusters Score -1080854 nChanged 22 ComputeScore: Raw -1084204.715185 + Penalty 3349.867496 = -1080854.847689 Iteration 61Q: 3 clusters Score -1080855 nChanged 19 ComputeScore: Raw -1084205.596802 + Penalty 3349.867496 = -1080855.729306 Iteration 62Q: 3 clusters Score -1080856 nChanged 23 ComputeScore: Raw -1084206.742871 + Penalty 3349.867496 = -1080856.875375 Iteration 63Q: 3 clusters Score -1080857 nChanged 23 ComputeScore: Raw -1084208.210270 + Penalty 3349.867496 = -1080858.342774 Iteration 64Q: 3 clusters Score -1080858 nChanged 27 ComputeScore: Raw -1084209.791790 + Penalty 3349.867496 = -1080859.924294 Iteration 65Q: 3 clusters Score -1080860 nChanged 23 ComputeScore: Raw -1084211.201733 + Penalty 3349.867496 = -1080861.334237 Iteration 66Q: 3 clusters Score -1080861 nChanged 26 ComputeScore: Raw -1084212.825798 + Penalty 3349.867496 = -1080862.958302 Iteration 67Q: 3 clusters Score -1080863 nChanged 22 ComputeScore: Raw -1084214.142767 + Penalty 3349.867496 = -1080864.275271 Iteration 68Q: 3 clusters Score -1080864 nChanged 17 ComputeScore: Raw -1084215.175302 + Penalty 3349.867496 = -1080865.307806 Iteration 69Q: 3 clusters Score -1080865 nChanged 18 ComputeScore: Raw -1084216.498933 + Penalty 3349.867496 = -1080866.631436 Iteration 70Q: 3 clusters Score -1080867 nChanged 26 ComputeScore: Raw -1084218.138777 + Penalty 3349.867496 = -1080868.271281 Iteration 71Q: 3 clusters Score -1080868 nChanged 34 ComputeScore: Raw -1084219.939049 + Penalty 3349.867496 = -1080870.071553 Iteration 72Q: 3 clusters Score -1080870 nChanged 30 ComputeScore: Raw -1084221.256553 + Penalty 3349.867496 = -1080871.389057 Iteration 73Q: 3 clusters Score -1080871 nChanged 24 ComputeScore: Raw -1084222.266189 + Penalty 3349.867496 = -1080872.398693 Iteration 74Q: 3 clusters Score -1080872 nChanged 28 ComputeScore: Raw -1084223.957829 + Penalty 3349.867496 = -1080874.090332 Iteration 75Q: 3 clusters Score -1080874 nChanged 20 ComputeScore: Raw -1084225.223382 + Penalty 3349.867496 = -1080875.355886 Iteration 76Q: 3 clusters Score -1080875 nChanged 23 ComputeScore: Raw -1084226.754509 + Penalty 3349.867496 = -1080876.887013 Iteration 77Q: 3 clusters Score -1080877 nChanged 33 ComputeScore: Raw -1084228.744998 + Penalty 3349.867496 = -1080878.877502 Iteration 78Q: 3 clusters Score -1080879 nChanged 24 ComputeScore: Raw -1084229.903079 + Penalty 3349.867496 = -1080880.035583 Iteration 79Q: 3 clusters Score -1080880 nChanged 21 ComputeScore: Raw -1084231.131138 + Penalty 3349.867496 = -1080881.263642 Iteration 80F: 3 clusters Score -1080881 nChanged 21 ComputeScore: Raw -1084232.560357 + Penalty 3349.867496 = -1080882.692861 Iteration 81Q: 3 clusters Score -1080883 nChanged 28 ComputeScore: Raw -1084234.486561 + Penalty 3349.867496 = -1080884.619065 Iteration 82Q: 3 clusters Score -1080885 nChanged 35 ComputeScore: Raw -1084237.535261 + Penalty 3349.867496 = -1080887.667765 Iteration 83Q: 3 clusters Score -1080888 nChanged 46 ComputeScore: Raw -1084241.245833 + Penalty 3349.867496 = -1080891.378337 Iteration 84Q: 3 clusters Score -1080891 nChanged 54 ComputeScore: Raw -1084245.698585 + Penalty 3349.867496 = -1080895.831089 Iteration 85Q: 3 clusters Score -1080896 nChanged 56 ComputeScore: Raw -1084250.221795 + Penalty 3349.867496 = -1080900.354298 Iteration 86Q: 3 clusters Score -1080900 nChanged 57 ComputeScore: Raw -1084255.050264 + Penalty 3349.867496 = -1080905.182768 Iteration 87Q: 3 clusters Score -1080905 nChanged 50 ComputeScore: Raw -1084259.030174 + Penalty 3349.867496 = -1080909.162678 Iteration 88Q: 3 clusters Score -1080909 nChanged 48 ComputeScore: Raw -1084263.803286 + Penalty 3349.867496 = -1080913.935790 Iteration 89Q: 3 clusters Score -1080914 nChanged 49 ComputeScore: Raw -1084268.412361 + Penalty 3349.867496 = -1080918.544865 Iteration 90Q: 3 clusters Score -1080919 nChanged 57 ComputeScore: Raw -1084273.850144 + Penalty 3349.867496 = -1080923.982648 Iteration 91Q: 3 clusters Score -1080924 nChanged 58 ComputeScore: Raw -1084279.435117 + Penalty 3349.867496 = -1080929.567621 Iteration 92Q: 3 clusters Score -1080930 nChanged 40 ComputeScore: Raw -1084282.977075 + Penalty 3349.867496 = -1080933.109579 Iteration 93Q: 3 clusters Score -1080933 nChanged 53 ComputeScore: Raw -1084286.607970 + Penalty 3349.867496 = -1080936.740474 Iteration 94Q: 3 clusters Score -1080937 nChanged 45 ComputeScore: Raw -1084289.814467 + Penalty 3349.867496 = -1080939.946970 Iteration 95Q: 3 clusters Score -1080940 nChanged 55 ComputeScore: Raw -1084294.178984 + Penalty 3349.867496 = -1080944.311488 Iteration 96Q: 3 clusters Score -1080944 nChanged 52 ComputeScore: Raw -1084298.246771 + Penalty 3349.867496 = -1080948.379275 Iteration 97Q: 3 clusters Score -1080948 nChanged 52 ComputeScore: Raw -1084303.392937 + Penalty 3349.867496 = -1080953.525441 Iteration 98Q: 3 clusters Score -1080954 nChanged 61 ComputeScore: Raw -1084308.950346 + Penalty 3349.867496 = -1080959.082850 Iteration 99Q: 3 clusters Score -1080959 nChanged 71 ComputeScore: Raw -1084315.437302 + Penalty 3349.867496 = -1080965.569806 Iteration 100F: 3 clusters Score -1080966 nChanged 71 ComputeScore: Raw -1084321.809736 + Penalty 3349.867496 = -1080971.942239 Iteration 101Q: 3 clusters Score -1080972 nChanged 69 ComputeScore: Raw -1084328.327081 + Penalty 3349.867496 = -1080978.459585 Iteration 102Q: 3 clusters Score -1080978 nChanged 71 ComputeScore: Raw -1084334.434143 + Penalty 3349.867496 = -1080984.566647 Iteration 103Q: 3 clusters Score -1080985 nChanged 59 ComputeScore: Raw -1084339.566921 + Penalty 3349.867496 = -1080989.699425 Iteration 104Q: 3 clusters Score -1080990 nChanged 57 ComputeScore: Raw -1084345.023724 + Penalty 3349.867496 = -1080995.156228 Iteration 105Q: 3 clusters Score -1080995 nChanged 68 ComputeScore: Raw -1084351.817599 + Penalty 3349.867496 = -1081001.950102 Iteration 106Q: 3 clusters Score -1081002 nChanged 68 ComputeScore: Raw -1084358.155437 + Penalty 3349.867496 = -1081008.287941 Iteration 107Q: 3 clusters Score -1081008 nChanged 67 ComputeScore: Raw -1084363.772860 + Penalty 3349.867496 = -1081013.905364 Iteration 108Q: 3 clusters Score -1081014 nChanged 58 ComputeScore: Raw -1084368.414071 + Penalty 3349.867496 = -1081018.546575 Iteration 109Q: 3 clusters Score -1081019 nChanged 56 ComputeScore: Raw -1084373.990443 + Penalty 3349.867496 = -1081024.122947 Iteration 110Q: 3 clusters Score -1081024 nChanged 61 ComputeScore: Raw -1084380.301109 + Penalty 3349.867496 = -1081030.433613 Iteration 111Q: 3 clusters Score -1081030 nChanged 59 ComputeScore: Raw -1084387.045652 + Penalty 3349.867496 = -1081037.178156 Iteration 112Q: 3 clusters Score -1081037 nChanged 62 ComputeScore: Raw -1084395.303188 + Penalty 3349.867496 = -1081045.435691 Iteration 113Q: 3 clusters Score -1081045 nChanged 68 ComputeScore: Raw -1084401.467407 + Penalty 3349.867496 = -1081051.599911 Iteration 114Q: 3 clusters Score -1081052 nChanged 61 ComputeScore: Raw -1084407.571841 + Penalty 3349.867496 = -1081057.704345 Iteration 115Q: 3 clusters Score -1081058 nChanged 53 ComputeScore: Raw -1084412.882602 + Penalty 3349.867496 = -1081063.015106 Iteration 116Q: 3 clusters Score -1081063 nChanged 53 ComputeScore: Raw -1084419.172430 + Penalty 3349.867496 = -1081069.304934 Iteration 117Q: 3 clusters Score -1081069 nChanged 64 ComputeScore: Raw -1084426.979313 + Penalty 3349.867496 = -1081077.111817 Iteration 118Q: 3 clusters Score -1081077 nChanged 79 ComputeScore: Raw -1084435.657511 + Penalty 3349.867496 = -1081085.790015 Iteration 119Q: 3 clusters Score -1081086 nChanged 73 ComputeScore: Raw -1084442.987266 + Penalty 3349.867496 = -1081093.119770 Iteration 120F: 3 clusters Score -1081093 nChanged 76 ComputeScore: Raw -1084450.141635 + Penalty 3349.867496 = -1081100.274139 Iteration 121Q: 3 clusters Score -1081100 nChanged 72 ComputeScore: Raw -1084458.309092 + Penalty 3349.867496 = -1081108.441595 Iteration 122Q: 3 clusters Score -1081108 nChanged 76 ComputeScore: Raw -1084464.930458 + Penalty 3349.867496 = -1081115.062962 Iteration 123Q: 3 clusters Score -1081115 nChanged 67 ComputeScore: Raw -1084472.730418 + Penalty 3349.867496 = -1081122.862922 Iteration 124Q: 3 clusters Score -1081123 nChanged 74 ComputeScore: Raw -1084481.764513 + Penalty 3349.867496 = -1081131.897016 Iteration 125Q: 3 clusters Score -1081132 nChanged 73 ComputeScore: Raw -1084491.576534 + Penalty 3349.867496 = -1081141.709038 Iteration 126Q: 3 clusters Score -1081142 nChanged 78 ComputeScore: Raw -1084503.059387 + Penalty 3349.867496 = -1081153.191891 Iteration 127Q: 3 clusters Score -1081153 nChanged 78 ComputeScore: Raw -1084511.837516 + Penalty 3349.867496 = -1081161.970020 Iteration 128Q: 3 clusters Score -1081162 nChanged 78 ComputeScore: Raw -1084520.525708 + Penalty 3349.867496 = -1081170.658211 Iteration 129Q: 3 clusters Score -1081171 nChanged 77 ComputeScore: Raw -1084530.334259 + Penalty 3349.867496 = -1081180.466763 Iteration 130Q: 3 clusters Score -1081180 nChanged 78 ComputeScore: Raw -1084540.460959 + Penalty 3349.867496 = -1081190.593463 Iteration 131Q: 3 clusters Score -1081191 nChanged 101 ComputeScore: Raw -1084555.595619 + Penalty 3349.867496 = -1081205.728123 Iteration 132Q: 3 clusters Score -1081206 nChanged 101 ComputeScore: Raw -1084568.166802 + Penalty 3349.867496 = -1081218.299305 Iteration 133Q: 3 clusters Score -1081218 nChanged 93 ComputeScore: Raw -1084579.724743 + Penalty 3349.867496 = -1081229.857247 Iteration 134Q: 3 clusters Score -1081230 nChanged 87 ComputeScore: Raw -1084589.384791 + Penalty 3349.867496 = -1081239.517295 Iteration 135Q: 3 clusters Score -1081240 nChanged 83 ComputeScore: Raw -1084599.847780 + Penalty 3349.867496 = -1081249.980284 Iteration 136Q: 3 clusters Score -1081250 nChanged 89 ComputeScore: Raw -1084611.902206 + Penalty 3349.867496 = -1081262.034710 Iteration 137Q: 3 clusters Score -1081262 nChanged 87 ComputeScore: Raw -1084621.744335 + Penalty 3349.867496 = -1081271.876839 Iteration 138Q: 3 clusters Score -1081272 nChanged 86 ComputeScore: Raw -1084631.424311 + Penalty 3349.867496 = -1081281.556815 Iteration 139Q: 3 clusters Score -1081282 nChanged 71 ComputeScore: Raw -1084639.848684 + Penalty 3349.867496 = -1081289.981187 Iteration 140F: 3 clusters Score -1081290 nChanged 81 ComputeScore: Raw -1084649.017447 + Penalty 3349.867496 = -1081299.149951 Iteration 141Q: 3 clusters Score -1081299 nChanged 74 ComputeScore: Raw -1084658.684748 + Penalty 3349.867496 = -1081308.817252 Iteration 142Q: 3 clusters Score -1081309 nChanged 71 ComputeScore: Raw -1084669.007904 + Penalty 3349.867496 = -1081319.140408 Iteration 143Q: 3 clusters Score -1081319 nChanged 71 ComputeScore: Raw -1084677.131297 + Penalty 3349.867496 = -1081327.263801 Iteration 144Q: 3 clusters Score -1081327 nChanged 65 ComputeScore: Raw -1084683.614114 + Penalty 3349.867496 = -1081333.746618 Iteration 145Q: 3 clusters Score -1081334 nChanged 69 ComputeScore: Raw -1084690.668025 + Penalty 3349.867496 = -1081340.800529 Iteration 146Q: 3 clusters Score -1081341 nChanged 74 ComputeScore: Raw -1084698.455046 + Penalty 3349.867496 = -1081348.587550 Iteration 147Q: 3 clusters Score -1081349 nChanged 72 ComputeScore: Raw -1084705.190571 + Penalty 3349.867496 = -1081355.323075 Iteration 148Q: 3 clusters Score -1081355 nChanged 70 ComputeScore: Raw -1084711.991799 + Penalty 3349.867496 = -1081362.124303 Iteration 149Q: 3 clusters Score -1081362 nChanged 68 ComputeScore: Raw -1084719.000875 + Penalty 3349.867496 = -1081369.133379 Iteration 150Q: 3 clusters Score -1081369 nChanged 67 ComputeScore: Raw -1084724.695864 + Penalty 3349.867496 = -1081374.828368 Iteration 151Q: 3 clusters Score -1081375 nChanged 53 ComputeScore: Raw -1084730.054487 + Penalty 3349.867496 = -1081380.186990 Iteration 152Q: 3 clusters Score -1081380 nChanged 56 ComputeScore: Raw -1084737.192225 + Penalty 3349.867496 = -1081387.324729 Iteration 153Q: 3 clusters Score -1081387 nChanged 69 ComputeScore: Raw -1084746.548637 + Penalty 3349.867496 = -1081396.681141 Iteration 154Q: 3 clusters Score -1081397 nChanged 66 ComputeScore: Raw -1084753.714948 + Penalty 3349.867496 = -1081403.847451 Iteration 155Q: 3 clusters Score -1081404 nChanged 60 ComputeScore: Raw -1084761.265401 + Penalty 3349.867496 = -1081411.397905 Iteration 156Q: 3 clusters Score -1081411 nChanged 61 ComputeScore: Raw -1084768.883385 + Penalty 3349.867496 = -1081419.015889 Iteration 157Q: 3 clusters Score -1081419 nChanged 54 ComputeScore: Raw -1084775.548578 + Penalty 3349.867496 = -1081425.681082 Iteration 158Q: 3 clusters Score -1081426 nChanged 54 ComputeScore: Raw -1084781.578722 + Penalty 3349.867496 = -1081431.711226 Iteration 159Q: 3 clusters Score -1081432 nChanged 49 ComputeScore: Raw -1084786.429599 + Penalty 3349.867496 = -1081436.562103 Iteration 160F: 3 clusters Score -1081437 nChanged 58 ComputeScore: Raw -1084792.274987 + Penalty 3349.867496 = -1081442.407491 Iteration 161Q: 3 clusters Score -1081442 nChanged 56 ComputeScore: Raw -1084797.419090 + Penalty 3349.867496 = -1081447.551594 Iteration 162Q: 3 clusters Score -1081448 nChanged 58 ComputeScore: Raw -1084803.626094 + Penalty 3349.867496 = -1081453.758598 Iteration 163Q: 3 clusters Score -1081454 nChanged 70 ComputeScore: Raw -1084810.721136 + Penalty 3349.867496 = -1081460.853639 Iteration 164Q: 3 clusters Score -1081461 nChanged 69 ComputeScore: Raw -1084818.796633 + Penalty 3349.867496 = -1081468.929137 Iteration 165Q: 3 clusters Score -1081469 nChanged 86 ComputeScore: Raw -1084828.398639 + Penalty 3349.867496 = -1081478.531143 Iteration 166Q: 3 clusters Score -1081479 nChanged 90 ComputeScore: Raw -1084842.092091 + Penalty 3349.867496 = -1081492.224595 Iteration 167Q: 3 clusters Score -1081492 nChanged 107 ComputeScore: Raw -1084857.911956 + Penalty 3349.867496 = -1081508.044460 Iteration 168Q: 3 clusters Score -1081508 nChanged 116 ComputeScore: Raw -1084873.465076 + Penalty 3349.867496 = -1081523.597580 Iteration 169Q: 3 clusters Score -1081524 nChanged 112 ComputeScore: Raw -1084890.298551 + Penalty 3349.867496 = -1081540.431055 Iteration 170Q: 3 clusters Score -1081540 nChanged 121 ComputeScore: Raw -1084907.860272 + Penalty 3349.867496 = -1081557.992776 Iteration 171Q: 3 clusters Score -1081558 nChanged 125 ComputeScore: Raw -1084927.251993 + Penalty 3349.867496 = -1081577.384497 Iteration 172Q: 3 clusters Score -1081577 nChanged 128 ComputeScore: Raw -1084948.853392 + Penalty 3349.867496 = -1081598.985896 Iteration 173Q: 3 clusters Score -1081599 nChanged 141 ComputeScore: Raw -1084975.182929 + Penalty 3349.867496 = -1081625.315432 Iteration 174Q: 3 clusters Score -1081625 nChanged 149 ComputeScore: Raw -1085001.985314 + Penalty 3349.867496 = -1081652.117818 Iteration 175Q: 3 clusters Score -1081652 nChanged 155 ComputeScore: Raw -1085033.893970 + Penalty 3349.867496 = -1081684.026473 Iteration 176Q: 3 clusters Score -1081684 nChanged 167 ComputeScore: Raw -1085067.869734 + Penalty 3349.867496 = -1081718.002238 Iteration 177Q: 3 clusters Score -1081718 nChanged 174 ComputeScore: Raw -1085108.445897 + Penalty 3349.867496 = -1081758.578401 Iteration 178Q: 3 clusters Score -1081759 nChanged 199 ComputeScore: Raw -1085153.308012 + Penalty 3349.867496 = -1081803.440516 Iteration 179Q: 3 clusters Score -1081803 nChanged 198 ComputeScore: Raw -1085196.914560 + Penalty 3349.867496 = -1081847.047064 Iteration 180F: 3 clusters Score -1081847 nChanged 193 ComputeScore: Raw -1085246.449469 + Penalty 3349.867496 = -1081896.581973 Iteration 181Q: 3 clusters Score -1081897 nChanged 208 ComputeScore: Raw -1085295.720537 + Penalty 3349.867496 = -1081945.853040 Iteration 182Q: 3 clusters Score -1081946 nChanged 216 ComputeScore: Raw -1085349.542209 + Penalty 3349.867496 = -1081999.674713 Iteration 183Q: 3 clusters Score -1082000 nChanged 209 ComputeScore: Raw -1085402.335052 + Penalty 3349.867496 = -1082052.467556 Iteration 184Q: 3 clusters Score -1082052 nChanged 194 ComputeScore: Raw -1085449.586713 + Penalty 3349.867496 = -1082099.719216 Iteration 185Q: 3 clusters Score -1082100 nChanged 184 ComputeScore: Raw -1085492.135432 + Penalty 3349.867496 = -1082142.267936 Iteration 186Q: 3 clusters Score -1082142 nChanged 166 ComputeScore: Raw -1085532.234646 + Penalty 3349.867496 = -1082182.367150 Iteration 187Q: 3 clusters Score -1082182 nChanged 164 ComputeScore: Raw -1085570.983657 + Penalty 3349.867496 = -1082221.116160 Iteration 188Q: 3 clusters Score -1082221 nChanged 145 ComputeScore: Raw -1085605.765873 + Penalty 3349.867496 = -1082255.898376 Iteration 189Q: 3 clusters Score -1082256 nChanged 143 ComputeScore: Raw -1085640.042137 + Penalty 3349.867496 = -1082290.174641 Iteration 190Q: 3 clusters Score -1082290 nChanged 127 ComputeScore: Raw -1085664.994352 + Penalty 3349.867496 = -1082315.126856 Iteration 191Q: 3 clusters Score -1082315 nChanged 113 ComputeScore: Raw -1085685.393404 + Penalty 3349.867496 = -1082335.525908 Iteration 192Q: 3 clusters Score -1082336 nChanged 101 ComputeScore: Raw -1085707.452986 + Penalty 3349.867496 = -1082357.585489 Iteration 193Q: 3 clusters Score -1082358 nChanged 111 ComputeScore: Raw -1085732.714420 + Penalty 3349.867496 = -1082382.846924 Iteration 194Q: 3 clusters Score -1082383 nChanged 106 ComputeScore: Raw -1085761.047354 + Penalty 3349.867496 = -1082411.179858 Iteration 195Q: 3 clusters Score -1082411 nChanged 111 ComputeScore: Raw -1085788.976339 + Penalty 3349.867496 = -1082439.108843 Iteration 196Q: 3 clusters Score -1082439 nChanged 102 ComputeScore: Raw -1085814.860517 + Penalty 3349.867496 = -1082464.993021 Iteration 197Q: 3 clusters Score -1082465 nChanged 101 ComputeScore: Raw -1085839.189070 + Penalty 3349.867496 = -1082489.321574 Iteration 198Q: 3 clusters Score -1082489 nChanged 115 ComputeScore: Raw -1085873.600614 + Penalty 3349.867496 = -1082523.733118 Iteration 199Q: 3 clusters Score -1082524 nChanged 119 ComputeScore: Raw -1085910.265136 + Penalty 3349.867496 = -1082560.397640 Iteration 200F: 3 clusters Score -1082560 nChanged 121 ComputeScore: Raw -1085947.071580 + Penalty 3349.867496 = -1082597.204084 Iteration 201Q: 3 clusters Score -1082597 nChanged 113 ComputeScore: Raw -1085976.264848 + Penalty 3349.867496 = -1082626.397352 Iteration 202Q: 3 clusters Score -1082626 nChanged 111 ComputeScore: Raw -1086008.998637 + Penalty 3349.867496 = -1082659.131141 Iteration 203Q: 3 clusters Score -1082659 nChanged 114 ComputeScore: Raw -1086044.027680 + Penalty 3349.867496 = -1082694.160184 Iteration 204Q: 3 clusters Score -1082694 nChanged 97 ComputeScore: Raw -1086072.235043 + Penalty 3349.867496 = -1082722.367547 Iteration 205Q: 3 clusters Score -1082722 nChanged 77 ComputeScore: Raw -1086098.285307 + Penalty 3349.867496 = -1082748.417811 Iteration 206Q: 3 clusters Score -1082748 nChanged 83 ComputeScore: Raw -1086124.729503 + Penalty 3349.867496 = -1082774.862006 Iteration 207Q: 3 clusters Score -1082775 nChanged 68 ComputeScore: Raw -1086144.724107 + Penalty 3349.867496 = -1082794.856611 Iteration 208Q: 3 clusters Score -1082795 nChanged 60 ComputeScore: Raw -1086161.546309 + Penalty 3349.867496 = -1082811.678812 Iteration 209Q: 3 clusters Score -1082812 nChanged 47 ComputeScore: Raw -1086176.465653 + Penalty 3349.867496 = -1082826.598157 Iteration 210Q: 3 clusters Score -1082827 nChanged 45 ComputeScore: Raw -1086190.646179 + Penalty 3349.867496 = -1082840.778683 Iteration 211Q: 3 clusters Score -1082841 nChanged 48 ComputeScore: Raw -1086208.809105 + Penalty 3349.867496 = -1082858.941609 Iteration 212Q: 3 clusters Score -1082859 nChanged 58 ComputeScore: Raw -1086233.675945 + Penalty 3349.867496 = -1082883.808449 Iteration 213Q: 3 clusters Score -1082884 nChanged 59 ComputeScore: Raw -1086266.157379 + Penalty 3349.867496 = -1082916.289883 Iteration 214Q: 3 clusters Score -1082916 nChanged 62 ComputeScore: Raw -1086311.456879 + Penalty 3349.867496 = -1082961.589383 Iteration 215Q: 3 clusters Score -1082962 nChanged 74 ComputeScore: Raw -1086359.709270 + Penalty 3349.867496 = -1083009.841774 Iteration 216Q: 3 clusters Score -1083010 nChanged 68 ComputeScore: Raw -1086402.110103 + Penalty 3349.867496 = -1083052.242607 Iteration 217Q: 3 clusters Score -1083052 nChanged 73 ComputeScore: Raw -1086446.710398 + Penalty 3349.867496 = -1083096.842902 Iteration 218Q: 3 clusters Score -1083097 nChanged 65 ComputeScore: Raw -1086483.781074 + Penalty 3349.867496 = -1083133.913577 Iteration 219Q: 3 clusters Score -1083134 nChanged 53 ComputeScore: Raw -1086503.499219 + Penalty 3349.867496 = -1083153.631723 Iteration 220F: 3 clusters Score -1083154 nChanged 28 ComputeScore: Raw -1086511.555530 + Penalty 3349.867496 = -1083161.688034 Iteration 221Q: 3 clusters Score -1083162 nChanged 12 ComputeScore: Raw -1086514.467896 + Penalty 3349.867496 = -1083164.600400 Iteration 222Q: 3 clusters Score -1083165 nChanged 10 ComputeScore: Raw -1086516.626703 + Penalty 3349.867496 = -1083166.759207 Iteration 223Q: 3 clusters Score -1083167 nChanged 5 ComputeScore: Raw -1086517.608024 + Penalty 3349.867496 = -1083167.740528 Iteration 224Q: 3 clusters Score -1083168 nChanged 3 ComputeScore: Raw -1086518.222897 + Penalty 3349.867496 = -1083168.355401 Iteration 225Q: 3 clusters Score -1083168 nChanged 3 ComputeScore: Raw -1086519.762121 + Penalty 3349.867496 = -1083169.894625 Iteration 226Q: 3 clusters Score -1083170 nChanged 6 ComputeScore: Raw -1086521.166448 + Penalty 3349.867496 = -1083171.298952 Iteration 227Q: 3 clusters Score -1083171 nChanged 4 ComputeScore: Raw -1086521.856895 + Penalty 3349.867496 = -1083171.989399 Iteration 228Q: 3 clusters Score -1083172 nChanged 4 ComputeScore: Raw -1086522.884788 + Penalty 3349.867496 = -1083173.017292 Iteration 229Q: 3 clusters Score -1083173 nChanged 4 ComputeScore: Raw -1086523.343764 + Penalty 3349.867496 = -1083173.476268 Iteration 230Q: 3 clusters Score -1083173 nChanged 1 ComputeScore: Raw -1086523.598904 + Penalty 3349.867496 = -1083173.731408 Iteration 231Q: 3 clusters Score -1083174 nChanged 1 ComputeScore: Raw -1086523.750800 + Penalty 3349.867496 = -1083173.883304 Iteration 232Q: 3 clusters Score -1083174 nChanged 0 ComputeScore: Raw -1086523.750800 + Penalty 3349.867496 = -1083173.883304 Iteration 233F: 3 clusters Score -1083174 nChanged 0 Trying to split cluster 2 (5206 points) Assigned 2 initial classes randomly. ComputeScore: Raw -277847.624554 + Penalty 1390.604651 = -276457.019902 Iteration 0F: 2 clusters Score -276457 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -275102.718386 + Penalty 2781.209303 = -272321.509083 Iteration 0F: 3 clusters Score -272321.5 nChanged 2116 ComputeScore: Raw -276172.541929 + Penalty 2781.209303 = -273391.332626 Iteration 1F: 3 clusters Score -273391.3 nChanged 328 ComputeScore: Raw -276324.214800 + Penalty 2781.209303 = -273543.005497 Iteration 2F: 3 clusters Score -273543 nChanged 242 ComputeScore: Raw -276426.475924 + Penalty 2781.209303 = -273645.266621 Iteration 3Q: 3 clusters Score -273645.3 nChanged 189 ComputeScore: Raw -276502.359888 + Penalty 2781.209303 = -273721.150585 Iteration 4Q: 3 clusters Score -273721.2 nChanged 144 ComputeScore: Raw -276553.949233 + Penalty 2781.209303 = -273772.739930 Iteration 5Q: 3 clusters Score -273772.7 nChanged 129 ComputeScore: Raw -276607.233659 + Penalty 2781.209303 = -273826.024357 Iteration 6Q: 3 clusters Score -273826 nChanged 119 ComputeScore: Raw -276649.378048 + Penalty 2781.209303 = -273868.168745 Iteration 7Q: 3 clusters Score -273868.2 nChanged 114 ComputeScore: Raw -276694.941622 + Penalty 2781.209303 = -273913.732319 Iteration 8Q: 3 clusters Score -273913.7 nChanged 125 ComputeScore: Raw -276748.720569 + Penalty 2781.209303 = -273967.511266 Iteration 9Q: 3 clusters Score -273967.5 nChanged 140 ComputeScore: Raw -276807.705561 + Penalty 2781.209303 = -274026.496258 Iteration 10Q: 3 clusters Score -274026.5 nChanged 128 ComputeScore: Raw -276866.536049 + Penalty 2781.209303 = -274085.326746 Iteration 11Q: 3 clusters Score -274085.3 nChanged 129 ComputeScore: Raw -276928.799383 + Penalty 2781.209303 = -274147.590080 Iteration 12Q: 3 clusters Score -274147.6 nChanged 129 ComputeScore: Raw -276995.053304 + Penalty 2781.209303 = -274213.844002 Iteration 13Q: 3 clusters Score -274213.8 nChanged 137 ComputeScore: Raw -277065.025802 + Penalty 2781.209303 = -274283.816499 Iteration 14Q: 3 clusters Score -274283.8 nChanged 134 ComputeScore: Raw -277137.045735 + Penalty 2781.209303 = -274355.836433 Iteration 15Q: 3 clusters Score -274355.8 nChanged 139 ComputeScore: Raw -277232.572125 + Penalty 2781.209303 = -274451.362822 Iteration 16Q: 3 clusters Score -274451.4 nChanged 151 ComputeScore: Raw -277334.603331 + Penalty 2781.209303 = -274553.394028 Iteration 17Q: 3 clusters Score -274553.4 nChanged 141 ComputeScore: Raw -277439.971475 + Penalty 2781.209303 = -274658.762172 Iteration 18Q: 3 clusters Score -274658.8 nChanged 134 ComputeScore: Raw -277538.977183 + Penalty 2781.209303 = -274757.767880 Iteration 19Q: 3 clusters Score -274757.8 nChanged 125 ComputeScore: Raw -277642.576930 + Penalty 2781.209303 = -274861.367627 Iteration 20F: 3 clusters Score -274861.4 nChanged 89 ComputeScore: Raw -277707.523895 + Penalty 2781.209303 = -274926.314592 Iteration 21Q: 3 clusters Score -274926.3 nChanged 73 ComputeScore: Raw -277762.817954 + Penalty 2781.209303 = -274981.608651 Iteration 22Q: 3 clusters Score -274981.6 nChanged 60 ComputeScore: Raw -277813.291225 + Penalty 2781.209303 = -275032.081922 Iteration 23Q: 3 clusters Score -275032.1 nChanged 54 ComputeScore: Raw -277859.377104 + Penalty 2781.209303 = -275078.167802 Iteration 24Q: 3 clusters Score -275078.2 nChanged 32 ComputeScore: Raw -277887.476541 + Penalty 2781.209303 = -275106.267238 Iteration 25Q: 3 clusters Score -275106.3 nChanged 28 ComputeScore: Raw -277907.535870 + Penalty 2781.209303 = -275126.326567 Iteration 26Q: 3 clusters Score -275126.3 nChanged 20 ComputeScore: Raw -277926.917176 + Penalty 2781.209303 = -275145.707873 Iteration 27Q: 3 clusters Score -275145.7 nChanged 14 ComputeScore: Raw -277939.328535 + Penalty 2781.209303 = -275158.119232 Iteration 28Q: 3 clusters Score -275158.1 nChanged 14 ComputeScore: Raw -277952.580088 + Penalty 2781.209303 = -275171.370785 Iteration 29Q: 3 clusters Score -275171.4 nChanged 10 ComputeScore: Raw -277961.573190 + Penalty 2781.209303 = -275180.363887 Iteration 30Q: 3 clusters Score -275180.4 nChanged 8 ComputeScore: Raw -277966.401903 + Penalty 2781.209303 = -275185.192600 Iteration 31Q: 3 clusters Score -275185.2 nChanged 6 ComputeScore: Raw -277970.225636 + Penalty 2781.209303 = -275189.016333 Iteration 32Q: 3 clusters Score -275189 nChanged 3 ComputeScore: Raw -277971.975293 + Penalty 2781.209303 = -275190.765990 Iteration 33Q: 3 clusters Score -275190.8 nChanged 4 ComputeScore: Raw -277974.813612 + Penalty 2781.209303 = -275193.604309 Iteration 34Q: 3 clusters Score -275193.6 nChanged 4 ComputeScore: Raw -277977.525589 + Penalty 2781.209303 = -275196.316287 Iteration 35Q: 3 clusters Score -275196.3 nChanged 2 ComputeScore: Raw -277979.888882 + Penalty 2781.209303 = -275198.679580 Iteration 36Q: 3 clusters Score -275198.7 nChanged 4 ComputeScore: Raw -277982.981083 + Penalty 2781.209303 = -275201.771780 Iteration 37Q: 3 clusters Score -275201.8 nChanged 2 ComputeScore: Raw -277984.826336 + Penalty 2781.209303 = -275203.617033 Iteration 38Q: 3 clusters Score -275203.6 nChanged 2 ComputeScore: Raw -277986.880970 + Penalty 2781.209303 = -275205.671667 Iteration 39Q: 3 clusters Score -275205.7 nChanged 4 ComputeScore: Raw -277992.178668 + Penalty 2781.209303 = -275210.969365 Iteration 40F: 3 clusters Score -275211 nChanged 3 ComputeScore: Raw -277994.701606 + Penalty 2781.209303 = -275213.492303 Iteration 41Q: 3 clusters Score -275213.5 nChanged 4 ComputeScore: Raw -277998.059784 + Penalty 2781.209303 = -275216.850481 Iteration 42Q: 3 clusters Score -275216.9 nChanged 3 ComputeScore: Raw -278003.470572 + Penalty 2781.209303 = -275222.261269 Iteration 43Q: 3 clusters Score -275222.3 nChanged 3 ComputeScore: Raw -278006.363793 + Penalty 2781.209303 = -275225.154490 Iteration 44Q: 3 clusters Score -275225.2 nChanged 4 ComputeScore: Raw -278010.346652 + Penalty 2781.209303 = -275229.137349 Iteration 45Q: 3 clusters Score -275229.1 nChanged 2 ComputeScore: Raw -278011.481644 + Penalty 2781.209303 = -275230.272341 Iteration 46Q: 3 clusters Score -275230.3 nChanged 0 ComputeScore: Raw -278011.481644 + Penalty 2781.209303 = -275230.272341 Iteration 47F: 3 clusters Score -275230.3 nChanged 0 Trying to split cluster 3 (11287 points) Assigned 2 initial classes randomly. ComputeScore: Raw -452058.363460 + Penalty 1516.353621 = -450542.009839 Iteration 0F: 2 clusters Score -450542 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -445681.486881 + Penalty 3032.707242 = -442648.779638 Iteration 0F: 3 clusters Score -442648.8 nChanged 4896 ComputeScore: Raw -448367.019064 + Penalty 3032.707242 = -445334.311822 Iteration 1F: 3 clusters Score -445334.3 nChanged 652 ComputeScore: Raw -448647.064670 + Penalty 3032.707242 = -445614.357428 Iteration 2F: 3 clusters Score -445614.4 nChanged 568 ComputeScore: Raw -448904.025796 + Penalty 3032.707242 = -445871.318554 Iteration 3F: 3 clusters Score -445871.3 nChanged 488 ComputeScore: Raw -449121.190677 + Penalty 3032.707242 = -446088.483434 Iteration 4Q: 3 clusters Score -446088.5 nChanged 454 ComputeScore: Raw -449318.420433 + Penalty 3032.707242 = -446285.713191 Iteration 5Q: 3 clusters Score -446285.7 nChanged 414 ComputeScore: Raw -449530.011812 + Penalty 3032.707242 = -446497.304570 Iteration 6Q: 3 clusters Score -446497.3 nChanged 423 ComputeScore: Raw -449761.293305 + Penalty 3032.707242 = -446728.586063 Iteration 7Q: 3 clusters Score -446728.6 nChanged 425 ComputeScore: Raw -450005.754442 + Penalty 3032.707242 = -446973.047200 Iteration 8Q: 3 clusters Score -446973 nChanged 409 ComputeScore: Raw -450261.666684 + Penalty 3032.707242 = -447228.959441 Iteration 9Q: 3 clusters Score -447229 nChanged 444 ComputeScore: Raw -450539.139085 + Penalty 3032.707242 = -447506.431843 Iteration 10Q: 3 clusters Score -447506.4 nChanged 413 ComputeScore: Raw -450804.685907 + Penalty 3032.707242 = -447771.978665 Iteration 11Q: 3 clusters Score -447772 nChanged 395 ComputeScore: Raw -451047.654955 + Penalty 3032.707242 = -448014.947712 Iteration 12Q: 3 clusters Score -448014.9 nChanged 349 ComputeScore: Raw -451251.644710 + Penalty 3032.707242 = -448218.937468 Iteration 13Q: 3 clusters Score -448218.9 nChanged 299 ComputeScore: Raw -451423.720246 + Penalty 3032.707242 = -448391.013004 Iteration 14Q: 3 clusters Score -448391 nChanged 267 ComputeScore: Raw -451587.710918 + Penalty 3032.707242 = -448555.003675 Iteration 15Q: 3 clusters Score -448555 nChanged 248 ComputeScore: Raw -451725.907179 + Penalty 3032.707242 = -448693.199937 Iteration 16Q: 3 clusters Score -448693.2 nChanged 189 ComputeScore: Raw -451827.240076 + Penalty 3032.707242 = -448794.532834 Iteration 17Q: 3 clusters Score -448794.5 nChanged 167 ComputeScore: Raw -451907.984238 + Penalty 3032.707242 = -448875.276996 Iteration 18Q: 3 clusters Score -448875.3 nChanged 151 ComputeScore: Raw -451988.234412 + Penalty 3032.707242 = -448955.527170 Iteration 19Q: 3 clusters Score -448955.5 nChanged 143 ComputeScore: Raw -452059.019594 + Penalty 3032.707242 = -449026.312351 Iteration 20F: 3 clusters Score -449026.3 nChanged 99 ComputeScore: Raw -452104.948918 + Penalty 3032.707242 = -449072.241676 Iteration 21Q: 3 clusters Score -449072.2 nChanged 92 ComputeScore: Raw -452142.765078 + Penalty 3032.707242 = -449110.057835 Iteration 22Q: 3 clusters Score -449110.1 nChanged 71 ComputeScore: Raw -452174.797270 + Penalty 3032.707242 = -449142.090027 Iteration 23Q: 3 clusters Score -449142.1 nChanged 60 ComputeScore: Raw -452195.517398 + Penalty 3032.707242 = -449162.810156 Iteration 24Q: 3 clusters Score -449162.8 nChanged 47 ComputeScore: Raw -452214.364161 + Penalty 3032.707242 = -449181.656918 Iteration 25Q: 3 clusters Score -449181.7 nChanged 42 ComputeScore: Raw -452230.259830 + Penalty 3032.707242 = -449197.552587 Iteration 26Q: 3 clusters Score -449197.6 nChanged 42 ComputeScore: Raw -452244.336865 + Penalty 3032.707242 = -449211.629623 Iteration 27Q: 3 clusters Score -449211.6 nChanged 38 ComputeScore: Raw -452255.739843 + Penalty 3032.707242 = -449223.032601 Iteration 28Q: 3 clusters Score -449223 nChanged 32 ComputeScore: Raw -452266.963963 + Penalty 3032.707242 = -449234.256721 Iteration 29Q: 3 clusters Score -449234.3 nChanged 26 ComputeScore: Raw -452278.097715 + Penalty 3032.707242 = -449245.390473 Iteration 30Q: 3 clusters Score -449245.4 nChanged 29 ComputeScore: Raw -452289.964564 + Penalty 3032.707242 = -449257.257322 Iteration 31Q: 3 clusters Score -449257.3 nChanged 18 ComputeScore: Raw -452297.994642 + Penalty 3032.707242 = -449265.287399 Iteration 32Q: 3 clusters Score -449265.3 nChanged 18 ComputeScore: Raw -452303.728107 + Penalty 3032.707242 = -449271.020864 Iteration 33Q: 3 clusters Score -449271 nChanged 12 ComputeScore: Raw -452306.825763 + Penalty 3032.707242 = -449274.118520 Iteration 34Q: 3 clusters Score -449274.1 nChanged 11 ComputeScore: Raw -452310.698030 + Penalty 3032.707242 = -449277.990787 Iteration 35Q: 3 clusters Score -449278 nChanged 9 ComputeScore: Raw -452313.208235 + Penalty 3032.707242 = -449280.500992 Iteration 36Q: 3 clusters Score -449280.5 nChanged 12 ComputeScore: Raw -452317.060743 + Penalty 3032.707242 = -449284.353500 Iteration 37Q: 3 clusters Score -449284.4 nChanged 7 ComputeScore: Raw -452318.931413 + Penalty 3032.707242 = -449286.224170 Iteration 38Q: 3 clusters Score -449286.2 nChanged 5 ComputeScore: Raw -452320.601804 + Penalty 3032.707242 = -449287.894562 Iteration 39Q: 3 clusters Score -449287.9 nChanged 3 ComputeScore: Raw -452321.740964 + Penalty 3032.707242 = -449289.033721 Iteration 40F: 3 clusters Score -449289 nChanged 2 ComputeScore: Raw -452322.561982 + Penalty 3032.707242 = -449289.854739 Iteration 41Q: 3 clusters Score -449289.9 nChanged 2 ComputeScore: Raw -452322.994897 + Penalty 3032.707242 = -449290.287655 Iteration 42Q: 3 clusters Score -449290.3 nChanged 2 ComputeScore: Raw -452323.314805 + Penalty 3032.707242 = -449290.607562 Iteration 43Q: 3 clusters Score -449290.6 nChanged 1 ComputeScore: Raw -452323.620291 + Penalty 3032.707242 = -449290.913049 Iteration 44Q: 3 clusters Score -449290.9 nChanged 1 ComputeScore: Raw -452323.802079 + Penalty 3032.707242 = -449291.094837 Iteration 45Q: 3 clusters Score -449291.1 nChanged 1 ComputeScore: Raw -452324.061183 + Penalty 3032.707242 = -449291.353941 Iteration 46Q: 3 clusters Score -449291.4 nChanged 0 ComputeScore: Raw -452324.061183 + Penalty 3032.707242 = -449291.353941 Iteration 47F: 3 clusters Score -449291.4 nChanged 0 Trying to split cluster 4 (177380 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7721638.764571 + Penalty 1963.983060 = -7719674.781511 Iteration 0F: 2 clusters Score -7719675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7604158.996312 + Penalty 3927.966121 = -7600231.030191 Iteration 0F: 3 clusters Score -7600231 nChanged 85941 ComputeScore: Raw -7654927.211194 + Penalty 3927.966121 = -7650999.245073 Iteration 1F: 3 clusters Score -7650999 nChanged 5157 ComputeScore: Raw -7656304.136701 + Penalty 3927.966121 = -7652376.170580 Iteration 2Q: 3 clusters Score -7652376 nChanged 6137 ComputeScore: Raw -7658462.295227 + Penalty 3927.966121 = -7654534.329106 Iteration 3Q: 3 clusters Score -7654534 nChanged 7820 ComputeScore: Raw -7662276.383459 + Penalty 3927.966121 = -7658348.417338 Iteration 4Q: 3 clusters Score -7658348 nChanged 10570 ComputeScore: Raw -7669205.751554 + Penalty 3927.966121 = -7665277.785433 Iteration 5F: 3 clusters Score -7665278 nChanged 13588 ComputeScore: Raw -7680240.215921 + Penalty 3927.966121 = -7676312.249800 Iteration 6F: 3 clusters Score -7676312 nChanged 15379 ComputeScore: Raw -7694430.950723 + Penalty 3927.966121 = -7690502.984602 Iteration 7F: 3 clusters Score -7690503 nChanged 13773 ComputeScore: Raw -7707623.940112 + Penalty 3927.966121 = -7703695.973991 Iteration 8F: 3 clusters Score -7703696 nChanged 9109 ComputeScore: Raw -7715971.218975 + Penalty 3927.966121 = -7712043.252854 Iteration 9F: 3 clusters Score -7712043 nChanged 4344 ComputeScore: Raw -7719690.102545 + Penalty 3927.966121 = -7715762.136424 Iteration 10Q: 3 clusters Score -7715762 nChanged 1724 ComputeScore: Raw -7721112.087756 + Penalty 3927.966121 = -7717184.121635 Iteration 11Q: 3 clusters Score -7717184 nChanged 576 ComputeScore: Raw -7721594.263645 + Penalty 3927.966121 = -7717666.297524 Iteration 12Q: 3 clusters Score -7717666 nChanged 238 ComputeScore: Raw -7721807.384844 + Penalty 3927.966121 = -7717879.418723 Iteration 13Q: 3 clusters Score -7717879 nChanged 114 ComputeScore: Raw -7721897.816079 + Penalty 3927.966121 = -7717969.849958 Iteration 14Q: 3 clusters Score -7717970 nChanged 55 ComputeScore: Raw -7721939.283398 + Penalty 3927.966121 = -7718011.317277 Iteration 15Q: 3 clusters Score -7718011 nChanged 42 ComputeScore: Raw -7721972.093112 + Penalty 3927.966121 = -7718044.126991 Iteration 16Q: 3 clusters Score -7718044 nChanged 32 ComputeScore: Raw -7721993.551246 + Penalty 3927.966121 = -7718065.585125 Iteration 17Q: 3 clusters Score -7718066 nChanged 21 ComputeScore: Raw -7722006.479582 + Penalty 3927.966121 = -7718078.513461 Iteration 18Q: 3 clusters Score -7718079 nChanged 11 ComputeScore: Raw -7722014.124738 + Penalty 3927.966121 = -7718086.158617 Iteration 19Q: 3 clusters Score -7718086 nChanged 11 ComputeScore: Raw -7722020.877189 + Penalty 3927.966121 = -7718092.911068 Iteration 20F: 3 clusters Score -7718093 nChanged 7 ComputeScore: Raw -7722025.561681 + Penalty 3927.966121 = -7718097.595560 Iteration 21Q: 3 clusters Score -7718098 nChanged 4 ComputeScore: Raw -7722027.786666 + Penalty 3927.966121 = -7718099.820545 Iteration 22Q: 3 clusters Score -7718100 nChanged 2 ComputeScore: Raw -7722028.826516 + Penalty 3927.966121 = -7718100.860395 Iteration 23Q: 3 clusters Score -7718101 nChanged 0 ComputeScore: Raw -7722028.826516 + Penalty 3927.966121 = -7718100.860395 Iteration 24F: 3 clusters Score -7718101 nChanged 0 Trying to split cluster 5 (23342 points) Assigned 2 initial classes randomly. ComputeScore: Raw -942490.123689 + Penalty 1634.426559 = -940855.697130 Iteration 0F: 2 clusters Score -940855.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -928323.945314 + Penalty 3268.853117 = -925055.092196 Iteration 0F: 3 clusters Score -925055.1 nChanged 10582 ComputeScore: Raw -934231.756836 + Penalty 3268.853117 = -930962.903719 Iteration 1F: 3 clusters Score -930962.9 nChanged 1248 ComputeScore: Raw -934766.105576 + Penalty 3268.853117 = -931497.252459 Iteration 2F: 3 clusters Score -931497.3 nChanged 1239 ComputeScore: Raw -935441.679582 + Penalty 3268.853117 = -932172.826465 Iteration 3F: 3 clusters Score -932172.8 nChanged 1329 ComputeScore: Raw -936257.286611 + Penalty 3268.853117 = -932988.433493 Iteration 4F: 3 clusters Score -932988.4 nChanged 1444 ComputeScore: Raw -937221.947744 + Penalty 3268.853117 = -933953.094626 Iteration 5F: 3 clusters Score -933953.1 nChanged 1472 ComputeScore: Raw -938309.942860 + Penalty 3268.853117 = -935041.089743 Iteration 6F: 3 clusters Score -935041.1 nChanged 1424 ComputeScore: Raw -939321.146443 + Penalty 3268.853117 = -936052.293326 Iteration 7F: 3 clusters Score -936052.3 nChanged 1212 ComputeScore: Raw -940190.377848 + Penalty 3268.853117 = -936921.524731 Iteration 8F: 3 clusters Score -936921.5 nChanged 938 ComputeScore: Raw -940828.449116 + Penalty 3268.853117 = -937559.595999 Iteration 9Q: 3 clusters Score -937559.6 nChanged 737 ComputeScore: Raw -941277.680641 + Penalty 3268.853117 = -938008.827523 Iteration 10Q: 3 clusters Score -938008.8 nChanged 594 ComputeScore: Raw -941528.648109 + Penalty 3268.853117 = -938259.794992 Iteration 11Q: 3 clusters Score -938259.8 nChanged 419 ComputeScore: Raw -941676.834958 + Penalty 3268.853117 = -938407.981841 Iteration 12Q: 3 clusters Score -938408 nChanged 325 ComputeScore: Raw -941785.441164 + Penalty 3268.853117 = -938516.588046 Iteration 13Q: 3 clusters Score -938516.6 nChanged 262 ComputeScore: Raw -941871.610881 + Penalty 3268.853117 = -938602.757764 Iteration 14Q: 3 clusters Score -938602.8 nChanged 260 ComputeScore: Raw -941938.694688 + Penalty 3268.853117 = -938669.841570 Iteration 15Q: 3 clusters Score -938669.8 nChanged 197 ComputeScore: Raw -941981.151508 + Penalty 3268.853117 = -938712.298390 Iteration 16Q: 3 clusters Score -938712.3 nChanged 153 ComputeScore: Raw -942015.024146 + Penalty 3268.853117 = -938746.171029 Iteration 17Q: 3 clusters Score -938746.2 nChanged 151 ComputeScore: Raw -942049.127379 + Penalty 3268.853117 = -938780.274262 Iteration 18Q: 3 clusters Score -938780.3 nChanged 125 ComputeScore: Raw -942071.600017 + Penalty 3268.853117 = -938802.746900 Iteration 19Q: 3 clusters Score -938802.7 nChanged 108 ComputeScore: Raw -942090.660702 + Penalty 3268.853117 = -938821.807584 Iteration 20F: 3 clusters Score -938821.8 nChanged 102 ComputeScore: Raw -942110.319404 + Penalty 3268.853117 = -938841.466286 Iteration 21Q: 3 clusters Score -938841.5 nChanged 104 ComputeScore: Raw -942126.330359 + Penalty 3268.853117 = -938857.477242 Iteration 22Q: 3 clusters Score -938857.5 nChanged 98 ComputeScore: Raw -942143.532991 + Penalty 3268.853117 = -938874.679873 Iteration 23Q: 3 clusters Score -938874.7 nChanged 112 ComputeScore: Raw -942163.607347 + Penalty 3268.853117 = -938894.754229 Iteration 24Q: 3 clusters Score -938894.8 nChanged 113 ComputeScore: Raw -942180.664749 + Penalty 3268.853117 = -938911.811632 Iteration 25Q: 3 clusters Score -938911.8 nChanged 92 ComputeScore: Raw -942192.764155 + Penalty 3268.853117 = -938923.911037 Iteration 26Q: 3 clusters Score -938923.9 nChanged 63 ComputeScore: Raw -942201.206036 + Penalty 3268.853117 = -938932.352919 Iteration 27Q: 3 clusters Score -938932.4 nChanged 62 ComputeScore: Raw -942208.396498 + Penalty 3268.853117 = -938939.543381 Iteration 28Q: 3 clusters Score -938939.5 nChanged 59 ComputeScore: Raw -942214.776625 + Penalty 3268.853117 = -938945.923507 Iteration 29Q: 3 clusters Score -938945.9 nChanged 48 ComputeScore: Raw -942220.779832 + Penalty 3268.853117 = -938951.926714 Iteration 30Q: 3 clusters Score -938951.9 nChanged 45 ComputeScore: Raw -942226.582820 + Penalty 3268.853117 = -938957.729703 Iteration 31Q: 3 clusters Score -938957.7 nChanged 51 ComputeScore: Raw -942232.711672 + Penalty 3268.853117 = -938963.858555 Iteration 32Q: 3 clusters Score -938963.9 nChanged 37 ComputeScore: Raw -942238.368844 + Penalty 3268.853117 = -938969.515726 Iteration 33Q: 3 clusters Score -938969.5 nChanged 37 ComputeScore: Raw -942242.933702 + Penalty 3268.853117 = -938974.080585 Iteration 34Q: 3 clusters Score -938974.1 nChanged 44 ComputeScore: Raw -942247.462491 + Penalty 3268.853117 = -938978.609374 Iteration 35Q: 3 clusters Score -938978.6 nChanged 33 ComputeScore: Raw -942250.521185 + Penalty 3268.853117 = -938981.668067 Iteration 36Q: 3 clusters Score -938981.7 nChanged 25 ComputeScore: Raw -942252.661089 + Penalty 3268.853117 = -938983.807971 Iteration 37Q: 3 clusters Score -938983.8 nChanged 23 ComputeScore: Raw -942255.402259 + Penalty 3268.853117 = -938986.549141 Iteration 38Q: 3 clusters Score -938986.5 nChanged 26 ComputeScore: Raw -942257.897625 + Penalty 3268.853117 = -938989.044508 Iteration 39Q: 3 clusters Score -938989 nChanged 22 ComputeScore: Raw -942260.559788 + Penalty 3268.853117 = -938991.706670 Iteration 40F: 3 clusters Score -938991.7 nChanged 27 ComputeScore: Raw -942262.881549 + Penalty 3268.853117 = -938994.028432 Iteration 41Q: 3 clusters Score -938994 nChanged 25 ComputeScore: Raw -942265.083184 + Penalty 3268.853117 = -938996.230067 Iteration 42Q: 3 clusters Score -938996.2 nChanged 20 ComputeScore: Raw -942267.241122 + Penalty 3268.853117 = -938998.388005 Iteration 43Q: 3 clusters Score -938998.4 nChanged 24 ComputeScore: Raw -942270.148161 + Penalty 3268.853117 = -939001.295043 Iteration 44Q: 3 clusters Score -939001.3 nChanged 32 ComputeScore: Raw -942274.011142 + Penalty 3268.853117 = -939005.158025 Iteration 45Q: 3 clusters Score -939005.2 nChanged 34 ComputeScore: Raw -942277.753722 + Penalty 3268.853117 = -939008.900605 Iteration 46Q: 3 clusters Score -939008.9 nChanged 34 ComputeScore: Raw -942281.310617 + Penalty 3268.853117 = -939012.457499 Iteration 47Q: 3 clusters Score -939012.5 nChanged 24 ComputeScore: Raw -942284.262640 + Penalty 3268.853117 = -939015.409523 Iteration 48Q: 3 clusters Score -939015.4 nChanged 26 ComputeScore: Raw -942286.641236 + Penalty 3268.853117 = -939017.788119 Iteration 49Q: 3 clusters Score -939017.8 nChanged 32 ComputeScore: Raw -942290.569586 + Penalty 3268.853117 = -939021.716468 Iteration 50Q: 3 clusters Score -939021.7 nChanged 29 ComputeScore: Raw -942294.519042 + Penalty 3268.853117 = -939025.665925 Iteration 51Q: 3 clusters Score -939025.7 nChanged 29 ComputeScore: Raw -942297.188652 + Penalty 3268.853117 = -939028.335535 Iteration 52Q: 3 clusters Score -939028.3 nChanged 27 ComputeScore: Raw -942299.171817 + Penalty 3268.853117 = -939030.318699 Iteration 53Q: 3 clusters Score -939030.3 nChanged 16 ComputeScore: Raw -942300.295422 + Penalty 3268.853117 = -939031.442305 Iteration 54Q: 3 clusters Score -939031.4 nChanged 11 ComputeScore: Raw -942301.372837 + Penalty 3268.853117 = -939032.519720 Iteration 55Q: 3 clusters Score -939032.5 nChanged 16 ComputeScore: Raw -942302.569524 + Penalty 3268.853117 = -939033.716407 Iteration 56Q: 3 clusters Score -939033.7 nChanged 14 ComputeScore: Raw -942303.659025 + Penalty 3268.853117 = -939034.805907 Iteration 57Q: 3 clusters Score -939034.8 nChanged 12 ComputeScore: Raw -942304.567652 + Penalty 3268.853117 = -939035.714535 Iteration 58Q: 3 clusters Score -939035.7 nChanged 10 ComputeScore: Raw -942305.337907 + Penalty 3268.853117 = -939036.484790 Iteration 59Q: 3 clusters Score -939036.5 nChanged 12 ComputeScore: Raw -942306.617783 + Penalty 3268.853117 = -939037.764666 Iteration 60F: 3 clusters Score -939037.8 nChanged 17 ComputeScore: Raw -942308.414527 + Penalty 3268.853117 = -939039.561410 Iteration 61Q: 3 clusters Score -939039.6 nChanged 20 ComputeScore: Raw -942310.353944 + Penalty 3268.853117 = -939041.500826 Iteration 62Q: 3 clusters Score -939041.5 nChanged 16 ComputeScore: Raw -942312.093175 + Penalty 3268.853117 = -939043.240058 Iteration 63Q: 3 clusters Score -939043.2 nChanged 22 ComputeScore: Raw -942314.134771 + Penalty 3268.853117 = -939045.281653 Iteration 64Q: 3 clusters Score -939045.3 nChanged 15 ComputeScore: Raw -942315.727829 + Penalty 3268.853117 = -939046.874711 Iteration 65Q: 3 clusters Score -939046.9 nChanged 14 ComputeScore: Raw -942316.984616 + Penalty 3268.853117 = -939048.131499 Iteration 66Q: 3 clusters Score -939048.1 nChanged 11 ComputeScore: Raw -942317.768116 + Penalty 3268.853117 = -939048.914999 Iteration 67Q: 3 clusters Score -939048.9 nChanged 11 ComputeScore: Raw -942318.522960 + Penalty 3268.853117 = -939049.669843 Iteration 68Q: 3 clusters Score -939049.7 nChanged 10 ComputeScore: Raw -942319.246089 + Penalty 3268.853117 = -939050.392971 Iteration 69Q: 3 clusters Score -939050.4 nChanged 8 ComputeScore: Raw -942319.792351 + Penalty 3268.853117 = -939050.939233 Iteration 70Q: 3 clusters Score -939050.9 nChanged 9 ComputeScore: Raw -942320.604606 + Penalty 3268.853117 = -939051.751489 Iteration 71Q: 3 clusters Score -939051.8 nChanged 13 ComputeScore: Raw -942321.595070 + Penalty 3268.853117 = -939052.741953 Iteration 72Q: 3 clusters Score -939052.7 nChanged 11 ComputeScore: Raw -942322.154632 + Penalty 3268.853117 = -939053.301515 Iteration 73Q: 3 clusters Score -939053.3 nChanged 10 ComputeScore: Raw -942322.905338 + Penalty 3268.853117 = -939054.052220 Iteration 74Q: 3 clusters Score -939054.1 nChanged 13 