FileBase DT3_rLS_rCA1_20151007_1740um_1296um ElecNo 13 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.27 and 0.41 GB. - 8 bytes per element (scalar), 18321800 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.13 and 0.20 GB. - 8 bytes per element (scalar), 8794464 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.03 and 0.05 GB. - 2 bytes per element (data_int), 8794464 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.02 and 0.02 GB. - 1 bytes per element (char), 8794464 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.02 and 0.02 GB. - 1 bytes per element (char), 8794464 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=366436, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.47 and 0.71 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 366436 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 366436 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 10 (117 points): Lose 14.763576 but Gain 2081.881614 Iteration 0F (8.389306 sec): 19 clusters Score: Raw -40487327.636267 + Penalty 37473.869044 = -40449853.767223 nChanged 345932 Deleting Class 19 (236 points): Lose 748.264671 but Gain 2081.881614 Iteration 1F (12.979398 sec): 18 clusters Score: Raw -41906231.017223 + Penalty 35391.987430 = -41870839.029793 nChanged 118785 Deleting Class 13 (1729 points): Lose 1527.700161 but Gain 2081.881614 Iteration 2F (17.287856 sec): 17 clusters Score: Raw -42135134.015817 + Penalty 33310.105817 = -42101823.910000 nChanged 75847 Iteration 3F (21.474808 sec): 17 clusters Score: Raw -42244395.518989 + Penalty 33310.105817 = -42211085.413173 nChanged 53679 Iteration 4F (25.683031 sec): 17 clusters Score: Raw -42318199.040554 + Penalty 33310.105817 = -42284888.934738 nChanged 39074 Iteration 5F (29.833319 sec): 17 clusters Score: Raw -42365065.765900 + Penalty 33310.105817 = -42331755.660084 nChanged 25211 Iteration 6F (34.017829 sec): 17 clusters Score: Raw -42391393.130496 + Penalty 33310.105817 = -42358083.024680 nChanged 15282 Iteration 7Q (36.402282 sec): 17 clusters Score: Raw -42405790.916975 + Penalty 33310.105817 = -42372480.811158 nChanged 11518 Iteration 8Q (38.733630 sec): 17 clusters Score: Raw -42414077.720982 + Penalty 33310.105817 = -42380767.615166 nChanged 9825 Iteration 9Q (41.106439 sec): 17 clusters Score: Raw -42420360.141026 + Penalty 33310.105817 = -42387050.035209 nChanged 9064 Iteration 10Q (43.403245 sec): 17 clusters Score: Raw -42425994.306868 + Penalty 33310.105817 = -42392684.201051 nChanged 8880 Iteration 11Q (45.492986 sec): 17 clusters Score: Raw -42430927.251467 + Penalty 33310.105817 = -42397617.145650 nChanged 8926 Iteration 12Q (47.754184 sec): 17 clusters Score: Raw -42435638.649355 + Penalty 33310.105817 = -42402328.543538 nChanged 9236 Iteration 13Q (50.048155 sec): 17 clusters Score: Raw -42440388.838992 + Penalty 33310.105817 = -42407078.733176 nChanged 9490 Iteration 14Q (52.225381 sec): 17 clusters Score: Raw -42445085.836430 + Penalty 33310.105817 = -42411775.730613 nChanged 9710 Iteration 15Q (54.483398 sec): 17 clusters Score: Raw -42449581.448509 + Penalty 33310.105817 = -42416271.342692 nChanged 9789 Iteration 16Q (56.964339 sec): 17 clusters Score: Raw -42453940.264679 + Penalty 33310.105817 = -42420630.158863 nChanged 9754 Iteration 17Q (59.106067 sec): 17 clusters Score: Raw -42458063.719354 + Penalty 33310.105817 = -42424753.613537 nChanged 9431 Iteration 18Q (61.405039 sec): 17 clusters Score: Raw -42461888.169648 + Penalty 33310.105817 = -42428578.063832 nChanged 9031 Iteration 19Q (63.731075 sec): 17 clusters Score: Raw -42465410.441703 + Penalty 33310.105817 = -42432100.335886 nChanged 8376 Writing temp clu file Because OldScore, -42428578.063832, is greater than current (better) Score,-42432100.335886 Compute initial score before splitting: Score: Raw -42465410.441703 + Penalty 33310.105817 = -42432100.335886 Trying to split cluster 1 (44630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.979807 sec): 2 clusters Score: Raw -5240755.616954 + Penalty 1739.751253 = -5239015.865701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.096452 sec): 3 clusters Score: Raw -5212498.785438 + Penalty 3479.502506 = -5209019.282932 nChanged 20883 SP:Iteration 1F (64.212136 sec): 3 clusters Score: Raw -5224652.722789 + Penalty 3479.502506 = -5221173.220283 nChanged 2082 SP:Iteration 2Q (64.343888 sec): 3 clusters Score: Raw -5225341.525240 + Penalty 3479.502506 = -5221862.022734 nChanged 2069 SP:Iteration 3Q (64.466811 sec): 3 clusters Score: Raw -5226171.487172 + Penalty 3479.502506 = -5222691.984666 nChanged 2398 SP:Iteration 4F (64.583219 sec): 3 clusters Score: Raw -5227422.630826 + Penalty 3479.502506 = -5223943.128320 nChanged 2815 SP:Iteration 5F (64.707635 sec): 3 clusters Score: Raw -5229249.400069 + Penalty 3479.502506 = -5225769.897563 nChanged 3179 SP:Iteration 6F (64.819248 sec): 3 clusters Score: Raw -5231697.184577 + Penalty 3479.502506 = -5228217.682071 nChanged 3178 SP:Iteration 7F (64.948256 sec): 3 clusters Score: Raw -5234431.161724 + Penalty 3479.502506 = -5230951.659218 nChanged 2737 SP:Iteration 8F (65.066832 sec): 3 clusters Score: Raw -5236900.248743 + Penalty 3479.502506 = -5233420.746237 nChanged 1996 SP:Iteration 9Q (65.179893 sec): 3 clusters Score: Raw -5238675.958018 + Penalty 3479.502506 = -5235196.455512 nChanged 1237 SP:Iteration 10Q (65.301369 sec): 3 clusters Score: Raw -5239715.292990 + Penalty 3479.502506 = -5236235.790484 nChanged 745 SP:Iteration 11Q (65.416443 sec): 3 clusters Score: Raw -5240310.124072 + Penalty 3479.502506 = -5236830.621566 nChanged 452 SP:Iteration 12Q (65.521462 sec): 3 clusters Score: Raw -5240637.200580 + Penalty 3479.502506 = -5237157.698073 nChanged 293 SP:Iteration 13Q (65.639307 sec): 3 clusters Score: Raw -5240818.668500 + Penalty 3479.502506 = -5237339.165994 nChanged 178 SP:Iteration 14Q (65.736612 sec): 3 clusters Score: Raw -5240914.290885 + Penalty 3479.502506 = -5237434.788379 nChanged 117 SP:Iteration 15Q (65.836527 sec): 3 clusters Score: Raw -5240978.924852 + Penalty 3479.502506 = -5237499.422346 nChanged 105 SP:Iteration 16Q (65.936414 sec): 3 clusters Score: Raw -5241034.067845 + Penalty 3479.502506 = -5237554.565339 nChanged 78 SP:Iteration 17Q (66.041436 sec): 3 clusters Score: Raw -5241072.131441 + Penalty 3479.502506 = -5237592.628934 nChanged 58 SP:Iteration 18Q (66.147395 sec): 3 clusters Score: Raw -5241096.520122 + Penalty 3479.502506 = -5237617.017616 nChanged 27 SP:Iteration 19Q (66.254756 sec): 3 clusters Score: Raw -5241107.517546 + Penalty 3479.502506 = -5237628.015039 nChanged 24 SP:Iteration 20F (66.393286 sec): 3 clusters Score: Raw -5241117.902548 + Penalty 3479.502506 = -5237638.400042 nChanged 26 SP:Iteration 21Q (66.495427 sec): 3 clusters Score: Raw -5241129.728934 + Penalty 3479.502506 = -5237650.226428 nChanged 30 SP:Iteration 22Q (66.631310 sec): 3 clusters Score: Raw -5241144.409832 + Penalty 3479.502506 = -5237664.907326 nChanged 22 SP:Iteration 23Q (66.754041 sec): 3 clusters Score: Raw -5241157.359269 + Penalty 3479.502506 = -5237677.856763 nChanged 19 SP:Iteration 24Q (66.860027 sec): 3 clusters Score: Raw -5241165.968810 + Penalty 3479.502506 = -5237686.466304 nChanged 18 SP:Iteration 25Q (66.961017 sec): 3 clusters Score: Raw -5241174.456610 + Penalty 3479.502506 = -5237694.954103 nChanged 15 SP:Iteration 26Q (67.082095 sec): 3 clusters Score: Raw -5241179.177538 + Penalty 3479.502506 = -5237699.675032 nChanged 15 SP:Iteration 27Q (67.172751 sec): 3 clusters Score: Raw -5241184.847527 + Penalty 3479.502506 = -5237705.345021 nChanged 12 SP:Iteration 28Q (67.269713 sec): 3 clusters Score: Raw -5241188.840222 + Penalty 3479.502506 = -5237709.337716 nChanged 10 SP:Iteration 29Q (67.371325 sec): 3 clusters Score: Raw -5241191.836675 + Penalty 3479.502506 = -5237712.334169 nChanged 8 SP:Iteration 30Q (67.482033 sec): 3 clusters Score: Raw -5241195.379355 + Penalty 3479.502506 = -5237715.876849 nChanged 3 SP:Iteration 31Q (67.584180 sec): 3 clusters Score: Raw -5241197.565442 + Penalty 3479.502506 = -5237718.062936 nChanged 14 SP:Iteration 32Q (67.689750 sec): 3 clusters Score: Raw -5241202.182510 + Penalty 3479.502506 = -5237722.680004 nChanged 5 SP:Iteration 33Q (67.797351 sec): 3 clusters Score: Raw -5241203.904116 + Penalty 3479.502506 = -5237724.401610 nChanged 2 SP:Iteration 34Q (67.897654 sec): 3 clusters Score: Raw -5241205.343844 + Penalty 3479.502506 = -5237725.841338 nChanged 4 SP:Iteration 35Q (67.996534 sec): 3 clusters Score: Raw -5241207.508895 + Penalty 3479.502506 = -5237728.006389 nChanged 6 SP:Iteration 36Q (68.109223 sec): 3 clusters Score: Raw -5241211.181641 + Penalty 3479.502506 = -5237731.679135 nChanged 9 SP:Iteration 37Q (68.210334 sec): 3 clusters Score: Raw -5241214.368465 + Penalty 3479.502506 = -5237734.865958 nChanged 5 SP:Iteration 38Q (68.312803 sec): 3 clusters Score: Raw -5241215.807181 + Penalty 3479.502506 = -5237736.304675 nChanged 4 SP:Iteration 39Q (68.438146 sec): 3 clusters Score: Raw -5241217.537662 + Penalty 3479.502506 = -5237738.035155 nChanged 4 SP:Iteration 40F (68.566262 sec): 3 clusters Score: Raw -5241218.797358 + Penalty 3479.502506 = -5237739.294852 nChanged 4 SP:Iteration 41Q (68.699451 sec): 3 clusters Score: Raw -5241219.623970 + Penalty 3479.502506 = -5237740.121464 nChanged 1 SP:Iteration 42Q (68.824084 sec): 3 clusters Score: Raw -5241219.813279 + Penalty 3479.502506 = -5237740.310773 nChanged 0 SP:Iteration 43F (68.939082 sec): 3 clusters Score: Raw -5241219.813279 + Penalty 3479.502506 = -5237740.310773 nChanged 0 Trying to split cluster 2 (2335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.966084 sec): 2 clusters Score: Raw -266020.190202 + Penalty 1260.312165 = -264759.878037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.002099 sec): 3 clusters Score: Raw -264958.023651 + Penalty 2520.624330 = -262437.399320 nChanged 874 SP:Iteration 1F (69.047715 sec): 3 clusters Score: Raw -265504.312978 + Penalty 2520.624330 = -262983.688648 nChanged 193 SP:Iteration 2F (69.102930 sec): 3 clusters Score: Raw -265658.254968 + Penalty 2520.624330 = -263137.630638 nChanged 136 SP:Iteration 3F (69.150074 sec): 3 clusters Score: Raw -265778.328896 + Penalty 2520.624330 = -263257.704565 nChanged 111 SP:Iteration 4Q (69.187720 sec): 3 clusters Score: Raw -265869.500960 + Penalty 2520.624330 = -263348.876630 nChanged 100 SP:Iteration 5Q (69.246342 sec): 3 clusters Score: Raw -265949.546076 + Penalty 2520.624330 = -263428.921745 nChanged 103 SP:Iteration 6Q (69.283510 sec): 3 clusters Score: Raw -266027.257118 + Penalty 2520.624330 = -263506.632788 nChanged 92 SP:Iteration 7Q (69.330516 sec): 3 clusters Score: Raw -266099.387564 + Penalty 2520.624330 = -263578.763234 nChanged 84 SP:Iteration 8Q (69.373756 sec): 3 clusters Score: Raw -266162.709771 + Penalty 2520.624330 = -263642.085441 nChanged 73 SP:Iteration 9Q (69.419032 sec): 3 clusters Score: Raw -266209.373807 + Penalty 2520.624330 = -263688.749477 nChanged 62 SP:Iteration 10Q (69.464648 sec): 3 clusters Score: Raw -266249.432816 + Penalty 2520.624330 = -263728.808486 nChanged 51 SP:Iteration 11Q (69.509404 sec): 3 clusters Score: Raw -266278.617942 + Penalty 2520.624330 = -263757.993612 nChanged 38 SP:Iteration 12Q (69.553588 sec): 3 clusters Score: Raw -266305.672009 + Penalty 2520.624330 = -263785.047678 nChanged 40 SP:Iteration 13Q (69.598531 sec): 3 clusters Score: Raw -266333.680862 + Penalty 2520.624330 = -263813.056532 nChanged 32 SP:Iteration 14Q (69.653281 sec): 3 clusters Score: Raw -266354.213876 + Penalty 2520.624330 = -263833.589545 nChanged 26 SP:Iteration 15Q (69.689430 sec): 3 clusters Score: Raw -266373.901042 + Penalty 2520.624330 = -263853.276712 nChanged 26 SP:Iteration 16Q (69.728696 sec): 3 clusters Score: Raw -266392.870236 + Penalty 2520.624330 = -263872.245906 nChanged 24 SP:Iteration 17Q (69.773273 sec): 3 clusters Score: Raw -266410.268758 + Penalty 2520.624330 = -263889.644428 nChanged 19 SP:Iteration 18Q (69.822784 sec): 3 clusters Score: Raw -266421.890926 + Penalty 2520.624330 = -263901.266596 nChanged 14 SP:Iteration 19Q (69.862289 sec): 3 clusters Score: Raw -266428.939933 + Penalty 2520.624330 = -263908.315603 nChanged 6 SP:Iteration 20F (69.907139 sec): 3 clusters Score: Raw -266431.953588 + Penalty 2520.624330 = -263911.329258 nChanged 4 SP:Iteration 21Q (69.953550 sec): 3 clusters Score: Raw -266433.707269 + Penalty 2520.624330 = -263913.082939 nChanged 3 SP:Iteration 22Q (70.001253 sec): 3 clusters Score: Raw -266435.173548 + Penalty 2520.624330 = -263914.549218 nChanged 3 SP:Iteration 23Q (70.052922 sec): 3 clusters Score: Raw -266436.649263 + Penalty 2520.624330 = -263916.024933 nChanged 2 SP:Iteration 24Q (70.098850 sec): 3 clusters Score: Raw -266437.882463 + Penalty 2520.624330 = -263917.258133 nChanged 1 SP:Iteration 25Q (70.156153 sec): 3 clusters Score: Raw -266438.389280 + Penalty 2520.624330 = -263917.764950 nChanged 0 SP:Iteration 26F (70.199433 sec): 3 clusters Score: Raw -266438.389280 + Penalty 2520.624330 = -263917.764950 nChanged 0 Trying to split cluster 3 (2160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.226389 sec): 2 clusters Score: Raw -252542.561284 + Penalty 1247.652819 = -251294.908465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.275192 sec): 3 clusters Score: Raw -251617.005339 + Penalty 2495.305638 = -249121.699701 nChanged 791 SP:Iteration 1F (70.323256 sec): 3 clusters Score: Raw -252094.497351 + Penalty 2495.305638 = -249599.191714 nChanged 160 SP:Iteration 2F (70.356626 sec): 3 clusters Score: Raw -252197.552839 + Penalty 2495.305638 = -249702.247201 nChanged 85 SP:Iteration 3Q (70.402226 sec): 3 clusters Score: Raw -252238.310963 + Penalty 2495.305638 = -249743.005325 nChanged 61 SP:Iteration 4Q (70.442158 sec): 3 clusters Score: Raw -252268.337255 + Penalty 2495.305638 = -249773.031617 nChanged 42 SP:Iteration 5Q (70.487459 sec): 3 clusters Score: Raw -252291.805502 + Penalty 2495.305638 = -249796.499864 nChanged 33 SP:Iteration 6Q (70.530536 sec): 3 clusters Score: Raw -252307.157294 + Penalty 2495.305638 = -249811.851656 nChanged 33 SP:Iteration 7Q (70.575422 sec): 3 clusters Score: Raw -252323.802220 + Penalty 2495.305638 = -249828.496582 nChanged 20 SP:Iteration 8Q (70.632762 sec): 3 clusters Score: Raw -252333.263723 + Penalty 2495.305638 = -249837.958085 nChanged 13 SP:Iteration 9Q (70.671649 sec): 3 clusters Score: Raw -252338.372285 + Penalty 2495.305638 = -249843.066647 nChanged 11 SP:Iteration 10Q (70.713681 sec): 3 clusters Score: Raw -252345.063815 + Penalty 2495.305638 = -249849.758177 nChanged 12 SP:Iteration 11Q (70.752682 sec): 3 clusters Score: Raw -252349.775377 + Penalty 2495.305638 = -249854.469739 nChanged 7 SP:Iteration 12Q (70.796880 sec): 3 clusters Score: Raw -252353.911188 + Penalty 2495.305638 = -249858.605550 nChanged 16 SP:Iteration 13Q (70.833082 sec): 3 clusters Score: Raw -252361.874518 + Penalty 2495.305638 = -249866.568881 nChanged 11 SP:Iteration 14Q (70.877710 sec): 3 clusters Score: Raw -252366.107986 + Penalty 2495.305638 = -249870.802348 nChanged 9 SP:Iteration 15Q (70.921928 sec): 3 clusters Score: Raw -252368.760964 + Penalty 2495.305638 = -249873.455327 nChanged 6 SP:Iteration 16Q (70.966372 sec): 3 clusters Score: Raw -252371.337540 + Penalty 2495.305638 = -249876.031902 nChanged 6 SP:Iteration 17Q (71.010762 sec): 3 clusters Score: Raw -252376.163249 + Penalty 2495.305638 = -249880.857612 nChanged 10 SP:Iteration 18Q (71.054970 sec): 3 clusters Score: Raw -252380.572891 + Penalty 2495.305638 = -249885.267253 nChanged 7 SP:Iteration 19Q (71.098647 sec): 3 clusters Score: Raw -252385.921946 + Penalty 2495.305638 = -249890.616309 nChanged 10 SP:Iteration 20F (71.144614 sec): 3 clusters Score: Raw -252389.477301 + Penalty 2495.305638 = -249894.171663 nChanged 6 SP:Iteration 21Q (71.190031 sec): 3 clusters Score: Raw -252392.032087 + Penalty 2495.305638 = -249896.726450 nChanged 4 SP:Iteration 22Q (71.251511 sec): 3 clusters Score: Raw -252393.002437 + Penalty 2495.305638 = -249897.696799 nChanged 2 SP:Iteration 23Q (71.292769 sec): 3 clusters Score: Raw -252394.143969 + Penalty 2495.305638 = -249898.838331 nChanged 6 SP:Iteration 24Q (71.337038 sec): 3 clusters Score: Raw -252396.403708 + Penalty 2495.305638 = -249901.098071 nChanged 5 SP:Iteration 25Q (71.377768 sec): 3 clusters Score: Raw -252398.265773 + Penalty 2495.305638 = -249902.960136 nChanged 5 SP:Iteration 26Q (71.423091 sec): 3 clusters Score: Raw -252400.720559 + Penalty 2495.305638 = -249905.414921 nChanged 9 SP:Iteration 27Q (71.470594 sec): 3 clusters Score: Raw -252404.172877 + Penalty 2495.305638 = -249908.867239 nChanged 5 SP:Iteration 28Q (71.526838 sec): 3 clusters Score: Raw -252405.596404 + Penalty 2495.305638 = -249910.290766 nChanged 5 SP:Iteration 29Q (71.566681 sec): 3 clusters Score: Raw -252407.844856 + Penalty 2495.305638 = -249912.539219 nChanged 7 SP:Iteration 30Q (71.613160 sec): 3 clusters Score: Raw -252410.255373 + Penalty 2495.305638 = -249914.949735 nChanged 3 SP:Iteration 31Q (71.658885 sec): 3 clusters Score: Raw -252411.910590 + Penalty 2495.305638 = -249916.604952 nChanged 4 SP:Iteration 32Q (71.695413 sec): 3 clusters Score: Raw -252413.097820 + Penalty 2495.305638 = -249917.792182 nChanged 1 SP:Iteration 33Q (71.742700 sec): 3 clusters Score: Raw -252413.378353 + Penalty 2495.305638 = -249918.072716 nChanged 0 SP:Iteration 34F (71.796915 sec): 3 clusters Score: Raw -252413.378353 + Penalty 2495.305638 = -249918.072716 nChanged 0 Trying to split cluster 4 (2117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.811864 sec): 2 clusters Score: Raw -246356.878414 + Penalty 1244.385232 = -245112.493183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.856234 sec): 3 clusters Score: Raw -245492.703452 + Penalty 2488.770463 = -243003.932988 nChanged 710 SP:Iteration 1F (71.900535 sec): 3 clusters Score: Raw -245988.547178 + Penalty 2488.770463 = -243499.776715 nChanged 180 SP:Iteration 2F (71.944931 sec): 3 clusters Score: Raw -246178.409056 + Penalty 2488.770463 = -243689.638592 nChanged 147 SP:Iteration 3F (71.989832 sec): 3 clusters Score: Raw -246356.001915 + Penalty 2488.770463 = -243867.231452 nChanged 147 SP:Iteration 4F (72.041069 sec): 3 clusters Score: Raw -246540.456986 + Penalty 2488.770463 = -244051.686523 nChanged 125 SP:Iteration 5F (72.089404 sec): 3 clusters Score: Raw -246693.041482 + Penalty 2488.770463 = -244204.271018 nChanged 112 SP:Iteration 6F (72.131656 sec): 3 clusters Score: Raw -246838.990035 + Penalty 2488.770463 = -244350.219572 nChanged 95 SP:Iteration 7Q (72.171224 sec): 3 clusters Score: Raw -246975.662418 + Penalty 2488.770463 = -244486.891955 nChanged 84 SP:Iteration 8Q (72.221949 sec): 3 clusters Score: Raw -247088.187350 + Penalty 2488.770463 = -244599.416887 nChanged 75 SP:Iteration 9Q (72.268245 sec): 3 clusters Score: Raw -247209.836103 + Penalty 2488.770463 = -244721.065640 nChanged 77 SP:Iteration 10Q (72.309030 sec): 3 clusters Score: Raw -247341.110806 + Penalty 2488.770463 = -244852.340343 nChanged 61 SP:Iteration 11Q (72.354906 sec): 3 clusters Score: Raw -247439.669822 + Penalty 2488.770463 = -244950.899358 nChanged 50 SP:Iteration 12Q (72.389763 sec): 3 clusters Score: Raw -247516.895792 + Penalty 2488.770463 = -245028.125328 nChanged 48 SP:Iteration 13Q (72.438838 sec): 3 clusters Score: Raw -247579.172602 + Penalty 2488.770463 = -245090.402138 nChanged 52 SP:Iteration 14Q (72.499938 sec): 3 clusters Score: Raw -247635.561023 + Penalty 2488.770463 = -245146.790560 nChanged 41 SP:Iteration 15Q (72.549935 sec): 3 clusters Score: Raw -247674.101505 + Penalty 2488.770463 = -245185.331042 nChanged 39 SP:Iteration 16Q (72.595395 sec): 3 clusters Score: Raw -247709.473296 + Penalty 2488.770463 = -245220.702832 nChanged 32 SP:Iteration 17Q (72.630492 sec): 3 clusters Score: Raw -247740.240734 + Penalty 2488.770463 = -245251.470271 nChanged 39 SP:Iteration 18Q (72.671476 sec): 3 clusters Score: Raw -247790.303907 + Penalty 2488.770463 = -245301.533444 nChanged 40 SP:Iteration 19Q (72.717338 sec): 3 clusters Score: Raw -247850.172519 + Penalty 2488.770463 = -245361.402056 nChanged 46 SP:Iteration 20F (72.761393 sec): 3 clusters Score: Raw -247987.922153 + Penalty 2488.770463 = -245499.151690 nChanged 57 SP:Iteration 21Q (72.806148 sec): 3 clusters Score: Raw -248434.602513 + Penalty 2488.770463 = -245945.832050 nChanged 22 SP:Iteration 22Q (72.850321 sec): 3 clusters Score: Raw -248829.847809 + Penalty 2488.770463 = -246341.077346 nChanged 1 SP:Iteration 23Q (72.896086 sec): 3 clusters Score: Raw -248831.809051 + Penalty 2488.770463 = -246343.038588 nChanged 0 SP:Iteration 24F (72.941267 sec): 3 clusters Score: Raw -248831.809051 + Penalty 2488.770463 = -246343.038588 nChanged 0 Score: Raw -42469402.611613 + Penalty 35391.987430 = -42434010.624183 Splitting cluster 4 changes total score from -42432100.335886 to -42434010.624183 So it's getting split into cluster 10. Trying to split cluster 5 (2315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.458273 sec): 2 clusters Score: Raw -263301.271962 + Penalty 1258.914307 = -262042.357655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.502935 sec): 3 clusters Score: Raw -262268.888856 + Penalty 2517.828614 = -259751.060242 nChanged 849 SP:Iteration 1F (77.547376 sec): 3 clusters Score: Raw -262871.875001 + Penalty 2517.828614 = -260354.046387 nChanged 229 SP:Iteration 2F (77.591998 sec): 3 clusters Score: Raw -263070.794675 + Penalty 2517.828614 = -260552.966061 nChanged 170 SP:Iteration 3F (77.651778 sec): 3 clusters Score: Raw -263234.779448 + Penalty 2517.828614 = -260716.950834 nChanged 133 SP:Iteration 4F (77.689967 sec): 3 clusters Score: Raw -263376.749830 + Penalty 2517.828614 = -260858.921216 nChanged 120 SP:Iteration 5F (77.734073 sec): 3 clusters Score: Raw -263506.443286 + Penalty 2517.828614 = -260988.614672 nChanged 100 SP:Iteration 6Q (77.776678 sec): 3 clusters Score: Raw -263609.752505 + Penalty 2517.828614 = -261091.923891 nChanged 77 SP:Iteration 7Q (77.822836 sec): 3 clusters Score: Raw -263679.571937 + Penalty 2517.828614 = -261161.743323 nChanged 60 SP:Iteration 8Q (77.869381 sec): 3 clusters Score: Raw -263729.037235 + Penalty 2517.828614 = -261211.208621 nChanged 54 SP:Iteration 9Q (77.927965 sec): 3 clusters Score: Raw -263766.958303 + Penalty 2517.828614 = -261249.129688 nChanged 40 SP:Iteration 10Q (77.965603 sec): 3 clusters Score: Raw -263793.386646 + Penalty 2517.828614 = -261275.558031 nChanged 38 SP:Iteration 11Q (78.011463 sec): 3 clusters Score: Raw -263820.461073 + Penalty 2517.828614 = -261302.632459 nChanged 35 SP:Iteration 12Q (78.057825 sec): 3 clusters Score: Raw -263853.028295 + Penalty 2517.828614 = -261335.199681 nChanged 46 SP:Iteration 13Q (78.110020 sec): 3 clusters Score: Raw -263902.313436 + Penalty 2517.828614 = -261384.484822 nChanged 63 SP:Iteration 14Q (78.150574 sec): 3 clusters Score: Raw -263975.644910 + Penalty 2517.828614 = -261457.816296 nChanged 75 SP:Iteration 15Q (78.182029 sec): 3 clusters Score: Raw -264070.573988 + Penalty 2517.828614 = -261552.745374 nChanged 68 SP:Iteration 16Q (78.229548 sec): 3 clusters Score: Raw -264164.471651 + Penalty 2517.828614 = -261646.643037 nChanged 56 SP:Iteration 17Q (78.285316 sec): 3 clusters Score: Raw -264254.329740 + Penalty 2517.828614 = -261736.501126 nChanged 45 SP:Iteration 18Q (78.322051 sec): 3 clusters Score: Raw -264330.861500 + Penalty 2517.828614 = -261813.032886 nChanged 41 SP:Iteration 19Q (78.367768 sec): 3 clusters Score: Raw -264381.412004 + Penalty 2517.828614 = -261863.583390 nChanged 22 SP:Iteration 20F (78.421383 sec): 3 clusters Score: Raw -264401.885645 + Penalty 2517.828614 = -261884.057031 nChanged 15 SP:Iteration 21Q (78.455231 sec): 3 clusters Score: Raw -264412.248750 + Penalty 2517.828614 = -261894.420135 nChanged 8 SP:Iteration 22Q (78.500242 sec): 3 clusters Score: Raw -264416.048183 + Penalty 2517.828614 = -261898.219568 nChanged 6 SP:Iteration 23Q (78.552956 sec): 3 clusters Score: Raw -264419.888045 + Penalty 2517.828614 = -261902.059431 nChanged 5 SP:Iteration 24Q (78.607359 sec): 3 clusters Score: Raw -264422.332032 + Penalty 2517.828614 = -261904.503418 nChanged 4 SP:Iteration 25Q (78.640203 sec): 3 clusters Score: Raw -264423.948272 + Penalty 2517.828614 = -261906.119658 nChanged 4 SP:Iteration 26Q (78.680666 sec): 3 clusters Score: Raw -264425.821737 + Penalty 2517.828614 = -261907.993123 nChanged 3 SP:Iteration 27Q (78.714281 sec): 3 clusters Score: Raw -264426.994049 + Penalty 2517.828614 = -261909.165434 nChanged 1 SP:Iteration 28Q (78.761683 sec): 3 clusters Score: Raw -264427.364996 + Penalty 2517.828614 = -261909.536381 nChanged 0 SP:Iteration 29F (78.809871 sec): 3 clusters Score: Raw -264427.364996 + Penalty 2517.828614 = -261909.536381 nChanged 0 Trying to split cluster 6 (11564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.859148 sec): 2 clusters Score: Raw -1351159.246900 + Penalty 1520.293467 = -1349638.953433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.912678 sec): 3 clusters Score: Raw -1344534.939475 + Penalty 3040.586934 = -1341494.352542 nChanged 5114 SP:Iteration 1F (78.982309 sec): 3 clusters Score: Raw -1347378.388021 + Penalty 3040.586934 = -1344337.801088 nChanged 699 SP:Iteration 2F (79.043068 sec): 3 clusters Score: Raw -1347689.394749 + Penalty 3040.586934 = -1344648.807816 nChanged 639 SP:Iteration 3F (79.085007 sec): 3 clusters Score: Raw -1348001.512409 + Penalty 3040.586934 = -1344960.925475 nChanged 645 SP:Iteration 4F (79.153567 sec): 3 clusters Score: Raw -1348366.557492 + Penalty 3040.586934 = -1345325.970559 nChanged 687 SP:Iteration 5F (79.206256 sec): 3 clusters Score: Raw -1348793.409590 + Penalty 3040.586934 = -1345752.822656 nChanged 664 SP:Iteration 6F (79.269162 sec): 3 clusters Score: Raw -1349218.381148 + Penalty 3040.586934 = -1346177.794215 nChanged 619 SP:Iteration 7F (79.337980 sec): 3 clusters Score: Raw -1349646.095017 + Penalty 3040.586934 = -1346605.508084 nChanged 575 SP:Iteration 8Q (79.403488 sec): 3 clusters Score: Raw -1350049.441001 + Penalty 3040.586934 = -1347008.854068 nChanged 530 SP:Iteration 9Q (79.471177 sec): 3 clusters Score: Raw -1350469.807756 + Penalty 3040.586934 = -1347429.220823 nChanged 465 SP:Iteration 10Q (79.527947 sec): 3 clusters Score: Raw -1350846.465873 + Penalty 3040.586934 = -1347805.878939 nChanged 385 SP:Iteration 11Q (79.597442 sec): 3 clusters Score: Raw -1351158.178425 + Penalty 3040.586934 = -1348117.591491 nChanged 269 SP:Iteration 12Q (79.658553 sec): 3 clusters Score: Raw -1351362.356185 + Penalty 3040.586934 = -1348321.769252 nChanged 162 SP:Iteration 13Q (79.722119 sec): 3 clusters Score: Raw -1351476.205738 + Penalty 3040.586934 = -1348435.618805 nChanged 83 SP:Iteration 14Q (79.787668 sec): 3 clusters Score: Raw -1351528.003553 + Penalty 3040.586934 = -1348487.416619 nChanged 47 SP:Iteration 15Q (79.828881 sec): 3 clusters Score: Raw -1351559.301930 + Penalty 3040.586934 = -1348518.714996 nChanged 33 SP:Iteration 16Q (79.899319 sec): 3 clusters Score: Raw -1351585.850094 + Penalty 3040.586934 = -1348545.263160 nChanged 20 SP:Iteration 17Q (79.958644 sec): 3 clusters Score: Raw -1351600.241133 + Penalty 3040.586934 = -1348559.654200 nChanged 17 SP:Iteration 18Q (80.000574 sec): 3 clusters Score: Raw -1351614.981332 + Penalty 3040.586934 = -1348574.394398 nChanged 13 SP:Iteration 19Q (80.056546 sec): 3 clusters Score: Raw -1351628.003282 + Penalty 3040.586934 = -1348587.416348 nChanged 13 SP:Iteration 20F (80.130474 sec): 3 clusters Score: Raw -1351638.919220 + Penalty 3040.586934 = -1348598.332286 nChanged 14 SP:Iteration 21Q (80.189756 sec): 3 clusters Score: Raw -1351649.458118 + Penalty 3040.586934 = -1348608.871184 nChanged 8 SP:Iteration 22Q (80.251561 sec): 3 clusters Score: Raw -1351654.985724 + Penalty 3040.586934 = -1348614.398791 nChanged 9 SP:Iteration 23Q (80.308287 sec): 3 clusters Score: Raw -1351662.074932 + Penalty 3040.586934 = -1348621.487998 nChanged 6 SP:Iteration 24Q (80.379390 sec): 3 clusters Score: Raw -1351665.422530 + Penalty 3040.586934 = -1348624.835597 nChanged 4 SP:Iteration 25Q (80.431339 sec): 3 clusters Score: Raw -1351667.987520 + Penalty 3040.586934 = -1348627.400586 nChanged 4 SP:Iteration 26Q (80.492662 sec): 3 clusters Score: Raw -1351669.808605 + Penalty 3040.586934 = -1348629.221672 nChanged 1 SP:Iteration 27Q (80.557971 sec): 3 clusters Score: Raw -1351672.655099 + Penalty 3040.586934 = -1348632.068166 nChanged 1 SP:Iteration 28Q (80.617012 sec): 3 clusters Score: Raw -1351672.806753 + Penalty 3040.586934 = -1348632.219819 nChanged 0 SP:Iteration 29F (80.678679 sec): 3 clusters Score: Raw -1351672.806753 + Penalty 3040.586934 = -1348632.219819 nChanged 0 Trying to split cluster 7 (29919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.735590 sec): 2 clusters Score: Raw -3346583.548267 + Penalty 1674.765464 = -3344908.782803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.825314 sec): 3 clusters Score: Raw -3328027.047593 + Penalty 3349.530928 = -3324677.516665 nChanged 13836 SP:Iteration 1F (80.932428 sec): 3 clusters Score: Raw -3335874.663768 + Penalty 3349.530928 = -3332525.132840 nChanged 1470 SP:Iteration 2Q (81.037623 sec): 3 clusters Score: Raw -3336431.004897 + Penalty 3349.530928 = -3333081.473969 nChanged 1431 SP:Iteration 3Q (81.131354 sec): 3 clusters Score: Raw -3337046.871203 + Penalty 3349.530928 = -3333697.340275 nChanged 1556 SP:Iteration 4F (81.226233 sec): 3 clusters Score: Raw -3337868.062700 + Penalty 3349.530928 = -3334518.531772 nChanged 1680 SP:Iteration 5F (81.312503 sec): 3 clusters Score: Raw -3338926.577671 + Penalty 3349.530928 = -3335577.046743 nChanged 1849 SP:Iteration 6F (81.400113 sec): 3 clusters Score: Raw -3340173.990789 + Penalty 3349.530928 = -3336824.459862 nChanged 1833 SP:Iteration 7F (81.496965 sec): 3 clusters Score: Raw -3341492.443607 + Penalty 3349.530928 = -3338142.912679 nChanged 1736 SP:Iteration 8F (81.602651 sec): 3 clusters Score: Raw -3342629.229744 + Penalty 3349.530928 = -3339279.698816 nChanged 1388 SP:Iteration 9Q (81.699717 sec): 3 clusters Score: Raw -3343345.520065 + Penalty 3349.530928 = -3339995.989137 nChanged 1002 SP:Iteration 10Q (81.807752 sec): 3 clusters Score: Raw -3343726.339806 + Penalty 3349.530928 = -3340376.808878 nChanged 674 SP:Iteration 11Q (81.911394 sec): 3 clusters Score: Raw -3343940.606587 + Penalty 3349.530928 = -3340591.075660 nChanged 504 SP:Iteration 12Q (82.031388 sec): 3 clusters Score: Raw -3344082.566021 + Penalty 3349.530928 = -3340733.035093 nChanged 409 SP:Iteration 13Q (82.126814 sec): 3 clusters Score: Raw -3344190.308618 + Penalty 3349.530928 = -3340840.777690 nChanged 339 SP:Iteration 14Q (82.217325 sec): 3 clusters Score: Raw -3344277.647772 + Penalty 3349.530928 = -3340928.116844 nChanged 320 SP:Iteration 15Q (82.308127 sec): 3 clusters Score: Raw -3344354.067220 + Penalty 3349.530928 = -3341004.536292 nChanged 288 SP:Iteration 16Q (82.395138 sec): 3 clusters Score: Raw -3344427.026962 + Penalty 3349.530928 = -3341077.496034 nChanged 290 SP:Iteration 17Q (82.482582 sec): 3 clusters Score: Raw -3344503.541954 + Penalty 3349.530928 = -3341154.011026 nChanged 298 SP:Iteration 18Q (82.565707 sec): 3 clusters Score: Raw -3344582.768754 + Penalty 3349.530928 = -3341233.237826 nChanged 307 SP:Iteration 19Q (82.667067 sec): 3 clusters Score: Raw -3344662.023252 + Penalty 3349.530928 = -3341312.492324 nChanged 305 SP:Iteration 20F (82.752416 sec): 3 clusters Score: Raw -3344736.531174 + Penalty 3349.530928 = -3341387.000246 nChanged 271 SP:Iteration 21Q (82.849080 sec): 3 clusters Score: Raw -3344799.762402 + Penalty 3349.530928 = -3341450.231474 nChanged 272 SP:Iteration 22Q (82.942848 sec): 3 clusters Score: Raw -3344861.706203 + Penalty 3349.530928 = -3341512.175275 nChanged 240 SP:Iteration 23Q (83.040623 sec): 3 clusters Score: Raw -3344909.316494 + Penalty 3349.530928 = -3341559.785566 nChanged 220 SP:Iteration 24Q (83.129916 sec): 3 clusters Score: Raw -3344950.284727 + Penalty 3349.530928 = -3341600.753800 nChanged 205 SP:Iteration 25Q (83.218590 sec): 3 clusters Score: Raw -3344989.025611 + Penalty 3349.530928 = -3341639.494683 nChanged 211 SP:Iteration 26Q (83.305345 sec): 3 clusters Score: Raw -3345032.265853 + Penalty 3349.530928 = -3341682.734925 nChanged 212 SP:Iteration 27Q (83.387448 sec): 3 clusters Score: Raw -3345075.783199 + Penalty 3349.530928 = -3341726.252271 nChanged 230 SP:Iteration 28Q (83.472082 sec): 3 clusters Score: Raw -3345121.170507 + Penalty 3349.530928 = -3341771.639579 nChanged 238 SP:Iteration 29Q (83.565111 sec): 3 clusters Score: Raw -3345169.289848 + Penalty 3349.530928 = -3341819.758920 nChanged 232 SP:Iteration 30Q (83.661927 sec): 3 clusters Score: Raw -3345219.159357 + Penalty 3349.530928 = -3341869.628429 nChanged 245 SP:Iteration 31Q (83.743865 sec): 3 clusters Score: Raw -3345269.454540 + Penalty 3349.530928 = -3341919.923612 nChanged 224 SP:Iteration 32Q (83.843923 sec): 3 clusters Score: Raw -3345314.642563 + Penalty 3349.530928 = -3341965.111635 nChanged 210 SP:Iteration 33Q (83.940029 sec): 3 clusters Score: Raw -3345358.371654 + Penalty 3349.530928 = -3342008.840726 nChanged 225 SP:Iteration 34Q (84.034687 sec): 3 clusters Score: Raw -3345401.474062 + Penalty 3349.530928 = -3342051.943134 nChanged 210 SP:Iteration 35Q (84.129365 sec): 3 clusters Score: Raw -3345439.301624 + Penalty 3349.530928 = -3342089.770696 nChanged 204 SP:Iteration 36Q (84.244798 sec): 3 clusters Score: Raw -3345478.269395 + Penalty 3349.530928 = -3342128.738467 nChanged 215 SP:Iteration 37Q (84.334436 sec): 3 clusters Score: Raw -3345525.758744 + Penalty 3349.530928 = -3342176.227817 nChanged 242 SP:Iteration 38Q (84.425877 sec): 3 clusters Score: Raw -3345588.409280 + Penalty 3349.530928 = -3342238.878352 nChanged 243 SP:Iteration 39Q (84.520526 sec): 3 clusters Score: Raw -3345650.418335 + Penalty 3349.530928 = -3342300.887407 nChanged 213 SP:Iteration 40F (84.614570 sec): 3 clusters Score: Raw -3345700.651420 + Penalty 3349.530928 = -3342351.120492 nChanged 232 SP:Iteration 41Q (84.701832 sec): 3 clusters Score: Raw -3345755.037403 + Penalty 3349.530928 = -3342405.506475 nChanged 223 SP:Iteration 42Q (84.788764 sec): 3 clusters Score: Raw -3345812.057472 + Penalty 3349.530928 = -3342462.526544 nChanged 253 SP:Iteration 43Q (84.899900 sec): 3 clusters Score: Raw -3345888.419830 + Penalty 3349.530928 = -3342538.888902 nChanged 267 SP:Iteration 44Q (84.991241 sec): 3 clusters Score: Raw -3345971.540878 + Penalty 3349.530928 = -3342622.009950 nChanged 257 SP:Iteration 45Q (85.089986 sec): 3 clusters Score: Raw -3346051.722119 + Penalty 3349.530928 = -3342702.191191 nChanged 261 SP:Iteration 46Q (85.191408 sec): 3 clusters Score: Raw -3346128.429309 + Penalty 3349.530928 = -3342778.898381 nChanged 241 SP:Iteration 47Q (85.295162 sec): 3 clusters Score: Raw -3346202.582238 + Penalty 3349.530928 = -3342853.051310 nChanged 223 SP:Iteration 48Q (85.396090 sec): 3 clusters Score: Raw -3346274.243389 + Penalty 3349.530928 = -3342924.712462 nChanged 215 SP:Iteration 49Q (85.475319 sec): 3 clusters Score: Raw -3346344.065092 + Penalty 3349.530928 = -3342994.534164 nChanged 198 SP:Iteration 50Q (85.561188 sec): 3 clusters Score: Raw -3346414.881017 + Penalty 3349.530928 = -3343065.350089 nChanged 182 SP:Iteration 51Q (85.646682 sec): 3 clusters Score: Raw -3346473.478216 + Penalty 3349.530928 = -3343123.947288 nChanged 160 SP:Iteration 52Q (85.731677 sec): 3 clusters Score: Raw -3346525.382778 + Penalty 3349.530928 = -3343175.851850 nChanged 166 SP:Iteration 53Q (85.811161 sec): 3 clusters Score: Raw -3346581.254370 + Penalty 3349.530928 = -3343231.723442 nChanged 153 SP:Iteration 54Q (85.900660 sec): 3 clusters Score: Raw -3346634.876570 + Penalty 3349.530928 = -3343285.345642 nChanged 150 SP:Iteration 55Q (85.996064 sec): 3 clusters Score: Raw -3346684.013498 + Penalty 3349.530928 = -3343334.482570 nChanged 120 SP:Iteration 56Q (86.062110 sec): 3 clusters Score: Raw -3346721.743524 + Penalty 3349.530928 = -3343372.212596 nChanged 102 SP:Iteration 57Q (86.141300 sec): 3 clusters Score: Raw -3346752.348744 + Penalty 3349.530928 = -3343402.817816 nChanged 98 SP:Iteration 58Q (86.232533 sec): 3 clusters Score: Raw -3346780.114480 + Penalty 3349.530928 = -3343430.583552 nChanged 92 SP:Iteration 59Q (86.314115 sec): 3 clusters Score: Raw -3346804.310119 + Penalty 3349.530928 = -3343454.779191 nChanged 78 SP:Iteration 60F (86.393185 sec): 3 clusters Score: Raw -3346829.471647 + Penalty 3349.530928 = -3343479.940719 nChanged 86 SP:Iteration 61Q (86.468360 sec): 3 clusters Score: Raw -3346854.563639 + Penalty 3349.530928 = -3343505.032711 nChanged 76 SP:Iteration 62Q (86.544526 sec): 3 clusters Score: Raw -3346879.834999 + Penalty 3349.530928 = -3343530.304071 nChanged 78 SP:Iteration 63Q (86.632163 sec): 3 clusters Score: Raw -3346905.585804 + Penalty 3349.530928 = -3343556.054877 nChanged 75 SP:Iteration 64Q (86.721114 sec): 3 clusters Score: Raw -3346926.094405 + Penalty 3349.530928 = -3343576.563477 nChanged 52 SP:Iteration 65Q (86.792450 sec): 3 clusters Score: Raw -3346940.614578 + Penalty 3349.530928 = -3343591.083650 nChanged 42 SP:Iteration 66Q (86.874466 sec): 3 clusters Score: Raw -3346953.011140 + Penalty 3349.530928 = -3343603.480212 nChanged 45 SP:Iteration 67Q (86.977119 sec): 3 clusters Score: Raw -3346965.733074 + Penalty 3349.530928 = -3343616.202146 nChanged 37 SP:Iteration 68Q (87.070447 sec): 3 clusters Score: Raw -3346975.674724 + Penalty 3349.530928 = -3343626.143796 nChanged 33 SP:Iteration 69Q (87.155913 sec): 3 clusters Score: Raw -3346984.001685 + Penalty 3349.530928 = -3343634.470757 nChanged 36 SP:Iteration 70Q (87.251400 sec): 3 clusters Score: Raw -3346994.395489 + Penalty 3349.530928 = -3343644.864561 nChanged 31 SP:Iteration 71Q (87.354154 sec): 3 clusters Score: Raw -3347004.096666 + Penalty 3349.530928 = -3343654.565738 nChanged 30 SP:Iteration 72Q (87.426463 sec): 3 clusters Score: Raw -3347011.705112 + Penalty 3349.530928 = -3343662.174184 nChanged 26 SP:Iteration 73Q (87.519828 sec): 3 clusters Score: Raw -3347019.524100 + Penalty 3349.530928 = -3343669.993172 nChanged 25 SP:Iteration 74Q (87.594218 sec): 3 clusters Score: Raw -3347029.770167 + Penalty 3349.530928 = -3343680.239239 nChanged 26 SP:Iteration 75Q (87.681635 sec): 3 clusters Score: Raw -3347038.535121 + Penalty 3349.530928 = -3343689.004193 nChanged 24 SP:Iteration 76Q (87.749684 sec): 3 clusters Score: Raw -3347044.968378 + Penalty 3349.530928 = -3343695.437450 nChanged 23 SP:Iteration 77Q (87.836152 sec): 3 clusters Score: Raw -3347051.873615 + Penalty 3349.530928 = -3343702.342687 nChanged 17 SP:Iteration 78Q (87.933499 sec): 3 clusters Score: Raw -3347057.352234 + Penalty 3349.530928 = -3343707.821306 nChanged 23 SP:Iteration 79Q (88.022695 sec): 3 clusters Score: Raw -3347064.875464 + Penalty 3349.530928 = -3343715.344536 nChanged 23 SP:Iteration 80F (88.112445 sec): 3 clusters Score: Raw -3347071.180983 + Penalty 3349.530928 = -3343721.650055 nChanged 24 SP:Iteration 81Q (88.189569 sec): 3 clusters Score: Raw -3347079.749022 + Penalty 3349.530928 = -3343730.218094 nChanged 23 SP:Iteration 82Q (88.283993 sec): 3 clusters Score: Raw -3347088.643554 + Penalty 3349.530928 = -3343739.112626 nChanged 18 SP:Iteration 83Q (88.370218 sec): 3 clusters Score: Raw -3347093.143419 + Penalty 3349.530928 = -3343743.612492 nChanged 10 SP:Iteration 84Q (88.460252 sec): 3 clusters Score: Raw -3347097.014869 + Penalty 3349.530928 = -3343747.483941 nChanged 11 SP:Iteration 85Q (88.544841 sec): 3 clusters Score: Raw -3347099.803319 + Penalty 3349.530928 = -3343750.272391 nChanged 12 SP:Iteration 86Q (88.623922 sec): 3 clusters Score: Raw -3347103.126485 + Penalty 3349.530928 = -3343753.595557 nChanged 13 SP:Iteration 87Q (88.722446 sec): 3 clusters Score: Raw -3347106.686012 + Penalty 3349.530928 = -3343757.155084 nChanged 7 SP:Iteration 88Q (88.815672 sec): 3 clusters Score: Raw -3347108.968565 + Penalty 3349.530928 = -3343759.437637 nChanged 10 SP:Iteration 89Q (88.890813 sec): 3 clusters Score: Raw -3347112.007509 + Penalty 3349.530928 = -3343762.476582 nChanged 7 SP:Iteration 90Q (88.971390 sec): 3 clusters Score: Raw -3347113.894709 + Penalty 3349.530928 = -3343764.363781 nChanged 3 SP:Iteration 91Q (89.066289 sec): 3 clusters Score: Raw -3347114.649135 + Penalty 3349.530928 = -3343765.118207 nChanged 1 SP:Iteration 92Q (89.163130 sec): 3 clusters Score: Raw -3347114.964964 + Penalty 3349.530928 = -3343765.434036 nChanged 1 SP:Iteration 93Q (89.251178 sec): 3 clusters Score: Raw -3347115.626325 + Penalty 3349.530928 = -3343766.095397 nChanged 5 SP:Iteration 94Q (89.328381 sec): 3 clusters Score: Raw -3347116.936950 + Penalty 3349.530928 = -3343767.406022 nChanged 5 SP:Iteration 95Q (89.414597 sec): 3 clusters Score: Raw -3347118.524149 + Penalty 3349.530928 = -3343768.993221 nChanged 4 SP:Iteration 96Q (89.489523 sec): 3 clusters Score: Raw -3347119.432368 + Penalty 3349.530928 = -3343769.901440 nChanged 5 SP:Iteration 97Q (89.577981 sec): 3 clusters Score: Raw -3347120.468558 + Penalty 3349.530928 = -3343770.937630 nChanged 6 SP:Iteration 98Q (89.674512 sec): 3 clusters Score: Raw -3347121.942979 + Penalty 3349.530928 = -3343772.412051 nChanged 2 SP:Iteration 99Q (89.750149 sec): 3 clusters Score: Raw -3347122.930254 + Penalty 3349.530928 = -3343773.399326 nChanged 4 SP:Iteration 100F (89.845628 sec): 3 clusters Score: Raw -3347123.831646 + Penalty 3349.530928 = -3343774.300718 nChanged 2 SP:Iteration 101Q (89.927790 sec): 3 clusters Score: Raw -3347124.621070 + Penalty 3349.530928 = -3343775.090142 nChanged 6 SP:Iteration 102Q (90.012039 sec): 3 clusters Score: Raw -3347126.244713 + Penalty 3349.530928 = -3343776.713785 nChanged 8 SP:Iteration 103Q (90.107992 sec): 3 clusters Score: Raw -3347127.989038 + Penalty 3349.530928 = -3343778.458110 nChanged 4 SP:Iteration 104Q (90.191044 sec): 3 clusters Score: Raw -3347128.945380 + Penalty 3349.530928 = -3343779.414452 nChanged 1 SP:Iteration 105Q (90.277993 sec): 3 clusters Score: Raw -3347129.177768 + Penalty 3349.530928 = -3343779.646841 nChanged 1 SP:Iteration 106Q (90.363824 sec): 3 clusters Score: Raw -3347129.367856 + Penalty 3349.530928 = -3343779.836928 nChanged 0 SP:Iteration 107F (90.455139 sec): 3 clusters Score: Raw -3347129.367856 + Penalty 3349.530928 = -3343779.836928 nChanged 0 Trying to split cluster 8 (4335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.479184 sec): 2 clusters Score: Raw -545210.256605 + Penalty 1360.852494 = -543849.404110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.544844 sec): 3 clusters Score: Raw -543074.805321 + Penalty 2721.704989 = -540353.100332 nChanged 1696 SP:Iteration 1F (90.581259 sec): 3 clusters Score: Raw -544090.636819 + Penalty 2721.704989 = -541368.931830 nChanged 360 SP:Iteration 2F (90.622195 sec): 3 clusters Score: Raw -544386.523234 + Penalty 2721.704989 = -541664.818245 nChanged 301 SP:Iteration 3F (90.661573 sec): 3 clusters Score: Raw -544655.308390 + Penalty 2721.704989 = -541933.603401 nChanged 298 SP:Iteration 4F (90.711081 sec): 3 clusters Score: Raw -544918.965804 + Penalty 2721.704989 = -542197.260815 nChanged 249 SP:Iteration 5F (90.770650 sec): 3 clusters Score: Raw -545149.962521 + Penalty 2721.704989 = -542428.257532 nChanged 212 SP:Iteration 6Q (90.820599 sec): 3 clusters Score: Raw -545344.860180 + Penalty 2721.704989 = -542623.155191 nChanged 171 SP:Iteration 7Q (90.870650 sec): 3 clusters Score: Raw -545491.127178 + Penalty 2721.704989 = -542769.422189 nChanged 148 SP:Iteration 8Q (90.920824 sec): 3 clusters Score: Raw -545599.922079 + Penalty 2721.704989 = -542878.217090 nChanged 120 SP:Iteration 9Q (90.960554 sec): 3 clusters Score: Raw -545688.758374 + Penalty 2721.704989 = -542967.053385 nChanged 104 SP:Iteration 10Q (91.021558 sec): 3 clusters Score: Raw -545756.796192 + Penalty 2721.704989 = -543035.091203 nChanged 82 SP:Iteration 11Q (91.066749 sec): 3 clusters Score: Raw -545802.963206 + Penalty 2721.704989 = -543081.258217 nChanged 73 SP:Iteration 12Q (91.134369 sec): 3 clusters Score: Raw -545840.370373 + Penalty 2721.704989 = -543118.665384 nChanged 61 SP:Iteration 13Q (91.176801 sec): 3 clusters Score: Raw -545869.152046 + Penalty 2721.704989 = -543147.447057 nChanged 46 SP:Iteration 14Q (91.231814 sec): 3 clusters Score: Raw -545886.565948 + Penalty 2721.704989 = -543164.860959 nChanged 40 SP:Iteration 15Q (91.284979 sec): 3 clusters Score: Raw -545899.391760 + Penalty 2721.704989 = -543177.686771 nChanged 33 SP:Iteration 16Q (91.349916 sec): 3 clusters Score: Raw -545908.149319 + Penalty 2721.704989 = -543186.444330 nChanged 22 SP:Iteration 17Q (91.405842 sec): 3 clusters Score: Raw -545913.851401 + Penalty 2721.704989 = -543192.146412 nChanged 16 SP:Iteration 18Q (91.447626 sec): 3 clusters Score: Raw -545919.301848 + Penalty 2721.704989 = -543197.596859 nChanged 20 SP:Iteration 19Q (91.506756 sec): 3 clusters Score: Raw -545924.728161 + Penalty 2721.704989 = -543203.023172 nChanged 16 SP:Iteration 20F (91.563631 sec): 3 clusters Score: Raw -545928.896996 + Penalty 2721.704989 = -543207.192007 nChanged 8 SP:Iteration 21Q (91.612470 sec): 3 clusters Score: Raw -545930.465236 + Penalty 2721.704989 = -543208.760247 nChanged 4 SP:Iteration 22Q (91.669471 sec): 3 clusters Score: Raw -545931.163545 + Penalty 2721.704989 = -543209.458556 nChanged 2 SP:Iteration 23Q (91.717200 sec): 3 clusters Score: Raw -545931.505140 + Penalty 2721.704989 = -543209.800151 nChanged 0 SP:Iteration 24F (91.773944 sec): 3 clusters Score: Raw -545931.505140 + Penalty 2721.704989 = -543209.800151 nChanged 0 Trying to split cluster 9 (3842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.797100 sec): 2 clusters Score: Raw -415959.856881 + Penalty 1341.234106 = -414618.622775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.865528 sec): 3 clusters Score: Raw -414087.814042 + Penalty 2682.468212 = -411405.345831 nChanged 1519 SP:Iteration 1F (91.915534 sec): 3 clusters Score: Raw -414968.926252 + Penalty 2682.468212 = -412286.458040 nChanged 306 SP:Iteration 2F (91.963656 sec): 3 clusters Score: Raw -415190.236262 + Penalty 2682.468212 = -412507.768051 nChanged 237 SP:Iteration 3F (92.013363 sec): 3 clusters Score: Raw -415351.036206 + Penalty 2682.468212 = -412668.567994 nChanged 202 SP:Iteration 4F (92.063163 sec): 3 clusters Score: Raw -415504.924915 + Penalty 2682.468212 = -412822.456704 nChanged 196 SP:Iteration 5F (92.129052 sec): 3 clusters Score: Raw -415645.255568 + Penalty 2682.468212 = -412962.787356 nChanged 178 SP:Iteration 6Q (92.179403 sec): 3 clusters Score: Raw -415771.643133 + Penalty 2682.468212 = -413089.174922 nChanged 149 SP:Iteration 7Q (92.238318 sec): 3 clusters Score: Raw -415873.707260 + Penalty 2682.468212 = -413191.239049 nChanged 129 SP:Iteration 8Q (92.292489 sec): 3 clusters Score: Raw -415975.820905 + Penalty 2682.468212 = -413293.352694 nChanged 126 SP:Iteration 9Q (92.347138 sec): 3 clusters Score: Raw -416093.272287 + Penalty 2682.468212 = -413410.804076 nChanged 119 SP:Iteration 10Q (92.404097 sec): 3 clusters Score: Raw -416192.948280 + Penalty 2682.468212 = -413510.480069 nChanged 83 SP:Iteration 11Q (92.457316 sec): 3 clusters Score: Raw -416266.457099 + Penalty 2682.468212 = -413583.988887 nChanged 57 SP:Iteration 12Q (92.512837 sec): 3 clusters Score: Raw -416315.200677 + Penalty 2682.468212 = -413632.732466 nChanged 35 SP:Iteration 13Q (92.564651 sec): 3 clusters Score: Raw -416346.166706 + Penalty 2682.468212 = -413663.698494 nChanged 21 SP:Iteration 14Q (92.604089 sec): 3 clusters Score: Raw -416363.553897 + Penalty 2682.468212 = -413681.085686 nChanged 21 SP:Iteration 15Q (92.658692 sec): 3 clusters Score: Raw -416384.049563 + Penalty 2682.468212 = -413701.581351 nChanged 20 SP:Iteration 16Q (92.721822 sec): 3 clusters Score: Raw -416400.672969 + Penalty 2682.468212 = -413718.204758 nChanged 18 SP:Iteration 17Q (92.776989 sec): 3 clusters Score: Raw -416416.277317 + Penalty 2682.468212 = -413733.809105 nChanged 15 SP:Iteration 18Q (92.821136 sec): 3 clusters Score: Raw -416426.612567 + Penalty 2682.468212 = -413744.144356 nChanged 12 SP:Iteration 19Q (92.877290 sec): 3 clusters Score: Raw -416437.570844 + Penalty 2682.468212 = -413755.102632 nChanged 5 SP:Iteration 20F (92.933099 sec): 3 clusters Score: Raw -416442.215196 + Penalty 2682.468212 = -413759.746984 nChanged 7 SP:Iteration 21Q (92.991949 sec): 3 clusters Score: Raw -416448.943020 + Penalty 2682.468212 = -413766.474809 nChanged 6 SP:Iteration 22Q (93.049609 sec): 3 clusters Score: Raw -416453.845538 + Penalty 2682.468212 = -413771.377327 nChanged 5 SP:Iteration 23Q (93.099682 sec): 3 clusters Score: Raw -416461.499790 + Penalty 2682.468212 = -413779.031578 nChanged 4 SP:Iteration 24Q (93.156542 sec): 3 clusters Score: Raw -416465.412022 + Penalty 2682.468212 = -413782.943810 nChanged 1 SP:Iteration 25Q (93.213843 sec): 3 clusters Score: Raw -416466.766758 + Penalty 2682.468212 = -413784.298547 nChanged 1 SP:Iteration 26Q (93.257505 sec): 3 clusters Score: Raw -416467.263088 + Penalty 2682.468212 = -413784.794876 nChanged 0 SP:Iteration 27F (93.313508 sec): 3 clusters Score: Raw -416467.263088 + Penalty 2682.468212 = -413784.794876 nChanged 0 Trying to split cluster 11 (9023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.350492 sec): 2 clusters Score: Raw -1102072.113950 + Penalty 1479.973975 = -1100592.139975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.405282 sec): 3 clusters Score: Raw -1097022.086581 + Penalty 2959.947949 = -1094062.138632 nChanged 3875 SP:Iteration 1F (93.467046 sec): 3 clusters Score: Raw -1099535.986914 + Penalty 2959.947949 = -1096576.038965 nChanged 779 SP:Iteration 2F (93.539747 sec): 3 clusters Score: Raw -1100331.655810 + Penalty 2959.947949 = -1097371.707860 nChanged 733 SP:Iteration 3F (93.608437 sec): 3 clusters Score: Raw -1101058.364705 + Penalty 2959.947949 = -1098098.416755 nChanged 736 SP:Iteration 4F (93.664330 sec): 3 clusters Score: Raw -1101726.973723 + Penalty 2959.947949 = -1098767.025774 nChanged 646 SP:Iteration 5F (93.724005 sec): 3 clusters Score: Raw -1102267.751753 + Penalty 2959.947949 = -1099307.803803 nChanged 567 SP:Iteration 6F (93.776243 sec): 3 clusters Score: Raw -1102723.892102 + Penalty 2959.947949 = -1099763.944153 nChanged 457 SP:Iteration 7F (93.832881 sec): 3 clusters Score: Raw -1103119.596292 + Penalty 2959.947949 = -1100159.648342 nChanged 386 SP:Iteration 8Q (93.884747 sec): 3 clusters Score: Raw -1103468.901326 + Penalty 2959.947949 = -1100508.953377 nChanged 307 SP:Iteration 9Q (93.949813 sec): 3 clusters Score: Raw -1103753.420376 + Penalty 2959.947949 = -1100793.472427 nChanged 243 SP:Iteration 10Q (94.015751 sec): 3 clusters Score: Raw -1103985.225385 + Penalty 2959.947949 = -1101025.277436 nChanged 171 SP:Iteration 11Q (94.075212 sec): 3 clusters Score: Raw -1104135.464392 + Penalty 2959.947949 = -1101175.516443 nChanged 127 SP:Iteration 12Q (94.123836 sec): 3 clusters Score: Raw -1104227.101838 + Penalty 2959.947949 = -1101267.153888 nChanged 76 SP:Iteration 13Q (94.191425 sec): 3 clusters Score: Raw -1104265.572144 + Penalty 2959.947949 = -1101305.624194 nChanged 66 SP:Iteration 14Q (94.251174 sec): 3 clusters Score: Raw -1104302.964362 + Penalty 2959.947949 = -1101343.016413 nChanged 54 SP:Iteration 15Q (94.299718 sec): 3 clusters Score: Raw -1104330.669634 + Penalty 2959.947949 = -1101370.721684 nChanged 45 SP:Iteration 16Q (94.362269 sec): 3 clusters Score: Raw -1104350.175969 + Penalty 2959.947949 = -1101390.228020 nChanged 33 SP:Iteration 17Q (94.421804 sec): 3 clusters Score: Raw -1104363.978749 + Penalty 2959.947949 = -1101404.030799 nChanged 26 SP:Iteration 18Q (94.492770 sec): 3 clusters Score: Raw -1104372.708543 + Penalty 2959.947949 = -1101412.760594 nChanged 23 SP:Iteration 19Q (94.547037 sec): 3 clusters Score: Raw -1104378.442089 + Penalty 2959.947949 = -1101418.494140 nChanged 12 SP:Iteration 20F (94.599572 sec): 3 clusters Score: Raw -1104381.608892 + Penalty 2959.947949 = -1101421.660942 nChanged 5 SP:Iteration 21Q (94.651724 sec): 3 clusters Score: Raw -1104382.948414 + Penalty 2959.947949 = -1101423.000465 nChanged 4 SP:Iteration 22Q (94.710757 sec): 3 clusters Score: Raw -1104383.468695 + Penalty 2959.947949 = -1101423.520745 nChanged 2 SP:Iteration 23Q (94.758737 sec): 3 clusters Score: Raw -1104383.628438 + Penalty 2959.947949 = -1101423.680489 nChanged 1 SP:Iteration 24Q (94.816509 sec): 3 clusters Score: Raw -1104384.031730 + Penalty 2959.947949 = -1101424.083781 nChanged 1 SP:Iteration 25Q (94.874442 sec): 3 clusters Score: Raw -1104384.164566 + Penalty 2959.947949 = -1101424.216617 nChanged 1 SP:Iteration 26Q (94.942901 sec): 3 clusters Score: Raw -1104384.263910 + Penalty 2959.947949 = -1101424.315960 nChanged 1 SP:Iteration 27Q (94.997312 sec): 3 clusters Score: Raw -1104384.485973 + Penalty 2959.947949 = -1101424.538023 nChanged 0 SP:Iteration 28F (95.047931 sec): 3 clusters Score: Raw -1104384.485973 + Penalty 2959.947949 = -1101424.538023 nChanged 0 Score: Raw -42471714.983637 + Penalty 37473.869044 = -42434241.114593 Splitting cluster 11 changes total score from -42432100.335886 to -42434241.114593 So it's getting split into cluster 13. Trying to split cluster 12 (175220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.703323 sec): 2 clusters Score: Raw -20664473.191752 + Penalty 1961.992111 = -20662511.199641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.072313 sec): 3 clusters Score: Raw -20548521.552555 + Penalty 3923.984222 = -20544597.568333 nChanged 84703 SP:Iteration 1F (100.427654 sec): 3 clusters Score: Raw -20599726.325606 + Penalty 3923.984222 = -20595802.341384 nChanged 6634 SP:Iteration 2Q (100.796139 sec): 3 clusters Score: Raw -20601875.975370 + Penalty 3923.984222 = -20597951.991148 nChanged 7411 SP:Iteration 3Q (101.162125 sec): 3 clusters Score: Raw -20604901.178910 + Penalty 3923.984222 = -20600977.194688 nChanged 8627 SP:Iteration 4Q (101.499574 sec): 3 clusters Score: Raw -20609150.699447 + Penalty 3923.984222 = -20605226.715225 nChanged 9709 SP:Iteration 5F (101.855492 sec): 3 clusters Score: Raw -20614905.034914 + Penalty 3923.984222 = -20610981.050692 nChanged 10580 SP:Iteration 6F (102.212531 sec): 3 clusters Score: Raw -20621779.986834 + Penalty 3923.984222 = -20617856.002612 nChanged 10649 SP:Iteration 7F (102.559198 sec): 3 clusters Score: Raw -20628860.429843 + Penalty 3923.984222 = -20624936.445621 nChanged 9601 SP:Iteration 8F (102.906706 sec): 3 clusters Score: Raw -20634755.692051 + Penalty 3923.984222 = -20630831.707829 nChanged 8060 SP:Iteration 9Q (103.253657 sec): 3 clusters Score: Raw -20639085.338646 + Penalty 3923.984222 = -20635161.354424 nChanged 6491 SP:Iteration 10Q (103.593955 sec): 3 clusters Score: Raw -20642261.188460 + Penalty 3923.984222 = -20638337.204238 nChanged 5645 SP:Iteration 11Q (103.950791 sec): 3 clusters Score: Raw -20645236.368156 + Penalty 3923.984222 = -20641312.383934 nChanged 5447 SP:Iteration 12Q (104.270155 sec): 3 clusters Score: Raw -20648309.557291 + Penalty 3923.984222 = -20644385.573069 nChanged 5437 SP:Iteration 13Q (104.594908 sec): 3 clusters Score: Raw -20651508.279167 + Penalty 3923.984222 = -20647584.294945 nChanged 5071 SP:Iteration 14Q (104.924526 sec): 3 clusters Score: Raw -20654617.304047 + Penalty 3923.984222 = -20650693.319825 nChanged 4627 SP:Iteration 15Q (105.237514 sec): 3 clusters Score: Raw -20657480.552427 + Penalty 3923.984222 = -20653556.568205 nChanged 3985 SP:Iteration 16Q (105.526888 sec): 3 clusters Score: Raw -20659822.041937 + Penalty 3923.984222 = -20655898.057715 nChanged 3170 SP:Iteration 17Q (105.843750 sec): 3 clusters Score: Raw -20661604.045818 + Penalty 3923.984222 = -20657680.061596 nChanged 2530 SP:Iteration 18Q (106.163673 sec): 3 clusters Score: Raw -20662954.185444 + Penalty 3923.984222 = -20659030.201222 nChanged 1934 SP:Iteration 19Q (106.464843 sec): 3 clusters Score: Raw -20663898.941743 + Penalty 3923.984222 = -20659974.957521 nChanged 1395 SP:Iteration 20F (106.820154 sec): 3 clusters Score: Raw -20664496.971037 + Penalty 3923.984222 = -20660572.986815 nChanged 1043 SP:Iteration 21Q (107.113104 sec): 3 clusters Score: Raw -20664886.440693 + Penalty 3923.984222 = -20660962.456471 nChanged 774 SP:Iteration 22Q (107.441385 sec): 3 clusters Score: Raw -20665153.573839 + Penalty 3923.984222 = -20661229.589617 nChanged 585 SP:Iteration 23Q (107.732679 sec): 3 clusters Score: Raw -20665341.258608 + Penalty 3923.984222 = -20661417.274386 nChanged 477 SP:Iteration 24Q (108.011565 sec): 3 clusters Score: Raw -20665481.736150 + Penalty 3923.984222 = -20661557.751928 nChanged 359 SP:Iteration 25Q (108.296144 sec): 3 clusters Score: Raw -20665584.806559 + Penalty 3923.984222 = -20661660.822337 nChanged 318 SP:Iteration 26Q (108.580149 sec): 3 clusters Score: Raw -20665694.822138 + Penalty 3923.984222 = -20661770.837916 nChanged 308 SP:Iteration 27Q (108.909507 sec): 3 clusters Score: Raw -20665836.974155 + Penalty 3923.984222 = -20661912.989933 nChanged 323 SP:Iteration 28Q (109.226438 sec): 3 clusters Score: Raw -20666113.171711 + Penalty 3923.984222 = -20662189.187489 nChanged 429 SP:Iteration 29Q (109.517521 sec): 3 clusters Score: Raw -20666977.046125 + Penalty 3923.984222 = -20663053.061903 nChanged 620 SP:Iteration 30Q (109.804616 sec): 3 clusters Score: Raw -20669438.719898 + Penalty 3923.984222 = -20665514.735676 nChanged 1260 SP:Iteration 31Q (110.110240 sec): 3 clusters Score: Raw -20671016.440737 + Penalty 3923.984222 = -20667092.456515 nChanged 1721 SP:Iteration 32Q (110.361279 sec): 3 clusters Score: Raw -20672615.660869 + Penalty 3923.984222 = -20668691.676647 nChanged 1971 SP:Iteration 33Q (110.616497 sec): 3 clusters Score: Raw -20674253.037517 + Penalty 3923.984222 = -20670329.053295 nChanged 2239 SP:Iteration 34Q (110.890999 sec): 3 clusters Score: Raw -20675794.079553 + Penalty 3923.984222 = -20671870.095331 nChanged 2172 SP:Iteration 35Q (111.164416 sec): 3 clusters Score: Raw -20676992.481843 + Penalty 3923.984222 = -20673068.497621 nChanged 1841 SP:Iteration 36Q (111.434483 sec): 3 clusters Score: Raw -20677803.858013 + Penalty 3923.984222 = -20673879.873791 nChanged 1342 SP:Iteration 37Q (111.699401 sec): 3 clusters Score: Raw -20678268.555767 + Penalty 3923.984222 = -20674344.571545 nChanged 956 SP:Iteration 38Q (112.013316 sec): 3 clusters Score: Raw -20678530.376385 + Penalty 3923.984222 = -20674606.392163 nChanged 637 SP:Iteration 39Q (112.304826 sec): 3 clusters Score: Raw -20678674.337340 + Penalty 3923.984222 = -20674750.353118 nChanged 399 SP:Iteration 40F (112.621851 sec): 3 clusters Score: Raw -20680486.897023 + Penalty 3923.984222 = -20676562.912801 nChanged 3579 SP:Iteration 41Q (112.921314 sec): 3 clusters Score: Raw -20683412.701219 + Penalty 3923.984222 = -20679488.716997 nChanged 4383 SP:Iteration 42Q (113.216975 sec): 3 clusters Score: Raw -20686865.552036 + Penalty 3923.984222 = -20682941.567814 nChanged 5011 SP:Iteration 43Q (113.505278 sec): 3 