ComputeScore: Raw -942324.085023 + Penalty 3268.853117 = -939055.231905 Iteration 75Q: 3 clusters Score -939055.2 nChanged 14 ComputeScore: Raw -942325.413693 + Penalty 3268.853117 = -939056.560575 Iteration 76Q: 3 clusters Score -939056.6 nChanged 16 ComputeScore: Raw -942326.786895 + Penalty 3268.853117 = -939057.933777 Iteration 77Q: 3 clusters Score -939057.9 nChanged 14 ComputeScore: Raw -942328.945448 + Penalty 3268.853117 = -939060.092330 Iteration 78Q: 3 clusters Score -939060.1 nChanged 19 ComputeScore: Raw -942331.125786 + Penalty 3268.853117 = -939062.272669 Iteration 79Q: 3 clusters Score -939062.3 nChanged 22 ComputeScore: Raw -942333.337759 + Penalty 3268.853117 = -939064.484641 Iteration 80F: 3 clusters Score -939064.5 nChanged 32 ComputeScore: Raw -942336.789765 + Penalty 3268.853117 = -939067.936647 Iteration 81Q: 3 clusters Score -939067.9 nChanged 34 ComputeScore: Raw -942340.958038 + Penalty 3268.853117 = -939072.104920 Iteration 82Q: 3 clusters Score -939072.1 nChanged 36 ComputeScore: Raw -942345.570680 + Penalty 3268.853117 = -939076.717563 Iteration 83Q: 3 clusters Score -939076.7 nChanged 44 ComputeScore: Raw -942350.505976 + Penalty 3268.853117 = -939081.652859 Iteration 84Q: 3 clusters Score -939081.7 nChanged 34 ComputeScore: Raw -942353.907485 + Penalty 3268.853117 = -939085.054368 Iteration 85Q: 3 clusters Score -939085.1 nChanged 34 ComputeScore: Raw -942357.992068 + Penalty 3268.853117 = -939089.138951 Iteration 86Q: 3 clusters Score -939089.1 nChanged 34 ComputeScore: Raw -942361.569347 + Penalty 3268.853117 = -939092.716230 Iteration 87Q: 3 clusters Score -939092.7 nChanged 37 ComputeScore: Raw -942366.568457 + Penalty 3268.853117 = -939097.715339 Iteration 88Q: 3 clusters Score -939097.7 nChanged 39 ComputeScore: Raw -942371.893369 + Penalty 3268.853117 = -939103.040251 Iteration 89Q: 3 clusters Score -939103 nChanged 36 ComputeScore: Raw -942377.261254 + Penalty 3268.853117 = -939108.408137 Iteration 90Q: 3 clusters Score -939108.4 nChanged 35 ComputeScore: Raw -942382.465050 + Penalty 3268.853117 = -939113.611932 Iteration 91Q: 3 clusters Score -939113.6 nChanged 43 ComputeScore: Raw -942387.895798 + Penalty 3268.853117 = -939119.042680 Iteration 92Q: 3 clusters Score -939119 nChanged 27 ComputeScore: Raw -942390.869621 + Penalty 3268.853117 = -939122.016504 Iteration 93Q: 3 clusters Score -939122 nChanged 27 ComputeScore: Raw -942393.952500 + Penalty 3268.853117 = -939125.099383 Iteration 94Q: 3 clusters Score -939125.1 nChanged 27 ComputeScore: Raw -942396.839781 + Penalty 3268.853117 = -939127.986663 Iteration 95Q: 3 clusters Score -939128 nChanged 30 ComputeScore: Raw -942399.608414 + Penalty 3268.853117 = -939130.755297 Iteration 96Q: 3 clusters Score -939130.8 nChanged 26 ComputeScore: Raw -942402.631960 + Penalty 3268.853117 = -939133.778843 Iteration 97Q: 3 clusters Score -939133.8 nChanged 26 ComputeScore: Raw -942406.141883 + Penalty 3268.853117 = -939137.288766 Iteration 98Q: 3 clusters Score -939137.3 nChanged 24 ComputeScore: Raw -942410.087048 + Penalty 3268.853117 = -939141.233931 Iteration 99Q: 3 clusters Score -939141.2 nChanged 33 ComputeScore: Raw -942416.907790 + Penalty 3268.853117 = -939148.054673 Iteration 100F: 3 clusters Score -939148.1 nChanged 36 ComputeScore: Raw -942429.409875 + Penalty 3268.853117 = -939160.556757 Iteration 101Q: 3 clusters Score -939160.6 nChanged 44 ComputeScore: Raw -942451.398617 + Penalty 3268.853117 = -939182.545500 Iteration 102Q: 3 clusters Score -939182.5 nChanged 80 ComputeScore: Raw -942493.645297 + Penalty 3268.853117 = -939224.792179 Iteration 103Q: 3 clusters Score -939224.8 nChanged 96 ComputeScore: Raw -942562.231286 + Penalty 3268.853117 = -939293.378168 Iteration 104Q: 3 clusters Score -939293.4 nChanged 155 ComputeScore: Raw -942657.405014 + Penalty 3268.853117 = -939388.551897 Iteration 105Q: 3 clusters Score -939388.6 nChanged 166 ComputeScore: Raw -942742.011365 + Penalty 3268.853117 = -939473.158248 Iteration 106Q: 3 clusters Score -939473.2 nChanged 178 ComputeScore: Raw -942814.173994 + Penalty 3268.853117 = -939545.320876 Iteration 107Q: 3 clusters Score -939545.3 nChanged 149 ComputeScore: Raw -942865.590007 + Penalty 3268.853117 = -939596.736890 Iteration 108Q: 3 clusters Score -939596.7 nChanged 131 ComputeScore: Raw -942907.160207 + Penalty 3268.853117 = -939638.307090 Iteration 109Q: 3 clusters Score -939638.3 nChanged 126 ComputeScore: Raw -942941.688585 + Penalty 3268.853117 = -939672.835468 Iteration 110Q: 3 clusters Score -939672.8 nChanged 95 ComputeScore: Raw -942970.451016 + Penalty 3268.853117 = -939701.597898 Iteration 111Q: 3 clusters Score -939701.6 nChanged 107 ComputeScore: Raw -943003.557800 + Penalty 3268.853117 = -939734.704682 Iteration 112Q: 3 clusters Score -939734.7 nChanged 117 ComputeScore: Raw -943041.860846 + Penalty 3268.853117 = -939773.007728 Iteration 113Q: 3 clusters Score -939773 nChanged 118 ComputeScore: Raw -943077.596820 + Penalty 3268.853117 = -939808.743703 Iteration 114Q: 3 clusters Score -939808.7 nChanged 94 ComputeScore: Raw -943101.955862 + Penalty 3268.853117 = -939833.102744 Iteration 115Q: 3 clusters Score -939833.1 nChanged 84 ComputeScore: Raw -943123.284182 + Penalty 3268.853117 = -939854.431065 Iteration 116Q: 3 clusters Score -939854.4 nChanged 75 ComputeScore: Raw -943139.913632 + Penalty 3268.853117 = -939871.060515 Iteration 117Q: 3 clusters Score -939871.1 nChanged 66 ComputeScore: Raw -943151.938202 + Penalty 3268.853117 = -939883.085084 Iteration 118Q: 3 clusters Score -939883.1 nChanged 48 ComputeScore: Raw -943160.862569 + Penalty 3268.853117 = -939892.009452 Iteration 119Q: 3 clusters Score -939892 nChanged 40 ComputeScore: Raw -943167.549907 + Penalty 3268.853117 = -939898.696789 Iteration 120F: 3 clusters Score -939898.7 nChanged 34 ComputeScore: Raw -943173.739317 + Penalty 3268.853117 = -939904.886199 Iteration 121Q: 3 clusters Score -939904.9 nChanged 29 ComputeScore: Raw -943178.043089 + Penalty 3268.853117 = -939909.189971 Iteration 122Q: 3 clusters Score -939909.2 nChanged 29 ComputeScore: Raw -943184.529494 + Penalty 3268.853117 = -939915.676376 Iteration 123Q: 3 clusters Score -939915.7 nChanged 36 ComputeScore: Raw -943192.659002 + Penalty 3268.853117 = -939923.805885 Iteration 124Q: 3 clusters Score -939923.8 nChanged 38 ComputeScore: Raw -943199.831621 + Penalty 3268.853117 = -939930.978504 Iteration 125Q: 3 clusters Score -939931 nChanged 33 ComputeScore: Raw -943207.022410 + Penalty 3268.853117 = -939938.169293 Iteration 126Q: 3 clusters Score -939938.2 nChanged 30 ComputeScore: Raw -943212.840638 + Penalty 3268.853117 = -939943.987520 Iteration 127Q: 3 clusters Score -939944 nChanged 36 ComputeScore: Raw -943217.560565 + Penalty 3268.853117 = -939948.707448 Iteration 128Q: 3 clusters Score -939948.7 nChanged 25 ComputeScore: Raw -943221.530279 + Penalty 3268.853117 = -939952.677162 Iteration 129Q: 3 clusters Score -939952.7 nChanged 23 ComputeScore: Raw -943224.446606 + Penalty 3268.853117 = -939955.593489 Iteration 130Q: 3 clusters Score -939955.6 nChanged 16 ComputeScore: Raw -943226.336345 + Penalty 3268.853117 = -939957.483228 Iteration 131Q: 3 clusters Score -939957.5 nChanged 12 ComputeScore: Raw -943228.167748 + Penalty 3268.853117 = -939959.314630 Iteration 132Q: 3 clusters Score -939959.3 nChanged 11 ComputeScore: Raw -943229.800388 + Penalty 3268.853117 = -939960.947271 Iteration 133Q: 3 clusters Score -939960.9 nChanged 11 ComputeScore: Raw -943231.055839 + Penalty 3268.853117 = -939962.202721 Iteration 134Q: 3 clusters Score -939962.2 nChanged 15 ComputeScore: Raw -943232.983628 + Penalty 3268.853117 = -939964.130510 Iteration 135Q: 3 clusters Score -939964.1 nChanged 15 ComputeScore: Raw -943234.764381 + Penalty 3268.853117 = -939965.911264 Iteration 136Q: 3 clusters Score -939965.9 nChanged 12 ComputeScore: Raw -943236.271693 + Penalty 3268.853117 = -939967.418575 Iteration 137Q: 3 clusters Score -939967.4 nChanged 9 ComputeScore: Raw -943237.409378 + Penalty 3268.853117 = -939968.556261 Iteration 138Q: 3 clusters Score -939968.6 nChanged 8 ComputeScore: Raw -943238.560605 + Penalty 3268.853117 = -939969.707487 Iteration 139Q: 3 clusters Score -939969.7 nChanged 9 ComputeScore: Raw -943239.601926 + Penalty 3268.853117 = -939970.748809 Iteration 140F: 3 clusters Score -939970.7 nChanged 5 ComputeScore: Raw -943240.322550 + Penalty 3268.853117 = -939971.469433 Iteration 141Q: 3 clusters Score -939971.5 nChanged 5 ComputeScore: Raw -943240.911278 + Penalty 3268.853117 = -939972.058161 Iteration 142Q: 3 clusters Score -939972.1 nChanged 3 ComputeScore: Raw -943241.199055 + Penalty 3268.853117 = -939972.345938 Iteration 143Q: 3 clusters Score -939972.3 nChanged 3 ComputeScore: Raw -943241.481451 + Penalty 3268.853117 = -939972.628333 Iteration 144Q: 3 clusters Score -939972.6 nChanged 4 ComputeScore: Raw -943242.041292 + Penalty 3268.853117 = -939973.188175 Iteration 145Q: 3 clusters Score -939973.2 nChanged 9 ComputeScore: Raw -943243.013913 + Penalty 3268.853117 = -939974.160796 Iteration 146Q: 3 clusters Score -939974.2 nChanged 6 ComputeScore: Raw -943243.615963 + Penalty 3268.853117 = -939974.762845 Iteration 147Q: 3 clusters Score -939974.8 nChanged 4 ComputeScore: Raw -943244.182682 + Penalty 3268.853117 = -939975.329564 Iteration 148Q: 3 clusters Score -939975.3 nChanged 8 ComputeScore: Raw -943245.640684 + Penalty 3268.853117 = -939976.787567 Iteration 149Q: 3 clusters Score -939976.8 nChanged 13 ComputeScore: Raw -943247.224247 + Penalty 3268.853117 = -939978.371130 Iteration 150Q: 3 clusters Score -939978.4 nChanged 7 ComputeScore: Raw -943248.045185 + Penalty 3268.853117 = -939979.192067 Iteration 151Q: 3 clusters Score -939979.2 nChanged 3 ComputeScore: Raw -943248.402645 + Penalty 3268.853117 = -939979.549528 Iteration 152Q: 3 clusters Score -939979.5 nChanged 6 ComputeScore: Raw -943249.190913 + Penalty 3268.853117 = -939980.337796 Iteration 153Q: 3 clusters Score -939980.3 nChanged 3 ComputeScore: Raw -943249.495743 + Penalty 3268.853117 = -939980.642626 Iteration 154Q: 3 clusters Score -939980.6 nChanged 3 ComputeScore: Raw -943250.015518 + Penalty 3268.853117 = -939981.162401 Iteration 155Q: 3 clusters Score -939981.2 nChanged 5 ComputeScore: Raw -943250.566326 + Penalty 3268.853117 = -939981.713209 Iteration 156Q: 3 clusters Score -939981.7 nChanged 1 ComputeScore: Raw -943250.623029 + Penalty 3268.853117 = -939981.769912 Iteration 157Q: 3 clusters Score -939981.8 nChanged 1 ComputeScore: Raw -943250.699122 + Penalty 3268.853117 = -939981.846004 Iteration 158Q: 3 clusters Score -939981.8 nChanged 0 ComputeScore: Raw -943250.699122 + Penalty 3268.853117 = -939981.846004 Iteration 159F: 3 clusters Score -939981.8 nChanged 0 Trying to split cluster 6 (3828 points) Assigned 2 initial classes randomly. ComputeScore: Raw -152398.173796 + Penalty 1340.640885 = -151057.532911 Iteration 0F: 2 clusters Score -151057.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -150471.388230 + Penalty 2681.281770 = -147790.106460 Iteration 0F: 3 clusters Score -147790.1 nChanged 1541 ComputeScore: Raw -151416.536240 + Penalty 2681.281770 = -148735.254470 Iteration 1F: 3 clusters Score -148735.3 nChanged 293 ComputeScore: Raw -151620.536830 + Penalty 2681.281770 = -148939.255060 Iteration 2F: 3 clusters Score -148939.3 nChanged 202 ComputeScore: Raw -151754.371513 + Penalty 2681.281770 = -149073.089743 Iteration 3F: 3 clusters Score -149073.1 nChanged 161 ComputeScore: Raw -151853.719152 + Penalty 2681.281770 = -149172.437383 Iteration 4Q: 3 clusters Score -149172.4 nChanged 139 ComputeScore: Raw -151935.059343 + Penalty 2681.281770 = -149253.777573 Iteration 5Q: 3 clusters Score -149253.8 nChanged 121 ComputeScore: Raw -152017.735202 + Penalty 2681.281770 = -149336.453432 Iteration 6Q: 3 clusters Score -149336.5 nChanged 112 ComputeScore: Raw -152090.239861 + Penalty 2681.281770 = -149408.958091 Iteration 7Q: 3 clusters Score -149409 nChanged 112 ComputeScore: Raw -152147.079102 + Penalty 2681.281770 = -149465.797333 Iteration 8Q: 3 clusters Score -149465.8 nChanged 93 ComputeScore: Raw -152198.798492 + Penalty 2681.281770 = -149517.516722 Iteration 9Q: 3 clusters Score -149517.5 nChanged 96 ComputeScore: Raw -152265.134095 + Penalty 2681.281770 = -149583.852326 Iteration 10Q: 3 clusters Score -149583.9 nChanged 97 ComputeScore: Raw -152336.451615 + Penalty 2681.281770 = -149655.169845 Iteration 11Q: 3 clusters Score -149655.2 nChanged 102 ComputeScore: Raw -152406.423416 + Penalty 2681.281770 = -149725.141647 Iteration 12Q: 3 clusters Score -149725.1 nChanged 105 ComputeScore: Raw -152479.760530 + Penalty 2681.281770 = -149798.478760 Iteration 13Q: 3 clusters Score -149798.5 nChanged 94 ComputeScore: Raw -152544.943111 + Penalty 2681.281770 = -149863.661341 Iteration 14Q: 3 clusters Score -149863.7 nChanged 88 ComputeScore: Raw -152598.200576 + Penalty 2681.281770 = -149916.918806 Iteration 15Q: 3 clusters Score -149916.9 nChanged 73 ComputeScore: Raw -152638.594403 + Penalty 2681.281770 = -149957.312634 Iteration 16Q: 3 clusters Score -149957.3 nChanged 60 ComputeScore: Raw -152664.620893 + Penalty 2681.281770 = -149983.339123 Iteration 17Q: 3 clusters Score -149983.3 nChanged 45 ComputeScore: Raw -152684.881417 + Penalty 2681.281770 = -150003.599647 Iteration 18Q: 3 clusters Score -150003.6 nChanged 35 ComputeScore: Raw -152701.403095 + Penalty 2681.281770 = -150020.121325 Iteration 19Q: 3 clusters Score -150020.1 nChanged 37 ComputeScore: Raw -152718.571504 + Penalty 2681.281770 = -150037.289734 Iteration 20F: 3 clusters Score -150037.3 nChanged 31 ComputeScore: Raw -152731.647795 + Penalty 2681.281770 = -150050.366026 Iteration 21Q: 3 clusters Score -150050.4 nChanged 28 ComputeScore: Raw -152745.101238 + Penalty 2681.281770 = -150063.819469 Iteration 22Q: 3 clusters Score -150063.8 nChanged 31 ComputeScore: Raw -152759.942913 + Penalty 2681.281770 = -150078.661144 Iteration 23Q: 3 clusters Score -150078.7 nChanged 32 ComputeScore: Raw -152771.255981 + Penalty 2681.281770 = -150089.974211 Iteration 24Q: 3 clusters Score -150090 nChanged 22 ComputeScore: Raw -152779.302175 + Penalty 2681.281770 = -150098.020405 Iteration 25Q: 3 clusters Score -150098 nChanged 19 ComputeScore: Raw -152785.242574 + Penalty 2681.281770 = -150103.960804 Iteration 26Q: 3 clusters Score -150104 nChanged 17 ComputeScore: Raw -152792.269856 + Penalty 2681.281770 = -150110.988086 Iteration 27Q: 3 clusters Score -150111 nChanged 15 ComputeScore: Raw -152797.745698 + Penalty 2681.281770 = -150116.463928 Iteration 28Q: 3 clusters Score -150116.5 nChanged 10 ComputeScore: Raw -152801.411274 + Penalty 2681.281770 = -150120.129504 Iteration 29Q: 3 clusters Score -150120.1 nChanged 13 ComputeScore: Raw -152805.789763 + Penalty 2681.281770 = -150124.507993 Iteration 30Q: 3 clusters Score -150124.5 nChanged 12 ComputeScore: Raw -152808.489532 + Penalty 2681.281770 = -150127.207763 Iteration 31Q: 3 clusters Score -150127.2 nChanged 4 ComputeScore: Raw -152809.468213 + Penalty 2681.281770 = -150128.186444 Iteration 32Q: 3 clusters Score -150128.2 nChanged 3 ComputeScore: Raw -152810.143871 + Penalty 2681.281770 = -150128.862102 Iteration 33Q: 3 clusters Score -150128.9 nChanged 1 ComputeScore: Raw -152810.629967 + Penalty 2681.281770 = -150129.348198 Iteration 34Q: 3 clusters Score -150129.3 nChanged 0 ComputeScore: Raw -152810.629967 + Penalty 2681.281770 = -150129.348198 Iteration 35F: 3 clusters Score -150129.3 nChanged 0 3->7 Clusters: Score -10367448.536473, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 4 clusters... --- Clustering full data set of 250993 points --- Assigned 4 initial classes randomly. ConsiderDeletion: ComputeScore: Raw -9894077.259431 + Penalty 6061.175411 = -9888016.084021Iteration 0F: 4 clusters Score -9888016 nChanged 163443 ConsiderDeletion: ComputeScore: Raw -10042522.650915 + Penalty 6061.175411 = -10036461.475504Iteration 1F: 4 clusters Score -1.003646e+07 nChanged 35765 ConsiderDeletion: ComputeScore: Raw -10132875.186475 + Penalty 6061.175411 = -10126814.011065Iteration 2F: 4 clusters Score -1.012681e+07 nChanged 49566 ConsiderDeletion: ComputeScore: Raw -10233804.366747 + Penalty 6061.175411 = -10227743.191337Iteration 3F: 4 clusters Score -1.022774e+07 nChanged 38856 ConsiderDeletion: ComputeScore: Raw -10276608.280556 + Penalty 6061.175411 = -10270547.105145Iteration 4F: 4 clusters Score -1.027055e+07 nChanged 25656 ConsiderDeletion: ComputeScore: Raw -10296107.179279 + Penalty 6061.175411 = -10290046.003868Iteration 5F: 4 clusters Score -1.029005e+07 nChanged 17122 ConsiderDeletion: ComputeScore: Raw -10306774.619979 + Penalty 6061.175411 = -10300713.444569Iteration 6F: 4 clusters Score -1.030071e+07 nChanged 11332 ConsiderDeletion: ComputeScore: Raw -10312351.080468 + Penalty 6061.175411 = -10306289.905057Iteration 7Q: 4 clusters Score -1.030629e+07 nChanged 8040 ConsiderDeletion: ComputeScore: Raw -10315640.548119 + Penalty 6061.175411 = -10309579.372709Iteration 8Q: 4 clusters Score -1.030958e+07 nChanged 6188 ConsiderDeletion: ComputeScore: Raw -10317847.861738 + Penalty 6061.175411 = -10311786.686328Iteration 9Q: 4 clusters Score -1.031179e+07 nChanged 5160 ConsiderDeletion: ComputeScore: Raw -10319584.516946 + Penalty 6061.175411 = -10313523.341535Iteration 10Q: 4 clusters Score -1.031352e+07 nChanged 4607 ConsiderDeletion: ComputeScore: Raw -10321212.951588 + Penalty 6061.175411 = -10315151.776178Iteration 11Q: 4 clusters Score -1.031515e+07 nChanged 4359 ConsiderDeletion: ComputeScore: Raw -10322837.981523 + Penalty 6061.175411 = -10316776.806112Iteration 12Q: 4 clusters Score -1.031678e+07 nChanged 4160 ConsiderDeletion: ComputeScore: Raw -10324437.505266 + Penalty 6061.175411 = -10318376.329856Iteration 13Q: 4 clusters Score -1.031838e+07 nChanged 3905 ConsiderDeletion: ComputeScore: Raw -10325929.068696 + Penalty 6061.175411 = -10319867.893286Iteration 14Q: 4 clusters Score -1.031987e+07 nChanged 3553 ConsiderDeletion: ComputeScore: Raw -10327227.345206 + Penalty 6061.175411 = -10321166.169795Iteration 15Q: 4 clusters Score -1.032117e+07 nChanged 3286 ConsiderDeletion: ComputeScore: Raw -10328388.477677 + Penalty 6061.175411 = -10322327.302267Iteration 16Q: 4 clusters Score -1.032233e+07 nChanged 2952 ConsiderDeletion: ComputeScore: Raw -10329437.730664 + Penalty 6061.175411 = -10323376.555253Iteration 17Q: 4 clusters Score -1.032338e+07 nChanged 2627 ConsiderDeletion: ComputeScore: Raw -10330474.022407 + Penalty 6061.175411 = -10324412.846996Iteration 18Q: 4 clusters Score -1.032441e+07 nChanged 2336 ConsiderDeletion: ComputeScore: Raw -10331388.372821 + Penalty 6061.175411 = -10325327.197411Iteration 19Q: 4 clusters Score -1.032533e+07 nChanged 1989 ConsiderDeletion: ComputeScore: Raw -10334716.424108 + Penalty 6061.175411 = -10328655.248698Iteration 20F: 4 clusters Score -1.032866e+07 nChanged 3035 ConsiderDeletion: ComputeScore: Raw -10338356.483224 + Penalty 6061.175411 = -10332295.307813Iteration 21Q: 4 clusters Score -1.03323e+07 nChanged 3752 ConsiderDeletion: ComputeScore: Raw -10340645.186433 + Penalty 6061.175411 = -10334584.011023Iteration 22Q: 4 clusters Score -1.033458e+07 nChanged 3332 ConsiderDeletion: ComputeScore: Raw -10342123.881046 + Penalty 6061.175411 = -10336062.705635Iteration 23Q: 4 clusters Score -1.033606e+07 nChanged 2635 ConsiderDeletion: ComputeScore: Raw -10343056.886952 + Penalty 6061.175411 = -10336995.711541Iteration 24Q: 4 clusters Score -1.0337e+07 nChanged 2091 ConsiderDeletion: ComputeScore: Raw -10343722.578390 + Penalty 6061.175411 = -10337661.402980Iteration 25Q: 4 clusters Score -1.033766e+07 nChanged 1766 ConsiderDeletion: ComputeScore: Raw -10344226.019804 + Penalty 6061.175411 = -10338164.844393Iteration 26Q: 4 clusters Score -1.033816e+07 nChanged 1524 ConsiderDeletion: ComputeScore: Raw -10344605.565452 + Penalty 6061.175411 = -10338544.390042Iteration 27Q: 4 clusters Score -1.033854e+07 nChanged 1324 ConsiderDeletion: ComputeScore: Raw -10344891.969529 + Penalty 6061.175411 = -10338830.794118Iteration 28Q: 4 clusters Score -1.033883e+07 nChanged 1156 ConsiderDeletion: ComputeScore: Raw -10345114.921785 + Penalty 6061.175411 = -10339053.746375Iteration 29Q: 4 clusters Score -1.033905e+07 nChanged 1044 ConsiderDeletion: ComputeScore: Raw -10345295.756088 + Penalty 6061.175411 = -10339234.580678Iteration 30Q: 4 clusters Score -1.033923e+07 nChanged 903 ConsiderDeletion: ComputeScore: Raw -10345455.770270 + Penalty 6061.175411 = -10339394.594859Iteration 31Q: 4 clusters Score -1.033939e+07 nChanged 804 ConsiderDeletion: ComputeScore: Raw -10345583.210090 + Penalty 6061.175411 = -10339522.034680Iteration 32Q: 4 clusters Score -1.033952e+07 nChanged 632 ConsiderDeletion: ComputeScore: Raw -10345667.724391 + Penalty 6061.175411 = -10339606.548981Iteration 33Q: 4 clusters Score -1.033961e+07 nChanged 555 ConsiderDeletion: ComputeScore: Raw -10345728.578218 + Penalty 6061.175411 = -10339667.402808Iteration 34Q: 4 clusters Score -1.033967e+07 nChanged 486 ConsiderDeletion: ComputeScore: Raw -10345782.065834 + Penalty 6061.175411 = -10339720.890423Iteration 35Q: 4 clusters Score -1.033972e+07 nChanged 448 ConsiderDeletion: ComputeScore: Raw -10345821.962617 + Penalty 6061.175411 = -10339760.787207Iteration 36Q: 4 clusters Score -1.033976e+07 nChanged 348 ConsiderDeletion: ComputeScore: Raw -10345846.962803 + Penalty 6061.175411 = -10339785.787392Iteration 37Q: 4 clusters Score -1.033979e+07 nChanged 302 ConsiderDeletion: ComputeScore: Raw -10345863.990587 + Penalty 6061.175411 = -10339802.815177Iteration 38Q: 4 clusters Score -1.03398e+07 nChanged 234 ComputeScore: Raw -10345863.990587 + Penalty 6061.175411 = -10339802.815177Trying to split cluster 1 (35124 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1282009.390230 + Penalty 1700.828990 = -1280308.561240 Iteration 0F: 2 clusters Score -1280309 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1260106.324329 + Penalty 3401.657979 = -1256704.666349 Iteration 0F: 3 clusters Score -1256705 nChanged 16288 ComputeScore: Raw -1269153.340469 + Penalty 3401.657979 = -1265751.682490 Iteration 1F: 3 clusters Score -1265752 nChanged 1645 ComputeScore: Raw -1269751.027422 + Penalty 3401.657979 = -1266349.369442 Iteration 2Q: 3 clusters Score -1266349 nChanged 1676 ComputeScore: Raw -1270516.160866 + Penalty 3401.657979 = -1267114.502887 Iteration 3Q: 3 clusters Score -1267115 nChanged 1985 ComputeScore: Raw -1271616.839246 + Penalty 3401.657979 = -1268215.181266 Iteration 4F: 3 clusters Score -1268215 nChanged 2263 ComputeScore: Raw -1273181.299826 + Penalty 3401.657979 = -1269779.641847 Iteration 5F: 3 clusters Score -1269780 nChanged 2450 ComputeScore: Raw -1275085.926293 + Penalty 3401.657979 = -1271684.268314 Iteration 6F: 3 clusters Score -1271684 nChanged 2451 ComputeScore: Raw -1277176.623628 + Penalty 3401.657979 = -1273774.965648 Iteration 7F: 3 clusters Score -1273775 nChanged 2143 ComputeScore: Raw -1279083.250593 + Penalty 3401.657979 = -1275681.592613 Iteration 8F: 3 clusters Score -1275682 nChanged 1668 ComputeScore: Raw -1280537.246080 + Penalty 3401.657979 = -1277135.588101 Iteration 9Q: 3 clusters Score -1277136 nChanged 1096 ComputeScore: Raw -1281406.964032 + Penalty 3401.657979 = -1278005.306053 Iteration 10Q: 3 clusters Score -1278005 nChanged 738 ComputeScore: Raw -1281918.530099 + Penalty 3401.657979 = -1278516.872119 Iteration 11Q: 3 clusters Score -1278517 nChanged 502 ComputeScore: Raw -1282221.420315 + Penalty 3401.657979 = -1278819.762335 Iteration 12Q: 3 clusters Score -1278820 nChanged 351 ComputeScore: Raw -1282394.275963 + Penalty 3401.657979 = -1278992.617984 Iteration 13Q: 3 clusters Score -1278993 nChanged 229 ComputeScore: Raw -1282483.078540 + Penalty 3401.657979 = -1279081.420561 Iteration 14Q: 3 clusters Score -1279081 nChanged 160 ComputeScore: Raw -1282546.175747 + Penalty 3401.657979 = -1279144.517767 Iteration 15Q: 3 clusters Score -1279145 nChanged 128 ComputeScore: Raw -1282593.896017 + Penalty 3401.657979 = -1279192.238037 Iteration 16Q: 3 clusters Score -1279192 nChanged 92 ComputeScore: Raw -1282624.031651 + Penalty 3401.657979 = -1279222.373672 Iteration 17Q: 3 clusters Score -1279222 nChanged 76 ComputeScore: Raw -1282645.988945 + Penalty 3401.657979 = -1279244.330966 Iteration 18Q: 3 clusters Score -1279244 nChanged 65 ComputeScore: Raw -1282668.937899 + Penalty 3401.657979 = -1279267.279920 Iteration 19Q: 3 clusters Score -1279267 nChanged 59 ComputeScore: Raw -1282689.992144 + Penalty 3401.657979 = -1279288.334165 Iteration 20F: 3 clusters Score -1279288 nChanged 49 ComputeScore: Raw -1282704.900009 + Penalty 3401.657979 = -1279303.242030 Iteration 21Q: 3 clusters Score -1279303 nChanged 47 ComputeScore: Raw -1282723.174046 + Penalty 3401.657979 = -1279321.516067 Iteration 22Q: 3 clusters Score -1279322 nChanged 44 ComputeScore: Raw -1282734.888624 + Penalty 3401.657979 = -1279333.230645 Iteration 23Q: 3 clusters Score -1279333 nChanged 37 ComputeScore: Raw -1282745.174428 + Penalty 3401.657979 = -1279343.516449 Iteration 24Q: 3 clusters Score -1279344 nChanged 33 ComputeScore: Raw -1282755.185368 + Penalty 3401.657979 = -1279353.527389 Iteration 25Q: 3 clusters Score -1279354 nChanged 33 ComputeScore: Raw -1282765.989686 + Penalty 3401.657979 = -1279364.331706 Iteration 26Q: 3 clusters Score -1279364 nChanged 16 ComputeScore: Raw -1282769.109505 + Penalty 3401.657979 = -1279367.451525 Iteration 27Q: 3 clusters Score -1279367 nChanged 11 ComputeScore: Raw -1282774.443177 + Penalty 3401.657979 = -1279372.785197 Iteration 28Q: 3 clusters Score -1279373 nChanged 14 ComputeScore: Raw -1282778.892749 + Penalty 3401.657979 = -1279377.234769 Iteration 29Q: 3 clusters Score -1279377 nChanged 13 ComputeScore: Raw -1282782.595499 + Penalty 3401.657979 = -1279380.937519 Iteration 30Q: 3 clusters Score -1279381 nChanged 4 ComputeScore: Raw -1282783.425543 + Penalty 3401.657979 = -1279381.767564 Iteration 31Q: 3 clusters Score -1279382 nChanged 7 ComputeScore: Raw -1282785.464010 + Penalty 3401.657979 = -1279383.806030 Iteration 32Q: 3 clusters Score -1279384 nChanged 13 ComputeScore: Raw -1282789.327461 + Penalty 3401.657979 = -1279387.669482 Iteration 33Q: 3 clusters Score -1279388 nChanged 8 ComputeScore: Raw -1282791.089387 + Penalty 3401.657979 = -1279389.431408 Iteration 34Q: 3 clusters Score -1279389 nChanged 9 ComputeScore: Raw -1282793.082333 + Penalty 3401.657979 = -1279391.424353 Iteration 35Q: 3 clusters Score -1279391 nChanged 5 ComputeScore: Raw -1282794.230738 + Penalty 3401.657979 = -1279392.572758 Iteration 36Q: 3 clusters Score -1279393 nChanged 7 ComputeScore: Raw -1282795.527832 + Penalty 3401.657979 = -1279393.869853 Iteration 37Q: 3 clusters Score -1279394 nChanged 5 ComputeScore: Raw -1282796.708217 + Penalty 3401.657979 = -1279395.050238 Iteration 38Q: 3 clusters Score -1279395 nChanged 4 ComputeScore: Raw -1282797.373544 + Penalty 3401.657979 = -1279395.715565 Iteration 39Q: 3 clusters Score -1279396 nChanged 3 ComputeScore: Raw -1282798.313186 + Penalty 3401.657979 = -1279396.655206 Iteration 40F: 3 clusters Score -1279397 nChanged 5 ComputeScore: Raw -1282799.480830 + Penalty 3401.657979 = -1279397.822851 Iteration 41Q: 3 clusters Score -1279398 nChanged 4 ComputeScore: Raw -1282800.645333 + Penalty 3401.657979 = -1279398.987353 Iteration 42Q: 3 clusters Score -1279399 nChanged 4 ComputeScore: Raw -1282801.533589 + Penalty 3401.657979 = -1279399.875610 Iteration 43Q: 3 clusters Score -1279400 nChanged 2 ComputeScore: Raw -1282801.791375 + Penalty 3401.657979 = -1279400.133395 Iteration 44Q: 3 clusters Score -1279400 nChanged 2 ComputeScore: Raw -1282802.421590 + Penalty 3401.657979 = -1279400.763610 Iteration 45Q: 3 clusters Score -1279401 nChanged 5 ComputeScore: Raw -1282803.061906 + Penalty 3401.657979 = -1279401.403927 Iteration 46Q: 3 clusters Score -1279401 nChanged 3 ComputeScore: Raw -1282803.448049 + Penalty 3401.657979 = -1279401.790070 Iteration 47Q: 3 clusters Score -1279402 nChanged 0 ComputeScore: Raw -1282803.448049 + Penalty 3401.657979 = -1279401.790070 Iteration 48F: 3 clusters Score -1279402 nChanged 0 Trying to split cluster 2 (35364 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1358895.876342 + Penalty 1701.935565 = -1357193.940776 Iteration 0F: 2 clusters Score -1357194 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1336881.083301 + Penalty 3403.871131 = -1333477.212170 Iteration 0F: 3 clusters Score -1333477 nChanged 16563 ComputeScore: Raw -1347207.644194 + Penalty 3403.871131 = -1343803.773064 Iteration 1F: 3 clusters Score -1343804 nChanged 2306 ComputeScore: Raw -1349585.164838 + Penalty 3403.871131 = -1346181.293708 Iteration 2F: 3 clusters Score -1346181 nChanged 3063 ComputeScore: Raw -1352848.006065 + Penalty 3403.871131 = -1349444.134935 Iteration 3F: 3 clusters Score -1349444 nChanged 3719 ComputeScore: Raw -1356337.201825 + Penalty 3403.871131 = -1352933.330695 Iteration 4F: 3 clusters Score -1352933 nChanged 3360 ComputeScore: Raw -1359174.305099 + Penalty 3403.871131 = -1355770.433969 Iteration 5F: 3 clusters Score -1355770 nChanged 2530 ComputeScore: Raw -1361013.582059 + Penalty 3403.871131 = -1357609.710929 Iteration 6F: 3 clusters Score -1357610 nChanged 1763 ComputeScore: Raw -1362218.883555 + Penalty 3403.871131 = -1358815.012424 Iteration 7Q: 3 clusters Score -1358815 nChanged 1341 ComputeScore: Raw -1363111.597035 + Penalty 3403.871131 = -1359707.725905 Iteration 8Q: 3 clusters Score -1359708 nChanged 1074 ComputeScore: Raw -1363802.624880 + Penalty 3403.871131 = -1360398.753750 Iteration 9Q: 3 clusters Score -1360399 nChanged 834 ComputeScore: Raw -1364271.792569 + Penalty 3403.871131 = -1360867.921438 Iteration 10Q: 3 clusters Score -1360868 nChanged 638 ComputeScore: Raw -1364606.653317 + Penalty 3403.871131 = -1361202.782187 Iteration 11Q: 3 clusters Score -1361203 nChanged 481 ComputeScore: Raw -1364863.911809 + Penalty 3403.871131 = -1361460.040679 Iteration 12Q: 3 clusters Score -1361460 nChanged 391 ComputeScore: Raw -1365111.308281 + Penalty 3403.871131 = -1361707.437150 Iteration 13Q: 3 clusters Score -1361707 nChanged 370 ComputeScore: Raw -1365396.199959 + Penalty 3403.871131 = -1361992.328828 Iteration 14Q: 3 clusters Score -1361992 nChanged 338 ComputeScore: Raw -1365809.722166 + Penalty 3403.871131 = -1362405.851035 Iteration 15Q: 3 clusters Score -1362406 nChanged 386 ComputeScore: Raw -1366561.316922 + Penalty 3403.871131 = -1363157.445792 Iteration 16Q: 3 clusters Score -1363157 nChanged 465 ComputeScore: Raw -1367739.214128 + Penalty 3403.871131 = -1364335.342997 Iteration 17Q: 3 clusters Score -1364335 nChanged 568 ComputeScore: Raw -1368545.759035 + Penalty 3403.871131 = -1365141.887905 Iteration 18Q: 3 clusters Score -1365142 nChanged 732 ComputeScore: Raw -1369253.151452 + Penalty 3403.871131 = -1365849.280321 Iteration 19Q: 3 clusters Score -1365849 nChanged 908 ComputeScore: Raw -1370183.606723 + Penalty 3403.871131 = -1366779.735593 Iteration 20F: 3 clusters Score -1366780 nChanged 1122 ComputeScore: Raw -1371603.487627 + Penalty 3403.871131 = -1368199.616497 Iteration 21Q: 3 clusters Score -1368200 nChanged 1484 ComputeScore: Raw -1374351.306424 + Penalty 3403.871131 = -1370947.435293 Iteration 22Q: 3 clusters Score -1370947 nChanged 1748 ComputeScore: Raw -1379411.649365 + Penalty 3403.871131 = -1376007.778235 Iteration 23Q: 3 clusters Score -1376008 nChanged 1196 ComputeScore: Raw -1383754.338297 + Penalty 3403.871131 = -1380350.467166 Iteration 24Q: 3 clusters Score -1380350 nChanged 391 ComputeScore: Raw -1384788.029096 + Penalty 3403.871131 = -1381384.157965 Iteration 25Q: 3 clusters Score -1381384 nChanged 147 ComputeScore: Raw -1384975.314431 + Penalty 3403.871131 = -1381571.443301 Iteration 26Q: 3 clusters Score -1381571 nChanged 75 ComputeScore: Raw -1385024.906086 + Penalty 