clusters Score: Raw -20690741.502622 + Penalty 3923.984222 = -20686817.518400 nChanged 5576 SP:Iteration 44Q (113.788495 sec): 3 clusters Score: Raw -20694908.135955 + Penalty 3923.984222 = -20690984.151733 nChanged 5651 SP:Iteration 45Q (114.073866 sec): 3 clusters Score: Raw -20698824.613002 + Penalty 3923.984222 = -20694900.628780 nChanged 5423 SP:Iteration 46Q (114.373014 sec): 3 clusters Score: Raw -20702007.233977 + Penalty 3923.984222 = -20698083.249755 nChanged 4103 SP:Iteration 47Q (114.669501 sec): 3 clusters Score: Raw -20703719.726449 + Penalty 3923.984222 = -20699795.742227 nChanged 2558 SP:Iteration 48Q (114.951904 sec): 3 clusters Score: Raw -20704548.944613 + Penalty 3923.984222 = -20700624.960391 nChanged 1691 SP:Iteration 49Q (115.252544 sec): 3 clusters Score: Raw -20704994.817839 + Penalty 3923.984222 = -20701070.833617 nChanged 1083 SP:Iteration 50Q (115.536340 sec): 3 clusters Score: Raw -20705270.420582 + Penalty 3923.984222 = -20701346.436360 nChanged 766 SP:Iteration 51Q (115.842235 sec): 3 clusters Score: Raw -20705443.244011 + Penalty 3923.984222 = -20701519.259789 nChanged 536 SP:Iteration 52Q (116.120459 sec): 3 clusters Score: Raw -20705547.216241 + Penalty 3923.984222 = -20701623.232019 nChanged 395 SP:Iteration 53Q (116.403105 sec): 3 clusters Score: Raw -20705618.633166 + Penalty 3923.984222 = -20701694.648944 nChanged 269 SP:Iteration 54Q (116.677676 sec): 3 clusters Score: Raw -20705646.550540 + Penalty 3923.984222 = -20701722.566318 nChanged 212 SP:Iteration 55Q (116.953222 sec): 3 clusters Score: Raw -20705678.175351 + Penalty 3923.984222 = -20701754.191129 nChanged 149 SP:Iteration 56Q (117.225142 sec): 3 clusters Score: Raw -20705695.278617 + Penalty 3923.984222 = -20701771.294395 nChanged 108 SP:Iteration 57Q (117.494649 sec): 3 clusters Score: Raw -20705700.449101 + Penalty 3923.984222 = -20701776.464879 nChanged 57 SP:Iteration 58Q (117.777772 sec): 3 clusters Score: Raw -20705704.906511 + Penalty 3923.984222 = -20701780.922289 nChanged 46 SP:Iteration 59Q (118.080710 sec): 3 clusters Score: Raw -20705707.120814 + Penalty 3923.984222 = -20701783.136592 nChanged 32 SP:Iteration 60F (118.408322 sec): 3 clusters Score: Raw -20710751.056469 + Penalty 3923.984222 = -20706827.072247 nChanged 6707 SP:Iteration 61Q (118.733143 sec): 3 clusters Score: Raw -20719174.202605 + Penalty 3923.984222 = -20715250.218383 nChanged 5836 SP:Iteration 62Q (119.025549 sec): 3 clusters Score: Raw -20724996.540107 + Penalty 3923.984222 = -20721072.555885 nChanged 4269 SP:Iteration 63Q (119.325143 sec): 3 clusters Score: Raw -20728818.648669 + Penalty 3923.984222 = -20724894.664447 nChanged 3130 SP:Iteration 64Q (119.628754 sec): 3 clusters Score: Raw -20731806.426039 + Penalty 3923.984222 = -20727882.441817 nChanged 2530 SP:Iteration 65Q (119.974507 sec): 3 clusters Score: Raw -20734774.450111 + Penalty 3923.984222 = -20730850.465889 nChanged 1914 SP:Iteration 66Q (120.278023 sec): 3 clusters Score: Raw -20737253.533488 + Penalty 3923.984222 = -20733329.549266 nChanged 1002 SP:Iteration 67Q (120.586174 sec): 3 clusters Score: Raw -20738614.498378 + Penalty 3923.984222 = -20734690.514156 nChanged 453 SP:Iteration 68Q (120.907129 sec): 3 clusters Score: Raw -20739292.752394 + Penalty 3923.984222 = -20735368.768172 nChanged 247 SP:Iteration 69Q (121.232841 sec): 3 clusters Score: Raw -20739655.942089 + Penalty 3923.984222 = -20735731.957866 nChanged 124 SP:Iteration 70Q (121.566667 sec): 3 clusters Score: Raw -20739882.122320 + Penalty 3923.984222 = -20735958.138098 nChanged 78 SP:Iteration 71Q (121.865427 sec): 3 clusters Score: Raw -20739974.598624 + Penalty 3923.984222 = -20736050.614402 nChanged 36 SP:Iteration 72Q (122.188055 sec): 3 clusters Score: Raw -20740075.146389 + Penalty 3923.984222 = -20736151.162167 nChanged 32 SP:Iteration 73Q (122.517513 sec): 3 clusters Score: Raw -20740106.704565 + Penalty 3923.984222 = -20736182.720343 nChanged 12 SP:Iteration 74Q (122.868274 sec): 3 clusters Score: Raw -20740139.230776 + Penalty 3923.984222 = -20736215.246554 nChanged 11 SP:Iteration 75Q (123.162717 sec): 3 clusters Score: Raw -20740160.120743 + Penalty 3923.984222 = -20736236.136521 nChanged 6 SP:Iteration 76Q (123.483353 sec): 3 clusters Score: Raw -20740178.880098 + Penalty 3923.984222 = -20736254.895876 nChanged 6 SP:Iteration 77Q (123.788546 sec): 3 clusters Score: Raw -20740185.814349 + Penalty 3923.984222 = -20736261.830127 nChanged 2 SP:Iteration 78Q (124.110040 sec): 3 clusters Score: Raw -20740185.833747 + Penalty 3923.984222 = -20736261.849525 nChanged 0 SP:Iteration 79F (124.436726 sec): 3 clusters Score: Raw -20743587.998724 + Penalty 3923.984222 = -20739664.014502 nChanged 1687 SP:Iteration 80F (124.751452 sec): 3 clusters Score: Raw -20752277.319190 + Penalty 3923.984222 = -20748353.334967 nChanged 1200 SP:Iteration 81Q (125.026988 sec): 3 clusters Score: Raw -20761728.447278 + Penalty 3923.984222 = -20757804.463056 nChanged 337 SP:Iteration 82Q (125.303734 sec): 3 clusters Score: Raw -20764961.700843 + Penalty 3923.984222 = -20761037.716621 nChanged 45 SP:Iteration 83Q (125.585783 sec): 3 clusters Score: Raw -20765437.975089 + Penalty 3923.984222 = -20761513.990867 nChanged 2 SP:Iteration 84Q (125.827057 sec): 3 clusters Score: Raw -20765438.434547 + Penalty 3923.984222 = -20761514.450325 nChanged 0 SP:Iteration 85F (126.175473 sec): 3 clusters Score: Raw -20765474.626154 + Penalty 3923.984222 = -20761550.641932 nChanged 2 SP:Iteration 86Q (126.457955 sec): 3 clusters Score: Raw -20765475.646636 + Penalty 3923.984222 = -20761551.662414 nChanged 0 SP:Iteration 87F (126.789317 sec): 3 clusters Score: Raw -20765475.646636 + Penalty 3923.984222 = -20761551.662414 nChanged 0 Score: Raw -42572717.438519 + Penalty 39555.750657 = -42533161.687861 Splitting cluster 12 changes total score from -42432100.335886 to -42533161.687861 So it's getting split into cluster 19. Trying to split cluster 14 (4778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.667917 sec): 2 clusters Score: Raw -537797.392528 + Penalty 1376.663816 = -536420.728712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.725455 sec): 3 clusters Score: Raw -535295.666113 + Penalty 2753.327632 = -532542.338482 nChanged 1888 SP:Iteration 1F (131.771209 sec): 3 clusters Score: Raw -536399.817600 + Penalty 2753.327632 = -533646.489968 nChanged 348 SP:Iteration 2F (131.826194 sec): 3 clusters Score: Raw -536598.533459 + Penalty 2753.327632 = -533845.205828 nChanged 257 SP:Iteration 3F (131.878918 sec): 3 clusters Score: Raw -536727.703318 + Penalty 2753.327632 = -533974.375687 nChanged 183 SP:Iteration 4Q (131.936817 sec): 3 clusters Score: Raw -536829.737649 + Penalty 2753.327632 = -534076.410018 nChanged 162 SP:Iteration 5Q (131.988772 sec): 3 clusters Score: Raw -536916.551849 + Penalty 2753.327632 = -534163.224217 nChanged 146 SP:Iteration 6Q (132.048835 sec): 3 clusters Score: Raw -536997.087569 + Penalty 2753.327632 = -534243.759937 nChanged 155 SP:Iteration 7Q (132.103418 sec): 3 clusters Score: Raw -537093.526404 + Penalty 2753.327632 = -534340.198772 nChanged 160 SP:Iteration 8Q (132.144101 sec): 3 clusters Score: Raw -537219.384161 + Penalty 2753.327632 = -534466.056530 nChanged 173 SP:Iteration 9Q (132.201730 sec): 3 clusters Score: Raw -537365.271922 + Penalty 2753.327632 = -534611.944290 nChanged 202 SP:Iteration 10Q (132.247892 sec): 3 clusters Score: Raw -537567.549424 + Penalty 2753.327632 = -534814.221793 nChanged 220 SP:Iteration 11Q (132.293820 sec): 3 clusters Score: Raw -537829.084814 + Penalty 2753.327632 = -535075.757182 nChanged 218 SP:Iteration 12Q (132.354691 sec): 3 clusters Score: Raw -538133.183337 + Penalty 2753.327632 = -535379.855705 nChanged 215 SP:Iteration 13Q (132.405885 sec): 3 clusters Score: Raw -538558.800819 + Penalty 2753.327632 = -535805.473188 nChanged 204 SP:Iteration 14Q (132.454086 sec): 3 clusters Score: Raw -539114.345649 + Penalty 2753.327632 = -536361.018018 nChanged 165 SP:Iteration 15Q (132.497054 sec): 3 clusters Score: Raw -539444.263769 + Penalty 2753.327632 = -536690.936137 nChanged 112 SP:Iteration 16Q (132.562879 sec): 3 clusters Score: Raw -539546.320056 + Penalty 2753.327632 = -536792.992424 nChanged 51 SP:Iteration 17Q (132.615694 sec): 3 clusters Score: Raw -539582.039563 + Penalty 2753.327632 = -536828.711931 nChanged 32 SP:Iteration 18Q (132.671599 sec): 3 clusters Score: Raw -539599.052328 + Penalty 2753.327632 = -536845.724697 nChanged 19 SP:Iteration 19Q (132.722242 sec): 3 clusters Score: Raw -539606.971417 + Penalty 2753.327632 = -536853.643786 nChanged 12 SP:Iteration 20F (132.762324 sec): 3 clusters Score: Raw -539610.029378 + Penalty 2753.327632 = -536856.701747 nChanged 6 SP:Iteration 21Q (132.813681 sec): 3 clusters Score: Raw -539610.998465 + Penalty 2753.327632 = -536857.670833 nChanged 0 SP:Iteration 22F (132.868687 sec): 3 clusters Score: Raw -539610.998465 + Penalty 2753.327632 = -536857.670833 nChanged 0 Score: Raw -42574531.044455 + Penalty 41637.632271 = -42532893.412185 Splitting cluster 14 changes total score from -42432100.335886 to -42532893.412185 So it's getting split into cluster 20. Trying to split cluster 15 (58242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.069391 sec): 2 clusters Score: Raw -7089800.025861 + Penalty 1783.008829 = -7088017.017032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.207690 sec): 3 clusters Score: Raw -7052821.666179 + Penalty 3566.017657 = -7049255.648522 nChanged 27504 SP:Iteration 1F (138.358542 sec): 3 clusters Score: Raw -7069523.246895 + Penalty 3566.017657 = -7065957.229238 nChanged 3275 SP:Iteration 2F (138.512007 sec): 3 clusters Score: Raw -7071256.487380 + Penalty 3566.017657 = -7067690.469723 nChanged 3767 SP:Iteration 3F (138.655340 sec): 3 clusters Score: Raw -7073565.838527 + Penalty 3566.017657 = -7069999.820870 nChanged 4274 SP:Iteration 4F (138.812410 sec): 3 clusters Score: Raw -7076405.088600 + Penalty 3566.017657 = -7072839.070943 nChanged 4347 SP:Iteration 5F (138.955985 sec): 3 clusters Score: Raw -7079445.646483 + Penalty 3566.017657 = -7075879.628826 nChanged 3987 SP:Iteration 6F (139.108533 sec): 3 clusters Score: Raw -7082308.375953 + Penalty 3566.017657 = -7078742.358295 nChanged 3275 SP:Iteration 7F (139.253587 sec): 3 clusters Score: Raw -7084778.793150 + Penalty 3566.017657 = -7081212.775492 nChanged 2502 SP:Iteration 8Q (139.406300 sec): 3 clusters Score: Raw -7086645.682534 + Penalty 3566.017657 = -7083079.664876 nChanged 1894 SP:Iteration 9Q (139.545345 sec): 3 clusters Score: Raw -7088008.780682 + Penalty 3566.017657 = -7084442.763025 nChanged 1493 SP:Iteration 10Q (139.696331 sec): 3 clusters Score: Raw -7089035.600869 + Penalty 3566.017657 = -7085469.583212 nChanged 1193 SP:Iteration 11Q (139.842090 sec): 3 clusters Score: Raw -7089743.547187 + Penalty 3566.017657 = -7086177.529529 nChanged 960 SP:Iteration 12Q (139.980124 sec): 3 clusters Score: Raw -7090209.586882 + Penalty 3566.017657 = -7086643.569225 nChanged 801 SP:Iteration 13Q (140.121793 sec): 3 clusters Score: Raw -7090523.048720 + Penalty 3566.017657 = -7086957.031063 nChanged 660 SP:Iteration 14Q (140.269388 sec): 3 clusters Score: Raw -7090752.562068 + Penalty 3566.017657 = -7087186.544411 nChanged 591 SP:Iteration 15Q (140.399673 sec): 3 clusters Score: Raw -7090936.885483 + Penalty 3566.017657 = -7087370.867826 nChanged 485 SP:Iteration 16Q (140.548930 sec): 3 clusters Score: Raw -7091069.734721 + Penalty 3566.017657 = -7087503.717064 nChanged 443 SP:Iteration 17Q (140.690567 sec): 3 clusters Score: Raw -7091188.562393 + Penalty 3566.017657 = -7087622.544736 nChanged 424 SP:Iteration 18Q (140.822102 sec): 3 clusters Score: Raw -7091298.042906 + Penalty 3566.017657 = -7087732.025249 nChanged 396 SP:Iteration 19Q (140.947060 sec): 3 clusters Score: Raw -7091402.579732 + Penalty 3566.017657 = -7087836.562074 nChanged 369 SP:Iteration 20F (141.105783 sec): 3 clusters Score: Raw -7091499.091114 + Penalty 3566.017657 = -7087933.073457 nChanged 319 SP:Iteration 21Q (141.248521 sec): 3 clusters Score: Raw -7091584.053439 + Penalty 3566.017657 = -7088018.035782 nChanged 295 SP:Iteration 22Q (141.376591 sec): 3 clusters Score: Raw -7091652.708974 + Penalty 3566.017657 = -7088086.691317 nChanged 254 SP:Iteration 23Q (141.509819 sec): 3 clusters Score: Raw -7091708.307362 + Penalty 3566.017657 = -7088142.289705 nChanged 229 SP:Iteration 24Q (141.646302 sec): 3 clusters Score: Raw -7091758.274640 + Penalty 3566.017657 = -7088192.256983 nChanged 219 SP:Iteration 25Q (141.781872 sec): 3 clusters Score: Raw -7091806.355775 + Penalty 3566.017657 = -7088240.338117 nChanged 198 SP:Iteration 26Q (141.912765 sec): 3 clusters Score: Raw -7091848.951567 + Penalty 3566.017657 = -7088282.933909 nChanged 175 SP:Iteration 27Q (142.060794 sec): 3 clusters Score: Raw -7091883.266809 + Penalty 3566.017657 = -7088317.249152 nChanged 165 SP:Iteration 28Q (142.201952 sec): 3 clusters Score: Raw -7091915.950294 + Penalty 3566.017657 = -7088349.932637 nChanged 159 SP:Iteration 29Q (142.336141 sec): 3 clusters Score: Raw -7091953.006063 + Penalty 3566.017657 = -7088386.988406 nChanged 151 SP:Iteration 30Q (142.471471 sec): 3 clusters Score: Raw -7091989.256202 + Penalty 3566.017657 = -7088423.238545 nChanged 133 SP:Iteration 31Q (142.591117 sec): 3 clusters Score: Raw -7092017.899479 + Penalty 3566.017657 = -7088451.881822 nChanged 126 SP:Iteration 32Q (142.733302 sec): 3 clusters Score: Raw -7092043.081567 + Penalty 3566.017657 = -7088477.063910 nChanged 106 SP:Iteration 33Q (142.857949 sec): 3 clusters Score: Raw -7092062.843104 + Penalty 3566.017657 = -7088496.825446 nChanged 91 SP:Iteration 34Q (142.985802 sec): 3 clusters Score: Raw -7092080.937111 + Penalty 3566.017657 = -7088514.919454 nChanged 83 SP:Iteration 35Q (143.125119 sec): 3 clusters Score: Raw -7092096.692363 + Penalty 3566.017657 = -7088530.674706 nChanged 67 SP:Iteration 36Q (143.248783 sec): 3 clusters Score: Raw -7092109.417749 + Penalty 3566.017657 = -7088543.400092 nChanged 67 SP:Iteration 37Q (143.384971 sec): 3 clusters Score: Raw -7092123.129929 + Penalty 3566.017657 = -7088557.112272 nChanged 59 SP:Iteration 38Q (143.525948 sec): 3 clusters Score: Raw -7092133.625638 + Penalty 3566.017657 = -7088567.607981 nChanged 54 SP:Iteration 39Q (143.650200 sec): 3 clusters Score: Raw -7092141.356669 + Penalty 3566.017657 = -7088575.339012 nChanged 51 SP:Iteration 40F (143.798097 sec): 3 clusters Score: Raw -7092148.921756 + Penalty 3566.017657 = -7088582.904098 nChanged 45 SP:Iteration 41Q (143.917479 sec): 3 clusters Score: Raw -7092155.558184 + Penalty 3566.017657 = -7088589.540526 nChanged 43 SP:Iteration 42Q (144.043216 sec): 3 clusters Score: Raw -7092163.646526 + Penalty 3566.017657 = -7088597.628868 nChanged 42 SP:Iteration 43Q (144.185196 sec): 3 clusters Score: Raw -7092170.980789 + Penalty 3566.017657 = -7088604.963132 nChanged 41 SP:Iteration 44Q (144.326535 sec): 3 clusters Score: Raw -7092177.432381 + Penalty 3566.017657 = -7088611.414723 nChanged 35 SP:Iteration 45Q (144.445379 sec): 3 clusters Score: Raw -7092181.235175 + Penalty 3566.017657 = -7088615.217517 nChanged 26 SP:Iteration 46Q (144.565521 sec): 3 clusters Score: Raw -7092184.959036 + Penalty 3566.017657 = -7088618.941379 nChanged 25 SP:Iteration 47Q (144.691435 sec): 3 clusters Score: Raw -7092188.344656 + Penalty 3566.017657 = -7088622.326999 nChanged 21 SP:Iteration 48Q (144.808677 sec): 3 clusters Score: Raw -7092191.328445 + Penalty 3566.017657 = -7088625.310787 nChanged 19 SP:Iteration 49Q (144.933224 sec): 3 clusters Score: Raw -7092194.257898 + Penalty 3566.017657 = -7088628.240241 nChanged 22 SP:Iteration 50Q (145.069050 sec): 3 clusters Score: Raw -7092197.269173 + Penalty 3566.017657 = -7088631.251516 nChanged 26 SP:Iteration 51Q (145.195042 sec): 3 clusters Score: Raw -7092200.798835 + Penalty 3566.017657 = -7088634.781177 nChanged 25 SP:Iteration 52Q (145.327117 sec): 3 clusters Score: Raw -7092204.809107 + Penalty 3566.017657 = -7088638.791450 nChanged 22 SP:Iteration 53Q (145.453433 sec): 3 clusters Score: Raw -7092208.123510 + Penalty 3566.017657 = -7088642.105852 nChanged 24 SP:Iteration 54Q (145.594900 sec): 3 clusters Score: Raw -7092212.831401 + Penalty 3566.017657 = -7088646.813743 nChanged 22 SP:Iteration 55Q (145.719333 sec): 3 clusters Score: Raw -7092216.337317 + Penalty 3566.017657 = -7088650.319659 nChanged 24 SP:Iteration 56Q (145.850991 sec): 3 clusters Score: Raw -7092220.044511 + Penalty 3566.017657 = -7088654.026853 nChanged 31 SP:Iteration 57Q (145.988062 sec): 3 clusters Score: Raw -7092224.324537 + Penalty 3566.017657 = -7088658.306879 nChanged 15 SP:Iteration 58Q (146.115603 sec): 3 clusters Score: Raw -7092226.193995 + Penalty 3566.017657 = -7088660.176337 nChanged 12 SP:Iteration 59Q (146.248312 sec): 3 clusters Score: Raw -7092227.639782 + Penalty 3566.017657 = -7088661.622124 nChanged 11 SP:Iteration 60F (146.390192 sec): 3 clusters Score: Raw -7092228.830201 + Penalty 3566.017657 = -7088662.812544 nChanged 11 SP:Iteration 61Q (146.534972 sec): 3 clusters Score: Raw -7092230.173847 + Penalty 3566.017657 = -7088664.156190 nChanged 16 SP:Iteration 62Q (146.673983 sec): 3 clusters Score: Raw -7092232.159028 + Penalty 3566.017657 = -7088666.141371 nChanged 16 SP:Iteration 63Q (146.809659 sec): 3 clusters Score: Raw -7092234.424293 + Penalty 3566.017657 = -7088668.406635 nChanged 13 SP:Iteration 64Q (146.937792 sec): 3 clusters Score: Raw -7092236.245645 + Penalty 3566.017657 = -7088670.227987 nChanged 12 SP:Iteration 65Q (147.072921 sec): 3 clusters Score: Raw -7092237.743548 + Penalty 3566.017657 = -7088671.725890 nChanged 7 SP:Iteration 66Q (147.196655 sec): 3 clusters Score: Raw -7092238.362320 + Penalty 3566.017657 = -7088672.344663 nChanged 5 SP:Iteration 67Q (147.329998 sec): 3 clusters Score: Raw -7092238.809805 + Penalty 3566.017657 = -7088672.792147 nChanged 6 SP:Iteration 68Q (147.457353 sec): 3 clusters Score: Raw -7092239.245465 + Penalty 3566.017657 = -7088673.227808 nChanged 6 SP:Iteration 69Q (147.597275 sec): 3 clusters Score: Raw -7092239.879546 + Penalty 3566.017657 = -7088673.861888 nChanged 11 SP:Iteration 70Q (147.733717 sec): 3 clusters Score: Raw -7092240.763926 + Penalty 3566.017657 = -7088674.746268 nChanged 9 SP:Iteration 71Q (147.864858 sec): 3 clusters Score: Raw -7092241.578608 + Penalty 3566.017657 = -7088675.560950 nChanged 6 SP:Iteration 72Q (148.002167 sec): 3 clusters Score: Raw -7092242.061881 + Penalty 3566.017657 = -7088676.044223 nChanged 4 SP:Iteration 73Q (148.127350 sec): 3 clusters Score: Raw -7092242.441433 + Penalty 3566.017657 = -7088676.423775 nChanged 0 SP:Iteration 74F (148.283494 sec): 3 clusters Score: Raw -7092242.441433 + Penalty 3566.017657 = -7088676.423775 nChanged 0 Score: Raw -42576973.460027 + Penalty 43719.513884 = -42533253.946143 Splitting cluster 15 changes total score from -42432100.335886 to -42533253.946143 So it's getting split into cluster 21. Trying to split cluster 16 (8621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.601765 sec): 2 clusters Score: Raw -1044187.803920 + Penalty 1472.567910 = -1042715.236010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.662434 sec): 3 clusters Score: Raw -1039327.542737 + Penalty 2945.135819 = -1036382.406918 nChanged 3733 SP:Iteration 1F (153.731688 sec): 3 clusters Score: Raw -1041508.823958 + Penalty 2945.135819 = -1038563.688139 nChanged 595 SP:Iteration 2F (153.779486 sec): 3 clusters Score: Raw -1041875.266638 + Penalty 2945.135819 = -1038930.130819 nChanged 566 SP:Iteration 3F (153.838443 sec): 3 clusters Score: Raw -1042231.779805 + Penalty 2945.135819 = -1039286.643986 nChanged 552 SP:Iteration 4F (153.900332 sec): 3 clusters Score: Raw -1042647.793998 + Penalty 2945.135819 = -1039702.658179 nChanged 566 SP:Iteration 5F (153.969110 sec): 3 clusters Score: Raw -1043123.875830 + Penalty 2945.135819 = -1040178.740011 nChanged 558 SP:Iteration 6F (154.024600 sec): 3 clusters Score: Raw -1043620.373826 + Penalty 2945.135819 = -1040675.238007 nChanged 503 SP:Iteration 7F (154.079262 sec): 3 clusters Score: Raw -1044061.667217 + Penalty 2945.135819 = -1041116.531398 nChanged 435 SP:Iteration 8F (154.139286 sec): 3 clusters Score: Raw -1044399.065706 + Penalty 2945.135819 = -1041453.929887 nChanged 273 SP:Iteration 9Q (154.202546 sec): 3 clusters Score: Raw -1044551.912165 + Penalty 2945.135819 = -1041606.776346 nChanged 185 SP:Iteration 10Q (154.249901 sec): 3 clusters Score: Raw -1044647.016276 + Penalty 2945.135819 = -1041701.880457 nChanged 132 SP:Iteration 11Q (154.305300 sec): 3 clusters Score: Raw -1044699.592636 + Penalty 2945.135819 = -1041754.456817 nChanged 100 SP:Iteration 12Q (154.366566 sec): 3 clusters Score: Raw -1044734.741388 + Penalty 2945.135819 = -1041789.605569 nChanged 82 SP:Iteration 13Q (154.413614 sec): 3 clusters Score: Raw -1044760.815673 + Penalty 2945.135819 = -1041815.679854 nChanged 58 SP:Iteration 14Q (154.470598 sec): 3 clusters Score: Raw -1044778.017956 + Penalty 2945.135819 = -1041832.882137 nChanged 50 SP:Iteration 15Q (154.526042 sec): 3 clusters Score: Raw -1044791.135973 + Penalty 2945.135819 = -1041846.000154 nChanged 42 SP:Iteration 16Q (154.578133 sec): 3 clusters Score: Raw -1044799.826348 + Penalty 2945.135819 = -1041854.690529 nChanged 34 SP:Iteration 17Q (154.642411 sec): 3 clusters Score: Raw -1044807.780046 + Penalty 2945.135819 = -1041862.644227 nChanged 41 SP:Iteration 18Q (154.703225 sec): 3 clusters Score: Raw -1044817.674692 + Penalty 2945.135819 = -1041872.538873 nChanged 44 SP:Iteration 19Q (154.761270 sec): 3 clusters Score: Raw -1044828.762361 + Penalty 2945.135819 = -1041883.626542 nChanged 37 SP:Iteration 20F (154.821817 sec): 3 clusters Score: Raw -1044838.418281 + Penalty 2945.135819 = -1041893.282462 nChanged 39 SP:Iteration 21Q (154.889225 sec): 3 clusters Score: Raw -1044848.349725 + Penalty 2945.135819 = -1041903.213906 nChanged 26 SP:Iteration 22Q (154.936016 sec): 3 clusters Score: Raw -1044854.411296 + Penalty 2945.135819 = -1041909.275477 nChanged 31 SP:Iteration 23Q (154.995719 sec): 3 clusters Score: Raw -1044860.643677 + Penalty 2945.135819 = -1041915.507858 nChanged 23 SP:Iteration 24Q (155.056512 sec): 3 clusters Score: Raw -1044865.835848 + Penalty 2945.135819 = -1041920.700029 nChanged 31 SP:Iteration 25Q (155.108886 sec): 3 clusters Score: Raw -1044873.169531 + Penalty 2945.135819 = -1041928.033712 nChanged 27 SP:Iteration 26Q (155.163377 sec): 3 clusters Score: Raw -1044878.065581 + Penalty 2945.135819 = -1041932.929762 nChanged 14 SP:Iteration 27Q (155.221415 sec): 3 clusters Score: Raw -1044880.579603 + Penalty 2945.135819 = -1041935.443784 nChanged 11 SP:Iteration 28Q (155.279384 sec): 3 clusters Score: Raw -1044881.847340 + Penalty 2945.135819 = -1041936.711521 nChanged 9 SP:Iteration 29Q (155.344602 sec): 3 clusters Score: Raw -1044883.033517 + Penalty 2945.135819 = -1041937.897698 nChanged 6 SP:Iteration 30Q (155.397645 sec): 3 clusters Score: Raw -1044883.770501 + Penalty 2945.135819 = -1041938.634682 nChanged 4 SP:Iteration 31Q (155.454140 sec): 3 clusters Score: Raw -1044884.633140 + Penalty 2945.135819 = -1041939.497321 nChanged 6 SP:Iteration 32Q (155.514765 sec): 3 clusters Score: Raw -1044885.517768 + Penalty 2945.135819 = -1041940.381949 nChanged 7 SP:Iteration 33Q (155.579388 sec): 3 clusters Score: Raw -1044886.883031 + Penalty 2945.135819 = -1041941.747212 nChanged 7 SP:Iteration 34Q (155.635041 sec): 3 clusters Score: Raw -1044887.889415 + Penalty 2945.135819 = -1041942.753596 nChanged 4 SP:Iteration 35Q (155.699697 sec): 3 clusters Score: Raw -1044888.594249 + Penalty 2945.135819 = -1041943.458430 nChanged 3 SP:Iteration 36Q (155.752874 sec): 3 clusters Score: Raw -1044888.999188 + Penalty 2945.135819 = -1041943.863369 nChanged 4 SP:Iteration 37Q (155.826274 sec): 3 clusters Score: Raw -1044889.551314 + Penalty 2945.135819 = -1041944.415495 nChanged 1 SP:Iteration 38Q (155.886305 sec): 3 clusters Score: Raw -1044889.695882 + Penalty 2945.135819 = -1041944.560063 nChanged 2 SP:Iteration 39Q (155.936183 sec): 3 clusters Score: Raw -1044889.901805 + Penalty 2945.135819 = -1041944.765986 nChanged 2 SP:Iteration 40F (156.007321 sec): 3 clusters Score: Raw -1044890.205376 + Penalty 2945.135819 = -1041945.069557 nChanged 2 SP:Iteration 41Q (156.067529 sec): 3 clusters Score: Raw -1044890.383700 + Penalty 2945.135819 = -1041945.247881 nChanged 2 SP:Iteration 42Q (156.126524 sec): 3 clusters Score: Raw -1044890.618050 + Penalty 2945.135819 = -1041945.482231 nChanged 2 SP:Iteration 43Q (156.187915 sec): 3 clusters Score: Raw -1044890.757342 + Penalty 2945.135819 = -1041945.621523 nChanged 0 SP:Iteration 44F (156.251487 sec): 3 clusters Score: Raw -1044890.757342 + Penalty 2945.135819 = -1041945.621523 nChanged 0 Trying to split cluster 17 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.277845 sec): 2 clusters Score: Raw -73208.923454 + Penalty 1079.827283 = -72129.096171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.317473 sec): 3 clusters Score: Raw -73270.145115 + Penalty 2159.654565 = -71110.490550 nChanged 268 SP:Iteration 1F (156.371722 sec): 3 clusters Score: Raw -74197.894540 + Penalty 2159.654565 = -72038.239975 nChanged 113 SP:Iteration 2F (156.412815 sec): 3 clusters Score: Raw -74754.479882 + Penalty 2159.654565 = -72594.825317 nChanged 41 SP:Iteration 3F (156.460340 sec): 3 clusters Score: Raw -75064.094126 + Penalty 2159.654565 = -72904.439561 nChanged 19 SP:Iteration 4Q (156.513074 sec): 3 clusters Score: Raw -75165.675267 + Penalty 2159.654565 = -73006.020702 nChanged 5 SP:Iteration 5Q (156.550702 sec): 3 clusters Score: Raw -75181.714285 + Penalty 2159.654565 = -73022.059720 nChanged 4 SP:Iteration 6Q (156.605359 sec): 3 clusters Score: Raw -75186.458065 + Penalty 2159.654565 = -73026.803500 nChanged 2 SP:Iteration 7Q (156.647422 sec): 3 clusters Score: Raw -75188.630048 + Penalty 2159.654565 = -73028.975483 nChanged 3 SP:Iteration 8Q (156.700795 sec): 3 clusters Score: Raw -75192.183651 + Penalty 2159.654565 = -73032.529086 nChanged 3 SP:Iteration 9Q (156.748263 sec): 3 clusters Score: Raw -75205.581861 + Penalty 2159.654565 = -73045.927295 nChanged 4 SP:Iteration 10Q (156.784963 sec): 3 clusters Score: Raw -75217.160823 + Penalty 2159.654565 = -73057.506258 nChanged 4 SP:Iteration 11Q (156.832912 sec): 3 clusters Score: Raw -75226.165516 + Penalty 2159.654565 = -73066.510951 nChanged 3 SP:Iteration 12Q (156.885921 sec): 3 clusters Score: Raw -75237.362948 + Penalty 2159.654565 = -73077.708383 nChanged 2 SP:Iteration 13Q (156.936307 sec): 3 clusters Score: Raw -75240.790089 + Penalty 2159.654565 = -73081.135524 nChanged 1 SP:Iteration 14Q (156.988032 sec): 3 clusters Score: Raw -75243.658182 + Penalty 2159.654565 = -73084.003617 nChanged 2 SP:Iteration 15Q (157.027519 sec): 3 clusters Score: Raw -75246.383584 + Penalty 2159.654565 = -73086.729019 nChanged 1 SP:Iteration 16Q (157.076393 sec): 3 clusters Score: Raw -75249.418617 + Penalty 2159.654565 = -73089.764052 nChanged 1 SP:Iteration 17Q (157.122339 sec): 3 clusters Score: Raw -75251.783582 + Penalty 2159.654565 = -73092.129016 nChanged 0 SP:Iteration 18F (157.162243 sec): 3 clusters Score: Raw -75251.783582 + Penalty 2159.654565 = -73092.129016 nChanged 0 Score: Raw -42579016.320154 + Penalty 45801.395498 = -42533214.924657 Splitting cluster 17 changes total score from -42432100.335886 to -42533214.924657 So it's getting split into cluster 22. Trying to split cluster 18 (6542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (162.976292 sec): 2 clusters Score: Raw -672828.900993 + Penalty 1427.724709 = -671401.176284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (163.033677 sec): 3 clusters Score: Raw -669401.646081 + Penalty 2855.449418 = -666546.196663 nChanged 2748 SP:Iteration 1F (163.096142 sec): 3 clusters Score: Raw -671285.198038 + Penalty 2855.449418 = -668429.748620 nChanged 632 SP:Iteration 2F (163.152207 sec): 3 clusters Score: Raw -671865.352666 + Penalty 2855.449418 = -669009.903248 nChanged 558 SP:Iteration 3F (163.211184 sec): 3 clusters Score: Raw -672298.577001 + Penalty 2855.449418 = -669443.127583 nChanged 433 SP:Iteration 4F (163.271324 sec): 3 clusters Score: Raw -672625.258961 + Penalty 2855.449418 = -669769.809544 nChanged 348 SP:Iteration 5F (163.314984 sec): 3 clusters Score: Raw -672856.035744 + Penalty 2855.449418 = -670000.586326 nChanged 277 SP:Iteration 6Q (163.379369 sec): 3 clusters Score: Raw -673003.188352 + Penalty 2855.449418 = -670147.738935 nChanged 204 SP:Iteration 7Q (163.423148 sec): 3 clusters Score: Raw -673118.933678 + Penalty 2855.449418 = -670263.484261 nChanged 172 SP:Iteration 8Q (163.490034 sec): 3 clusters Score: Raw -673229.596996 + Penalty 2855.449418 = -670374.147579 nChanged 158 SP:Iteration 9Q (163.545021 sec): 3 clusters Score: Raw -673330.417308 + Penalty 2855.449418 = -670474.967891 nChanged 156 SP:Iteration 10Q (163.607286 sec): 3 clusters Score: Raw -673433.855498 + Penalty 2855.449418 = -670578.406080 nChanged 150 SP:Iteration 11Q (163.658000 sec): 3 clusters Score: Raw -673505.875425 + Penalty 2855.449418 = -670650.426007 nChanged 101 SP:Iteration 12Q (163.713135 sec): 3 clusters Score: Raw -673541.148010 + Penalty 2855.449418 = -670685.698592 nChanged 73 SP:Iteration 13Q (163.777933 sec): 3 clusters Score: Raw -673562.450719 + Penalty 2855.449418 = -670707.001302 nChanged 56 SP:Iteration 14Q (163.828101 sec): 3 clusters Score: Raw -673579.294264 + Penalty 2855.449418 = -670723.844846 nChanged 39 SP:Iteration 15Q (163.894144 sec): 3 clusters Score: Raw -673591.119690 + Penalty 2855.449418 = -670735.670272 nChanged 39 SP:Iteration 16Q (163.953141 sec): 3 clusters Score: Raw -673600.655362 + Penalty 2855.449418 = -670745.205944 nChanged 37 SP:Iteration 17Q (164.015457 sec): 3 clusters Score: Raw -673611.215571 + Penalty 2855.449418 = -670755.766153 nChanged 36 SP:Iteration 18Q (164.075452 sec): 3 clusters Score: Raw -673624.769709 + Penalty 2855.449418 = -670769.320291 nChanged 42 SP:Iteration 19Q (164.134277 sec): 3 clusters Score: Raw -673637.865803 + Penalty 2855.449418 = -670782.416386 nChanged 47 SP:Iteration 20F (164.190542 sec): 3 clusters Score: Raw -673656.632272 + Penalty 2855.449418 = -670801.182854 nChanged 61 SP:Iteration 21Q (164.246622 sec): 3 clusters Score: Raw -673687.661977 + Penalty 2855.449418 = -670832.212560 nChanged 69 SP:Iteration 22Q (164.305785 sec): 3 clusters Score: Raw -673721.887262 + Penalty 2855.449418 = -670866.437845 nChanged 96 SP:Iteration 23Q (164.352877 sec): 3 clusters Score: Raw -673763.381967 + Penalty 2855.449418 = -670907.932549 nChanged 77 SP:Iteration 24Q (164.417610 sec): 3 clusters Score: Raw -673802.808932 + Penalty 2855.449418 = -670947.359514 nChanged 75 SP:Iteration 25Q (164.469596 sec): 3 clusters Score: Raw -673847.519381 + Penalty 2855.449418 = -670992.069964 nChanged 80 SP:Iteration 26Q (164.520112 sec): 3 clusters Score: Raw -673892.536185 + Penalty 2855.449418 = -671037.086768 nChanged 70 SP:Iteration 27Q (164.586037 sec): 3 clusters Score: Raw -673945.334913 + Penalty 2855.449418 = -671089.885495 nChanged 85 SP:Iteration 28Q (164.637433 sec): 3 clusters Score: Raw -674002.994008 + Penalty 2855.449418 = -671147.544590 nChanged 84 SP:Iteration 29Q (164.696584 sec): 3 clusters Score: Raw -674061.652135 + Penalty 2855.449418 = -671206.202717 nChanged 90 SP:Iteration 30Q (164.757392 sec): 3 clusters Score: Raw -674123.412305 + Penalty 2855.449418 = -671267.962887 nChanged 90 SP:Iteration 31Q (164.815494 sec): 3 clusters Score: Raw -674181.011859 + Penalty 2855.449418 = -671325.562442 nChanged 82 SP:Iteration 32Q (164.880278 sec): 3 clusters Score: Raw -674235.825778 + Penalty 2855.449418 = -671380.376361 nChanged 76 SP:Iteration 33Q (164.946083 sec): 3 clusters Score: Raw -674315.286477 + Penalty 2855.449418 = -671459.837060 nChanged 78 SP:Iteration 34Q (165.004796 sec): 3 clusters Score: Raw -674379.362885 + Penalty 2855.449418 = -671523.913467 nChanged 77 SP:Iteration 35Q (165.065323 sec): 3 clusters Score: Raw -674440.694164 + Penalty 2855.449418 = -671585.244746 nChanged 80 SP:Iteration 36Q (165.123985 sec): 3 clusters Score: Raw -674494.499296 + Penalty 2855.449418 = -671639.049879 nChanged 61 SP:Iteration 37Q (165.179692 sec): 3 clusters Score: Raw -674533.966089 + Penalty 2855.449418 = -671678.516671 nChanged 57 SP:Iteration 38Q (165.224927 sec): 3 clusters Score: Raw -674578.015977 + Penalty 2855.449418 = -671722.566560 nChanged 45 SP:Iteration 39Q (165.289158 sec): 3 clusters Score: Raw -674620.545359 + Penalty 2855.449418 = -671765.095941 nChanged 51 SP:Iteration 40F (165.347952 sec): 3 clusters Score: Raw -674658.918230 + Penalty 2855.449418 = -671803.468812 nChanged 40 SP:Iteration 41Q (165.402212 sec): 3 clusters Score: Raw -674696.098958 + Penalty 2855.449418 = -671840.649540 nChanged 35 SP:Iteration 42Q (165.448746 sec): 3 clusters Score: Raw -674714.181632 + Penalty 2855.449418 = -671858.732214 nChanged 27 SP:Iteration 43Q (165.502389 sec): 3 clusters Score: Raw -674727.784901 + Penalty 2855.449418 = -671872.335484 nChanged 27 SP:Iteration 44Q (165.560360 sec): 3 clusters Score: Raw -674742.807467 + Penalty 2855.449418 = -671887.358050 nChanged 22 SP:Iteration 45Q (165.606006 sec): 3 clusters Score: Raw -674750.428505 + Penalty 2855.449418 = -671894.979088 nChanged 19 SP:Iteration 46Q (165.659474 sec): 3 clusters Score: Raw -674756.617921 + Penalty 2855.449418 = -671901.168504 nChanged 10 SP:Iteration 47Q (165.723267 sec): 3 clusters Score: Raw -674761.273370 + Penalty 2855.449418 = -671905.823953 nChanged 11 SP:Iteration 48Q (165.770715 sec): 3 clusters Score: Raw -674769.317091 + Penalty 2855.449418 = -671913.867674 nChanged 9 SP:Iteration 49Q (165.823406 sec): 3 clusters Score: Raw -674773.161355 + Penalty 2855.449418 = -671917.711937 nChanged 14 SP:Iteration 50Q (165.869990 sec): 3 clusters Score: Raw -674777.909221 + Penalty 2855.449418 = -671922.459804 nChanged 8 SP:Iteration 51Q (165.917796 sec): 3 clusters Score: Raw -674781.858218 + Penalty 2855.449418 = -671926.408800 nChanged 8 SP:Iteration 52Q (165.965290 sec): 3 clusters Score: Raw -674785.104794 + Penalty 2855.449418 = -671929.655376 nChanged 12 SP:Iteration 53Q (166.012459 sec): 3 clusters Score: Raw -674791.627178 + Penalty 2855.449418 = -671936.177761 nChanged 14 SP:Iteration 54Q (166.061592 sec): 3 clusters Score: Raw -674800.666866 + Penalty 2855.449418 = -671945.217449 nChanged 16 SP:Iteration 55Q (166.114963 sec): 3 clusters Score: Raw -674812.662397 + Penalty 2855.449418 = -671957.212980 nChanged 19 SP:Iteration 56Q (166.176557 sec): 3 clusters Score: Raw -674828.831383 + Penalty 2855.449418 = -671973.381966 nChanged 20 SP:Iteration 57Q (166.230564 sec): 3 clusters Score: Raw -674837.153993 + Penalty 2855.449418 = -671981.704576 nChanged 14 SP:Iteration 58Q (166.284750 sec): 3 clusters Score: Raw -674842.977445 + Penalty 2855.449418 = -671987.528027 nChanged 16 SP:Iteration 59Q (166.324188 sec): 3 clusters Score: Raw -674852.309330 + Penalty 2855.449418 = -671996.859913 nChanged 17 SP:Iteration 60F (166.376709 sec): 3 clusters Score: Raw -674866.360778 + Penalty 2855.449418 = -672010.911360 nChanged 19 SP:Iteration 61Q (166.428319 sec): 3 clusters Score: Raw -674895.575453 + Penalty 2855.449418 = -672040.126036 nChanged 39 SP:Iteration 62Q (166.478141 sec): 3 clusters Score: Raw -674943.736211 + Penalty 2855.449418 = -672088.286794 nChanged 56 SP:Iteration 63Q (166.533721 sec): 3 clusters Score: Raw -674996.393716 + Penalty 2855.449418 = -672140.944299 nChanged 38 SP:Iteration 64Q (166.575228 sec): 3 clusters Score: Raw -675033.960318 + Penalty 2855.449418 = -672178.510900 nChanged 34 SP:Iteration 65Q (166.635183 sec): 3 clusters Score: Raw -675065.511432 + Penalty 2855.449418 = -672210.062014 nChanged 26 SP:Iteration 66Q (166.686103 sec): 3 clusters Score: Raw -675088.016733 + Penalty 2855.449418 = -672232.567315 nChanged 12 SP:Iteration 67Q (166.746629 sec): 3 clusters Score: Raw -675092.664698 + Penalty 2855.449418 = -672237.215281 nChanged 3 SP:Iteration 68Q (166.803839 sec): 3 clusters Score: Raw -675093.355065 + Penalty 2855.449418 = -672237.905648 nChanged 3 SP:Iteration 69Q (166.867402 sec): 3 clusters Score: Raw -675094.422215 + Penalty 2855.449418 = -672238.972798 nChanged 1 SP:Iteration 70Q (166.922507 sec): 3 clusters Score: Raw -675094.586306 + Penalty 2855.449418 = -672239.136889 nChanged 1 SP:Iteration 71Q (166.980877 sec): 3 clusters Score: Raw -675094.779843 + Penalty 2855.449418 = -672239.330425 nChanged 1 SP:Iteration 72Q (167.028622 sec): 3 clusters Score: Raw -675094.902140 + Penalty 2855.449418 = -672239.452723 nChanged 0 SP:Iteration 73F (167.077453 sec): 3 clusters Score: Raw -675094.902140 + Penalty 2855.449418 = -672239.452723 nChanged 0 Score: Raw -42581282.321302 + Penalty 47883.277111 = -42533399.044191 Splitting cluster 18 changes total score from -42432100.335886 to -42533399.044191 So it's getting split into cluster 23. Iteration 20F (178.377825 sec): 24 clusters Score: Raw -42600092.432748 + Penalty 47883.277111 = -42552209.155637 nChanged 18501 Iteration 21F (184.267485 sec): 24 clusters Score: Raw -42613388.908412 + Penalty 47883.277111 = -42565505.631300 nChanged 11192 Iteration 22Q (187.169319 sec): 24 clusters Score: Raw -42619047.618114 + Penalty 47883.277111 = -42571164.341003 nChanged 8492 Iteration 23Q (190.099486 sec): 24 clusters Score: Raw -42622515.365352 + Penalty 47883.277111 = -42574632.088241 nChanged 6854 Iteration 24Q (193.098918 sec): 24 clusters Score: Raw -42625089.882975 + Penalty 47883.277111 = -42577206.605864 nChanged 6086 Iteration 25Q (196.014225 sec): 24 clusters Score: Raw -42627306.585723 + Penalty 47883.277111 = -42579423.308611 nChanged 5543 Iteration 26Q (198.821690 sec): 24 clusters Score: Raw -42629234.348213 + Penalty 47883.277111 = -42581351.071102 nChanged 5087 Iteration 27Q (201.800803 sec): 24 clusters Score: Raw -42630828.908905 + Penalty 47883.277111 = -42582945.631794 nChanged 4766 Iteration 28Q (204.764662 sec): 24 clusters Score: Raw -42632186.415565 + Penalty 47883.277111 = -42584303.138453 nChanged 4279 Iteration 29Q (207.578461 sec): 24 clusters Score: Raw -42633312.745598 + Penalty 47883.277111 = -42585429.468487 nChanged 4039 Deleting Class 3 (1007 points): Lose 2012.404115 but Gain 2081.881614 Iteration 30Q (210.448496 sec): 23 clusters Score: Raw -42632251.320831 + Penalty 45801.395498 = -42586449.925333 nChanged 4704 Iteration 31Q (213.383176 sec): 23 clusters Score: Raw -42634814.021787 + Penalty 45801.395498 = -42589012.626289 nChanged 3682 Iteration 32Q (216.219217 sec): 23 clusters Score: Raw -42635625.769810 + Penalty 45801.395498 = -42589824.374313 nChanged 3470 Iteration 33Q (218.846815 sec): 23 clusters Score: Raw -42636373.934426 + Penalty 45801.395498 = -42590572.538928 nChanged 3327 Iteration 34Q (221.747489 sec): 23 clusters Score: Raw -42637095.809718 + Penalty 45801.395498 = -42591294.414221 nChanged 3293 Iteration 35Q (224.538261 sec): 23 clusters Score: Raw -42637797.050716 + Penalty 45801.395498 = -42591995.655218 nChanged 3174 Iteration 36Q (227.227020 sec): 23 clusters Score: Raw -42638490.780568 + Penalty 45801.395498 = -42592689.385070 nChanged 3144 Iteration 37Q (230.091007 sec): 23 clusters Score: Raw -42639145.700200 + Penalty 45801.395498 = -42593344.304702 nChanged 3010 Iteration 38Q (232.924375 sec): 23 clusters Score: Raw -42639775.604613 + Penalty 45801.395498 = -42593974.209115 nChanged 2894 Iteration 39Q (235.589112 sec): 23 clusters Score: Raw -42640362.110229 + Penalty 45801.395498 = -42594560.714731 nChanged 2747 Iteration 40F (241.265932 sec): 23 clusters Score: Raw -42641864.262646 + Penalty 45801.395498 = -42596062.867148 nChanged 3616 Iteration 41Q (244.201140 sec): 23 clusters Score: Raw -42643154.307411 + Penalty 45801.395498 = -42597352.911913 nChanged 3658 Iteration 42Q (247.085062 sec): 23 clusters Score: Raw -42644193.096988 + Penalty 45801.395498 = -42598391.701490 nChanged 3618 Iteration 43Q (249.852386 sec): 23 clusters Score: Raw -42645120.098798 + Penalty 45801.395498 = -42599318.703300 nChanged 3460 Iteration 44Q (252.771436 sec): 23 clusters Score: Raw -42645932.212004 + Penalty 45801.395498 = -42600130.816506 nChanged 3305 Iteration 45Q (255.475510 sec): 23 clusters Score: Raw -42646634.386115 + Penalty 45801.395498 = -42600832.990617 nChanged 3194 Iteration 46Q (258.426213 sec): 23 clusters Score: Raw -42647265.200230 + Penalty 45801.395498 = -42601463.804732 nChanged 2990 Iteration 47Q (261.140478 sec): 23 clusters Score: Raw -42647845.953089 + Penalty 45801.395498 = -42602044.557591 nChanged 2820 Iteration 48Q (263.845935 sec): 23 clusters Score: Raw -42648387.063049 + Penalty 45801.395498 = -42602585.667552 nChanged 2843 Iteration 49Q (266.771995 sec): 23 clusters Score: Raw -42648881.093682 + Penalty 45801.395498 = -42603079.698185 nChanged 2628 Iteration 50Q (269.539360 sec): 23 clusters Score: Raw -42649302.779840 + Penalty 45801.395498 = -42603501.384342 nChanged 2500 Iteration 51Q (272.386260 sec): 23 clusters Score: Raw -42649697.955104 + Penalty 45801.395498 = -42603896.559606 nChanged 2367 Iteration 52Q (275.248459 sec): 23 clusters Score: Raw -42650062.679261 + Penalty 45801.395498 = -42604261.283763 nChanged 2257 Iteration 53Q (277.886780 sec): 23 clusters Score: Raw -42650388.654125 + Penalty 45801.395498 = -42604587.258627 nChanged 2175 Iteration 54Q (280.721378 sec): 23 clusters Score: Raw -42650668.090778 + Penalty 45801.395498 = -42604866.695281 nChanged 2029 Iteration 55Q (283.607345 sec): 23 clusters Score: Raw -42650922.765602 + Penalty 45801.395498 = -42605121.370104 nChanged 2004 Iteration 56Q (286.462140 sec): 23 clusters Score: Raw -42651163.780288 + Penalty 45801.395498 = -42605362.384791 nChanged 1861 Iteration 57Q (289.311392 sec): 23 clusters Score: Raw -42651371.289094 + Penalty 45801.395498 = -42605569.893596 nChanged 1790 Iteration 58Q (292.165457 sec): 23 clusters Score: Raw -42651558.604231 + Penalty 45801.395498 = -42605757.208733 nChanged 1660 Writing temp clu file Because OldScore, -42605569.893596, is greater than current (better) Score,-42605757.208733 Compute initial score before splitting: Score: Raw -42651558.604231 + Penalty 45801.395498 = -42605757.208733 Trying to split cluster 1 (31989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (292.361372 sec): 2 clusters Score: Raw -3763847.259715 + Penalty 1685.636448 = -3762161.623267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (292.466706 sec): 3 clusters Score: Raw -3744058.865535 + Penalty 3371.272896 = -3740687.592639 nChanged 14698 SP:Iteration 1F (292.572339 sec): 3 clusters Score: Raw -3752295.640915 + Penalty 3371.272896 = -3748924.368019 nChanged 1290 SP:Iteration 2Q (292.678318 sec): 3 clusters Score: Raw -3752712.110885 + Penalty 3371.272896 = -3749340.837989 nChanged 1343 SP:Iteration 3Q (292.774611 sec): 3 clusters Score: Raw -3753198.064259 + Penalty 3371.272896 = -3749826.791363 nChanged 1464 SP:Iteration 4Q (292.879562 sec): 3 clusters Score: Raw -3753804.732364 + Penalty 3371.272896 = -3750433.459468 nChanged 1617 SP:Iteration 5F (292.978330 sec): 3 clusters Score: Raw -3754557.148784 + Penalty 3371.272896 = -3751185.875888 nChanged 1721 SP:Iteration 6F (293.077634 sec): 3 clusters Score: Raw -3755492.745395 + Penalty 3371.272896 = -3752121.472499 nChanged 1816 SP:Iteration 7F (293.175028 sec): 3 clusters Score: Raw -3756632.966870 + Penalty 3371.272896 = -3753261.693974 nChanged 1883 SP:Iteration 8F (293.271757 sec): 3 clusters Score: Raw -3757991.589476 + Penalty 3371.272896 = -3754620.316579 nChanged 1684 SP:Iteration 9F (293.372878 sec): 3 clusters Score: Raw -3759244.886013 + Penalty 3371.272896 = -3755873.613117 nChanged 1449 SP:Iteration 10Q (293.482462 sec): 3 clusters Score: Raw -3760329.503029 + Penalty 3371.272896 = -3756958.230133 nChanged 1089 SP:Iteration 11Q (293.594669 sec): 3 clusters Score: Raw -3761042.950448 + Penalty 3371.272896 = -3757671.677552 nChanged 796 SP:Iteration 12Q (293.687775 sec): 3 clusters Score: Raw -3761530.749551 + Penalty 3371.272896 = -3758159.476655 nChanged 624 SP:Iteration 13Q (293.785390 sec): 3 clusters Score: Raw -3761903.188436 + Penalty 3371.272896 = -3758531.915540 nChanged 532 SP:Iteration 14Q (293.878104 sec): 3 clusters Score: Raw -3762185.758810 + Penalty 3371.272896 = -3758814.485914 nChanged 459 SP:Iteration 15Q (293.978148 sec): 3 clusters Score: Raw -3762437.461215 + Penalty 3371.272896 = -3759066.188319 nChanged 423 SP:Iteration 16Q (294.068758 sec): 3 clusters Score: Raw -3762667.548731 + Penalty 3371.272896 = -3759296.275835 nChanged 373 SP:Iteration 17Q (294.166768 sec): 3 clusters Score: Raw -3762852.490560 + Penalty 3371.272896 = -3759481.217664 nChanged 347 SP:Iteration 18Q (294.255178 sec): 3 clusters Score: Raw -3763020.854360 + Penalty 3371.272896 = -3759649.581463 nChanged 313 SP:Iteration 19Q (294.351126 sec): 3 clusters Score: Raw -3763169.585141 + Penalty 3371.272896 = -3759798.312245 nChanged 282 SP:Iteration 20F (294.450914 sec): 3 clusters Score: Raw -3763301.260887 + Penalty 3371.272896 = -3759929.987991 nChanged 253 SP:Iteration 21Q (294.526925 sec): 3 clusters Score: Raw -3763427.756095 + Penalty 3371.272896 = -3760056.483199 nChanged 221 SP:Iteration 22Q (294.620082 sec): 3 clusters Score: Raw -3763531.716050 + Penalty 3371.272896 = -3760160.443154 nChanged 209 SP:Iteration 23Q (294.708207 sec): 3 clusters Score: Raw -3763628.657684 + Penalty 3371.272896 = -3760257.384788 nChanged 170 SP:Iteration 24Q (294.802579 sec): 3 clusters Score: Raw -3763711.404288 + Penalty 3371.272896 = -3760340.131392 nChanged 150 SP:Iteration 25Q (294.893837 sec): 3 clusters Score: Raw -3763782.269427 + Penalty 3371.272896 = -3760410.996531 nChanged 129 SP:Iteration 26Q (294.985244 sec): 3 clusters Score: Raw -3763854.101716 + Penalty 3371.272896 = -3760482.828820 nChanged 128 SP:Iteration 27Q (295.062740 sec): 3 clusters Score: Raw -3763924.319065 + Penalty 3371.272896 = -3760553.046169 nChanged 107 SP:Iteration 28Q (295.141732 sec): 3 clusters Score: Raw -3763976.689203 + Penalty 3371.272896 = -3760605.416307 nChanged 86 SP:Iteration 29Q (295.234545 sec): 3 clusters Score: Raw -3764017.323197 + Penalty 3371.272896 = -3760646.050301 nChanged 65 SP:Iteration 30Q (295.332419 sec): 3 clusters Score: Raw -3764053.023504 + Penalty 3371.272896 = -3760681.750607 nChanged 52 SP:Iteration 31Q (295.425578 sec): 3 clusters Score: Raw -3764080.130761 + Penalty 3371.272896 = -3760708.857865 nChanged 45 SP:Iteration 32Q (295.516354 sec): 3 clusters Score: Raw -3764101.212142 + Penalty 3371.272896 = -3760729.939246 nChanged 41 SP:Iteration 33Q (295.617251 sec): 3 clusters Score: Raw -3764122.458854 + Penalty 3371.272896 = -3760751.185958 nChanged 30 SP:Iteration 34Q (295.705437 sec): 3 clusters Score: Raw -3764133.263323 + Penalty 3371.272896 = -3760761.990427 nChanged 23 SP:Iteration 35Q (295.797233 sec): 3 clusters Score: Raw -3764142.919349 + Penalty 3371.272896 = -3760771.646453 nChanged 21 SP:Iteration 36Q (295.886471 sec): 3 clusters Score: Raw -3764152.490156 + Penalty 3371.272896 = -3760781.217260 nChanged 16 SP:Iteration 37Q (295.980870 sec): 3 clusters Score: Raw -3764160.233906 + Penalty 3371.272896 = -3760788.961010 nChanged 15 SP:Iteration 38Q (296.072619 sec): 3 clusters Score: Raw -3764166.778262 + Penalty 3371.272896 = -3760795.505365 nChanged 11 SP:Iteration 39Q (296.159974 sec): 3 clusters Score: Raw -3764171.158940 + Penalty 3371.272896 = -3760799.886044 nChanged 10 SP:Iteration 40F (296.260086 sec): 3 clusters Score: Raw -3764175.056323 + Penalty 3371.272896 = -3760803.783427 nChanged 9 SP:Iteration 41Q (296.353304 sec): 3 clusters Score: Raw -3764176.551554 + Penalty 3371.272896 = -3760805.278658 nChanged 1 SP:Iteration 42Q (296.435072 sec): 3 clusters Score: Raw -3764176.747471 + Penalty 3371.272896 = -3760805.474574 nChanged 1 SP:Iteration 43Q (296.535318 sec): 3 clusters Score: Raw -3764176.842689 + Penalty 3371.272896 = -3760805.569793 nChanged 2 SP:Iteration 44Q (296.615373 sec): 3 clusters Score: Raw -3764177.702996 + Penalty 3371.272896 = -3760806.430100 nChanged 0 SP:Iteration 45F (296.717167 sec): 3 clusters Score: Raw -3764177.702996 + Penalty 3371.272896 = -3760806.430100 nChanged 0 Trying to split cluster 2 (2504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (296.747559 sec): 2 clusters Score: Raw -282780.263517 + Penalty 1271.667269 = -281508.596248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (296.789742 sec): 3 clusters Score: Raw -281691.584333 + Penalty 2543.334538 = -279148.249795 nChanged 892 SP:Iteration 1F (296.844683 sec): 3 clusters Score: Raw -282312.303527 + Penalty 2543.334538 = -279768.968989 nChanged 221 SP:Iteration 2F (296.888918 sec): 3 clusters Score: Raw -282562.682604 + Penalty 2543.334538 = -280019.348066 nChanged 180 SP:Iteration 3F (296.944113 sec): 3 clusters Score: Raw -282819.019954 + Penalty 2543.334538 = -280275.685416 nChanged 185 SP:Iteration 4F (296.984783 sec): 3 clusters Score: Raw -283043.631498 + Penalty 2543.334538 = -280500.296960 nChanged 154 SP:Iteration 5F (297.030981 sec): 3 clusters Score: Raw -283195.357303 + Penalty 2543.334538 = -280652.022765 nChanged 95 SP:Iteration 6Q (297.080426 sec): 3 clusters Score: Raw -283287.320616 + Penalty 2543.334538 = -280743.986078 nChanged 78 SP:Iteration 7Q (297.128395 sec): 3 clusters Score: Raw -283336.791747 + Penalty 2543.334538 = -280793.457209 nChanged 54 SP:Iteration 8Q (297.170968 sec): 3 clusters Score: Raw -283371.442667 + Penalty 2543.334538 = -280828.108129 nChanged 38 SP:Iteration 9Q (297.213783 sec): 3 clusters Score: Raw -283390.623036 + Penalty 2543.334538 = -280847.288498 nChanged 24 SP:Iteration 10Q (297.258209 sec): 3 clusters Score: Raw -283402.370025 + Penalty 2543.334538 = -280859.035487 nChanged 13 SP:Iteration 11Q (297.304072 sec): 3 clusters Score: Raw -283408.661443 + Penalty 2543.334538 = -280865.326905 nChanged 10 SP:Iteration 12Q (297.350538 sec): 3 clusters Score: Raw -283412.032065 + Penalty 2543.334538 = -280868.697528 nChanged 9 SP:Iteration 13Q (297.396839 sec): 3 clusters Score: Raw -283416.687490 + Penalty 2543.334538 = -280873.352952 nChanged 8 SP:Iteration 14Q (297.453279 sec): 3 clusters Score: Raw -283419.841563 + Penalty 2543.334538 = -280876.507025 nChanged 6 SP:Iteration 15Q (297.496524 sec): 3 clusters Score: Raw -283423.861307 + Penalty 2543.334538 = -280880.526769 nChanged 10 SP:Iteration 16Q (297.535867 sec): 3 clusters Score: Raw -283429.364730 + Penalty 2543.334538 = -280886.030192 nChanged 11 SP:Iteration 17Q (297.575269 sec): 3 clusters Score: Raw -283438.168081 + Penalty 2543.334538 = -280894.833543 nChanged 16 SP:Iteration 18Q (297.621640 sec): 3 clusters Score: Raw -283448.067983 + Penalty 2543.334538 = -280904.733445 nChanged 14 SP:Iteration 19Q (297.667326 sec): 3 clusters Score: Raw -283454.451838 + Penalty 2543.334538 = -280911.117300 nChanged 11 SP:Iteration 20F (297.712531 sec): 3 clusters Score: Raw -283462.493185 + Penalty 2543.334538 = -280919.158647 nChanged 14 SP:Iteration 21Q (297.762916 sec): 3 clusters Score: Raw -283470.633637 + Penalty 2543.334538 = -280927.299099 nChanged 15 SP:Iteration 22Q (297.792888 sec): 3 clusters Score: Raw -283480.159860 + Penalty 2543.334538 = -280936.825322 nChanged 15 SP:Iteration 23Q (297.844439 sec): 3 clusters Score: Raw -283490.248370 + Penalty 2543.334538 = -280946.913832 nChanged 16 SP:Iteration 24Q (297.881715 sec): 3 clusters Score: Raw -283498.379570 + Penalty 2543.334538 = -280955.045032 nChanged 9 SP:Iteration 25Q (297.936651 sec): 3 clusters Score: Raw -283503.012534 + Penalty 2543.334538 = -280959.677996 nChanged 8 SP:Iteration 26Q (297.976444 sec): 3 clusters Score: Raw -283508.475075 + Penalty 2543.334538 = -280965.140537 nChanged 7 SP:Iteration 27Q (298.019134 sec): 3 clusters Score: Raw -283511.108747 + Penalty 2543.334538 = -280967.774209 nChanged 4 SP:Iteration 28Q (298.070563 sec): 3 clusters Score: Raw -283512.614833 + Penalty 2543.334538 = -280969.280295 nChanged 2 SP:Iteration 29Q (298.108951 sec): 3 clusters Score: Raw -283512.943975 + Penalty 2543.334538 = -280969.609437 nChanged 0 SP:Iteration 30F (298.161254 sec): 3 clusters Score: Raw -283512.943975 + Penalty 2543.334538 = -280969.609437 nChanged 0 Trying to split cluster 4 (4387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (298.187808 sec): 2 clusters Score: Raw -526936.058775 + Penalty 1362.790146 = -525573.268629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (298.232983 sec): 3 clusters Score: Raw -524694.069225 + Penalty 2725.580293 = -521968.488932 nChanged 1759 SP:Iteration 1F (298.282564 sec): 3 clusters Score: Raw -525635.131393 + Penalty 2725.580293 = -522909.551100 nChanged 271 SP:Iteration 2F (298.331887 sec): 3 clusters Score: Raw -525767.018913 + Penalty 2725.580293 = -523041.438620 nChanged 202 SP:Iteration 3Q (298.387756 sec): 3 clusters Score: Raw -525852.911172 + Penalty 2725.580293 = -523127.330879 nChanged 145 SP:Iteration 4Q (298.442630 sec): 3 clusters Score: Raw -525920.630998 + Penalty 2725.580293 = -523195.050706 nChanged 138 SP:Iteration 5Q (298.484881 sec): 3 clusters Score: Raw -525985.216653 + Penalty 2725.580293 = -523259.636360 nChanged 125 SP:Iteration 6Q (298.541085 sec): 3 clusters Score: Raw -526045.524591 + Penalty 2725.580293 = -523319.944298 nChanged 121 SP:Iteration 7Q (298.589853 sec): 3 clusters Score: Raw -526102.022227 + Penalty 2725.580293 = -523376.441934 nChanged 117 SP:Iteration 8Q (298.636500 sec): 3 clusters Score: Raw -526162.513185 + Penalty 2725.580293 = -523436.932892 nChanged 111 SP:Iteration 9Q (298.697269 sec): 3 clusters Score: Raw -526226.121191 + Penalty 2725.580293 = -523500.540898 nChanged 104 SP:Iteration 10Q (298.752398 sec): 3 clusters Score: Raw -526294.861977 + Penalty 2725.580293 = -523569.281684 nChanged 121 SP:Iteration 11Q (298.809087 sec): 3 clusters Score: Raw -526394.423003 + Penalty 2725.580293 = -523668.842710 nChanged 121 SP:Iteration 12Q (298.863016 sec): 3 clusters Score: Raw -526501.356556 + Penalty 2725.580293 = -523775.776264 nChanged 130 SP:Iteration 13Q (298.920637 sec): 3 clusters Score: Raw -526597.769685 + Penalty 2725.580293 = -523872.189392 nChanged 102 SP:Iteration 14Q (298.974067 sec): 3 clusters Score: Raw -526662.672175 + Penalty 2725.580293 = -523937.091883 nChanged 99 SP:Iteration 15Q (299.025774 sec): 3 clusters Score: Raw -526730.825945 + Penalty 2725.580293 = -524005.245652 nChanged 118 SP:Iteration 16Q (299.077161 sec): 3 clusters Score: Raw -526807.742364 + Penalty 2725.580293 = -524082.162071 nChanged 109 SP:Iteration 17Q (299.128075 sec): 3 clusters Score: Raw -526875.101646 + Penalty 2725.580293 = -524149.521353 nChanged 103 SP:Iteration 18Q (299.168808 sec): 3 clusters Score: Raw -526930.121916 + Penalty 2725.580293 = -524204.541623 nChanged 82 SP:Iteration 19Q (299.231521 sec): 3 clusters Score: Raw -526970.626904 + Penalty 2725.580293 = -524245.046611 nChanged 70 SP:Iteration 20F (299.272341 sec): 3 clusters Score: Raw -527004.453905 + Penalty 2725.580293 = -524278.873612 nChanged 63 SP:Iteration 21Q (299.334613 sec): 3 clusters Score: Raw -527027.588508 + Penalty 2725.580293 = -524302.008215 nChanged 41 SP:Iteration 22Q (299.390604 sec): 3 clusters Score: Raw -527044.425062 + Penalty 2725.580293 = -524318.844769 nChanged 45 SP:Iteration 23Q (299.431904 sec): 3 clusters Score: Raw -527062.749024 + Penalty 2725.580293 = -524337.168731 nChanged 48 SP:Iteration 24Q (299.487019 sec): 3 clusters Score: Raw -527082.843623 + Penalty 2725.580293 = -524357.263330 nChanged 34 SP:Iteration 25Q (299.536693 sec): 3 clusters Score: Raw -527097.847906 + Penalty 2725.580293 = -524372.267613 nChanged 37 SP:Iteration 26Q (299.579326 sec): 3 clusters Score: Raw -527113.942151 + Penalty 2725.580293 = -524388.361858 nChanged 37 SP:Iteration 27Q (299.634567 sec): 3 clusters Score: Raw -527127.592910 + Penalty 2725.580293 = -524402.012617 nChanged 29 SP:Iteration 28Q (299.691637 sec): 3 clusters Score: Raw -527137.114988 + Penalty 2725.580293 = -524411.534695 nChanged 25 SP:Iteration 29Q (299.730239 sec): 3 clusters Score: Raw -527146.527980 + Penalty 2725.580293 = -524420.947687 nChanged 29 SP:Iteration 30Q (299.794335 sec): 3 clusters Score: Raw -527158.602782 + Penalty 2725.580293 = -524433.022489 nChanged 26 SP:Iteration 31Q (299.844653 sec): 3 clusters Score: Raw -527168.401370 + Penalty 2725.580293 = -524442.821077 nChanged 18 SP:Iteration 32Q (299.881544 sec): 3 clusters Score: Raw -527174.676415 + Penalty 2725.580293 = -524449.096122 nChanged 18 SP:Iteration 33Q (299.931657 sec): 3 clusters Score: Raw -527180.583013 + Penalty 2725.580293 = -524455.002720 nChanged 14 SP:Iteration 34Q (299.983693 sec): 3 clusters Score: Raw -527185.822326 + Penalty 2725.580293 = -524460.242033 nChanged 12 SP:Iteration 35Q (300.035547 sec): 3 clusters Score: Raw -527189.164475 + Penalty 2725.580293 = -524463.584182 nChanged 8 SP:Iteration 36Q (300.086624 sec): 3 clusters Score: Raw -527191.205535 + Penalty 2725.580293 = -524465.625242 nChanged 6 SP:Iteration 37Q (300.141038 sec): 3 clusters Score: Raw -527192.348549 + Penalty 2725.580293 = -524466.768257 nChanged 1 SP:Iteration 38Q (300.194116 sec): 3 clusters Score: Raw -527192.539488 + Penalty 2725.580293 = -524466.959195 nChanged 2 SP:Iteration 39Q (300.247051 sec): 3 clusters Score: Raw -527192.978610 + Penalty 2725.580293 = -524467.398317 nChanged 1 SP:Iteration 40F (300.292019 sec): 3 clusters Score: Raw -527193.181259 + Penalty 2725.580293 = -524467.600966 nChanged 1 SP:Iteration 41Q (300.347802 sec): 3 clusters Score: Raw -527193.488687 + Penalty 2725.580293 = -524467.908394 nChanged 0 SP:Iteration 42F (300.382116 sec): 3 clusters Score: Raw -527193.488687 + Penalty 2725.580293 = -524467.908394 nChanged 0 Trying to split cluster 5 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (300.405016 sec): 2 clusters Score: Raw -83605.667215 + Penalty 1074.674935 = -82530.992280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (300.447628 sec): 3 clusters Score: Raw -83407.948339 + Penalty 2149.349871 = -81258.598468 nChanged 184 SP:Iteration 1F (300.492600 sec): 3 clusters Score: Raw -83604.139682 + Penalty 2149.349871 = -81454.789811 nChanged 49 SP:Iteration 2F (300.545699 sec): 3 clusters Score: Raw -83666.868573 + Penalty 2149.349871 = -81517.518702 nChanged 33 SP:Iteration 3Q (300.583088 sec): 3 clusters Score: Raw -83734.304017 + Penalty 2149.349871 = -81584.954146 nChanged 31 SP:Iteration 4Q (300.627424 sec): 3 clusters Score: Raw -83780.173227 + Penalty 2149.349871 = -81630.823356 nChanged 15 SP:Iteration 5Q (300.667061 sec): 3 clusters Score: Raw -83798.689995 + Penalty 2149.349871 = -81649.340124 nChanged 10 SP:Iteration 6Q (300.720226 sec): 3 clusters Score: Raw -83810.159193 + Penalty 2149.349871 = -81660.809322 nChanged 5 SP:Iteration 7Q (300.756611 sec): 3 clusters Score: Raw -83816.192055 + Penalty 2149.349871 = -81666.842184 nChanged 5 SP:Iteration 8Q (300.801646 sec): 3 clusters Score: Raw -83827.846474 + Penalty 2149.349871 = -81678.496603 nChanged 10 SP:Iteration 9Q (300.833885 sec): 3 clusters Score: Raw -83839.756249 + Penalty 2149.349871 = -81690.406379 nChanged 7 SP:Iteration 10Q (300.866789 sec): 3 clusters Score: Raw -83846.294178 + Penalty 2149.349871 = -81696.944307 nChanged 3 SP:Iteration 11Q (300.907208 sec): 3 clusters Score: Raw -83849.062395 + Penalty 2149.349871 = -81699.712524 nChanged 3 SP:Iteration 12Q (300.940315 sec): 3 clusters Score: Raw -83854.632365 + Penalty 2149.349871 = -81705.282494 nChanged 3 SP:Iteration 13Q (300.984845 sec): 3 clusters Score: Raw -83856.782231 + Penalty 2149.349871 = -81707.432360 nChanged 0 SP:Iteration 14F (301.029859 sec): 3 clusters Score: Raw -83856.782231 + Penalty 2149.349871 = -81707.432360 nChanged 0 Trying to split cluster 6 (9190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (301.065420 sec): 2 clusters Score: Raw -1066848.981589 + Penalty 1482.954072 = -1065366.027516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (301.134286 sec): 3 clusters Score: Raw -1061751.685001 + Penalty 2965.908145 = -1058785.776856 nChanged 3922 SP:Iteration 1F (301.186152 sec): 3 clusters Score: Raw -1064067.661917 + Penalty 2965.908145 = -1061101.753772 nChanged 668 SP:Iteration 2F (301.248140 sec): 3 clusters Score: Raw -1064526.965085 + Penalty 2965.908145 = -1061561.056940 nChanged 653 SP:Iteration 3F (301.307547 sec): 3 clusters Score: Raw -1064986.268827 + Penalty 2965.908145 = -1062020.360682 nChanged 588 SP:Iteration 4F (301.365201 sec): 3 clusters Score: Raw -1065433.664729 + Penalty 2965.908145 = -1062467.756584 nChanged 565 SP:Iteration 5F (301.428746 sec): 3 clusters Score: Raw -1065958.055930 + Penalty 2965.908145 = -1062992.147785 nChanged 589 SP:Iteration 6F (301.478715 sec): 3 clusters Score: Raw -1066966.348584 + Penalty 2965.908145 = -1064000.440439 nChanged 676 SP:Iteration 7F (301.540144 sec): 3 clusters Score: Raw -1069748.199283 + Penalty 2965.908145 = -1066782.291138 nChanged 619 SP:Iteration 8F (301.607711 sec): 3 clusters Score: Raw -1071464.889619 + Penalty 2965.908145 = -1068498.981474 nChanged 516 SP:Iteration 9F (301.669828 sec): 3 clusters Score: Raw -1072218.190637 + Penalty 2965.908145 = -1069252.282492 nChanged 324 SP:Iteration 10Q (301.730572 sec): 3 clusters Score: Raw -1072669.660393 + Penalty 2965.908145 = -1069703.752248 nChanged 183 SP:Iteration 11Q (301.788394 sec): 3 clusters Score: Raw -1072913.211226 + Penalty 2965.908145 = -1069947.303081 nChanged 108 SP:Iteration 12Q (301.844531 sec): 3 clusters Score: Raw -1073014.301469 + Penalty 2965.908145 = -1070048.393324 nChanged 49 SP:Iteration 13Q (301.899730 sec): 3 clusters Score: Raw -1073041.279637 + Penalty 2965.908145 = -1070075.371492 nChanged 24 SP:Iteration 14Q (301.971073 sec): 3 clusters Score: Raw -1073051.204274 + Penalty 2965.908145 = -1070085.296129 nChanged 16 SP:Iteration 15Q (302.025624 sec): 3 clusters Score: Raw -1073055.247039 + Penalty 2965.908145 = -1070089.338894 nChanged 7 SP:Iteration 16Q (302.080034 sec): 3 clusters Score: Raw -1073057.594888 + Penalty 2965.908145 = -1070091.686743 nChanged 8 SP:Iteration 17Q (302.139541 sec): 3 clusters Score: Raw -1073060.156097 + Penalty 2965.908145 = -1070094.247952 nChanged 6 SP:Iteration 18Q (302.204159 sec): 3 clusters Score: Raw -1073062.917248 + Penalty 2965.908145 = -1070097.009103 nChanged 3 SP:Iteration 19Q (302.255249 sec): 3 clusters Score: Raw -1073063.608368 + Penalty 2965.908145 = -1070097.700223 nChanged 1 SP:Iteration 20F (302.314410 sec): 3 clusters Score: Raw -1073063.825430 + Penalty 2965.908145 = -1070097.917285 nChanged 1 SP:Iteration 21Q (302.373468 sec): 3 clusters Score: Raw -1073063.976780 + Penalty 2965.908145 = -1070098.068635 nChanged 1 SP:Iteration 22Q (302.434990 sec): 3 clusters Score: Raw -1073064.137813 + Penalty 2965.908145 = -1070098.229668 nChanged 0 SP:Iteration 23F (302.495785 sec): 3 clusters Score: Raw -1073064.137813 + Penalty 2965.908145 = -1070098.229668 nChanged 0 Score: Raw -42657867.930872 + Penalty 47883.277111 = -42609984.653761 Splitting cluster 6 changes total score from -42605757.208733 to -42609984.653761 So it's getting split into cluster 3. Trying to split cluster 7 (31910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.278216 sec): 2 clusters Score: Raw -3586049.960368 + Penalty 1685.234642 = -3584364.725726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.379364 sec): 3 clusters Score: Raw -3566365.633435 + Penalty 3370.469284 = -3562995.164151 nChanged 14614 SP:Iteration 1F (308.474039 sec): 3 clusters Score: Raw -3574935.641206 + Penalty 3370.469284 = -3571565.171923 nChanged 1997 SP:Iteration 2F (308.564728 sec): 3 clusters Score: Raw -3576038.870902 + Penalty 3370.469284 = -3572668.401618 nChanged 2273 SP:Iteration 3F (308.659491 sec): 3 clusters Score: Raw -3577429.649226 + Penalty 3370.469284 = -3574059.179942 nChanged 2396 SP:Iteration 4F (308.773405 sec): 3 clusters Score: Raw -3578915.242942 + Penalty 3370.469284 = -3575544.773658 nChanged 2143 SP:Iteration 5F (308.862750 sec): 3 clusters Score: Raw -3580168.271633 + Penalty 3370.469284 = -3576797.802350 nChanged 1738 SP:Iteration 6F (308.969138 sec): 3 clusters Score: Raw -3581111.686710 + Penalty 3370.469284 = -3577741.217427 nChanged 1394 SP:Iteration 7Q (309.065004 sec): 3 clusters Score: Raw -3581840.269603 + Penalty 3370.469284 = -3578469.800319 nChanged 1163 SP:Iteration 8Q (309.171135 sec): 3 clusters Score: Raw -3582470.965406 + Penalty 3370.469284 = -3579100.496122 nChanged 1084 SP:Iteration 9Q (309.281282 sec): 3 clusters Score: Raw -3583109.018646 + Penalty 3370.469284 = -3579738.549362 nChanged 979 SP:Iteration 10Q (309.379516 sec): 3 clusters Score: Raw -3583758.969306 + Penalty 3370.469284 = -3580388.500022 nChanged 859 SP:Iteration 11Q (309.478567 sec): 3 clusters Score: Raw -3584399.268640 + Penalty 3370.469284 = -3581028.799356 nChanged 742 SP:Iteration 12Q (309.580983 sec): 3 clusters Score: Raw -3585009.797021 + Penalty 3370.469284 = -3581639.327737 nChanged 562 SP:Iteration 13Q (309.687222 sec): 3 clusters Score: Raw -3585462.655499 + Penalty 3370.469284 = -3582092.186215 nChanged 404 SP:Iteration 14Q (309.786121 sec): 3 clusters Score: Raw -3585807.734661 + Penalty 3370.469284 = -3582437.265377 nChanged 285 SP:Iteration 15Q (309.877273 sec): 3 clusters Score: Raw -3586059.938676 + Penalty 3370.469284 = -3582689.469392 nChanged 193 SP:Iteration 16Q (309.964815 sec): 3 clusters Score: Raw -3586214.017697 + Penalty 3370.469284 = -3582843.548413 nChanged 114 SP:Iteration 17Q (310.062845 sec): 3 clusters Score: Raw -3586287.858297 + Penalty 3370.469284 = -3582917.389014 nChanged 91 SP:Iteration 18Q (310.136578 sec): 3 clusters Score: Raw -3586339.785811 + Penalty 3370.469284 = -3582969.316527 nChanged 63 SP:Iteration 19Q (310.232340 sec): 3 clusters Score: Raw -3586382.049775 + Penalty 3370.469284 = -3583011.580492 nChanged 56 SP:Iteration 20F (310.324202 sec): 3 clusters Score: Raw -3586411.324289 + Penalty 3370.469284 = -3583040.855005 nChanged 45 SP:Iteration 21Q (310.411004 sec): 3 clusters Score: Raw -3586437.206616 + Penalty 3370.469284 = -3583066.737332 nChanged 35 SP:Iteration 22Q (310.506641 sec): 3 clusters Score: Raw -3586451.343669 + Penalty 3370.469284 = -3583080.874385 nChanged 18 SP:Iteration 23Q (310.598365 sec): 3 clusters Score: Raw -3586458.235006 + Penalty 3370.469284 = -3583087.765722 nChanged 19 SP:Iteration 24Q (310.696061 sec): 3 clusters Score: Raw -3586464.717302 + Penalty 3370.469284 = -3583094.248019 nChanged 13 SP:Iteration 25Q (310.785179 sec): 3 clusters Score: Raw -3586471.392618 + Penalty 3370.469284 = -3583100.923334 nChanged 12 SP:Iteration 26Q (310.870273 sec): 3 clusters Score: Raw -3586475.198156 + Penalty 3370.469284 = -3583104.728872 nChanged 7 SP:Iteration 27Q (310.953196 sec): 3 clusters Score: Raw -3586478.167508 + Penalty 3370.469284 = -3583107.698225 nChanged 7 SP:Iteration 28Q (311.046047 sec): 3 clusters Score: Raw -3586480.993042 + Penalty 3370.469284 = -3583110.523758 nChanged 9 SP:Iteration 29Q (311.134002 sec): 3 clusters Score: Raw -3586485.829178 + Penalty 3370.469284 = -3583115.359894 nChanged 10 SP:Iteration 30Q (311.221092 sec): 3 clusters Score: Raw -3586490.298331 + Penalty 3370.469284 = -3583119.829047 nChanged 11 SP:Iteration 31Q (311.312243 sec): 3 clusters Score: Raw -3586493.445661 + Penalty 3370.469284 = -3583122.976377 nChanged 4 SP:Iteration 32Q (311.404434 sec): 3 clusters Score: Raw -3586494.915913 + Penalty 3370.469284 = -3583124.446629 nChanged 4 SP:Iteration 33Q (311.494480 sec): 3 clusters Score: Raw -3586496.344374 + Penalty 3370.469284 = -3583125.875090 nChanged 1 SP:Iteration 34Q (311.581616 sec): 3 clusters Score: Raw -3586496.524696 + Penalty 3370.469284 = -3583126.055413 nChanged 1 SP:Iteration 35Q (311.679937 sec): 3 clusters Score: Raw -3586496.837073 + Penalty 3370.469284 = -3583126.367790 nChanged 2 SP:Iteration 36Q (311.768862 sec): 3 clusters Score: Raw -3586497.427853 + Penalty 3370.469284 = -3583126.958569 nChanged 1 SP:Iteration 37Q (311.859923 sec): 3 clusters Score: Raw -3586497.595212 + Penalty 3370.469284 = -3583127.125929 nChanged 1 SP:Iteration 38Q (311.955090 sec): 3 clusters Score: Raw -3586497.737623 + Penalty 3370.469284 = -3583127.268339 nChanged 0 SP:Iteration 39F (312.054780 sec): 3 clusters Score: Raw -3586497.737623 + Penalty 3370.469284 = -3583127.268339 nChanged 0 Trying to split cluster 8 (4185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (312.085557 sec): 2 clusters Score: Raw -527491.304405 + Penalty 1355.130072 = -526136.174332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (312.133310 sec): 3 clusters Score: Raw -525380.443862 + Penalty 2710.260144 = -522670.183718 nChanged 1632 SP:Iteration 1F (312.177908 sec): 3 clusters Score: Raw -526242.205164 + Penalty 2710.260144 = -523531.945020 nChanged 339 SP:Iteration 2F (312.226868 sec): 3 clusters Score: Raw -526467.891156 + Penalty 2710.260144 = -523757.631011 nChanged 275 SP:Iteration 3F (312.286640 sec): 3 clusters Score: Raw -526649.455478 + Penalty 2710.260144 = -523939.195334 nChanged 225 SP:Iteration 4F (312.328810 sec): 3 clusters Score: Raw -526786.170112 + Penalty 2710.260144 = -524075.909967 nChanged 200 SP:Iteration 5Q (312.378659 sec): 3 clusters Score: Raw -526901.925215 + Penalty 2710.260144 = -524191.665070 nChanged 163 SP:Iteration 6Q (312.422865 sec): 3 clusters Score: Raw -527027.543613 + Penalty 2710.260144 = -524317.283468 nChanged 182 SP:Iteration 7Q (312.474408 sec): 3 clusters Score: Raw -527192.697566 + Penalty 2710.260144 = -524482.437422 nChanged 160 SP:Iteration 8Q (312.520757 sec): 3 clusters Score: Raw -527310.852863 + Penalty 2710.260144 = -524600.592719 nChanged 142 SP:Iteration 9Q (312.572845 sec): 3 clusters Score: Raw -527399.430226 + Penalty 2710.260144 = -524689.170081 nChanged 115 SP:Iteration 10Q (312.622597 sec): 3 clusters Score: Raw -527472.031967 + Penalty 2710.260144 = -524761.771822 nChanged 108 SP:Iteration 11Q (312.662466 sec): 3 clusters Score: Raw -527529.312281 + Penalty 2710.260144 = -524819.052136 nChanged 91 SP:Iteration 12Q (312.715918 sec): 3 clusters Score: Raw -527594.584379 + Penalty 2710.260144 = -524884.324235 nChanged 97 SP:Iteration 13Q (312.758081 sec): 3 clusters Score: Raw -527659.470629 + Penalty 2710.260144 = -524949.210485 nChanged 97 SP:Iteration 14Q (312.802903 sec): 3 clusters Score: Raw -527711.629081 + Penalty 2710.260144 = -525001.368936 nChanged 85 SP:Iteration 15Q (312.850894 sec): 3 clusters Score: Raw -527763.669553 + Penalty 2710.260144 = -525053.409409 nChanged 92 SP:Iteration 16Q (312.896907 sec): 3 clusters Score: Raw -527823.183957 + Penalty 2710.260144 = -525112.923812 nChanged 100 SP:Iteration 17Q (312.945457 sec): 3 clusters Score: Raw -527885.301280 + Penalty 2710.260144 = -525175.041136 nChanged 94 SP:Iteration 18Q (312.995885 sec): 3 clusters Score: Raw -527940.891572 + Penalty 2710.260144 = -525230.631428 nChanged 103 SP:Iteration 19Q (313.039458 sec): 3 clusters Score: Raw -527999.761382 + Penalty 2710.260144 = -525289.501238 nChanged 87 SP:Iteration 20F (313.089665 sec): 3 clusters Score: Raw -528047.331190 + Penalty 2710.260144 = -525337.071046 nChanged 71 SP:Iteration 21Q (313.138701 sec): 3 clusters Score: Raw -528091.116367 + Penalty 2710.260144 = -525380.856223 nChanged 69 SP:Iteration 22Q (313.175011 sec): 3 clusters Score: Raw -528124.073079 + Penalty 2710.260144 = -525413.812935 nChanged 48 SP:Iteration 23Q (313.223914 sec): 3 clusters Score: Raw -528144.703111 + Penalty 2710.260144 = -525434.442967 nChanged 38 SP:Iteration 24Q (313.273840 sec): 3 clusters Score: Raw -528162.073185 + Penalty 2710.260144 = -525451.813041 nChanged 32 SP:Iteration 25Q (313.317505 sec): 3 clusters Score: Raw -528176.088542 + Penalty 2710.260144 = -525465.828398 nChanged 34 SP:Iteration 26Q (313.376145 sec): 3 clusters Score: Raw -528189.809692 + Penalty 2710.260144 = -525479.549548 nChanged 31 SP:Iteration 27Q (313.419465 sec): 3 clusters Score: Raw -528198.391586 + Penalty 2710.260144 = -525488.131442 nChanged 18 SP:Iteration 28Q (313.466667 sec): 3 clusters Score: Raw -528205.554709 + Penalty 2710.260144 = -525495.294564 nChanged 14 SP:Iteration 29Q (313.524603 sec): 3 clusters Score: Raw -528211.439378 + Penalty 2710.260144 = -525501.179234 nChanged 17 SP:Iteration 30Q (313.574435 sec): 3 clusters Score: Raw -528219.687890 + Penalty 2710.260144 = -525509.427746 nChanged 25 SP:Iteration 31Q (313.628538 sec): 3 clusters Score: Raw -528228.923502 + Penalty 2710.260144 = -525518.663358 nChanged 23 SP:Iteration 32Q (313.673752 sec): 3 clusters Score: Raw -528237.402691 + Penalty 2710.260144 = -525527.142546 nChanged 20 SP:Iteration 33Q (313.729202 sec): 3 clusters Score: Raw -528245.826935 + Penalty 2710.260144 = -525535.566790 nChanged 28 SP:Iteration 34Q (313.768823 sec): 3 clusters Score: Raw -528257.557971 + Penalty 2710.260144 = -525547.297826 nChanged 28 SP:Iteration 35Q (313.824839 sec): 3 clusters Score: Raw -528272.350051 + Penalty 2710.260144 = -525562.089906 nChanged 38 SP:Iteration 36Q (313.885242 sec): 3 clusters Score: Raw -528288.000553 + Penalty 2710.260144 = -525577.740408 nChanged 23 SP:Iteration 37Q (313.938355 sec): 3 clusters Score: Raw -528298.693889 + Penalty 2710.260144 = -525588.433744 nChanged 21 SP:Iteration 38Q (313.990929 sec): 3 clusters Score: Raw -528308.573687 + Penalty 2710.260144 = -525598.313543 nChanged 18 SP:Iteration 39Q (314.040945 sec): 3 clusters Score: Raw -528314.499833 + Penalty 2710.260144 = -525604.239688 nChanged 12 SP:Iteration 40F (314.091223 sec): 3 clusters Score: Raw -528317.752681 + Penalty 2710.260144 = -525607.492537 nChanged 11 SP:Iteration 41Q (314.137817 sec): 3 clusters Score: Raw -528322.199108 + Penalty 2710.260144 = -525611.938964 nChanged 13 SP:Iteration 42Q (314.194381 sec): 3 clusters Score: Raw -528326.703745 + Penalty 2710.260144 = -525616.443601 nChanged 13 SP:Iteration 43Q (314.241486 sec): 3 clusters Score: Raw -528332.745348 + Penalty 2710.260144 = -525622.485204 nChanged 17 SP:Iteration 44Q (314.292972 sec): 3 clusters Score: Raw -528340.292923 + Penalty 2710.260144 = -525630.032778 nChanged 19 SP:Iteration 45Q (314.350726 sec): 3 clusters Score: Raw -528345.358451 + Penalty 2710.260144 = -525635.098306 nChanged 16 SP:Iteration 46Q (314.401121 sec): 3 clusters Score: Raw -528351.048538 + Penalty 2710.260144 = -525640.788393 nChanged 12 SP:Iteration 47Q (314.448977 sec): 3 clusters Score: Raw -528355.093367 + Penalty 2710.260144 = -525644.833222 nChanged 15 SP:Iteration 48Q (314.490564 sec): 3 clusters Score: Raw -528360.919734 + Penalty 2710.260144 = -525650.659590 nChanged 16 SP:Iteration 49Q (314.551300 sec): 3 clusters Score: Raw -528365.101631 + Penalty 2710.260144 = -525654.841487 nChanged 14 SP:Iteration 50Q (314.603567 sec): 3 clusters Score: Raw -528369.243767 + Penalty 2710.260144 = -525658.983622 nChanged 13 SP:Iteration 51Q (314.645762 sec): 3 clusters Score: Raw -528373.107464 + Penalty 2710.260144 = -525662.847319 nChanged 10 SP:Iteration 52Q (314.697861 sec): 3 clusters Score: Raw -528376.593556 + Penalty 2710.260144 = -525666.333412 nChanged 11 SP:Iteration 53Q (314.755011 sec): 3 clusters Score: Raw -528380.369163 + Penalty 2710.260144 = -525670.109018 nChanged 8 SP:Iteration 54Q (314.808575 sec): 3 clusters Score: Raw -528383.252561 + Penalty 2710.260144 = -525672.992416 nChanged 11 SP:Iteration 55Q (314.863883 sec): 3 clusters Score: Raw -528386.891865 + Penalty 2710.260144 = -525676.631721 nChanged 11 SP:Iteration 56Q (314.917839 sec): 3 clusters Score: Raw -528389.338912 + Penalty 2710.260144 = -525679.078767 nChanged 7 SP:Iteration 57Q (314.966214 sec): 3 clusters Score: Raw -528390.636957 + Penalty 2710.260144 = -525680.376812 nChanged 3 SP:Iteration 58Q (315.022198 sec): 3 clusters Score: Raw -528390.906491 + Penalty 2710.260144 = -525680.646346 nChanged 0 SP:Iteration 59F (315.074643 sec): 3 clusters Score: Raw -528390.906491 + Penalty 2710.260144 = -525680.646346 nChanged 0 Trying to split cluster 9 (4539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (315.105933 sec): 2 clusters Score: Raw -489394.610926 + Penalty 1368.325075 = -488026.285851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (315.156220 sec): 3 clusters Score: Raw -487127.362835 + Penalty 2736.650151 = -484390.712684 nChanged 1796 SP:Iteration 1F (315.198007 sec): 3 clusters Score: Raw -488222.336250 + Penalty 2736.650151 = -485485.686100 nChanged 388 SP:Iteration 2F (315.257609 sec): 3 clusters Score: Raw -488545.328855 + Penalty 2736.650151 = -485808.678704 nChanged 289 SP:Iteration 3F (315.300327 sec): 3 clusters Score: Raw -488755.333791 + Penalty 2736.650151 = -486018.683640 nChanged 233 SP:Iteration 4F (315.356318 sec): 3 clusters Score: Raw -488929.686832 + Penalty 2736.650151 = -486193.036681 nChanged 216 SP:Iteration 5Q (315.399228 sec): 3 clusters Score: Raw -489123.120170 + Penalty 2736.650151 = -486386.470019 nChanged 247 SP:Iteration 6F (315.457864 sec): 3 clusters Score: Raw -489336.872821 + Penalty 2736.650151 = -486600.222670 nChanged 236 SP:Iteration 7F (315.511201 sec): 3 clusters Score: Raw -489529.961362 + Penalty 2736.650151 = -486793.311211 nChanged 196 SP:Iteration 8Q (315.559624 sec): 3 clusters Score: Raw -489679.059852 + Penalty 2736.650151 = -486942.409701 nChanged 146 SP:Iteration 9Q (315.602393 sec): 3 clusters Score: Raw -489786.840278 + Penalty 2736.650151 = -487050.190128 nChanged 129 SP:Iteration 10Q (315.651303 sec): 3 clusters Score: Raw -489866.532966 + Penalty 2736.650151 = -487129.882815 nChanged 92 SP:Iteration 11Q (315.703464 sec): 3 clusters Score: Raw -489909.506473 + Penalty 2736.650151 = -487172.856322 nChanged 67 SP:Iteration 12Q (315.749928 sec): 3 clusters Score: Raw -489946.770169 + Penalty 2736.650151 = -487210.120018 nChanged 59 SP:Iteration 13Q (315.793176 sec): 3 clusters Score: Raw -489973.380539 + Penalty 2736.650151 = -487236.730389 nChanged 43 SP:Iteration 14Q (315.846010 sec): 3 clusters Score: Raw -489989.917929 + Penalty 2736.650151 = -487253.267778 nChanged 34 SP:Iteration 15Q (315.901354 sec): 3 clusters Score: Raw -490002.082165 + Penalty 2736.650151 = -487265.432015 nChanged 41 SP:Iteration 16Q (315.950515 sec): 3 clusters Score: Raw -490016.202317 + Penalty 2736.650151 = -487279.552167 nChanged 26 SP:Iteration 17Q (315.990169 sec): 3 clusters Score: Raw -490026.707606 + Penalty 2736.650151 = -487290.057455 nChanged 26 SP:Iteration 18Q (316.050264 sec): 3 clusters Score: Raw -490035.484301 + Penalty 2736.650151 = -487298.834150 nChanged 21 SP:Iteration 19Q (316.097969 sec): 3 clusters Score: Raw -490042.240975 + Penalty 2736.650151 = -487305.590824 nChanged 24 SP:Iteration 20F (316.142621 sec): 3 clusters Score: Raw -490049.985770 + Penalty 2736.650151 = -487313.335619 nChanged 17 SP:Iteration 21Q (316.194616 sec): 3 clusters Score: Raw -490056.541519 + Penalty 2736.650151 = -487319.891368 nChanged 15 SP:Iteration 22Q (316.227373 sec): 3 clusters Score: Raw -490063.574527 + Penalty 2736.650151 = -487326.924377 nChanged 14 SP:Iteration 23Q (316.282717 sec): 3 clusters Score: Raw -490069.730996 + Penalty 2736.650151 = -487333.080846 nChanged 17 SP:Iteration 24Q (316.331064 sec): 3 clusters Score: Raw -490077.402699 + Penalty 2736.650151 = -487340.752548 nChanged 21 SP:Iteration 25Q (316.375689 sec): 3 clusters Score: Raw -490086.977485 + Penalty 2736.650151 = -487350.327335 nChanged 21 SP:Iteration 26Q (316.430773 sec): 3 clusters Score: Raw -490095.836596 + Penalty 2736.650151 = -487359.186445 nChanged 13 SP:Iteration 27Q (316.474706 sec): 3 clusters Score: Raw -490100.222615 + Penalty 2736.650151 = -487363.572464 nChanged 14 SP:Iteration 28Q (316.517668 sec): 3 clusters Score: Raw -490111.004186 + Penalty 2736.650151 = -487374.354036 nChanged 21 SP:Iteration 29Q (316.574719 sec): 3 clusters Score: Raw -490132.298976 + Penalty 2736.650151 = -487395.648826 nChanged 26 SP:Iteration 30Q (316.626150 sec): 3 clusters Score: Raw -490162.762899 + Penalty 2736.650151 = -487426.112748 nChanged 36 SP:Iteration 31Q (316.680638 sec): 3 clusters Score: Raw -490188.858248 + Penalty 2736.650151 = -487452.208098 nChanged 41 SP:Iteration 32Q (316.724513 sec): 3 clusters Score: Raw -490240.212031 + Penalty 2736.650151 = -487503.561880 nChanged 38 SP:Iteration 33Q (316.779682 sec): 3 clusters Score: Raw -490302.220563 + Penalty 2736.650151 = -487565.570412 nChanged 37 SP:Iteration 34Q (316.834642 sec): 3 clusters Score: Raw -490372.880894 + Penalty 2736.650151 = -487636.230744 nChanged 29 SP:Iteration 35Q (316.883949 sec): 3 clusters Score: Raw -490440.130230 + Penalty 2736.650151 = -487703.480079 nChanged 25 SP:Iteration 36Q (316.938970 sec): 3 clusters Score: Raw -490484.818497 + Penalty 2736.650151 = -487748.168346 nChanged 27 SP:Iteration 37Q (316.992032 sec): 3 clusters Score: Raw -490524.204904 + Penalty 2736.650151 = -487787.554753 nChanged 22 SP:Iteration 38Q (317.040325 sec): 3 clusters Score: Raw -490540.186338 + Penalty 2736.650151 = -487803.536187 nChanged 11 SP:Iteration 39Q (317.083073 sec): 3 clusters Score: Raw -490544.907373 + Penalty 2736.650151 = -487808.257222 nChanged 4 SP:Iteration 40F (317.134713 sec): 3 clusters Score: Raw -490545.953765 + Penalty 2736.650151 = -487809.303614 nChanged 0 Trying to split cluster 10 (1957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (317.165472 sec): 2 clusters Score: Raw -229448.218594 + Penalty 1231.614795 = -228216.603799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (317.204615 sec): 3 clusters Score: Raw -228620.246535 + Penalty 2463.229589 = -226157.016945 nChanged 697 SP:Iteration 1F (317.254568 sec): 3 clusters Score: Raw -229056.060072 + Penalty 2463.229589 = -226592.830483 nChanged 146 SP:Iteration 2F (317.313295 sec): 3 clusters Score: Raw -229168.703199 + Penalty 2463.229589 = -226705.473609 nChanged 103 SP:Iteration 3F (317.359436 sec): 3 clusters Score: Raw -229246.471050 + Penalty 2463.229589 = -226783.241461 nChanged 70 SP:Iteration 4Q (317.411874 sec): 3 clusters Score: Raw -229296.310322 + Penalty 2463.229589 = -226833.080733 nChanged 51 SP:Iteration 5Q (317.453941 sec): 3 clusters Score: Raw -229334.073828 + Penalty 2463.229589 = -226870.844239 nChanged 43 SP:Iteration 6Q (317.495724 sec): 3 clusters Score: Raw -229359.286019 + Penalty 2463.229589 = -226896.056429 nChanged 32 SP:Iteration 7Q (317.547191 sec): 3 clusters Score: Raw -229379.773582 + Penalty 2463.229589 = -226916.543993 nChanged 22 SP:Iteration 8Q (317.597204 sec): 3 clusters Score: Raw -229390.448397 + Penalty 2463.229589 = -226927.218808 nChanged 22 SP:Iteration 9Q (317.651078 sec): 3 clusters Score: Raw -229401.993858 + Penalty 2463.229589 = -226938.764268 nChanged 26 SP:Iteration 10Q (317.696838 sec): 3 clusters Score: Raw -229419.351822 + Penalty 2463.229589 = -226956.122232 nChanged 25 SP:Iteration 11Q (317.739442 sec): 3 clusters Score: Raw -229433.389112 + Penalty 2463.229589 = -226970.159523 nChanged 23 SP:Iteration 12Q (317.783577 sec): 3 clusters Score: Raw -229444.086139 + Penalty 2463.229589 = -226980.856549 nChanged 15 SP:Iteration 13Q (317.840373 sec): 3 clusters Score: Raw -229454.501049 + Penalty 2463.229589 = -226991.271459 nChanged 16 SP:Iteration 14Q (317.889932 sec): 3 clusters Score: Raw -229461.947159 + Penalty 2463.229589 = -226998.717569 nChanged 13 SP:Iteration 15Q (317.936455 sec): 3 clusters Score: Raw -229468.761727 + Penalty 2463.229589 = -227005.532138 nChanged 11 SP:Iteration 16Q (317.988099 sec): 3 clusters Score: Raw -229473.723891 + Penalty 2463.229589 = -227010.494301 nChanged 12 SP:Iteration 17Q (318.034760 sec): 3 clusters Score: Raw -229480.763522 + Penalty 2463.229589 = -227017.533932 nChanged 13 SP:Iteration 18Q (318.079019 sec): 3 clusters Score: Raw -229486.984957 + Penalty 2463.229589 = -227023.755368 nChanged 15 SP:Iteration 19Q (318.130008 sec): 3 clusters Score: Raw -229497.130598 + Penalty 2463.229589 = -227033.901009 nChanged 21 SP:Iteration 20F (318.168260 sec): 3 clusters Score: Raw -229508.656354 + Penalty 2463.229589 = -227045.426765 nChanged 27 SP:Iteration 21Q (318.218075 sec): 3 clusters Score: Raw -229524.121658 + Penalty 2463.229589 = -227060.892068 nChanged 30 SP:Iteration 22Q (318.273845 sec): 3 clusters Score: Raw -229541.414129 + Penalty 2463.229589 = -227078.184539 nChanged 29 SP:Iteration 23Q (318.315572 sec): 3 clusters Score: Raw -229555.831753 + Penalty 2463.229589 = -227092.602164 nChanged 23 SP:Iteration 24Q (318.371961 sec): 3 clusters Score: Raw -229569.092160 + Penalty 2463.229589 = -227105.862571 nChanged 34 SP:Iteration 25Q (318.409492 sec): 3 clusters Score: Raw -229588.352606 + Penalty 2463.229589 = -227125.123017 nChanged 19 SP:Iteration 26Q (318.453413 sec): 3 clusters Score: Raw -229603.951339 + Penalty 2463.229589 = -227140.721750 nChanged 25 SP:Iteration 27Q (318.498347 sec): 3 clusters Score: Raw -229624.089722 + Penalty 2463.229589 = -227160.860133 nChanged 29 SP:Iteration 28Q (318.541457 sec): 3 clusters Score: Raw -229640.355883 + Penalty 2463.229589 = -227177.126293 nChanged 27 SP:Iteration 29Q (318.595090 sec): 3 clusters Score: Raw -229654.452872 + Penalty 2463.229589 = -227191.223282 nChanged 15 SP:Iteration 30Q (318.626757 sec): 3 clusters Score: Raw -229661.997361 + Penalty 2463.229589 = -227198.767771 nChanged 15 SP:Iteration 31Q (318.682466 sec): 3 clusters Score: Raw -229670.398360 + Penalty 2463.229589 = -227207.168770 nChanged 14 SP:Iteration 32Q (318.727405 sec): 3 clusters Score: Raw -229678.423393 + Penalty 2463.229589 = -227215.193804 nChanged 18 SP:Iteration 33Q (318.771015 sec): 3 clusters Score: Raw -229695.006667 + Penalty 2463.229589 = -227231.777078 nChanged 20 SP:Iteration 34Q (318.809121 sec): 3 clusters Score: Raw -229708.217906 + Penalty 2463.229589 = -227244.988317 nChanged 11 SP:Iteration 35Q (318.862453 sec): 3 clusters Score: Raw -229713.801515 + Penalty 2463.229589 = -227250.571925 nChanged 8 SP:Iteration 36Q (318.909362 sec): 3 clusters Score: Raw -229717.946142 + Penalty 2463.229589 = -227254.716552 nChanged 6 SP:Iteration 37Q (318.948901 sec): 3 clusters Score: Raw -229724.556414 + Penalty 2463.229589 = -227261.326824 nChanged 6 SP:Iteration 38Q (318.996778 sec): 3 clusters Score: Raw -229726.781637 + Penalty 2463.229589 = -227263.552048 nChanged 3 SP:Iteration 39Q (319.031553 sec): 3 clusters Score: Raw -229728.360499 + Penalty 2463.229589 = -227265.130910 nChanged 3 SP:Iteration 40F (319.086231 sec): 3 clusters Score: Raw -229730.490512 + Penalty 2463.229589 = -227267.260923 nChanged 3 SP:Iteration 41Q (319.126077 sec): 3 clusters Score: Raw -229732.545377 + Penalty 2463.229589 = -227269.315787 nChanged 4 SP:Iteration 42Q (319.166409 sec): 3 clusters Score: Raw -229735.611309 + Penalty 2463.229589 = -227272.381720 nChanged 9 SP:Iteration 43Q (319.203561 sec): 3 clusters Score: Raw -229742.476373 + Penalty 2463.229589 = -227279.246784 nChanged 5 SP:Iteration 44Q (319.256633 sec): 3 clusters Score: Raw -229745.764623 + Penalty 2463.229589 = -227282.535034 nChanged 10 SP:Iteration 45Q (319.295346 sec): 3 clusters Score: Raw -229752.969032 + Penalty 2463.229589 = -227289.739443 nChanged 12 SP:Iteration 46Q (319.330993 sec): 3 clusters Score: Raw -229758.472282 + Penalty 2463.229589 = -227295.242693 nChanged 2 SP:Iteration 47Q (319.387877 sec): 3 clusters Score: Raw -229759.229788 + Penalty 2463.229589 = -227296.000198 nChanged 2 SP:Iteration 48Q (319.429220 sec): 3 clusters Score: Raw -229760.138872 + Penalty 2463.229589 = -227296.909283 nChanged 2 SP:Iteration 49Q (319.465602 sec): 3 clusters Score: Raw -229761.596176 + Penalty 2463.229589 = -227298.366587 nChanged 1 SP:Iteration 50Q (319.510557 sec): 3 clusters Score: Raw -229762.076078 + Penalty 2463.229589 = -227298.846489 nChanged 1 SP:Iteration 51Q (319.553305 sec): 3 clusters Score: Raw -229762.226544 + Penalty 2463.229589 = -227298.996955 nChanged 1 SP:Iteration 52Q (319.595354 sec): 3 clusters Score: Raw -229762.382429 + Penalty 2463.229589 = -227299.152840 nChanged 1 SP:Iteration 53Q (319.650303 sec): 3 clusters Score: Raw -229763.634916 + Penalty 2463.229589 = -227300.405327 nChanged 4 SP:Iteration 54Q (319.686036 sec): 3 clusters Score: Raw -229765.274899 + Penalty 2463.229589 = -227302.045310 nChanged 4 SP:Iteration 55Q (319.733202 sec): 3 clusters Score: Raw -229767.045468 + Penalty 2463.229589 = -227303.815879 nChanged 3 SP:Iteration 56Q (319.779665 sec): 3 clusters Score: Raw -229767.877111 + Penalty 2463.229589 = -227304.647521 nChanged 2 SP:Iteration 57Q (319.827311 sec): 3 clusters Score: Raw -229769.136204 + Penalty 2463.229589 = -227305.906615 nChanged 1 SP:Iteration 58Q (319.873307 sec): 3 clusters Score: Raw -229769.224669 + Penalty 2463.229589 = -227305.995079 nChanged 0 SP:Iteration 59F (319.924374 sec): 3 clusters Score: Raw -229769.224669 + Penalty 2463.229589 = -227305.995079 nChanged 0 Trying to split cluster 11 (2821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.944276 sec): 2 clusters Score: Raw -343282.137208 + Penalty 1291.037591 = -341991.099618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.989285 sec): 3 clusters Score: Raw -341930.527851 + Penalty 2582.075181 = -339348.452670 nChanged 1090 SP:Iteration 1F (320.044405 sec): 3 clusters Score: Raw -342590.109305 + Penalty 2582.075181 = -340008.034124 nChanged 240 SP:Iteration 2F (320.095825 sec): 3 clusters Score: Raw -342768.249474 + Penalty 2582.075181 = -340186.174293 nChanged 156 SP:Iteration 3F (320.144300 sec): 3 clusters Score: Raw -342868.824878 + Penalty 2582.075181 = -340286.749697 nChanged 121 SP:Iteration 4Q (320.191330 sec): 3 clusters Score: Raw -342941.481465 + Penalty 2582.075181 = -340359.406284 nChanged 77 SP:Iteration 5Q (320.230141 sec): 3 clusters Score: Raw -342987.419099 + Penalty 2582.075181 = -340405.343918 nChanged 67 SP:Iteration 6Q (320.278674 sec): 3 clusters Score: Raw -343025.864731 + Penalty 2582.075181 = -340443.789550 nChanged 61 SP:Iteration 7Q (320.333951 sec): 3 clusters Score: Raw -343056.084451 + Penalty 2582.075181 = -340474.009269 nChanged 54 SP:Iteration 8Q (320.384201 sec): 3 clusters Score: Raw -343080.615274 + Penalty 2582.075181 = -340498.540093 nChanged 42 SP:Iteration 9Q (320.423632 sec): 3 clusters Score: Raw -343103.406017 + Penalty 2582.075181 = -340521.330836 nChanged 40 SP:Iteration 10Q (320.484292 sec): 3 clusters Score: Raw -343124.159854 + Penalty 2582.075181 = -340542.084673 nChanged 45 SP:Iteration 11Q (320.530475 sec): 3 clusters Score: Raw -343147.264110 + Penalty 2582.075181 = -340565.188929 nChanged 45 SP:Iteration 12Q (320.582760 sec): 3 clusters Score: Raw -343172.396429 + Penalty 2582.075181 = -340590.321248 nChanged 48 SP:Iteration 13Q (320.624656 sec): 3 clusters Score: Raw -343197.323108 + Penalty 2582.075181 = -340615.247927 nChanged 39 SP:Iteration 14Q (320.678599 sec): 3 clusters Score: Raw -343220.829728 + Penalty 2582.075181 = -340638.754546 nChanged 44 SP:Iteration 15Q (320.741853 sec): 3 clusters Score: Raw -343245.748585 + Penalty 2582.075181 = -340663.673404 nChanged 42 SP:Iteration 16Q (320.792684 sec): 3 clusters Score: Raw -343269.266411 + Penalty 2582.075181 = -340687.191229 nChanged 44 SP:Iteration 17Q (320.832903 sec): 3 clusters Score: Raw -343292.150321 + Penalty 2582.075181 = -340710.075140 nChanged 40 SP:Iteration 18Q (320.880909 sec): 3 clusters Score: Raw -343309.348643 + Penalty 2582.075181 = -340727.273462 nChanged 35 SP:Iteration 19Q (320.932882 sec): 3 clusters Score: Raw -343330.149254 + Penalty 2582.075181 = -340748.074073 nChanged 30 SP:Iteration 20F (320.980960 sec): 3 clusters Score: Raw -343351.296381 + Penalty 2582.075181 = -340769.221200 nChanged 36 SP:Iteration 21Q (321.031954 sec): 3 clusters Score: Raw -343377.360277 + Penalty 2582.075181 = -340795.285096 nChanged 49 SP:Iteration 22Q (321.083128 sec): 3 clusters Score: Raw -343415.572180 + Penalty 2582.075181 = -340833.496999 nChanged 52 SP:Iteration 23Q (321.129647 sec): 3 clusters Score: Raw -343459.861386 + Penalty 2582.075181 = -340877.786205 nChanged 55 SP:Iteration 24Q (321.176267 sec): 3 clusters Score: Raw -343497.830602 + Penalty 2582.075181 = -340915.755421 nChanged 42 SP:Iteration 25Q (321.225480 sec): 3 clusters Score: Raw -343529.326323 + Penalty 2582.075181 = -340947.251142 nChanged 49 SP:Iteration 26Q (321.278408 sec): 3 clusters Score: Raw -343567.901485 + Penalty 2582.075181 = -340985.826304 nChanged 47 SP:Iteration 27Q (321.319949 sec): 3 clusters Score: Raw -343596.010043 + Penalty 2582.075181 = -341013.934862 nChanged 44 SP:Iteration 28Q (321.372009 sec): 3 clusters Score: Raw -343623.419053 + Penalty 2582.075181 = -341041.343872 nChanged 39 SP:Iteration 29Q (321.424525 sec): 3 clusters Score: Raw -343649.362572 + Penalty 2582.075181 = -341067.287391 nChanged 37 SP:Iteration 30Q (321.468671 sec): 3 clusters Score: Raw -343674.402802 + Penalty 2582.075181 = -341092.327621 nChanged 41 SP:Iteration 31Q (321.517663 sec): 3 clusters Score: Raw -343701.784792 + Penalty 2582.075181 = -341119.709611 nChanged 36 SP:Iteration 32Q (321.563593 sec): 3 clusters Score: Raw -343725.999335 + Penalty 2582.075181 = -341143.924154 nChanged 30 SP:Iteration 33Q (321.616432 sec): 3 clusters Score: Raw -343749.034808 + Penalty 2582.075181 = -341166.959627 nChanged 33 SP:Iteration 34Q (321.669724 sec): 3 clusters Score: Raw -343777.114513 + Penalty 2582.075181 = -341195.039332 nChanged 36 SP:Iteration 35Q (321.721537 sec): 3 clusters Score: Raw -343812.488516 + Penalty 2582.075181 = -341230.413335 nChanged 52 SP:Iteration 36Q (321.768906 sec): 3 clusters Score: Raw -343867.469190 + Penalty 2582.075181 = -341285.394009 nChanged 58 SP:Iteration 37Q (321.810089 sec): 3 clusters Score: Raw -343937.031158 + Penalty 2582.075181 = -341354.955977 nChanged 57 SP:Iteration 38Q (321.858409 sec): 3 clusters Score: Raw -344006.784191 + Penalty 2582.075181 = -341424.709010 nChanged 55 SP:Iteration 39Q (321.905097 sec): 3 clusters Score: Raw -344074.101303 + Penalty 2582.075181 = -341492.026122 nChanged 52 SP:Iteration 40F (321.960254 sec): 3 clusters Score: Raw -344127.772350 + Penalty 2582.075181 = -341545.697169 nChanged 38 SP:Iteration 41Q (321.999972 sec): 3 clusters Score: Raw -344162.647595 + Penalty 2582.075181 = -341580.572414 nChanged 23 SP:Iteration 42Q (322.045409 sec): 3 clusters Score: Raw -344180.631720 + Penalty 2582.075181 = -341598.556539 nChanged 20 SP:Iteration 43Q (322.096154 sec): 3 clusters Score: Raw -344192.837430 + Penalty 2582.075181 = -341610.762249 nChanged 14 SP:Iteration 44Q (322.140050 sec): 3 clusters Score: Raw -344203.893056 + Penalty 2582.075181 = -341621.817875 nChanged 14 SP:Iteration 45Q (322.195350 sec): 3 clusters Score: Raw -344212.051312 + Penalty 2582.075181 = -341629.976131 nChanged 13 SP:Iteration 46Q (322.240694 sec): 3 clusters Score: Raw -344221.301431 + Penalty 2582.075181 = -341639.226250 nChanged 15 SP:Iteration 47Q (322.276034 sec): 3 clusters Score: Raw -344229.342697 + Penalty 2582.075181 = -341647.267516 nChanged 10 SP:Iteration 48Q (322.331143 sec): 3 clusters Score: Raw -344234.500440 + Penalty 2582.075181 = -341652.425259 nChanged 9 SP:Iteration 49Q (322.381369 sec): 3 clusters Score: Raw -344243.376652 + Penalty 2582.075181 = -341661.301470 nChanged 16 SP:Iteration 50Q (322.428403 sec): 3 clusters Score: Raw -344257.548098 + Penalty 2582.075181 = -341675.472917 nChanged 13 SP:Iteration 51Q (322.464687 sec): 3 clusters Score: Raw -344268.611371 + Penalty 2582.075181 = -341686.536190 nChanged 11 SP:Iteration 52Q (322.510803 sec): 3 clusters Score: Raw -344275.638581 + Penalty 2582.075181 = -341693.563400 nChanged 8 SP:Iteration 53Q (322.554424 sec): 3 clusters Score: Raw -344281.400207 + Penalty 2582.075181 = -341699.325026 nChanged 8 SP:Iteration 54Q (322.604577 sec): 3 clusters Score: Raw -344290.332923 + Penalty 2582.075181 = -341708.257742 nChanged 9 SP:Iteration 55Q (322.648588 sec): 3 clusters Score: Raw -344297.667615 + Penalty 2582.075181 = -341715.592434 nChanged 8 SP:Iteration 56Q (322.700476 sec): 3 clusters Score: Raw -344303.683262 + Penalty 2582.075181 = -341721.608081 nChanged 6 SP:Iteration 57Q (322.737034 sec): 3 clusters Score: Raw -344308.022350 + Penalty 2582.075181 = -341725.947168 nChanged 3 SP:Iteration 58Q (322.783774 sec): 3 clusters Score: Raw -344310.341908 + Penalty 2582.075181 = -341728.266727 nChanged 2 SP:Iteration 59Q (322.827638 sec): 3 clusters Score: Raw -344311.363407 + Penalty 2582.075181 = -341729.288226 nChanged 2 SP:Iteration 60F (322.876217 sec): 3 clusters Score: Raw -344312.456304 + Penalty 2582.075181 = -341730.381123 nChanged 1 SP:Iteration 61Q (322.925165 sec): 3 clusters Score: Raw -344313.730772 + Penalty 2582.075181 = -341731.655591 nChanged 1 SP:Iteration 62Q (322.971402 sec): 3 clusters Score: Raw -344314.298549 + Penalty 2582.075181 = -341732.223368 nChanged 1 SP:Iteration 63Q (323.009595 sec): 3 clusters Score: Raw -344314.647109 + Penalty 2582.075181 = -341732.571928 nChanged 1 SP:Iteration 64Q (323.065774 sec): 3 clusters Score: Raw -344314.834141 + Penalty 2582.075181 = -341732.758960 nChanged 0 SP:Iteration 65F (323.103665 sec): 3 clusters Score: Raw -344314.834141 + Penalty 2582.075181 = -341732.758960 nChanged 0 Trying to split cluster 12 (78714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.244656 sec): 2 clusters Score: Raw -9466676.385239 + Penalty 1831.956150 = -9464844.429089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.425649 sec): 3 clusters Score: Raw -9416026.902165 + Penalty 3663.912301 = -9412362.989865 nChanged 37399 SP:Iteration 1F (323.606610 sec): 3 clusters Score: Raw -9439192.928092 + Penalty 3663.912301 = -9435529.015792 nChanged 4167 SP:Iteration 2F (323.789450 sec): 3 clusters Score: Raw -9441402.650071 + Penalty 3663.912301 = -9437738.737771 nChanged 4906 SP:Iteration 3F (323.971253 sec): 3 clusters Score: Raw -9444762.711613 + Penalty 3663.912301 = -9441098.799313 nChanged 5871 SP:Iteration 4F (324.141274 sec): 3 clusters Score: Raw -9449470.109206 + Penalty 3663.912301 = -9445806.196905 nChanged 6233 SP:Iteration 5F (324.327177 sec): 3 clusters Score: Raw -9454784.129304 + Penalty 3663.912301 = -9451120.217004 nChanged 5323 SP:Iteration 6F (324.504413 sec): 3 clusters Score: Raw -9458866.709776 + Penalty 3663.912301 = -9455202.797476 nChanged 3870 SP:Iteration 7Q (324.688856 sec): 3 clusters Score: Raw -9461016.838070 + Penalty 3663.912301 = -9457352.925770 nChanged 2485 SP:Iteration 8Q (324.877236 sec): 3 clusters Score: Raw -9462030.855576 + Penalty 3663.912301 = -9458366.943276 nChanged 1683 SP:Iteration 9Q (325.061265 sec): 3 clusters Score: Raw -9462570.171396 + Penalty 3663.912301 = -9458906.259095 nChanged 1200 SP:Iteration 10Q (325.266277 sec): 3 clusters Score: Raw -9462891.415346 + Penalty 3663.912301 = -9459227.503045 nChanged 990 SP:Iteration 11Q (325.445023 sec): 3 clusters Score: Raw -9463122.450817 + Penalty 3663.912301 = -9459458.538517 nChanged 808 SP:Iteration 12Q (325.618079 sec): 3 clusters Score: Raw -9463290.901495 + Penalty 3663.912301 = -9459626.989194 nChanged 682 SP:Iteration 13Q (325.790110 sec): 3 clusters Score: Raw -9463415.707862 + Penalty 3663.912301 = -9459751.795561 nChanged 610 SP:Iteration 14Q (325.961856 sec): 3 clusters Score: Raw -9463522.287298 + Penalty 3663.912301 = -9459858.374997 nChanged 561 SP:Iteration 15Q (326.143253 sec): 3 clusters Score: Raw -9463623.344340 + Penalty 3663.912301 = -9459959.432039 nChanged 536 SP:Iteration 16Q (326.313992 sec): 3 clusters Score: Raw -9463715.521360 + Penalty 3663.912301 = -9460051.609059 nChanged 496 SP:Iteration 17Q (326.479264 sec): 3 clusters Score: Raw -9463797.189279 + Penalty 3663.912301 = -9460133.276979 nChanged 472 SP:Iteration 18Q (326.653023 sec): 3 clusters Score: Raw -9463871.507385 + Penalty 3663.912301 = -9460207.595084 nChanged 495 SP:Iteration 19Q (326.830484 sec): 3 clusters Score: Raw -9463948.427656 + Penalty 3663.912301 = -9460284.515355 nChanged 476 SP:Iteration 20F (326.996759 sec): 3 clusters Score: Raw -9464024.805643 + Penalty 3663.912301 = -9460360.893343 nChanged 474 SP:Iteration 21Q (327.165050 sec): 3 clusters Score: Raw -9464106.216220 + Penalty 3663.912301 = -9460442.303919 nChanged 483 SP:Iteration 22Q (327.348414 sec): 3 clusters Score: Raw -9464192.964959 + Penalty 3663.912301 = -9460529.052659 nChanged 498 SP:Iteration 23Q (327.510564 sec): 3 clusters Score: Raw -9464283.097613 + Penalty 3663.912301 = -9460619.185312 nChanged 450 SP:Iteration 24Q (327.685270 sec): 3 clusters Score: Raw -9464360.400670 + Penalty 3663.912301 = -9460696.488369 nChanged 447 SP:Iteration 25Q (327.854722 sec): 3 clusters Score: Raw -9464430.404235 + Penalty 3663.912301 = -9460766.491935 nChanged 477 SP:Iteration 26Q (328.026908 sec): 3 clusters Score: Raw -9464509.330179 + Penalty 3663.912301 = -9460845.417878 nChanged 490 SP:Iteration 27Q (328.189520 sec): 3 clusters Score: Raw -9464591.675951 + Penalty 3663.912301 = -9460927.763650 nChanged 480 SP:Iteration 28Q (328.360169 sec): 3 clusters Score: Raw -9464671.803848 + Penalty 3663.912301 = -9461007.891548 nChanged 491 SP:Iteration 29Q (328.534105 sec): 3 clusters Score: Raw -9464759.055594 + Penalty 3663.912301 = -9461095.143294 nChanged 525 SP:Iteration 30Q (328.704857 sec): 3 clusters Score: Raw -9464860.793704 + Penalty 3663.912301 = -9461196.881404 nChanged 562 SP:Iteration 31Q (328.873866 sec): 3 clusters Score: Raw -9464987.805809 + Penalty 3663.912301 = -9461323.893509 nChanged 582 SP:Iteration 32Q (329.041678 sec): 3 clusters Score: Raw -9465151.653974 + Penalty 3663.912301 = -9461487.741674 nChanged 635 SP:Iteration 33Q (329.213173 sec): 3 clusters Score: Raw -9465376.214496 + Penalty 3663.912301 = -9461712.302195 nChanged 656 SP:Iteration 34Q (329.385465 sec): 3 clusters Score: Raw -9465674.778124 + Penalty 3663.912301 = -9462010.865823 nChanged 708 SP:Iteration 35Q (329.557906 sec): 3 clusters Score: Raw -9466086.269982 + Penalty 3663.912301 = -9462422.357681 nChanged 720 SP:Iteration 36Q (329.737100 sec): 3 clusters Score: Raw -9466591.955570 + Penalty 3663.912301 = -9462928.043270 nChanged 724 SP:Iteration 37Q (329.911375 sec): 3 clusters Score: Raw -9467075.452605 + Penalty 3663.912301 = -9463411.540304 nChanged 634 SP:Iteration 38Q (330.070038 sec): 3 clusters Score: Raw -9467402.806330 + Penalty 3663.912301 = -9463738.894030 nChanged 510 SP:Iteration 39Q (330.233785 sec): 3 clusters Score: Raw -9467570.927830 + Penalty 3663.912301 = -9463907.015530 nChanged 392 SP:Iteration 40F (330.404872 sec): 3 clusters Score: Raw -9467661.538396 + Penalty 3663.912301 = -9463997.626096 nChanged 318 SP:Iteration 41Q (330.571305 sec): 3 clusters Score: Raw -9467716.085693 + Penalty 3663.912301 = -9464052.173393 nChanged 250 SP:Iteration 42Q (330.739816 sec): 3 clusters Score: Raw -9467756.225411 + Penalty 3663.912301 = -9464092.313110 nChanged 235 SP:Iteration 43Q (330.909288 sec): 3 clusters Score: Raw -9467791.929477 + Penalty 3663.912301 = -9464128.017176 nChanged 211 SP:Iteration 44Q (331.062462 sec): 3 clusters Score: Raw -9467820.573513 + Penalty 3663.912301 = -9464156.661213 nChanged 175 SP:Iteration 45Q (331.225661 sec): 3 clusters Score: Raw -9467839.790659 + Penalty 3663.912301 = -9464175.878358 nChanged 128 SP:Iteration 46Q (331.377835 sec): 3 clusters Score: Raw -9467852.171899 + Penalty 3663.912301 = -9464188.259599 nChanged 113 SP:Iteration 47Q (331.539816 sec): 3 clusters Score: Raw -9467861.794273 + Penalty 3663.912301 = -9464197.881973 nChanged 97 SP:Iteration 48Q (331.717747 sec): 3 clusters Score: Raw -9467869.493591 + Penalty 3663.912301 = -9464205.581291 nChanged 90 SP:Iteration 49Q (331.866630 sec): 3 clusters Score: Raw -9467876.433507 + Penalty 3663.912301 = -9464212.521206 nChanged 75 SP:Iteration 50Q (332.047049 sec): 3 clusters Score: Raw -9467882.192573 + Penalty 3663.912301 = -9464218.280273 nChanged 69 SP:Iteration 51Q (332.211133 sec): 3 clusters Score: Raw -9467886.855199 + Penalty 3663.912301 = -9464222.942898 nChanged 61 SP:Iteration 52Q (332.374700 sec): 3 clusters Score: Raw -9467891.076156 + Penalty 3663.912301 = -9464227.163856 nChanged 57 SP:Iteration 53Q (332.542795 sec): 3 clusters Score: Raw -9467895.313148 + Penalty 3663.912301 = -9464231.400848 nChanged 47 SP:Iteration 54Q (332.719674 sec): 3 clusters Score: Raw -9467898.381534 + Penalty 3663.912301 = -9464234.469234 nChanged 47 SP:Iteration 55Q (332.887579 sec): 3 clusters Score: Raw -9467900.976026 + Penalty 3663.912301 = -9464237.063725 nChanged 41 SP:Iteration 56Q (333.046584 sec): 3 clusters Score: Raw -9467902.962602 + Penalty 3663.912301 = -9464239.050302 nChanged 34 SP:Iteration 57Q (333.206205 sec): 3 clusters Score: Raw -9467904.992850 + Penalty 3663.912301 = -9464241.080550 nChanged 34 SP:Iteration 58Q (333.370827 sec): 3 clusters Score: Raw -9467907.260420 + Penalty 3663.912301 = -9464243.348120 nChanged 34 SP:Iteration 59Q (333.517807 sec): 3 clusters Score: Raw -9467909.200383 + Penalty 3663.912301 = -9464245.288082 nChanged 33 SP:Iteration 60F (333.704941 sec): 3 clusters Score: Raw -9467911.373770 + Penalty 3663.912301 = -9464247.461469 nChanged 30 SP:Iteration 61Q (333.872201 sec): 3 clusters Score: Raw -9467913.124202 + Penalty 3663.912301 = -9464249.211901 nChanged 23 SP:Iteration 62Q (334.032564 sec): 3 clusters Score: Raw -9467914.177851 + Penalty 3663.912301 = -9464250.265550 nChanged 19 SP:Iteration 63Q (334.200115 sec): 3 clusters Score: Raw -9467914.918328 + Penalty 3663.912301 = -9464251.006028 nChanged 20 SP:Iteration 64Q (334.344858 sec): 3 clusters Score: Raw -9467915.638232 + Penalty 3663.912301 = -9464251.725931 nChanged 17 SP:Iteration 65Q (334.498381 sec): 3 clusters Score: Raw -9467916.370106 + Penalty 3663.912301 = -9464252.457806 nChanged 19 SP:Iteration 66Q (334.652221 sec): 3 clusters Score: Raw -9467917.326914 + Penalty 3663.912301 = -9464253.414613 nChanged 20 SP:Iteration 67Q (334.806800 sec): 3 clusters Score: Raw -9467918.191097 + Penalty 3663.912301 = -9464254.278797 nChanged 16 SP:Iteration 68Q (334.964196 sec): 3 clusters Score: Raw -9467918.826384 + Penalty 3663.912301 = -9464254.914084 nChanged 20 SP:Iteration 69Q (335.110794 sec): 3 clusters Score: Raw -9467919.576196 + Penalty 3663.912301 = -9464255.663895 nChanged 10 SP:Iteration 70Q (335.263405 sec): 3 clusters Score: Raw -9467919.880870 + Penalty 3663.912301 = -9464255.968569 nChanged 9 SP:Iteration 71Q (335.425693 sec): 3 clusters Score: Raw -9467920.241408 + Penalty 3663.912301 = -9464256.329108 nChanged 11 SP:Iteration 72Q (335.593688 sec): 3 clusters Score: Raw -9467920.676607 + Penalty 3663.912301 = -9464256.764306 nChanged 12 SP:Iteration 73Q (335.755871 sec): 3 clusters Score: Raw -9467921.123314 + Penalty 3663.912301 = -9464257.211013 nChanged 11 SP:Iteration 74Q (335.916092 sec): 3 clusters Score: Raw -9467921.535413 + Penalty 3663.912301 = -9464257.623112 nChanged 9 SP:Iteration 75Q (336.072408 sec): 3 clusters Score: Raw -9467922.007895 + Penalty 3663.912301 = -9464258.095594 nChanged 11 SP:Iteration 76Q (336.236763 sec): 3 clusters Score: Raw -9467922.625342 + Penalty 3663.912301 = -9464258.713042 nChanged 21 SP:Iteration 77Q (336.414177 sec): 3 clusters Score: Raw -9467923.693809 + Penalty 3663.912301 = -9464259.781509 nChanged 16 SP:Iteration 78Q (336.579581 sec): 3 clusters Score: Raw -9467924.220604 + Penalty 3663.912301 = -9464260.308304 nChanged 12 SP:Iteration 79Q (336.756716 sec): 3 clusters Score: Raw -9467924.670206 + Penalty 3663.912301 = -9464260.757905 nChanged 8 SP:Iteration 80F (336.933175 sec): 3 clusters Score: Raw -9467925.137785 + Penalty 3663.912301 = -9464261.225485 nChanged 6 SP:Iteration 81Q (337.093997 sec): 3 clusters Score: Raw -9467925.476512 + Penalty 3663.912301 = -9464261.564211 nChanged 9 SP:Iteration 82Q (337.249010 sec): 3 clusters Score: Raw -9467925.975022 + Penalty 3663.912301 = -9464262.062721 nChanged 9 SP:Iteration 83Q (337.418711 sec): 3 clusters Score: Raw -9467926.329952 + Penalty 3663.912301 = -9464262.417651 nChanged 11 SP:Iteration 84Q (337.584253 sec): 3 clusters Score: Raw -9467926.915078 + Penalty 3663.912301 = -9464263.002778 nChanged 14 SP:Iteration 85Q (337.752051 sec): 3 clusters Score: Raw -9467927.478532 + Penalty 3663.912301 = -9464263.566232 nChanged 16 SP:Iteration 86Q (337.911222 sec): 3 clusters Score: Raw -9467928.338835 + Penalty 3663.912301 = -9464264.426534 nChanged 16 SP:Iteration 87Q (338.071971 sec): 3 clusters Score: Raw -9467929.166834 + Penalty 3663.912301 = -9464265.254534 nChanged 12 SP:Iteration 88Q (338.239499 sec): 3 clusters Score: Raw -9467929.854912 + Penalty 3663.912301 = -9464265.942611 nChanged 10 SP:Iteration 89Q (338.411656 sec): 3 clusters Score: Raw -9467930.286683 + Penalty 3663.912301 = -9464266.374383 nChanged 7 SP:Iteration 90Q (338.574908 sec): 3 clusters Score: Raw -9467930.628083 + Penalty 3663.912301 = -9464266.715782 nChanged 9 SP:Iteration 91Q (338.742963 sec): 3 clusters Score: Raw -9467931.044777 + Penalty 3663.912301 = -9464267.132477 nChanged 6 SP:Iteration 92Q (338.902916 sec): 3 clusters Score: Raw -9467931.252636 + Penalty 3663.912301 = -9464267.340335 nChanged 4 SP:Iteration 93Q (339.070050 sec): 3 clusters Score: Raw -9467931.450075 + Penalty 3663.912301 = -9464267.537774 nChanged 8 SP:Iteration 94Q (339.230792 sec): 3 clusters Score: Raw -9467931.749925 + Penalty 3663.912301 = -9464267.837625 nChanged 7 SP:Iteration 95Q (339.401471 sec): 3 clusters Score: Raw -9467932.124450 + Penalty 3663.912301 = -9464268.212150 nChanged 14 SP:Iteration 96Q (339.569200 sec): 3 clusters Score: Raw -9467932.759008 + Penalty 3663.912301 = -9464268.846708 nChanged 11 SP:Iteration 97Q (339.730281 sec): 3 clusters Score: Raw -9467933.162552 + Penalty 3663.912301 = -9464269.250252 nChanged 9 SP:Iteration 98Q (339.895076 sec): 3 clusters Score: Raw -9467933.462905 + Penalty 3663.912301 = -9464269.550605 nChanged 4 SP:Iteration 99Q (340.053934 sec): 3 clusters Score: Raw -9467933.768361 + Penalty 3663.912301 = -9464269.856060 nChanged 9 SP:Iteration 100F (340.231184 sec): 3 clusters Score: Raw -9467934.178019 + Penalty 3663.912301 = -9464270.265719 nChanged 11 SP:Iteration 101Q (340.388886 sec): 3 clusters Score: Raw -9467934.611682 + Penalty 3663.912301 = -9464270.699381 nChanged 13 SP:Iteration 102Q (340.549054 sec): 3 clusters Score: Raw -9467935.065761 + Penalty 3663.912301 = -9464271.153460 nChanged 11 SP:Iteration 103Q (340.708390 sec): 3 clusters Score: Raw -9467935.534933 + Penalty 3663.912301 = -9464271.622633 nChanged 11 SP:Iteration 104Q (340.872331 sec): 3 clusters Score: Raw -9467936.033712 + Penalty 3663.912301 = -9464272.121412 nChanged 8 SP:Iteration 105Q (341.043290 sec): 3 clusters Score: Raw -9467936.476293 + Penalty 3663.912301 = -9464272.563993 nChanged 9 SP:Iteration 106Q (341.192989 sec): 3 clusters Score: Raw -9467936.930751 + Penalty 3663.912301 = -9464273.018451 nChanged 6 SP:Iteration 107Q (341.357506 sec): 3 clusters Score: Raw -9467937.166041 + Penalty 3663.912301 = -9464273.253740 nChanged 4 SP:Iteration 108Q (341.530962 sec): 3 clusters Score: Raw -9467937.372998 + Penalty 3663.912301 = -9464273.460698 nChanged 5 SP:Iteration 109Q (341.688098 sec): 3 clusters Score: Raw -9467937.567606 + Penalty 3663.912301 = -9464273.655305 nChanged 4 SP:Iteration 110Q (341.847748 sec): 3 clusters Score: Raw -9467937.737624 + Penalty 3663.912301 = -9464273.825324 nChanged 4 SP:Iteration 111Q (342.000073 sec): 3 clusters Score: Raw -9467937.857155 + Penalty 3663.912301 = -9464273.944854 nChanged 2 SP:Iteration 112Q (342.151971 sec): 3 clusters Score: Raw -9467938.018008 + Penalty 3663.912301 = -9464274.105708 nChanged 3 SP:Iteration 113Q (342.326488 sec): 3 clusters Score: Raw -9467938.140618 + Penalty 3663.912301 = -9464274.228317 nChanged 0 SP:Iteration 114F (342.508488 sec): 3 clusters Score: Raw -9467938.140618 + Penalty 3663.912301 = -9464274.228317 nChanged 0 Trying to split cluster 13 (6603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (342.543502 sec): 2 clusters Score: Raw -815317.633738 + Penalty 1429.232898 = -813888.400840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (342.601484 sec): 3 clusters Score: Raw -811792.154851 + Penalty 2858.465795 = -808933.689055 nChanged 2740 SP:Iteration 1F (342.645483 sec): 3 clusters Score: Raw -813314.987262 + Penalty 2858.465795 = -810456.521466 nChanged 437 SP:Iteration 2F (342.707052 sec): 3 clusters Score: Raw -813528.865622 + Penalty 2858.465795 = -810670.399826 nChanged 342 SP:Iteration 3F (342.762622 sec): 3 clusters Score: Raw -813667.233349 + Penalty 2858.465795 = -810808.767554 nChanged 251 SP:Iteration 4Q (342.808137 sec): 3 clusters Score: Raw -813773.380582 + Penalty 2858.465795 = -810914.914787 nChanged 223 SP:Iteration 5Q (342.864221 sec): 3 clusters Score: Raw -813860.493403 + Penalty 2858.465795 = -811002.027608 nChanged 189 SP:Iteration 6Q (342.920922 sec): 3 clusters Score: Raw -813946.001455 + Penalty 2858.465795 = -811087.535660 nChanged 182 SP:Iteration 7Q (342.975477 sec): 3 clusters Score: Raw -814022.225258 + Penalty 2858.465795 = -811163.759462 nChanged 165 SP:Iteration 8Q (343.035575 sec): 3 clusters Score: Raw -814080.084697 + Penalty 2858.465795 = -811221.618902 nChanged 140 SP:Iteration 9Q (343.085166 sec): 3 clusters Score: Raw -814131.113055 + Penalty 2858.465795 = -811272.647260 nChanged 150 SP:Iteration 10Q (343.146918 sec): 3 clusters Score: Raw -814192.359459 + Penalty 2858.465795 = -811333.893663 nChanged 140 SP:Iteration 11Q (343.201989 sec): 3 clusters Score: Raw -814243.846318 + Penalty 2858.465795 = -811385.380522 nChanged 130 SP:Iteration 12Q (343.259044 sec): 3 clusters Score: Raw -814292.244084 + Penalty 2858.465795 = -811433.778288 nChanged 130 SP:Iteration 13Q (343.307657 sec): 3 clusters Score: Raw -814339.284917 + Penalty 2858.465795 = -811480.819122 nChanged 133 SP:Iteration 14Q (343.372698 sec): 3 clusters Score: Raw -814385.031056 + Penalty 2858.465795 = -811526.565261 nChanged 120 SP:Iteration 15Q (343.427552 sec): 3 clusters Score: Raw -814431.826705 + Penalty 2858.465795 = -811573.360909 nChanged 121 SP:Iteration 16Q (343.471073 sec): 3 clusters Score: Raw -814484.872358 + Penalty 2858.465795 = -811626.406563 nChanged 128 SP:Iteration 17Q (343.527634 sec): 3 clusters Score: Raw -814537.510845 + Penalty 2858.465795 = -811679.045050 nChanged 128 SP:Iteration 18Q (343.588361 sec): 3 clusters Score: Raw -814601.314898 + Penalty 2858.465795 = -811742.849103 nChanged 132 SP:Iteration 19Q (343.649995 sec): 3 clusters Score: Raw -814661.914233 + Penalty 2858.465795 = -811803.448438 nChanged 128 SP:Iteration 20F (343.695408 sec): 3 clusters Score: Raw -814727.135869 + Penalty 2858.465795 = -811868.670073 nChanged 141 SP:Iteration 21Q (343.745946 sec): 3 clusters Score: Raw -814786.813454 + Penalty 2858.465795 = -811928.347658 nChanged 125 SP:Iteration 22Q (343.805390 sec): 3 clusters Score: Raw -814839.115631 + Penalty 2858.465795 = -811980.649835 nChanged 115 SP:Iteration 23Q (343.866414 sec): 3 clusters Score: Raw -814889.648432 + Penalty 2858.465795 = -812031.182637 nChanged 108 SP:Iteration 24Q (343.917992 sec): 3 clusters Score: Raw -814939.867381 + Penalty 2858.465795 = -812081.401585 nChanged 108 SP:Iteration 25Q (343.980011 sec): 3 clusters Score: Raw -814989.598468 + Penalty 2858.465795 = -812131.132673 nChanged 93 SP:Iteration 26Q (344.031784 sec): 3 clusters Score: Raw -815028.703543 + Penalty 2858.465795 = -812170.237747 nChanged 81 SP:Iteration 27Q (344.078497 sec): 3 clusters Score: Raw -815059.599440 + Penalty 2858.465795 = -812201.133645 nChanged 72 SP:Iteration 28Q (344.136026 sec): 3 clusters Score: Raw -815083.014735 + Penalty 2858.465795 = -812224.548939 nChanged 61 SP:Iteration 29Q (344.188554 sec): 3 clusters Score: Raw -815102.195681 + Penalty 2858.465795 = -812243.729886 nChanged 46 SP:Iteration 30Q (344.247056 sec): 3 clusters Score: Raw -815116.989472 + Penalty 2858.465795 = -812258.523677 nChanged 47 SP:Iteration 31Q (344.302861 sec): 3 clusters Score: Raw -815133.500561 + Penalty 2858.465795 = -812275.034765 nChanged 51 SP:Iteration 32Q (344.346684 sec): 3 clusters Score: Raw -815151.285600 + Penalty 2858.465795 = -812292.819805 nChanged 49 SP:Iteration 33Q (344.401714 sec): 3 clusters Score: Raw -815167.801424 + Penalty 2858.465795 = -812309.335628 nChanged 43 SP:Iteration 34Q (344.447211 sec): 3 clusters Score: Raw -815180.113136 + Penalty 2858.465795 = -812321.647341 nChanged 34 SP:Iteration 35Q (344.509702 sec): 3 clusters Score: Raw -815189.913311 + Penalty 2858.465795 = -812331.447516 nChanged 32 SP:Iteration 36Q (344.549651 sec): 3 clusters Score: Raw -815198.376932 + Penalty 2858.465795 = -812339.911136 nChanged 31 SP:Iteration 37Q (344.604418 sec): 3 clusters Score: Raw -815206.512666 + Penalty 2858.465795 = -812348.046871 nChanged 31 SP:Iteration 38Q (344.664545 sec): 3 clusters Score: Raw -815217.515182 + Penalty 2858.465795 = -812359.049387 nChanged 35 SP:Iteration 39Q (344.704528 sec): 3 clusters Score: Raw -815230.470010 + Penalty 2858.465795 = -812372.004215 nChanged 34 SP:Iteration 40F (344.771347 sec): 3 clusters Score: Raw -815241.159304 + Penalty 2858.465795 = -812382.693508 nChanged 27 SP:Iteration 41Q (344.821940 sec): 3 clusters Score: Raw -815248.756451 + Penalty 2858.465795 = -812390.290655 nChanged 29 SP:Iteration 42Q (344.870312 sec): 3 clusters Score: Raw -815256.701987 + Penalty 2858.465795 = -812398.236192 nChanged 28 SP:Iteration 43Q (344.923528 sec): 3 clusters Score: Raw -815267.468424 + Penalty 2858.465795 = -812409.002628 nChanged 38 SP:Iteration 44Q (344.974023 sec): 3 clusters Score: Raw -815282.977822 + Penalty 2858.465795 = -812424.512027 nChanged 41 SP:Iteration 45Q (345.028437 sec): 3 clusters Score: Raw -815299.440252 + Penalty 2858.465795 = -812440.974457 nChanged 37 SP:Iteration 46Q (345.093174 sec): 3 clusters Score: Raw -815313.699607 + Penalty 2858.465795 = -812455.233812 nChanged 38 SP:Iteration 47Q (345.138949 sec): 3 clusters Score: Raw -815329.915132 + Penalty 2858.465795 = -812471.449337 nChanged 42 SP:Iteration 48Q (345.202642 sec): 3 clusters Score: Raw -815354.712482 + Penalty 2858.465795 = -812496.246686 nChanged 53 SP:Iteration 