3403.871131 = -1381621.034955 Iteration 27Q: 3 clusters Score -1381621 nChanged 29 ComputeScore: Raw -1385032.631676 + Penalty 3403.871131 = -1381628.760546 Iteration 28Q: 3 clusters Score -1381629 nChanged 17 ComputeScore: Raw -1385036.172695 + Penalty 3403.871131 = -1381632.301564 Iteration 29Q: 3 clusters Score -1381632 nChanged 4 ComputeScore: Raw -1385036.418328 + Penalty 3403.871131 = -1381632.547197 Iteration 30Q: 3 clusters Score -1381633 nChanged 0 ComputeScore: Raw -1385037.414974 + Penalty 3403.871131 = -1381633.543844 Iteration 31F: 3 clusters Score -1381634 nChanged 2 ComputeScore: Raw -1385037.552816 + Penalty 3403.871131 = -1381633.681686 Iteration 32Q: 3 clusters Score -1381634 nChanged 1 ComputeScore: Raw -1385037.613592 + Penalty 3403.871131 = -1381633.742461 Iteration 33Q: 3 clusters Score -1381634 nChanged 1 ComputeScore: Raw -1385037.662704 + Penalty 3403.871131 = -1381633.791573 Iteration 34Q: 3 clusters Score -1381634 nChanged 0 ComputeScore: Raw -1385037.662704 + Penalty 3403.871131 = -1381633.791573 Iteration 35F: 3 clusters Score -1381634 nChanged 0 ComputeScore: Raw -10372012.369472 + Penalty 8081.567214 = -10363930.802257Splitting cluster 2 changes total score from -10339802.815177 to -10363930.802257 So it's getting split into cluster 4. Trying to split cluster 3 (180504 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7902858.872639 + Penalty 1966.820085 = -7900892.052554 Iteration 0F: 2 clusters Score -7900892 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7783329.097690 + Penalty 3933.640171 = -7779395.457519 Iteration 0F: 3 clusters Score -7779395 nChanged 87397 ComputeScore: Raw -7836065.329362 + Penalty 3933.640171 = -7832131.689191 Iteration 1F: 3 clusters Score -7832132 nChanged 7605 ComputeScore: Raw -7839050.675205 + Penalty 3933.640171 = -7835117.035035 Iteration 2Q: 3 clusters Score -7835117 nChanged 10053 ComputeScore: Raw -7844364.022675 + Penalty 3933.640171 = -7840430.382504 Iteration 3F: 3 clusters Score -7840430 nChanged 12720 ComputeScore: Raw -7852499.987778 + Penalty 3933.640171 = -7848566.347608 Iteration 4F: 3 clusters Score -7848566 nChanged 14040 ComputeScore: Raw -7862071.796311 + Penalty 3933.640171 = -7858138.156140 Iteration 5F: 3 clusters Score -7858138 nChanged 12899 ComputeScore: Raw -7870636.016522 + Penalty 3933.640171 = -7866702.376352 Iteration 6F: 3 clusters Score -7866702 nChanged 10388 ComputeScore: Raw -7877446.685236 + Penalty 3933.640171 = -7873513.045065 Iteration 7F: 3 clusters Score -7873513 nChanged 7870 ComputeScore: Raw -7883111.147387 + Penalty 3933.640171 = -7879177.507216 Iteration 8Q: 3 clusters Score -7879178 nChanged 6089 ComputeScore: Raw -7887805.178149 + Penalty 3933.640171 = -7883871.537978 Iteration 9Q: 3 clusters Score -7883872 nChanged 4791 ComputeScore: Raw -7891276.808679 + Penalty 3933.640171 = -7887343.168509 Iteration 10Q: 3 clusters Score -7887343 nChanged 3819 ComputeScore: Raw -7893796.676467 + Penalty 3933.640171 = -7889863.036296 Iteration 11Q: 3 clusters Score -7889863 nChanged 3009 ComputeScore: Raw -7895485.042327 + Penalty 3933.640171 = -7891551.402157 Iteration 12Q: 3 clusters Score -7891551 nChanged 2280 ComputeScore: Raw -7896600.247900 + Penalty 3933.640171 = -7892666.607729 Iteration 13Q: 3 clusters Score -7892667 nChanged 1905 ComputeScore: Raw -7897434.442348 + Penalty 3933.640171 = -7893500.802177 Iteration 14Q: 3 clusters Score -7893501 nChanged 1687 ComputeScore: Raw -7898155.903198 + Penalty 3933.640171 = -7894222.263028 Iteration 15Q: 3 clusters Score -7894222 nChanged 1586 ComputeScore: Raw -7898856.663576 + Penalty 3933.640171 = -7894923.023406 Iteration 16Q: 3 clusters Score -7894923 nChanged 1504 ComputeScore: Raw -7899526.930948 + Penalty 3933.640171 = -7895593.290778 Iteration 17Q: 3 clusters Score -7895593 nChanged 1361 ComputeScore: Raw -7900174.507563 + Penalty 3933.640171 = -7896240.867393 Iteration 18Q: 3 clusters Score -7896241 nChanged 1242 ComputeScore: Raw -7900787.107601 + Penalty 3933.640171 = -7896853.467431 Iteration 19Q: 3 clusters Score -7896853 nChanged 1087 ComputeScore: Raw -7901304.903392 + Penalty 3933.640171 = -7897371.263222 Iteration 20F: 3 clusters Score -7897371 nChanged 916 ComputeScore: Raw -7901718.335678 + Penalty 3933.640171 = -7897784.695508 Iteration 21Q: 3 clusters Score -7897785 nChanged 783 ComputeScore: Raw -7902051.841775 + Penalty 3933.640171 = -7898118.201605 Iteration 22Q: 3 clusters Score -7898118 nChanged 701 ComputeScore: Raw -7902348.542544 + Penalty 3933.640171 = -7898414.902373 Iteration 23Q: 3 clusters Score -7898415 nChanged 630 ComputeScore: Raw -7902630.485966 + Penalty 3933.640171 = -7898696.845795 Iteration 24Q: 3 clusters Score -7898697 nChanged 573 ComputeScore: Raw -7902862.535618 + Penalty 3933.640171 = -7898928.895447 Iteration 25Q: 3 clusters Score -7898929 nChanged 481 ComputeScore: Raw -7903043.993126 + Penalty 3933.640171 = -7899110.352956 Iteration 26Q: 3 clusters Score -7899110 nChanged 438 ComputeScore: Raw -7903213.089611 + Penalty 3933.640171 = -7899279.449440 Iteration 27Q: 3 clusters Score -7899279 nChanged 395 ComputeScore: Raw -7903372.251999 + Penalty 3933.640171 = -7899438.611829 Iteration 28Q: 3 clusters Score -7899439 nChanged 344 ComputeScore: Raw -7903510.387676 + Penalty 3933.640171 = -7899576.747505 Iteration 29Q: 3 clusters Score -7899577 nChanged 325 ComputeScore: Raw -7903641.394585 + Penalty 3933.640171 = -7899707.754414 Iteration 30Q: 3 clusters Score -7899708 nChanged 286 ComputeScore: Raw -7903747.679401 + Penalty 3933.640171 = -7899814.039230 Iteration 31Q: 3 clusters Score -7899814 nChanged 255 ComputeScore: Raw -7903833.780518 + Penalty 3933.640171 = -7899900.140347 Iteration 32Q: 3 clusters Score -7899900 nChanged 227 ComputeScore: Raw -7903910.352386 + Penalty 3933.640171 = -7899976.712215 Iteration 33Q: 3 clusters Score -7899977 nChanged 211 ComputeScore: Raw -7903981.076012 + Penalty 3933.640171 = -7900047.435841 Iteration 34Q: 3 clusters Score -7900047 nChanged 187 ComputeScore: Raw -7904035.583449 + Penalty 3933.640171 = -7900101.943278 Iteration 35Q: 3 clusters Score -7900102 nChanged 163 ComputeScore: Raw -7904080.523387 + Penalty 3933.640171 = -7900146.883216 Iteration 36Q: 3 clusters Score -7900147 nChanged 151 ComputeScore: Raw -7904118.966932 + Penalty 3933.640171 = -7900185.326762 Iteration 37Q: 3 clusters Score -7900185 nChanged 119 ComputeScore: Raw -7904145.779291 + Penalty 3933.640171 = -7900212.139121 Iteration 38Q: 3 clusters Score -7900212 nChanged 96 ComputeScore: Raw -7904167.028433 + Penalty 3933.640171 = -7900233.388263 Iteration 39Q: 3 clusters Score -7900233 nChanged 106 ComputeScore: Raw -7904186.412784 + Penalty 3933.640171 = -7900252.772613 Iteration 40F: 3 clusters Score -7900253 nChanged 78 ComputeScore: Raw -7904198.958568 + Penalty 3933.640171 = -7900265.318397 Iteration 41Q: 3 clusters Score -7900265 nChanged 64 ComputeScore: Raw -7904208.143131 + Penalty 3933.640171 = -7900274.502960 Iteration 42Q: 3 clusters Score -7900275 nChanged 48 ComputeScore: Raw -7904215.170604 + Penalty 3933.640171 = -7900281.530434 Iteration 43Q: 3 clusters Score -7900282 nChanged 51 ComputeScore: Raw -7904223.190584 + Penalty 3933.640171 = -7900289.550414 Iteration 44Q: 3 clusters Score -7900290 nChanged 50 ComputeScore: Raw -7904230.251555 + Penalty 3933.640171 = -7900296.611384 Iteration 45Q: 3 clusters Score -7900297 nChanged 50 ComputeScore: Raw -7904236.545577 + Penalty 3933.640171 = -7900302.905406 Iteration 46Q: 3 clusters Score -7900303 nChanged 56 ComputeScore: Raw -7904244.828236 + Penalty 3933.640171 = -7900311.188066 Iteration 47Q: 3 clusters Score -7900311 nChanged 66 ComputeScore: Raw -7904254.055084 + Penalty 3933.640171 = -7900320.414913 Iteration 48Q: 3 clusters Score -7900320 nChanged 55 ComputeScore: Raw -7904261.550580 + Penalty 3933.640171 = -7900327.910410 Iteration 49Q: 3 clusters Score -7900328 nChanged 48 ComputeScore: Raw -7904268.828819 + Penalty 3933.640171 = -7900335.188649 Iteration 50Q: 3 clusters Score -7900335 nChanged 52 ComputeScore: Raw -7904276.019664 + Penalty 3933.640171 = -7900342.379493 Iteration 51Q: 3 clusters Score -7900342 nChanged 52 ComputeScore: Raw -7904281.723028 + Penalty 3933.640171 = -7900348.082857 Iteration 52Q: 3 clusters Score -7900348 nChanged 41 ComputeScore: Raw -7904286.995695 + Penalty 3933.640171 = -7900353.355524 Iteration 53Q: 3 clusters Score -7900353 nChanged 31 ComputeScore: Raw -7904291.088316 + Penalty 3933.640171 = -7900357.448145 Iteration 54Q: 3 clusters Score -7900357 nChanged 25 ComputeScore: Raw -7904293.336457 + Penalty 3933.640171 = -7900359.696286 Iteration 55Q: 3 clusters Score -7900360 nChanged 16 ComputeScore: Raw -7904294.365671 + Penalty 3933.640171 = -7900360.725500 Iteration 56Q: 3 clusters Score -7900361 nChanged 12 ComputeScore: Raw -7904295.423117 + Penalty 3933.640171 = -7900361.782947 Iteration 57Q: 3 clusters Score -7900362 nChanged 14 ComputeScore: Raw -7904296.571780 + Penalty 3933.640171 = -7900362.931609 Iteration 58Q: 3 clusters Score -7900363 nChanged 12 ComputeScore: Raw -7904297.355925 + Penalty 3933.640171 = -7900363.715754 Iteration 59Q: 3 clusters Score -7900364 nChanged 11 ComputeScore: Raw -7904298.143861 + Penalty 3933.640171 = -7900364.503690 Iteration 60F: 3 clusters Score -7900365 nChanged 6 ComputeScore: Raw -7904298.634130 + Penalty 3933.640171 = -7900364.993960 Iteration 61Q: 3 clusters Score -7900365 nChanged 8 ComputeScore: Raw -7904299.097012 + Penalty 3933.640171 = -7900365.456841 Iteration 62Q: 3 clusters Score -7900365 nChanged 8 ComputeScore: Raw -7904299.534057 + Penalty 3933.640171 = -7900365.893887 Iteration 63Q: 3 clusters Score -7900366 nChanged 8 ComputeScore: Raw -7904300.174205 + Penalty 3933.640171 = -7900366.534034 Iteration 64Q: 3 clusters Score -7900367 nChanged 7 ComputeScore: Raw -7904300.542820 + Penalty 3933.640171 = -7900366.902650 Iteration 65Q: 3 clusters Score -7900367 nChanged 2 ComputeScore: Raw -7904300.723540 + Penalty 3933.640171 = -7900367.083369 Iteration 66Q: 3 clusters Score -7900367 nChanged 2 ComputeScore: Raw -7904300.864929 + Penalty 3933.640171 = -7900367.224759 Iteration 67Q: 3 clusters Score -7900367 nChanged 5 ComputeScore: Raw -7904301.148468 + Penalty 3933.640171 = -7900367.508297 Iteration 68Q: 3 clusters Score -7900368 nChanged 5 ComputeScore: Raw -7904301.409166 + Penalty 3933.640171 = -7900367.768995 Iteration 69Q: 3 clusters Score -7900368 nChanged 6 ComputeScore: Raw -7904301.763598 + Penalty 3933.640171 = -7900368.123427 Iteration 70Q: 3 clusters Score -7900368 nChanged 4 ComputeScore: Raw -7904302.005943 + Penalty 3933.640171 = -7900368.365772 Iteration 71Q: 3 clusters Score -7900368 nChanged 2 ComputeScore: Raw -7904302.184595 + Penalty 3933.640171 = -7900368.544424 Iteration 72Q: 3 clusters Score -7900369 nChanged 1 ComputeScore: Raw -7904302.177134 + Penalty 3933.640171 = -7900368.536963 Iteration 73Q: 3 clusters Score -7900369 nChanged 1 ComputeScore: Raw -7904302.303118 + Penalty 3933.640171 = -7900368.662947 Iteration 74F: 3 clusters Score -7900369 nChanged 0 ConsiderDeletion: ComputeScore: Raw -10374585.881850 + Penalty 8081.567214 = -10366504.314636Iteration 39Q: 5 clusters Score -1.03665e+07 nChanged 2846 ConsiderDeletion: ComputeScore: Raw -10375907.649788 + Penalty 8081.567214 = -10367826.082574Iteration 40F: 5 clusters Score -1.036783e+07 nChanged 1499 ConsiderDeletion: ComputeScore: Raw -10376219.848509 + Penalty 8081.567214 = -10368138.281295Iteration 41Q: 5 clusters Score -1.036814e+07 nChanged 827 ConsiderDeletion: ComputeScore: Raw -10376320.567883 + Penalty 8081.567214 = -10368239.000669Iteration 42Q: 5 clusters Score -1.036824e+07 nChanged 489 ConsiderDeletion: ComputeScore: Raw -10376363.100585 + Penalty 8081.567214 = -10368281.533371Iteration 43Q: 5 clusters Score -1.036828e+07 nChanged 320 ConsiderDeletion: ComputeScore: Raw -10376382.752400 + Penalty 8081.567214 = -10368301.185186Iteration 44Q: 5 clusters Score -1.03683e+07 nChanged 215 ConsiderDeletion: ComputeScore: Raw -10376392.411530 + Penalty 8081.567214 = -10368310.844316Iteration 45Q: 5 clusters Score -1.036831e+07 nChanged 150 ConsiderDeletion: ComputeScore: Raw -10376396.380268 + Penalty 8081.567214 = -10368314.813054Iteration 46Q: 5 clusters Score -1.036831e+07 nChanged 77 ConsiderDeletion: ComputeScore: Raw -10376397.938352 + Penalty 8081.567214 = -10368316.371138Iteration 47Q: 5 clusters Score -1.036832e+07 nChanged 64 ConsiderDeletion: ComputeScore: Raw -10376399.068865 + Penalty 8081.567214 = -10368317.501651Iteration 48Q: 5 clusters Score -1.036832e+07 nChanged 43 ConsiderDeletion: ComputeScore: Raw -10376399.645085 + Penalty 8081.567214 = -10368318.077871Iteration 49Q: 5 clusters Score -1.036832e+07 nChanged 29 ConsiderDeletion: ComputeScore: Raw -10376400.027071 + Penalty 8081.567214 = -10368318.459857Iteration 50Q: 5 clusters Score -1.036832e+07 nChanged 18 ConsiderDeletion: ComputeScore: Raw -10376400.262030 + Penalty 8081.567214 = -10368318.694816Iteration 51Q: 5 clusters Score -1.036832e+07 nChanged 11 ConsiderDeletion: ComputeScore: Raw -10376400.409446 + Penalty 8081.567214 = -10368318.842232Iteration 52Q: 5 clusters Score -1.036832e+07 nChanged 11 ConsiderDeletion: ComputeScore: Raw -10376400.692398 + Penalty 8081.567214 = -10368319.125184Iteration 53Q: 5 clusters Score -1.036832e+07 nChanged 7 ConsiderDeletion: ComputeScore: Raw -10376400.697054 + Penalty 8081.567214 = -10368319.129840Iteration 54Q: 5 clusters Score -1.036832e+07 nChanged 6 ConsiderDeletion: ComputeScore: Raw -10376400.738886 + Penalty 8081.567214 = -10368319.171672Iteration 55Q: 5 clusters Score -1.036832e+07 nChanged 5 ConsiderDeletion: ComputeScore: Raw -10376400.894144 + Penalty 8081.567214 = -10368319.326930Iteration 56Q: 5 clusters Score -1.036832e+07 nChanged 5 ConsiderDeletion: ComputeScore: Raw -10376400.892450 + Penalty 8081.567214 = -10368319.325236Iteration 57Q: 5 clusters Score -1.036832e+07 nChanged 2 ConsiderDeletion: ComputeScore: Raw -10376400.918772 + Penalty 8081.567214 = -10368319.351558Iteration 58F: 5 clusters Score -1.036832e+07 nChanged 1 ConsiderDeletion: ComputeScore: Raw -10376400.988899 + Penalty 8081.567214 = -10368319.421685Iteration 59Q: 5 clusters Score -1.036832e+07 nChanged 1 ConsiderDeletion: ComputeScore: Raw -10376401.097958 + Penalty 8081.567214 = -10368319.530744Iteration 60F: 5 clusters Score -1.036832e+07 nChanged 0 ComputeScore: Raw -10376401.097958 + Penalty 8081.567214 = -10368319.530744Trying to split cluster 1 (33827 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1233039.621375 + Penalty 1694.714869 = -1231344.906506 Iteration 0F: 2 clusters Score -1231345 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1212029.930642 + Penalty 3389.429738 = -1208640.500904 Iteration 0F: 3 clusters Score -1208641 nChanged 15766 ComputeScore: Raw -1221361.399956 + Penalty 3389.429738 = -1217971.970217 Iteration 1F: 3 clusters Score -1217972 nChanged 2056 ComputeScore: Raw -1222489.136557 + Penalty 3389.429738 = -1219099.706819 Iteration 2F: 3 clusters Score -1219100 nChanged 2253 ComputeScore: Raw -1224021.336205 + Penalty 3389.429738 = -1220631.906467 Iteration 3F: 3 clusters Score -1220632 nChanged 2448 ComputeScore: Raw -1225796.626505 + Penalty 3389.429738 = -1222407.196767 Iteration 4F: 3 clusters Score -1222407 nChanged 2464 ComputeScore: Raw -1227631.354811 + Penalty 3389.429738 = -1224241.925073 Iteration 5F: 3 clusters Score -1224242 nChanged 2193 ComputeScore: Raw -1229201.633736 + Penalty 3389.429738 = -1225812.203997 Iteration 6F: 3 clusters Score -1225812 nChanged 1823 ComputeScore: Raw -1230391.811285 + Penalty 3389.429738 = -1227002.381546 Iteration 7F: 3 clusters Score -1227002 nChanged 1344 ComputeScore: Raw -1231088.459423 + Penalty 3389.429738 = -1227699.029685 Iteration 8Q: 3 clusters Score -1227699 nChanged 935 ComputeScore: Raw -1231472.219085 + Penalty 3389.429738 = -1228082.789347 Iteration 9Q: 3 clusters