49Q (345.257207 sec): 3 clusters Score: Raw -815388.514608 + Penalty 2858.465795 = -812530.048813 nChanged 51 SP:Iteration 50Q (345.312552 sec): 3 clusters Score: Raw -815424.732552 + Penalty 2858.465795 = -812566.266757 nChanged 54 SP:Iteration 51Q (345.361335 sec): 3 clusters Score: Raw -815453.816636 + Penalty 2858.465795 = -812595.350840 nChanged 49 SP:Iteration 52Q (345.415797 sec): 3 clusters Score: Raw -815482.628978 + Penalty 2858.465795 = -812624.163183 nChanged 44 SP:Iteration 53Q (345.473934 sec): 3 clusters Score: Raw -815508.612388 + Penalty 2858.465795 = -812650.146593 nChanged 39 SP:Iteration 54Q (345.517591 sec): 3 clusters Score: Raw -815530.896048 + Penalty 2858.465795 = -812672.430253 nChanged 35 SP:Iteration 55Q (345.568636 sec): 3 clusters Score: Raw -815549.075124 + Penalty 2858.465795 = -812690.609328 nChanged 27 SP:Iteration 56Q (345.625165 sec): 3 clusters Score: Raw -815563.517116 + Penalty 2858.465795 = -812705.051321 nChanged 28 SP:Iteration 57Q (345.674083 sec): 3 clusters Score: Raw -815575.113066 + Penalty 2858.465795 = -812716.647271 nChanged 31 SP:Iteration 58Q (345.732957 sec): 3 clusters Score: Raw -815589.853103 + Penalty 2858.465795 = -812731.387307 nChanged 26 SP:Iteration 59Q (345.781829 sec): 3 clusters Score: Raw -815601.328248 + Penalty 2858.465795 = -812742.862453 nChanged 26 SP:Iteration 60F (345.833934 sec): 3 clusters Score: Raw -815616.097414 + Penalty 2858.465795 = -812757.631618 nChanged 24 SP:Iteration 61Q (345.880606 sec): 3 clusters Score: Raw -815630.533695 + Penalty 2858.465795 = -812772.067899 nChanged 22 SP:Iteration 62Q (345.936633 sec): 3 clusters Score: Raw -815642.770769 + Penalty 2858.465795 = -812784.304973 nChanged 25 SP:Iteration 63Q (345.991110 sec): 3 clusters Score: Raw -815659.578583 + Penalty 2858.465795 = -812801.112788 nChanged 24 SP:Iteration 64Q (346.040613 sec): 3 clusters Score: Raw -815675.305181 + Penalty 2858.465795 = -812816.839386 nChanged 15 SP:Iteration 65Q (346.104768 sec): 3 clusters Score: Raw -815686.017589 + Penalty 2858.465795 = -812827.551794 nChanged 23 SP:Iteration 66Q (346.152086 sec): 3 clusters Score: Raw -815700.403168 + Penalty 2858.465795 = -812841.937373 nChanged 18 SP:Iteration 67Q (346.210082 sec): 3 clusters Score: Raw -815709.590697 + Penalty 2858.465795 = -812851.124902 nChanged 16 SP:Iteration 68Q (346.257518 sec): 3 clusters Score: Raw -815719.633861 + Penalty 2858.465795 = -812861.168066 nChanged 10 SP:Iteration 69Q (346.319997 sec): 3 clusters Score: Raw -815723.416632 + Penalty 2858.465795 = -812864.950837 nChanged 8 SP:Iteration 70Q (346.371103 sec): 3 clusters Score: Raw -815727.494043 + Penalty 2858.465795 = -812869.028247 nChanged 8 SP:Iteration 71Q (346.423793 sec): 3 clusters Score: Raw -815730.910490 + Penalty 2858.465795 = -812872.444695 nChanged 8 SP:Iteration 72Q (346.476504 sec): 3 clusters Score: Raw -815734.898860 + Penalty 2858.465795 = -812876.433065 nChanged 10 SP:Iteration 73Q (346.524365 sec): 3 clusters Score: Raw -815741.229571 + Penalty 2858.465795 = -812882.763775 nChanged 13 SP:Iteration 74Q (346.565750 sec): 3 clusters Score: Raw -815750.942081 + Penalty 2858.465795 = -812892.476286 nChanged 10 SP:Iteration 75Q (346.614680 sec): 3 clusters Score: Raw -815758.568997 + Penalty 2858.465795 = -812900.103201 nChanged 13 SP:Iteration 76Q (346.663470 sec): 3 clusters Score: Raw -815769.517939 + Penalty 2858.465795 = -812911.052143 nChanged 12 SP:Iteration 77Q (346.722841 sec): 3 clusters Score: Raw -815777.252144 + Penalty 2858.465795 = -812918.786349 nChanged 10 SP:Iteration 78Q (346.768942 sec): 3 clusters Score: Raw -815785.207083 + Penalty 2858.465795 = -812926.741288 nChanged 12 SP:Iteration 79Q (346.830209 sec): 3 clusters Score: Raw -815796.339932 + Penalty 2858.465795 = -812937.874137 nChanged 12 SP:Iteration 80F (346.876473 sec): 3 clusters Score: Raw -815806.266063 + Penalty 2858.465795 = -812947.800267 nChanged 11 SP:Iteration 81Q (346.928719 sec): 3 clusters Score: Raw -815816.486404 + Penalty 2858.465795 = -812958.020609 nChanged 13 SP:Iteration 82Q (346.974436 sec): 3 clusters Score: Raw -815826.504190 + Penalty 2858.465795 = -812968.038395 nChanged 15 SP:Iteration 83Q (347.028483 sec): 3 clusters Score: Raw -815842.535519 + Penalty 2858.465795 = -812984.069723 nChanged 10 SP:Iteration 84Q (347.089720 sec): 3 clusters Score: Raw -815851.900618 + Penalty 2858.465795 = -812993.434823 nChanged 4 SP:Iteration 85Q (347.128410 sec): 3 clusters Score: Raw -815855.082060 + Penalty 2858.465795 = -812996.616265 nChanged 3 SP:Iteration 86Q (347.186449 sec): 3 clusters Score: Raw -815857.151799 + Penalty 2858.465795 = -812998.686004 nChanged 4 SP:Iteration 87Q (347.238207 sec): 3 clusters Score: Raw -815859.268388 + Penalty 2858.465795 = -813000.802593 nChanged 3 SP:Iteration 88Q (347.282260 sec): 3 clusters Score: Raw -815860.567398 + Penalty 2858.465795 = -813002.101603 nChanged 2 SP:Iteration 89Q (347.345831 sec): 3 clusters Score: Raw -815861.376423 + Penalty 2858.465795 = -813002.910628 nChanged 1 SP:Iteration 90Q (347.389345 sec): 3 clusters Score: Raw -815861.572334 + Penalty 2858.465795 = -813003.106539 nChanged 0 SP:Iteration 91F (347.450746 sec): 3 clusters Score: Raw -815861.572334 + Penalty 2858.465795 = -813003.106539 nChanged 0 Trying to split cluster 14 (12770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.495431 sec): 2 clusters Score: Raw -1489416.049512 + Penalty 1536.413767 = -1487879.635745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.558122 sec): 3 clusters Score: Raw -1482120.184557 + Penalty 3072.827533 = -1479047.357024 nChanged 5548 SP:Iteration 1F (347.620439 sec): 3 clusters Score: Raw -1485223.994462 + Penalty 3072.827533 = -1482151.166929 nChanged 854 SP:Iteration 2F (347.685827 sec): 3 clusters Score: Raw -1485670.014904 + Penalty 3072.827533 = -1482597.187371 nChanged 773 SP:Iteration 3F (347.753388 sec): 3 clusters Score: Raw -1486108.404677 + Penalty 3072.827533 = -1483035.577143 nChanged 739 SP:Iteration 4F (347.818048 sec): 3 clusters Score: Raw -1486576.465902 + Penalty 3072.827533 = -1483503.638368 nChanged 756 SP:Iteration 5F (347.875990 sec): 3 clusters Score: Raw -1487137.415782 + Penalty 3072.827533 = -1484064.588249 nChanged 853 SP:Iteration 6F (347.941482 sec): 3 clusters Score: Raw -1487781.800121 + Penalty 3072.827533 = -1484708.972588 nChanged 824 SP:Iteration 7F (348.014823 sec): 3 clusters Score: Raw -1488409.865444 + Penalty 3072.827533 = -1485337.037910 nChanged 739 SP:Iteration 8F (348.070520 sec): 3 clusters Score: Raw -1488910.875177 + Penalty 3072.827533 = -1485838.047644 nChanged 600 SP:Iteration 9Q (348.144807 sec): 3 clusters Score: Raw -1489292.515547 + Penalty 3072.827533 = -1486219.688014 nChanged 465 SP:Iteration 10Q (348.215123 sec): 3 clusters Score: Raw -1489530.006799 + Penalty 3072.827533 = -1486457.179266 nChanged 318 SP:Iteration 11Q (348.282314 sec): 3 clusters Score: Raw -1489668.267812 + Penalty 3072.827533 = -1486595.440279 nChanged 212 SP:Iteration 12Q (348.340668 sec): 3 clusters Score: Raw -1489738.815662 + Penalty 3072.827533 = -1486665.988128 nChanged 151 SP:Iteration 13Q (348.419749 sec): 3 clusters Score: Raw -1489775.717401 + Penalty 3072.827533 = -1486702.889868 nChanged 118 SP:Iteration 14Q (348.476511 sec): 3 clusters Score: Raw -1489800.070396 + Penalty 3072.827533 = -1486727.242862 nChanged 100 SP:Iteration 15Q (348.549504 sec): 3 clusters Score: Raw -1489818.217030 + Penalty 3072.827533 = -1486745.389496 nChanged 74 SP:Iteration 16Q (348.612458 sec): 3 clusters Score: Raw -1489831.171681 + Penalty 3072.827533 = -1486758.344147 nChanged 66 SP:Iteration 17Q (348.682929 sec): 3 clusters Score: Raw -1489845.768049 + Penalty 3072.827533 = -1486772.940516 nChanged 70 SP:Iteration 18Q (348.753091 sec): 3 clusters Score: Raw -1489859.436972 + Penalty 3072.827533 = -1486786.609439 nChanged 61 SP:Iteration 19Q (348.810363 sec): 3 clusters Score: Raw -1489870.934735 + Penalty 3072.827533 = -1486798.107202 nChanged 46 SP:Iteration 20F (348.872338 sec): 3 clusters Score: Raw -1489877.999411 + Penalty 3072.827533 = -1486805.171877 nChanged 43 SP:Iteration 21Q (348.936463 sec): 3 clusters Score: Raw -1489884.016947 + Penalty 3072.827533 = -1486811.189414 nChanged 36 SP:Iteration 22Q (349.010501 sec): 3 clusters Score: Raw -1489889.234091 + Penalty 3072.827533 = -1486816.406558 nChanged 30 SP:Iteration 23Q (349.063991 sec): 3 clusters Score: Raw -1489893.360548 + Penalty 3072.827533 = -1486820.533015 nChanged 28 SP:Iteration 24Q (349.126750 sec): 3 clusters Score: Raw -1489897.619182 + Penalty 3072.827533 = -1486824.791648 nChanged 23 SP:Iteration 25Q (349.193786 sec): 3 clusters Score: Raw -1489901.059500 + Penalty 3072.827533 = -1486828.231967 nChanged 22 SP:Iteration 26Q (349.262421 sec): 3 clusters Score: Raw -1489904.031186 + Penalty 3072.827533 = -1486831.203652 nChanged 18 SP:Iteration 27Q (349.328858 sec): 3 clusters Score: Raw -1489906.190053 + Penalty 3072.827533 = -1486833.362520 nChanged 18 SP:Iteration 28Q (349.399579 sec): 3 clusters Score: Raw -1489908.209819 + Penalty 3072.827533 = -1486835.382285 nChanged 15 SP:Iteration 29Q (349.459921 sec): 3 clusters Score: Raw -1489910.009724 + Penalty 3072.827533 = -1486837.182191 nChanged 17 SP:Iteration 30Q (349.514287 sec): 3 clusters Score: Raw -1489911.916945 + Penalty 3072.827533 = -1486839.089411 nChanged 19 SP:Iteration 31Q (349.586071 sec): 3 clusters Score: Raw -1489913.800413 + Penalty 3072.827533 = -1486840.972879 nChanged 10 SP:Iteration 32Q (349.652403 sec): 3 clusters Score: Raw -1489914.477221 + Penalty 3072.827533 = -1486841.649688 nChanged 3 SP:Iteration 33Q (349.726960 sec): 3 clusters Score: Raw -1489914.694732 + Penalty 3072.827533 = -1486841.867199 nChanged 1 SP:Iteration 34Q (349.786120 sec): 3 clusters Score: Raw -1489914.737344 + Penalty 3072.827533 = -1486841.909810 nChanged 1 SP:Iteration 35Q (349.855488 sec): 3 clusters Score: Raw -1489914.874648 + Penalty 3072.827533 = -1486842.047115 nChanged 5 SP:Iteration 36Q (349.929872 sec): 3 clusters Score: Raw -1489915.251674 + Penalty 3072.827533 = -1486842.424140 nChanged 4 SP:Iteration 37Q (349.998244 sec): 3 clusters Score: Raw -1489915.465895 + Penalty 3072.827533 = -1486842.638362 nChanged 2 SP:Iteration 38Q (350.070398 sec): 3 clusters Score: Raw -1489915.557083 + Penalty 3072.827533 = -1486842.729550 nChanged 2 SP:Iteration 39Q (350.142170 sec): 3 clusters Score: Raw -1489915.795429 + Penalty 3072.827533 = -1486842.967895 nChanged 5 SP:Iteration 40F (350.211789 sec): 3 clusters Score: Raw -1489916.107123 + Penalty 3072.827533 = -1486843.279590 nChanged 7 SP:Iteration 41Q (350.283758 sec): 3 clusters Score: Raw -1489916.748233 + Penalty 3072.827533 = -1486843.920700 nChanged 5 SP:Iteration 42Q (350.354941 sec): 3 clusters Score: Raw -1489917.332623 + Penalty 3072.827533 = -1486844.505089 nChanged 8 SP:Iteration 43Q (350.417497 sec): 3 clusters Score: Raw -1489918.273716 + Penalty 3072.827533 = -1486845.446182 nChanged 8 SP:Iteration 44Q (350.496125 sec): 3 clusters Score: Raw -1489918.983953 + Penalty 3072.827533 = -1486846.156420 nChanged 6 SP:Iteration 45Q (350.555555 sec): 3 clusters Score: Raw -1489919.405140 + Penalty 3072.827533 = -1486846.577606 nChanged 6 SP:Iteration 46Q (350.635161 sec): 3 clusters Score: Raw -1489920.173525 + Penalty 3072.827533 = -1486847.345991 nChanged 6 SP:Iteration 47Q (350.693998 sec): 3 clusters Score: Raw -1489920.874106 + Penalty 3072.827533 = -1486848.046573 nChanged 6 SP:Iteration 48Q (350.759133 sec): 3 clusters Score: Raw -1489921.456283 + Penalty 3072.827533 = -1486848.628750 nChanged 5 SP:Iteration 49Q (350.831032 sec): 3 clusters Score: Raw -1489921.795900 + Penalty 3072.827533 = -1486848.968367 nChanged 4 SP:Iteration 50Q (350.895586 sec): 3 clusters Score: Raw -1489922.277609 + Penalty 3072.827533 = -1486849.450075 nChanged 3 SP:Iteration 51Q (350.972853 sec): 3 clusters Score: Raw -1489922.645602 + Penalty 3072.827533 = -1486849.818068 nChanged 5 SP:Iteration 52Q (351.040415 sec): 3 clusters Score: Raw -1489923.320497 + Penalty 3072.827533 = -1486850.492963 nChanged 5 SP:Iteration 53Q (351.115028 sec): 3 clusters Score: Raw -1489924.015210 + Penalty 3072.827533 = -1486851.187676 nChanged 7 SP:Iteration 54Q (351.190568 sec): 3 clusters Score: Raw -1489924.828755 + Penalty 3072.827533 = -1486852.001222 nChanged 5 SP:Iteration 55Q (351.255805 sec): 3 clusters Score: Raw -1489925.787226 + Penalty 3072.827533 = -1486852.959693 nChanged 11 SP:Iteration 56Q (351.321146 sec): 3 clusters Score: Raw -1489927.205013 + Penalty 3072.827533 = -1486854.377480 nChanged 9 SP:Iteration 57Q (351.394670 sec): 3 clusters Score: Raw -1489928.127859 + Penalty 3072.827533 = -1486855.300325 nChanged 8 SP:Iteration 58Q (351.453791 sec): 3 clusters Score: Raw -1489928.998792 + Penalty 3072.827533 = -1486856.171259 nChanged 7 SP:Iteration 59Q (351.522596 sec): 3 clusters Score: Raw -1489930.181081 + Penalty 3072.827533 = -1486857.353548 nChanged 14 SP:Iteration 60F (351.599790 sec): 3 clusters Score: Raw -1489932.068471 + Penalty 3072.827533 = -1486859.240937 nChanged 11 SP:Iteration 61Q (351.671794 sec): 3 clusters Score: Raw -1489933.141439 + Penalty 3072.827533 = -1486860.313906 nChanged 6 SP:Iteration 62Q (351.730250 sec): 3 clusters Score: Raw -1489933.552026 + Penalty 3072.827533 = -1486860.724492 nChanged 2 SP:Iteration 63Q (351.803761 sec): 3 clusters Score: Raw -1489933.952771 + Penalty 3072.827533 = -1486861.125237 nChanged 4 SP:Iteration 64Q (351.874346 sec): 3 clusters Score: Raw -1489934.268230 + Penalty 3072.827533 = -1486861.440696 nChanged 0 SP:Iteration 65F (351.944277 sec): 3 clusters Score: Raw -1489934.268230 + Penalty 3072.827533 = -1486861.440696 nChanged 0 Trying to split cluster 15 (11709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.996884 sec): 2 clusters Score: Raw -1426049.994023 + Penalty 1522.318372 = -1424527.675652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.063580 sec): 3 clusters Score: Raw -1419345.151890 + Penalty 3044.636743 = -1416300.515146 nChanged 5096 SP:Iteration 1F (352.129710 sec): 3 clusters Score: Raw -1422574.264901 + Penalty 3044.636743 = -1419529.628158 nChanged 1091 SP:Iteration 2F (352.189780 sec): 3 clusters Score: Raw -1423750.593450 + Penalty 3044.636743 = -1420705.956707 nChanged 1225 SP:Iteration 3F (352.263937 sec): 3 clusters Score: Raw -1425132.391613 + Penalty 3044.636743 = -1422087.754870 nChanged 1041 SP:Iteration 4F (352.321521 sec): 3 clusters Score: Raw -1426166.108003 + Penalty 3044.636743 = -1423121.471260 nChanged 668 SP:Iteration 5F (352.388915 sec): 3 clusters Score: Raw -1426780.409841 + Penalty 3044.636743 = -1423735.773098 nChanged 419 SP:Iteration 6Q (352.462899 sec): 3 clusters Score: Raw -1427120.826840 + Penalty 3044.636743 = -1424076.190096 nChanged 235 SP:Iteration 7Q (352.527225 sec): 3 clusters Score: Raw -1427252.329434 + Penalty 3044.636743 = -1424207.692691 nChanged 139 SP:Iteration 8Q (352.585180 sec): 3 clusters Score: Raw -1427321.214349 + Penalty 3044.636743 = -1424276.577606 nChanged 110 SP:Iteration 9Q (352.654364 sec): 3 clusters Score: Raw -1427374.921099 + Penalty 3044.636743 = -1424330.284356 nChanged 80 SP:Iteration 10Q (352.715711 sec): 3 clusters Score: Raw -1427408.159744 + Penalty 3044.636743 = -1424363.523001 nChanged 56 SP:Iteration 11Q (352.772085 sec): 3 clusters Score: Raw -1427428.505961 + Penalty 3044.636743 = -1424383.869218 nChanged 53 SP:Iteration 12Q (352.850387 sec): 3 clusters Score: Raw -1427447.159056 + Penalty 3044.636743 = -1424402.522313 nChanged 49 SP:Iteration 13Q (352.918783 sec): 3 clusters Score: Raw -1427465.428514 + Penalty 3044.636743 = -1424420.791771 nChanged 47 SP:Iteration 14Q (352.984306 sec): 3 clusters Score: Raw -1427481.937348 + Penalty 3044.636743 = -1424437.300605 nChanged 30 SP:Iteration 15Q (353.049526 sec): 3 clusters Score: Raw -1427490.075277 + Penalty 3044.636743 = -1424445.438534 nChanged 19 SP:Iteration 16Q (353.116182 sec): 3 clusters Score: Raw -1427493.592906 + Penalty 3044.636743 = -1424448.956163 nChanged 10 SP:Iteration 17Q (353.182500 sec): 3 clusters Score: Raw -1427495.304777 + Penalty 3044.636743 = -1424450.668034 nChanged 5 SP:Iteration 18Q (353.245879 sec): 3 clusters Score: Raw -1427496.115379 + Penalty 3044.636743 = -1424451.478636 nChanged 6 SP:Iteration 19Q (353.312669 sec): 3 clusters Score: Raw -1427497.996941 + Penalty 3044.636743 = -1424453.360198 nChanged 12 SP:Iteration 20F (353.369800 sec): 3 clusters Score: Raw -1427500.596844 + Penalty 3044.636743 = -1424455.960101 nChanged 8 SP:Iteration 21Q (353.441309 sec): 3 clusters Score: Raw -1427501.685490 + Penalty 3044.636743 = -1424457.048747 nChanged 6 SP:Iteration 22Q (353.505987 sec): 3 clusters Score: Raw -1427502.347056 + Penalty 3044.636743 = -1424457.710313 nChanged 6 SP:Iteration 23Q (353.574128 sec): 3 clusters Score: Raw -1427503.531184 + Penalty 3044.636743 = -1424458.894441 nChanged 5 SP:Iteration 24Q (353.623536 sec): 3 clusters Score: Raw -1427504.371602 + Penalty 3044.636743 = -1424459.734858 nChanged 2 SP:Iteration 25Q (353.691344 sec): 3 clusters Score: Raw -1427504.584592 + Penalty 3044.636743 = -1424459.947848 nChanged 0 SP:Iteration 26F (353.749768 sec): 3 clusters Score: Raw -1427504.584592 + Penalty 3044.636743 = -1424459.947848 nChanged 0 Trying to split cluster 16 (6800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (353.786845 sec): 2 clusters Score: Raw -822036.254610 + Penalty 1434.010157 = -820602.244453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (353.845457 sec): 3 clusters Score: Raw -818310.416216 + Penalty 2868.020315 = -815442.395902 nChanged 2853 SP:Iteration 1F (353.914824 sec): 3 clusters Score: Raw -819881.739653 + Penalty 2868.020315 = -817013.719339 nChanged 455 SP:Iteration 2F (353.958701 sec): 3 clusters Score: Raw -820103.133886 + Penalty 2868.020315 = -817235.113571 nChanged 373 SP:Iteration 3F (354.014656 sec): 3 clusters Score: Raw -820316.593365 + Penalty 2868.020315 = -817448.573051 nChanged 348 SP:Iteration 4F (354.070797 sec): 3 clusters Score: Raw -820518.847197 + Penalty 2868.020315 = -817650.826883 nChanged 329 SP:Iteration 5Q (354.134435 sec): 3 clusters Score: Raw -820710.616013 + Penalty 2868.020315 = -817842.595698 nChanged 315 SP:Iteration 6Q (354.181059 sec): 3 clusters Score: Raw -820916.409139 + Penalty 2868.020315 = -818048.388824 nChanged 320 SP:Iteration 7Q (354.229295 sec): 3 clusters Score: Raw -821129.856122 + Penalty 2868.020315 = -818261.835807 nChanged 306 SP:Iteration 8Q (354.287058 sec): 3 clusters Score: Raw -821325.139353 + Penalty 2868.020315 = -818457.119039 nChanged 272 SP:Iteration 9Q (354.342729 sec): 3 clusters Score: Raw -821490.888666 + Penalty 2868.020315 = -818622.868351 nChanged 209 SP:Iteration 10Q (354.391305 sec): 3 clusters Score: Raw -821601.075091 + Penalty 2868.020315 = -818733.054776 nChanged 176 SP:Iteration 11Q (354.448887 sec): 3 clusters Score: Raw -821683.356012 + Penalty 2868.020315 = -818815.335697 nChanged 131 SP:Iteration 12Q (354.514411 sec): 3 clusters Score: Raw -821745.003949 + Penalty 2868.020315 = -818876.983634 nChanged 119 SP:Iteration 13Q (354.569005 sec): 3 clusters Score: Raw -821792.110316 + Penalty 2868.020315 = -818924.090002 nChanged 98 SP:Iteration 14Q (354.625963 sec): 3 clusters Score: Raw -821825.515546 + Penalty 2868.020315 = -818957.495231 nChanged 79 SP:Iteration 15Q (354.678738 sec): 3 clusters Score: Raw -821854.517892 + Penalty 2868.020315 = -818986.497578 nChanged 70 SP:Iteration 16Q (354.731782 sec): 3 clusters Score: Raw -821883.305988 + Penalty 2868.020315 = -819015.285674 nChanged 67 SP:Iteration 17Q (354.775341 sec): 3 clusters Score: Raw -821907.614189 + Penalty 2868.020315 = -819039.593875 nChanged 55 SP:Iteration 18Q (354.830083 sec): 3 clusters Score: Raw -821926.454676 + Penalty 2868.020315 = -819058.434362 nChanged 55 SP:Iteration 19Q (354.892606 sec): 3 clusters Score: Raw -821946.614837 + Penalty 2868.020315 = -819078.594522 nChanged 49 SP:Iteration 20F (354.939817 sec): 3 clusters Score: Raw -821961.777364 + Penalty 2868.020315 = -819093.757049 nChanged 40 SP:Iteration 21Q (354.998794 sec): 3 clusters Score: Raw -821973.198719 + Penalty 2868.020315 = -819105.178404 nChanged 40 SP:Iteration 22Q (355.052472 sec): 3 clusters Score: Raw -821983.309235 + Penalty 2868.020315 = -819115.288921 nChanged 31 SP:Iteration 23Q (355.109734 sec): 3 clusters Score: Raw -821992.434973 + Penalty 2868.020315 = -819124.414658 nChanged 29 SP:Iteration 24Q (355.162797 sec): 3 clusters Score: Raw -822000.230338 + Penalty 2868.020315 = -819132.210024 nChanged 35 SP:Iteration 25Q (355.221640 sec): 3 clusters Score: Raw -822009.303253 + Penalty 2868.020315 = -819141.282939 nChanged 28 SP:Iteration 26Q (355.279001 sec): 3 clusters Score: Raw -822017.642971 + Penalty 2868.020315 = -819149.622656 nChanged 29 SP:Iteration 27Q (355.337006 sec): 3 clusters Score: Raw -822025.891311 + Penalty 2868.020315 = -819157.870996 nChanged 23 SP:Iteration 28Q (355.384540 sec): 3 clusters Score: Raw -822030.967083 + Penalty 2868.020315 = -819162.946769 nChanged 14 SP:Iteration 29Q (355.439737 sec): 3 clusters Score: Raw -822034.783355 + Penalty 2868.020315 = -819166.763041 nChanged 16 SP:Iteration 30Q (355.502660 sec): 3 clusters Score: Raw -822039.485947 + Penalty 2868.020315 = -819171.465633 nChanged 24 SP:Iteration 31Q (355.560876 sec): 3 clusters Score: Raw -822045.513307 + Penalty 2868.020315 = -819177.492993 nChanged 17 SP:Iteration 32Q (355.617202 sec): 3 clusters Score: Raw -822050.346625 + Penalty 2868.020315 = -819182.326311 nChanged 17 SP:Iteration 33Q (355.667091 sec): 3 clusters Score: Raw -822055.359693 + Penalty 2868.020315 = -819187.339379 nChanged 14 SP:Iteration 34Q (355.715465 sec): 3 clusters Score: Raw -822057.998773 + Penalty 2868.020315 = -819189.978459 nChanged 10 SP:Iteration 35Q (355.774158 sec): 3 clusters Score: Raw -822060.972713 + Penalty 2868.020315 = -819192.952398 nChanged 12 SP:Iteration 36Q (355.831223 sec): 3 clusters Score: Raw -822063.714225 + Penalty 2868.020315 = -819195.693911 nChanged 17 SP:Iteration 37Q (355.883484 sec): 3 clusters Score: Raw -822068.445951 + Penalty 2868.020315 = -819200.425637 nChanged 18 SP:Iteration 38Q (355.940201 sec): 3 clusters Score: Raw -822074.634636 + Penalty 2868.020315 = -819206.614322 nChanged 19 SP:Iteration 39Q (356.006378 sec): 3 clusters Score: Raw -822080.152666 + Penalty 2868.020315 = -819212.132351 nChanged 22 SP:Iteration 40F (356.059799 sec): 3 clusters Score: Raw -822086.326369 + Penalty 2868.020315 = -819218.306054 nChanged 17 SP:Iteration 41Q (356.112619 sec): 3 clusters Score: Raw -822090.819220 + Penalty 2868.020315 = -819222.798906 nChanged 21 SP:Iteration 42Q (356.170020 sec): 3 clusters Score: Raw -822098.483358 + Penalty 2868.020315 = -819230.463043 nChanged 25 SP:Iteration 43Q (356.223099 sec): 3 clusters Score: Raw -822105.300451 + Penalty 2868.020315 = -819237.280137 nChanged 28 SP:Iteration 44Q (356.270227 sec): 3 clusters Score: Raw -822112.301579 + Penalty 2868.020315 = -819244.281265 nChanged 24 SP:Iteration 45Q (356.326486 sec): 3 clusters Score: Raw -822119.388486 + Penalty 2868.020315 = -819251.368172 nChanged 18 SP:Iteration 46Q (356.381947 sec): 3 clusters Score: Raw -822123.697214 + Penalty 2868.020315 = -819255.676899 nChanged 11 SP:Iteration 47Q (356.443201 sec): 3 clusters Score: Raw -822126.509996 + Penalty 2868.020315 = -819258.489681 nChanged 14 SP:Iteration 48Q (356.498909 sec): 3 clusters Score: Raw -822129.866727 + Penalty 2868.020315 = -819261.846413 nChanged 16 SP:Iteration 49Q (356.548178 sec): 3 clusters Score: Raw -822133.031051 + Penalty 2868.020315 = -819265.010736 nChanged 9 SP:Iteration 50Q (356.611733 sec): 3 clusters Score: Raw -822134.865857 + Penalty 2868.020315 = -819266.845542 nChanged 10 SP:Iteration 51Q (356.659533 sec): 3 clusters Score: Raw -822137.610446 + Penalty 2868.020315 = -819269.590132 nChanged 11 SP:Iteration 52Q (356.714100 sec): 3 clusters Score: Raw -822141.191203 + Penalty 2868.020315 = -819273.170889 nChanged 10 SP:Iteration 53Q (356.773345 sec): 3 clusters Score: Raw -822144.199777 + Penalty 2868.020315 = -819276.179463 nChanged 12 SP:Iteration 54Q (356.819264 sec): 3 clusters Score: Raw -822147.117758 + Penalty 2868.020315 = -819279.097444 nChanged 9 SP:Iteration 55Q (356.882628 sec): 3 clusters Score: Raw -822148.844963 + Penalty 2868.020315 = -819280.824649 nChanged 10 SP:Iteration 56Q (356.937836 sec): 3 clusters Score: Raw -822152.718030 + Penalty 2868.020315 = -819284.697715 nChanged 11 SP:Iteration 57Q (356.981862 sec): 3 clusters Score: Raw -822155.705807 + Penalty 2868.020315 = -819287.685492 nChanged 10 SP:Iteration 58Q (357.040665 sec): 3 clusters Score: Raw -822157.918387 + Penalty 2868.020315 = -819289.898072 nChanged 12 SP:Iteration 59Q (357.099706 sec): 3 clusters Score: Raw -822160.983333 + Penalty 2868.020315 = -819292.963018 nChanged 7 SP:Iteration 60F (357.137029 sec): 3 clusters Score: Raw -822163.152837 + Penalty 2868.020315 = -819295.132522 nChanged 7 SP:Iteration 61Q (357.196172 sec): 3 clusters Score: Raw -822164.560934 + Penalty 2868.020315 = -819296.540619 nChanged 3 SP:Iteration 62Q (357.252211 sec): 3 clusters Score: Raw -822165.491187 + Penalty 2868.020315 = -819297.470873 nChanged 7 SP:Iteration 63Q (357.306669 sec): 3 clusters Score: Raw -822167.065845 + Penalty 2868.020315 = -819299.045531 nChanged 4 SP:Iteration 64Q (357.366352 sec): 3 clusters Score: Raw -822168.553438 + Penalty 2868.020315 = -819300.533124 nChanged 6 SP:Iteration 65Q (357.420767 sec): 3 clusters Score: Raw -822170.244023 + Penalty 2868.020315 = -819302.223708 nChanged 7 SP:Iteration 66Q (357.468860 sec): 3 clusters Score: Raw -822171.472448 + Penalty 2868.020315 = -819303.452133 nChanged 5 SP:Iteration 67Q (357.532449 sec): 3 clusters Score: Raw -822172.780974 + Penalty 2868.020315 = -819304.760659 nChanged 2 SP:Iteration 68Q (357.585399 sec): 3 clusters Score: Raw -822173.248130 + Penalty 2868.020315 = -819305.227816 nChanged 4 SP:Iteration 69Q (357.642213 sec): 3 clusters Score: Raw -822174.728114 + Penalty 2868.020315 = -819306.707800 nChanged 3 SP:Iteration 70Q (357.696931 sec): 3 clusters Score: Raw -822175.620233 + Penalty 2868.020315 = -819307.599918 nChanged 6 SP:Iteration 71Q (357.745511 sec): 3 clusters Score: Raw -822176.666988 + Penalty 2868.020315 = -819308.646673 nChanged 5 SP:Iteration 72Q (357.802508 sec): 3 clusters Score: Raw -822177.561597 + Penalty 2868.020315 = -819309.541282 nChanged 6 SP:Iteration 73Q (357.860968 sec): 3 clusters Score: Raw -822178.616870 + Penalty 2868.020315 = -819310.596556 nChanged 1 SP:Iteration 74Q (357.917162 sec): 3 clusters Score: Raw -822178.769545 + Penalty 2868.020315 = -819310.749230 nChanged 4 SP:Iteration 75Q (357.966594 sec): 3 clusters Score: Raw -822179.580015 + Penalty 2868.020315 = -819311.559701 nChanged 6 SP:Iteration 76Q (358.025545 sec): 3 clusters Score: Raw -822181.256744 + Penalty 2868.020315 = -819313.236430 nChanged 7 SP:Iteration 77Q (358.073592 sec): 3 clusters Score: Raw -822182.626039 + Penalty 2868.020315 = -819314.605724 nChanged 5 SP:Iteration 78Q (358.126977 sec): 3 clusters Score: Raw -822184.421486 + Penalty 2868.020315 = -819316.401172 nChanged 5 SP:Iteration 79Q (358.183178 sec): 3 clusters Score: Raw -822185.722958 + Penalty 2868.020315 = -819317.702644 nChanged 8 SP:Iteration 80F (358.231748 sec): 3 clusters Score: Raw -822189.537566 + Penalty 2868.020315 = -819321.517251 nChanged 15 SP:Iteration 81Q (358.287856 sec): 3 clusters Score: Raw -822196.762198 + Penalty 2868.020315 = -819328.741883 nChanged 23 SP:Iteration 82Q (358.352390 sec): 3 clusters Score: Raw -822204.801542 + Penalty 2868.020315 = -819336.781227 nChanged 18 SP:Iteration 83Q (358.394854 sec): 3 clusters Score: Raw -822210.276767 + Penalty 2868.020315 = -819342.256452 nChanged 11 SP:Iteration 84Q (358.453943 sec): 3 clusters Score: Raw -822213.466248 + Penalty 2868.020315 = -819345.445933 nChanged 7 SP:Iteration 85Q (358.502694 sec): 3 clusters Score: Raw -822215.789014 + Penalty 2868.020315 = -819347.768700 nChanged 8 SP:Iteration 86Q (358.557888 sec): 3 clusters Score: Raw -822217.681611 + Penalty 2868.020315 = -819349.661297 nChanged 9 SP:Iteration 87Q (358.616714 sec): 3 clusters Score: Raw -822220.416440 + Penalty 2868.020315 = -819352.396125 nChanged 5 SP:Iteration 88Q (358.668285 sec): 3 clusters Score: Raw -822222.404591 + Penalty 2868.020315 = -819354.384276 nChanged 7 SP:Iteration 89Q (358.716675 sec): 3 clusters Score: Raw -822224.445921 + Penalty 2868.020315 = -819356.425606 nChanged 8 SP:Iteration 90Q (358.759026 sec): 3 clusters Score: Raw -822226.671146 + Penalty 2868.020315 = -819358.650832 nChanged 7 SP:Iteration 91Q (358.810162 sec): 3 clusters Score: Raw -822227.957108 + Penalty 2868.020315 = -819359.936794 nChanged 4 SP:Iteration 92Q (358.870210 sec): 3 clusters Score: Raw -822228.626318 + Penalty 2868.020315 = -819360.606003 nChanged 3 SP:Iteration 93Q (358.911104 sec): 3 clusters Score: Raw -822229.611866 + Penalty 2868.020315 = -819361.591551 nChanged 2 SP:Iteration 94Q (358.980069 sec): 3 clusters Score: Raw -822229.985705 + Penalty 2868.020315 = -819361.965390 nChanged 2 SP:Iteration 95Q (359.038852 sec): 3 clusters Score: Raw -822230.515144 + Penalty 2868.020315 = -819362.494829 nChanged 2 SP:Iteration 96Q (359.082994 sec): 3 clusters Score: Raw -822230.861714 + Penalty 2868.020315 = -819362.841399 nChanged 2 SP:Iteration 97Q (359.141620 sec): 3 clusters Score: Raw -822231.138872 + Penalty 2868.020315 = -819363.118558 nChanged 2 SP:Iteration 98Q (359.196032 sec): 3 clusters Score: Raw -822232.364313 + Penalty 2868.020315 = -819364.343998 nChanged 6 SP:Iteration 99Q (359.244597 sec): 3 clusters Score: Raw -822234.217219 + Penalty 2868.020315 = -819366.196905 nChanged 8 SP:Iteration 100F (359.297663 sec): 3 clusters Score: Raw -822236.577196 + Penalty 2868.020315 = -819368.556881 nChanged 8 SP:Iteration 101Q (359.349022 sec): 3 clusters Score: Raw -822238.604019 + Penalty 2868.020315 = -819370.583704 nChanged 8 SP:Iteration 102Q (359.403755 sec): 3 clusters Score: Raw -822241.059856 + Penalty 2868.020315 = -819373.039541 nChanged 10 SP:Iteration 103Q (359.457950 sec): 3 clusters Score: Raw -822243.989396 + Penalty 2868.020315 = -819375.969081 nChanged 7 SP:Iteration 104Q (359.502074 sec): 3 clusters Score: Raw -822246.208866 + Penalty 2868.020315 = -819378.188551 nChanged 7 SP:Iteration 105Q (359.560434 sec): 3 clusters Score: Raw -822248.066428 + Penalty 2868.020315 = -819380.046113 nChanged 4 SP:Iteration 106Q (359.602706 sec): 3 clusters Score: Raw -822249.410190 + Penalty 2868.020315 = -819381.389875 nChanged 4 SP:Iteration 107Q (359.660055 sec): 3 clusters Score: Raw -822250.578177 + Penalty 2868.020315 = -819382.557862 nChanged 2 SP:Iteration 108Q (359.712570 sec): 3 clusters Score: Raw -822251.198443 + Penalty 2868.020315 = -819383.178128 nChanged 4 SP:Iteration 109Q (359.767178 sec): 3 clusters Score: Raw -822252.016727 + Penalty 2868.020315 = -819383.996412 nChanged 2 SP:Iteration 110Q (359.812240 sec): 3 clusters Score: Raw -822252.657338 + Penalty 2868.020315 = -819384.637024 nChanged 3 SP:Iteration 111Q (359.863243 sec): 3 clusters Score: Raw -822253.702348 + Penalty 2868.020315 = -819385.682033 nChanged 2 SP:Iteration 112Q (359.915000 sec): 3 clusters Score: Raw -822254.794766 + Penalty 2868.020315 = -819386.774451 nChanged 1 SP:Iteration 113Q (359.965745 sec): 3 clusters Score: Raw -822254.871833 + Penalty 2868.020315 = -819386.851519 nChanged 1 SP:Iteration 114Q (360.031532 sec): 3 clusters Score: Raw -822255.050818 + Penalty 2868.020315 = -819387.030503 nChanged 1 SP:Iteration 115Q (360.081800 sec): 3 clusters Score: Raw -822255.278874 + Penalty 2868.020315 = -819387.258560 nChanged 0 SP:Iteration 116F (360.137278 sec): 3 clusters Score: Raw -822255.278874 + Penalty 2868.020315 = -819387.258560 nChanged 0 Trying to split cluster 17 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.152192 sec): 2 clusters Score: Raw -59246.451130 + Penalty 1036.769912 = -58209.681218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.203678 sec): 3 clusters Score: Raw -59214.603801 + Penalty 2073.539824 = -57141.063977 nChanged 153 SP:Iteration 1F (360.238505 sec): 3 clusters Score: Raw -59482.081148 + Penalty 2073.539824 = -57408.541323 nChanged 56 SP:Iteration 2F (360.279199 sec): 3 clusters Score: Raw -59719.251031 + Penalty 2073.539824 = -57645.711206 nChanged 56 SP:Iteration 3F (360.322096 sec): 3 clusters Score: Raw -59903.230843 + Penalty 2073.539824 = -57829.691019 nChanged 35 SP:Iteration 4F (360.373856 sec): 3 clusters Score: Raw -59994.577849 + Penalty 2073.539824 = -57921.038025 nChanged 17 SP:Iteration 5Q (360.412344 sec): 3 clusters Score: Raw -60044.694985 + Penalty 2073.539824 = -57971.155160 nChanged 6 SP:Iteration 6Q (360.447816 sec): 3 clusters Score: Raw -60061.672741 + Penalty 2073.539824 = -57988.132917 nChanged 7 SP:Iteration 7Q (360.504066 sec): 3 clusters Score: Raw -60106.697540 + Penalty 2073.539824 = -58033.157716 nChanged 6 SP:Iteration 8Q (360.542940 sec): 3 clusters Score: Raw -60180.309455 + Penalty 2073.539824 = -58106.769631 nChanged 8 SP:Iteration 9Q (360.577109 sec): 3 clusters Score: Raw -60228.236795 + Penalty 2073.539824 = -58154.696970 nChanged 9 SP:Iteration 10Q (360.619458 sec): 3 clusters Score: Raw -60262.427971 + Penalty 2073.539824 = -58188.888146 nChanged 5 SP:Iteration 11Q (360.658830 sec): 3 clusters Score: Raw -60287.167161 + Penalty 2073.539824 = -58213.627337 nChanged 9 SP:Iteration 12Q (360.711736 sec): 3 clusters Score: Raw -60343.773872 + Penalty 2073.539824 = -58270.234048 nChanged 11 SP:Iteration 13Q (360.754386 sec): 3 clusters Score: Raw -60390.627858 + Penalty 2073.539824 = -58317.088033 nChanged 9 SP:Iteration 14Q (360.786873 sec): 3 clusters Score: Raw -60417.124782 + Penalty 2073.539824 = -58343.584957 nChanged 6 SP:Iteration 15Q (360.837570 sec): 3 clusters Score: Raw -60430.178820 + Penalty 2073.539824 = -58356.638996 nChanged 3 SP:Iteration 16Q (360.865519 sec): 3 clusters Score: Raw -60436.132442 + Penalty 2073.539824 = -58362.592617 nChanged 1 SP:Iteration 17Q (360.917053 sec): 3 clusters Score: Raw -60437.886724 + Penalty 2073.539824 = -58364.346900 nChanged 1 SP:Iteration 18Q (360.950869 sec): 3 clusters Score: Raw -60441.219657 + Penalty 2073.539824 = -58367.679833 nChanged 1 SP:Iteration 19Q (360.993112 sec): 3 clusters Score: Raw -60443.033155 + Penalty 2073.539824 = -58369.493330 nChanged 1 SP:Iteration 20F (361.035649 sec): 3 clusters Score: Raw -60450.728309 + Penalty 2073.539824 = -58377.188485 nChanged 2 SP:Iteration 21Q (361.072595 sec): 3 clusters Score: Raw -60458.406489 + Penalty 2073.539824 = -58384.866664 nChanged 0 SP:Iteration 22F (361.118545 sec): 3 clusters Score: Raw -60458.406489 + Penalty 2073.539824 = -58384.866664 nChanged 0 Score: Raw -42659079.886231 + Penalty 49965.158725 = -42609114.727506 Splitting cluster 17 changes total score from -42605757.208733 to -42609114.727506 So it's getting split into cluster 24. Trying to split cluster 18 (5760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (366.809605 sec): 2 clusters Score: Raw -596816.906966 + Penalty 1407.037572 = -595409.869394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (366.871459 sec): 3 clusters Score: Raw -593826.973587 + Penalty 2814.075145 = -591012.898442 nChanged 2382 SP:Iteration 1F (366.927735 sec): 3 clusters Score: Raw -595263.447352 + Penalty 2814.075145 = -592449.372207 nChanged 494 SP:Iteration 2F (366.976255 sec): 3 clusters Score: Raw -595656.774951 + Penalty 2814.075145 = -592842.699806 nChanged 478 SP:Iteration 3F (367.023516 sec): 3 clusters Score: Raw -596123.213833 + Penalty 2814.075145 = -593309.138688 nChanged 457 SP:Iteration 4F (367.085355 sec): 3 clusters Score: Raw -596560.328894 + Penalty 2814.075145 = -593746.253749 nChanged 417 SP:Iteration 5F (367.140014 sec): 3 clusters Score: Raw -596886.730388 + Penalty 2814.075145 = -594072.655243 nChanged 332 SP:Iteration 6F (367.181433 sec): 3 clusters Score: Raw -597143.153391 + Penalty 2814.075145 = -594329.078246 nChanged 270 SP:Iteration 7Q (367.233880 sec): 3 clusters Score: Raw -597332.439596 + Penalty 2814.075145 = -594518.364451 nChanged 211 SP:Iteration 8Q (367.287162 sec): 3 clusters Score: Raw -597474.358158 + Penalty 2814.075145 = -594660.283013 nChanged 191 SP:Iteration 9Q (367.340989 sec): 3 clusters Score: Raw -597607.521922 + Penalty 2814.075145 = -594793.446777 nChanged 157 SP:Iteration 10Q (367.391780 sec): 3 clusters Score: Raw -597721.022662 + Penalty 2814.075145 = -594906.947517 nChanged 123 SP:Iteration 11Q (367.450164 sec): 3 clusters Score: Raw -597793.588114 + Penalty 2814.075145 = -594979.512969 nChanged 95 SP:Iteration 12Q (367.502115 sec): 3 clusters Score: Raw -597846.692826 + Penalty 2814.075145 = -595032.617681 nChanged 65 SP:Iteration 13Q (367.550861 sec): 3 clusters Score: Raw -597882.916022 + Penalty 2814.075145 = -595068.840877 nChanged 55 SP:Iteration 14Q (367.609171 sec): 3 clusters Score: Raw -597909.419220 + Penalty 2814.075145 = -595095.344075 nChanged 43 SP:Iteration 15Q (367.667137 sec): 3 clusters Score: Raw -597930.904363 + Penalty 2814.075145 = -595116.829218 nChanged 35 SP:Iteration 16Q (367.709067 sec): 3 clusters Score: Raw -597946.830979 + Penalty 2814.075145 = -595132.755834 nChanged 31 SP:Iteration 17Q (367.766549 sec): 3 clusters Score: Raw -597960.524628 + Penalty 2814.075145 = -595146.449483 nChanged 25 SP:Iteration 18Q (367.819879 sec): 3 clusters Score: Raw -597970.772524 + Penalty 2814.075145 = -595156.697379 nChanged 18 SP:Iteration 19Q (367.866468 sec): 3 clusters Score: Raw -597977.505935 + Penalty 2814.075145 = -595163.430790 nChanged 13 SP:Iteration 20F (367.918559 sec): 3 clusters Score: Raw -597982.683341 + Penalty 2814.075145 = -595168.608196 nChanged 10 SP:Iteration 21Q (367.975871 sec): 3 clusters Score: Raw -597986.051282 + Penalty 2814.075145 = -595171.976137 nChanged 7 SP:Iteration 22Q (368.013780 sec): 3 clusters Score: Raw -597988.410761 + Penalty 2814.075145 = -595174.335616 nChanged 8 SP:Iteration 23Q (368.066219 sec): 3 clusters Score: Raw -597990.961665 + Penalty 2814.075145 = -595176.886520 nChanged 7 SP:Iteration 24Q (368.126751 sec): 3 clusters Score: Raw -597993.168182 + Penalty 2814.075145 = -595179.093037 nChanged 5 SP:Iteration 25Q (368.179102 sec): 3 clusters Score: Raw -597995.582780 + Penalty 2814.075145 = -595181.507635 nChanged 6 SP:Iteration 26Q (368.224979 sec): 3 clusters Score: Raw -597997.525488 + Penalty 2814.075145 = -595183.450343 nChanged 3 SP:Iteration 27Q (368.288851 sec): 3 clusters Score: Raw -597998.191495 + Penalty 2814.075145 = -595184.116350 nChanged 1 SP:Iteration 28Q (368.336605 sec): 3 clusters Score: Raw -597998.388288 + Penalty 2814.075145 = -595184.313143 nChanged 0 SP:Iteration 29F (368.399590 sec): 3 clusters Score: Raw -597998.388288 + Penalty 2814.075145 = -595184.313143 nChanged 0 Trying to split cluster 19 (33307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.465652 sec): 2 clusters Score: Raw -3947984.546369 + Penalty 1692.197465 = -3946292.348903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (368.561062 sec): 3 clusters Score: Raw -3927130.658309 + Penalty 3384.394931 = -3923746.263378 nChanged 15616 SP:Iteration 1F (368.652139 sec): 3 clusters Score: Raw -3935582.123502 + Penalty 3384.394931 = -3932197.728571 nChanged 1381 SP:Iteration 2Q (368.754917 sec): 3 clusters Score: Raw -3935999.953539 + Penalty 3384.394931 = -3932615.558608 nChanged 1355 SP:Iteration 3Q (368.860200 sec): 3 clusters Score: Raw -3936424.851828 + Penalty 3384.394931 = -3933040.456897 nChanged 1344 SP:Iteration 4Q (368.972681 sec): 3 clusters Score: Raw -3936906.547209 + Penalty 3384.394931 = -3933522.152278 nChanged 1435 SP:Iteration 5Q (369.079128 sec): 3 clusters Score: Raw -3937455.751452 + Penalty 3384.394931 = -3934071.356522 nChanged 1427 SP:Iteration 6Q (369.186741 sec): 3 clusters Score: Raw -3938128.784569 + Penalty 3384.394931 = -3934744.389638 nChanged 1527 SP:Iteration 7Q (369.283224 sec): 3 clusters Score: Raw -3938918.875263 + Penalty 3384.394931 = -3935534.480333 nChanged 1611 SP:Iteration 8Q (369.395906 sec): 3 clusters Score: Raw -3939832.228805 + Penalty 3384.394931 = -3936447.833874 nChanged 1672 SP:Iteration 9F (369.492181 sec): 3 clusters Score: Raw -3940826.580279 + Penalty 3384.394931 = -3937442.185348 nChanged 1718 SP:Iteration 10F (369.589205 sec): 3 clusters Score: Raw -3942019.305329 + Penalty 3384.394931 = -3938634.910398 nChanged 1643 SP:Iteration 11Q (369.706047 sec): 3 clusters Score: Raw -3943190.089972 + Penalty 3384.394931 = -3939805.695041 nChanged 1448 SP:Iteration 12Q (369.806311 sec): 3 clusters Score: Raw -3944220.263573 + Penalty 3384.394931 = -3940835.868642 nChanged 1239 SP:Iteration 13Q (369.898440 sec): 3 clusters Score: Raw -3945047.842583 + Penalty 3384.394931 = -3941663.447652 nChanged 1007 SP:Iteration 14Q (369.999551 sec): 3 clusters Score: Raw -3945697.896206 + Penalty 3384.394931 = -3942313.501275 nChanged 828 SP:Iteration 15Q (370.087200 sec): 3 clusters Score: Raw -3946235.544458 + Penalty 3384.394931 = -3942851.149527 nChanged 667 SP:Iteration 16Q (370.188373 sec): 3 clusters Score: Raw -3946620.532269 + Penalty 3384.394931 = -3943236.137338 nChanged 571 SP:Iteration 17Q (370.280205 sec): 3 clusters Score: Raw -3946931.285798 + Penalty 3384.394931 = -3943546.890867 nChanged 466 SP:Iteration 18Q (370.378951 sec): 3 clusters Score: Raw -3947175.827280 + Penalty 3384.394931 = -3943791.432350 nChanged 372 SP:Iteration 19Q (370.473198 sec): 3 clusters Score: Raw -3947358.984613 + Penalty 3384.394931 = -3943974.589682 nChanged 314 SP:Iteration 20F (370.576452 sec): 3 clusters Score: Raw -3947511.955685 + Penalty 3384.394931 = -3944127.560754 nChanged 255 SP:Iteration 21Q (370.671621 sec): 3 clusters Score: Raw -3947649.709272 + Penalty 3384.394931 = -3944265.314341 nChanged 244 SP:Iteration 22Q (370.771709 sec): 3 clusters Score: Raw -3947775.383831 + Penalty 3384.394931 = -3944390.988900 nChanged 192 SP:Iteration 23Q (370.845803 sec): 3 clusters Score: Raw -3947872.767995 + Penalty 3384.394931 = -3944488.373064 nChanged 164 SP:Iteration 24Q (370.946055 sec): 3 clusters Score: Raw -3947954.332888 + Penalty 3384.394931 = -3944569.937957 nChanged 133 SP:Iteration 25Q (371.038186 sec): 3 clusters Score: Raw -3948028.575194 + Penalty 3384.394931 = -3944644.180263 nChanged 118 SP:Iteration 26Q (371.138125 sec): 3 clusters Score: Raw -3948085.244619 + Penalty 3384.394931 = -3944700.849688 nChanged 93 SP:Iteration 27Q (371.220671 sec): 3 clusters Score: Raw -3948129.885735 + Penalty 3384.394931 = -3944745.490804 nChanged 71 SP:Iteration 28Q (371.312830 sec): 3 clusters Score: Raw -3948161.910447 + Penalty 3384.394931 = -3944777.515516 nChanged 52 SP:Iteration 29Q (371.392718 sec): 3 clusters Score: Raw -3948184.299221 + Penalty 3384.394931 = -3944799.904291 nChanged 58 SP:Iteration 30Q (371.493538 sec): 3 clusters Score: Raw -3948205.433886 + Penalty 3384.394931 = -3944821.038955 nChanged 42 SP:Iteration 31Q (371.582810 sec): 3 clusters Score: Raw -3948221.919632 + Penalty 3384.394931 = -3944837.524701 nChanged 38 SP:Iteration 32Q (371.663411 sec): 3 clusters Score: Raw -3948233.489701 + Penalty 3384.394931 = -3944849.094770 nChanged 31 SP:Iteration 33Q (371.756235 sec): 3 clusters Score: Raw -3948246.526837 + Penalty 3384.394931 = -3944862.131906 nChanged 28 SP:Iteration 34Q (371.854547 sec): 3 clusters Score: Raw -3948261.469616 + Penalty 3384.394931 = -3944877.074685 nChanged 31 SP:Iteration 35Q (371.946783 sec): 3 clusters Score: Raw -3948272.728319 + Penalty 3384.394931 = -3944888.333388 nChanged 18 SP:Iteration 36Q (372.023829 sec): 3 clusters Score: Raw -3948279.277143 + Penalty 3384.394931 = -3944894.882212 nChanged 17 SP:Iteration 37Q (372.120518 sec): 3 clusters Score: Raw -3948286.416045 + Penalty 3384.394931 = -3944902.021114 nChanged 14 SP:Iteration 38Q (372.207808 sec): 3 clusters Score: Raw -3948291.264448 + Penalty 3384.394931 = -3944906.869518 nChanged 13 SP:Iteration 39Q (372.289897 sec): 3 clusters Score: Raw -3948295.580960 + Penalty 3384.394931 = -3944911.186029 nChanged 10 SP:Iteration 40F (372.392228 sec): 3 clusters Score: Raw -3948298.730450 + Penalty 3384.394931 = -3944914.335519 nChanged 6 SP:Iteration 41Q (372.485791 sec): 3 clusters Score: Raw -3948300.830168 + Penalty 3384.394931 = -3944916.435238 nChanged 11 SP:Iteration 42Q (372.567092 sec): 3 clusters Score: Raw -3948305.286829 + Penalty 3384.394931 = -3944920.891898 nChanged 10 SP:Iteration 43Q (372.655804 sec): 3 clusters Score: Raw -3948307.688689 + Penalty 3384.394931 = -3944923.293758 nChanged 9 SP:Iteration 44Q (372.749774 sec): 3 clusters Score: Raw -3948309.971626 + Penalty 3384.394931 = -3944925.576695 nChanged 13 SP:Iteration 45Q (372.833859 sec): 3 clusters Score: Raw -3948314.675673 + Penalty 3384.394931 = -3944930.280742 nChanged 13 SP:Iteration 46Q (372.927402 sec): 3 clusters Score: Raw -3948318.657973 + Penalty 3384.394931 = -3944934.263042 nChanged 4 SP:Iteration 47Q (373.024811 sec): 3 clusters Score: Raw -3948320.174677 + Penalty 3384.394931 = -3944935.779746 nChanged 3 SP:Iteration 48Q (373.117449 sec): 3 clusters Score: Raw -3948321.162629 + Penalty 3384.394931 = -3944936.767699 nChanged 6 SP:Iteration 49Q (373.201284 sec): 3 clusters Score: Raw -3948323.350634 + Penalty 3384.394931 = -3944938.955704 nChanged 4 SP:Iteration 50Q (373.291980 sec): 3 clusters Score: Raw -3948324.380891 + Penalty 3384.394931 = -3944939.985960 nChanged 2 SP:Iteration 51Q (373.379576 sec): 3 clusters Score: Raw -3948324.958055 + Penalty 3384.394931 = -3944940.563125 nChanged 1 SP:Iteration 52Q (373.459615 sec): 3 clusters Score: Raw -3948325.445234 + Penalty 3384.394931 = -3944941.050303 nChanged 2 SP:Iteration 53Q (373.558818 sec): 3 clusters Score: Raw -3948325.853700 + Penalty 3384.394931 = -3944941.458769 nChanged 0 SP:Iteration 54F (373.664751 sec): 3 clusters Score: Raw -3948325.853700 + Penalty 3384.394931 = -3944941.458769 nChanged 0 Trying to split cluster 20 (2466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (373.700032 sec): 2 clusters Score: Raw -282083.643341 + Penalty 1269.182311 = -280814.461030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (373.744082 sec): 3 clusters Score: Raw -280988.173671 + Penalty 2538.364622 = -278449.809048 nChanged 885 SP:Iteration 1F (373.785512 sec): 3 clusters Score: Raw -281484.420768 + Penalty 2538.364622 = -278946.056145 nChanged 176 SP:Iteration 2F (373.828929 sec): 3 clusters Score: Raw -281601.926250 + Penalty 2538.364622 = -279063.561627 nChanged 118 SP:Iteration 3Q (373.878729 sec): 3 clusters Score: Raw -281669.753597 + Penalty 2538.364622 = -279131.388974 nChanged 74 SP:Iteration 4Q (373.920013 sec): 3 clusters Score: Raw -281706.404071 + Penalty 2538.364622 = -279168.039449 nChanged 56 SP:Iteration 5Q (373.955788 sec): 3 clusters Score: Raw -281735.839148 + Penalty 2538.364622 = -279197.474525 nChanged 52 SP:Iteration 6Q (373.992115 sec): 3 clusters Score: Raw -281764.923697 + Penalty 2538.364622 = -279226.559075 nChanged 53 SP:Iteration 7Q (374.029104 sec): 3 clusters Score: Raw -281790.580741 + Penalty 2538.364622 = -279252.216119 nChanged 39 SP:Iteration 8Q (374.060197 sec): 3 clusters Score: Raw -281809.143713 + Penalty 2538.364622 = -279270.779091 nChanged 31 SP:Iteration 9Q (374.097103 sec): 3 clusters Score: Raw -281823.709089 + Penalty 2538.364622 = -279285.344466 nChanged 26 SP:Iteration 10Q (374.157960 sec): 3 clusters Score: Raw -281837.818979 + Penalty 2538.364622 = -279299.454357 nChanged 25 SP:Iteration 11Q (374.199995 sec): 3 clusters Score: Raw -281852.934042 + Penalty 2538.364622 = -279314.569419 nChanged 31 SP:Iteration 12Q (374.240777 sec): 3 clusters Score: Raw -281868.962358 + Penalty 2538.364622 = -279330.597736 nChanged 25 SP:Iteration 13Q (374.285178 sec): 3 clusters Score: Raw -281879.255289 + Penalty 2538.364622 = -279340.890667 nChanged 21 SP:Iteration 14Q (374.334465 sec): 3 clusters Score: Raw -281889.828910 + Penalty 2538.364622 = -279351.464288 nChanged 23 SP:Iteration 15Q (374.385175 sec): 3 clusters Score: Raw -281898.673519 + Penalty 2538.364622 = -279360.308897 nChanged 23 SP:Iteration 16Q (374.419436 sec): 3 clusters Score: Raw -281914.242791 + Penalty 2538.364622 = -279375.878169 nChanged 21 SP:Iteration 17Q (374.461927 sec): 3 clusters Score: Raw -281928.083102 + Penalty 2538.364622 = -279389.718480 nChanged 22 SP:Iteration 18Q (374.502206 sec): 3 clusters Score: Raw -281941.589451 + Penalty 2538.364622 = -279403.224829 nChanged 18 SP:Iteration 19Q (374.551539 sec): 3 clusters Score: Raw -281952.192555 + Penalty 2538.364622 = -279413.827933 nChanged 17 SP:Iteration 20F (374.594081 sec): 3 clusters Score: Raw -281959.277985 + Penalty 2538.364622 = -279420.913363 nChanged 20 SP:Iteration 21Q (374.625435 sec): 3 clusters Score: Raw -281968.278551 + Penalty 2538.364622 = -279429.913929 nChanged 21 SP:Iteration 22Q (374.676841 sec): 3 clusters Score: Raw -281976.823649 + Penalty 2538.364622 = -279438.459027 nChanged 16 SP:Iteration 23Q (374.715794 sec): 3 clusters Score: Raw -281984.924798 + Penalty 2538.364622 = -279446.560175 nChanged 12 SP:Iteration 24Q (374.766554 sec): 3 clusters Score: Raw -281990.449039 + Penalty 2538.364622 = -279452.084417 nChanged 7 SP:Iteration 25Q (374.804876 sec): 3 clusters Score: Raw -281993.458860 + Penalty 2538.364622 = -279455.094238 nChanged 9 SP:Iteration 26Q (374.852223 sec): 3 clusters Score: Raw -281997.906515 + Penalty 2538.364622 = -279459.541893 nChanged 10 SP:Iteration 27Q (374.897948 sec): 3 clusters Score: Raw -282003.882783 + Penalty 2538.364622 = -279465.518161 nChanged 13 SP:Iteration 28Q (374.935800 sec): 3 clusters Score: Raw -282014.248758 + Penalty 2538.364622 = -279475.884136 nChanged 16 SP:Iteration 29Q (374.974813 sec): 3 clusters Score: Raw -282022.893080 + Penalty 2538.364622 = -279484.528458 nChanged 22 SP:Iteration 30Q (375.022380 sec): 3 clusters Score: Raw -282038.933995 + Penalty 2538.364622 = -279500.569372 nChanged 23 SP:Iteration 31Q (375.059459 sec): 3 clusters Score: Raw -282057.394066 + Penalty 2538.364622 = -279519.029444 nChanged 23 SP:Iteration 32Q (375.105460 sec): 3 clusters Score: Raw -282070.953163 + Penalty 2538.364622 = -279532.588541 nChanged 11 SP:Iteration 33Q (375.149444 sec): 3 clusters Score: Raw -282077.354456 + Penalty 2538.364622 = -279538.989834 nChanged 7 SP:Iteration 34Q (375.193798 sec): 3 clusters Score: Raw -282082.091991 + Penalty 2538.364622 = -279543.727369 nChanged 4 SP:Iteration 35Q (375.248669 sec): 3 clusters Score: Raw -282083.724345 + Penalty 2538.364622 = -279545.359723 nChanged 5 SP:Iteration 36Q (375.302894 sec): 3 clusters Score: Raw -282085.773710 + Penalty 2538.364622 = -279547.409088 nChanged 7 SP:Iteration 37Q (375.339470 sec): 3 clusters Score: Raw -282089.015294 + Penalty 2538.364622 = -279550.650671 nChanged 5 SP:Iteration 38Q (375.398426 sec): 3 clusters Score: Raw -282092.540660 + Penalty 2538.364622 = -279554.176037 nChanged 6 SP:Iteration 39Q (375.441062 sec): 3 clusters Score: Raw -282098.026383 + Penalty 2538.364622 = -279559.661761 nChanged 7 SP:Iteration 40F (375.502269 sec): 3 clusters Score: Raw -282102.746785 + Penalty 2538.364622 = -279564.382163 nChanged 6 SP:Iteration 41Q (375.546829 sec): 3 clusters Score: Raw -282106.149300 + Penalty 2538.364622 = -279567.784678 nChanged 4 SP:Iteration 42Q (375.597843 sec): 3 clusters Score: Raw -282108.949090 + Penalty 2538.364622 = -279570.584468 nChanged 5 SP:Iteration 43Q (375.652318 sec): 3 clusters Score: Raw -282113.524203 + Penalty 2538.364622 = -279575.159581 nChanged 8 SP:Iteration 44Q (375.714023 sec): 3 clusters Score: Raw -282119.189773 + Penalty 2538.364622 = -279580.825151 nChanged 5 SP:Iteration 45Q (375.765026 sec): 3 clusters Score: Raw -282124.521469 + Penalty 2538.364622 = -279586.156847 nChanged 7 SP:Iteration 46Q (375.816531 sec): 3 clusters Score: Raw -282130.694166 + Penalty 2538.364622 = -279592.329544 nChanged 10 SP:Iteration 47Q (375.853289 sec): 3 clusters Score: Raw -282136.775576 + Penalty 2538.364622 = -279598.410954 nChanged 7 SP:Iteration 48Q (375.911193 sec): 3 clusters Score: Raw -282140.827297 + Penalty 2538.364622 = -279602.462674 nChanged 5 SP:Iteration 49Q (375.965501 sec): 3 clusters Score: Raw -282145.378865 + Penalty 2538.364622 = -279607.014243 nChanged 6 SP:Iteration 50Q (376.005967 sec): 3 clusters Score: Raw -282150.144863 + Penalty 2538.364622 = -279611.780240 nChanged 3 SP:Iteration 51Q (376.070499 sec): 3 clusters Score: Raw -282152.452713 + Penalty 2538.364622 = -279614.088091 nChanged 4 SP:Iteration 52Q (376.123211 sec): 3 clusters Score: Raw -282153.970460 + Penalty 2538.364622 = -279615.605838 nChanged 1 SP:Iteration 53Q (376.178219 sec): 3 clusters Score: Raw -282154.683538 + Penalty 2538.364622 = -279616.318916 nChanged 3 SP:Iteration 54Q (376.224272 sec): 3 clusters Score: Raw -282156.411749 + Penalty 2538.364622 = -279618.047126 nChanged 3 SP:Iteration 55Q (376.270805 sec): 3 clusters Score: Raw -282158.686062 + Penalty 2538.364622 = -279620.321440 nChanged 4 SP:Iteration 56Q (376.319882 sec): 3 clusters Score: Raw -282161.281947 + Penalty 2538.364622 = -279622.917325 nChanged 6 SP:Iteration 57Q (376.372024 sec): 3 clusters Score: Raw -282165.780106 + Penalty 2538.364622 = -279627.415483 nChanged 7 SP:Iteration 58Q (376.421744 sec): 3 clusters Score: Raw -282170.575964 + Penalty 2538.364622 = -279632.211342 nChanged 8 SP:Iteration 59Q (376.477375 sec): 3 clusters Score: Raw -282175.757665 + Penalty 2538.364622 = -279637.393043 nChanged 4 SP:Iteration 60F (376.533602 sec): 3 clusters Score: Raw -282177.650285 + Penalty 2538.364622 = -279639.285663 nChanged 2 SP:Iteration 61Q (376.585787 sec): 3 clusters Score: Raw -282179.368012 + Penalty 2538.364622 = -279641.003389 nChanged 2 SP:Iteration 62Q (376.628568 sec): 3 clusters Score: Raw -282181.579982 + Penalty 2538.364622 = -279643.215360 nChanged 4 SP:Iteration 63Q (376.688124 sec): 3 clusters Score: Raw -282183.343640 + Penalty 2538.364622 = -279644.979018 nChanged 3 SP:Iteration 64Q (376.740855 sec): 3 clusters Score: Raw -282186.468020 + Penalty 2538.364622 = -279648.103397 nChanged 4 SP:Iteration 65Q (376.779910 sec): 3 clusters Score: Raw -282189.968456 + Penalty 2538.364622 = -279651.603834 nChanged 3 SP:Iteration 66Q (376.843048 sec): 3 clusters Score: Raw -282191.926907 + Penalty 2538.364622 = -279653.562285 nChanged 3 SP:Iteration 67Q (376.893120 sec): 3 clusters Score: Raw -282194.121060 + Penalty 2538.364622 = -279655.756438 nChanged 3 SP:Iteration 68Q (376.946601 sec): 3 clusters Score: Raw -282195.906839 + Penalty 2538.364622 = -279657.542217 nChanged 2 SP:Iteration 69Q (376.995378 sec): 3 clusters Score: Raw -282196.959621 + Penalty 2538.364622 = -279658.594999 nChanged 3 SP:Iteration 70Q (377.043832 sec): 3 clusters Score: Raw -282199.298827 + Penalty 2538.364622 = -279660.934205 nChanged 3 SP:Iteration 71Q (377.097257 sec): 3 clusters Score: Raw -282201.583393 + Penalty 2538.364622 = -279663.218771 nChanged 3 SP:Iteration 72Q (377.142622 sec): 3 clusters Score: Raw -282205.799177 + Penalty 2538.364622 = -279667.434555 nChanged 4 SP:Iteration 73Q (377.186086 sec): 3 clusters Score: Raw -282209.215597 + Penalty 2538.364622 = -279670.850974 nChanged 2 SP:Iteration 74Q (377.228963 sec): 3 clusters Score: Raw -282211.357039 + Penalty 2538.364622 = -279672.992417 nChanged 4 SP:Iteration 75Q (377.283230 sec): 3 clusters Score: Raw -282214.051362 + Penalty 2538.364622 = -279675.686740 nChanged 4 SP:Iteration 76Q (377.336669 sec): 3 clusters Score: Raw -282217.173954 + Penalty 2538.364622 = -279678.809332 nChanged 4 SP:Iteration 77Q (377.384178 sec): 3 clusters Score: Raw -282220.967007 + Penalty 2538.364622 = -279682.602385 nChanged 3 SP:Iteration 78Q (377.437535 sec): 3 clusters Score: Raw -282223.908013 + Penalty 2538.364622 = -279685.543391 nChanged 2 SP:Iteration 79Q (377.477456 sec): 3 clusters Score: Raw -282224.448917 + Penalty 2538.364622 = -279686.084295 nChanged 1 SP:Iteration 80F (377.543749 sec): 3 clusters Score: Raw -282224.913397 + Penalty 2538.364622 = -279686.548775 nChanged 0 Trying to split cluster 21 (112216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (377.715349 sec): 2 clusters Score: Raw -13522827.277068 + Penalty 1889.579390 = -13520937.697678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (377.958238 sec): 3 clusters Score: Raw -13449712.656075 + Penalty 3779.158781 = -13445933.497294 nChanged 53799 SP:Iteration 1F (378.201355 sec): 3 clusters Score: Raw -13481240.276513 + Penalty 3779.158781 = -13477461.117732 nChanged 3976 SP:Iteration 2Q (378.445413 sec): 3 clusters Score: Raw -13482284.035605 + Penalty 3779.158781 = -13478504.876824 nChanged 4018 SP:Iteration 3Q (378.703353 sec): 3 clusters Score: Raw -13483542.764421 + Penalty 3779.158781 = -13479763.605640 nChanged 4498 SP:Iteration 4Q (378.955313 sec): 3 clusters Score: Raw -13485261.501221 + Penalty 3779.158781 = -13481482.342440 nChanged 5166 SP:Iteration 5Q (379.213942 sec): 3 clusters Score: Raw -13487580.567417 + Penalty 3779.158781 = -13483801.408636 nChanged 5823 SP:Iteration 6F (379.456809 sec): 3 clusters Score: Raw -13490574.842487 + Penalty 3779.158781 = -13486795.683706 nChanged 6405 SP:Iteration 7F (379.698898 sec): 3 clusters Score: Raw -13494475.178807 + Penalty 3779.158781 = -13490696.020026 nChanged 7005 SP:Iteration 8F (379.940577 sec): 3 clusters Score: Raw -13499589.825040 + Penalty 3779.158781 = -13495810.666260 nChanged 7044 SP:Iteration 9F (380.184162 sec): 3 clusters Score: Raw -13505601.897564 + Penalty 3779.158781 = -13501822.738783 nChanged 6433 SP:Iteration 10F (380.424184 sec): 3 clusters Score: Raw -13511676.915924 + Penalty 3779.158781 = -13507897.757143 nChanged 4864 SP:Iteration 11Q (380.670245 sec): 3 clusters Score: Raw -13516497.707750 + Penalty 3779.158781 = -13512718.548969 nChanged 3605 SP:Iteration 12Q (380.906158 sec): 3 clusters Score: Raw -13519733.929342 + Penalty 3779.158781 = -13515954.770561 nChanged 2528 SP:Iteration 13Q (381.131157 sec): 3 clusters Score: Raw -13521491.058260 + Penalty 3779.158781 = -13517711.899480 nChanged 1797 SP:Iteration 14Q (381.352654 sec): 3 clusters Score: Raw -13522551.028915 + Penalty 3779.158781 = -13518771.870134 nChanged 1444 SP:Iteration 15Q (381.567532 sec): 3 clusters Score: Raw -13523387.610697 + Penalty 3779.158781 = -13519608.451917 nChanged 1232 SP:Iteration 16Q (381.785730 sec): 3 clusters Score: Raw -13524072.106300 + Penalty 3779.158781 = -13520292.947519 nChanged 980 SP:Iteration 17Q (381.995965 sec): 3 clusters Score: Raw -13524566.696162 + Penalty 3779.158781 = -13520787.537381 nChanged 806 SP:Iteration 18Q (382.206370 sec): 3 clusters Score: Raw -13524903.559712 + Penalty 3779.158781 = -13521124.400931 nChanged 631 SP:Iteration 19Q (382.410623 sec): 3 clusters Score: Raw -13525114.527462 + Penalty 3779.158781 = -13521335.368681 nChanged 492 SP:Iteration 20F (382.663907 sec): 3 clusters Score: Raw -13525239.628145 + Penalty 3779.158781 = -13521460.469364 nChanged 379 SP:Iteration 21Q (382.872232 sec): 3 clusters Score: Raw -13525311.744952 + Penalty 3779.158781 = -13521532.586171 nChanged 277 SP:Iteration 22Q (383.085358 sec): 3 clusters Score: Raw -13525359.359821 + Penalty 3779.158781 = -13521580.201040 nChanged 241 SP:Iteration 23Q (383.291012 sec): 3 clusters Score: Raw -13525393.974557 + Penalty 3779.158781 = -13521614.815776 nChanged 188 SP:Iteration 24Q (383.506040 sec): 3 clusters Score: Raw -13525417.559924 + Penalty 3779.158781 = -13521638.401143 nChanged 176 SP:Iteration 25Q (383.702962 sec): 3 clusters Score: Raw -13525439.052061 + Penalty 3779.158781 = -13521659.893280 nChanged 140 SP:Iteration 26Q (383.924669 sec): 3 clusters Score: Raw -13525455.425802 + Penalty 3779.158781 = -13521676.267021 nChanged 124 SP:Iteration 27Q (384.142598 sec): 3 clusters Score: Raw -13525469.073529 + Penalty 3779.158781 = -13521689.914748 nChanged 118 SP:Iteration 28Q (384.348810 sec): 3 clusters Score: Raw -13525481.293119 + Penalty 3779.158781 = -13521702.134338 nChanged 91 SP:Iteration 29Q (384.559375 sec): 3 clusters Score: Raw -13525489.578003 + Penalty 3779.158781 = -13521710.419222 nChanged 73 SP:Iteration 30Q (384.753701 sec): 3 clusters Score: Raw -13525495.410505 + Penalty 3779.158781 = -13521716.251724 nChanged 56 SP:Iteration 31Q (384.939949 sec): 3 clusters Score: Raw -13525499.949415 + Penalty 3779.158781 = -13521720.790634 nChanged 61 SP:Iteration 32Q (385.145815 sec): 3 clusters Score: Raw -13525504.572920 + Penalty 3779.158781 = -13521725.414139 nChanged 54 SP:Iteration 33Q (385.356381 sec): 3 clusters Score: Raw -13525508.127432 + Penalty 3779.158781 = -13521728.968651 nChanged 46 SP:Iteration 34Q (385.547037 sec): 3 clusters Score: Raw -13525511.691715 + Penalty 3779.158781 = -13521732.532934 nChanged 49 SP:Iteration 35Q (385.769189 sec): 3 clusters Score: Raw -13525514.955094 + Penalty 3779.158781 = -13521735.796313 nChanged 32 SP:Iteration 36Q (385.984700 sec): 3 clusters Score: Raw -13525517.390981 + Penalty 3779.158781 = -13521738.232200 nChanged 32 SP:Iteration 37Q (386.210317 sec): 3 clusters Score: Raw -13525519.249830 + Penalty 3779.158781 = -13521740.091049 nChanged 22 SP:Iteration 38Q (386.415176 sec): 3 clusters Score: Raw -13525520.252368 + Penalty 3779.158781 = -13521741.093587 nChanged 13 SP:Iteration 39Q (386.633869 sec): 3 clusters Score: Raw -13525521.039547 + Penalty 3779.158781 = -13521741.880766 nChanged 5 SP:Iteration 40F (386.870885 sec): 3 clusters Score: Raw -13525521.239210 + Penalty 3779.158781 = -13521742.080429 nChanged 6 SP:Iteration 41Q (387.086434 sec): 3 clusters Score: Raw -13525521.603722 + Penalty 3779.158781 = -13521742.444941 nChanged 9 SP:Iteration 42Q (387.283005 sec): 3 clusters Score: Raw -13525522.046538 + Penalty 3779.158781 = -13521742.887757 nChanged 9 SP:Iteration 43Q (387.494183 sec): 3 clusters Score: Raw -13525522.321900 + Penalty 3779.158781 = -13521743.163120 nChanged 8 SP:Iteration 44Q (387.688916 sec): 3 clusters Score: Raw -13525522.595413 + Penalty 3779.158781 = -13521743.436632 nChanged 5 SP:Iteration 45Q (387.901493 sec): 3 clusters Score: Raw -13525522.811706 + Penalty 3779.158781 = -13521743.652925 nChanged 4 SP:Iteration 46Q (388.122794 sec): 3 clusters Score: Raw -13525522.888166 + Penalty 3779.158781 = -13521743.729385 nChanged 3 SP:Iteration 47Q (388.331536 sec): 3 clusters Score: Raw -13525522.980348 + Penalty 3779.158781 = -13521743.821567 nChanged 5 SP:Iteration 48Q (388.515121 sec): 3 clusters Score: Raw -13525523.288416 + Penalty 3779.158781 = -13521744.129636 nChanged 8 SP:Iteration 49Q (388.710297 sec): 3 clusters Score: Raw -13525523.672047 + Penalty 3779.158781 = -13521744.513266 nChanged 7 SP:Iteration 50Q (388.902571 sec): 3 clusters Score: Raw -13525523.899901 + Penalty 3779.158781 = -13521744.741120 nChanged 6 SP:Iteration 51Q (389.106209 sec): 3 clusters Score: Raw -13525524.145033 + Penalty 3779.158781 = -13521744.986252 nChanged 6 SP:Iteration 52Q (389.292020 sec): 3 clusters Score: Raw -13525524.343634 + Penalty 3779.158781 = -13521745.184854 nChanged 4 SP:Iteration 53Q (389.509897 sec): 3 clusters Score: Raw -13525524.645989 + Penalty 3779.158781 = -13521745.487208 nChanged 9 SP:Iteration 54Q (389.730775 sec): 3 clusters Score: Raw -13525525.217410 + Penalty 3779.158781 = -13521746.058629 nChanged 7 SP:Iteration 55Q (389.928489 sec): 3 clusters Score: Raw -13525525.614499 + Penalty 3779.158781 = -13521746.455718 nChanged 9 SP:Iteration 56Q (390.143736 sec): 3 clusters Score: Raw -13525526.073824 + Penalty 3779.158781 = -13521746.915043 nChanged 10 SP:Iteration 57Q (390.326430 sec): 3 clusters Score: Raw -13525526.388989 + Penalty 3779.158781 = -13521747.230208 nChanged 6 SP:Iteration 58Q (390.543608 sec): 3 clusters Score: Raw -13525526.631175 + Penalty 3779.158781 = -13521747.472394 nChanged 3 SP:Iteration 59Q (390.752394 sec): 3 clusters Score: Raw -13525526.717778 + Penalty 3779.158781 = -13521747.558997 nChanged 5 SP:Iteration 60F (390.967827 sec): 3 clusters Score: Raw -13525526.853930 + Penalty 3779.158781 = -13521747.695149 nChanged 3 SP:Iteration 61Q (391.159899 sec): 3 clusters Score: Raw -13525526.922323 + Penalty 3779.158781 = -13521747.763542 nChanged 2 SP:Iteration 62Q (391.364577 sec): 3 clusters Score: Raw -13525526.976990 + Penalty 3779.158781 = -13521747.818209 nChanged 0 SP:Iteration 63F (391.586942 sec): 3 clusters Score: Raw -13525526.976990 + Penalty 3779.158781 = -13521747.818209 nChanged 0 Score: Raw -42661779.586153 + Penalty 52047.040338 = -42609732.545815 Splitting cluster 21 changes total score from -42605757.208733 to -42609732.545815 So it's getting split into cluster 25. Trying to split cluster 22 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (398.048090 sec): 2 clusters Score: Raw -15745.929591 + Penalty 835.520328 = -14910.409263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (398.087072 sec): 3 clusters Score: Raw -15944.708718 + Penalty 1671.040656 = -14273.668062 nChanged 31 SP:Iteration 1F (398.140934 sec): 3 clusters Score: Raw -16095.381206 + Penalty 1671.040656 = -14424.340550 nChanged 10 SP:Iteration 2F (398.170866 sec): 3 clusters Score: Raw -16150.947376 + Penalty 1671.040656 = -14479.906720 nChanged 3 SP:Iteration 3Q (398.211584 sec): 3 clusters Score: Raw -16175.130320 + Penalty 1671.040656 = -14504.089664 nChanged 1 SP:Iteration 4Q (398.257220 sec): 3 clusters Score: Raw -16177.449356 + Penalty 1671.040656 = -14506.408700 nChanged 1 SP:Iteration 5Q (398.289643 sec): 3 clusters Score: Raw -16183.188012 + Penalty 1671.040656 = -14512.147357 nChanged 1 SP:Iteration 6Q (398.322654 sec): 3 clusters Score: Raw -16186.392437 + Penalty 1671.040656 = -14515.351782 nChanged 1 SP:Iteration 7Q (398.370692 sec): 3 clusters Score: Raw -16190.868355 + Penalty 1671.040656 = -14519.827699 nChanged 1 SP:Iteration 8Q (398.414221 sec): 3 clusters Score: Raw -16194.631359 + Penalty 1671.040656 = -14523.590703 nChanged 0 SP:Iteration 9F (398.454197 sec): 3 clusters Score: Raw -16194.631359 + Penalty 1671.040656 = -14523.590703 nChanged 0 Trying to split cluster 23 (1081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (398.469157 sec): 2 clusters Score: Raw -115059.259228 + Penalty 1135.166795 = -113924.092432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (398.509439 sec): 3 clusters Score: Raw -114723.030733 + Penalty 2270.333591 = -112452.697142 nChanged 337 SP:Iteration 1F (398.555118 sec): 3 clusters Score: Raw -115046.003467 + Penalty 2270.333591 = -112775.669876 nChanged 112 SP:Iteration 2F (398.597681 sec): 3 clusters Score: Raw -115200.494487 + Penalty 2270.333591 = -112930.160896 nChanged 74 SP:Iteration 3F (398.639319 sec): 3 clusters Score: Raw -115317.062616 + Penalty 2270.333591 = -113046.729026 nChanged 67 SP:Iteration 4F (398.679977 sec): 3 clusters Score: Raw -115403.679285 + Penalty 2270.333591 = -113133.345694 nChanged 40 SP:Iteration 5Q (398.725070 sec): 3 clusters Score: Raw -115467.809734 + Penalty 2270.333591 = -113197.476144 nChanged 43 SP:Iteration 6Q (398.762001 sec): 3 clusters Score: Raw -115536.261913 + Penalty 2270.333591 = -113265.928323 nChanged 27 SP:Iteration 7Q (398.791521 sec): 3 clusters Score: Raw -115563.671307 + Penalty 2270.333591 = -113293.337716 nChanged 18 SP:Iteration 8Q (398.833455 sec): 3 clusters Score: Raw -115579.168623 + Penalty 2270.333591 = -113308.835032 nChanged 12 SP:Iteration 9Q (398.884507 sec): 3 clusters Score: Raw -115591.731599 + Penalty 2270.333591 = -113321.398008 nChanged 9 SP:Iteration 10Q (398.926416 sec): 3 clusters Score: Raw -115610.889682 + Penalty 2270.333591 = -113340.556091 nChanged 6 SP:Iteration 11Q (398.966603 sec): 3 clusters Score: Raw -115617.208635 + Penalty 2270.333591 = -113346.875044 nChanged 11 SP:Iteration 12Q (399.012315 sec): 3 clusters Score: Raw -115629.866454 + Penalty 2270.333591 = -113359.532864 nChanged 4 SP:Iteration 13Q (399.052105 sec): 3 clusters Score: Raw -115631.916945 + Penalty 2270.333591 = -113361.583354 nChanged 2 SP:Iteration 14Q (399.097562 sec): 3 clusters Score: Raw -115632.776491 + Penalty 2270.333591 = -113362.442901 nChanged 0 SP:Iteration 15F (399.137025 sec): 3 clusters Score: Raw -115632.776491 + Penalty 2270.333591 = -113362.442901 nChanged 0 Iteration 59Q (403.227322 sec): 26 clusters Score: Raw -42662838.224810 + Penalty 52047.040338 = -42610791.184471 nChanged 2569 Iteration 60F (409.637236 sec): 26 clusters Score: Raw -42664296.375087 + Penalty 52047.040338 = -42612249.334749 nChanged 3626 Iteration 61Q (412.857429 sec): 26 clusters Score: Raw -42665420.295093 + Penalty 52047.040338 = -42613373.254755 nChanged 2757 Iteration 62Q (415.999394 sec): 26 clusters Score: Raw -42666552.658984 + Penalty 52047.040338 = -42614505.618645 nChanged 2325 Iteration 63Q (419.204107 sec): 26 clusters Score: Raw -42667392.137400 + Penalty 52047.040338 = -42615345.097061 nChanged 2123 Iteration 64Q (422.324013 sec): 26 clusters Score: Raw -42667866.225204 + Penalty 52047.040338 = -42615819.184865 nChanged 1890 Iteration 65Q (425.432831 sec): 26 clusters Score: Raw -42668221.719018 + Penalty 52047.040338 = -42616174.678679 nChanged 1700 Iteration 66Q (428.531546 sec): 26 clusters Score: Raw -42668517.504461 + Penalty 52047.040338 = -42616470.464123 nChanged 1538 Iteration 67Q (431.611787 sec): 26 clusters Score: Raw -42668746.374816 + Penalty 52047.040338 = -42616699.334478 nChanged 1526 Iteration 68Q (434.708987 sec): 26 clusters Score: Raw -42668961.386080 + Penalty 52047.040338 = -42616914.345742 nChanged 1408 Iteration 69Q (437.868802 sec): 26 clusters Score: Raw -42669155.691999 + Penalty 52047.040338 = -42617108.651660 nChanged 1355 Iteration 70Q (440.689142 sec): 26 clusters Score: Raw -42669320.694562 + Penalty 52047.040338 = -42617273.654224 nChanged 1271 Iteration 71Q (443.816648 sec): 26 clusters Score: Raw -42669467.230633 + Penalty 52047.040338 = -42617420.190294 nChanged 1287 Iteration 72Q (446.988670 sec): 26 clusters Score: Raw -42669603.218106 + Penalty 52047.040338 = -42617556.177767 nChanged 1190 Iteration 73Q (450.153589 sec): 26 clusters Score: Raw -42669713.014100 + Penalty 52047.040338 = -42617665.973762 nChanged 1113 Iteration 74Q (453.286925 sec): 26 clusters Score: Raw -42669805.691470 + Penalty 52047.040338 = -42617758.651132 nChanged 995 Iteration 75Q (456.478358 sec): 26 clusters Score: Raw -42669883.040072 + Penalty 52047.040338 = -42617835.999734 nChanged 967 Iteration 76Q (459.674023 sec): 26 clusters Score: Raw -42669961.264145 + Penalty 52047.040338 = -42617914.223806 nChanged 968 Iteration 77Q (462.879935 sec): 26 clusters Score: Raw -42670037.240312 + Penalty 52047.040338 = -42617990.199973 nChanged 987 Iteration 78Q (466.106759 sec): 26 clusters Score: Raw -42670117.158886 + Penalty 52047.040338 = -42618070.118548 nChanged 919 Iteration 79Q (469.292713 sec): 26 clusters Score: Raw -42670187.353559 + Penalty 52047.040338 = -42618140.313221 nChanged 925 Iteration 80F (475.717274 sec): 26 clusters Score: Raw -42670259.311299 + Penalty 52047.040338 = -42618212.270961 nChanged 871 Iteration 81Q (478.920844 sec): 26 clusters Score: Raw -42670330.842388 + Penalty 52047.040338 = -42618283.802050 nChanged 858 Iteration 82Q (482.133476 sec): 26 clusters Score: Raw -42670402.224810 + Penalty 52047.040338 = -42618355.184472 nChanged 811 Iteration 83Q (485.404419 sec): 26 clusters Score: Raw -42670461.259154 + Penalty 52047.040338 = -42618414.218816 nChanged 722 Iteration 84Q (488.638236 sec): 26 clusters Score: Raw -42670509.818219 + Penalty 52047.040338 = -42618462.777880 nChanged 708 Iteration 85Q (491.912695 sec): 26 clusters Score: Raw -42670562.150574 + Penalty 52047.040338 = -42618515.110235 nChanged 647 Iteration 86Q (494.940726 sec): 26 clusters Score: Raw -42670610.860403 + Penalty 52047.040338 = -42618563.820065 nChanged 653 Iteration 87Q (498.080023 sec): 26 clusters Score: Raw -42670655.563008 + Penalty 52047.040338 = -42618608.522670 nChanged 592 Iteration 88Q (501.140952 sec): 26 clusters Score: Raw -42670700.240384 + Penalty 52047.040338 = -42618653.200046 nChanged 605 Iteration 89Q (504.149536 sec): 26 clusters Score: Raw -42670746.080590 + Penalty 52047.040338 = -42618699.040252 nChanged 592 Iteration 90Q (507.311509 sec): 26 clusters Score: Raw -42670791.847305 + Penalty 52047.040338 = -42618744.806967 nChanged 558 Iteration 91Q (510.388397 sec): 26 clusters Score: Raw -42670836.986830 + Penalty 52047.040338 = -42618789.946492 nChanged 539 Iteration 92Q (513.423107 sec): 26 clusters Score: Raw -42670888.324835 + Penalty 52047.040338 = -42618841.284496 nChanged 544 Iteration 93Q (516.402053 sec): 26 clusters Score: Raw -42670937.956257 + Penalty 52047.040338 = -42618890.915918 nChanged 514 Iteration 94Q (519.489700 sec): 26 clusters Score: Raw -42670989.980191 + Penalty 52047.040338 = -42618942.939853 nChanged 494 Iteration 95Q (522.655827 sec): 26 clusters Score: Raw -42671046.134067 + Penalty 52047.040338 = -42618999.093728 nChanged 468 Iteration 96Q (525.720952 sec): 26 clusters Score: Raw -42671095.355048 + Penalty 52047.040338 = -42619048.314710 nChanged 415 Iteration 97Q (528.847552 sec): 26 clusters Score: Raw -42671135.007026 + Penalty 52047.040338 = -42619087.966687 nChanged 371 Iteration 98Q (531.954334 sec): 26 clusters Score: Raw -42671175.764728 + Penalty 52047.040338 = -42619128.724389 nChanged 355 Writing temp clu file Because OldScore, -42619087.966687, is greater than current (better) Score,-42619128.724389 Compute initial score before splitting: Score: Raw -42671175.764728 + Penalty 52047.040338 = -42619128.724389 Trying to split cluster 1 (27751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (532.131542 sec): 2 clusters Score: Raw -3255722.610425 + Penalty 1662.541913 = -3254060.068512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (532.224075 sec): 3 clusters Score: Raw -3238657.760145 + Penalty 3325.083825 = -3235332.676320 nChanged 12769 SP:Iteration 1F (532.311944 sec): 3 clusters Score: Raw -3245955.186866 + Penalty 3325.083825 = -3242630.103041 nChanged 1253 SP:Iteration 2Q (532.403181 sec): 3 clusters Score: Raw -3246400.587354 + Penalty 3325.083825 = -3243075.503529 nChanged 1254 SP:Iteration 3Q (532.515515 sec): 3 clusters Score: Raw -3246875.641622 + Penalty 3325.083825 = -3243550.557796 nChanged 1205 SP:Iteration 4Q (532.595313 sec): 3 clusters Score: Raw -3247387.453707 + Penalty 3325.083825 = -3244062.369881 nChanged 1304 SP:Iteration 5Q (532.689362 sec): 3 clusters Score: Raw -3248013.282807 + Penalty 3325.083825 = -3244688.198982 nChanged 1409 SP:Iteration 6F (532.788410 sec): 3 clusters Score: Raw -3248786.889660 + Penalty 3325.083825 = -3245461.805835 nChanged 1493 SP:Iteration 7F (532.879826 sec): 3 clusters Score: Raw -3249753.973665 + Penalty 3325.083825 = -3246428.889840 nChanged 1505 SP:Iteration 8F (532.972812 sec): 3 clusters Score: Raw -3250731.964446 + Penalty 3325.083825 = -3247406.880620 nChanged 1363 SP:Iteration 9Q (533.065583 sec): 3 clusters Score: Raw -3251526.062976 + Penalty 3325.083825 = -3248200.979150 nChanged 1151 SP:Iteration 10Q (533.162908 sec): 3 clusters Score: Raw -3252057.592624 + Penalty 3325.083825 = -3248732.508799 nChanged 839 SP:Iteration 11Q (533.241876 sec): 3 clusters Score: Raw -3252313.214827 + Penalty 3325.083825 = -3248988.131002 nChanged 510 SP:Iteration 12Q (533.340727 sec): 3 clusters Score: Raw -3252424.586363 + Penalty 3325.083825 = -3249099.502537 nChanged 340 SP:Iteration 13Q (533.436484 sec): 3 clusters Score: Raw -3252488.284541 + Penalty 3325.083825 = -3249163.200716 nChanged 263 SP:Iteration 14Q (533.522925 sec): 3 clusters Score: Raw -3252539.696954 + Penalty 3325.083825 = -3249214.613129 nChanged 253 SP:Iteration 15Q (533.611792 sec): 3 clusters Score: Raw -3252584.393096 + Penalty 3325.083825 = -3249259.309271 nChanged 256 SP:Iteration 16Q (533.705676 sec): 3 clusters Score: Raw -3252632.311940 + Penalty 3325.083825 = -3249307.228115 nChanged 246 SP:Iteration 17Q (533.801715 sec): 3 clusters Score: Raw -3252679.769187 + Penalty 3325.083825 = -3249354.685362 nChanged 251 SP:Iteration 18Q (533.895814 sec): 3 clusters Score: Raw -3252726.470253 + Penalty 3325.083825 = -3249401.386428 nChanged 230 SP:Iteration 19Q (533.984098 sec): 3 clusters Score: Raw -3252771.618023 + Penalty 3325.083825 = -3249446.534198 nChanged 234 SP:Iteration 20F (534.069578 sec): 3 clusters Score: Raw -3252813.193395 + Penalty 3325.083825 = -3249488.109569 nChanged 215 SP:Iteration 21Q (534.165274 sec): 3 clusters Score: Raw -3252851.638844 + Penalty 3325.083825 = -3249526.555019 nChanged 223 SP:Iteration 22Q (534.261103 sec): 3 clusters Score: Raw -3252894.390571 + Penalty 3325.083825 = -3249569.306746 nChanged 239 SP:Iteration 23Q (534.350270 sec): 3 clusters Score: Raw -3252946.986100 + Penalty 3325.083825 = -3249621.902275 nChanged 258 SP:Iteration 24Q (534.440727 sec): 3 clusters Score: Raw -3253007.941460 + Penalty 3325.083825 = -3249682.857635 nChanged 298 SP:Iteration 25Q (534.539123 sec): 3 clusters Score: Raw -3253083.967687 + Penalty 3325.083825 = -3249758.883862 nChanged 305 SP:Iteration 26Q (534.643644 sec): 3 clusters Score: Raw -3253170.727539 + Penalty 3325.083825 = -3249845.643714 nChanged 336 SP:Iteration 27Q (534.726294 sec): 3 clusters Score: Raw -3253261.835284 + Penalty 3325.083825 = -3249936.751459 nChanged 330 SP:Iteration 28Q (534.824801 sec): 3 clusters Score: Raw -3253356.869266 + Penalty 3325.083825 = -3250031.785441 nChanged 332 SP:Iteration 29Q (534.915152 sec): 3 clusters Score: Raw -3253442.457478 + Penalty 3325.083825 = -3250117.373653 nChanged 309 SP:Iteration 30Q (535.007006 sec): 3 clusters Score: Raw -3253522.074787 + Penalty 3325.083825 = -3250196.990962 nChanged 296 SP:Iteration 31Q (535.113990 sec): 3 clusters Score: Raw -3253595.625915 + Penalty 3325.083825 = -3250270.542090 nChanged 284 SP:Iteration 32Q (535.200717 sec): 3 clusters Score: Raw -3253665.044408 + Penalty 3325.083825 = -3250339.960583 nChanged 297 SP:Iteration 33Q (535.286436 sec): 3 clusters Score: Raw -3253740.256807 + Penalty 3325.083825 = -3250415.172982 nChanged 281 SP:Iteration 34Q (535.391037 sec): 3 clusters Score: Raw -3253797.918016 + Penalty 3325.083825 = -3250472.834190 nChanged 241 SP:Iteration 35Q (535.475195 sec): 3 clusters Score: Raw -3253841.467094 + Penalty 3325.083825 = -3250516.383269 nChanged 208 SP:Iteration 36Q (535.564689 sec): 3 clusters Score: Raw -3253879.231172 + Penalty 3325.083825 = -3250554.147347 nChanged 202 SP:Iteration 37Q (535.653037 sec): 3 clusters Score: Raw -3253909.933521 + Penalty 3325.083825 = -3250584.849696 nChanged 155 SP:Iteration 38Q (535.754614 sec): 3 clusters Score: Raw -3253932.702569 + Penalty 3325.083825 = -3250607.618744 nChanged 138 SP:Iteration 39Q (535.838592 sec): 3 clusters Score: Raw -3253951.554200 + Penalty 3325.083825 = -3250626.470375 nChanged 134 SP:Iteration 40F (535.938370 sec): 3 clusters Score: Raw -3253967.260202 + Penalty 3325.083825 = -3250642.176376 nChanged 119 SP:Iteration 41Q (536.036135 sec): 3 clusters Score: Raw -3253979.965597 + Penalty 3325.083825 = -3250654.881772 nChanged 100 SP:Iteration 42Q (536.132387 sec): 3 clusters Score: Raw -3253989.064623 + Penalty 3325.083825 = -3250663.980798 nChanged 89 SP:Iteration 43Q (536.222315 sec): 3 clusters Score: Raw -3253997.890284 + Penalty 3325.083825 = -3250672.806458 nChanged 73 SP:Iteration 44Q (536.313758 sec): 3 clusters Score: Raw -3254004.168888 + Penalty 3325.083825 = -3250679.085063 nChanged 59 SP:Iteration 45Q (536.410893 sec): 3 clusters Score: Raw -3254008.126249 + Penalty 3325.083825 = -3250683.042424 nChanged 43 SP:Iteration 46Q (536.500297 sec): 3 clusters Score: Raw -3254010.589889 + Penalty 3325.083825 = -3250685.506064 nChanged 32 SP:Iteration 47Q (536.594196 sec): 3 clusters Score: Raw -3254012.272685 + Penalty 3325.083825 = -3250687.188859 nChanged 35 SP:Iteration 48Q (536.685902 sec): 3 clusters Score: Raw -3254014.365063 + Penalty 3325.083825 = -3250689.281238 nChanged 34 SP:Iteration 49Q (536.777914 sec): 3 clusters Score: Raw -3254015.920819 + Penalty 3325.083825 = -3250690.836994 nChanged 22 SP:Iteration 50Q (536.866730 sec): 3 clusters Score: Raw -3254016.955273 + Penalty 3325.083825 = -3250691.871448 nChanged 21 SP:Iteration 51Q (536.956698 sec): 3 clusters Score: Raw -3254017.949751 + Penalty 3325.083825 = -3250692.865926 nChanged 15 SP:Iteration 52Q (537.039710 sec): 3 clusters Score: Raw -3254018.646218 + Penalty 3325.083825 = -3250693.562392 nChanged 11 SP:Iteration 53Q (537.132808 sec): 3 clusters Score: Raw -3254019.165167 + Penalty 3325.083825 = -3250694.081342 nChanged 18 SP:Iteration 54Q (537.227642 sec): 3 clusters Score: Raw -3254020.491813 + Penalty 3325.083825 = -3250695.407988 nChanged 20 SP:Iteration 55Q (537.314089 sec): 3 clusters Score: Raw -3254021.725854 + Penalty 3325.083825 = -3250696.642029 nChanged 33 SP:Iteration 56Q (537.412089 sec): 3 clusters Score: Raw -3254023.688809 + Penalty 3325.083825 = -3250698.604984 nChanged 33 SP:Iteration 57Q (537.513279 sec): 3 clusters Score: Raw -3254025.889061 + Penalty 3325.083825 = -3250700.805236 nChanged 33 SP:Iteration 58Q (537.594370 sec): 3 clusters Score: Raw -3254027.903166 + Penalty 3325.083825 = -3250702.819341 nChanged 22 SP:Iteration 59Q (537.679324 sec): 3 clusters Score: Raw -3254028.971916 + Penalty 3325.083825 = -3250703.888091 nChanged 22 SP:Iteration 60F (537.780113 sec): 3 clusters Score: Raw -3254029.951162 + Penalty 3325.083825 = -3250704.867337 nChanged 20 SP:Iteration 61Q (537.875892 sec): 3 clusters Score: Raw -3254031.153778 + Penalty 3325.083825 = -3250706.069953 nChanged 19 SP:Iteration 62Q (537.969251 sec): 3 clusters Score: Raw -3254032.008293 + Penalty 3325.083825 = -3250706.924468 nChanged 17 SP:Iteration 63Q (538.058033 sec): 3 clusters Score: Raw -3254032.627989 + Penalty 3325.083825 = -3250707.544163 nChanged 13 SP:Iteration 64Q (538.155412 sec): 3 clusters Score: Raw -3254033.357590 + Penalty 3325.083825 = -3250708.273765 nChanged 15 SP:Iteration 65Q (538.236768 sec): 3 clusters Score: Raw -3254033.947119 + Penalty 3325.083825 = -3250708.863294 nChanged 13 SP:Iteration 66Q (538.337652 sec): 3 clusters Score: Raw -3254034.385851 + Penalty 3325.083825 = -3250709.302025 nChanged 9 SP:Iteration 67Q (538.435673 sec): 3 clusters Score: Raw -3254034.583841 + Penalty 3325.083825 = -3250709.500016 nChanged 8 SP:Iteration 68Q (538.532234 sec): 3 clusters Score: Raw -3254034.848676 + Penalty 3325.083825 = -3250709.764851 nChanged 6 SP:Iteration 69Q (538.620704 sec): 3 clusters Score: Raw -3254035.092809 + Penalty 3325.083825 = -3250710.008984 nChanged 7 SP:Iteration 70Q (538.714535 sec): 3 clusters Score: Raw -3254035.479824 + Penalty 3325.083825 = -3250710.395999 nChanged 9 SP:Iteration 71Q (538.810376 sec): 3 clusters Score: Raw -3254035.825886 + Penalty 3325.083825 = -3250710.742060 nChanged 7 SP:Iteration 72Q (538.904723 sec): 3 clusters Score: Raw -3254036.031763 + Penalty 3325.083825 = -3250710.947937 nChanged 8 SP:Iteration 73Q (538.999276 sec): 3 clusters Score: Raw -3254036.296611 + Penalty 3325.083825 = -3250711.212786 nChanged 6 SP:Iteration 74Q (539.091236 sec): 3 clusters Score: Raw -3254036.446003 + Penalty 3325.083825 = -3250711.362178 nChanged 7 SP:Iteration 75Q (539.183655 sec): 3 clusters Score: Raw -3254036.677043 + Penalty 3325.083825 = -3250711.593218 nChanged 5 SP:Iteration 76Q (539.269639 sec): 3 clusters Score: Raw -3254036.792515 + Penalty 3325.083825 = -3250711.708690 nChanged 2 SP:Iteration 77Q (539.367116 sec): 3 clusters Score: Raw -3254036.836269 + Penalty 3325.083825 = -3250711.752444 nChanged 1 SP:Iteration 78Q (539.462954 sec): 3 clusters Score: Raw -3254036.889272 + Penalty 3325.083825 = -3250711.805447 nChanged 0 SP:Iteration 79F (539.552463 sec): 3 clusters Score: Raw -3254036.889272 + Penalty 3325.083825 = -3250711.805447 nChanged 0 Trying to split cluster 2 (2283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (539.591490 sec): 2 clusters Score: Raw -257018.354920 + Penalty 1256.652418 = -255761.702502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (539.637392 sec): 3 clusters Score: Raw -256020.793516 + Penalty 2513.304835 = -253507.488681 nChanged 844 SP:Iteration 1F (539.687817 sec): 3 clusters Score: Raw -256710.486279 + Penalty 2513.304835 = -254197.181444 nChanged 214 SP:Iteration 2F (539.726151 sec): 3 clusters Score: Raw -256955.648376 + Penalty 2513.304835 = -254442.343541 nChanged 157 SP:Iteration 3F (539.777512 sec): 3 clusters Score: Raw -257141.730071 + Penalty 2513.304835 = -254628.425236 nChanged 143 SP:Iteration 4F (539.828635 sec): 3 clusters Score: Raw -257292.579534 + Penalty 2513.304835 = -254779.274699 nChanged 114 SP:Iteration 5Q (539.873422 sec): 3 clusters Score: Raw -257388.098049 + Penalty 2513.304835 = -254874.793214 nChanged 65 SP:Iteration 6Q (539.924209 sec): 3 clusters Score: Raw -257438.071942 + Penalty 2513.304835 = -254924.767107 nChanged 53 SP:Iteration 7Q (539.980905 sec): 3 clusters Score: Raw -257475.925356 + Penalty 2513.304835 = -254962.620521 nChanged 38 SP:Iteration 8Q (540.032144 sec): 3 clusters Score: Raw -257501.247071 + Penalty 2513.304835 = -254987.942236 nChanged 43 SP:Iteration 9Q (540.075181 sec): 3 clusters Score: Raw -257528.669758 + Penalty 2513.304835 = -255015.364922 nChanged 42 SP:Iteration 10Q (540.137493 sec): 3 clusters Score: Raw -257556.727456 + Penalty 2513.304835 = -255043.422621 nChanged 46 SP:Iteration 11Q (540.187217 sec): 3 clusters Score: Raw -257595.870512 + Penalty 2513.304835 = -255082.565677 nChanged 37 SP:Iteration 12Q (540.232681 sec): 3 clusters Score: Raw -257619.504396 + Penalty 2513.304835 = -255106.199561 nChanged 22 SP:Iteration 13Q (540.288552 sec): 3 clusters Score: Raw -257632.866031 + Penalty 2513.304835 = -255119.561196 nChanged 23 SP:Iteration 14Q (540.343718 sec): 3 clusters Score: Raw -257644.421201 + Penalty 2513.304835 = -255131.116366 nChanged 14 SP:Iteration 15Q (540.394133 sec): 3 clusters Score: Raw -257655.719454 + Penalty 2513.304835 = -255142.414619 nChanged 17 SP:Iteration 16Q (540.445909 sec): 3 clusters Score: Raw -257667.397185 + Penalty 2513.304835 = -255154.092350 nChanged 15 SP:Iteration 17Q (540.493222 sec): 3 clusters Score: Raw -257675.333196 + Penalty 2513.304835 = -255162.028361 nChanged 19 SP:Iteration 18Q (540.548665 sec): 3 clusters Score: Raw -257689.109374 + Penalty 2513.304835 = -255175.804539 nChanged 18 SP:Iteration 19Q (540.599944 sec): 3 clusters Score: Raw -257704.543991 + Penalty 2513.304835 = -255191.239156 nChanged 24 SP:Iteration 20F (540.650271 sec): 3 clusters Score: Raw -257727.608244 + Penalty 2513.304835 = -255214.303409 nChanged 32 SP:Iteration 21Q (540.698510 sec): 3 clusters Score: Raw -257749.924643 + Penalty 2513.304835 = -255236.619808 nChanged 23 SP:Iteration 22Q (540.747105 sec): 3 clusters Score: Raw -257764.315811 + Penalty 2513.304835 = -255251.010975 nChanged 14 SP:Iteration 23Q (540.796738 sec): 3 clusters Score: Raw -257770.372926 + Penalty 2513.304835 = -255257.068091 nChanged 12 SP:Iteration 24Q (540.837395 sec): 3 clusters Score: Raw -257774.976573 + Penalty 2513.304835 = -255261.671737 nChanged 10 SP:Iteration 25Q (540.886197 sec): 3 clusters Score: Raw -257779.912155 + Penalty 2513.304835 = -255266.607320 nChanged 6 SP:Iteration 26Q (540.945026 sec): 3 clusters Score: Raw -257782.246419 + Penalty 2513.304835 = -255268.941584 nChanged 4 SP:Iteration 27Q (540.989018 sec): 3 clusters Score: Raw -257785.041258 + Penalty 2513.304835 = -255271.736423 nChanged 4 SP:Iteration 28Q (541.032625 sec): 3 clusters Score: Raw -257787.758168 + Penalty 2513.304835 = -255274.453333 nChanged 4 SP:Iteration 29Q (541.087330 sec): 3 clusters Score: Raw -257790.174693 + Penalty 2513.304835 = -255276.869858 nChanged 7 SP:Iteration 30Q (541.142325 sec): 3 clusters Score: Raw -257794.657991 + Penalty 2513.304835 = -255281.353155 nChanged 5 SP:Iteration 31Q (541.192576 sec): 3 clusters Score: Raw -257798.791565 + Penalty 2513.304835 = -255285.486730 nChanged 5 SP:Iteration 32Q (541.242839 sec): 3 clusters Score: Raw -257801.205059 + Penalty 2513.304835 = -255287.900224 nChanged 4 SP:Iteration 33Q (541.291895 sec): 3 clusters Score: Raw -257803.989765 + Penalty 2513.304835 = -255290.684930 nChanged 6 SP:Iteration 34Q (541.344755 sec): 3 clusters Score: Raw -257807.153411 + Penalty 2513.304835 = -255293.848576 nChanged 5 SP:Iteration 35Q (541.394395 sec): 3 clusters Score: Raw -257809.426998 + Penalty 2513.304835 = -255296.122163 nChanged 5 SP:Iteration 36Q (541.434040 sec): 3 clusters Score: Raw -257811.254736 + Penalty 2513.304835 = -255297.949900 nChanged 3 SP:Iteration 37Q (541.481680 sec): 3 clusters Score: Raw -257814.633479 + Penalty 2513.304835 = -255301.328644 nChanged 4 SP:Iteration 38Q (541.533594 sec): 3 clusters Score: Raw -257816.544722 + Penalty 2513.304835 = -255303.239887 nChanged 0 SP:Iteration 39F (541.569428 sec): 3 clusters Score: Raw -257816.544722 + Penalty 2513.304835 = -255303.239887 nChanged 0 Trying to split cluster 3 (8660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (541.598185 sec): 2 clusters Score: Raw -1021884.770034 + Penalty 1473.301375 = -1020411.468659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (541.662921 sec): 3 clusters Score: Raw -1017063.351715 + Penalty 2946.602751 = -1014116.748965 nChanged 3725 SP:Iteration 1F (541.715302 sec): 3 clusters Score: Raw -1019268.572984 + Penalty 2946.602751 = -1016321.970233 nChanged 557 SP:Iteration 2F (541.780788 sec): 3 clusters Score: Raw -1019532.111027 + Penalty 2946.602751 = -1016585.508276 nChanged 444 SP:Iteration 3F (541.835467 sec): 3 clusters Score: Raw -1019742.391409 + Penalty 2946.602751 = -1016795.788658 nChanged 401 SP:Iteration 4Q (541.892587 sec): 3 clusters Score: Raw -1019918.420811 + Penalty 2946.602751 = -1016971.818060 nChanged 360 SP:Iteration 5Q (541.950068 sec): 3 clusters Score: Raw -1020073.788080 + Penalty 2946.602751 = -1017127.185329 nChanged 331 SP:Iteration 6Q (542.005658 sec): 3 clusters Score: Raw -1020225.220714 + Penalty 2946.602751 = -1017278.617963 nChanged 311 SP:Iteration 7Q (542.071640 sec): 3 clusters Score: Raw -1020381.364046 + Penalty 2946.602751 = -1017434.761295 nChanged 295 SP:Iteration 8Q (542.129331 sec): 3 clusters Score: Raw -1020547.947423 + Penalty 2946.602751 = -1017601.344672 nChanged 302 SP:Iteration 9Q (542.184917 sec): 3 clusters Score: Raw -1020753.034618 + Penalty 2946.602751 = -1017806.431867 nChanged 347 SP:Iteration 10Q (542.250790 sec): 3 clusters Score: Raw -1020967.971769 + Penalty 2946.602751 = -1018021.369018 nChanged 327 SP:Iteration 11Q (542.298264 sec): 3 clusters Score: Raw -1021170.567422 + Penalty 2946.602751 = -1018223.964672 nChanged 293 SP:Iteration 12Q (542.360236 sec): 3 clusters Score: Raw -1021326.612406 + Penalty 2946.602751 = -1018380.009656 nChanged 241 SP:Iteration 13Q (542.419710 sec): 3 clusters Score: Raw -1021451.742445 + Penalty 2946.602751 = -1018505.139695 nChanged 212 SP:Iteration 14Q (542.484791 sec): 3 clusters Score: Raw -1021554.092328 + Penalty 2946.602751 = -1018607.489578 nChanged 192 SP:Iteration 15Q (542.536926 sec): 3 clusters Score: Raw -1021640.654809 + Penalty 2946.602751 = -1018694.052059 nChanged 149 SP:Iteration 16Q (542.603573 sec): 3 clusters Score: Raw -1021705.128041 + Penalty 2946.602751 = -1018758.525290 nChanged 129 SP:Iteration 17Q (542.663754 sec): 3 clusters Score: Raw -1021756.918212 + Penalty 2946.602751 = -1018810.315461 nChanged 104 SP:Iteration 18Q (542.721262 sec): 3 clusters Score: Raw -1021793.886071 + Penalty 2946.602751 = -1018847.283320 nChanged 86 SP:Iteration 19Q (542.775451 sec): 3 clusters Score: Raw -1021820.840303 + Penalty 2946.602751 = -1018874.237552 nChanged 77 SP:Iteration 20F (542.840545 sec): 3 clusters Score: Raw -1021838.736124 + Penalty 2946.602751 = -1018892.133373 nChanged 59 SP:Iteration 21Q (542.889347 sec): 3 clusters Score: Raw -1021853.623898 + Penalty 2946.602751 = -1018907.021147 nChanged 70 SP:Iteration 22Q (542.949542 sec): 3 clusters Score: Raw -1021872.195544 + Penalty 2946.602751 = -1018925.592793 nChanged 55 SP:Iteration 23Q (543.015126 sec): 3 clusters Score: Raw -1021885.335957 + Penalty 2946.602751 = -1018938.733206 nChanged 51 SP:Iteration 24Q (543.070949 sec): 3 clusters Score: Raw -1021896.765116 + Penalty 2946.602751 = -1018950.162365 nChanged 58 SP:Iteration 25Q (543.127959 sec): 3 clusters Score: Raw -1021909.732510 + Penalty 2946.602751 = -1018963.129760 nChanged 57 SP:Iteration 26Q (543.186177 sec): 3 clusters Score: Raw -1021923.697463 + Penalty 2946.602751 = -1018977.094712 nChanged 48 SP:Iteration 27Q (543.235126 sec): 3 clusters Score: Raw -1021932.387699 + Penalty 2946.602751 = -1018985.784949 nChanged 38 SP:Iteration 28Q (543.291486 sec): 3 clusters Score: Raw -1021941.862033 + Penalty 2946.602751 = -1018995.259283 nChanged 43 SP:Iteration 29Q (543.355546 sec): 3 clusters Score: Raw -1021952.138115 + Penalty 2946.602751 = -1019005.535364 nChanged 40 SP:Iteration 30Q (543.413917 sec): 3 clusters Score: Raw -1021961.289973 + Penalty 2946.602751 = -1019014.687222 nChanged 45 SP:Iteration 31Q (543.474810 sec): 3 clusters Score: Raw -1021972.119331 + Penalty 2946.602751 = -1019025.516580 nChanged 48 SP:Iteration 32Q (543.534955 sec): 3 clusters Score: Raw -1021984.129431 + Penalty 2946.602751 = -1019037.526681 nChanged 39 SP:Iteration 33Q (543.600094 sec): 3 clusters Score: Raw -1021992.239202 + Penalty 2946.602751 = -1019045.636452 nChanged 34 SP:Iteration 34Q (543.643245 sec): 3 clusters Score: Raw -1021998.823722 + Penalty 2946.602751 = -1019052.220972 nChanged 33 SP:Iteration 35Q (543.700290 sec): 3 clusters Score: Raw -1022004.697181 + Penalty 2946.602751 = -1019058.094430 nChanged 31 SP:Iteration 36Q (543.762068 sec): 3 clusters Score: Raw -1022010.046188 + Penalty 2946.602751 = -1019063.443437 nChanged 37 SP:Iteration 37Q (543.815587 sec): 3 clusters Score: Raw -1022017.104289 + Penalty 2946.602751 = -1019070.501539 nChanged 31 SP:Iteration 38Q (543.872833 sec): 3 clusters Score: Raw -1022022.876813 + Penalty 2946.602751 = -1019076.274063 nChanged 27 SP:Iteration 39Q (543.938500 sec): 3 clusters Score: Raw -1022026.876887 + Penalty 2946.602751 = -1019080.274137 nChanged 23 SP:Iteration 40F (543.995501 sec): 3 clusters Score: Raw -1022030.448763 + Penalty 2946.602751 = -1019083.846013 nChanged 19 SP:Iteration 41Q (544.061008 sec): 3 clusters Score: Raw -1022034.022377 + Penalty 2946.602751 = -1019087.419626 nChanged 20 SP:Iteration 42Q (544.112375 sec): 3 clusters Score: Raw -1022036.797313 + Penalty 2946.602751 = -1019090.194563 nChanged 15 SP:Iteration 43Q (544.170703 sec): 3 clusters Score: Raw -1022038.930138 + Penalty 2946.602751 = -1019092.327387 nChanged 13 SP:Iteration 44Q (544.231957 sec): 3 clusters Score: Raw -1022040.568858 + Penalty 2946.602751 = -1019093.966108 nChanged 9 SP:Iteration 45Q (544.287049 sec): 3 clusters Score: Raw -1022041.395513 + Penalty 2946.602751 = -1019094.792762 nChanged 8 SP:Iteration 46Q (544.341956 sec): 3 clusters Score: Raw -1022042.221312 + Penalty 2946.602751 = -1019095.618562 nChanged 7 SP:Iteration 47Q (544.408493 sec): 3 clusters Score: Raw -1022042.976981 + Penalty 2946.602751 = -1019096.374230 nChanged 4 SP:Iteration 48Q (544.452326 sec): 3 clusters Score: Raw -1022043.546813 + Penalty 2946.602751 = -1019096.944062 nChanged 5 SP:Iteration 49Q (544.517777 sec): 3 clusters Score: Raw -1022044.097556 + Penalty 2946.602751 = -1019097.494806 nChanged 6 SP:Iteration 50Q (544.583835 sec): 3 clusters Score: Raw -1022044.820359 + Penalty 2946.602751 = -1019098.217608 nChanged 6 SP:Iteration 51Q (544.641583 sec): 3 clusters Score: Raw -1022045.370011 + Penalty 2946.602751 = -1019098.767260 nChanged 2 SP:Iteration 52Q (544.691661 sec): 3 clusters Score: Raw -1022045.511712 + Penalty 2946.602751 = -1019098.908962 nChanged 1 SP:Iteration 53Q (544.754484 sec): 3 clusters Score: Raw -1022045.588057 + Penalty 2946.602751 = -1019098.985306 nChanged 0 SP:Iteration 54F (544.804195 sec): 3 clusters Score: Raw -1022045.588057 + Penalty 2946.602751 = -1019098.985306 nChanged 0 Trying to split cluster 4 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (544.837077 sec): 2 clusters Score: Raw -435150.138093 + Penalty 1331.607145 = -433818.530947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (544.875636 sec): 3 clusters Score: Raw -433354.091762 + Penalty 2663.214291 = -430690.877472 nChanged 1413 SP:Iteration 1F (544.924148 sec): 3 clusters Score: Raw -434235.393134 + Penalty 2663.214291 = -431572.178843 nChanged 304 SP:Iteration 2F (544.965913 sec): 3 clusters Score: Raw -434428.872235 + Penalty 2663.214291 = -431765.657944 nChanged 202 SP:Iteration 3F (545.019233 sec): 3 clusters Score: Raw -434535.438526 + Penalty 2663.214291 = -431872.224235 nChanged 125 SP:Iteration 4Q (545.057978 sec): 3 clusters Score: Raw -434598.417105 + Penalty 2663.214291 = -431935.202814 nChanged 87 SP:Iteration 5Q (545.114843 sec): 3 clusters Score: Raw -434633.368363 + Penalty 2663.214291 = -431970.154072 nChanged 65 SP:Iteration 6Q (545.152330 sec): 3 clusters Score: Raw -434658.150243 + Penalty 2663.214291 = -431994.935953 nChanged 65 SP:Iteration 7Q (545.200501 sec): 3 clusters Score: Raw -434687.644596 + Penalty 2663.214291 = -432024.430305 nChanged 63 SP:Iteration 8Q (545.250896 sec): 3 clusters Score: Raw -434718.349113 + Penalty 2663.214291 = -432055.134823 nChanged 56 SP:Iteration 9Q (545.314189 sec): 3 clusters Score: Raw -434744.518528 + Penalty 2663.214291 = -432081.304237 nChanged 54 SP:Iteration 10Q (545.368288 sec): 3 clusters Score: Raw -434765.897480 + Penalty 2663.214291 = -432102.683190 nChanged 41 SP:Iteration 11Q (545.420110 sec): 3 clusters Score: Raw -434780.300519 + Penalty 2663.214291 = -432117.086228 nChanged 35 SP:Iteration 12Q (545.463696 sec): 3 clusters Score: Raw -434793.897409 + Penalty 2663.214291 = -432130.683118 nChanged 35 SP:Iteration 13Q (545.513787 sec): 3 clusters Score: Raw -434807.699658 + Penalty 2663.214291 = -432144.485367 nChanged 41 SP:Iteration 14Q (545.573122 sec): 3 clusters Score: Raw -434826.115885 + Penalty 2663.214291 = -432162.901595 nChanged 36 SP:Iteration 15Q (545.621066 sec): 3 clusters Score: Raw -434835.712883 + Penalty 2663.214291 = -432172.498593 nChanged 26 SP:Iteration 16Q (545.665490 sec): 3 clusters Score: Raw -434847.670102 + Penalty 2663.214291 = -432184.455811 nChanged 33 SP:Iteration 17Q (545.715199 sec): 3 clusters Score: Raw -434860.802643 + Penalty 2663.214291 = -432197.588353 nChanged 40 SP:Iteration 18Q (545.776936 sec): 3 clusters Score: Raw -434875.381369 + Penalty 2663.214291 = -432212.167079 nChanged 34 SP:Iteration 19Q (545.825919 sec): 3 clusters Score: Raw -434890.950508 + Penalty 2663.214291 = -432227.736217 nChanged 44 SP:Iteration 20F (545.869987 sec): 3 clusters Score: Raw -434910.640179 + Penalty 2663.214291 = -432247.425888 nChanged 44 SP:Iteration 21Q (545.926314 sec): 3 clusters Score: Raw -434930.227361 + Penalty 2663.214291 = -432267.013070 nChanged 49 SP:Iteration 22Q (545.982437 sec): 3 clusters Score: Raw -434955.907125 + Penalty 2663.214291 = -432292.692835 nChanged 48 SP:Iteration 23Q (546.036060 sec): 3 clusters Score: Raw -434981.913726 + Penalty 2663.214291 = -432318.699436 nChanged 49 SP:Iteration 24Q (546.088770 sec): 3 clusters Score: Raw -435007.880068 + Penalty 2663.214291 = -432344.665777 nChanged 55 SP:Iteration 25Q (546.142443 sec): 3 clusters Score: Raw -435043.004103 + Penalty 2663.214291 = -432379.789812 nChanged 64 SP:Iteration 26Q (546.186796 sec): 3 clusters Score: Raw -435079.548126 + Penalty 2663.214291 = -432416.333836 nChanged 72 SP:Iteration 27Q (546.239706 sec): 3 clusters Score: Raw -435124.334976 + Penalty 2663.214291 = -432461.120685 nChanged 88 SP:Iteration 28Q (546.291353 sec): 3 clusters Score: Raw -435181.692542 + Penalty 2663.214291 = -432518.478251 nChanged 89 SP:Iteration 29Q (546.343918 sec): 3 clusters Score: Raw -435244.271338 + Penalty 2663.214291 = -432581.057047 nChanged 102 SP:Iteration 30Q (546.403311 sec): 3 clusters Score: Raw -435315.828392 + Penalty 2663.214291 = -432652.614102 nChanged 98 SP:Iteration 31Q (546.457683 sec): 3 clusters Score: Raw -435381.071594 + Penalty 2663.214291 = -432717.857303 nChanged 89 SP:Iteration 32Q (546.516412 sec): 3 clusters Score: Raw -435448.700221 + Penalty 2663.214291 = -432785.485930 nChanged 97 SP:Iteration 33Q (546.563359 sec): 3 clusters Score: Raw -435541.558132 + Penalty 2663.214291 = -432878.343841 nChanged 112 SP:Iteration 34Q (546.621802 sec): 3 clusters Score: Raw -435664.480160 + Penalty 2663.214291 = -433001.265869 nChanged 114 SP:Iteration 35Q (546.676017 sec): 3 clusters Score: Raw -435798.173902 + Penalty 2663.214291 = -433134.959611 nChanged 76 SP:Iteration 36Q (546.724582 sec): 3 clusters Score: Raw -435878.370423 + Penalty 2663.214291 = -433215.156133 nChanged 56 SP:Iteration 37Q (546.764117 sec): 3 clusters Score: Raw -435916.091206 + Penalty 2663.214291 = -433252.876915 nChanged 42 SP:Iteration 38Q (546.825422 sec): 3 clusters Score: Raw -435946.721180 + Penalty 2663.214291 = -433283.506889 nChanged 33 SP:Iteration 39Q (546.878753 sec): 3 clusters Score: Raw -435966.272488 + Penalty 2663.214291 = -433303.058197 nChanged 24 SP:Iteration 40F (546.929792 sec): 3 clusters Score: Raw -435980.881081 + Penalty 2663.214291 = -433317.666790 nChanged 21 SP:Iteration 41Q (546.982106 sec): 3 clusters Score: Raw -435995.024228 + Penalty 2663.214291 = -433331.809937 nChanged 22 SP:Iteration 42Q (547.032165 sec): 3 clusters Score: Raw -436010.374279 + Penalty 2663.214291 = -433347.159989 nChanged 28 SP:Iteration 43Q (547.085467 sec): 3 clusters Score: Raw -436027.006125 + Penalty 2663.214291 = -433363.791835 nChanged 28 SP:Iteration 44Q (547.133458 sec): 3 clusters Score: Raw -436045.346845 + Penalty 2663.214291 = -433382.132554 nChanged 25 SP:Iteration 45Q (547.189595 sec): 3 clusters Score: Raw -436060.869114 + Penalty 2663.214291 = -433397.654824 nChanged 18 SP:Iteration 46Q (547.241233 sec): 3 clusters Score: Raw -436074.892169 + Penalty 2663.214291 = -433411.677878 nChanged 14 SP:Iteration 47Q (547.297356 sec): 3 clusters Score: Raw -436082.505627 + Penalty 2663.214291 = -433419.291336 nChanged 8 SP:Iteration 48Q (547.349371 sec): 3 clusters Score: Raw -436087.215185 + Penalty 2663.214291 = -433424.000894 nChanged 6 SP:Iteration 49Q (547.396873 sec): 3 clusters Score: Raw -436091.401786 + Penalty 2663.214291 = -433428.187496 nChanged 6 SP:Iteration 50Q (547.443372 sec): 3 clusters Score: Raw -436098.995546 + Penalty 2663.214291 = -433435.781255 nChanged 17 SP:Iteration 51Q (547.493877 sec): 3 clusters Score: Raw -436111.884995 + Penalty 2663.214291 = -433448.670704 nChanged 23 SP:Iteration 52Q (547.553848 sec): 3 clusters Score: Raw -436129.216766 + Penalty 2663.214291 = -433466.002475 nChanged 22 SP:Iteration 53Q (547.595585 sec): 3 clusters Score: Raw -436139.828609 + Penalty 2663.214291 = -433476.614318 nChanged 14 SP:Iteration 54Q (547.650108 sec): 3 clusters Score: Raw -436152.755456 + Penalty 2663.214291 = -433489.541165 nChanged 14 SP:Iteration 55Q (547.708485 sec): 3 clusters Score: Raw -436161.436723 + Penalty 2663.214291 = -433498.222432 nChanged 10 SP:Iteration 56Q (547.755861 sec): 3 clusters Score: Raw -436166.819651 + Penalty 2663.214291 = -433503.605360 nChanged 12 SP:Iteration 57Q (547.813986 sec): 3 clusters Score: Raw -436179.635537 + Penalty 2663.214291 = -433516.421246 nChanged 17 SP:Iteration 58Q (547.863893 sec): 3 clusters Score: Raw -436190.048191 + Penalty 2663.214291 = -433526.833901 nChanged 18 SP:Iteration 59Q (547.919460 sec): 3 clusters Score: Raw -436203.910484 + Penalty 2663.214291 = -433540.696194 nChanged 9 SP:Iteration 60F (547.961527 sec): 3 clusters Score: Raw -436207.691434 + Penalty 2663.214291 = -433544.477143 nChanged 5 SP:Iteration 61Q (548.023383 sec): 3 clusters Score: Raw -436211.308677 + Penalty 2663.214291 = -433548.094387 nChanged 8 SP:Iteration 62Q (548.067331 sec): 3 clusters Score: Raw -436214.137325 + Penalty 2663.214291 = -433550.923034 nChanged 2 SP:Iteration 63Q (548.123636 sec): 3 clusters Score: Raw -436214.779111 + Penalty 2663.214291 = -433551.564821 nChanged 1 SP:Iteration 64Q (548.176929 sec): 3 clusters Score: Raw -436216.054256 + Penalty 2663.214291 = -433552.839966 nChanged 5 SP:Iteration 65Q (548.233228 sec): 3 clusters Score: Raw -436218.733317 + Penalty 2663.214291 = -433555.519027 nChanged 6 SP:Iteration 66Q (548.286392 sec): 3 clusters Score: Raw -436220.947430 + Penalty 2663.214291 = -433557.733139 nChanged 2 SP:Iteration 67Q (548.338079 sec): 3 clusters Score: Raw -436221.271801 + Penalty 2663.214291 = -433558.057510 nChanged 1 SP:Iteration 68Q (548.378784 sec): 3 clusters Score: Raw -436221.708587 + Penalty 2663.214291 = -433558.494296 nChanged 0 SP:Iteration 69F (548.433666 sec): 3 clusters Score: Raw -436221.708587 + Penalty 2663.214291 = -433558.494296 nChanged 0 Trying to split cluster 5 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (548.461657 sec): 2 clusters Score: Raw -78020.991888 + Penalty 1063.151694 = -76957.840194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (548.507862 sec): 3 clusters Score: Raw -77882.907792 + Penalty 2126.303387 = -75756.604405 nChanged 189 SP:Iteration 1F (548.557604 sec): 3 clusters Score: Raw -78085.805291 + Penalty 2126.303387 = -75959.501904 nChanged 32 SP:Iteration 2Q (548.605554 sec): 3 clusters Score: Raw -78137.454983 + Penalty 2126.303387 = -76011.151596 nChanged 19 SP:Iteration 3Q (548.656632 sec): 3 clusters Score: Raw -78173.194139 + Penalty 2126.303387 = -76046.890752 nChanged 14 SP:Iteration 4Q (548.705705 sec): 3 clusters Score: Raw -78200.017081 + Penalty 2126.303387 = -76073.713694 nChanged 9 SP:Iteration 5Q (548.754838 sec): 3 clusters Score: Raw -78210.367382 + Penalty 2126.303387 = -76084.063994 nChanged 6 SP:Iteration 6Q (548.804835 sec): 3 clusters Score: Raw -78217.125964 + Penalty 2126.303387 = -76090.822576 nChanged 3 SP:Iteration 7Q (548.839590 sec): 3 clusters Score: Raw -78222.555334 + Penalty 2126.303387 = -76096.251947 nChanged 4 SP:Iteration 8Q (548.898754 sec): 3 clusters Score: Raw -78230.383818 + Penalty 2126.303387 = -76104.080430 nChanged 6 SP:Iteration 9Q (548.937875 sec): 3 clusters Score: Raw -78241.809365 + Penalty 2126.303387 = -76115.505978 nChanged 9 SP:Iteration 10Q (548.973856 sec): 3 clusters Score: Raw -78253.857596 + Penalty 2126.303387 = -76127.554209 nChanged 6 SP:Iteration 11Q (549.009763 sec): 3 clusters Score: Raw -78259.739744 + Penalty 2126.303387 = -76133.436357 nChanged 3 SP:Iteration 12Q (549.059394 sec): 3 clusters Score: Raw -78262.341778 + Penalty 2126.303387 = -76136.038391 nChanged 1 SP:Iteration 13Q (549.100719 sec): 3 clusters Score: Raw -78263.102312 + Penalty 2126.303387 = -76136.798925 nChanged 0 SP:Iteration 14F (549.136490 sec): 3 clusters Score: Raw -78263.102312 + Penalty 2126.303387 = -76136.798925 nChanged 0 Trying to split cluster 6 (3599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (549.175516 sec): 2 clusters Score: Raw -426378.385012 + Penalty 1330.616838 = -425047.768175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (549.212841 sec): 3 clusters Score: Raw -424656.605343 + Penalty 2661.233675 = -421995.371668 nChanged 1337 SP:Iteration 1F (549.256838 sec): 3 clusters Score: Raw -425413.264755 + Penalty 2661.233675 = -422752.031080 nChanged 275 SP:Iteration 2F (549.304531 sec): 3 clusters Score: Raw -425594.237414 + Penalty 2661.233675 = -422933.003739 nChanged 205 SP:Iteration 3F (549.354045 sec): 3 clusters Score: Raw -425735.067376 + Penalty 2661.233675 = -423073.833700 nChanged 187 SP:Iteration 4F (549.409356 sec): 3 clusters Score: Raw -425871.361579 + Penalty 2661.233675 = -423210.127904 nChanged 182 SP:Iteration 5F (549.450319 sec): 3 clusters Score: Raw -426010.753199 + Penalty 2661.233675 = -423349.519524 nChanged 146 SP:Iteration 6Q (549.500795 sec): 3 clusters Score: Raw -426117.419384 + Penalty 2661.233675 = -423456.185709 nChanged 132 SP:Iteration 7Q (549.552692 sec): 3 clusters Score: Raw -426211.497507 + Penalty 2661.233675 = -423550.263832 nChanged 113 SP:Iteration 8Q (549.603619 sec): 3 clusters Score: Raw -426302.594216 + Penalty 2661.233675 = -423641.360541 nChanged 114 SP:Iteration 9Q (549.648695 sec): 3 clusters Score: Raw -426389.095039 + Penalty 2661.233675 = -423727.861364 nChanged 102 SP:Iteration 10Q (549.686922 sec): 3 clusters Score: Raw -426446.087810 + Penalty 2661.233675 = -423784.854135 nChanged 85 SP:Iteration 11Q (549.742011 sec): 3 clusters Score: Raw -426491.868589 + Penalty 2661.233675 = -423830.634914 nChanged 75 SP:Iteration 12Q (549.785379 sec): 3 clusters Score: Raw -426532.619001 + Penalty 2661.233675 = -423871.385326 nChanged 54 SP:Iteration 13Q (549.837429 sec): 3 clusters Score: Raw -426560.669790 + Penalty 2661.233675 = -423899.436115 nChanged 53 SP:Iteration 14Q (549.884018 sec): 3 clusters Score: Raw -426584.002408 + Penalty 2661.233675 = -423922.768733 nChanged 39 SP:Iteration 15Q (549.929976 sec): 3 clusters Score: Raw -426598.724746 + Penalty 2661.233675 = -423937.491070 nChanged 27 SP:Iteration 16Q (549.975377 sec): 3 clusters Score: Raw -426608.839823 + Penalty 2661.233675 = -423947.606148 nChanged 20 SP:Iteration 17Q (550.027624 sec): 3 clusters Score: Raw -426620.383921 + Penalty 2661.233675 = -423959.150246 nChanged 27 SP:Iteration 18Q (550.077895 sec): 3 clusters Score: Raw -426631.888497 + Penalty 2661.233675 = -423970.654822 nChanged 16 SP:Iteration 19Q (550.118558 sec): 3 clusters Score: Raw -426636.504323 + Penalty 2661.233675 = -423975.270648 nChanged 9 SP:Iteration 20F (550.169665 sec): 3 clusters Score: Raw -426639.270890 + Penalty 2661.233675 = -423978.037214 nChanged 8 SP:Iteration 21Q (550.221597 sec): 3 clusters Score: Raw -426641.744232 + Penalty 2661.233675 = -423980.510557 nChanged 9 SP:Iteration 22Q (550.280816 sec): 3 clusters Score: Raw -426645.851096 + Penalty 2661.233675 = -423984.617421 nChanged 9 SP:Iteration 23Q (550.336425 sec): 3 clusters Score: Raw -426648.612889 + Penalty 2661.233675 = -423987.379214 nChanged 5 SP:Iteration 24Q (550.390353 sec): 3 clusters Score: Raw -426649.600295 + Penalty 2661.233675 = -423988.366620 nChanged 5 SP:Iteration 25Q (550.440519 sec): 3 clusters Score: Raw -426650.817043 + Penalty 2661.233675 = -423989.583368 nChanged 4 SP:Iteration 26Q (550.490819 sec): 3 clusters Score: Raw -426651.834049 + Penalty 2661.233675 = -423990.600374 nChanged 3 SP:Iteration 27Q (550.529519 sec): 3 clusters Score: Raw -426652.540535 + Penalty 2661.233675 = -423991.306860 nChanged 5 SP:Iteration 28Q (550.580661 sec): 3 clusters Score: Raw -426653.936324 + Penalty 2661.233675 = -423992.702649 nChanged 3 SP:Iteration 29Q (550.632645 sec): 3 clusters Score: Raw -426654.819207 + Penalty 2661.233675 = -423993.585532 nChanged 2 SP:Iteration 30Q (550.684243 sec): 3 clusters Score: Raw -426655.545865 + Penalty 2661.233675 = -423994.312190 nChanged 4 SP:Iteration 31Q (550.732577 sec): 3 clusters Score: Raw -426656.187385 + Penalty 2661.233675 = -423994.953710 nChanged 2 SP:Iteration 32Q (550.785133 sec): 3 clusters Score: Raw -426656.521805 + Penalty 2661.233675 = -423995.288130 nChanged 2 SP:Iteration 33Q (550.834644 sec): 3 clusters Score: Raw -426657.250881 + Penalty 2661.233675 = -423996.017206 nChanged 1 SP:Iteration 34Q (550.885729 sec): 3 clusters Score: Raw -426657.520823 + Penalty 2661.233675 = -423996.287148 nChanged 2 SP:Iteration 35Q (550.943158 sec): 3 clusters Score: Raw -426658.193187 + Penalty 2661.233675 = -423996.959512 nChanged 1 SP:Iteration 36Q (550.994073 sec): 3 clusters Score: Raw -426658.289837 + Penalty 2661.233675 = -423997.056162 nChanged 1 SP:Iteration 37Q (551.047687 sec): 3 clusters Score: Raw -426658.601229 + Penalty 2661.233675 = -423997.367554 nChanged 3 SP:Iteration 38Q (551.100231 sec): 3 clusters Score: Raw -426659.136694 + Penalty 2661.233675 = -423997.903019 nChanged 2 SP:Iteration 39Q (551.141592 sec): 3 clusters Score: Raw -426659.416516 + Penalty 2661.233675 = -423998.182840 nChanged 1 SP:Iteration 40F (551.200148 sec): 3 clusters Score: Raw -426659.789545 + Penalty 2661.233675 = -423998.555869 nChanged 1 SP:Iteration 41Q (551.254446 sec): 3 clusters Score: Raw -426660.073064 + Penalty 2661.233675 = -423998.839389 nChanged 1 SP:Iteration 42Q (551.294690 sec): 3 clusters Score: Raw -426660.219437 + Penalty 2661.233675 = -423998.985762 nChanged 2 SP:Iteration 43Q (551.352333 sec): 3 clusters Score: Raw -426660.649121 + Penalty 2661.233675 = -423999.415446 nChanged 0 SP:Iteration 44F (551.406585 sec): 3 clusters Score: Raw -426660.649121 + Penalty 2661.233675 = -423999.415446 nChanged 0 Trying to split cluster 7 (28119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (551.473462 sec): 2 clusters Score: Raw -3143699.057979 + Penalty 1664.682627 = -3142034.375352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (551.558385 sec): 3 clusters Score: Raw -3126514.391967 + Penalty 3329.365255 = -3123185.026713 nChanged 12889 SP:Iteration 1F (551.663265 sec): 3 clusters Score: Raw -3133755.933351 + Penalty 3329.365255 = -3130426.568096 nChanged 1374 SP:Iteration 2Q (551.755353 sec): 3 clusters Score: Raw -3134245.809941 + Penalty 3329.365255 = -3130916.444687 nChanged 1294 SP:Iteration 3Q (551.859331 sec): 3 clusters Score: Raw -3134756.042402 + Penalty 3329.365255 = -3131426.677147 nChanged 1285 SP:Iteration 4Q (551.947553 sec): 3 clusters Score: Raw -3135318.356734 + Penalty 3329.365255 = -3131988.991479 nChanged 1352 SP:Iteration 5Q (552.044445 sec): 3 clusters Score: Raw -3136042.828095 + Penalty 3329.365255 = -3132713.462840 nChanged 1476 SP:Iteration 6F (552.145790 sec): 3 clusters Score: Raw -3136928.967904 + Penalty 3329.365255 = -3133599.602649 nChanged 1482 SP:Iteration 7F (552.240391 sec): 3 clusters Score: Raw -3137895.344170 + Penalty 3329.365255 = -3134565.978915 nChanged 1471 SP:Iteration 8F (552.331682 sec): 3 clusters Score: Raw -3138885.675883 + Penalty 3329.365255 = -3135556.310628 nChanged 1398 SP:Iteration 9Q (552.431110 sec): 3 clusters Score: Raw -3139838.469801 + Penalty 3329.365255 = -3136509.104547 nChanged 1221 SP:Iteration 10Q (552.528054 sec): 3 clusters Score: Raw -3140591.468449 + Penalty 3329.365255 = -3137262.103195 nChanged 973 SP:Iteration 11Q (552.622818 sec): 3 clusters Score: Raw -3141108.945693 + Penalty 3329.365255 = -3137779.580438 nChanged 763 SP:Iteration 12Q (552.718660 sec): 3 clusters Score: Raw -3141442.063754 + Penalty 3329.365255 = -3138112.698499 nChanged 582 SP:Iteration 13Q (552.816597 sec): 3 clusters Score: Raw -3141651.966638 + Penalty 3329.365255 = -3138322.601384 nChanged 442 SP:Iteration 14Q (552.911229 sec): 3 clusters Score: Raw -3141812.992540 + Penalty 3329.365255 = -3138483.627285 nChanged 432 SP:Iteration 15Q (553.002522 sec): 3 clusters Score: Raw -3141979.075411 + Penalty 3329.365255 = -3138649.710157 nChanged 392 SP:Iteration 16Q (553.102266 sec): 3 clusters Score: Raw -3142129.915776 + Penalty 3329.365255 = -3138800.550521 nChanged 394 SP:Iteration 17Q (553.188334 sec): 3 clusters Score: Raw -3142283.611456 + Penalty 3329.365255 = -3138954.246201 nChanged 407 SP:Iteration 18Q (553.267816 sec): 3 clusters Score: Raw -3142446.070389 + Penalty 3329.365255 = -3139116.705134 nChanged 379 SP:Iteration 19Q (553.373067 sec): 3 clusters Score: Raw -3142593.161445 + Penalty 3329.365255 = -3139263.796191 nChanged 363 SP:Iteration 20F (553.468163 sec): 3 clusters Score: Raw -3142744.976158 + Penalty 3329.365255 = -3139415.610904 nChanged 353 SP:Iteration 21Q (553.557836 sec): 3 clusters Score: Raw -3142903.210595 + Penalty 3329.365255 = -3139573.845340 nChanged 351 SP:Iteration 22Q (553.651543 sec): 3 clusters Score: Raw -3143071.033743 + Penalty 3329.365255 = -3139741.668488 nChanged 352 SP:Iteration 23Q (553.745340 sec): 3 clusters Score: Raw -3143222.304328 + Penalty 3329.365255 = -3139892.939073 nChanged 299 SP:Iteration 24Q (553.837044 sec): 3 clusters Score: Raw -3143338.435339 + Penalty 3329.365255 = -3140009.070084 nChanged 247 SP:Iteration 25Q (553.931849 sec): 3 clusters Score: Raw -3143433.381366 + Penalty 3329.365255 = -3140104.016111 nChanged 229 SP:Iteration 26Q (554.018782 sec): 3 clusters Score: Raw -3143513.301482 + Penalty 3329.365255 = -3140183.936227 nChanged 216 SP:Iteration 27Q (554.111574 sec): 3 clusters Score: Raw -3143590.671445 + Penalty 3329.365255 = -3140261.306191 nChanged 200 SP:Iteration 28Q (554.208460 sec): 3 clusters Score: Raw -3143664.525958 + Penalty 3329.365255 = -3140335.160703 nChanged 188 SP:Iteration 29Q (554.303130 sec): 3 clusters Score: Raw -3143732.754109 + Penalty 3329.365255 = -3140403.388854 nChanged 154 SP:Iteration 30Q (554.392588 sec): 3 clusters Score: Raw -3143782.137292 + Penalty 3329.365255 = -3140452.772038 nChanged 122 SP:Iteration 31Q (554.486883 sec): 3 clusters Score: Raw -3143814.599973 + Penalty 3329.365255 = -3140485.234718 nChanged 97 SP:Iteration 32Q (554.567141 sec): 3 clusters Score: Raw -3143842.991196 + Penalty 3329.365255 = -3140513.625941 nChanged 101 SP:Iteration 33Q (554.655952 sec): 3 clusters Score: Raw -3143869.045343 + Penalty 3329.365255 = -3140539.680088 nChanged 78 SP:Iteration 34Q (554.757059 sec): 3 clusters Score: Raw -3143885.623747 + Penalty 3329.365255 = -3140556.258492 nChanged 59 SP:Iteration 35Q (554.849607 sec): 3 clusters Score: Raw -3143896.745279 + Penalty 3329.365255 = -3140567.380024 nChanged 52 SP:Iteration 36Q (554.942207 sec): 3 clusters Score: Raw -3143909.516443 + Penalty 3329.365255 = -3140580.151189 nChanged 51 SP:Iteration 37Q (555.035162 sec): 3 clusters Score: Raw -3143920.911824 + Penalty 3329.365255 = -3140591.546569 nChanged 46 SP:Iteration 38Q (555.128439 sec): 3 clusters Score: Raw -3143929.662238 + Penalty 3329.365255 = -3140600.296983 nChanged 45 SP:Iteration 39Q (555.220112 sec): 3 clusters Score: Raw -3143937.887422 + Penalty 3329.365255 = -3140608.522167 nChanged 51 SP:Iteration 40F (555.309884 sec): 3 clusters Score: Raw -3143947.027790 + Penalty 3329.365255 = -3140617.662535 nChanged 39 SP:Iteration 41Q (555.415431 