Score -1228083 nChanged 667 ComputeScore: Raw -1231702.568478 + Penalty 3389.429738 = -1228313.138739 Iteration 10Q: 3 clusters Score -1228313 nChanged 443 ComputeScore: Raw -1231846.904920 + Penalty 3389.429738 = -1228457.475182 Iteration 11Q: 3 clusters Score -1228457 nChanged 413 ComputeScore: Raw -1231999.110595 + Penalty 3389.429738 = -1228609.680857 Iteration 12Q: 3 clusters Score -1228610 nChanged 391 ComputeScore: Raw -1232149.628362 + Penalty 3389.429738 = -1228760.198624 Iteration 13Q: 3 clusters Score -1228760 nChanged 362 ComputeScore: Raw -1232276.343408 + Penalty 3389.429738 = -1228886.913670 Iteration 14Q: 3 clusters Score -1228887 nChanged 343 ComputeScore: Raw -1232389.790710 + Penalty 3389.429738 = -1229000.360971 Iteration 15Q: 3 clusters Score -1229000 nChanged 345 ComputeScore: Raw -1232484.862965 + Penalty 3389.429738 = -1229095.433227 Iteration 16Q: 3 clusters Score -1229095 nChanged 320 ComputeScore: Raw -1232564.378394 + Penalty 3389.429738 = -1229174.948656 Iteration 17Q: 3 clusters Score -1229175 nChanged 301 ComputeScore: Raw -1232641.839197 + Penalty 3389.429738 = -1229252.409459 Iteration 18Q: 3 clusters Score -1229252 nChanged 296 ComputeScore: Raw -1232709.043193 + Penalty 3389.429738 = -1229319.613455 Iteration 19Q: 3 clusters Score -1229320 nChanged 284 ComputeScore: Raw -1232769.358007 + Penalty 3389.429738 = -1229379.928269 Iteration 20F: 3 clusters Score -1229380 nChanged 265 ComputeScore: Raw -1232833.798123 + Penalty 3389.429738 = -1229444.368385 Iteration 21Q: 3 clusters Score -1229444 nChanged 291 ComputeScore: Raw -1232913.300020 + Penalty 3389.429738 = -1229523.870282 Iteration 22Q: 3 clusters Score -1229524 nChanged 298 ComputeScore: Raw -1232995.820111 + Penalty 3389.429738 = -1229606.390373 Iteration 23Q: 3 clusters Score -1229606 nChanged 312 ComputeScore: Raw -1233082.675044 + Penalty 3389.429738 = -1229693.245306 Iteration 24Q: 3 clusters Score -1229693 nChanged 312 ComputeScore: Raw -1233169.724038 + Penalty 3389.429738 = -1229780.294300 Iteration 25Q: 3 clusters Score -1229780 nChanged 292 ComputeScore: Raw -1233253.764113 + Penalty 3389.429738 = -1229864.334375 Iteration 26Q: 3 clusters Score -1229864 nChanged 288 ComputeScore: Raw -1233339.036108 + Penalty 3389.429738 = -1229949.606370 Iteration 27Q: 3 clusters Score -1229950 nChanged 283 ComputeScore: Raw -1233423.431928 + Penalty 3389.429738 = -1230034.002190 Iteration 28Q: 3 clusters Score -1230034 nChanged 282 ComputeScore: Raw -1233507.791755 + Penalty 3389.429738 = -1230118.362017 Iteration 29Q: 3 clusters Score -1230118 nChanged 258 ComputeScore: Raw -1233579.954134 + Penalty 3389.429738 = -1230190.524396 Iteration 30Q: 3 clusters Score -1230191 nChanged 275 ComputeScore: Raw -1233650.537869 + Penalty 3389.429738 = -1230261.108131 Iteration 31Q: 3 clusters Score -1230261 nChanged 243 ComputeScore: Raw -1233709.496601 + Penalty 3389.429738 = -1230320.066863 Iteration 32Q: 3 clusters Score -1230320 nChanged 239 ComputeScore: Raw -1233776.733574 + Penalty 3389.429738 = -1230387.303836 Iteration 33Q: 3 clusters Score -1230387 nChanged 237 ComputeScore: Raw -1233836.332676 + Penalty 3389.429738 = -1230446.902938 Iteration 34Q: 3 clusters Score -1230447 nChanged 200 ComputeScore: Raw -1233886.179331 + Penalty 3389.429738 = -1230496.749593 Iteration 35Q: 3 clusters Score -1230497 nChanged 202 ComputeScore: Raw -1233940.660215 + Penalty 3389.429738 = -1230551.230477 Iteration 36Q: 3 clusters Score -1230551 nChanged 228 ComputeScore: Raw -1233998.238913 + Penalty 3389.429738 = -1230608.809175 Iteration 37Q: 3 clusters Score -1230609 nChanged 195 ComputeScore: Raw -1234044.848306 + Penalty 3389.429738 = -1230655.418568 Iteration 38Q: 3 clusters Score -1230655 nChanged 173 ComputeScore: Raw -1234081.578133 + Penalty 3389.429738 = -1230692.148395 Iteration 39Q: 3 clusters Score -1230692 nChanged 158 ComputeScore: Raw -1234113.597778 + Penalty 3389.429738 = -1230724.168040 Iteration 40F: 3 clusters Score -1230724 nChanged 135 ComputeScore: Raw -1234140.684130 + Penalty 3389.429738 = -1230751.254392 Iteration 41Q: 3 clusters Score -1230751 nChanged 148 ComputeScore: Raw -1234170.575690 + Penalty 3389.429738 = -1230781.145952 Iteration 42Q: 3 clusters Score -1230781 nChanged 128 ComputeScore: Raw -1234200.099942 + Penalty 3389.429738 = -1230810.670204 Iteration 43Q: 3 clusters Score -1230811 nChanged 132 ComputeScore: Raw -1234231.270804 + Penalty 3389.429738 = -1230841.841066 Iteration 44Q: 3 clusters Score -1230842 nChanged 137 ComputeScore: Raw -1234261.588012 + Penalty 3389.429738 = -1230872.158273 Iteration 45Q: 3 clusters Score -1230872 nChanged 126 ComputeScore: Raw -1234292.687671 + Penalty 3389.429738 = -1230903.257933 Iteration 46Q: 3 clusters Score -1230903 nChanged 131 ComputeScore: Raw -1234328.805037 + Penalty 3389.429738 = -1230939.375299 Iteration 47Q: 3 clusters Score -1230939 nChanged 126 ComputeScore: Raw -1234359.903416 + Penalty 3389.429738 = -1230970.473678 Iteration 48Q: 3 clusters Score -1230970 nChanged 102 ComputeScore: Raw -1234388.516441 + Penalty 3389.429738 = -1230999.086702 Iteration 49Q: 3 clusters Score -1230999 nChanged 94 ComputeScore: Raw -1234418.440690 + Penalty 3389.429738 = -1231029.010952 Iteration 50Q: 3 clusters Score -1231029 nChanged 98 ComputeScore: Raw -1234457.035436 + Penalty 3389.429738 = -1231067.605698 Iteration 51Q: 3 clusters Score -1231068 nChanged 80 ComputeScore: Raw -1234508.663313 + Penalty 3389.429738 = -1231119.233575 Iteration 52Q: 3 clusters Score -1231119 nChanged 93 ComputeScore: Raw -1234579.842686 + Penalty 3389.429738 = -1231190.412948 Iteration 53Q: 3 clusters Score -1231190 nChanged 114 ComputeScore: Raw -1234667.710640 + Penalty 3389.429738 = -1231278.280902 Iteration 54Q: 3 clusters Score -1231278 nChanged 119 ComputeScore: Raw -1234740.357246 + Penalty 3389.429738 = -1231350.927508 Iteration 55Q: 3 clusters Score -1231351 nChanged 93 ComputeScore: Raw -1234776.302626 + Penalty 3389.429738 = -1231386.872887 Iteration 56Q: 3 clusters Score -1231387 nChanged 84 ComputeScore: Raw -1234794.847120 + Penalty 3389.429738 = -1231405.417382 Iteration 57Q: 3 clusters Score -1231405 nChanged 70 ComputeScore: Raw -1234812.574209 + Penalty 3389.429738 = -1231423.144471 Iteration 58Q: 3 clusters Score -1231423 nChanged 62 ComputeScore: Raw -1234825.184637 + Penalty 3389.429738 = -1231435.754898 Iteration 59Q: 3 clusters Score -1231436 nChanged 31 ComputeScore: Raw -1234829.331289 + Penalty 3389.429738 = -1231439.901551 Iteration 60F: 3 clusters Score -1231440 nChanged 28 ComputeScore: Raw -1234833.406667 + Penalty 3389.429738 = -1231443.976929 Iteration 61Q: 3 clusters Score -1231444 nChanged 22 ComputeScore: Raw -1234836.671871 + Penalty 3389.429738 = -1231447.242133 Iteration 62Q: 3 clusters Score -1231447 nChanged 22 ComputeScore: Raw -1234839.194853 + Penalty 3389.429738 = -1231449.765115 Iteration 63Q: 3 clusters Score -1231450 nChanged 13 ComputeScore: Raw -1234840.754060 + Penalty 3389.429738 = -1231451.324321 Iteration 64Q: 3 clusters Score -1231451 nChanged 16 ComputeScore: Raw -1234842.644930 + Penalty 3389.429738 = -1231453.215192 Iteration 65Q: 3 clusters Score -1231453 nChanged 17 ComputeScore: Raw -1234845.187870 + Penalty 3389.429738 = -1231455.758132 Iteration 66Q: 3 clusters Score -1231456 nChanged 12 ComputeScore: Raw -1234846.602265 + Penalty 3389.429738 = -1231457.172527 Iteration 67Q: 3 clusters Score -1231457 nChanged 12 ComputeScore: Raw -1234847.744089 + Penalty 3389.429738 = -1231458.314351 Iteration 68Q: 3 clusters Score -1231458 nChanged 13 ComputeScore: Raw -1234849.120781 + Penalty 3389.429738 = -1231459.691043 Iteration 69Q: 3 clusters Score -1231460 nChanged 14 ComputeScore: Raw -1234850.767108 + Penalty 3389.429738 = -1231461.337370 Iteration 70Q: 3 clusters Score -1231461 nChanged 13 ComputeScore: Raw -1234851.919456 + Penalty 3389.429738 = -1231462.489718 Iteration 71Q: 3 clusters Score -1231462 nChanged 7 ComputeScore: Raw -1234852.383872 + Penalty 3389.429738 = -1231462.954134 Iteration 72Q: 3 clusters Score -1231463 nChanged 3 ComputeScore: Raw -1234852.599800 + Penalty 3389.429738 = -1231463.170062 Iteration 73Q: 3 clusters Score -1231463 nChanged 2 ComputeScore: Raw -1234852.680357 + Penalty 3389.429738 = -1231463.250619 Iteration 74Q: 3 clusters Score -1231463 nChanged 0 ComputeScore: Raw -1234852.680357 + Penalty 3389.429738 = -1231463.250619 Iteration 75F: 3 clusters Score -1231463 nChanged 0 ComputeScore: Raw -10378214.156941 + Penalty 10101.959018 = -10368112.197923Splitting cluster 1 changes total score from -10368319.530744 to -10368112.197923 So it's not getting split. Trying to split cluster 2 (14610 points) Assigned 2 initial classes randomly. ComputeScore: Raw -575227.040808 + Penalty 1558.287495 = -573668.753313 Iteration 0F: 2 clusters Score -573668.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -566630.972896 + Penalty 3116.574989 = -563514.397907 Iteration 0F: 3 clusters Score -563514.4 nChanged 6526 ComputeScore: Raw -570367.365574 + Penalty 3116.574989 = -567250.790585 Iteration 1F: 3 clusters Score -567250.8 nChanged 1021 ComputeScore: Raw -571033.437284 + Penalty 3116.574989 = -567916.862295 Iteration 2F: 3 clusters Score -567916.9 nChanged 1102 ComputeScore: Raw -571888.498546 + Penalty 3116.574989 = -568771.923557 Iteration 3F: 3 clusters Score -568771.9 nChanged 1192 ComputeScore: Raw -572977.367677 + Penalty 3116.574989 = -569860.792688 Iteration 4F: 3 clusters Score -569860.8 nChanged 1155 ComputeScore: Raw -574096.845629 + Penalty 3116.574989 = -570980.270639 Iteration 5F: 3 clusters Score -570980.3 nChanged 872 ComputeScore: Raw -574918.946109 + Penalty 3116.574989 = -571802.371119 Iteration 6F: 3 clusters Score -571802.4 nChanged 635 ComputeScore: Raw -575585.311015 + Penalty 3116.574989 = -572468.736026 Iteration 7Q: 3 clusters Score -572468.7 nChanged 455 ComputeScore: Raw -576061.418650 + Penalty 3116.574989 = -572944.843661 Iteration 8Q: 3 clusters Score -572944.8 nChanged 300 ComputeScore: Raw -576397.678292 + Penalty 3116.574989 = -573281.103302 Iteration 9Q: 3 clusters Score -573281.1 nChanged 234 ComputeScore: Raw -576583.136883 + Penalty 3116.574989 = -573466.561894 Iteration 10Q: 3 clusters Score -573466.6 nChanged 160 ComputeScore: Raw -576669.034572 + Penalty 3116.574989 = -573552.459583 Iteration 11Q: 3 clusters Score -573552.5 nChanged 125 ComputeScore: Raw -576726.545903 + Penalty 3116.574989 = -573609.970913 Iteration 12Q: 3 clusters Score -573610 nChanged 91 ComputeScore: Raw -576763.519794 + Penalty 3116.574989 = -573646.944805 Iteration 13Q: 3 clusters Score -573646.9 nChanged 80 ComputeScore: Raw -576791.550468 + Penalty 3116.574989 = -573674.975478 Iteration 14Q: 3 clusters Score -573675 nChanged 69 ComputeScore: Raw -576809.439904 + Penalty 3116.574989 = -573692.864915 Iteration 15Q: 3 clusters Score -573692.9 nChanged 56 ComputeScore: Raw -576823.159269 + Penalty 3116.574989 = -573706.584280 Iteration 16Q: 3 clusters Score -573706.6 nChanged 61 ComputeScore: Raw -576839.490379 + Penalty 3116.574989 = -573722.915390 Iteration 17Q: 3 clusters Score -573722.9 nChanged 47 ComputeScore: Raw -576850.226447 + Penalty 3116.574989 = -573733.651458 Iteration 18Q: 3 clusters Score -573733.7 nChanged 48 ComputeScore: Raw -576859.384581 + Penalty 3116.574989 = -573742.809592 Iteration 19Q: 3 clusters Score -573742.8 nChanged 38 ComputeScore: Raw -576866.914484 + Penalty 3116.574989 = -573750.339495 Iteration 20F: 3 clusters Score -573750.3 nChanged 39 ComputeScore: Raw -576874.961393 + Penalty 3116.574989 = -573758.386404 Iteration 21Q: 3 clusters Score -573758.4 nChanged 40 ComputeScore: Raw -576882.306852 + Penalty 3116.574989 = -573765.731863 Iteration 22Q: 3 clusters Score -573765.7 nChanged 35 ComputeScore: Raw -576888.695788 + Penalty 3116.574989 = -573772.120799 Iteration 23Q: 3 clusters Score -573772.1 nChanged 31 ComputeScore: Raw -576896.511907 + Penalty 3116.574989 = -573779.936918 Iteration 24Q: 3 clusters Score -573779.9 nChanged 28 ComputeScore: Raw -576901.462180 + Penalty 3116.574989 = -573784.887191 Iteration 25Q: 3 clusters Score -573784.9 nChanged 21 ComputeScore: Raw -576904.690188 + Penalty 3116.574989 = -573788.115199 Iteration 26Q: 3 clusters Score -573788.1 nChanged 21 ComputeScore: Raw -576908.229084 + Penalty 3116.574989 = -573791.654095 Iteration 27Q: 3 clusters Score -573791.7 nChanged 20 ComputeScore: Raw -576911.035031 + Penalty 3116.574989 = -573794.460042 Iteration 28Q: 3 clusters Score -573794.5 nChanged 23 ComputeScore: Raw -576913.730989 + Penalty 3116.574989 = -573797.156000 Iteration 29Q: 3 clusters Score -573797.2 nChanged 12 ComputeScore: Raw -576914.849404 + Penalty 3116.574989 = -573798.274415 Iteration 30Q: 3 clusters Score -573798.3 nChanged 9 ComputeScore: Raw -576915.912891 + Penalty 3116.574989 = -573799.337902 Iteration 31Q: 3 clusters Score -573799.3 nChanged 9 ComputeScore: Raw -576916.847938 + Penalty 3116.574989 = -573800.272949 Iteration 32Q: 3 clusters Score -573800.3 nChanged 5 ComputeScore: Raw -576917.307293 + Penalty 3116.574989 = -573800.732304 Iteration 33Q: 3 clusters Score -573800.7 nChanged 2 ComputeScore: Raw -576917.436609 + Penalty 3116.574989 = -573800.861620 Iteration 34Q: 3 clusters Score -573800.9 nChanged 1 ComputeScore: Raw -576917.490650 + Penalty 3116.574989 = -573800.915661 Iteration 35Q: 3 clusters Score -573800.9 nChanged 2 ComputeScore: Raw -576917.656495 + Penalty 3116.574989 = -573801.081506 Iteration 36Q: 3 clusters Score -573801.1 nChanged 1 ComputeScore: Raw -576917.758884 + Penalty 3116.574989 = -573801.183895 Iteration 37Q: 3 clusters Score -573801.2 nChanged 2 ComputeScore: Raw -576917.910664 + Penalty 3116.574989 = -573801.335675 Iteration 38Q: 3 clusters Score -573801.3 nChanged 1 ComputeScore: Raw -576917.950562 + Penalty 3116.574989 = -573801.375573 Iteration 39Q: 3 clusters Score -573801.4 nChanged 0 ComputeScore: Raw -576917.950562 + Penalty 3116.574989 = -573801.375573 Iteration 40F: 3 clusters Score -573801.4 nChanged 0 ComputeScore: Raw -10378092.007712 + Penalty 10101.959018 = -10367990.048695Splitting cluster 2 changes total score from -10368319.530744 to -10367990.048695 So it's not getting split. Trying to split cluster 3 (178965 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7840867.529703 + Penalty 1965.428649 = -7838902.101054 Iteration 0F: 2 clusters Score -7838902 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7722538.519877 + Penalty 3930.857299 = -7718607.662578 Iteration 0F: 3 clusters Score -7718608 nChanged 86606 ComputeScore: Raw -7774564.878758 + Penalty 3930.857299 = -7770634.021459 Iteration 1F: 3 clusters Score -7770634 nChanged 6498 ComputeScore: Raw -7776494.197871 + Penalty 3930.857299 = -7772563.340572 Iteration 2Q: 3 clusters Score -7772563 nChanged 7468 ComputeScore: Raw -7779196.344179 + Penalty 3930.857299 = -7775265.486880 Iteration 3Q: 3 clusters Score -7775265 nChanged 8959 ComputeScore: Raw -7783233.828130 + Penalty 3930.857299 = -7779302.970831 Iteration 4F: 3 clusters Score -7779303 nChanged 10839 ComputeScore: Raw -7789039.488485 + Penalty 3930.857299 = -7785108.631186 Iteration 5F: 3 clusters Score -7785109 nChanged 11910 ComputeScore: Raw -7796066.618524 + Penalty 3930.857299 = -7792135.761225 Iteration 6F: 3 clusters Score -7792136 nChanged 11817 ComputeScore: Raw -7803513.554245 + Penalty 3930.857299 = -7799582.696946 Iteration 7F: 3 clusters Score -7799583 nChanged 10420 ComputeScore: Raw -7810619.363123 + Penalty 3930.857299 = -7806688.505824 Iteration 8F: 3 clusters Score -7806689 nChanged 8639 ComputeScore: Raw -7817198.996528 + Penalty 3930.857299 = -7813268.139229 Iteration 9Q: 3 clusters Score -7813268 nChanged 6969 ComputeScore: Raw -7822395.240867 + Penalty 3930.857299 = -7818464.383568 Iteration 10Q: 3 clusters Score -7818464 nChanged 5274 ComputeScore: Raw -7825830.748834 + Penalty 3930.857299 = -7821899.891535 Iteration 11Q: 3 clusters Score -7821900 nChanged 3818 ComputeScore: Raw -7827842.012359 + Penalty 3930.857299 = -7823911.155060 Iteration 12Q: 3 clusters Score -7823911 nChanged 3064 ComputeScore: Raw -7829319.590611 + Penalty 3930.857299 = -7825388.733312 Iteration 13Q: 3 clusters Score -7825389 nChanged 2731 ComputeScore: Raw -7830575.919631 + Penalty 3930.857299 = -7826645.062333 Iteration 14Q: 3 clusters Score -7826645 nChanged 2497 ComputeScore: Raw -7831690.906924 + Penalty 3930.857299 = -7827760.049625 Iteration 15Q: 3 clusters Score -7827760 nChanged 2310 ComputeScore: Raw -7832688.403621 + Penalty 3930.857299 = -7828757.546322 Iteration 16Q: 3 clusters Score -7828758 nChanged 2118 ComputeScore: Raw -7833572.674462 + Penalty 3930.857299 = -7829641.817163 Iteration 17Q: 3 clusters Score -7829642 nChanged 1970 ComputeScore: Raw -7834349.568940 + Penalty 3930.857299 = -7830418.711641 Iteration 18Q: 3 clusters Score -7830419 nChanged 1815 ComputeScore: Raw -7835044.542825 + Penalty 3930.857299 = -7831113.685526 Iteration 19Q: 3 clusters Score -7831114 nChanged 1709 ComputeScore: Raw -7835703.660391 + Penalty 3930.857299 = -7831772.803092 Iteration 20F: 3 clusters Score -7831773 nChanged 1602 ComputeScore: Raw -7836320.301199 + Penalty 3930.857299 = -7832389.443900 Iteration 21Q: 3 clusters Score -7832389 nChanged 1423 ComputeScore: Raw -7836842.256266 + Penalty 3930.857299 = -7832911.398967 Iteration 22Q: 3 clusters Score -7832911 nChanged 1334 ComputeScore: Raw -7837339.236915 + Penalty 3930.857299 = -7833408.379616 Iteration 23Q: 3 clusters Score -7833408 nChanged 1222 ComputeScore: Raw -7837805.379337 + Penalty 3930.857299 = -7833874.522038 Iteration 24Q: 3 clusters Score -7833875 nChanged 1148 ComputeScore: Raw -7838251.849324 + Penalty 3930.857299 = -7834320.992025 Iteration 25Q: 3 clusters Score -7834321 nChanged 1057 ComputeScore: Raw -7838677.832595 + Penalty 3930.857299 = -7834746.975296 Iteration 26Q: 3 clusters Score -7834747 nChanged 928 ComputeScore: Raw -7839065.459662 + Penalty 3930.857299 = -7835134.602363 Iteration 27Q: 3 clusters Score -7835135 nChanged 880 ComputeScore: Raw -7839451.333613 + Penalty 3930.857299 = -7835520.476314 Iteration 28Q: 3 clusters Score -7835520 nChanged 822 ComputeScore: Raw -7839806.395263 + Penalty 3930.857299 = -7835875.537964 Iteration 29Q: 3 clusters Score -7835876 nChanged 723 ComputeScore: Raw -7840103.542661 + Penalty 3930.857299 = -7836172.685362 Iteration 30Q: 3 clusters Score -7836173 nChanged 598 ComputeScore: Raw -7840334.440087 + Penalty 3930.857299 = -7836403.582788 Iteration 31Q: 3 clusters Score -7836404 nChanged 518 ComputeScore: Raw -7840545.071070 + Penalty 3930.857299 = -7836614.213771 Iteration 32Q: 3 clusters Score -7836614 nChanged 473 ComputeScore: Raw -7840725.379429 + Penalty 3930.857299 = -7836794.522130 Iteration 33Q: 3 clusters Score -7836795 nChanged 409 ComputeScore: Raw -7840869.401571 + Penalty 3930.857299 = -7836938.544272 Iteration 34Q: 3 clusters Score -7836939 nChanged 351 ComputeScore: Raw -7840981.534276 + Penalty 3930.857299 = -7837050.676977 Iteration 35Q: 3 clusters Score -7837051 nChanged 290 ComputeScore: Raw -7841076.794826 + Penalty 3930.857299 = -7837145.937527 Iteration 36Q: 3 clusters Score -7837146 nChanged 285 ComputeScore: Raw -7841175.221295 + Penalty 3930.857299 = -7837244.363996 Iteration 37Q: 3 clusters Score -7837244 nChanged 252 ComputeScore: Raw -7841247.325215 + Penalty 3930.857299 = -7837316.467917 Iteration 38Q: 3 clusters Score -7837316 nChanged 195 ComputeScore: Raw -7841296.947455 + Penalty 3930.857299 = -7837366.090156 Iteration 39Q: 3 clusters Score -7837366 nChanged 162 ComputeScore: Raw -7841341.196579 + Penalty 3930.857299 = -7837410.339280 Iteration 40F: 3 clusters Score -7837410 nChanged 160 ComputeScore: Raw -7841381.999490 + Penalty 3930.857299 = -7837451.142191 Iteration 41Q: 3 clusters Score -7837451 nChanged 138 ComputeScore: Raw -7841413.980000 + Penalty 3930.857299 = -7837483.122701 Iteration 42Q: 3 clusters Score -7837483 nChanged 128 ComputeScore: Raw -7841440.823033 + Penalty 3930.857299 = -7837509.965734 Iteration 43Q: 3 clusters Score -7837510 nChanged 109 ComputeScore: Raw -7841463.528564 + Penalty 3930.857299 = -7837532.671265 Iteration 44Q: 3 clusters Score -7837533 nChanged 91 ComputeScore: Raw -7841483.344738 + Penalty 3930.857299 = -7837552.487440 Iteration 45Q: 3 clusters Score -7837552 nChanged 72 ComputeScore: Raw -7841495.704279 + Penalty 3930.857299 = -7837564.846980 Iteration 46Q: 3 clusters Score -7837565 nChanged 61 ComputeScore: Raw -7841504.948933 + Penalty 3930.857299 = -7837574.091634 Iteration 47Q: 3 clusters Score -7837574 nChanged 58 ComputeScore: Raw -7841514.634408 + Penalty 3930.857299 = -7837583.777109 Iteration 48Q: 3 clusters Score -7837584 nChanged 52 ComputeScore: Raw -7841525.159644 + Penalty 3930.857299 = -7837594.302345 Iteration 49Q: 3 clusters Score -7837594 nChanged 49 ComputeScore: Raw -7841532.672558 + Penalty 3930.857299 = -7837601.815259 Iteration 50Q: 3 clusters Score -7837602 nChanged 40 ComputeScore: Raw -7841539.790893 + Penalty 3930.857299 = -7837608.933594 Iteration 51Q: 3 clusters Score -7837609 nChanged 46 ComputeScore: Raw -7841547.173699 + Penalty 3930.857299 = -7837616.316401 Iteration 52Q: 3 clusters Score -7837616 nChanged 37 ComputeScore: Raw -7841552.323130 + Penalty 3930.857299 = -7837621.465831 Iteration 53Q: 3 clusters Score -7837621 nChanged 29 ComputeScore: Raw -7841556.396751 + Penalty 3930.857299 = -7837625.539452 Iteration 54Q: 3 clusters Score -7837626 nChanged 27 ComputeScore: Raw -7841560.394823 + Penalty 3930.857299 = -7837629.537524 Iteration 55Q: 3 clusters Score -7837630 nChanged 26 ComputeScore: Raw -7841564.276834 + Penalty 3930.857299 = -7837633.419535 Iteration 56Q: 3 clusters Score -7837633 nChanged 22 ComputeScore: Raw -7841567.184303 + Penalty 3930.857299 = -7837636.327004 Iteration 57Q: 3 clusters Score -7837636 nChanged 23 ComputeScore: Raw -7841570.330705 + Penalty 3930.857299 = -7837639.473406 Iteration 58Q: 3 clusters Score -7837639 nChanged 23 ComputeScore: Raw -7841573.365865 + Penalty 3930.857299 = -7837642.508566 Iteration 59Q: 3 clusters Score -7837643 nChanged 18 ComputeScore: Raw -7841575.651136 + Penalty 3930.857299 = -7837644.793837 Iteration 60F: 3 clusters Score -7837645 nChanged 17 ComputeScore: Raw -7841577.628996 + Penalty 3930.857299 = -7837646.771697 Iteration 61Q: 3 clusters Score -7837647 nChanged 13 ComputeScore: Raw -7841578.862096 + Penalty 3930.857299 = -7837648.004797 Iteration 62Q: 3 clusters Score -7837648 nChanged 13 ComputeScore: Raw -7841580.439406 + Penalty 3930.857299 = -7837649.582107 Iteration 63Q: 3 clusters Score -7837650 nChanged 13 ComputeScore: Raw -7841581.957161 + Penalty 3930.857299 = -7837651.099862 Iteration 64Q: 3 clusters Score -7837651 nChanged 9 ComputeScore: Raw -7841582.970907 + Penalty 3930.857299 = -7837652.113608 Iteration 65Q: 3 clusters Score -7837652 nChanged 13 ComputeScore: Raw -7841584.839714 + Penalty 3930.857299 = -7837653.982415 Iteration 66Q: 3 clusters Score -7837654 nChanged 9 ComputeScore: Raw -7841585.578034 + Penalty 3930.857299 = -7837654.720735 Iteration 67Q: 3 clusters Score -7837655 nChanged 9 ComputeScore: Raw -7841586.948218 + Penalty 3930.857299 = -7837656.090919 Iteration 68Q: 3 clusters Score -7837656 nChanged 14 ComputeScore: Raw -7841589.446349 + Penalty 3930.857299 = -7837658.589050 Iteration 69Q: 3 clusters Score -7837659 nChanged 15 ComputeScore: Raw -7841591.629562 + Penalty 3930.857299 = -7837660.772263 Iteration 70Q: 3 clusters Score -7837661 nChanged 15 ComputeScore: Raw -7841594.034212 + Penalty 3930.857299 = -7837663.176913 Iteration 71Q: 3 clusters Score -7837663 nChanged 17 ComputeScore: Raw -7841595.865339 + Penalty 3930.857299 = -7837665.008041 Iteration 72Q: 3 clusters Score -7837665 nChanged 11 ComputeScore: Raw -7841596.903530 + Penalty 3930.857299 = -7837666.046231 Iteration 73Q: 3 clusters Score -7837666 nChanged 6 ComputeScore: Raw -7841597.588229 + Penalty 3930.857299 = -7837666.730930 Iteration 74Q: 3 clusters Score -7837667 nChanged 9 ComputeScore: Raw -7841598.613736 + Penalty 3930.857299 = -7837667.756437 Iteration 75Q: 3 clusters Score -7837668 nChanged 7 ComputeScore: Raw -7841599.467198 + Penalty 3930.857299 = -7837668.609899 Iteration 76Q: 3 clusters Score -7837669 nChanged 3 ComputeScore: Raw -7841599.682738 + Penalty 3930.857299 = -7837668.825439 Iteration 77Q: 3 clusters Score -7837669 nChanged 5 ComputeScore: Raw -7841600.250496 + Penalty 3930.857299 = -7837669.393197 Iteration 78Q: 3 clusters Score -7837669 nChanged 1 ComputeScore: Raw -7841600.208852 + Penalty 3930.857299 = -7837669.351553 Iteration 79Q: 3 clusters Score -7837669 nChanged 4 ComputeScore: Raw -7841600.843860 + Penalty 3930.857299 = -7837669.986562 Iteration 80F: 3 clusters Score -7837670 nChanged 4 ComputeScore: Raw -7841601.270414 + Penalty 3930.857299 = -7837670.413115 Iteration 81Q: 3 clusters Score -7837670 nChanged 1 ComputeScore: Raw -7841601.267613 + Penalty 3930.857299 = -7837670.410314 Iteration 82Q: 3 clusters Score -7837670 nChanged 1 ComputeScore: Raw -7841601.340048 + Penalty 3930.857299 = -7837670.482749 Iteration 83F: 3 clusters Score -7837670 nChanged 0 Trying to split cluster 4 (23591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -952920.072423 + Penalty 1636.150841 = -951283.921582 Iteration 0F: 2 clusters Score -951283.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -938499.563028 + Penalty 3272.301683 = -935227.261346 Iteration 0F: 3 clusters Score -935227.3 nChanged 10781 ComputeScore: Raw -944483.487231 + Penalty 3272.301683 = -941211.185548 Iteration 1F: 3 clusters Score -941211.2 nChanged 1218 ComputeScore: Raw -945009.897428 + Penalty 3272.301683 = -941737.595745 Iteration 2F: 3 clusters Score -941737.6 nChanged 1245 ComputeScore: Raw -945691.556782 + Penalty 3272.301683 = -942419.255099 Iteration 3F: 3 clusters Score -942419.3 nChanged 1445 ComputeScore: Raw -946578.075723 + Penalty 3272.301683 = -943305.774040 Iteration 4F: 3 clusters Score -943305.8 nChanged 1576 ComputeScore: Raw -947599.736670 + Penalty 3272.301683 = -944327.434987 Iteration 5F: 3 clusters Score -944327.4 nChanged 1544 ComputeScore: Raw -948567.238371 + Penalty 3272.301683 = -945294.936688 Iteration 6F: 3 clusters Score -945294.9 nChanged 1405 ComputeScore: Raw -949425.047670 + Penalty 3272.301683 = -946152.745987 Iteration 7F: 3 clusters Score -946152.7 nChanged 1136 ComputeScore: Raw -950066.388179 + Penalty 3272.301683 = -946794.086496 Iteration 8Q: 3 clusters Score -946794.1 nChanged 928 ComputeScore: Raw -950643.629479 + Penalty 3272.301683 = -947371.327796 Iteration 9Q: 3 clusters Score -947371.3 nChanged 824 ComputeScore: Raw -951146.901724 + Penalty 3272.301683 = -947874.600041 Iteration 10Q: 3 clusters Score -947874.6 nChanged 708 ComputeScore: Raw -951580.027779 + Penalty 3272.301683 = -948307.726096 Iteration 11Q: 3 clusters Score -948307.7 nChanged 615 ComputeScore: Raw -951925.014302 + Penalty 3272.301683 = -948652.712619 Iteration 12Q: 3 clusters Score -948652.7 nChanged 500 ComputeScore: Raw -952196.055877 + Penalty 3272.301683 = -948923.754194 Iteration 13Q: 3 clusters Score -948923.8 nChanged 460 ComputeScore: Raw -952429.789812 + Penalty 3272.301683 = -949157.488130 Iteration 14Q: 3 clusters Score -949157.5 nChanged 413 ComputeScore: Raw -952638.852796 + Penalty 3272.301683 = -949366.551114 Iteration 15Q: 3 clusters Score -949366.6 nChanged 383 ComputeScore: Raw -952840.071597 + Penalty 3272.301683 = -949567.769915 Iteration 16Q: 3 clusters Score -949567.8 nChanged 358 ComputeScore: Raw -953042.668878 + Penalty 3272.301683 = -949770.367195 Iteration 17Q: 3 clusters Score -949770.4 nChanged 343 ComputeScore: Raw -953261.102492 + Penalty 3272.301683 = -949988.800809 Iteration 18Q: 3 clusters Score -949988.8 nChanged 296 ComputeScore: Raw -953458.505281 + Penalty 3272.301683 = -950186.203599 Iteration 19Q: 3 clusters Score -950186.2 nChanged 248 ComputeScore: Raw -953620.407952 + Penalty 3272.301683 = -950348.106269 Iteration 20F: 3 clusters Score -950348.1 nChanged 185 ComputeScore: Raw -953725.850627 + Penalty 3272.301683 = -950453.548944 Iteration 21Q: 3 clusters Score -950453.5 nChanged 130 ComputeScore: Raw -953799.481767 + Penalty 3272.301683 = -950527.180084 Iteration 22Q: 3 clusters Score -950527.2 nChanged 94 ComputeScore: Raw -953848.378170 + Penalty 3272.301683 = -950576.076488 Iteration 23Q: 3 clusters Score -950576.1 nChanged 76 ComputeScore: Raw -953889.597335 + Penalty 3272.301683 = -950617.295653 Iteration 24Q: 3 clusters Score -950617.3 nChanged 69 ComputeScore: Raw -953916.148814 + Penalty 3272.301683 = -950643.847131 Iteration 25Q: 3 clusters Score -950643.8 nChanged 46 ComputeScore: Raw -953935.406795 + Penalty 3272.301683 = -950663.105113 Iteration 26Q: 3 clusters Score -950663.1 nChanged 39 ComputeScore: Raw -953950.138803 + Penalty 3272.301683 = -950677.837120 Iteration 27Q: 3 clusters Score -950677.8 nChanged 28 ComputeScore: Raw -953962.105504 + Penalty 3272.301683 = -950689.803822 Iteration 28Q: 3 clusters Score -950689.8 nChanged 26 ComputeScore: Raw -953969.673311 + Penalty 3272.301683 = -950697.371628 Iteration 29Q: 3 clusters Score -950697.4 nChanged 17 ComputeScore: Raw -953973.615237 + Penalty 3272.301683 = -950701.313554 Iteration 30Q: 3 clusters Score -950701.3 nChanged 21 ComputeScore: Raw -953979.074416 + Penalty 3272.301683 = -950706.772734 Iteration 31Q: 3 clusters Score -950706.8 nChanged 15 ComputeScore: Raw -953982.893106 + Penalty 3272.301683 = -950710.591423 Iteration 32Q: 3 clusters Score -950710.6 nChanged 9 ComputeScore: Raw -953985.750339 + Penalty 3272.301683 = -950713.448657 Iteration 33Q: 3 clusters Score -950713.4 nChanged 13 ComputeScore: Raw -953989.224644 + Penalty 3272.301683 = -950716.922961 Iteration 34Q: 3 clusters Score -950716.9 nChanged 8 ComputeScore: Raw -953992.110678 + Penalty 3272.301683 = -950719.808995 Iteration 35Q: 3 clusters Score -950719.8 nChanged 4 ComputeScore: Raw -953992.659394 + Penalty 3272.301683 = -950720.357711 Iteration 36Q: 3 clusters Score -950720.4 nChanged 3 ComputeScore: Raw -953993.320352 + Penalty 3272.301683 = -950721.018670 Iteration 37Q: 3 clusters Score -950721 nChanged 3 ComputeScore: Raw -953993.946259 + Penalty 3272.301683 = -950721.644576 Iteration 38Q: 3 clusters Score -950721.6 nChanged 1 ComputeScore: Raw -953994.408960 + Penalty 3272.301683 = -950722.107277 Iteration 39Q: 3 clusters Score -950722.1 nChanged 2 ComputeScore: Raw -953995.078507 + Penalty 3272.301683 = -950722.776825 Iteration 40F: 3 clusters Score -950722.8 nChanged 3 ComputeScore: Raw -953995.821505 + Penalty 3272.301683 = -950723.519822 Iteration 41Q: 3 clusters Score -950723.5 nChanged 4 ComputeScore: Raw -953996.548006 + Penalty 3272.301683 = -950724.246324 Iteration 42Q: 3 clusters Score -950724.2 nChanged 2 ComputeScore: Raw -953996.912136 + Penalty 3272.301683 = -950724.610454 Iteration 43Q: 3 clusters Score -950724.6 nChanged 2 ComputeScore: Raw -953997.388739 + Penalty 3272.301683 = -950725.087056 Iteration 44Q: 3 clusters Score -950725.1 nChanged 3 ComputeScore: Raw -953998.122105 + Penalty 3272.301683 = -950725.820423 Iteration 45Q: 3 clusters Score -950725.8 nChanged 4 ComputeScore: Raw -953998.883128 + Penalty 3272.301683 = -950726.581445 Iteration 46Q: 3 clusters Score -950726.6 nChanged 1 ComputeScore: Raw -953999.035931 + Penalty 3272.301683 = -950726.734248 Iteration 47Q: 3 clusters Score -950726.7 nChanged 0 ComputeScore: Raw -953999.035931 + Penalty 3272.301683 = -950726.734248 Iteration 48F: 3 clusters Score -950726.7 nChanged 0 4->5 Clusters: Score -10368319.530744, best is -10367448.536473 THE BEST YET! Main iterations: 270 (time per=1054.148148ms) Total iterations: 3066 (time per=92.831050ms) Iterations metric 2: 127047316032.000000 (time per=2.240268ns) Iterations metric 3: 3049135584768.000000 (time per=93.344488ps) That took 284.620000 seconds.