sec): 3 clusters Score: Raw -3143955.499020 + Penalty 3329.365255 = -3140626.133765 nChanged 51 SP:Iteration 42Q (555.495039 sec): 3 clusters Score: Raw -3143968.507172 + Penalty 3329.365255 = -3140639.141917 nChanged 57 SP:Iteration 43Q (555.591188 sec): 3 clusters Score: Raw -3143990.179443 + Penalty 3329.365255 = -3140660.814188 nChanged 66 SP:Iteration 44Q (555.676886 sec): 3 clusters Score: Raw -3144009.037110 + Penalty 3329.365255 = -3140679.671856 nChanged 59 SP:Iteration 45Q (555.767251 sec): 3 clusters Score: Raw -3144027.827724 + Penalty 3329.365255 = -3140698.462469 nChanged 59 SP:Iteration 46Q (555.857498 sec): 3 clusters Score: Raw -3144059.073115 + Penalty 3329.365255 = -3140729.707860 nChanged 68 SP:Iteration 47Q (555.939335 sec): 3 clusters Score: Raw -3144095.966945 + Penalty 3329.365255 = -3140766.601690 nChanged 75 SP:Iteration 48Q (556.027793 sec): 3 clusters Score: Raw -3144134.197101 + Penalty 3329.365255 = -3140804.831846 nChanged 74 SP:Iteration 49Q (556.121217 sec): 3 clusters Score: Raw -3144169.029159 + Penalty 3329.365255 = -3140839.663904 nChanged 75 SP:Iteration 50Q (556.210132 sec): 3 clusters Score: Raw -3144204.665628 + Penalty 3329.365255 = -3140875.300374 nChanged 70 SP:Iteration 51Q (556.296096 sec): 3 clusters Score: Raw -3144233.616612 + Penalty 3329.365255 = -3140904.251358 nChanged 59 SP:Iteration 52Q (556.379452 sec): 3 clusters Score: Raw -3144259.197623 + Penalty 3329.365255 = -3140929.832369 nChanged 65 SP:Iteration 53Q (556.481684 sec): 3 clusters Score: Raw -3144284.710429 + Penalty 3329.365255 = -3140955.345175 nChanged 49 SP:Iteration 54Q (556.575913 sec): 3 clusters Score: Raw -3144302.972774 + Penalty 3329.365255 = -3140973.607519 nChanged 53 SP:Iteration 55Q (556.664757 sec): 3 clusters Score: Raw -3144323.319411 + Penalty 3329.365255 = -3140993.954157 nChanged 51 SP:Iteration 56Q (556.756006 sec): 3 clusters Score: Raw -3144340.957200 + Penalty 3329.365255 = -3141011.591945 nChanged 34 SP:Iteration 57Q (556.842711 sec): 3 clusters Score: Raw -3144353.414597 + Penalty 3329.365255 = -3141024.049342 nChanged 36 SP:Iteration 58Q (556.925834 sec): 3 clusters Score: Raw -3144363.858986 + Penalty 3329.365255 = -3141034.493732 nChanged 23 SP:Iteration 59Q (557.014838 sec): 3 clusters Score: Raw -3144371.799617 + Penalty 3329.365255 = -3141042.434363 nChanged 20 SP:Iteration 60F (557.104608 sec): 3 clusters Score: Raw -3144375.594996 + Penalty 3329.365255 = -3141046.229742 nChanged 9 SP:Iteration 61Q (557.197738 sec): 3 clusters Score: Raw -3144378.339906 + Penalty 3329.365255 = -3141048.974651 nChanged 10 SP:Iteration 62Q (557.287932 sec): 3 clusters Score: Raw -3144381.046160 + Penalty 3329.365255 = -3141051.680906 nChanged 7 SP:Iteration 63Q (557.377092 sec): 3 clusters Score: Raw -3144382.568285 + Penalty 3329.365255 = -3141053.203030 nChanged 7 SP:Iteration 64Q (557.464131 sec): 3 clusters Score: Raw -3144383.680899 + Penalty 3329.365255 = -3141054.315644 nChanged 5 SP:Iteration 65Q (557.557852 sec): 3 clusters Score: Raw -3144384.739712 + Penalty 3329.365255 = -3141055.374457 nChanged 4 SP:Iteration 66Q (557.644304 sec): 3 clusters Score: Raw -3144385.607485 + Penalty 3329.365255 = -3141056.242230 nChanged 2 SP:Iteration 67Q (557.736342 sec): 3 clusters Score: Raw -3144385.975981 + Penalty 3329.365255 = -3141056.610726 nChanged 2 SP:Iteration 68Q (557.830201 sec): 3 clusters Score: Raw -3144386.297946 + Penalty 3329.365255 = -3141056.932692 nChanged 2 SP:Iteration 69Q (557.922217 sec): 3 clusters Score: Raw -3144386.625545 + Penalty 3329.365255 = -3141057.260290 nChanged 4 SP:Iteration 70Q (558.005867 sec): 3 clusters Score: Raw -3144387.136666 + Penalty 3329.365255 = -3141057.771411 nChanged 2 SP:Iteration 71Q (558.088617 sec): 3 clusters Score: Raw -3144387.458740 + Penalty 3329.365255 = -3141058.093485 nChanged 4 SP:Iteration 72Q (558.189012 sec): 3 clusters Score: Raw -3144388.132496 + Penalty 3329.365255 = -3141058.767242 nChanged 1 SP:Iteration 73Q (558.271427 sec): 3 clusters Score: Raw -3144388.396780 + Penalty 3329.365255 = -3141059.031525 nChanged 0 SP:Iteration 74F (558.364686 sec): 3 clusters Score: Raw -3144388.396780 + Penalty 3329.365255 = -3141059.031525 nChanged 0 Trying to split cluster 8 (4065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (558.389418 sec): 2 clusters Score: Raw -512998.409742 + Penalty 1350.402466 = -511648.007276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (558.445974 sec): 3 clusters Score: Raw -511001.168584 + Penalty 2700.804932 = -508300.363652 nChanged 1619 SP:Iteration 1F (558.492579 sec): 3 clusters Score: Raw -511960.699300 + Penalty 2700.804932 = -509259.894368 nChanged 267 SP:Iteration 2F (558.535799 sec): 3 clusters Score: Raw -512109.723703 + Penalty 2700.804932 = -509408.918771 nChanged 177 SP:Iteration 3Q (558.587129 sec): 3 clusters Score: Raw -512202.406022 + Penalty 2700.804932 = -509501.601090 nChanged 154 SP:Iteration 4Q (558.637098 sec): 3 clusters Score: Raw -512275.399098 + Penalty 2700.804932 = -509574.594166 nChanged 130 SP:Iteration 5Q (558.691293 sec): 3 clusters Score: Raw -512341.731877 + Penalty 2700.804932 = -509640.926945 nChanged 121 SP:Iteration 6Q (558.733760 sec): 3 clusters Score: Raw -512413.046433 + Penalty 2700.804932 = -509712.241501 nChanged 127 SP:Iteration 7Q (558.782633 sec): 3 clusters Score: Raw -512490.220610 + Penalty 2700.804932 = -509789.415677 nChanged 107 SP:Iteration 8Q (558.842244 sec): 3 clusters Score: Raw -512550.940198 + Penalty 2700.804932 = -509850.135265 nChanged 95 SP:Iteration 9Q (558.877116 sec): 3 clusters Score: Raw -512598.091656 + Penalty 2700.804932 = -509897.286724 nChanged 89 SP:Iteration 10Q (558.936806 sec): 3 clusters Score: Raw -512642.758989 + Penalty 2700.804932 = -509941.954057 nChanged 86 SP:Iteration 11Q (558.991253 sec): 3 clusters Score: Raw -512690.188126 + Penalty 2700.804932 = -509989.383194 nChanged 85 SP:Iteration 12Q (559.045123 sec): 3 clusters Score: Raw -512749.008210 + Penalty 2700.804932 = -510048.203278 nChanged 80 SP:Iteration 13Q (559.085320 sec): 3 clusters Score: Raw -512802.522408 + Penalty 2700.804932 = -510101.717476 nChanged 92 SP:Iteration 14Q (559.144703 sec): 3 clusters Score: Raw -512869.102919 + Penalty 2700.804932 = -510168.297987 nChanged 78 SP:Iteration 15Q (559.186358 sec): 3 clusters Score: Raw -512926.547374 + Penalty 2700.804932 = -510225.742442 nChanged 67 SP:Iteration 16Q (559.247480 sec): 3 clusters Score: Raw -512986.963286 + Penalty 2700.804932 = -510286.158354 nChanged 81 SP:Iteration 17Q (559.302231 sec): 3 clusters Score: Raw -513084.189201 + Penalty 2700.804932 = -510383.384269 nChanged 83 SP:Iteration 18Q (559.349147 sec): 3 clusters Score: Raw -513294.907761 + Penalty 2700.804932 = -510594.102829 nChanged 111 SP:Iteration 19Q (559.395814 sec): 3 clusters Score: Raw -513875.318206 + Penalty 2700.804932 = -511174.513274 nChanged 171 SP:Iteration 20F (559.449974 sec): 3 clusters Score: Raw -514457.031487 + Penalty 2700.804932 = -511756.226555 nChanged 247 SP:Iteration 21F (559.499592 sec): 3 clusters Score: Raw -514873.028655 + Penalty 2700.804932 = -512172.223723 nChanged 221 SP:Iteration 22F (559.553726 sec): 3 clusters Score: Raw -515322.821407 + Penalty 2700.804932 = -512622.016475 nChanged 216 SP:Iteration 23F (559.608141 sec): 3 clusters Score: Raw -516042.010140 + Penalty 2700.804932 = -513341.205208 nChanged 138 SP:Iteration 24Q (559.651551 sec): 3 clusters Score: Raw -517006.804595 + Penalty 2700.804932 = -514305.999662 nChanged 54 SP:Iteration 25Q (559.698261 sec): 3 clusters Score: Raw -517950.314335 + Penalty 2700.804932 = -515249.509403 nChanged 4 SP:Iteration 26Q (559.744555 sec): 3 clusters Score: Raw -518088.887073 + Penalty 2700.804932 = -515388.082141 nChanged 0 SP:Iteration 27F (559.799249 sec): 3 clusters Score: Raw -518088.887073 + Penalty 2700.804932 = -515388.082141 nChanged 0 Score: Raw -42676289.863349 + Penalty 54128.921952 = -42622160.941397 Splitting cluster 8 changes total score from -42619128.724389 to -42622160.941397 So it's getting split into cluster 26. Trying to split cluster 9 (4189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (566.055658 sec): 2 clusters Score: Raw -450739.379143 + Penalty 1355.285315 = -449384.093829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (566.096659 sec): 3 clusters Score: Raw -448630.423224 + Penalty 2710.570629 = -445919.852594 nChanged 1685 SP:Iteration 1F (566.141610 sec): 3 clusters Score: Raw -449681.432905 + Penalty 2710.570629 = -446970.862276 nChanged 394 SP:Iteration 2F (566.185090 sec): 3 clusters Score: Raw -449983.179515 + Penalty 2710.570629 = -447272.608886 nChanged 268 SP:Iteration 3F (566.236362 sec): 3 clusters Score: Raw -450181.881361 + Penalty 2710.570629 = -447471.310732 nChanged 224 SP:Iteration 4F (566.295602 sec): 3 clusters Score: Raw -450353.690743 + Penalty 2710.570629 = -447643.120113 nChanged 194 SP:Iteration 5Q (566.347130 sec): 3 clusters Score: Raw -450491.764803 + Penalty 2710.570629 = -447781.194174 nChanged 179 SP:Iteration 6Q (566.401204 sec): 3 clusters Score: Raw -450597.611958 + Penalty 2710.570629 = -447887.041329 nChanged 135 SP:Iteration 7Q (566.449913 sec): 3 clusters Score: Raw -450671.291282 + Penalty 2710.570629 = -447960.720653 nChanged 114 SP:Iteration 8Q (566.502677 sec): 3 clusters Score: Raw -450732.129912 + Penalty 2710.570629 = -448021.559282 nChanged 90 SP:Iteration 9Q (566.542836 sec): 3 clusters Score: Raw -450774.860733 + Penalty 2710.570629 = -448064.290104 nChanged 81 SP:Iteration 10Q (566.593085 sec): 3 clusters Score: Raw -450826.600049 + Penalty 2710.570629 = -448116.029420 nChanged 95 SP:Iteration 11Q (566.645497 sec): 3 clusters Score: Raw -450879.915574 + Penalty 2710.570629 = -448169.344944 nChanged 88 SP:Iteration 12Q (566.697700 sec): 3 clusters Score: Raw -450921.650025 + Penalty 2710.570629 = -448211.079395 nChanged 73 SP:Iteration 13Q (566.760046 sec): 3 clusters Score: Raw -450958.858695 + Penalty 2710.570629 = -448248.288065 nChanged 78 SP:Iteration 14Q (566.803365 sec): 3 clusters Score: Raw -450994.677315 + Penalty 2710.570629 = -448284.106686 nChanged 65 SP:Iteration 15Q (566.860223 sec): 3 clusters Score: Raw -451024.211029 + Penalty 2710.570629 = -448313.640400 nChanged 73 SP:Iteration 16Q (566.906793 sec): 3 clusters Score: Raw -451063.208357 + Penalty 2710.570629 = -448352.637727 nChanged 79 SP:Iteration 17Q (566.964728 sec): 3 clusters Score: Raw -451101.231267 + Penalty 2710.570629 = -448390.660637 nChanged 65 SP:Iteration 18Q (567.013958 sec): 3 clusters Score: Raw -451130.342658 + Penalty 2710.570629 = -448419.772029 nChanged 56 SP:Iteration 19Q (567.053843 sec): 3 clusters Score: Raw -451150.280995 + Penalty 2710.570629 = -448439.710366 nChanged 52 SP:Iteration 20F (567.115449 sec): 3 clusters Score: Raw -451173.986675 + Penalty 2710.570629 = -448463.416046 nChanged 49 SP:Iteration 21Q (567.169400 sec): 3 clusters Score: Raw -451196.927399 + Penalty 2710.570629 = -448486.356769 nChanged 49 SP:Iteration 22Q (567.222703 sec): 3 clusters Score: Raw -451216.731050 + Penalty 2710.570629 = -448506.160421 nChanged 39 SP:Iteration 23Q (567.277153 sec): 3 clusters Score: Raw -451229.961005 + Penalty 2710.570629 = -448519.390376 nChanged 36 SP:Iteration 24Q (567.330269 sec): 3 clusters Score: Raw -451240.496967 + Penalty 2710.570629 = -448529.926338 nChanged 19 SP:Iteration 25Q (567.372272 sec): 3 clusters Score: Raw -451246.108533 + Penalty 2710.570629 = -448535.537904 nChanged 23 SP:Iteration 26Q (567.436505 sec): 3 clusters Score: Raw -451252.846507 + Penalty 2710.570629 = -448542.275877 nChanged 31 SP:Iteration 27Q (567.479532 sec): 3 clusters Score: Raw -451261.040422 + Penalty 2710.570629 = -448550.469793 nChanged 21 SP:Iteration 28Q (567.528467 sec): 3 clusters Score: Raw -451268.788432 + Penalty 2710.570629 = -448558.217802 nChanged 28 SP:Iteration 29Q (567.578334 sec): 3 clusters Score: Raw -451276.709630 + Penalty 2710.570629 = -448566.139000 nChanged 31 SP:Iteration 30Q (567.631844 sec): 3 clusters Score: Raw -451290.829005 + Penalty 2710.570629 = -448580.258375 nChanged 41 SP:Iteration 31Q (567.673281 sec): 3 clusters Score: Raw -451310.741671 + Penalty 2710.570629 = -448600.171042 nChanged 47 SP:Iteration 32Q (567.725990 sec): 3 clusters Score: Raw -451331.400272 + Penalty 2710.570629 = -448620.829643 nChanged 37 SP:Iteration 33Q (567.771074 sec): 3 clusters Score: Raw -451345.197951 + Penalty 2710.570629 = -448634.627322 nChanged 33 SP:Iteration 34Q (567.822116 sec): 3 clusters Score: Raw -451360.103091 + Penalty 2710.570629 = -448649.532462 nChanged 27 SP:Iteration 35Q (567.865046 sec): 3 clusters Score: Raw -451370.649808 + Penalty 2710.570629 = -448660.079179 nChanged 26 SP:Iteration 36Q (567.916995 sec): 3 clusters Score: Raw -451381.411088 + Penalty 2710.570629 = -448670.840459 nChanged 27 SP:Iteration 37Q (567.970338 sec): 3 clusters Score: Raw -451394.161617 + Penalty 2710.570629 = -448683.590988 nChanged 22 SP:Iteration 38Q (568.012122 sec): 3 clusters Score: Raw -451404.688601 + Penalty 2710.570629 = -448694.117971 nChanged 26 SP:Iteration 39Q (568.058276 sec): 3 clusters Score: Raw -451415.608829 + Penalty 2710.570629 = -448705.038199 nChanged 25 SP:Iteration 40F (568.110826 sec): 3 clusters Score: Raw -451428.200848 + Penalty 2710.570629 = -448717.630218 nChanged 29 SP:Iteration 41Q (568.166071 sec): 3 clusters Score: Raw -451440.112084 + Penalty 2710.570629 = -448729.541455 nChanged 30 SP:Iteration 42Q (568.208139 sec): 3 clusters Score: Raw -451456.971277 + Penalty 2710.570629 = -448746.400647 nChanged 31 SP:Iteration 43Q (568.264253 sec): 3 clusters Score: Raw -451475.288395 + Penalty 2710.570629 = -448764.717766 nChanged 34 SP:Iteration 44Q (568.314335 sec): 3 clusters Score: Raw -451492.851936 + Penalty 2710.570629 = -448782.281307 nChanged 33 SP:Iteration 45Q (568.350662 sec): 3 clusters Score: Raw -451526.769245 + Penalty 2710.570629 = -448816.198615 nChanged 44 SP:Iteration 46Q (568.403655 sec): 3 clusters Score: Raw -451559.686872 + Penalty 2710.570629 = -448849.116242 nChanged 35 SP:Iteration 47Q (568.443295 sec): 3 clusters Score: Raw -451599.649918 + Penalty 2710.570629 = -448889.079289 nChanged 34 SP:Iteration 48Q (568.494358 sec): 3 clusters Score: Raw -451625.508820 + Penalty 2710.570629 = -448914.938191 nChanged 30 SP:Iteration 49Q (568.534520 sec): 3 clusters Score: Raw -451647.152786 + Penalty 2710.570629 = -448936.582157 nChanged 30 SP:Iteration 50Q (568.581227 sec): 3 clusters Score: Raw -451670.041205 + Penalty 2710.570629 = -448959.470576 nChanged 24 SP:Iteration 51Q (568.628644 sec): 3 clusters Score: Raw -451686.335900 + Penalty 2710.570629 = -448975.765271 nChanged 18 SP:Iteration 52Q (568.679399 sec): 3 clusters Score: Raw -451697.280744 + Penalty 2710.570629 = -448986.710114 nChanged 15 SP:Iteration 53Q (568.731898 sec): 3 clusters Score: Raw -451705.259524 + Penalty 2710.570629 = -448994.688894 nChanged 8 SP:Iteration 54Q (568.782198 sec): 3 clusters Score: Raw -451713.891225 + Penalty 2710.570629 = -449003.320596 nChanged 12 SP:Iteration 55Q (568.834147 sec): 3 clusters Score: Raw -451721.240917 + Penalty 2710.570629 = -449010.670288 nChanged 9 SP:Iteration 56Q (568.877049 sec): 3 clusters Score: Raw -451725.876930 + Penalty 2710.570629 = -449015.306301 nChanged 7 SP:Iteration 57Q (568.926412 sec): 3 clusters Score: Raw -451731.431990 + Penalty 2710.570629 = -449020.861361 nChanged 6 SP:Iteration 58Q (568.979552 sec): 3 clusters Score: Raw -451735.791247 + Penalty 2710.570629 = -449025.220618 nChanged 3 SP:Iteration 59Q (569.039745 sec): 3 clusters Score: Raw -451737.000570 + Penalty 2710.570629 = -449026.429940 nChanged 1 SP:Iteration 60F (569.094898 sec): 3 clusters Score: Raw -451737.277152 + Penalty 2710.570629 = -449026.706523 nChanged 2 SP:Iteration 61Q (569.149813 sec): 3 clusters Score: Raw -451738.031278 + Penalty 2710.570629 = -449027.460649 nChanged 1 SP:Iteration 62Q (569.201744 sec): 3 clusters Score: Raw -451738.425590 + Penalty 2710.570629 = -449027.854960 nChanged 1 SP:Iteration 63Q (569.248981 sec): 3 clusters Score: Raw -451738.849058 + Penalty 2710.570629 = -449028.278428 nChanged 0 SP:Iteration 64F (569.304867 sec): 3 clusters Score: Raw -451738.849058 + Penalty 2710.570629 = -449028.278428 nChanged 0 Trying to split cluster 10 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (569.330797 sec): 2 clusters Score: Raw -231836.542205 + Penalty 1233.267071 = -230603.275133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (569.375310 sec): 3 clusters Score: Raw -231022.488339 + Penalty 2466.534143 = -228555.954196 nChanged 663 SP:Iteration 1F (569.422220 sec): 3 clusters Score: Raw -231426.461993 + Penalty 2466.534143 = -228959.927851 nChanged 152 SP:Iteration 2F (569.469252 sec): 3 clusters Score: Raw -231548.966076 + Penalty 2466.534143 = -229082.431934 nChanged 102 SP:Iteration 3F (569.521704 sec): 3 clusters Score: Raw -231639.746062 + Penalty 2466.534143 = -229173.211920 nChanged 77 SP:Iteration 4Q (569.566995 sec): 3 clusters Score: Raw -231696.152173 + Penalty 2466.534143 = -229229.618031 nChanged 61 SP:Iteration 5Q (569.613653 sec): 3 clusters Score: Raw -231735.846387 + Penalty 2466.534143 = -229269.312245 nChanged 46 SP:Iteration 6Q (569.658818 sec): 3 clusters Score: Raw -231762.295259 + Penalty 2466.534143 = -229295.761116 nChanged 33 SP:Iteration 7Q (569.714771 sec): 3 clusters Score: Raw -231780.553298 + Penalty 2466.534143 = -229314.019156 nChanged 27 SP:Iteration 8Q (569.757962 sec): 3 clusters Score: Raw -231798.595013 + Penalty 2466.534143 = -229332.060870 nChanged 22 SP:Iteration 9Q (569.805861 sec): 3 clusters Score: Raw -231812.193776 + Penalty 2466.534143 = -229345.659634 nChanged 29 SP:Iteration 10Q (569.857832 sec): 3 clusters Score: Raw -231831.656206 + Penalty 2466.534143 = -229365.122064 nChanged 33 SP:Iteration 11Q (569.903034 sec): 3 clusters Score: Raw -231857.632212 + Penalty 2466.534143 = -229391.098069 nChanged 31 SP:Iteration 12Q (569.952204 sec): 3 clusters Score: Raw -231881.344765 + Penalty 2466.534143 = -229414.810622 nChanged 29 SP:Iteration 13Q (569.989575 sec): 3 clusters Score: Raw -231906.806903 + Penalty 2466.534143 = -229440.272760 nChanged 33 SP:Iteration 14Q (570.038653 sec): 3 clusters Score: Raw -231931.620659 + Penalty 2466.534143 = -229465.086516 nChanged 35 SP:Iteration 15Q (570.094274 sec): 3 clusters Score: Raw -231960.549519 + Penalty 2466.534143 = -229494.015376 nChanged 30 SP:Iteration 16Q (570.139513 sec): 3 clusters Score: Raw -231981.429685 + Penalty 2466.534143 = -229514.895543 nChanged 20 SP:Iteration 17Q (570.190587 sec): 3 clusters Score: Raw -231994.839555 + Penalty 2466.534143 = -229528.305413 nChanged 23 SP:Iteration 18Q (570.235470 sec): 3 clusters Score: Raw -232010.206252 + Penalty 2466.534143 = -229543.672110 nChanged 23 SP:Iteration 19Q (570.282811 sec): 3 clusters Score: Raw -232032.480984 + Penalty 2466.534143 = -229565.946842 nChanged 23 SP:Iteration 20F (570.339663 sec): 3 clusters Score: Raw -232053.696545 + Penalty 2466.534143 = -229587.162402 nChanged 21 SP:Iteration 21Q (570.382362 sec): 3 clusters Score: Raw -232072.849196 + Penalty 2466.534143 = -229606.315053 nChanged 16 SP:Iteration 22Q (570.441933 sec): 3 clusters Score: Raw -232082.605476 + Penalty 2466.534143 = -229616.071334 nChanged 7 SP:Iteration 23Q (570.492940 sec): 3 clusters Score: Raw -232087.479511 + Penalty 2466.534143 = -229620.945369 nChanged 7 SP:Iteration 24Q (570.540298 sec): 3 clusters Score: Raw -232092.610895 + Penalty 2466.534143 = -229626.076753 nChanged 7 SP:Iteration 25Q (570.586461 sec): 3 clusters Score: Raw -232097.179468 + Penalty 2466.534143 = -229630.645325 nChanged 6 SP:Iteration 26Q (570.632401 sec): 3 clusters Score: Raw -232100.628826 + Penalty 2466.534143 = -229634.094683 nChanged 5 SP:Iteration 27Q (570.685214 sec): 3 clusters Score: Raw -232102.717095 + Penalty 2466.534143 = -229636.182953 nChanged 4 SP:Iteration 28Q (570.724103 sec): 3 clusters Score: Raw -232104.513117 + Penalty 2466.534143 = -229637.978975 nChanged 2 SP:Iteration 29Q (570.772762 sec): 3 clusters Score: Raw -232106.254545 + Penalty 2466.534143 = -229639.720402 nChanged 1 SP:Iteration 30Q (570.834063 sec): 3 clusters Score: Raw -232106.798157 + Penalty 2466.534143 = -229640.264015 nChanged 0 SP:Iteration 31F (570.878028 sec): 3 clusters Score: Raw -232106.798157 + Penalty 2466.534143 = -229640.264015 nChanged 0 Trying to split cluster 11 (2129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (570.907080 sec): 2 clusters Score: Raw -259631.228435 + Penalty 1245.303746 = -258385.924690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (570.955665 sec): 3 clusters Score: Raw -258732.646757 + Penalty 2490.607491 = -256242.039266 nChanged 761 SP:Iteration 1F (571.010751 sec): 3 clusters Score: Raw -259290.035027 + Penalty 2490.607491 = -256799.427536 nChanged 182 SP:Iteration 2F (571.047321 sec): 3 clusters Score: Raw -259440.404269 + Penalty 2490.607491 = -256949.796778 nChanged 102 SP:Iteration 3Q (571.105104 sec): 3 clusters Score: Raw -259527.319677 + Penalty 2490.607491 = -257036.712186 nChanged 71 SP:Iteration 4Q (571.148665 sec): 3 clusters Score: Raw -259570.614237 + Penalty 2490.607491 = -257080.006746 nChanged 55 SP:Iteration 5Q (571.186788 sec): 3 clusters Score: Raw -259603.461664 + Penalty 2490.607491 = -257112.854173 nChanged 46 SP:Iteration 6Q (571.237135 sec): 3 clusters Score: Raw -259631.289992 + Penalty 2490.607491 = -257140.682501 nChanged 35 SP:Iteration 7Q (571.279448 sec): 3 clusters Score: Raw -259651.639023 + Penalty 2490.607491 = -257161.031532 nChanged 36 SP:Iteration 8Q (571.321907 sec): 3 clusters Score: Raw -259668.713826 + Penalty 2490.607491 = -257178.106335 nChanged 23 SP:Iteration 9Q (571.369360 sec): 3 clusters Score: Raw -259685.352088 + Penalty 2490.607491 = -257194.744597 nChanged 22 SP:Iteration 10Q (571.413565 sec): 3 clusters Score: Raw -259698.351192 + Penalty 2490.607491 = -257207.743701 nChanged 20 SP:Iteration 11Q (571.449641 sec): 3 clusters Score: Raw -259708.109401 + Penalty 2490.607491 = -257217.501910 nChanged 16 SP:Iteration 12Q (571.502251 sec): 3 clusters Score: Raw -259718.330357 + Penalty 2490.607491 = -257227.722866 nChanged 17 SP:Iteration 13Q (571.539929 sec): 3 clusters Score: Raw -259727.271755 + Penalty 2490.607491 = -257236.664263 nChanged 14 SP:Iteration 14Q (571.593970 sec): 3 clusters Score: Raw -259733.981224 + Penalty 2490.607491 = -257243.373733 nChanged 12 SP:Iteration 15Q (571.629938 sec): 3 clusters Score: Raw -259740.585347 + Penalty 2490.607491 = -257249.977856 nChanged 17 SP:Iteration 16Q (571.676227 sec): 3 clusters Score: Raw -259750.520449 + Penalty 2490.607491 = -257259.912958 nChanged 12 SP:Iteration 17Q (571.721694 sec): 3 clusters Score: Raw -259760.623872 + Penalty 2490.607491 = -257270.016381 nChanged 19 SP:Iteration 18Q (571.760290 sec): 3 clusters Score: Raw -259770.435955 + Penalty 2490.607491 = -257279.828464 nChanged 12 SP:Iteration 19Q (571.810437 sec): 3 clusters Score: Raw -259778.258803 + Penalty 2490.607491 = -257287.651312 nChanged 9 SP:Iteration 20F (571.851357 sec): 3 clusters Score: Raw -259783.035737 + Penalty 2490.607491 = -257292.428246 nChanged 9 SP:Iteration 21Q (571.892540 sec): 3 clusters Score: Raw -259786.626554 + Penalty 2490.607491 = -257296.019063 nChanged 5 SP:Iteration 22Q (571.945022 sec): 3 clusters Score: Raw -259790.358512 + Penalty 2490.607491 = -257299.751021 nChanged 7 SP:Iteration 23Q (571.993446 sec): 3 clusters Score: Raw -259794.909559 + Penalty 2490.607491 = -257304.302068 nChanged 6 SP:Iteration 24Q (572.034171 sec): 3 clusters Score: Raw -259796.759987 + Penalty 2490.607491 = -257306.152496 nChanged 4 SP:Iteration 25Q (572.081303 sec): 3 clusters Score: Raw -259798.703103 + Penalty 2490.607491 = -257308.095612 nChanged 4 SP:Iteration 26Q (572.120248 sec): 3 clusters Score: Raw -259799.803008 + Penalty 2490.607491 = -257309.195517 nChanged 3 SP:Iteration 27Q (572.160225 sec): 3 clusters Score: Raw -259801.190090 + Penalty 2490.607491 = -257310.582599 nChanged 2 SP:Iteration 28Q (572.204696 sec): 3 clusters Score: Raw -259801.946880 + Penalty 2490.607491 = -257311.339388 nChanged 4 SP:Iteration 29Q (572.254902 sec): 3 clusters Score: Raw -259804.128303 + Penalty 2490.607491 = -257313.520812 nChanged 6 SP:Iteration 30Q (572.297751 sec): 3 clusters Score: Raw -259807.163361 + Penalty 2490.607491 = -257316.555869 nChanged 4 SP:Iteration 31Q (572.336939 sec): 3 clusters Score: Raw -259808.471710 + Penalty 2490.607491 = -257317.864219 nChanged 1 SP:Iteration 32Q (572.389818 sec): 3 clusters Score: Raw -259808.968188 + Penalty 2490.607491 = -257318.360697 nChanged 5 SP:Iteration 33Q (572.439927 sec): 3 clusters Score: Raw -259811.246357 + Penalty 2490.607491 = -257320.638865 nChanged 6 SP:Iteration 34Q (572.484221 sec): 3 clusters Score: Raw -259813.819356 + Penalty 2490.607491 = -257323.211865 nChanged 3 SP:Iteration 35Q (572.528496 sec): 3 clusters Score: Raw -259815.330351 + Penalty 2490.607491 = -257324.722860 nChanged 4 SP:Iteration 36Q (572.578914 sec): 3 clusters Score: Raw -259817.539131 + Penalty 2490.607491 = -257326.931639 nChanged 3 SP:Iteration 37Q (572.617440 sec): 3 clusters Score: Raw -259819.128164 + Penalty 2490.607491 = -257328.520673 nChanged 3 SP:Iteration 38Q (572.663499 sec): 3 clusters Score: Raw -259820.359383 + Penalty 2490.607491 = -257329.751892 nChanged 2 SP:Iteration 39Q (572.713369 sec): 3 clusters Score: Raw -259821.006763 + Penalty 2490.607491 = -257330.399272 nChanged 3 SP:Iteration 40F (572.764588 sec): 3 clusters Score: Raw -259821.969182 + Penalty 2490.607491 = -257331.361691 nChanged 4 SP:Iteration 41Q (572.808868 sec): 3 clusters Score: Raw -259824.126185 + Penalty 2490.607491 = -257333.518694 nChanged 5 SP:Iteration 42Q (572.865593 sec): 3 clusters Score: Raw -259826.171014 + Penalty 2490.607491 = -257335.563523 nChanged 1 SP:Iteration 43Q (572.914549 sec): 3 clusters Score: Raw -259826.321674 + Penalty 2490.607491 = -257335.714183 nChanged 2 SP:Iteration 44Q (572.961941 sec): 3 clusters Score: Raw -259826.803225 + Penalty 2490.607491 = -257336.195734 nChanged 2 SP:Iteration 45Q (573.011338 sec): 3 clusters Score: Raw -259827.605146 + Penalty 2490.607491 = -257336.997655 nChanged 3 SP:Iteration 46Q (573.061280 sec): 3 clusters Score: Raw -259829.120489 + Penalty 2490.607491 = -257338.512998 nChanged 2 SP:Iteration 47Q (573.106743 sec): 3 clusters Score: Raw -259830.328157 + Penalty 2490.607491 = -257339.720666 nChanged 3 SP:Iteration 48Q (573.146501 sec): 3 clusters Score: Raw -259832.744767 + Penalty 2490.607491 = -257342.137276 nChanged 3 SP:Iteration 49Q (573.204141 sec): 3 clusters Score: Raw -259833.858020 + Penalty 2490.607491 = -257343.250529 nChanged 1 SP:Iteration 50Q (573.245901 sec): 3 clusters Score: Raw -259834.273495 + Penalty 2490.607491 = -257343.666004 nChanged 1 SP:Iteration 51Q (573.300810 sec): 3 clusters Score: Raw -259835.822969 + Penalty 2490.607491 = -257345.215478 nChanged 4 SP:Iteration 52Q (573.344863 sec): 3 clusters Score: Raw -259837.896738 + Penalty 2490.607491 = -257347.289247 nChanged 3 SP:Iteration 53Q (573.389393 sec): 3 clusters Score: Raw -259839.123234 + Penalty 2490.607491 = -257348.515743 nChanged 3 SP:Iteration 54Q (573.439258 sec): 3 clusters Score: Raw -259841.734438 + Penalty 2490.607491 = -257351.126946 nChanged 3 SP:Iteration 55Q (573.482537 sec): 3 clusters Score: Raw -259842.963089 + Penalty 2490.607491 = -257352.355598 nChanged 3 SP:Iteration 56Q (573.535737 sec): 3 clusters Score: Raw -259843.700412 + Penalty 2490.607491 = -257353.092921 nChanged 0 SP:Iteration 57F (573.576463 sec): 3 clusters Score: Raw -259843.700412 + Penalty 2490.607491 = -257353.092921 nChanged 0 Trying to split cluster 12 (77978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (573.719642 sec): 2 clusters Score: Raw -9381552.256101 + Penalty 1830.429577 = -9379721.826524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (573.897711 sec): 3 clusters Score: Raw -9331362.982105 + Penalty 3660.859155 = -9327702.122950 nChanged 37038 SP:Iteration 1F (574.075001 sec): 3 clusters Score: Raw -9354174.901998 + Penalty 3660.859155 = -9350514.042843 nChanged 4366 SP:Iteration 2F (574.259038 sec): 3 clusters Score: Raw -9356386.558443 + Penalty 3660.859155 = -9352725.699288 nChanged 4763 SP:Iteration 3F (574.445968 sec): 3 clusters Score: Raw -9359117.743669 + Penalty 3660.859155 = -9355456.884514 nChanged 5038 SP:Iteration 4F (574.625293 sec): 3 clusters Score: Raw -9362317.048784 + Penalty 3660.859155 = -9358656.189629 nChanged 5134 SP:Iteration 5F (574.794539 sec): 3 clusters Score: Raw -9365815.408329 + Penalty 3660.859155 = -9362154.549174 nChanged 4862 SP:Iteration 6F (574.990268 sec): 3 clusters Score: Raw -9369485.308878 + Penalty 3660.859155 = -9365824.449723 nChanged 4480 SP:Iteration 7F (575.163111 sec): 3 clusters Score: Raw -9372943.316539 + Penalty 3660.859155 = -9369282.457384 nChanged 3679 SP:Iteration 8Q (575.337198 sec): 3 clusters Score: Raw -9375279.149940 + Penalty 3660.859155 = -9371618.290786 nChanged 2677 SP:Iteration 9Q (575.513678 sec): 3 clusters Score: Raw -9376525.011687 + Penalty 3660.859155 = -9372864.152532 nChanged 1869 SP:Iteration 10Q (575.690439 sec): 3 clusters Score: Raw -9377225.427323 + Penalty 3660.859155 = -9373564.568169 nChanged 1422 SP:Iteration 11Q (575.872012 sec): 3 clusters Score: Raw -9377735.823985 + Penalty 3660.859155 = -9374074.964830 nChanged 1273 SP:Iteration 12Q (576.059495 sec): 3 clusters Score: Raw -9378154.118796 + Penalty 3660.859155 = -9374493.259641 nChanged 1099 SP:Iteration 13Q (576.242222 sec): 3 clusters Score: Raw -9378501.857992 + Penalty 3660.859155 = -9374840.998837 nChanged 1106 SP:Iteration 14Q (576.445540 sec): 3 clusters Score: Raw -9378835.749556 + Penalty 3660.859155 = -9375174.890401 nChanged 987 SP:Iteration 15Q (576.619671 sec): 3 clusters Score: Raw -9379118.105166 + Penalty 3660.859155 = -9375457.246011 nChanged 954 SP:Iteration 16Q (576.794979 sec): 3 clusters Score: Raw -9379380.280189 + Penalty 3660.859155 = -9375719.421035 nChanged 894 SP:Iteration 17Q (576.975719 sec): 3 clusters Score: Raw -9379608.878328 + Penalty 3660.859155 = -9375948.019173 nChanged 853 SP:Iteration 18Q (577.154676 sec): 3 clusters Score: Raw -9379808.262024 + Penalty 3660.859155 = -9376147.402869 nChanged 725 SP:Iteration 19Q (577.339380 sec): 3 clusters Score: Raw -9379953.210527 + Penalty 3660.859155 = -9376292.351372 nChanged 610 SP:Iteration 20F (577.518484 sec): 3 clusters Score: Raw -9380052.310065 + Penalty 3660.859155 = -9376391.450910 nChanged 512 SP:Iteration 21Q (577.711084 sec): 3 clusters Score: Raw -9380121.151357 + Penalty 3660.859155 = -9376460.292202 nChanged 416 SP:Iteration 22Q (577.888764 sec): 3 clusters Score: Raw -9380173.461015 + Penalty 3660.859155 = -9376512.601861 nChanged 379 SP:Iteration 23Q (578.069773 sec): 3 clusters Score: Raw -9380212.334543 + Penalty 3660.859155 = -9376551.475389 nChanged 339 SP:Iteration 24Q (578.246165 sec): 3 clusters Score: Raw -9380241.659079 + Penalty 3660.859155 = -9376580.799924 nChanged 251 SP:Iteration 25Q (578.425412 sec): 3 clusters Score: Raw -9380260.852105 + Penalty 3660.859155 = -9376599.992950 nChanged 230 SP:Iteration 26Q (578.609674 sec): 3 clusters Score: Raw -9380277.112126 + Penalty 3660.859155 = -9376616.252971 nChanged 197 SP:Iteration 27Q (578.790629 sec): 3 clusters Score: Raw -9380288.464774 + Penalty 3660.859155 = -9376627.605620 nChanged 173 SP:Iteration 28Q (578.974943 sec): 3 clusters Score: Raw -9380296.539495 + Penalty 3660.859155 = -9376635.680341 nChanged 131 SP:Iteration 29Q (579.161811 sec): 3 clusters Score: Raw -9380301.148363 + Penalty 3660.859155 = -9376640.289208 nChanged 94 SP:Iteration 30Q (579.352960 sec): 3 clusters Score: Raw -9380304.030774 + Penalty 3660.859155 = -9376643.171619 nChanged 81 SP:Iteration 31Q (579.542488 sec): 3 clusters Score: Raw -9380306.802528 + Penalty 3660.859155 = -9376645.943374 nChanged 82 SP:Iteration 32Q (579.721189 sec): 3 clusters Score: Raw -9380309.158937 + Penalty 3660.859155 = -9376648.299782 nChanged 69 SP:Iteration 33Q (579.894342 sec): 3 clusters Score: Raw -9380311.325097 + Penalty 3660.859155 = -9376650.465942 nChanged 64 SP:Iteration 34Q (580.076415 sec): 3 clusters Score: Raw -9380312.957894 + Penalty 3660.859155 = -9376652.098739 nChanged 54 SP:Iteration 35Q (580.239172 sec): 3 clusters Score: Raw -9380314.270890 + Penalty 3660.859155 = -9376653.411735 nChanged 43 SP:Iteration 36Q (580.433304 sec): 3 clusters Score: Raw -9380315.449752 + Penalty 3660.859155 = -9376654.590598 nChanged 44 SP:Iteration 37Q (580.617222 sec): 3 clusters Score: Raw -9380316.390657 + Penalty 3660.859155 = -9376655.531503 nChanged 38 SP:Iteration 38Q (580.797110 sec): 3 clusters Score: Raw -9380317.140895 + Penalty 3660.859155 = -9376656.281740 nChanged 26 SP:Iteration 39Q (580.987254 sec): 3 clusters Score: Raw -9380317.710269 + Penalty 3660.859155 = -9376656.851114 nChanged 25 SP:Iteration 40F (581.167612 sec): 3 clusters Score: Raw -9380318.211416 + Penalty 3660.859155 = -9376657.352261 nChanged 23 SP:Iteration 41Q (581.342409 sec): 3 clusters Score: Raw -9380318.552528 + Penalty 3660.859155 = -9376657.693373 nChanged 23 SP:Iteration 42Q (581.523547 sec): 3 clusters Score: Raw -9380318.987115 + Penalty 3660.859155 = -9376658.127960 nChanged 13 SP:Iteration 43Q (581.700848 sec): 3 clusters Score: Raw -9380319.137423 + Penalty 3660.859155 = -9376658.278268 nChanged 8 SP:Iteration 44Q (581.897345 sec): 3 clusters Score: Raw -9380319.303769 + Penalty 3660.859155 = -9376658.444614 nChanged 9 SP:Iteration 45Q (582.088892 sec): 3 clusters Score: Raw -9380319.447334 + Penalty 3660.859155 = -9376658.588179 nChanged 11 SP:Iteration 46Q (582.268644 sec): 3 clusters Score: Raw -9380319.596710 + Penalty 3660.859155 = -9376658.737555 nChanged 9 SP:Iteration 47Q (582.446971 sec): 3 clusters Score: Raw -9380319.727476 + Penalty 3660.859155 = -9376658.868321 nChanged 10 SP:Iteration 48Q (582.629218 sec): 3 clusters Score: Raw -9380319.840187 + Penalty 3660.859155 = -9376658.981033 nChanged 7 SP:Iteration 49Q (582.812204 sec): 3 clusters Score: Raw -9380319.963302 + Penalty 3660.859155 = -9376659.104148 nChanged 9 SP:Iteration 50Q (582.992391 sec): 3 clusters Score: Raw -9380320.101731 + Penalty 3660.859155 = -9376659.242577 nChanged 5 SP:Iteration 51Q (583.177680 sec): 3 clusters Score: Raw -9380320.145874 + Penalty 3660.859155 = -9376659.286719 nChanged 3 SP:Iteration 52Q (583.357346 sec): 3 clusters Score: Raw -9380320.165011 + Penalty 3660.859155 = -9376659.305856 nChanged 3 SP:Iteration 53Q (583.534099 sec): 3 clusters Score: Raw -9380320.198907 + Penalty 3660.859155 = -9376659.339752 nChanged 2 SP:Iteration 54Q (583.723435 sec): 3 clusters Score: Raw -9380320.237965 + Penalty 3660.859155 = -9376659.378810 nChanged 3 SP:Iteration 55Q (583.901313 sec): 3 clusters Score: Raw -9380320.262126 + Penalty 3660.859155 = -9376659.402972 nChanged 2 SP:Iteration 56Q (584.080223 sec): 3 clusters Score: Raw -9380320.275442 + Penalty 3660.859155 = -9376659.416287 nChanged 3 SP:Iteration 57Q (584.271166 sec): 3 clusters Score: Raw -9380320.314789 + Penalty 3660.859155 = -9376659.455634 nChanged 6 SP:Iteration 58Q (584.458263 sec): 3 clusters Score: Raw -9380320.376652 + Penalty 3660.859155 = -9376659.517497 nChanged 4 SP:Iteration 59Q (584.638828 sec): 3 clusters Score: Raw -9380320.428406 + Penalty 3660.859155 = -9376659.569251 nChanged 4 SP:Iteration 60F (584.802059 sec): 3 clusters Score: Raw -9380320.466647 + Penalty 3660.859155 = -9376659.607492 nChanged 4 SP:Iteration 61Q (584.972318 sec): 3 clusters Score: Raw -9380320.499099 + Penalty 3660.859155 = -9376659.639944 nChanged 2 SP:Iteration 62Q (585.144368 sec): 3 clusters Score: Raw -9380320.524470 + Penalty 3660.859155 = -9376659.665316 nChanged 1 SP:Iteration 63Q (585.343019 sec): 3 clusters Score: Raw -9380320.529482 + Penalty 3660.859155 = -9376659.670327 nChanged 0 SP:Iteration 64F (585.523593 sec): 3 clusters Score: Raw -9380320.529482 + Penalty 3660.859155 = -9376659.670327 nChanged 0 Trying to split cluster 13 (6544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (585.565970 sec): 2 clusters Score: Raw -808283.968647 + Penalty 1427.774380 = -806856.194267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (585.621369 sec): 3 clusters Score: Raw -804838.296875 + Penalty 2855.548760 = -801982.748114 nChanged 2699 SP:Iteration 1F (585.681820 sec): 3 clusters Score: Raw -806330.232137 + Penalty 2855.548760 = -803474.683376 nChanged 464 SP:Iteration 2F (585.741862 sec): 3 clusters Score: Raw -806598.044860 + Penalty 2855.548760 = -803742.496099 nChanged 388 SP:Iteration 3F (585.797407 sec): 3 clusters Score: Raw -806802.892610 + Penalty 2855.548760 = -803947.343849 nChanged 316 SP:Iteration 4Q (585.851180 sec): 3 clusters Score: Raw -806996.994836 + Penalty 2855.548760 = -804141.446075 nChanged 295 SP:Iteration 5Q (585.895845 sec): 3 clusters Score: Raw -807179.534332 + Penalty 2855.548760 = -804323.985572 nChanged 305 SP:Iteration 6Q (585.952331 sec): 3 clusters Score: Raw -807379.488617 + Penalty 2855.548760 = -804523.939857 nChanged 260 SP:Iteration 7Q (586.009333 sec): 3 clusters Score: Raw -807545.408341 + Penalty 2855.548760 = -804689.859580 nChanged 261 SP:Iteration 8Q (586.069322 sec): 3 clusters Score: Raw -807755.683460 + Penalty 2855.548760 = -804900.134699 nChanged 244 SP:Iteration 9Q (586.135748 sec): 3 clusters Score: Raw -807949.176097 + Penalty 2855.548760 = -805093.627337 nChanged 193 SP:Iteration 10Q (586.181998 sec): 3 clusters Score: Raw -808107.553582 + Penalty 2855.548760 = -805252.004821 nChanged 143 SP:Iteration 11Q (586.241032 sec): 3 clusters Score: Raw -808214.269222 + Penalty 2855.548760 = -805358.720462 nChanged 115 SP:Iteration 12Q (586.289413 sec): 3 clusters Score: Raw -808273.831778 + Penalty 2855.548760 = -805418.283018 nChanged 76 SP:Iteration 13Q (586.351398 sec): 3 clusters Score: Raw -808309.424006 + Penalty 2855.548760 = -805453.875246 nChanged 62 SP:Iteration 14Q (586.405581 sec): 3 clusters Score: Raw -808337.638271 + Penalty 2855.548760 = -805482.089510 nChanged 44 SP:Iteration 15Q (586.464292 sec): 3 clusters Score: Raw -808358.078744 + Penalty 2855.548760 = -805502.529984 nChanged 31 SP:Iteration 16Q (586.520926 sec): 3 clusters Score: Raw -808370.944495 + Penalty 2855.548760 = -805515.395735 nChanged 26 SP:Iteration 17Q (586.568285 sec): 3 clusters Score: Raw -808381.284674 + Penalty 2855.548760 = -805525.735914 nChanged 25 SP:Iteration 18Q (586.621885 sec): 3 clusters Score: Raw -808392.913318 + Penalty 2855.548760 = -805537.364558 nChanged 24 SP:Iteration 19Q (586.684002 sec): 3 clusters Score: Raw -808405.054051 + Penalty 2855.548760 = -805549.505291 nChanged 18 SP:Iteration 20F (586.734932 sec): 3 clusters Score: Raw -808413.395821 + Penalty 2855.548760 = -805557.847061 nChanged 12 SP:Iteration 21Q (586.787264 sec): 3 clusters Score: Raw -808421.951692 + Penalty 2855.548760 = -805566.402932 nChanged 24 SP:Iteration 22Q (586.844834 sec): 3 clusters Score: Raw -808431.223592 + Penalty 2855.548760 = -805575.674831 nChanged 16 SP:Iteration 23Q (586.902984 sec): 3 clusters Score: Raw -808439.704503 + Penalty 2855.548760 = -805584.155743 nChanged 23 SP:Iteration 24Q (586.947532 sec): 3 clusters Score: Raw -808449.023063 + Penalty 2855.548760 = -805593.474302 nChanged 14 SP:Iteration 25Q (587.001424 sec): 3 clusters Score: Raw -808453.414581 + Penalty 2855.548760 = -805597.865820 nChanged 12 SP:Iteration 26Q (587.055172 sec): 3 clusters Score: Raw -808458.583998 + Penalty 2855.548760 = -805603.035238 nChanged 16 SP:Iteration 27Q (587.113459 sec): 3 clusters Score: Raw -808466.068970 + Penalty 2855.548760 = -805610.520210 nChanged 13 SP:Iteration 28Q (587.169097 sec): 3 clusters Score: Raw -808471.226133 + Penalty 2855.548760 = -805615.677372 nChanged 14 SP:Iteration 29Q (587.212610 sec): 3 clusters Score: Raw -808478.246432 + Penalty 2855.548760 = -805622.697672 nChanged 16 SP:Iteration 30Q (587.271967 sec): 3 clusters Score: Raw -808486.550697 + Penalty 2855.548760 = -805631.001937 nChanged 13 SP:Iteration 31Q (587.333272 sec): 3 clusters Score: Raw -808493.669132 + Penalty 2855.548760 = -805638.120372 nChanged 10 SP:Iteration 32Q (587.385896 sec): 3 clusters Score: Raw -808497.969850 + Penalty 2855.548760 = -805642.421090 nChanged 11 SP:Iteration 33Q (587.431253 sec): 3 clusters Score: Raw -808502.325732 + Penalty 2855.548760 = -805646.776972 nChanged 5 SP:Iteration 34Q (587.483365 sec): 3 clusters Score: Raw -808505.053093 + Penalty 2855.548760 = -805649.504332 nChanged 4 SP:Iteration 35Q (587.541965 sec): 3 clusters Score: Raw -808506.321358 + Penalty 2855.548760 = -805650.772598 nChanged 5 SP:Iteration 36Q (587.598733 sec): 3 clusters Score: Raw -808508.790804 + Penalty 2855.548760 = -805653.242043 nChanged 9 SP:Iteration 37Q (587.649077 sec): 3 clusters Score: Raw -808512.763041 + Penalty 2855.548760 = -805657.214281 nChanged 6 SP:Iteration 38Q (587.698654 sec): 3 clusters Score: Raw -808515.186328 + Penalty 2855.548760 = -805659.637567 nChanged 4 SP:Iteration 39Q (587.753155 sec): 3 clusters Score: Raw -808517.016086 + Penalty 2855.548760 = -805661.467325 nChanged 5 SP:Iteration 40F (587.804565 sec): 3 clusters Score: Raw -808520.501636 + Penalty 2855.548760 = -805664.952876 nChanged 6 SP:Iteration 41Q (587.855071 sec): 3 clusters Score: Raw -808523.798098 + Penalty 2855.548760 = -805668.249338 nChanged 6 SP:Iteration 42Q (587.907021 sec): 3 clusters Score: Raw -808525.870716 + Penalty 2855.548760 = -805670.321956 nChanged 5 SP:Iteration 43Q (587.960083 sec): 3 clusters Score: Raw -808527.839419 + Penalty 2855.548760 = -805672.290659 nChanged 2 SP:Iteration 44Q (588.001778 sec): 3 clusters Score: Raw -808528.396449 + Penalty 2855.548760 = -805672.847688 nChanged 0 SP:Iteration 45F (588.057225 sec): 3 clusters Score: Raw -808528.396449 + Penalty 2855.548760 = -805672.847688 nChanged 0 Trying to split cluster 14 (13210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.105283 sec): 2 clusters Score: Raw -1541880.107281 + Penalty 1541.918527 = -1540338.188754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.160213 sec): 3 clusters Score: Raw -1534242.502739 + Penalty 3083.837054 = -1531158.665685 nChanged 5813 SP:Iteration 1F (588.217593 sec): 3 clusters Score: Raw -1537573.357432 + Penalty 3083.837054 = -1534489.520377 nChanged 839 SP:Iteration 2F (588.290609 sec): 3 clusters Score: Raw -1537987.488559 + Penalty 3083.837054 = -1534903.651505 nChanged 777 SP:Iteration 3F (588.341030 sec): 3 clusters Score: Raw -1538410.234647 + Penalty 3083.837054 = -1535326.397593 nChanged 746 SP:Iteration 4F (588.397909 sec): 3 clusters Score: Raw -1538810.250093 + Penalty 3083.837054 = -1535726.413039 nChanged 685 SP:Iteration 5F (588.458067 sec): 3 clusters Score: Raw -1539226.256636 + Penalty 3083.837054 = -1536142.419581 nChanged 716 SP:Iteration 6F (588.525796 sec): 3 clusters Score: Raw -1539716.372471 + Penalty 3083.837054 = -1536632.535417 nChanged 789 SP:Iteration 7F (588.589303 sec): 3 clusters Score: Raw -1540290.794862 + Penalty 3083.837054 = -1537206.957807 nChanged 754 SP:Iteration 8F (588.662675 sec): 3 clusters Score: Raw -1540891.185107 + Penalty 3083.837054 = -1537807.348053 nChanged 670 SP:Iteration 9F (588.726302 sec): 3 clusters Score: Raw -1541472.048994 + Penalty 3083.837054 = -1538388.211940 nChanged 584 SP:Iteration 10Q (588.797291 sec): 3 clusters Score: Raw -1541928.330493 + Penalty 3083.837054 = -1538844.493438 nChanged 430 SP:Iteration 11Q (588.864669 sec): 3 clusters Score: Raw -1542191.063993 + Penalty 3083.837054 = -1539107.226938 nChanged 286 SP:Iteration 12Q (588.929187 sec): 3 clusters Score: Raw -1542338.097037 + Penalty 3083.837054 = -1539254.259983 nChanged 221 SP:Iteration 13Q (589.000452 sec): 3 clusters Score: Raw -1542434.389561 + Penalty 3083.837054 = -1539350.552507 nChanged 161 SP:Iteration 14Q (589.076420 sec): 3 clusters Score: Raw -1542488.185272 + Penalty 3083.837054 = -1539404.348218 nChanged 117 SP:Iteration 15Q (589.138360 sec): 3 clusters Score: Raw -1542519.455506 + Penalty 3083.837054 = -1539435.618452 nChanged 84 SP:Iteration 16Q (589.209479 sec): 3 clusters Score: Raw -1542544.230538 + Penalty 3083.837054 = -1539460.393484 nChanged 64 SP:Iteration 17Q (589.272717 sec): 3 clusters Score: Raw -1542560.444630 + Penalty 3083.837054 = -1539476.607576 nChanged 59 SP:Iteration 18Q (589.344610 sec): 3 clusters Score: Raw -1542576.025486 + Penalty 3083.837054 = -1539492.188432 nChanged 55 SP:Iteration 19Q (589.409913 sec): 3 clusters Score: Raw -1542587.969115 + Penalty 3083.837054 = -1539504.132061 nChanged 40 SP:Iteration 20F (589.480561 sec): 3 clusters Score: Raw -1542597.423506 + Penalty 3083.837054 = -1539513.586452 nChanged 34 SP:Iteration 21Q (589.537884 sec): 3 clusters Score: Raw -1542603.859773 + Penalty 3083.837054 = -1539520.022719 nChanged 20 SP:Iteration 22Q (589.605541 sec): 3 clusters Score: Raw -1542607.153263 + Penalty 3083.837054 = -1539523.316209 nChanged 13 SP:Iteration 23Q (589.680072 sec): 3 clusters Score: Raw -1542609.124540 + Penalty 3083.837054 = -1539525.287486 nChanged 6 SP:Iteration 24Q (589.746937 sec): 3 clusters Score: Raw -1542610.067239 + Penalty 3083.837054 = -1539526.230185 nChanged 8 SP:Iteration 25Q (589.810629 sec): 3 clusters Score: Raw -1542611.583061 + Penalty 3083.837054 = -1539527.746007 nChanged 8 SP:Iteration 26Q (589.874518 sec): 3 clusters Score: Raw -1542613.219101 + Penalty 3083.837054 = -1539529.382047 nChanged 10 SP:Iteration 27Q (589.944145 sec): 3 clusters Score: Raw -1542615.426856 + Penalty 3083.837054 = -1539531.589801 nChanged 7 SP:Iteration 28Q (590.011459 sec): 3 clusters Score: Raw -1542616.685885 + Penalty 3083.837054 = -1539532.848831 nChanged 5 SP:Iteration 29Q (590.063634 sec): 3 clusters Score: Raw -1542617.471247 + Penalty 3083.837054 = -1539533.634193 nChanged 5 SP:Iteration 30Q (590.131269 sec): 3 clusters Score: Raw -1542618.829733 + Penalty 3083.837054 = -1539534.992679 nChanged 9 SP:Iteration 31Q (590.200130 sec): 3 clusters Score: Raw -1542620.973190 + Penalty 3083.837054 = -1539537.136136 nChanged 13 SP:Iteration 32Q (590.267938 sec): 3 clusters Score: Raw -1542623.596534 + Penalty 3083.837054 = -1539539.759480 nChanged 7 SP:Iteration 33Q (590.335690 sec): 3 clusters Score: Raw -1542624.759267 + Penalty 3083.837054 = -1539540.922212 nChanged 5 SP:Iteration 34Q (590.402021 sec): 3 clusters Score: Raw -1542625.414315 + Penalty 3083.837054 = -1539541.577260 nChanged 3 SP:Iteration 35Q (590.461038 sec): 3 clusters Score: Raw -1542625.660457 + Penalty 3083.837054 = -1539541.823403 nChanged 2 SP:Iteration 36Q (590.535229 sec): 3 clusters Score: Raw -1542625.807411 + Penalty 3083.837054 = -1539541.970357 nChanged 1 SP:Iteration 37Q (590.603436 sec): 3 clusters Score: Raw -1542625.916191 + Penalty 3083.837054 = -1539542.079137 nChanged 1 SP:Iteration 38Q (590.659663 sec): 3 clusters Score: Raw -1542625.983823 + Penalty 3083.837054 = -1539542.146769 nChanged 0 SP:Iteration 39F (590.735526 sec): 3 clusters Score: Raw -1542625.983823 + Penalty 3083.837054 = -1539542.146769 nChanged 0 Trying to split cluster 15 (16036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (590.784430 sec): 2 clusters Score: Raw -1954960.527597 + Penalty 1573.421114 = -1953387.106482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (590.860331 sec): 3 clusters Score: Raw -1945445.038120 + Penalty 3146.842229 = -1942298.195891 nChanged 7134 SP:Iteration 1F (590.931645 sec): 3 clusters Score: Raw -1949780.663553 + Penalty 3146.842229 = -1946633.821325 nChanged 1236 SP:Iteration 2F (591.004570 sec): 3 clusters Score: Raw -1950798.409816 + Penalty 3146.842229 = -1947651.567587 nChanged 1380 SP:Iteration 3F (591.066457 sec): 3 clusters Score: Raw -1951923.815213 + Penalty 3146.842229 = -1948776.972984 nChanged 1452 SP:Iteration 4F (591.139964 sec): 3 clusters Score: Raw -1953234.618827 + Penalty 3146.842229 = -1950087.776598 nChanged 1393 SP:Iteration 5F (591.216579 sec): 3 clusters Score: Raw -1954527.964949 + Penalty 3146.842229 = -1951381.122720 nChanged 1049 SP:Iteration 6F (591.275200 sec): 3 clusters Score: Raw -1955462.000432 + Penalty 3146.842229 = -1952315.158203 nChanged 636 SP:Iteration 7Q (591.348800 sec): 3 clusters Score: Raw -1955925.223130 + Penalty 3146.842229 = -1952778.380901 nChanged 381 SP:Iteration 8Q (591.419881 sec): 3 clusters Score: Raw -1956126.926789 + Penalty 3146.842229 = -1952980.084560 nChanged 262 SP:Iteration 9Q (591.506950 sec): 3 clusters Score: Raw -1956249.483140 + Penalty 3146.842229 = -1953102.640911 nChanged 207 SP:Iteration 10Q (591.566445 sec): 3 clusters Score: Raw -1956345.231675 + Penalty 3146.842229 = -1953198.389446 nChanged 170 SP:Iteration 11Q (591.638500 sec): 3 clusters Score: Raw -1956410.208166 + Penalty 3146.842229 = -1953263.365937 nChanged 142 SP:Iteration 12Q (591.703826 sec): 3 clusters Score: Raw -1956456.261941 + Penalty 3146.842229 = -1953309.419712 nChanged 131 SP:Iteration 13Q (591.777902 sec): 3 clusters Score: Raw -1956492.643844 + Penalty 3146.842229 = -1953345.801615 nChanged 90 SP:Iteration 14Q (591.842606 sec): 3 clusters Score: Raw -1956514.745142 + Penalty 3146.842229 = -1953367.902913 nChanged 68 SP:Iteration 15Q (591.907623 sec): 3 clusters Score: Raw -1956529.400044 + Penalty 3146.842229 = -1953382.557815 nChanged 60 SP:Iteration 16Q (591.970416 sec): 3 clusters Score: Raw -1956545.425972 + Penalty 3146.842229 = -1953398.583743 nChanged 65 SP:Iteration 17Q (592.035028 sec): 3 clusters Score: Raw -1956560.351026 + Penalty 3146.842229 = -1953413.508797 nChanged 61 SP:Iteration 18Q (592.105586 sec): 3 clusters Score: Raw -1956574.117587 + Penalty 3146.842229 = -1953427.275358 nChanged 54 SP:Iteration 19Q (592.176192 sec): 3 clusters Score: Raw -1956586.572650 + Penalty 3146.842229 = -1953439.730421 nChanged 53 SP:Iteration 20F (592.246932 sec): 3 clusters Score: Raw -1956598.485627 + Penalty 3146.842229 = -1953451.643398 nChanged 46 SP:Iteration 21Q (592.308596 sec): 3 clusters Score: Raw -1956609.846245 + Penalty 3146.842229 = -1953463.004016 nChanged 44 SP:Iteration 22Q (592.386692 sec): 3 clusters Score: Raw -1956619.747950 + Penalty 3146.842229 = -1953472.905721 nChanged 35 SP:Iteration 23Q (592.457123 sec): 3 clusters Score: Raw -1956627.055869 + Penalty 3146.842229 = -1953480.213640 nChanged 31 SP:Iteration 24Q (592.529033 sec): 3 clusters Score: Raw -1956632.439888 + Penalty 3146.842229 = -1953485.597659 nChanged 22 SP:Iteration 25Q (592.601772 sec): 3 clusters Score: Raw -1956636.360737 + Penalty 3146.842229 = -1953489.518508 nChanged 22 SP:Iteration 26Q (592.672774 sec): 3 clusters Score: Raw -1956639.800755 + Penalty 3146.842229 = -1953492.958526 nChanged 18 SP:Iteration 27Q (592.736718 sec): 3 clusters Score: Raw -1956642.273178 + Penalty 3146.842229 = -1953495.430949 nChanged 13 SP:Iteration 28Q (592.816409 sec): 3 clusters Score: Raw -1956643.910292 + Penalty 3146.842229 = -1953497.068063 nChanged 6 SP:Iteration 29Q (592.889065 sec): 3 clusters Score: Raw -1956645.207502 + Penalty 3146.842229 = -1953498.365273 nChanged 8 SP:Iteration 30Q (592.957025 sec): 3 clusters Score: Raw -1956646.087587 + Penalty 3146.842229 = -1953499.245358 nChanged 6 SP:Iteration 31Q (593.026796 sec): 3 clusters Score: Raw -1956646.592758 + Penalty 3146.842229 = -1953499.750529 nChanged 4 SP:Iteration 32Q (593.103426 sec): 3 clusters Score: Raw -1956647.144095 + Penalty 3146.842229 = -1953500.301866 nChanged 2 SP:Iteration 33Q (593.165705 sec): 3 clusters Score: Raw -1956647.475046 + Penalty 3146.842229 = -1953500.632817 nChanged 4 SP:Iteration 34Q (593.243685 sec): 3 clusters Score: Raw -1956648.118244 + Penalty 3146.842229 = -1953501.276015 nChanged 4 SP:Iteration 35Q (593.315247 sec): 3 clusters Score: Raw -1956648.602807 + Penalty 3146.842229 = -1953501.760578 nChanged 3 SP:Iteration 36Q (593.385953 sec): 3 clusters Score: Raw -1956648.881838 + Penalty 3146.842229 = -1953502.039609 nChanged 4 SP:Iteration 37Q (593.454958 sec): 3 clusters Score: Raw -1956649.398796 + Penalty 3146.842229 = -1953502.556567 nChanged 4 SP:Iteration 38Q (593.525527 sec): 3 clusters Score: Raw -1956649.976041 + Penalty 3146.842229 = -1953503.133812 nChanged 3 SP:Iteration 39Q (593.596468 sec): 3 clusters Score: Raw -1956650.376653 + Penalty 3146.842229 = -1953503.534424 nChanged 5 SP:Iteration 40F (593.671677 sec): 3 clusters Score: Raw -1956650.989763 + Penalty 3146.842229 = -1953504.147534 nChanged 2 SP:Iteration 41Q (593.748333 sec): 3 clusters Score: Raw -1956651.136713 + Penalty 3146.842229 = -1953504.294484 nChanged 3 SP:Iteration 42Q (593.819377 sec): 3 clusters Score: Raw -1956651.615980 + Penalty 3146.842229 = -1953504.773751 nChanged 5 SP:Iteration 43Q (593.894094 sec): 3 clusters Score: Raw -1956652.397810 + Penalty 3146.842229 = -1953505.555581 nChanged 2 SP:Iteration 44Q (593.961281 sec): 3 clusters Score: Raw -1956652.761248 + Penalty 3146.842229 = -1953505.919020 nChanged 5 SP:Iteration 45Q (594.030842 sec): 3 clusters Score: Raw -1956653.421217 + Penalty 3146.842229 = -1953506.578988 nChanged 2 SP:Iteration 46Q (594.096956 sec): 3 clusters Score: Raw -1956653.816356 + Penalty 3146.842229 = -1953506.974127 nChanged 4 SP:Iteration 47Q (594.164058 sec): 3 clusters Score: Raw -1956654.352651 + Penalty 3146.842229 = -1953507.510422 nChanged 3 SP:Iteration 48Q (594.223240 sec): 3 clusters Score: Raw -1956654.663633 + Penalty 3146.842229 = -1953507.821404 nChanged 4 SP:Iteration 49Q (594.301915 sec): 3 clusters Score: Raw -1956655.430275 + Penalty 3146.842229 = -1953508.588046 nChanged 3 SP:Iteration 50Q (594.378359 sec): 3 clusters Score: Raw -1956655.898852 + Penalty 3146.842229 = -1953509.056623 nChanged 2 SP:Iteration 51Q (594.448601 sec): 3 clusters Score: Raw -1956656.115103 + Penalty 3146.842229 = -1953509.272874 nChanged 3 SP:Iteration 52Q (594.516527 sec): 3 clusters Score: Raw -1956656.651204 + Penalty 3146.842229 = -1953509.808975 nChanged 5 SP:Iteration 53Q (594.593525 sec): 3 clusters Score: Raw -1956657.845416 + Penalty 3146.842229 = -1953511.003187 nChanged 4 SP:Iteration 54Q (594.667432 sec): 3 clusters Score: Raw -1956658.685271 + Penalty 3146.842229 = -1953511.843042 nChanged 5 SP:Iteration 55Q (594.741751 sec): 3 clusters Score: Raw -1956659.190032 + Penalty 3146.842229 = -1953512.347803 nChanged 2 SP:Iteration 56Q (594.816437 sec): 3 clusters Score: Raw -1956659.479965 + Penalty 3146.842229 = -1953512.637736 nChanged 3 SP:Iteration 57Q (594.888077 sec): 3 clusters Score: Raw -1956659.960790 + Penalty 3146.842229 = -1953513.118561 nChanged 4 SP:Iteration 58Q (594.959763 sec): 3 clusters Score: Raw -1956660.826780 + Penalty 3146.842229 = -1953513.984551 nChanged 3 SP:Iteration 59Q (595.019287 sec): 3 clusters Score: Raw -1956661.416227 + Penalty 3146.842229 = -1953514.573998 nChanged 4 SP:Iteration 60F (595.090617 sec): 3 clusters Score: Raw -1956662.079827 + Penalty 3146.842229 = -1953515.237598 nChanged 4 SP:Iteration 61Q (595.170426 sec): 3 clusters Score: Raw -1956662.760880 + Penalty 3146.842229 = -1953515.918651 nChanged 1 SP:Iteration 62Q (595.239801 sec): 3 clusters Score: Raw -1956662.891350 + Penalty 3146.842229 = -1953516.049121 nChanged 2 SP:Iteration 63Q (595.307293 sec): 3 clusters Score: Raw -1956663.100203 + Penalty 3146.842229 = -1953516.257974 nChanged 1 SP:Iteration 64Q (595.364627 sec): 3 clusters Score: Raw -1956663.132290 + Penalty 3146.842229 = -1953516.290061 nChanged 0 SP:Iteration 65F (595.432463 sec): 3 clusters Score: Raw -1956663.132290 + Penalty 3146.842229 = -1953516.290061 nChanged 0 Score: Raw -42677992.468042 + Penalty 56210.803566 = -42621781.664476 Splitting cluster 15 changes total score from -42619128.724389 to -42621781.664476 So it's getting split into cluster 27. Trying to split cluster 16 (6126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (601.780021 sec): 2 clusters Score: Raw -737095.941998 + Penalty 1417.048309 = -735678.893689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (601.833756 sec): 3 clusters Score: Raw -733807.571051 + Penalty 2834.096618 = -730973.474432 nChanged 2561 SP:Iteration 1F (601.880612 sec): 3 clusters Score: Raw -735260.736513 + Penalty 2834.096618 = -732426.639895 nChanged 441 SP:Iteration 2F (601.931901 sec): 3 clusters Score: Raw -735484.096039 + Penalty 2834.096618 = -732649.999420 nChanged 328 SP:Iteration 3F (601.988672 sec): 3 clusters Score: Raw -735658.298218 + Penalty 2834.096618 = -732824.201600 nChanged 279 SP:Iteration 4Q (602.040511 sec): 3 clusters Score: Raw -735806.467279 + Penalty 2834.096618 = -732972.370660 nChanged 252 SP:Iteration 5Q (602.094289 sec): 3 clusters Score: Raw -735942.788807 + Penalty 2834.096618 = -733108.692189 nChanged 233 SP:Iteration 6Q (602.159709 sec): 3 clusters Score: Raw -736068.358062 + Penalty 2834.096618 = -733234.261443 nChanged 216 SP:Iteration 7Q (602.207415 sec): 3 clusters Score: Raw -736188.584995 + Penalty 2834.096618 = -733354.488376 nChanged 227 SP:Iteration 8Q (602.259136 sec): 3 clusters Score: Raw -736330.172930 + Penalty 2834.096618 = -733496.076312 nChanged 223 SP:Iteration 9Q (602.321489 sec): 3 clusters Score: Raw -736474.589334 + Penalty 2834.096618 = -733640.492716 nChanged 212 SP:Iteration 10Q (602.367936 sec): 3 clusters Score: Raw -736614.507973 + Penalty 2834.096618 = -733780.411354 nChanged 185 SP:Iteration 11Q (602.430971 sec): 3 clusters Score: Raw -736741.715244 + Penalty 2834.096618 = -733907.618626 nChanged 155 SP:Iteration 12Q (602.486353 sec): 3 clusters Score: Raw -736847.835949 + Penalty 2834.096618 = -734013.739330 nChanged 131 SP:Iteration 13Q (602.530838 sec): 3 clusters Score: Raw -736938.186947 + Penalty 2834.096618 = -734104.090329 nChanged 114 SP:Iteration 14Q (602.590837 sec): 3 clusters Score: Raw -737017.285401 + Penalty 2834.096618 = -734183.188782 nChanged 91 SP:Iteration 15Q (602.637439 sec): 3 clusters Score: Raw -737079.570781 + Penalty 2834.096618 = -734245.474163 nChanged 74 SP:Iteration 16Q (602.689526 sec): 3 clusters Score: Raw -737131.186566 + Penalty 2834.096618 = -734297.089947 nChanged 65 SP:Iteration 17Q (602.752823 sec): 3 clusters Score: Raw -737171.084337 + Penalty 2834.096618 = -734336.987718 nChanged 42 SP:Iteration 18Q (602.803919 sec): 3 clusters Score: Raw -737196.794764 + Penalty 2834.096618 = -734362.698145 nChanged 40 SP:Iteration 19Q (602.860740 sec): 3 clusters Score: Raw -737214.691317 + Penalty 2834.096618 = -734380.594699 nChanged 32 SP:Iteration 20F (602.907553 sec): 3 clusters Score: Raw -737234.707796 + Penalty 2834.096618 = -734400.611178 nChanged 28 SP:Iteration 21Q (602.969107 sec): 3 clusters Score: Raw -737257.315361 + Penalty 2834.096618 = -734423.218743 nChanged 28 SP:Iteration 22Q (603.028446 sec): 3 clusters Score: Raw -737275.729244 + Penalty 2834.096618 = -734441.632625 nChanged 16 SP:Iteration 23Q (603.081267 sec): 3 clusters Score: Raw -737284.270963 + Penalty 2834.096618 = -734450.174344 nChanged 14 SP:Iteration 24Q (603.139698 sec): 3 clusters Score: Raw -737291.294067 + Penalty 2834.096618 = -734457.197448 nChanged 11 SP:Iteration 25Q (603.184276 sec): 3 clusters Score: Raw -737297.287362 + Penalty 2834.096618 = -734463.190744 nChanged 14 SP:Iteration 26Q (603.239905 sec): 3 clusters Score: Raw -737304.955407 + Penalty 2834.096618 = -734470.858789 nChanged 6 SP:Iteration 27Q (603.297363 sec): 3 clusters Score: Raw -737307.818147 + Penalty 2834.096618 = -734473.721529 nChanged 5 SP:Iteration 28Q (603.357994 sec): 3 clusters Score: Raw -737311.696788 + Penalty 2834.096618 = -734477.600169 nChanged 10 SP:Iteration 29Q (603.408034 sec): 3 clusters Score: Raw -737319.631296 + Penalty 2834.096618 = -734485.534678 nChanged 13 SP:Iteration 30Q (603.459676 sec): 3 clusters Score: Raw -737328.802360 + Penalty 2834.096618 = -734494.705742 nChanged 12 SP:Iteration 31Q (603.501194 sec): 3 clusters Score: Raw -737341.362289 + Penalty 2834.096618 = -734507.265671 nChanged 8 SP:Iteration 32Q (603.564231 sec): 3 clusters Score: Raw -737346.542658 + Penalty 2834.096618 = -734512.446039 nChanged 9 SP:Iteration 33Q (603.613840 sec): 3 clusters Score: Raw -737352.188349 + Penalty 2834.096618 = -734518.091731 nChanged 7 SP:Iteration 34Q (603.660191 sec): 3 clusters Score: Raw -737357.369459 + Penalty 2834.096618 = -734523.272841 nChanged 6 SP:Iteration 35Q (603.716699 sec): 3 clusters Score: Raw -737362.748111 + Penalty 2834.096618 = -734528.651492 nChanged 5 SP:Iteration 36Q (603.770363 sec): 3 clusters Score: Raw -737365.271162 + Penalty 2834.096618 = -734531.174543 nChanged 3 SP:Iteration 37Q (603.826068 sec): 3 clusters Score: Raw -737366.893782 + Penalty 2834.096618 = -734532.797163 nChanged 0 SP:Iteration 38F (603.870939 sec): 3 clusters Score: Raw -737366.893782 + Penalty 2834.096618 = -734532.797163 nChanged 0 Trying to split cluster 17 (908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (603.904100 sec): 2 clusters Score: Raw -99636.617932 + Penalty 1106.827212 = -98529.790720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (603.940172 sec): 3 clusters Score: Raw -99391.208699 + Penalty 2213.654423 = -97177.554276 nChanged 283 SP:Iteration 1F (603.999368 sec): 3 clusters Score: Raw -99707.678917 + Penalty 2213.654423 = -97494.024494 nChanged 94 SP:Iteration 2F (604.035440 sec): 3 clusters Score: Raw -99858.786742 + Penalty 2213.654423 = -97645.132319 nChanged 58 SP:Iteration 3F (604.090623 sec): 3 clusters Score: Raw -99981.240073 + Penalty 2213.654423 = -97767.585650 nChanged 54 SP:Iteration 4F (604.128265 sec): 3 clusters Score: Raw -100060.679849 + Penalty 2213.654423 = -97847.025426 nChanged 35 SP:Iteration 5Q (604.180497 sec): 3 clusters Score: Raw -100099.581838 + Penalty 2213.654423 = -97885.927415 nChanged 13 SP:Iteration 6Q (604.214727 sec): 3 clusters Score: Raw -100112.121020 + Penalty 2213.654423 = -97898.466597 nChanged 8 SP:Iteration 7Q (604.269178 sec): 3 clusters Score: Raw -100121.320334 + Penalty 2213.654423 = -97907.665911 nChanged 6 SP:Iteration 8Q (604.303385 sec): 3 clusters Score: Raw -100127.757867 + Penalty 2213.654423 = -97914.103444 nChanged 6 SP:Iteration 9Q (604.360333 sec): 3 clusters Score: Raw -100132.516808 + Penalty 2213.654423 = -97918.862385 nChanged 4 SP:Iteration 10Q (604.405611 sec): 3 clusters Score: Raw -100137.432248 + Penalty 2213.654423 = -97923.777825 nChanged 3 SP:Iteration 11Q (604.453480 sec): 3 clusters Score: Raw -100140.343988 + Penalty 2213.654423 = -97926.689565 nChanged 1 SP:Iteration 12Q (604.501569 sec): 3 clusters Score: Raw -100141.787237 + Penalty 2213.654423 = -97928.132814 nChanged 1 SP:Iteration 13Q (604.542756 sec): 3 clusters Score: Raw -100157.786585 + Penalty 2213.654423 = -97944.132162 nChanged 11 SP:Iteration 14Q (604.590016 sec): 3 clusters Score: Raw -100187.857471 + Penalty 2213.654423 = -97974.203048 nChanged 11 SP:Iteration 15Q (604.633568 sec): 3 clusters Score: Raw -100209.380135 + Penalty 2213.654423 = -97995.725712 nChanged 12 SP:Iteration 16Q (604.677806 sec): 3 clusters Score: Raw -100223.960976 + Penalty 2213.654423 = -98010.306553 nChanged 6 SP:Iteration 17Q (604.718340 sec): 3 clusters Score: Raw -100231.949636 + Penalty 2213.654423 = -98018.295213 nChanged 3 SP:Iteration 18Q (604.758305 sec): 3 clusters Score: Raw -100240.673872 + Penalty 2213.654423 = -98027.019449 nChanged 2 SP:Iteration 19Q (604.800171 sec): 3 clusters Score: Raw -100244.911177 + Penalty 2213.654423 = -98031.256754 nChanged 2 SP:Iteration 20F (604.842123 sec): 3 clusters Score: Raw -100245.972241 + Penalty 2213.654423 = -98032.317818 nChanged 0 Trying to split cluster 18 (4947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (604.881869 sec): 2 clusters Score: Raw -510231.538743 + Penalty 1382.312199 = -508849.226544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (604.927393 sec): 3 clusters Score: Raw -507673.207958 + Penalty 2764.624399 = -504908.583559 nChanged 2067 SP:Iteration 1F (604.974956 sec): 3 clusters Score: Raw -508861.114859 + Penalty 2764.624399 = -506096.490461 nChanged 394 SP:Iteration 2F (605.027011 sec): 3 clusters Score: Raw -509075.779642 + Penalty 2764.624399 = -506311.155243 nChanged 279 SP:Iteration 3F (605.079000 sec): 3 clusters Score: Raw -509261.307207 + Penalty 2764.624399 = -506496.682808 nChanged 284 SP:Iteration 4F (605.132628 sec): 3 clusters Score: Raw -509490.313854 + Penalty 2764.624399 = -506725.689455 nChanged 303 SP:Iteration 5F (605.181014 sec): 3 clusters Score: Raw -509732.069995 + Penalty 2764.624399 = -506967.445596 nChanged 304 SP:Iteration 6F (605.222180 sec): 3 clusters Score: Raw -509933.330205 + Penalty 2764.624399 = -507168.705807 nChanged 237 SP:Iteration 7Q (605.280370 sec): 3 clusters Score: Raw -510092.368371 + Penalty 2764.624399 = -507327.743972 nChanged 209 SP:Iteration 8Q (605.323948 sec): 3 clusters Score: Raw -510233.037585 + Penalty 2764.624399 = -507468.413187 nChanged 192 SP:Iteration 9Q (605.381069 sec): 3 clusters Score: Raw -510380.631891 + Penalty 2764.624399 = -507616.007493 nChanged 170 SP:Iteration 10Q (605.425908 sec): 3 clusters Score: Raw -510516.654698 + Penalty 2764.624399 = -507752.030300 nChanged 147 SP:Iteration 11Q (605.486221 sec): 3 clusters Score: Raw -510616.176840 + Penalty 2764.624399 = -507851.552441 nChanged 107 SP:Iteration 12Q (605.521299 sec): 3 clusters Score: Raw -510677.967044 + Penalty 2764.624399 = -507913.342645 nChanged 78 SP:Iteration 13Q (605.577889 sec): 3 clusters Score: Raw -510719.920323 + Penalty 2764.624399 = -507955.295924 nChanged 57 SP:Iteration 14Q (605.629336 sec): 3 clusters Score: Raw -510748.062440 + Penalty 2764.624399 = -507983.438041 nChanged 48 SP:Iteration 15Q (605.672212 sec): 3 clusters Score: Raw -510771.706884 + Penalty 2764.624399 = -508007.082486 nChanged 43 SP:Iteration 16Q (605.728002 sec): 3 clusters Score: Raw -510795.713466 + Penalty 2764.624399 = -508031.089067 nChanged 49 SP:Iteration 17Q (605.771660 sec): 3 clusters Score: Raw -510823.133539 + Penalty 2764.624399 = -508058.509141 nChanged 50 SP:Iteration 18Q (605.821597 sec): 3 clusters Score: Raw -510849.774326 + Penalty 2764.624399 = -508085.149928 nChanged 47 SP:Iteration 19Q (605.878202 sec): 3 clusters Score: Raw -510872.980359 + Penalty 2764.624399 = -508108.355961 nChanged 47 SP:Iteration 20F (605.918024 sec): 3 clusters Score: Raw -510899.333150 + Penalty 2764.624399 = -508134.708751 nChanged 32 SP:Iteration 21Q (605.967583 sec): 3 clusters Score: Raw -510918.725274 + Penalty 2764.624399 = -508154.100875 nChanged 32 SP:Iteration 22Q (606.019382 sec): 3 clusters Score: Raw -510949.431714 + Penalty 2764.624399 = -508184.807316 nChanged 27 SP:Iteration 23Q (606.058366 sec): 3 clusters Score: Raw -510972.936380 + Penalty 2764.624399 = -508208.311982 nChanged 33 SP:Iteration 24Q (606.120059 sec): 3 clusters Score: Raw -510996.349583 + Penalty 2764.624399 = -508231.725184 nChanged 32 SP:Iteration 25Q (606.173790 sec): 3 clusters Score: Raw -511019.182981 + Penalty 2764.624399 = -508254.558583 nChanged 26 SP:Iteration 26Q (606.214351 sec): 3 clusters Score: Raw -511037.339823 + Penalty 2764.624399 = -508272.715425 nChanged 25 SP:Iteration 27Q (606.280282 sec): 3 clusters Score: Raw -511053.551004 + Penalty 2764.624399 = -508288.926606 nChanged 20 SP:Iteration 28Q (606.324692 sec): 3 clusters Score: Raw -511069.233765 + Penalty 2764.624399 = -508304.609366 nChanged 16 SP:Iteration 29Q (606.375801 sec): 3 clusters Score: Raw -511079.765891 + Penalty 2764.624399 = -508315.141492 nChanged 15 SP:Iteration 30Q (606.428016 sec): 3 clusters Score: Raw -511090.372094 + Penalty 2764.624399 = -508325.747695 nChanged 15 SP:Iteration 31Q (606.482357 sec): 3 clusters Score: Raw -511099.809807 + Penalty 2764.624399 = -508335.185408 nChanged 11 SP:Iteration 32Q (606.546525 sec): 3 clusters Score: Raw -511108.460601 + Penalty 2764.624399 = -508343.836203 nChanged 5 SP:Iteration 33Q (606.600427 sec): 3 clusters Score: Raw -511112.972347 + Penalty 2764.624399 = -508348.347948 nChanged 6 SP:Iteration 34Q (606.651801 sec): 3 clusters Score: Raw -511115.257395 + Penalty 2764.624399 = -508350.632996 nChanged 1 SP:Iteration 35Q (606.707779 sec): 3 clusters Score: Raw -511115.486215 + Penalty 2764.624399 = -508350.861816 nChanged 1 SP:Iteration 36Q (606.750384 sec): 3 clusters Score: Raw -511115.734439 + Penalty 2764.624399 = -508351.110041 nChanged 2 SP:Iteration 37Q (606.803482 sec): 3 clusters Score: Raw -511116.706106 + Penalty 2764.624399 = -508352.081707 nChanged 2 SP:Iteration 38Q (606.861500 sec): 3 clusters Score: Raw -511117.639104 + Penalty 2764.624399 = -508353.014705 nChanged 1 SP:Iteration 39Q (606.915231 sec): 3 clusters Score: Raw -511117.989023 + Penalty 2764.624399 = -508353.364624 nChanged 0 SP:Iteration 40F (606.966936 sec): 3 clusters Score: Raw -511125.691034 + Penalty 2764.624399 = -508361.066635 nChanged 2 SP:Iteration 41Q (607.021395 sec): 3 clusters Score: Raw -511128.676277 + Penalty 2764.624399 = -508364.051878 nChanged 2 SP:Iteration 42Q (607.076901 sec): 3 clusters Score: Raw -511130.605657 + Penalty 2764.624399 = -508365.981258 nChanged 1 SP:Iteration 43Q (607.131621 sec): 3 clusters Score: Raw -511132.024205 + Penalty 2764.624399 = -508367.399806 nChanged 2 SP:Iteration 44Q (607.184414 sec): 3 clusters Score: Raw -511132.394955 + Penalty 2764.624399 = -508367.770556 nChanged 2 SP:Iteration 45Q (607.233991 sec): 3 clusters Score: Raw -511133.170655 + Penalty 2764.624399 = -508368.546256 nChanged 4 SP:Iteration 46Q (607.294384 sec): 3 clusters Score: Raw -511137.704359 + Penalty 2764.624399 = -508373.079961 nChanged 8 SP:Iteration 47Q (607.339345 sec): 3 clusters Score: Raw -511145.184431 + Penalty 2764.624399 = -508380.560033 nChanged 6 SP:Iteration 48Q (607.391660 sec): 3 clusters Score: Raw -511151.064115 + Penalty 2764.624399 = -508386.439716 nChanged 8 SP:Iteration 49Q (607.434500 sec): 3 clusters Score: Raw -511157.825063 + Penalty 2764.624399 = -508393.200664 nChanged 8 SP:Iteration 50Q (607.492137 sec): 3 clusters Score: Raw -511161.115164 + Penalty 2764.624399 = -508396.490765 nChanged 2 SP:Iteration 51Q (607.546347 sec): 3 clusters Score: Raw -511162.502168 + Penalty 2764.624399 = -508397.877769 nChanged 2 SP:Iteration 52Q (607.596714 sec): 3 clusters Score: Raw -511163.246661 + Penalty 2764.624399 = -508398.622262 nChanged 3 SP:Iteration 53Q (607.638017 sec): 3 clusters Score: Raw -511165.413531 + Penalty 2764.624399 = -508400.789133 nChanged 1 SP:Iteration 54Q (607.694576 sec): 3 clusters Score: Raw -511165.902620 + Penalty 2764.624399 = -508401.278222 nChanged 0 SP:Iteration 55F (607.751137 sec): 3 clusters Score: Raw -511165.902620 + Penalty 2764.624399 = -508401.278222 nChanged 0 Trying to split cluster 19 (26804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (607.816092 sec): 2 clusters Score: Raw -3165177.665596 + Penalty 1656.899791 = -3163520.765805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (607.907458 sec): 3 clusters Score: Raw -3148825.190225 + Penalty 3313.799583 = -3145511.390642 nChanged 12141 SP:Iteration 1F (607.998596 sec): 3 clusters Score: Raw -3155304.751330 + Penalty 3313.799583 = -3151990.951747 nChanged 1269 SP:Iteration 2Q (608.096354 sec): 3 clusters Score: Raw -3155704.692446 + Penalty 3313.799583 = -3152390.892863 nChanged 1130 SP:Iteration 3Q (608.183140 sec): 3 clusters Score: Raw -3156042.411911 + Penalty 3313.799583 = -3152728.612328 nChanged 1076 SP:Iteration 4Q (608.281495 sec): 3 clusters Score: Raw -3156392.458698 + Penalty 3313.799583 = -3153078.659115 nChanged 1013 SP:Iteration 5Q (608.380745 sec): 3 clusters Score: Raw -3156746.106221 + Penalty 3313.799583 = -3153432.306638 nChanged 1063 SP:Iteration 6Q (608.477984 sec): 3 clusters Score: Raw -3157201.431031 + Penalty 3313.799583 = -3153887.631448 nChanged 1206 SP:Iteration 7Q (608.572349 sec): 3 clusters Score: Raw -3157799.771402 + Penalty 3313.799583 = -3154485.971819 nChanged 1270 SP:Iteration 8Q (608.669000 sec): 3 clusters Score: Raw -3158512.336009 + Penalty 3313.799583 = -3155198.536426 nChanged 1363 SP:Iteration 9F (608.752032 sec): 3 clusters Score: Raw -3159369.271099 + Penalty 3313.799583 = -3156055.471516 nChanged 1387 SP:Iteration 10F (608.846794 sec): 3 clusters Score: Raw -3160282.038959 + Penalty 3313.799583 = -3156968.239376 nChanged 1300 SP:Iteration 11Q (608.935779 sec): 3 clusters Score: Raw -3161076.941349 + Penalty 3313.799583 = -3157763.141766 nChanged 1123 SP:Iteration 12Q (609.009687 sec): 3 clusters Score: Raw -3161637.562907 + Penalty 3313.799583 = -3158323.763324 nChanged 904 SP:Iteration 13Q (609.109467 sec): 3 clusters Score: Raw -3161996.142128 + Penalty 3313.799583 = -3158682.342545 nChanged 629 SP:Iteration 14Q (609.201707 sec): 3 clusters Score: Raw -3162193.047422 + Penalty 3313.799583 = -3158879.247839 nChanged 463 SP:Iteration 15Q (609.290500 sec): 3 clusters Score: Raw -3162313.574068 + Penalty 3313.799583 = -3158999.774485 nChanged 367 SP:Iteration 16Q (609.387944 sec): 3 clusters Score: Raw -3162413.372557 + Penalty 3313.799583 = -3159099.572974 nChanged 330 SP:Iteration 17Q (609.474886 sec): 3 clusters Score: Raw -3162498.642125 + Penalty 3313.799583 = -3159184.842542 nChanged 306 SP:Iteration 18Q (609.562025 sec): 3 clusters Score: Raw -3162577.771898 + Penalty 3313.799583 = -3159263.972315 nChanged 286 SP:Iteration 19Q (609.662762 sec): 3 clusters Score: Raw -3162642.156913 + Penalty 3313.799583 = -3159328.357331 nChanged 264 SP:Iteration 20F (609.755589 sec): 3 clusters Score: Raw -3162696.206247 + Penalty 3313.799583 = -3159382.406664 nChanged 238 SP:Iteration 21Q (609.845632 sec): 3 clusters Score: Raw -3162748.517520 + Penalty 3313.799583 = -3159434.717937 nChanged 242 SP:Iteration 22Q (609.925745 sec): 3 clusters Score: Raw -3162809.010130 + Penalty 3313.799583 = -3159495.210547 nChanged 268 SP:Iteration 23Q (610.021870 sec): 3 clusters Score: Raw -3162874.226040 + Penalty 3313.799583 = -3159560.426457 nChanged 266 SP:Iteration 24Q (610.111744 sec): 3 clusters Score: Raw -3162939.329098 + Penalty 3313.799583 = -3159625.529515 nChanged 271 SP:Iteration 25Q (610.210083 sec): 3 clusters Score: Raw -3163015.667108 + Penalty 3313.799583 = -3159701.867525 nChanged 292 SP:Iteration 26Q (610.304082 sec): 3 clusters Score: Raw -3163090.135579 + Penalty 3313.799583 = -3159776.335996 nChanged 261 SP:Iteration 27Q (610.388809 sec): 3 clusters Score: Raw -3163159.342940 + Penalty 3313.799583 = -3159845.543357 nChanged 259 SP:Iteration 28Q (610.470937 sec): 3 clusters Score: Raw -3163221.733430 + Penalty 3313.799583 = -3159907.933847 nChanged 254 SP:Iteration 29Q (610.567783 sec): 3 clusters Score: Raw -3163283.642683 + Penalty 3313.799583 = -3159969.843100 nChanged 241 SP:Iteration 30Q (610.655016 sec): 3 clusters Score: Raw -3163344.008437 + Penalty 3313.799583 = -3160030.208854 nChanged 271 SP:Iteration 31Q (610.747028 sec): 3 clusters Score: Raw -3163420.580181 + Penalty 3313.799583 = -3160106.780598 nChanged 281 SP:Iteration 32Q (610.829105 sec): 3 clusters Score: Raw -3163492.844550 + Penalty 3313.799583 = -3160179.044967 nChanged 281 SP:Iteration 33Q (610.922397 sec): 3 clusters Score: Raw -3163571.975626 + Penalty 3313.799583 = -3160258.176044 nChanged 318 SP:Iteration 34Q (610.999130 sec): 3 clusters Score: Raw -3163669.267366 + Penalty 3313.799583 = -3160355.467783 nChanged 321 SP:Iteration 35Q (611.081768 sec): 3 clusters Score: Raw -3163774.101361 + Penalty 3313.799583 = -3160460.301778 nChanged 317 SP:Iteration 36Q (611.173526 sec): 3 clusters Score: Raw -3163872.321519 + Penalty 3313.799583 = -3160558.521936 nChanged 289 SP:Iteration 37Q (611.258529 sec): 3 clusters Score: Raw -3163960.644454 + Penalty 3313.799583 = -3160646.844871 nChanged 287 SP:Iteration 38Q (611.357581 sec): 3 clusters Score: Raw -3164044.933291 + Penalty 3313.799583 = -3160731.133708 nChanged 276 SP:Iteration 39Q (611.441643 sec): 3 clusters Score: Raw -3164128.918727 + Penalty 3313.799583 = -3160815.119144 nChanged 283 SP:Iteration 40F (611.524121 sec): 3 clusters Score: Raw -3164219.861538 + Penalty 3313.799583 = -3160906.061955 nChanged 276 SP:Iteration 41Q (611.615168 sec): 3 clusters Score: Raw -3164309.410034 + Penalty 3313.799583 = -3160995.610451 nChanged 282 SP:Iteration 42Q (611.698397 sec): 3 clusters Score: Raw -3164399.486235 + Penalty 3313.799583 = -3161085.686652 nChanged 247 SP:Iteration 43Q (611.787284 sec): 3 clusters Score: Raw -3164482.402634 + Penalty 3313.799583 = -3161168.603051 nChanged 255 SP:Iteration 44Q (611.869553 sec): 3 clusters Score: Raw -3164580.434252 + Penalty 3313.799583 = -3161266.634669 nChanged 239 SP:Iteration 45Q (611.953871 sec): 3 clusters Score: Raw -3164677.455335 + Penalty 3313.799583 = -3161363.655752 nChanged 222 SP:Iteration 46Q (612.036498 sec): 3 clusters Score: Raw -3164769.081807 + Penalty 3313.799583 = -3161455.282224 nChanged 198 SP:Iteration 47Q (612.103572 sec): 3 clusters Score: Raw -3164847.563929 + Penalty 3313.799583 = -3161533.764346 nChanged 168 SP:Iteration 48Q (612.187617 sec): 3 clusters Score: Raw -3164917.618874 + Penalty 3313.799583 = -3161603.819291 nChanged 170 SP:Iteration 49Q (612.269852 sec): 3 clusters Score: Raw -3164990.649394 + Penalty 3313.799583 = -3161676.849811 nChanged 141 SP:Iteration 50Q (612.338183 sec): 3 clusters Score: Raw -3165051.638688 + Penalty 3313.799583 = -3161737.839106 nChanged 136 SP:Iteration 51Q (612.417133 sec): 3 clusters Score: Raw -3165117.308099 + Penalty 3313.799583 = -3161803.508516 nChanged 112 SP:Iteration 52Q (612.497917 sec): 3 clusters Score: Raw -3165178.651818 + Penalty 3313.799583 = -3161864.852235 nChanged 101 SP:Iteration 53Q (612.571090 sec): 3 clusters Score: Raw -3165229.111294 + Penalty 3313.799583 = -3161915.311711 nChanged 78 SP:Iteration 54Q (612.653593 sec): 3 clusters Score: Raw -3165263.604826 + Penalty 3313.799583 = -3161949.805243 nChanged 64 SP:Iteration 55Q (612.718491 sec): 3 clusters Score: Raw -3165289.456066 + Penalty 3313.799583 = -3161975.656483 nChanged 59 SP:Iteration 56Q (612.807516 sec): 3 clusters Score: Raw -3165313.788263 + Penalty 3313.799583 = -3161999.988680 nChanged 53 SP:Iteration 57Q (612.889666 sec): 3 clusters Score: Raw -3165339.909735 + Penalty 3313.799583 = -3162026.110152 nChanged 35 SP:Iteration 58Q (612.976001 sec): 3 clusters Score: Raw -3165353.136870 + Penalty 3313.799583 = -3162039.337287 nChanged 25 SP:Iteration 59Q (613.061748 sec): 3 clusters Score: Raw -3165363.581361 + Penalty 3313.799583 = -3162049.781778 nChanged 23 SP:Iteration 60F (613.154591 sec): 3 clusters Score: Raw -3165372.775436 + Penalty 3313.799583 = -3162058.975853 nChanged 19 SP:Iteration 61Q (613.239668 sec): 3 clusters Score: Raw -3165378.630256 + Penalty 3313.799583 = -3162064.830673 nChanged 18 SP:Iteration 62Q (613.329979 sec): 3 clusters Score: Raw -3165385.126940 + Penalty 3313.799583 = -3162071.327357 nChanged 14 SP:Iteration 63Q (613.407561 sec): 3 clusters Score: Raw -3165390.217732 + Penalty 3313.799583 = -3162076.418149 nChanged 15 SP:Iteration 64Q (613.494963 sec): 3 clusters Score: Raw -3165397.118321 + Penalty 3313.799583 = -3162083.318738 nChanged 19 SP:Iteration 65Q (613.564815 sec): 3 clusters Score: Raw -3165402.410832 + Penalty 3313.799583 = -3162088.611249 nChanged 12 SP:Iteration 66Q (613.655962 sec): 3 clusters Score: Raw -3165406.165564 + Penalty 3313.799583 = -3162092.365981 nChanged 9 SP:Iteration 67Q (613.740664 sec): 3 clusters Score: Raw -3165409.223164 + Penalty 3313.799583 = -3162095.423581 nChanged 11 SP:Iteration 68Q (613.819461 sec): 3 clusters Score: Raw -3165412.684792 + Penalty 3313.799583 = -3162098.885209 nChanged 13 SP:Iteration 69Q (613.898509 sec): 3 clusters Score: Raw -3165418.030344 + Penalty 3313.799583 = -3162104.230761 nChanged 10 SP:Iteration 70Q (613.984014 sec): 3 clusters Score: Raw -3165422.191892 + Penalty 3313.799583 = -3162108.392309 nChanged 10 SP:Iteration 71Q (614.063923 sec): 3 clusters Score: Raw -3165425.125470 + Penalty 3313.799583 = -3162111.325888 nChanged 9 SP:Iteration 72Q (614.148390 sec): 3 clusters Score: Raw -3165427.345318 + Penalty 3313.799583 = -3162113.545735 nChanged 7 SP:Iteration 73Q (614.224105 sec): 3 clusters Score: Raw -3165429.504544 + Penalty 3313.799583 = -3162115.704961 nChanged 8 SP:Iteration 74Q (614.311758 sec): 3 clusters Score: Raw -3165431.241448 + Penalty 3313.799583 = -3162117.441865 nChanged 4 SP:Iteration 75Q (614.392597 sec): 3 clusters Score: Raw -3165432.656413 + Penalty 3313.799583 = -3162118.856830 nChanged 5 SP:Iteration 76Q (614.477632 sec): 3 clusters Score: Raw -3165433.547558 + Penalty 3313.799583 = -3162119.747975 nChanged 1 SP:Iteration 77Q (614.566998 sec): 3 clusters Score: Raw -3165433.801568 + Penalty 3313.799583 = -3162120.001985 nChanged 1 SP:Iteration 78Q (614.649326 sec): 3 clusters Score: Raw -3165433.899544 + Penalty 3313.799583 = -3162120.099961 nChanged 0 SP:Iteration 79F (614.740320 sec): 3 clusters Score: Raw -3165433.899544 + Penalty 3313.799583 = -3162120.099961 nChanged 0 Trying to split cluster 20 (2317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (614.770808 sec): 2 clusters Score: Raw -264855.590717 + Penalty 1259.054635 = -263596.536082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (614.815012 sec): 3 clusters Score: Raw -263814.841073 + Penalty 2518.109270 = -261296.731802 nChanged 849 SP:Iteration 1F (614.865458 sec): 3 clusters Score: Raw -264342.474390 + Penalty 2518.109270 = -261824.365119 nChanged 174 SP:Iteration 2F (614.904420 sec): 3 clusters Score: Raw -264455.715186 + Penalty 2518.109270 = -261937.605916 nChanged 86 SP:Iteration 3Q (614.962795 sec): 3 clusters Score: Raw -264506.963702 + Penalty 2518.109270 = -261988.854432 nChanged 57 SP:Iteration 4Q (615.015025 sec): 3 clusters Score: Raw -264542.277474 + Penalty 2518.109270 = -262024.168204 nChanged 61 SP:Iteration 5Q (615.061749 sec): 3 clusters Score: Raw -264573.052272 + Penalty 2518.109270 = -262054.943002 nChanged 33 SP:Iteration 6Q (615.117153 sec): 3 clusters Score: Raw -264589.161097 + Penalty 2518.109270 = -262071.051826 nChanged 26 SP:Iteration 7Q (615.166950 sec): 3 clusters Score: Raw -264604.070729 + Penalty 2518.109270 = -262085.961458 nChanged 29 SP:Iteration 8Q (615.204505 sec): 3 clusters Score: Raw -264616.972011 + Penalty 2518.109270 = -262098.862741 nChanged 24 SP:Iteration 9Q (615.256342 sec): 3 clusters Score: Raw -264629.396815 + Penalty 2518.109270 = -262111.287544 nChanged 25 SP:Iteration 10Q (615.303968 sec): 3 clusters Score: Raw -264639.728118 + Penalty 2518.109270 = -262121.618847 nChanged 18 SP:Iteration 11Q (615.339836 sec): 3 clusters Score: Raw -264649.643421 + Penalty 2518.109270 = -262131.534151 nChanged 15 SP:Iteration 12Q (615.379384 sec): 3 clusters Score: Raw -264655.598762 + Penalty 2518.109270 = -262137.489492 nChanged 11 SP:Iteration 13Q (615.432612 sec): 3 clusters Score: Raw -264661.452220 + Penalty 2518.109270 = -262143.342950 nChanged 10 SP:Iteration 14Q (615.480586 sec): 3 clusters Score: Raw -264664.920890 + Penalty 2518.109270 = -262146.811620 nChanged 9 SP:Iteration 15Q (615.516347 sec): 3 clusters Score: Raw -264668.444666 + Penalty 2518.109270 = -262150.335395 nChanged 12 SP:Iteration 16Q (615.560661 sec): 3 clusters Score: Raw -264674.002402 + Penalty 2518.109270 = -262155.893131 nChanged 12 SP:Iteration 17Q (615.605591 sec): 3 clusters Score: Raw -264680.289381 + Penalty 2518.109270 = -262162.180111 nChanged 13 SP:Iteration 18Q (615.650216 sec): 3 clusters Score: Raw -264685.096088 + Penalty 2518.109270 = -262166.986818 nChanged 9 SP:Iteration 19Q (615.693290 sec): 3 clusters Score: Raw -264688.367840 + Penalty 2518.109270 = -262170.258569 nChanged 9 SP:Iteration 20F (615.739683 sec): 3 clusters Score: Raw -264690.969218 + Penalty 2518.109270 = -262172.859948 nChanged 6 SP:Iteration 21Q (615.779370 sec): 3 clusters Score: Raw -264692.522052 + Penalty 2518.109270 = -262174.412781 nChanged 5 SP:Iteration 22Q (615.830174 sec): 3 clusters Score: Raw -264693.801490 + Penalty 2518.109270 = -262175.692220 nChanged 4 SP:Iteration 23Q (615.870424 sec): 3 clusters Score: Raw -264695.922202 + Penalty 2518.109270 = -262177.812932 nChanged 4 SP:Iteration 24Q (615.911839 sec): 3 clusters Score: Raw -264697.011243 + Penalty 2518.109270 = -262178.901973 nChanged 1 SP:Iteration 25Q (615.955817 sec): 3 clusters Score: Raw -264697.118263 + Penalty 2518.109270 = -262179.008993 nChanged 0 SP:Iteration 26F (616.003775 sec): 3 clusters Score: Raw -264697.118263 + Penalty 2518.109270 = -262179.008993 nChanged 0 Trying to split cluster 21 (8685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (616.038102 sec): 2 clusters Score: Raw -1066672.760311 + Penalty 1473.769810 = -1065198.990501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (616.096014 sec): 3 clusters Score: Raw -1061852.728969 + Penalty 2947.539621 = -1058905.189348 nChanged 3679 SP:Iteration 1F (616.150284 sec): 3 clusters Score: Raw -1063901.512951 + Penalty 2947.539621 = -1060953.973331 nChanged 654 SP:Iteration 2F (616.209360 sec): 3 clusters Score: Raw -1064324.480393 + Penalty 2947.539621 = -1061376.940773 nChanged 615 SP:Iteration 3F (616.272935 sec): 3 clusters Score: Raw -1064769.430589 + Penalty 2947.539621 = -1061821.890969 nChanged 600 SP:Iteration 4F (616.320289 sec): 3 clusters Score: Raw -1065199.516080 + Penalty 2947.539621 = -1062251.976459 nChanged 553 SP:Iteration 5F (616.386719 sec): 3 clusters Score: Raw -1065623.464304 + Penalty 2947.539621 = -1062675.924683 nChanged 480 SP:Iteration 6F (616.429369 sec): 3 clusters Score: Raw -1066016.922480 + Penalty 2947.539621 = -1063069.382859 nChanged 408 SP:Iteration 7Q (616.495677 sec): 3 clusters Score: Raw -1066361.278003 + Penalty 2947.539621 = -1063413.738382 nChanged 304 SP:Iteration 8Q (616.550535 sec): 3 clusters Score: Raw -1066626.889060 + Penalty 2947.539621 = -1063679.349440 nChanged 233 SP:Iteration 9Q (616.619919 sec): 3 clusters Score: Raw -1066795.200070 + Penalty 2947.539621 = -1063847.660449 nChanged 152 SP:Iteration 10Q (616.668688 sec): 3 clusters Score: Raw -1066880.145346 + Penalty 2947.539621 = -1063932.605726 nChanged 102 SP:Iteration 11Q (616.725501 sec): 3 clusters Score: Raw -1066931.880564 + Penalty 2947.539621 = -1063984.340944 nChanged 73 SP:Iteration 12Q (616.786892 sec): 3 clusters Score: Raw -1066959.728389 + Penalty 2947.539621 = -1064012.188769 nChanged 35 SP:Iteration 13Q (616.853081 sec): 3 clusters Score: Raw -1066970.757305 + Penalty 2947.539621 = -1064023.217685 nChanged 31 SP:Iteration 14Q (616.912121 sec): 3 clusters Score: Raw -1066981.500697 + Penalty 2947.539621 = -1064033.961077 nChanged 25 SP:Iteration 15Q (616.969430 sec): 3 clusters Score: Raw -1066989.740924 + Penalty 2947.539621 = -1064042.201304 nChanged 17 SP:Iteration 16Q (617.031596 sec): 3 clusters Score: Raw -1066993.334865 + Penalty 2947.539621 = -1064045.795244 nChanged 11 SP:Iteration 17Q (617.092836 sec): 3 clusters Score: Raw -1066996.242205 + Penalty 2947.539621 = -1064048.702584 nChanged 12 SP:Iteration 18Q (617.150668 sec): 3 clusters Score: Raw -1066999.629850 + Penalty 2947.539621 = -1064052.090230 nChanged 12 SP:Iteration 19Q (617.207277 sec): 3 clusters Score: Raw -1067003.389061 + Penalty 2947.539621 = -1064055.849441 nChanged 15 SP:Iteration 20F (617.268082 sec): 3 clusters Score: Raw -1067007.456542 + Penalty 2947.539621 = -1064059.916921 nChanged 7 SP:Iteration 21Q (617.325208 sec): 3 clusters Score: Raw -1067009.113883 + Penalty 2947.539621 = -1064061.574262 nChanged 6 SP:Iteration 22Q (617.386887 sec): 3 clusters Score: Raw -1067010.761235 + Penalty 2947.539621 = -1064063.221614 nChanged 8 SP:Iteration 23Q (617.447045 sec): 3 clusters Score: Raw -1067012.832033 + Penalty 2947.539621 = -1064065.292413 nChanged 3 SP:Iteration 24Q (617.505174 sec): 3 clusters Score: Raw -1067013.620004 + Penalty 2947.539621 = -1064066.080384 nChanged 8 SP:Iteration 25Q (617.566251 sec): 3 clusters Score: Raw -1067016.267227 + Penalty 2947.539621 = -1064068.727606 nChanged 5 SP:Iteration 26Q (617.619998 sec): 3 clusters Score: Raw -1067017.645933 + Penalty 2947.539621 = -1064070.106312 nChanged 7 SP:Iteration 27Q (617.685737 sec): 3 clusters Score: Raw -1067018.565540 + Penalty 2947.539621 = -1064071.025919 nChanged 6 SP:Iteration 28Q (617.730433 sec): 3 clusters Score: Raw -1067019.739236 + Penalty 2947.539621 = -1064072.199615 nChanged 6 SP:Iteration 29Q (617.789944 sec): 3 clusters Score: Raw -1067021.302917 + Penalty 2947.539621 = -1064073.763296 nChanged 6 SP:Iteration 30Q (617.844760 sec): 3 clusters Score: Raw -1067023.193173 + Penalty 2947.539621 = -1064075.653552 nChanged 6 SP:Iteration 31Q (617.903563 sec): 3 clusters Score: Raw -1067024.559913 + Penalty 2947.539621 = -1064077.020292 nChanged 5 SP:Iteration 32Q (617.966312 sec): 3 clusters Score: Raw -1067025.295769 + Penalty 2947.539621 = -1064077.756149 nChanged 0 SP:Iteration 33F (618.032509 sec): 3 clusters Score: Raw -1067025.295769 + Penalty 2947.539621 = -1064077.756149 nChanged 0 Trying to split cluster 22 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (618.059896 sec): 2 clusters Score: Raw -20141.626869 + Penalty 873.482741 = -19268.144128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (618.095143 sec): 3 clusters Score: Raw -20411.897276 + Penalty 1746.965482 = -18664.931793 nChanged 47 SP:Iteration 1F (618.145434 sec): 3 clusters Score: Raw -20603.534713 + Penalty 1746.965482 = -18856.569231 nChanged 11 SP:Iteration 2F (618.194515 sec): 3 clusters Score: Raw -20749.576416 + Penalty 1746.965482 = -19002.610934 nChanged 7 SP:Iteration 3Q (618.227701 sec): 3 clusters Score: Raw -20793.650908 + Penalty 1746.965482 = -19046.685426 nChanged 2 SP:Iteration 4Q (618.271994 sec): 3 clusters Score: Raw -20801.120192 + Penalty 1746.965482 = -19054.154710 nChanged 2 SP:Iteration 5Q (618.305257 sec): 3 clusters Score: Raw -20807.058837 + Penalty 1746.965482 = -19060.093355 nChanged 1 SP:Iteration 6Q (618.337184 sec): 3 clusters Score: Raw -20809.066588 + Penalty 1746.965482 = -19062.101105 nChanged 0 SP:Iteration 7F (618.366068 sec): 3 clusters Score: Raw -20809.066588 + Penalty 1746.965482 = -19062.101105 nChanged 0 Trying to split cluster 23 (943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (618.386344 sec): 2 clusters Score: Raw -100368.201050 + Penalty 1112.973271 = -99255.227779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (618.417711 sec): 3 clusters Score: Raw -100105.063201 + Penalty 2225.946542 = -97879.116659 nChanged 305 SP:Iteration 1F (618.448449 sec): 3 clusters Score: Raw -100497.243289 + Penalty 2225.946542 = -98271.296747 nChanged 104 SP:Iteration 2F (618.487106 sec): 3 clusters Score: Raw -100675.891564 + Penalty 2225.946542 = -98449.945022 nChanged 68 SP:Iteration 3F (618.518303 sec): 3 clusters Score: Raw -100841.152465 + Penalty 2225.946542 = -98615.205923 nChanged 57 SP:Iteration 4F (618.552865 sec): 3 clusters Score: Raw -101010.137217 + Penalty 2225.946542 = -98784.190675 nChanged 60 SP:Iteration 5F (618.609406 sec): 3 clusters Score: Raw -101170.156310 + Penalty 2225.946542 = -98944.209768 nChanged 50 SP:Iteration 6F (618.661317 sec): 3 clusters Score: Raw -101308.478835 + Penalty 2225.946542 = -99082.532293 nChanged 39 SP:Iteration 7Q (618.700741 sec): 3 clusters Score: Raw -101411.871486 + Penalty 2225.946542 = -99185.924944 nChanged 26 SP:Iteration 8Q (618.749941 sec): 3 clusters Score: Raw -101467.528387 + Penalty 2225.946542 = -99241.581845 nChanged 18 SP:Iteration 9Q (618.795340 sec): 3 clusters Score: Raw -101501.357228 + Penalty 2225.946542 = -99275.410686 nChanged 15 SP:Iteration 10Q (618.844815 sec): 3 clusters Score: Raw -101543.508155 + Penalty 2225.946542 = -99317.561613 nChanged 14 SP:Iteration 11Q (618.879340 sec): 3 clusters Score: Raw -101563.634139 + Penalty 2225.946542 = -99337.687598 nChanged 7 SP:Iteration 12Q (618.930162 sec): 3 clusters Score: Raw -101569.167102 + Penalty 2225.946542 = -99343.220560 nChanged 3 SP:Iteration 13Q (618.971385 sec): 3 clusters Score: Raw -101571.418941 + Penalty 2225.946542 = -99345.472399 nChanged 3 SP:Iteration 14Q (619.011099 sec): 3 clusters Score: Raw -101573.738682 + Penalty 2225.946542 = -99347.792140 nChanged 1 SP:Iteration 15Q (619.066165 sec): 3 clusters Score: Raw -101574.636638 + Penalty 2225.946542 = -99348.690096 nChanged 1 SP:Iteration 16Q (619.106523 sec): 3 clusters Score: Raw -101575.498079 + Penalty 2225.946542 = -99349.551537 nChanged 1 SP:Iteration 17Q (619.137386 sec): 3 clusters Score: Raw -101576.202090 + Penalty 2225.946542 = -99350.255548 nChanged 1 SP:Iteration 18Q (619.182586 sec): 3 clusters Score: Raw -101577.583082 + Penalty 2225.946542 = -99351.636540 nChanged 0 SP:Iteration 19F (619.219977 sec): 3 clusters Score: Raw -101577.583082 + Penalty 2225.946542 = -99351.636540 nChanged 0 Score: Raw -42679201.850074 + Penalty 58292.685179 = -42620909.164895 Splitting cluster 23 changes total score from -42619128.724389 to -42620909.164895 So it's getting split into cluster 28. Trying to split cluster 24 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (626.418480 sec): 2 clusters Score: Raw -20255.848517 + Penalty 865.779877 = -19390.068640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (626.464466 sec): 3 clusters Score: Raw -20351.397978 + Penalty 1731.559755 = -18619.838224 nChanged 21 SP:Iteration 1F (626.495614 sec): 3 clusters Score: Raw -20407.887219 + Penalty 1731.559755 = -18676.327465 nChanged 6 SP:Iteration 2Q (626.543001 sec): 3 clusters Score: Raw -20456.379073 + Penalty 1731.559755 = -18724.819318 nChanged 8 SP:Iteration 3Q (626.582375 sec): 3 clusters Score: Raw -20474.913796 + Penalty 1731.559755 = -18743.354041 nChanged 1 SP:Iteration 4Q (626.614252 sec): 3 clusters Score: Raw -20477.764728 + Penalty 1731.559755 = -18746.204974 nChanged 1 SP:Iteration 5Q (626.660545 sec): 3 clusters Score: Raw -20481.777968 + Penalty 1731.559755 = -18750.218213 nChanged 2 SP:Iteration 6Q (626.691488 sec): 3 clusters Score: Raw -20488.950935 + Penalty 1731.559755 = -18757.391180 nChanged 2 SP:Iteration 7Q (626.733097 sec): 3 clusters Score: Raw -20499.890008 + Penalty 1731.559755 = -18768.330253 nChanged 0 SP:Iteration 8F (626.766310 sec): 3 clusters Score: Raw -20499.890008 + Penalty 1731.559755 = -18768.330253 nChanged 0 Trying to split cluster 25 (114406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (626.948219 sec): 2 clusters Score: Raw -13760222.094095 + Penalty 1892.720181 = -13758329.373915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (627.198691 sec): 3 clusters Score: Raw -13685583.229391 + Penalty 3785.440361 = -13681797.789030 nChanged 54912 SP:Iteration 1F (627.438202 sec): 3 clusters Score: Raw -13718153.644447 + Penalty 3785.440361 = -13714368.204086 nChanged 4774 SP:Iteration 2Q (627.690812 sec): 3 clusters Score: Raw -13719965.466426 + Penalty 3785.440361 = -13716180.026064 nChanged 5362 SP:Iteration 3Q (627.935647 sec): 3 clusters Score: Raw -13722709.182909 + Penalty 3785.440361 = -13718923.742547 nChanged 6445 SP:Iteration 4F (628.186549 sec): 3 clusters Score: Raw -13726849.742159 + Penalty 3785.440361 = -13723064.301798 nChanged 7577 SP:Iteration 5F (628.417915 sec): 3 clusters Score: Raw -13732591.690056 + Penalty 3785.440361 = -13728806.249694 nChanged 8123 SP:Iteration 6F (628.668719 sec): 3 clusters Score: Raw -13739192.857756 + Penalty 3785.440361 = -13735407.417394 nChanged 7789 SP:Iteration 7F (628.907053 sec): 3 clusters Score: Raw -13745231.669713 + Penalty 3785.440361 = -13741446.229352 nChanged 6476 SP:Iteration 8F (629.140057 sec): 3 clusters Score: Raw -13749320.386537 + Penalty 3785.440361 = -13745534.946176 nChanged 4480 SP:Iteration 9Q (629.377273 sec): 3 clusters Score: Raw -13751521.739141 + Penalty 3785.440361 = -13747736.298780 nChanged 3013 SP:Iteration 10Q (629.611967 sec): 3 clusters Score: Raw -13752704.021051 + Penalty 3785.440361 = -13748918.580690 nChanged 2370 SP:Iteration 11Q (629.853117 sec): 3 clusters Score: Raw -13753603.602781 + Penalty 3785.440361 = -13749818.162420 nChanged 2021 SP:Iteration 12Q (630.101600 sec): 3 clusters Score: Raw -13754317.432632 + Penalty 3785.440361 = -13750531.992271 nChanged 1829 SP:Iteration 13Q (630.353643 sec): 3 clusters Score: Raw -13754916.671356 + Penalty 3785.440361 = -13751131.230995 nChanged 1661 SP:Iteration 14Q (630.601293 sec): 3 clusters Score: Raw -13755430.561886 + Penalty 3785.440361 = -13751645.121525 nChanged 1543 SP:Iteration 15Q (630.835857 sec): 3 clusters Score: Raw -13755899.485969 + Penalty 3785.440361 = -13752114.045608 nChanged 1478 SP:Iteration 16Q (631.076208 sec): 3 clusters Score: Raw -13756336.488974 + Penalty 3785.440361 = -13752551.048613 nChanged 1491 SP:Iteration 17Q (631.315143 sec): 3 clusters Score: Raw -13756777.503946 + Penalty 3785.440361 = -13752992.063584 nChanged 1425 SP:Iteration 18Q (631.542763 sec): 3 clusters Score: Raw -13757204.759312 + Penalty 3785.440361 = -13753419.318950 nChanged 1413 SP:Iteration 19Q (631.778802 sec): 3 clusters Score: Raw -13757645.806149 + Penalty 3785.440361 = -13753860.365787 nChanged 1403 SP:Iteration 20F (632.008438 sec): 3 clusters Score: Raw -13758097.217234 + Penalty 3785.440361 = -13754311.776872 nChanged 1365 SP:Iteration 21Q (632.240342 sec): 3 clusters Score: Raw -13758548.613954 + Penalty 3785.440361 = -13754763.173593 nChanged 1318 SP:Iteration 22Q (632.500491 sec): 3 clusters Score: Raw -13759010.885549 + Penalty 3785.440361 = -13755225.445188 nChanged 1297 SP:Iteration 23Q (632.736241 sec): 3 clusters Score: Raw -13759489.684376 + Penalty 3785.440361 = -13755704.244015 nChanged 1219 SP:Iteration 24Q (632.945877 sec): 3 clusters Score: Raw -13759966.538527 + Penalty 3785.440361 = -13756181.098166 nChanged 1095 SP:Iteration 25Q (633.186153 sec): 3 clusters Score: Raw -13760440.075005 + Penalty 3785.440361 = -13756654.634643 nChanged 1043 SP:Iteration 26Q (633.413337 sec): 3 clusters Score: Raw -13760946.697325 + Penalty 3785.440361 = -13757161.256964 nChanged 931 SP:Iteration 27Q (633.633759 sec): 3 clusters Score: Raw -13761411.438792 + Penalty 3785.440361 = -13757625.998431 nChanged 837 SP:Iteration 28Q (633.854131 sec): 3 clusters Score: Raw -13761835.024443 + Penalty 3785.440361 = -13758049.584082 nChanged 700 SP:Iteration 29Q (634.064273 sec): 3 clusters Score: Raw -13762180.315454 + Penalty 3785.440361 = -13758394.875092 nChanged 598 SP:Iteration 30Q (634.270268 sec): 3 clusters Score: Raw -13762442.811778 + Penalty 3785.440361 = -13758657.371417 nChanged 492 SP:Iteration 31Q (634.494692 sec): 3 clusters Score: Raw -13762624.627408 + Penalty 3785.440361 = -13758839.187047 nChanged 380 SP:Iteration 32Q (634.701986 sec): 3 clusters Score: Raw -13762729.883578 + Penalty 3785.440361 = -13758944.443216 nChanged 261 SP:Iteration 33Q (634.916638 sec): 3 clusters Score: Raw -13762776.820950 + Penalty 3785.440361 = -13758991.380588 nChanged 197 SP:Iteration 34Q (635.111574 sec): 3 clusters Score: Raw -13762805.751894 + Penalty 3785.440361 = -13759020.311533 nChanged 157 SP:Iteration 35Q (635.326796 sec): 3 clusters Score: Raw -13762823.566117 + Penalty 3785.440361 = -13759038.125755 nChanged 132 SP:Iteration 36Q (635.557458 sec): 3 clusters Score: Raw -13762836.691628 + Penalty 3785.440361 = -13759051.251267 nChanged 107 SP:Iteration 37Q (635.757641 sec): 3 clusters Score: Raw -13762848.325348 + Penalty 3785.440361 = -13759062.884987 nChanged 95 SP:Iteration 38Q (635.967945 sec): 3 clusters Score: Raw -13762857.728610 + Penalty 3785.440361 = -13759072.288248 nChanged 69 SP:Iteration 39Q (636.174734 sec): 3 clusters Score: Raw -13762864.292959 + Penalty 3785.440361 = -13759078.852598 nChanged 63 SP:Iteration 40F (636.415289 sec): 3 clusters Score: Raw -13762870.013503 + Penalty 3785.440361 = -13759084.573142 nChanged 57 SP:Iteration 41Q (636.627891 sec): 3 clusters Score: Raw -13762874.777363 + Penalty 3785.440361 = -13759089.337001 nChanged 44 SP:Iteration 42Q (636.840548 sec): 3 clusters Score: Raw -13762877.768363 + Penalty 3785.440361 = -13759092.328001 nChanged 35 SP:Iteration 43Q (637.037195 sec): 3 clusters Score: Raw -13762879.917761 + Penalty 3785.440361 = -13759094.477400 nChanged 32 SP:Iteration 44Q (637.237160 sec): 3 clusters Score: Raw -13762882.334198 + Penalty 3785.440361 = -13759096.893836 nChanged 37 SP:Iteration 45Q (637.441886 sec): 3 clusters Score: Raw -13762884.935369 + Penalty 3785.440361 = -13759099.495008 nChanged 35 SP:Iteration 46Q (637.644726 sec): 3 clusters Score: Raw -13762887.047064 + Penalty 3785.440361 = -13759101.606702 nChanged 30 SP:Iteration 47Q (637.859386 sec): 3 clusters Score: Raw -13762888.818429 + Penalty 3785.440361 = -13759103.378067 nChanged 29 SP:Iteration 48Q (638.073035 sec): 3 clusters Score: Raw -13762890.441192 + Penalty 3785.440361 = -13759105.000830 nChanged 21 SP:Iteration 49Q (638.290852 sec): 3 clusters Score: Raw -13762891.365289 + Penalty 3785.440361 = -13759105.924928 nChanged 16 SP:Iteration 50Q (638.508536 sec): 3 clusters Score: Raw -13762892.056505 + Penalty 3785.440361 = -13759106.616144 nChanged 19 SP:Iteration 51Q (638.719225 sec): 3 clusters Score: Raw -13762892.935820 + Penalty 3785.440361 = -13759107.495459 nChanged 15 SP:Iteration 52Q (638.931846 sec): 3 clusters Score: Raw -13762893.477797 + Penalty 3785.440361 = -13759108.037435 nChanged 12 SP:Iteration 53Q (639.141379 sec): 3 clusters Score: Raw -13762894.111601 + Penalty 3785.440361 = -13759108.671239 nChanged 14 SP:Iteration 54Q (639.355501 sec): 3 clusters Score: Raw -13762894.764597 + Penalty 3785.440361 = -13759109.324236 nChanged 9 SP:Iteration 55Q (639.568136 sec): 3 clusters Score: Raw -13762895.165882 + Penalty 3785.440361 = -13759109.725521 nChanged 8 SP:Iteration 56Q (639.789312 sec): 3 clusters Score: Raw -13762895.424243 + Penalty 3785.440361 = -13759109.983882 nChanged 4 SP:Iteration 57Q (640.014301 sec): 3 clusters Score: Raw -13762895.614008 + Penalty 3785.440361 = -13759110.173647 nChanged 2 SP:Iteration 58Q (640.227516 sec): 3 clusters Score: Raw -13762895.665619 + Penalty 3785.440361 = -13759110.225257 nChanged 0 SP:Iteration 59F (640.449098 sec): 3 clusters Score: Raw -13762895.665619 + Penalty 3785.440361 = -13759110.225257 nChanged 0 Score: Raw -42681875.421598 + Penalty 60374.566793 = -42621500.854805 Splitting cluster 25 changes total score from -42619128.724389 to -42621500.854805 So it's getting split into cluster 29. Iteration 99Q (651.167537 sec): 30 clusters Score: Raw -42683138.754528 + Penalty 60374.566793 = -42622764.187736 nChanged 3654 Iteration 100F (658.562834 sec): 30 clusters Score: Raw -42684770.554729 + Penalty 60374.566793 = -42624395.987936 nChanged 2730 Iteration 101Q (662.032568 sec): 30 clusters Score: Raw -42685560.872324 + Penalty 60374.566793 = -42625186.305532 nChanged 1984 Iteration 102Q (665.651958 sec): 30 clusters Score: Raw -42686024.698285 + Penalty 60374.566793 = -42625650.131492 nChanged 1733 Iteration 103Q (669.199506 sec): 30 clusters Score: Raw -42686372.671830 + Penalty 60374.566793 = -42625998.105037 nChanged 1591 Iteration 104Q (672.600134 sec): 30 clusters Score: Raw -42686656.326340 + Penalty 60374.566793 = -42626281.759547 nChanged 1458 Iteration 105Q (676.123382 sec): 30 clusters Score: Raw -42686892.165107 + Penalty 60374.566793 = -42626517.598314 nChanged 1385 Iteration 106Q (679.716927 sec): 30 clusters Score: Raw -42687105.634699 + Penalty 60374.566793 = -42626731.067906 nChanged 1289 Iteration 107Q (683.137841 sec): 30 clusters Score: Raw -42687301.198784 + Penalty 60374.566793 = -42626926.631991 nChanged 1192 Iteration 108Q (686.566496 sec): 30 clusters Score: Raw -42687473.747068 + Penalty 60374.566793 = -42627099.180276 nChanged 1112 Iteration 109Q (690.065116 sec): 30 clusters Score: Raw -42687631.248385 + Penalty 60374.566793 = -42627256.681592 nChanged 1044 Iteration 110Q (693.584180 sec): 30 clusters Score: Raw -42687757.778403 + Penalty 60374.566793 = -42627383.211610 nChanged 938 Iteration 111Q (696.948961 sec): 30 clusters Score: Raw -42687871.264287 + Penalty 60374.566793 = -42627496.697495 nChanged 947 Iteration 112Q (700.565560 sec): 30 clusters Score: Raw -42687978.739211 + Penalty 60374.566793 = -42627604.172418 nChanged 911 Iteration 113Q (704.018780 sec): 30 clusters Score: Raw -42688088.136096 + Penalty 60374.566793 = -42627713.569303 nChanged 883 Iteration 114Q (707.454342 sec): 30 clusters Score: Raw -42688188.128961 + Penalty 60374.566793 = -42627813.562168 nChanged 868 Iteration 115Q (710.936901 sec): 30 clusters Score: Raw -42688283.932163 + Penalty 60374.566793 = -42627909.365371 nChanged 800 Iteration 116Q (714.510982 sec): 30 clusters Score: Raw -42688368.789032 + Penalty 60374.566793 = -42627994.222239 nChanged 765 Iteration 117Q (717.953672 sec): 30 clusters Score: Raw -42688444.190348 + Penalty 60374.566793 = -42628069.623555 nChanged 746 Iteration 118Q (721.342888 sec): 30 clusters Score: Raw -42688518.822604 + Penalty 60374.566793 = -42628144.255811 nChanged 781 Iteration 119Q (724.744451 sec): 30 clusters Score: Raw -42688601.261142 + Penalty 60374.566793 = -42628226.694349 nChanged 773 Iteration 120F (732.134858 sec): 30 clusters Score: Raw -42688681.926782 + Penalty 60374.566793 = -42628307.359990 nChanged 760 Iteration 121Q (735.603111 sec): 30 clusters Score: Raw -42688765.234379 + Penalty 60374.566793 = -42628390.667586 nChanged 729 Iteration 122Q (739.061665 sec): 30 clusters Score: Raw -42688847.170470 + Penalty 60374.566793 = -42628472.603678 nChanged 694 Iteration 123Q (742.416218 sec): 30 clusters Score: Raw -42688917.996860 + Penalty 60374.566793 = -42628543.430067 nChanged 675 Iteration 124Q (745.880039 sec): 30 clusters Score: Raw -42688979.243310 + Penalty 60374.566793 = -42628604.676518 nChanged 636 Iteration 125Q (749.412714 sec): 30 clusters Score: Raw -42689041.499058 + Penalty 60374.566793 = -42628666.932266 nChanged 669 Iteration 126Q (752.904783 sec): 30 clusters Score: Raw -42689099.263589 + Penalty 60374.566793 = -42628724.696797 nChanged 595 Iteration 127Q (756.363765 sec): 30 clusters Score: Raw -42689153.219032 + Penalty 60374.566793 = -42628778.652239 nChanged 546 Iteration 128Q (759.869765 sec): 30 clusters Score: Raw -42689204.598296 + Penalty 60374.566793 = -42628830.031504 nChanged 550 Iteration 129Q (763.342299 sec): 30 clusters Score: Raw -42689257.220905 + Penalty 60374.566793 = -42628882.654113 nChanged 530 Iteration 130Q (766.799458 sec): 30 clusters Score: Raw -42689307.444250 + Penalty 60374.566793 = -42628932.877457 nChanged 516 Iteration 131Q (770.395537 sec): 30 clusters Score: Raw -42689356.269834 + Penalty 60374.566793 = -42628981.703041 nChanged 508 Iteration 132Q (773.601901 sec): 30 clusters Score: Raw -42689419.599068 + Penalty 60374.566793 = -42629045.032276 nChanged 523 Iteration 133Q (776.987917 sec): 30 clusters Score: Raw -42689479.880914 + Penalty 60374.566793 = -42629105.314121 nChanged 485 Iteration 134Q (780.631245 sec): 30 clusters Score: Raw -42689524.551748 + Penalty 60374.566793 = -42629149.984956 nChanged 504 Iteration 135Q (784.178947 sec): 30 clusters Score: Raw -42689568.797700 + Penalty 60374.566793 = -42629194.230907 nChanged 477 Iteration 136Q (787.741293 sec): 30 clusters Score: Raw -42689609.447914 + Penalty 60374.566793 = -42629234.881122 nChanged 458 Iteration 137Q (791.175656 sec): 30 clusters Score: Raw -42689647.290776 + Penalty 60374.566793 = -42629272.723983 nChanged 446 Iteration 138Q (794.617761 sec): 30 clusters Score: Raw -42689681.439893 + Penalty 60374.566793 = -42629306.873100 nChanged 412 Writing temp clu file Because OldScore, -42629272.723983, is greater than current (better) Score,-42629306.873100 Compute initial score before splitting: Score: Raw -42689681.439893 + Penalty 60374.566793 = -42629306.873100 Trying to split cluster 1 (28706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (794.786413 sec): 2 clusters Score: Raw -3364879.638649 + Penalty 1668.039984 = -3363211.598665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (794.884011 sec): 3 clusters Score: Raw -3347262.221463 + Penalty 3336.079968 = -3343926.141495 nChanged 13150 SP:Iteration 1F (794.967665 sec): 3 clusters Score: Raw -3354606.598027 + Penalty 3336.079968 = -3351270.518060 nChanged 1472 SP:Iteration 2F (795.071587 sec): 3 clusters Score: Raw -3355132.973660 + Penalty 3336.079968 = -3351796.893693 nChanged 1379 SP:Iteration 3Q (795.168092 sec): 3 clusters Score: Raw -3355650.549312 + Penalty 3336.079968 = -3352314.469344 nChanged 1365 SP:Iteration 4Q (795.256307 sec): 3 clusters Score: Raw -3356279.939324 + Penalty 3336.079968 = -3352943.859356 nChanged 1418 SP:Iteration 5Q (795.356701 sec): 3 clusters Score: Raw -3357063.911431 + Penalty 3336.079968 = -3353727.831464 nChanged 1524 SP:Iteration 6F (795.449835 sec): 3 clusters Score: Raw -3358038.471321 + Penalty 3336.079968 = -3354702.391353 nChanged 1513 SP:Iteration 7F (795.537473 sec): 3 clusters Score: Raw -3359120.298981 + Penalty 3336.079968 = -3355784.219013 nChanged 1537 SP:Iteration 8F (795.629503 sec): 3 clusters Score: Raw -3360275.118136 + Penalty 3336.079968 = -3356939.038169 nChanged 1368 SP:Iteration 9Q (795.718664 sec): 3 clusters Score: Raw -3361268.686275 + Penalty 3336.079968 = -3357932.606307 nChanged 1107 SP:Iteration 10Q (795.807661 sec): 3 clusters Score: Raw -3362039.557244 + Penalty 3336.079968 = -3358703.477276 nChanged 927 SP:Iteration 11Q (795.903477 sec): 3 clusters Score: Raw -3362631.395205 + Penalty 3336.079968 = -3359295.315237 nChanged 782 SP:Iteration 12Q (795.994352 sec): 3 clusters Score: Raw -3363138.792424 + Penalty 3336.079968 = -3359802.712456 nChanged 644 SP:Iteration 13Q (796.081163 sec): 3 clusters Score: Raw -3363560.744039 + Penalty 3336.079968 = -3360224.664071 nChanged 538 SP:Iteration 14Q (796.168338 sec): 3 clusters Score: Raw -3363916.523707 + Penalty 3336.079968 = -3360580.443739 nChanged 455 SP:Iteration 15Q (796.250209 sec): 3 clusters Score: Raw -3364214.235474 + Penalty 3336.079968 = -3360878.155506 nChanged 364 SP:Iteration 16Q (796.343375 sec): 3 clusters Score: Raw -3364457.055044 + Penalty 3336.079968 = -3361120.975077 nChanged 254 SP:Iteration 17Q (796.420815 sec): 3 clusters Score: Raw -3364606.250711 + Penalty 3336.079968 = -3361270.170743 nChanged 199 SP:Iteration 18Q (796.513492 sec): 3 clusters Score: Raw -3364710.557302 + Penalty 3336.079968 = -3361374.477334 nChanged 145 SP:Iteration 19Q (796.602546 sec): 3 clusters Score: Raw -3364782.654289 + Penalty 3336.079968 = -3361446.574321 nChanged 103 SP:Iteration 20F (796.686364 sec): 3 clusters Score: Raw -3364835.433918 + Penalty 3336.079968 = -3361499.353950 nChanged 79 SP:Iteration 21Q (796.783212 sec): 3 clusters Score: Raw -3364871.184514 + Penalty 3336.079968 = -3361535.104546 nChanged 64 SP:Iteration 22Q (796.868102 sec): 3 clusters Score: Raw -3364899.503858 + Penalty 3336.079968 = -3361563.423891 nChanged 65 SP:Iteration 23Q (796.947401 sec): 3 clusters Score: Raw -3364931.387554 + Penalty 3336.079968 = -3361595.307587 nChanged 63 SP:Iteration 24Q (797.037815 sec): 3 clusters Score: Raw -3364959.703953 + Penalty 3336.079968 = -3361623.623985 nChanged 52 SP:Iteration 25Q (797.119563 sec): 3 clusters Score: Raw -3364984.739768 + Penalty 3336.079968 = -3361648.659801 nChanged 49 SP:Iteration 26Q (797.204588 sec): 3 clusters Score: Raw -3365009.245254 + Penalty 3336.079968 = -3361673.165286 nChanged 45 SP:Iteration 27Q (797.288298 sec): 3 clusters Score: Raw -3365033.706491 + Penalty 3336.079968 = -3361697.626524 nChanged 43 SP:Iteration 28Q (797.368469 sec): 3 clusters Score: Raw -3365055.671445 + Penalty 3336.079968 = -3361719.591477 nChanged 36 SP:Iteration 29Q (797.452173 sec): 3 clusters Score: Raw -3365072.019546 + Penalty 3336.079968 = -3361735.939578 nChanged 27 SP:Iteration 30Q (797.536103 sec): 3 clusters Score: Raw -3365083.128504 + Penalty 3336.079968 = -3361747.048536 nChanged 16 SP:Iteration 31Q (797.614225 sec): 3 clusters Score: Raw -3365091.505197 + Penalty 3336.079968 = -3361755.425230 nChanged 12 SP:Iteration 32Q (797.701443 sec): 3 clusters Score: Raw -3365100.634328 + Penalty 3336.079968 = -3361764.554360 nChanged 17 SP:Iteration 33Q (797.782271 sec): 3 clusters Score: Raw -3365109.402605 + Penalty 3336.079968 = -3361773.322637 nChanged 15 SP:Iteration 34Q (797.854275 sec): 3 clusters Score: Raw -3365116.721105 + Penalty 3336.079968 = -3361780.641138 nChanged 11 SP:Iteration 35Q (797.941101 sec): 3 clusters Score: Raw -3365121.565837 + Penalty 3336.079968 = -3361785.485869 nChanged 9 SP:Iteration 36Q (798.026387 sec): 3 clusters Score: Raw -3365127.823784 + Penalty 3336.079968 = -3361791.743817 nChanged 16 SP:Iteration 37Q (798.102132 sec): 3 clusters Score: Raw -3365136.380873 + Penalty 3336.079968 = -3361800.300905 nChanged 12 SP:Iteration 38Q (798.182570 sec): 3 clusters Score: Raw -3365142.213481 + Penalty 3336.079968 = -3361806.133514 nChanged 13 SP:Iteration 39Q (798.264048 sec): 3 clusters Score: Raw -3365148.430100 + Penalty 3336.079968 = -3361812.350132 nChanged 12 SP:Iteration 40F (798.354192 sec): 3 clusters Score: Raw -3365155.945160 + Penalty 3336.079968 = -3361819.865193 nChanged 13 SP:Iteration 41Q (798.442243 sec): 3 clusters Score: Raw -3365165.548561 + Penalty 3336.079968 = -3361829.468593 nChanged 9 SP:Iteration 42Q (798.513612 sec): 3 clusters Score: Raw -3365169.999124 + Penalty 3336.079968 = -3361833.919156 nChanged 3 SP:Iteration 43Q (798.606082 sec): 3 clusters Score: Raw -3365171.748477 + Penalty 3336.079968 = -3361835.668510 nChanged 4 SP:Iteration 44Q (798.678252 sec): 3 clusters Score: Raw -3365173.030118 + Penalty 3336.079968 = -3361836.950150 nChanged 4 SP:Iteration 45Q (798.774869 sec): 3 clusters Score: Raw -3365174.516219 + Penalty 3336.079968 = -3361838.436251 nChanged 3 SP:Iteration 46Q (798.841500 sec): 3 clusters Score: Raw -3365175.778349 + Penalty 3336.079968 = -3361839.698381 nChanged 2 SP:Iteration 47Q (798.929075 sec): 3 clusters Score: Raw -3365176.744470 + Penalty 3336.079968 = -3361840.664503 nChanged 2 SP:Iteration 48Q (799.002182 sec): 3 clusters Score: Raw -3365178.038810 + Penalty 3336.079968 = -3361841.958842 nChanged 2 SP:Iteration 49Q (799.094141 sec): 3 clusters Score: Raw -3365179.528400 + Penalty 3336.079968 = -3361843.448432 nChanged 4 SP:Iteration 50Q (799.171965 sec): 3 clusters Score: Raw -3365181.122121 + Penalty 3336.079968 = -3361845.042153 nChanged 5 SP:Iteration 51Q (799.260910 sec): 3 clusters Score: Raw -3365183.379677 + Penalty 3336.079968 = -3361847.299709 nChanged 2 SP:Iteration 52Q (799.341671 sec): 3 clusters Score: Raw -3365184.481745 + Penalty 3336.079968 = -3361848.401777 nChanged 1 SP:Iteration 53Q (799.427960 sec): 3 clusters Score: Raw -3365184.877985 + Penalty 3336.079968 = -3361848.798017 nChanged 1 SP:Iteration 54Q (799.519982 sec): 3 clusters Score: Raw -3365185.557214 + Penalty 3336.079968 = -3361849.477246 nChanged 2 SP:Iteration 55Q (799.605165 sec): 3 clusters Score: Raw -3365186.459563 + Penalty 3336.079968 = -3361850.379595 nChanged 0 SP:Iteration 56F (799.693767 sec): 3 clusters Score: Raw -3365186.459563 + Penalty 3336.079968 = -3361850.379595 nChanged 0 Trying to split cluster 2 (2070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (799.720997 sec): 2 clusters Score: Raw -233746.082038 + Penalty 1240.736882 = -232505.345156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (799.760141 sec): 3 clusters Score: Raw -232840.286017 + Penalty 2481.473763 = -230358.812254 nChanged 766 SP:Iteration 1F (799.807671 sec): 3 clusters Score: Raw -233361.511561 + Penalty 2481.473763 = -230880.037798 nChanged 194 SP:Iteration 2F (799.851782 sec): 3 clusters Score: Raw -233552.496976 + Penalty 2481.473763 = -231071.023213 nChanged 142 SP:Iteration 3F (799.902087 sec): 3 clusters Score: Raw -233695.708389 + Penalty 2481.473763 = -231214.234626 nChanged 116 SP:Iteration 4F (799.947712 sec): 3 clusters Score: Raw -233796.681750 + Penalty 2481.473763 = -231315.207987 nChanged 95 SP:Iteration 5Q (799.983876 sec): 3 clusters Score: Raw -233870.838100 + Penalty 2481.473763 = -231389.364337 nChanged 76 SP:Iteration 6Q (800.029776 sec): 3 clusters Score: Raw -233921.750644 + Penalty 2481.473763 = -231440.276881 nChanged 61 SP:Iteration 7Q (800.068884 sec): 3 clusters Score: Raw -233963.646389 + Penalty 2481.473763 = -231482.172626 nChanged 48 SP:Iteration 8Q (800.104279 sec): 3 clusters Score: Raw -233994.663324 + Penalty 2481.473763 = -231513.189560 nChanged 33 SP:Iteration 9Q (800.156113 sec): 3 clusters Score: Raw -234012.674864 + Penalty 2481.473763 = -231531.201101 nChanged 22 SP:Iteration 10Q (800.192605 sec): 3 clusters Score: Raw -234023.635673 + Penalty 2481.473763 = -231542.161910 nChanged 20 SP:Iteration 11Q (800.235645 sec): 3 clusters Score: Raw -234034.938014 + Penalty 2481.473763 = -231553.464251 nChanged 15 SP:Iteration 12Q (800.286221 sec): 3 clusters Score: Raw -234046.099896 + Penalty 2481.473763 = -231564.626133 nChanged 17 SP:Iteration 13Q (800.339508 sec): 3 clusters Score: Raw -234056.605199 + Penalty 2481.473763 = -231575.131436 nChanged 18 SP:Iteration 14Q (800.380399 sec): 3 clusters Score: Raw -234067.400921 + Penalty 2481.473763 = -231585.927158 nChanged 16 SP:Iteration 15Q (800.426620 sec): 3 clusters Score: Raw -234076.103672 + Penalty 2481.473763 = -231594.629909 nChanged 12 SP:Iteration 16Q (800.469615 sec): 3 clusters Score: Raw -234083.117646 + Penalty 2481.473763 = -231601.643883 nChanged 12 SP:Iteration 17Q (800.520739 sec): 3 clusters Score: Raw -234091.482546 + Penalty 2481.473763 = -231610.008783 nChanged 10 SP:Iteration 18Q (800.576466 sec): 3 clusters Score: Raw -234098.421033 + Penalty 2481.473763 = -231616.947270 nChanged 8 SP:Iteration 19Q (800.615984 sec): 3 clusters Score: Raw -234102.501609 + Penalty 2481.473763 = -231621.027846 nChanged 5 SP:Iteration 20F (800.664012 sec): 3 clusters Score: Raw -234104.580892 + Penalty 2481.473763 = -231623.107129 nChanged 2 SP:Iteration 21Q (800.707050 sec): 3 clusters Score: Raw -234105.218943 + Penalty 2481.473763 = -231623.745180 nChanged 2 SP:Iteration 22Q (800.759679 sec): 3 clusters Score: Raw -234106.255185 + Penalty 2481.473763 = -231624.781422 nChanged 0 SP:Iteration 23F (800.795720 sec): 3 clusters Score: Raw -234106.255185 + Penalty 2481.473763 = -231624.781422 nChanged 0 Trying to split cluster 3 (8449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (800.836079 sec): 2 clusters Score: Raw -997279.845152 + Penalty 1469.293048 = -995810.552104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (800.899479 sec): 3 clusters Score: Raw -992576.889149 + Penalty 2938.586095 = -989638.303054 nChanged 3636 SP:Iteration 1F (800.948239 sec): 3 clusters Score: Raw -994536.188456 + Penalty 2938.586095 = -991597.602361 nChanged 562 SP:Iteration 2F (801.007693 sec): 3 clusters Score: Raw -994816.640770 + Penalty 2938.586095 = -991878.054674 nChanged 459 SP:Iteration 3F (801.064207 sec): 3 clusters Score: Raw -995076.692928 + Penalty 2938.586095 = -992138.106833 nChanged 421 SP:Iteration 4Q (801.125571 sec): 3 clusters Score: Raw -995313.821504 + Penalty 2938.586095 = -992375.235408 nChanged 389 SP:Iteration 5Q (801.184826 sec): 3 clusters Score: Raw -995541.839248 + Penalty 2938.586095 = -992603.253153 nChanged 372 SP:Iteration 6Q (801.243756 sec): 3 clusters Score: Raw -995774.962310 + Penalty 2938.586095 = -992836.376214 nChanged 391 SP:Iteration 7Q (801.303107 sec): 3 clusters Score: Raw -995998.896270 + Penalty 2938.586095 = -993060.310175 nChanged 340 SP:Iteration 8Q (801.364211 sec): 3 clusters Score: Raw -996196.508733 + Penalty 2938.586095 = -993257.922638 nChanged 324 SP:Iteration 9Q (801.411697 sec): 3 clusters Score: Raw -996372.572410 + Penalty 2938.586095 = -993433.986315 nChanged 294 SP:Iteration 10Q (801.472079 sec): 3 clusters Score: Raw -996552.076538 + Penalty 2938.586095 = -993613.490443 nChanged 291 SP:Iteration 11Q (801.526759 sec): 3 clusters Score: Raw -996722.409285 + Penalty 2938.586095 = -993783.823189 nChanged 254 SP:Iteration 12Q (801.587439 sec): 3 clusters Score: Raw -996860.596642 + Penalty 2938.586095 = -993922.010547 nChanged 210 SP:Iteration 13Q (801.648151 sec): 3 clusters Score: Raw -996958.905340 + Penalty 2938.586095 = -994020.319245 nChanged 174 SP:Iteration 14Q (801.695513 sec): 3 clusters Score: Raw -997019.608849 + Penalty 2938.586095 = -994081.022754 nChanged 133 SP:Iteration 15Q (801.749181 sec): 3 clusters Score: Raw -997062.061670 + Penalty 2938.586095 = -994123.475575 nChanged 126 SP:Iteration 16Q (801.808587 sec): 3 clusters Score: Raw -997099.259641 + Penalty 2938.586095 = -994160.673546 nChanged 98 SP:Iteration 17Q (801.863504 sec): 3 clusters Score: Raw -997122.163709 + Penalty 2938.586095 = -994183.577613 nChanged 83 SP:Iteration 18Q (801.920269 sec): 3 clusters Score: Raw -997140.688943 + Penalty 2938.586095 = -994202.102848 nChanged 70 SP:Iteration 19Q (801.987835 sec): 3 clusters Score: Raw -997156.588424 + Penalty 2938.586095 = -994218.002328 nChanged 58 SP:Iteration 20F (802.039826 sec): 3 clusters Score: Raw -997167.012945 + Penalty 2938.586095 = -994228.426850 nChanged 40 SP:Iteration 21Q (802.096973 sec): 3 clusters Score: Raw -997173.697150 + Penalty 2938.586095 = -994235.111055 nChanged 29 SP:Iteration 22Q (802.154850 sec): 3 clusters Score: Raw -997179.638401 + Penalty 2938.586095 = -994241.052306 nChanged 32 SP:Iteration 23Q (802.215333 sec): 3 clusters Score: Raw -997185.407198 + Penalty 2938.586095 = -994246.821103 nChanged 29 SP:Iteration 24Q (802.280445 sec): 3 clusters Score: Raw -997189.616910 + Penalty 2938.586095 = -994251.030815 nChanged 30 SP:Iteration 25Q (802.334058 sec): 3 clusters Score: Raw -997193.379528 + Penalty 2938.586095 = -994254.793433 nChanged 18 SP:Iteration 26Q (802.383307 sec): 3 clusters Score: Raw -997195.477376 + Penalty 2938.586095 = -994256.891281 nChanged 16 SP:Iteration 27Q (802.450632 sec): 3 clusters Score: Raw -997197.301101 + Penalty 2938.586095 = -994258.715006 nChanged 17 SP:Iteration 28Q (802.499339 sec): 3 clusters Score: Raw -997199.299737 + Penalty 2938.586095 = -994260.713641 nChanged 12 SP:Iteration 29Q (802.562987 sec): 3 clusters Score: Raw -997200.840682 + Penalty 2938.586095 = -994262.254587 nChanged 10 SP:Iteration 30Q (802.622101 sec): 3 clusters Score: Raw -997202.669721 + Penalty 2938.586095 = -994264.083626 nChanged 13 SP:Iteration 31Q (802.669951 sec): 3 clusters Score: Raw -997204.551383 + Penalty 2938.586095 = -994265.965288 nChanged 9 SP:Iteration 32Q (802.728839 sec): 3 clusters Score: Raw -997205.614559 + Penalty 2938.586095 = -994267.028463 nChanged 11 SP:Iteration 33Q (802.787939 sec): 3 clusters Score: Raw -997206.757377 + Penalty 2938.586095 = -994268.171281 nChanged 9 SP:Iteration 34Q (802.848464 sec): 3 clusters Score: Raw -997207.522367 + Penalty 2938.586095 = -994268.936272 nChanged 10 SP:Iteration 35Q (802.911573 sec): 3 clusters Score: Raw -997208.374914 + Penalty 2938.586095 = -994269.788818 nChanged 3 SP:Iteration 36Q (802.959594 sec): 3 clusters Score: Raw -997208.636932 + Penalty 2938.586095 = -994270.050837 nChanged 3 SP:Iteration 37Q (803.016969 sec): 3 clusters Score: Raw -997208.823309 + Penalty 2938.586095 = -994270.237213 nChanged 4 SP:Iteration 38Q (803.072293 sec): 3 clusters Score: Raw -997209.100092 + Penalty 2938.586095 = -994270.513996 nChanged 1 SP:Iteration 39Q (803.139650 sec): 3 clusters Score: Raw -997209.182823 + Penalty 2938.586095 = -994270.596727 nChanged 0 SP:Iteration 40F (803.185828 sec): 3 clusters Score: Raw -997209.182823 + Penalty 2938.586095 = -994270.596727 nChanged 0 Trying to split cluster 4 (1880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (803.208958 sec): 2 clusters Score: Raw -228385.824206 + Penalty 1225.091897 = -227160.732309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (803.255106 sec): 3 clusters Score: Raw -227600.335015 + Penalty 2450.183793 = -225150.151222 nChanged 643 SP:Iteration 1F (803.295738 sec): 3 clusters Score: Raw -228041.322474 + Penalty 2450.183793 = -225591.138680 nChanged 148 SP:Iteration 2F (803.348218 sec): 3 clusters Score: Raw -228170.830888 + Penalty 2450.183793 = -225720.647095 nChanged 97 SP:Iteration 3F (803.388212 sec): 3 clusters Score: Raw -228258.872591 + Penalty 2450.183793 = -225808.688798 nChanged 78 SP:Iteration 4Q (803.434350 sec): 3 clusters Score: Raw -228325.519901 + Penalty 2450.183793 = -225875.336108 nChanged 56 SP:Iteration 5Q (803.478606 sec): 3 clusters Score: Raw -228365.897378 + Penalty 2450.183793 = -225915.713585 nChanged 44 SP:Iteration 6Q (803.519656 sec): 3 clusters Score: Raw -228387.856893 + Penalty 2450.183793 = -225937.673100 nChanged 25 SP:Iteration 7Q (803.564978 sec): 3 clusters Score: Raw -228402.319055 + Penalty 2450.183793 = -225952.135261 nChanged 19 SP:Iteration 8Q (803.615500 sec): 3 clusters Score: Raw -228410.528925 + Penalty 2450.183793 = -225960.345132 nChanged 11 SP:Iteration 9Q (803.660707 sec): 3 clusters Score: Raw -228415.754062 + Penalty 2450.183793 = -225965.570269 nChanged 7 SP:Iteration 10Q (803.699904 sec): 3 clusters Score: Raw -228420.203693 + Penalty 2450.183793 = -225970.019900 nChanged 7 SP:Iteration 11Q (803.738217 sec): 3 clusters Score: Raw -228423.000382 + Penalty 2450.183793 = -225972.816589 nChanged 6 SP:Iteration 12Q (803.777589 sec): 3 clusters Score: Raw -228425.976964 + Penalty 2450.183793 = -225975.793171 nChanged 4 SP:Iteration 13Q (803.821560 sec): 3 clusters Score: Raw -228427.950061 + Penalty 2450.183793 = -225977.766268 nChanged 4 SP:Iteration 14Q (803.869203 sec): 3 clusters Score: Raw -228429.563625 + Penalty 2450.183793 = -225979.379832 nChanged 2 SP:Iteration 15Q (803.906150 sec): 3 clusters Score: Raw -228430.518444 + Penalty 2450.183793 = -225980.334651 nChanged 2 SP:Iteration 16Q (803.960691 sec): 3 clusters Score: Raw -228431.364031 + Penalty 2450.183793 = -225981.180238 nChanged 0 SP:Iteration 17F (804.007298 sec): 3 clusters Score: Raw -228431.364031 + Penalty 2450.183793 = -225981.180238 nChanged 0 Trying to split cluster 5 (666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (804.028216 sec): 2 clusters Score: Raw -75186.414219 + Penalty 1056.459571 = -74129.954647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (804.076630 sec): 3 clusters Score: Raw -75009.649329 + Penalty 2112.919143 = -72896.730186 nChanged 184 SP:Iteration 1F (804.111943 sec): 3 clusters Score: Raw -75212.153962 + Penalty 2112.919143 = -73099.234819 nChanged 40 SP:Iteration 2F (804.158987 sec): 3 clusters Score: Raw -75257.696996 + Penalty 2112.919143 = -73144.777853 nChanged 18 SP:Iteration 3Q (804.202581 sec): 3 clusters Score: Raw -75274.159710 + Penalty 2112.919143 = -73161.240567 nChanged 12 SP:Iteration 4Q (804.241065 sec): 3 clusters Score: Raw -75295.225032 + Penalty 2112.919143 = -73182.305889 nChanged 11 SP:Iteration 5Q (804.295687 sec): 3 clusters Score: Raw -75310.362811 + Penalty 2112.919143 = -73197.443668 nChanged 5 SP:Iteration 6Q (804.336575 sec): 3 clusters Score: Raw -75318.094013 + Penalty 2112.919143 = -73205.174870 nChanged 6 SP:Iteration 7Q (804.375843 sec): 3 clusters Score: Raw -75326.247793 + Penalty 2112.919143 = -73213.328650 nChanged 3 SP:Iteration 8Q (804.417956 sec): 3 clusters Score: Raw -75330.567835 + Penalty 2112.919143 = -73217.648692 nChanged 2 SP:Iteration 9Q (804.452886 sec): 3 clusters Score: Raw -75333.644886 + Penalty 2112.919143 = -73220.725743 nChanged 4 SP:Iteration 10Q (804.494874 sec): 3 clusters Score: Raw -75337.597494 + Penalty 2112.919143 = -73224.678351 nChanged 3 SP:Iteration 11Q (804.537735 sec): 3 clusters Score: Raw -75344.156030 + Penalty 2112.919143 = -73231.236887 nChanged 6 SP:Iteration 12Q (804.579986 sec): 3 clusters Score: Raw -75354.440633 + Penalty 2112.919143 = -73241.521490 nChanged 10 SP:Iteration 13Q (804.623115 sec): 3 clusters Score: Raw -75367.099787 + Penalty 2112.919143 = -73254.180644 nChanged 6 SP:Iteration 14Q (804.665968 sec): 3 clusters Score: Raw -75373.828457 + Penalty 2112.919143 = -73260.909314 nChanged 1 SP:Iteration 15Q (804.703004 sec): 3 clusters Score: Raw -75374.640183 + Penalty 2112.919143 = -73261.721040 nChanged 0 SP:Iteration 16F (804.741491 sec): 3 clusters Score: Raw -75374.640183 + Penalty 2112.919143 = -73261.721040 nChanged 0 Trying to split cluster 6 (5613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (804.774246 sec): 2 clusters Score: Raw -666983.945483 + Penalty 1402.836600 = -665581.108883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (804.825831 sec): 3 clusters Score: Raw -664052.677877 + Penalty 2805.673200 = -661247.004677 nChanged 2256 SP:Iteration 1F (804.884011 sec): 3 clusters Score: Raw -665332.012651 + Penalty 2805.673200 = -662526.339451 nChanged 433 SP:Iteration 2F (804.929846 sec): 3 clusters Score: Raw -665631.665773 + Penalty 2805.673200 = -662825.992573 nChanged 370 SP:Iteration 3F (804.984919 sec): 3 clusters Score: Raw -665887.803800 + Penalty 2805.673200 = -663082.130600 nChanged 344 SP:Iteration 4F (805.036968 sec): 3 clusters Score: Raw -666140.345555 + Penalty 2805.673200 = -663334.672355 nChanged 314 SP:Iteration 5F (805.082050 sec): 3 clusters Score: Raw -666384.673660 + Penalty 2805.673200 = -663579.000460 nChanged 297 SP:Iteration 6F (805.132238 sec): 3 clusters Score: Raw -666607.396322 + Penalty 2805.673200 = -663801.723122 nChanged 239 SP:Iteration 7Q (805.187668 sec): 3 clusters Score: Raw -666757.871267 + Penalty 2805.673200 = -663952.198067 nChanged 183 SP:Iteration 8Q (805.239432 sec): 3 clusters Score: Raw -666851.442758 + Penalty 2805.673200 = -664045.769558 nChanged 140 SP:Iteration 9Q (805.299833 sec): 3 clusters Score: Raw -666925.975651 + Penalty 2805.673200 = -664120.302451 nChanged 119 SP:Iteration 10Q (805.346587 sec): 3 clusters Score: Raw -666988.774798 + Penalty 2805.673200 = -664183.101598 nChanged 112 SP:Iteration 11Q (805.408149 sec): 3 clusters Score: Raw -667045.923513 + Penalty 2805.673200 = -664240.250313 nChanged 90 SP:Iteration 12Q (805.460329 sec): 3 clusters Score: Raw -667098.796147 + Penalty 2805.673200 = -664293.122948 nChanged 85 SP:Iteration 13Q (805.508011 sec): 3 clusters Score: Raw -667148.836953 + Penalty 2805.673200 = -664343.163753 nChanged 75 SP:Iteration 14Q (805.569514 sec): 3 clusters Score: Raw -667198.323718 + Penalty 2805.673200 = -664392.650518 nChanged 61 SP:Iteration 15Q (805.614216 sec): 3 clusters Score: Raw -667239.844013 + Penalty 2805.673200 = -664434.170813 nChanged 55 SP:Iteration 16Q (805.670302 sec): 3 clusters Score: Raw -667276.959719 + Penalty 2805.673200 = -664471.286519 nChanged 57 SP:Iteration 17Q (805.730991 sec): 3 clusters Score: Raw -667318.432868 + Penalty 2805.673200 = -664512.759668 nChanged 46 SP:Iteration 18Q (805.777278 sec): 3 clusters Score: Raw -667348.228301 + Penalty 2805.673200 = -664542.555101 nChanged 40 SP:Iteration 19Q (805.828580 sec): 3 clusters Score: Raw -667372.321993 + Penalty 2805.673200 = -664566.648794 nChanged 35 SP:Iteration 20F (805.878621 sec): 3 clusters Score: Raw -667392.266724 + Penalty 2805.673200 = -664586.593524 nChanged 40 SP:Iteration 21Q (805.933896 sec): 3 clusters Score: Raw -667409.023093 + Penalty 2805.673200 = -664603.349894 nChanged 20 SP:Iteration 22Q (805.988982 sec): 3 clusters Score: Raw -667415.394415 + Penalty 2805.673200 = -664609.721215 nChanged 14 SP:Iteration 23Q (806.037455 sec): 3 clusters Score: Raw -667420.302512 + Penalty 2805.673200 = -664614.629312 nChanged 5 SP:Iteration 24Q (806.085555 sec): 3 clusters Score: Raw -667421.385274 + Penalty 2805.673200 = -664615.712075 nChanged 2 SP:Iteration 25Q (806.149020 sec): 3 clusters Score: Raw -667421.744494 + Penalty 2805.673200 = -664616.071294 nChanged 1 SP:Iteration 26Q (806.188288 sec): 3 clusters Score: Raw -667421.841073 + Penalty 2805.673200 = -664616.167873 nChanged 1 SP:Iteration 27Q (806.245886 sec): 3 clusters Score: Raw -667422.436749 + Penalty 2805.673200 = -664616.763549 nChanged 4 SP:Iteration 28Q (806.294775 sec): 3 clusters Score: Raw -667423.754465 + Penalty 2805.673200 = -664618.081265 nChanged 5 SP:Iteration 29Q (806.346317 sec): 3 clusters Score: Raw -667425.186902 + Penalty 2805.673200 = -664619.513702 nChanged 4 SP:Iteration 30Q (806.401663 sec): 3 clusters Score: Raw -667426.415666 + Penalty 2805.673200 = -664620.742466 nChanged 2 SP:Iteration 31Q (806.443893 sec): 3 clusters Score: Raw -667426.862526 + Penalty 2805.673200 = -664621.189326 nChanged 1 SP:Iteration 32Q (806.496236 sec): 3 clusters Score: Raw -667427.298601 + Penalty 2805.673200 = -664621.625401 nChanged 2 SP:Iteration 33Q (806.560348 sec): 3 clusters Score: Raw -667427.901068 + Penalty 2805.673200 = -664622.227868 nChanged 1 SP:Iteration 34Q (806.617104 sec): 3 clusters Score: Raw -667428.263411 + Penalty 2805.673200 = -664622.590212 nChanged 0 SP:Iteration 35F (806.665922 sec): 3 clusters Score: Raw -667428.263411 + Penalty 2805.673200 = -664622.590212 nChanged 0 Trying to split cluster 7 (26592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (806.722732 sec): 2 clusters Score: Raw -2968397.596560 + Penalty 1655.609426 = -2966741.987135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (806.801854 sec): 3 clusters Score: Raw -2952177.706884 + Penalty 3311.218852 = -2948866.488032 nChanged 12226 SP:Iteration 1F (806.890230 sec): 3 clusters Score: Raw -2959278.473954 + Penalty 3311.218852 = -2955967.255102 nChanged 1543 SP:Iteration 2F (806.984168 sec): 3 clusters Score: Raw -2960121.411293 + Penalty 3311.218852 = -2956810.192441 nChanged 1649 SP:Iteration 3F (807.076947 sec): 3 clusters Score: Raw -2961150.205798 + Penalty 3311.218852 = -2957838.986946 nChanged 1745 SP:Iteration 4F (807.164429 sec): 3 clusters Score: Raw -2962296.305779 + Penalty 3311.218852 = -2958985.086927 nChanged 1738 SP:Iteration 5F (807.266648 sec): 3 clusters Score: Raw -2963333.425761 + Penalty 3311.218852 = -2960022.206909 nChanged 1482 SP:Iteration 6F (807.362619 sec): 3 clusters Score: Raw -2964071.357060 + Penalty 3311.218852 = -2960760.138208 nChanged 1195 SP:Iteration 7Q (807.448216 sec): 3 clusters Score: Raw -2964595.398225 + Penalty 3311.218852 = -2961284.179373 nChanged 972 SP:Iteration 8Q (807.538528 sec): 3 clusters Score: Raw -2964989.421294 + Penalty 3311.218852 = -2961678.202443 nChanged 735 SP:Iteration 9Q (807.611341 sec): 3 clusters Score: Raw -2965307.073070 + Penalty 3311.218852 = -2961995.854219 nChanged 686 SP:Iteration 10Q (807.717173 sec): 3 clusters Score: Raw -2965636.939731 + Penalty 3311.218852 = -2962325.720880 nChanged 685 SP:Iteration 11Q (807.813655 sec): 3 clusters Score: Raw -2965994.027697 + Penalty 3311.218852 = -2962682.808845 nChanged 631 SP:Iteration 12Q (807.904335 sec): 3 clusters Score: Raw -2966338.745050 + Penalty 3311.218852 = -2963027.526198 nChanged 617 SP:Iteration 13Q (807.978118 sec): 3 clusters Score: Raw -2966667.647714 + Penalty 3311.218852 = -2963356.428862 nChanged 557 SP:Iteration 14Q (808.070967 sec): 3 clusters Score: Raw -2966952.381669 + Penalty 3311.218852 = -2963641.162817 nChanged 477 SP:Iteration 15Q (808.155560 sec): 3 clusters Score: Raw -2967156.268842 + Penalty 3311.218852 = -2963845.049990 nChanged 415 SP:Iteration 16Q (808.247681 sec): 3 clusters Score: Raw -2967325.117181 + Penalty 3311.218852 = -2964013.898329 nChanged 384 SP:Iteration 17Q (808.340370 sec): 3 clusters Score: Raw -2967463.935285 + Penalty 3311.218852 = -2964152.716434 nChanged 343 SP:Iteration 18Q (808.420012 sec): 3 clusters Score: Raw -2967596.748146 + Penalty 3311.218852 = -2964285.529295 nChanged 336 SP:Iteration 19Q (808.503711 sec): 3 clusters Score: Raw -2967730.472039 + Penalty 3311.218852 = -2964419.253187 nChanged 333 SP:Iteration 20F (808.583374 sec): 3 clusters Score: Raw -2967866.320660 + Penalty 3311.218852 = -2964555.101808 nChanged 312 SP:Iteration 21Q (808.681000 sec): 3 clusters Score: Raw -2967998.296235 + Penalty 3311.218852 = -2964687.077383 nChanged 287 SP:Iteration 22Q (808.754116 sec): 3 clusters Score: Raw -2968111.944755 + Penalty 3311.218852 = -2964800.725903 nChanged 289 SP:Iteration 23Q (808.844377 sec): 3 clusters Score: Raw -2968231.312910 + Penalty 3311.218852 = -2964920.094058 nChanged 248 SP:Iteration 24Q (808.933342 sec): 3 clusters Score: Raw -2968344.123107 + Penalty 3311.218852 = -2965032.904255 nChanged 233 SP:Iteration 25Q (809.009864 sec): 3 clusters Score: Raw -2968449.132312 + Penalty 3311.218852 = -2965137.913460 nChanged 231 SP:Iteration 26Q (809.097376 sec): 3 clusters Score: Raw -2968553.375502 + Penalty 3311.218852 = -2965242.156650 nChanged 217 SP:Iteration 27Q (809.194947 sec): 3 clusters Score: Raw -2968646.431286 + Penalty 3311.218852 = -2965335.212434 nChanged 207 SP:Iteration 28Q (809.277373 sec): 3 clusters Score: Raw -2968735.186312 + Penalty 3311.218852 = -2965423.967461 nChanged 183 SP:Iteration 29Q (809.376987 sec): 3 clusters Score: Raw -2968805.304908 + Penalty 3311.218852 = -2965494.086057 nChanged 155 SP:Iteration 30Q (809.456729 sec): 3 clusters Score: Raw -2968863.217530 + Penalty 3311.218852 = -2965551.998679 nChanged 157 SP:Iteration 31Q (809.542486 sec): 3 clusters Score: Raw -2968915.235262 + Penalty 3311.218852 = -2965604.016410 nChanged 123 SP:Iteration 32Q (809.628584 sec): 3 clusters Score: Raw -2968950.300593 + Penalty 3311.218852 = -2965639.081741 nChanged 97 SP:Iteration 33Q (809.712657 sec): 3 clusters Score: Raw -2968973.574402 + Penalty 3311.218852 = -2965662.355551 nChanged 91 SP:Iteration 34Q (809.788487 sec): 3 clusters Score: Raw -2968998.270083 + Penalty 3311.218852 = -2965687.051231 nChanged 75 SP:Iteration 35Q (809.866087 sec): 3 clusters Score: Raw -2969017.077326 + Penalty 3311.218852 = -2965705.858474 nChanged 60 SP:Iteration 36Q (809.948486 sec): 3 clusters Score: Raw -2969032.561711 + Penalty 3311.218852 = -2965721.342860 nChanged 57 SP:Iteration 37Q (810.048062 sec): 3 clusters Score: Raw -2969046.925701 + Penalty 3311.218852 = -2965735.706849 nChanged 53 SP:Iteration 38Q (810.127023 sec): 3 clusters Score: Raw -2969058.780804 + Penalty 3311.218852 = -2965747.561953 nChanged 49 SP:Iteration 39Q (810.203279 sec): 3 clusters Score: Raw -2969069.409135 + Penalty 3311.218852 = -2965758.190284 nChanged 48 SP:Iteration 40F (810.299786 sec): 3 clusters Score: Raw -2969082.287933 + Penalty 3311.218852 = -2965771.069082 nChanged 49 SP:Iteration 41Q (810.383654 sec): 3 clusters Score: Raw -2969094.858085 + Penalty 3311.218852 = -2965783.639233 nChanged 37 SP:Iteration 42Q (810.465880 sec): 3 clusters Score: Raw -2969105.002089 + Penalty 3311.218852 = -2965793.783238 nChanged 33 SP:Iteration 43Q (810.556357 sec): 3 clusters Score: Raw -2969111.504861 + Penalty 3311.218852 = -2965800.286010 nChanged 31 SP:Iteration 44Q (810.637700 sec): 3 clusters Score: Raw -2969118.044547 + Penalty 3311.218852 = -2965806.825696 nChanged 31 SP:Iteration 45Q (810.715490 sec): 3 clusters Score: Raw -2969123.369772 + Penalty 3311.218852 = -2965812.150920 nChanged 19 SP:Iteration 46Q (810.801525 sec): 3 clusters Score: Raw -2969126.336111 + Penalty 3311.218852 = -2965815.117260 nChanged 18 SP:Iteration 47Q (810.889264 sec): 3 clusters Score: Raw -2969129.677937 + Penalty 3311.218852 = -2965818.459085 nChanged 15 SP:Iteration 48Q (810.960441 sec): 3 clusters Score: Raw -2969132.181493 + Penalty 3311.218852 = -2965820.962641 nChanged 14 SP:Iteration 49Q (811.040868 sec): 3 clusters Score: Raw -2969134.475405 + Penalty 3311.218852 = -2965823.256553 nChanged 6 SP:Iteration 50Q (811.121956 sec): 3 clusters Score: Raw -2969135.504602 + Penalty 3311.218852 = -2965824.285750 nChanged 9 SP:Iteration 51Q (811.219317 sec): 3 clusters Score: Raw -2969136.996098 + Penalty 3311.218852 = -2965825.777246 nChanged 8 SP:Iteration 52Q (811.299073 sec): 3 clusters Score: Raw -2969138.173953 + Penalty 3311.218852 = -2965826.955101 nChanged 6 SP:Iteration 53Q (811.399410 sec): 3 clusters Score: Raw -2969139.085415 + Penalty 3311.218852 = -2965827.866564 nChanged 5 SP:Iteration 54Q (811.485411 sec): 3 clusters Score: Raw -2969139.685240 + Penalty 3311.218852 = -2965828.466388 nChanged 8 SP:Iteration 55Q (811.563414 sec): 3 clusters Score: Raw -2969140.760788 + Penalty 3311.218852 = -2965829.541936 nChanged 8 SP:Iteration 56Q (811.639727 sec): 3 clusters Score: Raw -2969141.948756 + Penalty 3311.218852 = -2965830.729904 nChanged 7 SP:Iteration 57Q (811.729733 sec): 3 clusters Score: Raw -2969143.817745 + Penalty 3311.218852 = -2965832.598893 nChanged 6 SP:Iteration 58Q (811.803359 sec): 3 clusters Score: Raw -2969144.804512 + Penalty 3311.218852 = -2965833.585661 nChanged 3 SP:Iteration 59Q (811.890275 sec): 3 clusters Score: Raw -2969145.151276 + Penalty 3311.218852 = -2965833.932424 nChanged 1 SP:Iteration 60F (811.969886 sec): 3 clusters Score: Raw -2969145.474239 + Penalty 3311.218852 = -2965834.255387 nChanged 3 SP:Iteration 61Q (812.042152 sec): 3 clusters Score: Raw -2969146.224368 + Penalty 3311.218852 = -2965835.005516 nChanged 5 SP:Iteration 62Q (812.130073 sec): 3 clusters Score: Raw -2969147.018061 + Penalty 3311.218852 = -2965835.799209 nChanged 5 SP:Iteration 63Q (812.218767 sec): 3 clusters Score: Raw -2969147.808228 + Penalty 3311.218852 = -2965836.589377 nChanged 3 SP:Iteration 64Q (812.303830 sec): 3 clusters Score: Raw -2969148.462628 + Penalty 3311.218852 = -2965837.243776 nChanged 8 SP:Iteration 65Q (812.385727 sec): 3 clusters Score: Raw -2969150.783111 + Penalty 3311.218852 = -2965839.564259 nChanged 10 SP:Iteration 66Q (812.474035 sec): 3 clusters Score: Raw -2969153.173566 + Penalty 3311.218852 = -2965841.954714 nChanged 12 SP:Iteration 67Q (812.550000 sec): 3 clusters Score: Raw -2969155.376868 + Penalty 3311.218852 = -2965844.158016 nChanged 12 SP:Iteration 68Q (812.646575 sec): 3 clusters Score: Raw -2969157.852223 + Penalty 3311.218852 = -2965846.633371 nChanged 12 SP:Iteration 69Q (812.729636 sec): 3 clusters Score: Raw -2969159.890130 + Penalty 3311.218852 = -2965848.671278 nChanged 13 SP:Iteration 70Q (812.805488 sec): 3 clusters Score: Raw -2969163.319483 + Penalty 3311.218852 = -2965852.100631 nChanged 16 SP:Iteration 71Q (812.890471 sec): 3 clusters Score: Raw -2969166.695984 + Penalty 3311.218852 = -2965855.477132 nChanged 8 SP:Iteration 72Q (812.977147 sec): 3 clusters Score: Raw -2969168.290950 + Penalty 3311.218852 = -2965857.072099 nChanged 7 SP:Iteration 73Q (813.063694 sec): 3 clusters Score: Raw -2969169.410012 + Penalty 3311.218852 = -2965858.191160 nChanged 6 SP:Iteration 74Q (813.150819 sec): 3 clusters Score: Raw -2969170.373982 + Penalty 3311.218852 = -2965859.155131 nChanged 8 SP:Iteration 75Q (813.223324 sec): 3 clusters Score: Raw -2969171.355621 + Penalty 3311.218852 = -2965860.136769 nChanged 5 SP:Iteration 76Q (813.299746 sec): 3 clusters Score: Raw -2969172.097285 + Penalty 3311.218852 = -2965860.878434 nChanged 4 SP:Iteration 77Q (813.377496 sec): 3 clusters Score: Raw -2969172.575884 + Penalty 3311.218852 = -2965861.357033 nChanged 2 SP:Iteration 78Q (813.469269 sec): 3 clusters Score: Raw -2969172.993758 + Penalty 3311.218852 = -2965861.774906 nChanged 5 SP:Iteration 79Q (813.554158 sec): 3 clusters Score: Raw -2969173.685316 + Penalty 3311.218852 = -2965862.466464 nChanged 5 SP:Iteration 80F (813.640713 sec): 3 clusters Score: Raw -2969174.592868 + Penalty 3311.218852 = -2965863.374016 nChanged 5 SP:Iteration 81Q (813.722562 sec): 3 clusters Score: Raw -2969175.340082 + Penalty 3311.218852 = -2965864.121230 nChanged 7 SP:Iteration 82Q (813.786161 sec): 3 clusters Score: Raw -2969176.295054 + Penalty 3311.218852 = -2965865.076202 nChanged 5 SP:Iteration 83Q (813.870168 sec): 3 clusters Score: Raw -2969177.141367 + Penalty 3311.218852 = -2965865.922515 nChanged 5 SP:Iteration 84Q (813.964056 sec): 3 clusters Score: Raw -2969178.071770 + Penalty 3311.218852 = -2965866.852918 nChanged 5 SP:Iteration 85Q (814.034466 sec): 3 clusters Score: Raw -2969178.723942 + Penalty 3311.218852 = -2965867.505090 nChanged 1 SP:Iteration 86Q (814.119736 sec): 3 clusters Score: Raw -2969178.847734 + Penalty 3311.218852 = -2965867.628883 nChanged 0 SP:Iteration 87F (814.209083 sec): 3 clusters Score: Raw -2969178.847734 + Penalty 3311.218852 = -2965867.628883 nChanged 0 Trying to split cluster 8 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (814.244017 sec): 2 clusters Score: Raw -252216.855204 + Penalty 1233.595520 = -250983.259684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (814.287426 sec): 3 clusters Score: Raw -251393.644829 + Penalty 2467.191040 = -248926.453789 nChanged 690 SP:Iteration 1F (814.336475 sec): 3 clusters Score: Raw -251836.033057 + Penalty 2467.191040 = -249368.842017 nChanged 176 SP:Iteration 2F (814.379339 sec): 3 clusters Score: Raw -251967.901314 + Penalty 2467.191040 = -249500.710273 nChanged 107 SP:Iteration 3F (814.416057 sec): 3 clusters Score: Raw -252035.593016 + Penalty 2467.191040 = -249568.401976 nChanged 56 SP:Iteration 4Q (814.466878 sec): 3 clusters Score: Raw -252070.631938 + Penalty 2467.191040 = -249603.440898 nChanged 43 SP:Iteration 5Q (814.514098 sec): 3 clusters Score: Raw -252100.829705 + Penalty 2467.191040 = -249633.638665 nChanged 28 SP:Iteration 6Q (814.552098 sec): 3 clusters Score: Raw -252111.893956 + Penalty 2467.191040 = -249644.702916 nChanged 12 SP:Iteration 7Q (814.600016 sec): 3 clusters Score: Raw -252120.259373 + Penalty 2467.191040 = -249653.068333 nChanged 13 SP:Iteration 8Q (814.646455 sec): 3 clusters Score: Raw -252128.273329 + Penalty 2467.191040 = -249661.082288 nChanged 16 SP:Iteration 9Q (814.694588 sec): 3 clusters Score: Raw -252140.548747 + Penalty 2467.191040 = -249673.357707 nChanged 22 SP:Iteration 10Q (814.736664 sec): 3 clusters Score: Raw -252152.394348 + Penalty 2467.191040 = -249685.203308 nChanged 18 SP:Iteration 11Q (814.790425 sec): 3 clusters Score: Raw -252170.269077 + Penalty 2467.191040 = -249703.078037 nChanged 22 SP:Iteration 12Q (814.833526 sec): 3 clusters Score: Raw -252183.764138 + Penalty 2467.191040 = -249716.573098 nChanged 27 SP:Iteration 13Q (814.880738 sec): 3 clusters Score: Raw -252201.899584 + Penalty 2467.191040 = -249734.708544 nChanged 15 SP:Iteration 14Q (814.922059 sec): 3 clusters Score: Raw -252210.310538 + Penalty 2467.191040 = -249743.119498 nChanged 14 SP:Iteration 15Q (814.964751 sec): 3 clusters Score: Raw -252221.950123 + Penalty 2467.191040 = -249754.759083 nChanged 20 SP:Iteration 16Q (815.018600 sec): 3 clusters Score: Raw -252236.179341 + Penalty 2467.191040 = -249768.988301 nChanged 27 SP:Iteration 17Q (815.050466 sec): 3 clusters Score: Raw -252257.846269 + Penalty 2467.191040 = -249790.655228 nChanged 35 SP:Iteration 18Q (815.094978 sec): 3 clusters Score: Raw -252281.303748 + Penalty 2467.191040 = -249814.112708 nChanged 30 SP:Iteration 19Q (815.151996 sec): 3 clusters Score: Raw -252307.077893 + Penalty 2467.191040 = -249839.886852 nChanged 37 SP:Iteration 20F (815.187007 sec): 3 clusters Score: Raw -252342.420447 + Penalty 2467.191040 = -249875.229407 nChanged 43 SP:Iteration 21Q (815.239800 sec): 3 clusters Score: Raw -252381.738800 + Penalty 2467.191040 = -249914.547759 nChanged 43 SP:Iteration 22Q (815.286322 sec): 3 clusters Score: Raw -252426.961616 + Penalty 2467.191040 = -249959.770576 nChanged 53 SP:Iteration 23Q (815.318314 sec): 3 clusters Score: Raw -252482.488248 + Penalty 2467.191040 = -250015.297208 nChanged 41 SP:Iteration 24Q (815.361534 sec): 3 clusters Score: Raw -252521.098476 + Penalty 2467.191040 = -250053.907436 nChanged 44 SP:Iteration 25Q (815.414787 sec): 3 clusters Score: Raw -252567.770984 + Penalty 2467.191040 = -250100.579944 nChanged 46 SP:Iteration 26Q (815.461476 sec): 3 clusters Score: Raw -252616.822726 + Penalty 2467.191040 = -250149.631686 nChanged 45 SP:Iteration 27Q (815.511265 sec): 3 clusters Score: Raw -252662.158004 + Penalty 2467.191040 = -250194.966964 nChanged 33 SP:Iteration 28Q (815.553318 sec): 3 clusters Score: Raw -252692.776909 + Penalty 2467.191040 = -250225.585868 nChanged 26 SP:Iteration 29Q (815.599245 sec): 3 clusters Score: Raw -252715.403670 + Penalty 2467.191040 = -250248.212630 nChanged 29 SP:Iteration 30Q (815.644740 sec): 3 clusters Score: Raw -252732.276111 + Penalty 2467.191040 = -250265.085071 nChanged 19 SP:Iteration 31Q (815.689267 sec): 3 clusters Score: Raw -252749.384547 + Penalty 2467.191040 = -250282.193507 nChanged 17 SP:Iteration 32Q (815.737570 sec): 3 clusters Score: Raw -252760.222453 + Penalty 2467.191040 = -250293.031412 nChanged 11 SP:Iteration 33Q (815.772447 sec): 3 clusters Score: Raw -252771.401347 + Penalty 2467.191040 = -250304.210306 nChanged 11 SP:Iteration 34Q (815.816150 sec): 3 clusters Score: Raw -252782.108914 + Penalty 2467.191040 = -250314.917874 nChanged 14 SP:Iteration 35Q (815.863080 sec): 3 clusters Score: Raw -252792.209607 + Penalty 2467.191040 = -250325.018567 nChanged 10 SP:Iteration 36Q (815.902601 sec): 3 clusters Score: Raw -252805.994834 + Penalty 2467.191040 = -250338.803793 nChanged 16 SP:Iteration 37Q (815.946634 sec): 3 clusters Score: Raw -252821.027378 + Penalty 2467.191040 = -250353.836338 nChanged 15 SP:Iteration 38Q (815.995176 sec): 3 clusters Score: Raw -252842.213130 + Penalty 2467.191040 = -250375.022090 nChanged 17 SP:Iteration 39Q (816.033491 sec): 3 clusters Score: Raw -252855.169782 + Penalty 2467.191040 = -250387.978742 nChanged 10 SP:Iteration 40F (816.079197 sec): 3 clusters Score: Raw -252864.758745 + Penalty 2467.191040 = -250397.567705 nChanged 12 SP:Iteration 41Q (816.130473 sec): 3 clusters Score: Raw -252876.071720 + Penalty 2467.191040 = -250408.880679 nChanged 16 SP:Iteration 42Q (816.171288 sec): 3 clusters Score: Raw -252890.319963 + Penalty 2467.191040 = -250423.128923 nChanged 15 SP:Iteration 43Q (816.219804 sec): 3 clusters Score: Raw -252904.446352 + Penalty 2467.191040 = -250437.255311 nChanged 23 SP:Iteration 44Q (816.266427 sec): 3 clusters Score: Raw -252925.613518 + Penalty 2467.191040 = -250458.422478 nChanged 11 SP:Iteration 45Q (816.310799 sec): 3 clusters Score: Raw -252931.448258 + Penalty 2467.191040 = -250464.257218 nChanged 6 SP:Iteration 46Q (816.367046 sec): 3 clusters Score: Raw -252936.000492 + Penalty 2467.191040 = -250468.809452 nChanged 10 SP:Iteration 47Q (816.414972 sec): 3 clusters Score: Raw -252941.892269 + Penalty 2467.191040 = -250474.701229 nChanged 5 SP:Iteration 48Q (816.448879 sec): 3 clusters Score: Raw -252946.262955 + Penalty 2467.191040 = -250479.071915 nChanged 4 SP:Iteration 49Q (816.496440 sec): 3 clusters Score: Raw -252949.215929 + Penalty 2467.191040 = -250482.024888 nChanged 4 SP:Iteration 50Q (816.538508 sec): 3 clusters Score: Raw -252951.283907 + Penalty 2467.191040 = -250484.092866 nChanged 7 SP:Iteration 51Q (816.582372 sec): 3 clusters Score: Raw -252956.583990 + Penalty 2467.191040 = -250489.392949 nChanged 8 SP:Iteration 52Q (816.636655 sec): 3 clusters Score: Raw -252962.017743 + Penalty 2467.191040 = -250494.826703 nChanged 6 SP:Iteration 53Q (816.681476 sec): 3 clusters Score: Raw -252965.561306 + Penalty 2467.191040 = -250498.370266 nChanged 4 SP:Iteration 54Q (816.713097 sec): 3 clusters Score: Raw -252967.321508 + Penalty 2467.191040 = -250500.130468 nChanged 2 SP:Iteration 55Q (816.761741 sec): 3 clusters Score: Raw -252968.636579 + Penalty 2467.191040 = -250501.445538 nChanged 4 SP:Iteration 56Q (816.808209 sec): 3 clusters Score: Raw -252971.885857 + Penalty 2467.191040 = -250504.694817 nChanged 1 SP:Iteration 57Q (816.849909 sec): 3 clusters Score: Raw -252972.354858 + Penalty 2467.191040 = -250505.163817 nChanged 2 SP:Iteration 58Q (816.885906 sec): 3 clusters Score: Raw -252974.079834 + Penalty 2467.191040 = -250506.888794 nChanged 0 SP:Iteration 59F (816.938490 sec): 3 clusters Score: Raw -252974.079834 + Penalty 2467.191040 = -250506.888794 nChanged 0 Trying to split cluster 9 (4025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (816.961990 sec): 2 clusters Score: Raw -432687.819600 + Penalty 1348.795531 = -431339.024070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (817.014955 sec): 3 clusters Score: Raw -430654.782697 + Penalty 2697.591062 = -427957.191635 nChanged 1598 SP:Iteration 1F (817.064578 sec): 3 clusters Score: Raw -431624.881100 + Penalty 2697.591062 = -428927.290039 nChanged 322 SP:Iteration 2F (817.124388 sec): 3 clusters Score: Raw -431883.451640 + Penalty 2697.591062 = -429185.860578 nChanged 265 SP:Iteration 3F (817.163061 sec): 3 clusters Score: Raw -432094.078786 + Penalty 2697.591062 = -429396.487724 nChanged 217 SP:Iteration 4F (817.211797 sec): 3 clusters Score: Raw -432247.454941 + Penalty 2697.591062 = -429549.863879 nChanged 176 SP:Iteration 5Q (817.270577 sec): 3 clusters Score: Raw -432372.963649 + Penalty 2697.591062 = -429675.372587 nChanged 170 SP:Iteration 6Q (817.323317 sec): 3 clusters Score: Raw -432469.105432 + Penalty 2697.591062 = -429771.514370 nChanged 128 SP:Iteration 7Q (817.366948 sec): 3 clusters Score: Raw -432537.494650 + Penalty 2697.591062 = -429839.903589 nChanged 100 SP:Iteration 8Q (817.420678 sec): 3 clusters Score: Raw -432591.814649 + Penalty 2697.591062 = -429894.223587 nChanged 82 SP:Iteration 9Q (817.470087 sec): 3 clusters Score: Raw -432639.102058 + Penalty 2697.591062 = -429941.510996 nChanged 80 SP:Iteration 10Q (817.514947 sec): 3 clusters Score: Raw -432675.703210 + Penalty 2697.591062 = -429978.112148 nChanged 71 SP:Iteration 11Q (817.557838 sec): 3 clusters Score: Raw -432712.048906 + Penalty 2697.591062 = -430014.457844 nChanged 66 SP:Iteration 12Q (817.604554 sec): 3 clusters Score: Raw -432739.691869 + Penalty 2697.591062 = -430042.100807 nChanged 51 SP:Iteration 13Q (817.659504 sec): 3 clusters Score: Raw -432761.491668 + Penalty 2697.591062 = -430063.900606 nChanged 48 SP:Iteration 14Q (817.708826 sec): 3 clusters Score: Raw -432777.959481 + Penalty 2697.591062 = -430080.368419 nChanged 36 SP:Iteration 15Q (817.748937 sec): 3 clusters Score: Raw -432791.183283 + Penalty 2697.591062 = -430093.592221 nChanged 36 SP:Iteration 16Q (817.796773 sec): 3 clusters Score: Raw -432804.029950 + Penalty 2697.591062 = -430106.438888 nChanged 32 SP:Iteration 17Q (817.841793 sec): 3 clusters Score: Raw -432814.341204 + Penalty 2697.591062 = -430116.750143 nChanged 28 SP:Iteration 18Q (817.902918 sec): 3 clusters Score: Raw -432822.289456 + Penalty 2697.591062 = -430124.698395 nChanged 19 SP:Iteration 19Q (817.948476 sec): 3 clusters Score: Raw -432828.256574 + Penalty 2697.591062 = -430130.665513 nChanged 19 SP:Iteration 20F (817.991118 sec): 3 clusters Score: Raw -432832.480463 + Penalty 2697.591062 = -430134.889402 nChanged 12 SP:Iteration 21Q (818.034103 sec): 3 clusters Score: Raw -432835.074261 + Penalty 2697.591062 = -430137.483200 nChanged 7 SP:Iteration 22Q (818.090964 sec): 3 clusters Score: Raw -432837.945668 + Penalty 2697.591062 = -430140.354606 nChanged 11 SP:Iteration 23Q (818.132599 sec): 3 clusters Score: Raw -432841.123522 + Penalty 2697.591062 = -430143.532460 nChanged 7 SP:Iteration 24Q (818.181834 sec): 3 clusters Score: Raw -432842.566889 + Penalty 2697.591062 = -430144.975827 nChanged 6 SP:Iteration 25Q (818.231073 sec): 3 clusters Score: Raw -432844.427994 + Penalty 2697.591062 = -430146.836932 nChanged 10 SP:Iteration 26Q (818.284855 sec): 3 clusters Score: Raw -432848.262585 + Penalty 2697.591062 = -430150.671523 nChanged 16 SP:Iteration 27Q (818.323857 sec): 3 clusters Score: Raw -432852.550208 + Penalty 2697.591062 = -430154.959146 nChanged 18 SP:Iteration 28Q (818.382354 sec): 3 clusters Score: Raw -432857.662957 + Penalty 2697.591062 = -430160.071895 nChanged 13 SP:Iteration 29Q (818.432265 sec): 3 clusters Score: Raw -432861.530686 + Penalty 2697.591062 = -430163.939625 nChanged 10 SP:Iteration 30Q (818.478712 sec): 3 clusters Score: Raw -432863.526599 + Penalty 2697.591062 = -430165.935538 nChanged 7 SP:Iteration 31Q (818.531632 sec): 3 clusters Score: Raw -432865.000746 + Penalty 2697.591062 = -430167.409684 nChanged 6 SP:Iteration 32Q (818.580125 sec): 3 clusters Score: Raw -432866.339948 + Penalty 2697.591062 = -430168.748887 nChanged 6 SP:Iteration 33Q (818.631223 sec): 3 clusters Score: Raw -432867.430676 + Penalty 2697.591062 = -430169.839614 nChanged 6 SP:Iteration 34Q (818.679868 sec): 3 clusters Score: Raw -432868.810014 + Penalty 2697.591062 = -430171.218953 nChanged 4 SP:Iteration 35Q (818.721445 sec): 3 clusters Score: Raw -432869.891077 + Penalty 2697.591062 = -430172.300016 nChanged 5 SP:Iteration 36Q (818.770057 sec): 3 clusters Score: Raw -432871.221054 + Penalty 2697.591062 = -430173.629992 nChanged 4 SP:Iteration 37Q (818.819197 sec): 3 clusters Score: Raw -432872.450539 + Penalty 2697.591062 = -430174.859477 nChanged 8 SP:Iteration 38Q (818.862850 sec): 3 clusters Score: Raw -432874.651957 + Penalty 2697.591062 = -430177.060896 nChanged 3 SP:Iteration 39Q (818.907977 sec): 3 clusters Score: Raw -432875.446723 + Penalty 2697.591062 = -430177.855661 nChanged 5 SP:Iteration 40F (818.958241 sec): 3 clusters Score: Raw -432877.640594 + Penalty 2697.591062 = -430180.049533 nChanged 4 SP:Iteration 41Q (819.003212 sec): 3 clusters Score: Raw -432878.184066 + Penalty 2697.591062 = -430180.593004 nChanged 1 SP:Iteration 42Q (819.060666 sec): 3 clusters Score: Raw -432878.383126 + Penalty 2697.591062 = -430180.792064 nChanged 0 SP:Iteration 43F (819.108638 sec): 3 clusters Score: Raw -432878.383126 + Penalty 2697.591062 = -430180.792064 nChanged 0 Trying to split cluster 10 (1943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (819.122021 sec): 2 clusters Score: Raw -228101.852367 + Penalty 1230.448123 = -226871.404244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (819.168407 sec): 3 clusters Score: Raw -227266.390817 + Penalty 2460.896246 = -224805.494571 nChanged 685 SP:Iteration 1F (819.223664 sec): 3 clusters Score: Raw -227718.713796 + Penalty 2460.896246 = -225257.817549 nChanged 150 SP:Iteration 2F (819.256881 sec): 3 clusters Score: Raw -227841.291905 + Penalty 2460.896246 = -225380.395658 nChanged 111 SP:Iteration 3F (819.296052 sec): 3 clusters Score: Raw -227919.555781 + Penalty 2460.896246 = -225458.659535 nChanged 75 SP:Iteration 4Q (819.345277 sec): 3 clusters Score: Raw -227980.599104 + Penalty 2460.896246 = -225519.702858 nChanged 65 SP:Iteration 5Q (819.389979 sec): 3 clusters Score: Raw -228030.505281 + Penalty 2460.896246 = -225569.609035 nChanged 50 SP:Iteration 6Q (819.436486 sec): 3 clusters Score: Raw -228067.323187 + Penalty 2460.896246 = -225606.426941 nChanged 41 SP:Iteration 7Q (819.471058 sec): 3 clusters Score: Raw -228092.886697 + Penalty 2460.896246 = -225631.990451 nChanged 36 SP:Iteration 8Q (819.517771 sec): 3 clusters Score: Raw -228114.471897 + Penalty 2460.896246 = -225653.575651 nChanged 26 SP:Iteration 9Q (819.569446 sec): 3 clusters Score: Raw -228131.445598 + Penalty 2460.896246 = -225670.549352 nChanged 24 SP:Iteration 10Q (819.606104 sec): 3 clusters Score: Raw -228146.375858 + Penalty 2460.896246 = -225685.479612 nChanged 12 SP:Iteration 11Q (819.653384 sec): 3 clusters Score: Raw -228150.845471 + Penalty 2460.896246 = -225689.949225 nChanged 10 SP:Iteration 12Q (819.697529 sec): 3 clusters Score: Raw -228155.098622 + Penalty 2460.896246 = -225694.202376 nChanged 10 SP:Iteration 13Q (819.755291 sec): 3 clusters Score: Raw -228160.402295 + Penalty 2460.896246 = -225699.506049 nChanged 8 SP:Iteration 14Q (819.793413 sec): 3 clusters Score: Raw -228163.866660 + Penalty 2460.896246 = -225702.970414 nChanged 6 SP:Iteration 15Q (819.847959 sec): 3 clusters Score: Raw -228167.298490 + Penalty 2460.896246 = -225706.402244 nChanged 10 SP:Iteration 16Q (819.895822 sec): 3 clusters Score: Raw -228173.738135 + Penalty 2460.896246 = -225712.841889 nChanged 11 SP:Iteration 17Q (819.936827 sec): 3 clusters Score: Raw -228179.762150 + Penalty 2460.896246 = -225718.865904 nChanged 9 SP:Iteration 18Q (819.982908 sec): 3 clusters Score: Raw -228186.073933 + Penalty 2460.896246 = -225725.177687 nChanged 10 SP:Iteration 19Q (820.034768 sec): 3 clusters Score: Raw -228192.758694 + Penalty 2460.896246 = -225731.862448 nChanged 9 SP:Iteration 20F (820.088149 sec): 3 clusters Score: Raw -228196.273784 + Penalty 2460.896246 = -225735.377538 nChanged 4 SP:Iteration 21Q (820.130670 sec): 3 clusters Score: Raw -228197.563374 + Penalty 2460.896246 = -225736.667128 nChanged 0 SP:Iteration 22F (820.180333 sec): 3 clusters Score: Raw -228197.563374 + Penalty 2460.896246 = -225736.667128 nChanged 0 Trying to split cluster 11 (1752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (820.208215 sec): 2 clusters Score: Raw -213733.129852 + Penalty 1213.633407 = -212519.496445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (820.246724 sec): 3 clusters Score: Raw -213009.799551 + Penalty 2427.266813 = -210582.532737 nChanged 591 SP:Iteration 1F (820.294105 sec): 3 clusters Score: Raw -213451.375445 + Penalty 2427.266813 = -211024.108632 nChanged 155 SP:Iteration 2F (820.342929 sec): 3 clusters Score: Raw -213632.691222 + Penalty 2427.266813 = -211205.424408 nChanged 125 SP:Iteration 3F (820.383156 sec): 3 clusters Score: Raw -213801.955408 + Penalty 2427.266813 = -211374.688595 nChanged 118 SP:Iteration 4F (820.432342 sec): 3 clusters Score: Raw -213974.914493 + Penalty 2427.266813 = -211547.647680 nChanged 94 SP:Iteration 5F (820.470051 sec): 3 clusters Score: Raw -214138.665129 + Penalty 2427.266813 = -211711.398316 nChanged 90 SP:Iteration 6F (820.519739 sec): 3 clusters Score: Raw -214278.624017 + Penalty 2427.266813 = -211851.357204 nChanged 66 SP:Iteration 7Q (820.559533 sec): 3 clusters Score: Raw -214376.726346 + Penalty 2427.266813 = -211949.459533 nChanged 52 SP:Iteration 8Q (820.610681 sec): 3 clusters Score: Raw -214454.356424 + Penalty 2427.266813 = -212027.089611 nChanged 30 SP:Iteration 9Q (820.645903 sec): 3 clusters Score: Raw -214493.654987 + Penalty 2427.266813 = -212066.388174 nChanged 14 SP:Iteration 10Q (820.695670 sec): 3 clusters Score: Raw -214507.880727 + Penalty 2427.266813 = -212080.613914 nChanged 9 SP:Iteration 11Q (820.734927 sec): 3 clusters Score: Raw -214518.588715 + Penalty 2427.266813 = -212091.321902 nChanged 6 SP:Iteration 12Q (820.784398 sec): 3 clusters Score: Raw -214522.723353 + Penalty 2427.266813 = -212095.456540 nChanged 4 SP:Iteration 13Q (820.825114 sec): 3 clusters Score: Raw -214525.366655 + Penalty 2427.266813 = -212098.099842 nChanged 1 SP:Iteration 14Q (820.870296 sec): 3 clusters Score: Raw -214526.074671 + Penalty 2427.266813 = -212098.807858 nChanged 1 SP:Iteration 15Q (820.907443 sec): 3 clusters Score: Raw -214527.243868 + Penalty 2427.266813 = -212099.977054 nChanged 3 SP:Iteration 16Q (820.952194 sec): 3 clusters Score: Raw -214530.528298 + Penalty 2427.266813 = -212103.261485 nChanged 4 SP:Iteration 17Q (821.001753 sec): 3 clusters Score: Raw -214535.663070 + Penalty 2427.266813 = -212108.396257 nChanged 5 SP:Iteration 18Q (821.047696 sec): 3 clusters Score: Raw -214541.382135 + Penalty 2427.266813 = -212114.115322 nChanged 3 SP:Iteration 19Q (821.089032 sec): 3 clusters Score: Raw -214543.223403 + Penalty 2427.266813 = -212115.956590 nChanged 4 SP:Iteration 20F (821.132011 sec): 3 clusters Score: Raw -214547.285937 + Penalty 2427.266813 = -212120.019124 nChanged 4 SP:Iteration 21Q (821.174539 sec): 3 clusters Score: Raw -214550.991296 + Penalty 2427.266813 = -212123.724483 nChanged 4 SP:Iteration 22Q (821.205952 sec): 3 clusters Score: Raw -214553.547630 + Penalty 2427.266813 = -212126.280817 nChanged 2 SP:Iteration 23Q (821.254009 sec): 3 clusters Score: Raw -214554.571054 + Penalty 2427.266813 = -212127.304240 nChanged 0 SP:Iteration 24F (821.295179 sec): 3 clusters Score: Raw -214554.571054 + Penalty 2427.266813 = -212127.304240 nChanged 0 Trying to split cluster 12 (77349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (821.420436 sec): 2 clusters Score: Raw -9307847.844973 + Penalty 1829.113476 = -9306018.731498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (821.592730 sec): 3 clusters Score: Raw -9257969.038853 + Penalty 3658.226951 = -9254310.811901 nChanged 36667 SP:Iteration 1F (821.772262 sec): 3 clusters Score: Raw -9279536.270127 + Penalty 3658.226951 = -9275878.043175 nChanged 3397 SP:Iteration 2Q (821.963694 sec): 3 clusters Score: Raw -9280830.472600 + Penalty 3658.226951 = -9277172.245649 nChanged 3866 SP:Iteration 3Q (822.157347 sec): 3 clusters Score: Raw -9282839.830823 + Penalty 3658.226951 = -9279181.603872 nChanged 4659 SP:Iteration 4F (822.334423 sec): 3 clusters Score: Raw -9285863.628315 + Penalty 3658.226951 = -9282205.401364 nChanged 5179 SP:Iteration 5F (822.511011 sec): 3 clusters Score: Raw -9289655.883580 + Penalty 3658.226951 = -9285997.656629 nChanged 5286 SP:Iteration 6F (822.693282 sec): 3 clusters Score: Raw -9293463.825373 + Penalty 3658.226951 = -9289805.598422 nChanged 4770 SP:Iteration 7F (822.868838 sec): 3 clusters Score: Raw -9296607.273285 + Penalty 3658.226951 = -9292949.046334 nChanged 3957 SP:Iteration 8F (823.037935 sec): 3 clusters Score: Raw -9298778.014749 + Penalty 3658.226951 = -9295119.787797 nChanged 2959 SP:Iteration 9Q (823.209601 sec): 3 clusters Score: Raw -9300134.501259 + Penalty 3658.226951 = -9296476.274308 nChanged 2229 SP:Iteration 10Q (823.378324 sec): 3 clusters Score: Raw -9301002.494148 + Penalty 3658.226951 = -9297344.267197 nChanged 1711 SP:Iteration 11Q (823.544922 sec): 3 clusters Score: Raw -9301622.825362 + Penalty 3658.226951 = -9297964.598410 nChanged 1509 SP:Iteration 12Q (823.733599 sec): 3 clusters Score: Raw -9302159.316429 + Penalty 3658.226951 = -9298501.089478 nChanged 1360 SP:Iteration 13Q (823.900432 sec): 3 clusters Score: Raw -9302662.615248 + Penalty 3658.226951 = -9299004.388296 nChanged 1366 SP:Iteration 14Q (824.074915 sec): 3 clusters Score: Raw -9303150.439982 + Penalty 3658.226951 = -9299492.213030 nChanged 1289 SP:Iteration 15Q (824.241431 sec): 3 clusters Score: Raw -9303598.733696 + Penalty 3658.226951 = -9299940.506744 nChanged 1177 SP:Iteration 16Q (824.419492 sec): 3 clusters Score: Raw -9303989.973980 + Penalty 3658.226951 = -9300331.747029 nChanged 1132 SP:Iteration 17Q (824.596695 sec): 3 clusters Score: Raw -9304347.742803 + Penalty 3658.226951 = -9300689.515852 nChanged 1092 SP:Iteration 18Q (824.776145 sec): 3 clusters Score: Raw -9304685.203516 + Penalty 3658.226951 = -9301026.976565 nChanged 1006 SP:Iteration 19Q (824.953560 sec): 3 clusters Score: Raw -9304964.776716 + Penalty 3658.226951 = -9301306.549765 nChanged 884 SP:Iteration 20F (825.119979 sec): 3 clusters Score: Raw -9305191.391401 + Penalty 3658.226951 = -9301533.164449 nChanged 777 SP:Iteration 21Q (825.300183 sec): 3 clusters Score: Raw -9305373.115828 + Penalty 3658.226951 = -9301714.888876 nChanged 752 SP:Iteration 22Q (825.468212 sec): 3 clusters Score: Raw -9305538.562385 + Penalty 3658.226951 = -9301880.335433 nChanged 690 SP:Iteration 23Q (825.645805 sec): 3 clusters Score: Raw -9305687.381001 + Penalty 3658.226951 = -9302029.154049 nChanged 627 SP:Iteration 24Q (825.812896 sec): 3 clusters Score: Raw -9305815.404747 + Penalty 3658.226951 = -9302157.177796 nChanged 602 SP:Iteration 25Q (825.987143 sec): 3 clusters Score: Raw -9305937.321631 + Penalty 3658.226951 = -9302279.094679 nChanged 544 SP:Iteration 26Q (826.161970 sec): 3 clusters Score: Raw -9306052.201230 + Penalty 3658.226951 = -9302393.974278 nChanged 536 SP:Iteration 27Q (826.335677 sec): 3 clusters Score: Raw -9306165.538725 + Penalty 3658.226951 = -9302507.311774 nChanged 526 SP:Iteration 28Q (826.514422 sec): 3 clusters Score: Raw -9306279.472683 + Penalty 3658.226951 = -9302621.245731 nChanged 545 SP:Iteration 29Q (826.676119 sec): 3 clusters Score: Raw -9306389.884222 + Penalty 3658.226951 = -9302731.657271 nChanged 557 SP:Iteration 30Q (826.847696 sec): 3 clusters Score: Raw -9306514.081958 + Penalty 3658.226951 = -9302855.855007 nChanged 551 SP:Iteration 31Q (827.020257 sec): 3 clusters Score: Raw -9306631.901829 + Penalty 3658.226951 = -9302973.674877 nChanged 516 SP:Iteration 32Q (827.193315 sec): 3 clusters Score: Raw -9306728.172756 + Penalty 3658.226951 = -9303069.945804 nChanged 485 SP:Iteration 33Q (827.365379 sec): 3 clusters Score: Raw -9306819.781372 + Penalty 3658.226951 = -9303161.554421 nChanged 496 SP:Iteration 34Q (827.540770 sec): 3 clusters Score: Raw -9306909.333500 + Penalty 3658.226951 = -9303251.106549 nChanged 494 SP:Iteration 35Q (827.712990 sec): 3 clusters Score: Raw -9307002.768832 + Penalty 3658.226951 = -9303344.541880 nChanged 479 SP:Iteration 36Q (827.883586 sec): 3 clusters Score: Raw -9307095.270857 + Penalty 3658.226951 = -9303437.043906 nChanged 482 SP:Iteration 37Q (828.042918 sec): 3 clusters Score: Raw -9307181.504033 + Penalty 3658.226951 = -9303523.277082 nChanged 464 SP:Iteration 38Q (828.216711 sec): 3 clusters Score: Raw -9307267.404640 + Penalty 3658.226951 = -9303609.177689 nChanged 474 SP:Iteration 39Q (828.386858 sec): 3 clusters Score: Raw -9307353.301402 + Penalty 3658.226951 = -9303695.074450 nChanged 459 SP:Iteration 40F (828.558507 sec): 3 clusters Score: Raw -9307433.738705 + Penalty 3658.226951 = -9303775.511754 nChanged 451 SP:Iteration 41Q (828.723665 sec): 3 clusters Score: Raw -9307509.818853 + Penalty 3658.226951 = -9303851.591902 nChanged 410 SP:Iteration 42Q (828.891658 sec): 3 clusters Score: Raw -9307579.000460 + Penalty 3658.226951 = -9303920.773508 nChanged 406 SP:Iteration 43Q (829.053149 sec): 3 clusters Score: Raw -9307651.038394 + Penalty 3658.226951 = -9303992.811443 nChanged 400 SP:Iteration 44Q (829.218137 sec): 3 clusters Score: Raw -9307730.968632 + Penalty 3658.226951 = -9304072.741680 nChanged 414 SP:Iteration 45Q (829.384405 sec): 3 clusters Score: Raw -9307816.118063 + Penalty 3658.226951 = -9304157.891112 nChanged 425 SP:Iteration 46Q (829.549268 sec): 3 clusters Score: Raw -9307919.400097 + Penalty 3658.226951 = -9304261.173146 nChanged 464 SP:Iteration 47Q (829.713066 sec): 3 clusters Score: Raw -9308049.908047 + Penalty 3658.226951 = -9304391.681095 nChanged 476 SP:Iteration 48Q (829.892303 sec): 3 clusters Score: Raw -9308199.447127 + Penalty 3658.226951 = -9304541.220175 nChanged 464 SP:Iteration 49Q (830.055377 sec): 3 clusters Score: Raw -9308380.281907 + Penalty 3658.226951 = -9304722.054956 nChanged 439 SP:Iteration 50Q (830.212962 sec): 3 clusters Score: Raw -9308573.082086 + Penalty 3658.226951 = -9304914.855135 nChanged 486 SP:Iteration 51Q (830.383524 sec): 3 clusters Score: Raw -9308829.914709 + Penalty 3658.226951 = -9305171.687758 nChanged 570 SP:Iteration 52Q (830.552649 sec): 3 clusters Score: Raw -9309172.959757 + Penalty 3658.226951 = -9305514.732806 nChanged 602 SP:Iteration 53Q (830.716892 sec): 3 clusters Score: Raw -9309552.699860 + Penalty 3658.226951 = -9305894.472908 nChanged 612 SP:Iteration 54Q (830.870059 sec): 3 clusters Score: Raw -9309925.813138 + Penalty 3658.226951 = -9306267.586186 nChanged 555 SP:Iteration 55Q (831.029059 sec): 3 clusters Score: Raw -9310172.564651 + Penalty 3658.226951 = -9306514.337700 nChanged 454 SP:Iteration 56Q (831.186088 sec): 3 clusters Score: Raw -9310312.071537 + Penalty 3658.226951 = -9306653.844586 nChanged 356 SP:Iteration 57Q (831.349252 sec): 3 clusters Score: Raw -9310384.852786 + Penalty 3658.226951 = -9306726.625834 nChanged 258 SP:Iteration 58Q (831.509412 sec): 3 clusters Score: Raw -9310421.817587 + Penalty 3658.226951 = -9306763.590635 nChanged 210 SP:Iteration 59Q (831.664455 sec): 3 clusters Score: Raw -9310445.361865 + Penalty 3658.226951 = -9306787.134914 nChanged 149 SP:Iteration 60F (831.828701 sec): 3 clusters Score: Raw -9310459.240450 + Penalty 3658.226951 = -9306801.013498 nChanged 117 SP:Iteration 61Q (831.993427 sec): 3 clusters Score: Raw -9310469.320986 + Penalty 3658.226951 = -9306811.094034 nChanged 98 SP:Iteration 62Q (832.162780 sec): 3 clusters Score: Raw -9310476.994562 + Penalty 3658.226951 = -9306818.767611 nChanged 84 SP:Iteration 63Q (832.319346 sec): 3 clusters Score: Raw -9310483.407025 + Penalty 3658.226951 = -9306825.180074 nChanged 90 SP:Iteration 64Q (832.468777 sec): 3 clusters Score: Raw -9310489.566402 + Penalty 3658.226951 = -9306831.339451 nChanged 91 SP:Iteration 65Q (832.635749 sec): 3 clusters Score: Raw -9310495.729877 + Penalty 3658.226951 = -9306837.502925 nChanged 84 SP:Iteration 66Q (832.794524 sec): 3 clusters Score: Raw -9310500.991166 + Penalty 3658.226951 = -9306842.764214 nChanged 90 SP:Iteration 67Q (832.970542 sec): 3 clusters Score: Raw -9310506.180394 + Penalty 3658.226951 = -9306847.953442 nChanged 70 SP:Iteration 68Q (833.129315 sec): 3 clusters Score: Raw -9310510.360449 + Penalty 3658.226951 = -9306852.133497 nChanged 75 SP:Iteration 69Q (833.276664 sec): 3 clusters Score: Raw -9310514.492767 + Penalty 3658.226951 = -9306856.265815 nChanged 73 SP:Iteration 70Q (833.423716 sec): 3 clusters Score: Raw -9310518.742623 + Penalty 3658.226951 = -9306860.515671 nChanged 81 SP:Iteration 71Q (833.566329 sec): 3 clusters Score: Raw -9310523.247089 + Penalty 3658.226951 = -9306865.020137 nChanged 64 SP:Iteration 72Q (833.723439 sec): 3 clusters Score: Raw -9310527.134741 + Penalty 3658.226951 = -9306868.907789 nChanged 56 SP:Iteration 73Q (833.886330 sec): 3 clusters Score: Raw -9310530.822751 + Penalty 3658.226951 = -9306872.595799 nChanged 58 SP:Iteration 74Q (834.048242 sec): 3 clusters Score: Raw -9310534.095113 + Penalty 3658.226951 = -9306875.868162 nChanged 45 SP:Iteration 75Q (834.198630 sec): 3 clusters Score: Raw -9310536.296170 + Penalty 3658.226951 = -9306878.069219 nChanged 36 SP:Iteration 76Q (834.363284 sec): 3 clusters Score: Raw -9310537.757646 + Penalty 3658.226951 = -9306879.530695 nChanged 30 SP:Iteration 77Q (834.506484 sec): 3 clusters Score: Raw -9310538.966730 + Penalty 3658.226951 = -9306880.739778 nChanged 25 SP:Iteration 78Q (834.662911 sec): 3 clusters Score: Raw -9310539.759056 + Penalty 3658.226951 = -9306881.532105 nChanged 21 SP:Iteration 79Q (834.826018 sec): 3 clusters Score: Raw -9310540.427232 + Penalty 3658.226951 = -9306882.200281 nChanged 12 SP:Iteration 80F (835.002140 sec): 3 clusters Score: Raw -9310541.025816 + Penalty 3658.226951 = -9306882.798865 nChanged 21 SP:Iteration 81Q (835.163876 sec): 3 clusters Score: Raw -9310541.911390 + Penalty 3658.226951 = -9306883.684438 nChanged 23 SP:Iteration 82Q (835.321571 sec): 3 clusters Score: Raw -9310543.018072 + Penalty 3658.226951 = -9306884.791120 nChanged 27 SP:Iteration 83Q (835.487878 sec): 3 clusters Score: Raw -9310544.264331 + Penalty 3658.226951 = -9306886.037380 nChanged 23 SP:Iteration 84Q (835.644258 sec): 3 clusters Score: Raw -9310545.370395 + Penalty 3658.226951 = -9306887.143444 nChanged 25 SP:Iteration 85Q (835.800766 sec): 3 clusters Score: Raw -9310546.346559 + Penalty 3658.226951 = -9306888.119608 nChanged 19 SP:Iteration 86Q (835.975149 sec): 3 clusters Score: Raw -9310546.983838 + Penalty 3658.226951 = -9306888.756887 nChanged 14 SP:Iteration 87Q (836.131947 sec): 3 clusters Score: Raw -9310547.410253 + Penalty 3658.226951 = -9306889.183302 nChanged 10 SP:Iteration 88Q (836.281674 sec): 3 clusters Score: Raw -9310547.776138 + Penalty 3658.226951 = -9306889.549187 nChanged 14 SP:Iteration 89Q (836.438406 sec): 3 clusters Score: Raw -9310548.288152 + Penalty 3658.226951 = -9306890.061200 nChanged 12 SP:Iteration 90Q (836.601844 sec): 3 clusters Score: Raw -9310548.771165 + Penalty 3658.226951 = -9306890.544213 nChanged 13 SP:Iteration 91Q (836.765435 sec): 3 clusters Score: Raw -9310549.367930 + Penalty 3658.226951 = -9306891.140978 nChanged 11 SP:Iteration 92Q (836.925489 sec): 3 clusters Score: Raw -9310549.910420 + Penalty 3658.226951 = -9306891.683469 nChanged 14 SP:Iteration 93Q (837.092046 sec): 3 clusters Score: Raw -9310550.600359 + Penalty 3658.226951 = -9306892.373408 nChanged 12 SP:Iteration 94Q (837.253800 sec): 3 clusters Score: Raw -9310551.139941 + Penalty 3658.226951 = -9306892.912989 nChanged 9 SP:Iteration 95Q (837.396319 sec): 3 clusters Score: Raw -9310551.413722 + Penalty 3658.226951 = -9306893.186771 nChanged 10 SP:Iteration 96Q (837.560247 sec): 3 clusters Score: Raw -9310551.750493 + Penalty 3658.226951 = -9306893.523542 nChanged 8 SP:Iteration 97Q (837.722289 sec): 3 clusters Score: Raw -9310552.023617 + Penalty 3658.226951 = -9306893.796666 nChanged 7 SP:Iteration 98Q (837.883919 sec): 3 clusters Score: Raw -9310552.291416 + Penalty 3658.226951 = -9306894.064465 nChanged 5 SP:Iteration 99Q (838.039506 sec): 3 clusters Score: Raw -9310552.424289 + Penalty 3658.226951 = -9306894.197338 nChanged 5 SP:Iteration 100F (838.217375 sec): 3 clusters Score: Raw -9310552.548985 + Penalty 3658.226951 = -9306894.322034 nChanged 4 SP:Iteration 101Q (838.384759 sec): 3 clusters Score: Raw -9310552.608410 + Penalty 3658.226951 = -9306894.381459 nChanged 2 SP:Iteration 102Q (838.552639 sec): 3 clusters Score: Raw -9310552.681285 + Penalty 3658.226951 = -9306894.454333 nChanged 4 SP:Iteration 103Q (838.716118 sec): 3 clusters Score: Raw -9310552.836698 + Penalty 3658.226951 = -9306894.609747 nChanged 5 SP:Iteration 104Q (838.868176 sec): 3 clusters Score: Raw -9310552.921502 + Penalty 3658.226951 = -9306894.694551 nChanged 2 SP:Iteration 105Q (839.034587 sec): 3 clusters Score: Raw -9310552.959238 + Penalty 3658.226951 = -9306894.732286 nChanged 1 SP:Iteration 106Q (839.186386 sec): 3 clusters Score: Raw -9310552.981612 + Penalty 3658.226951 = -9306894.754660 nChanged 2 SP:Iteration 107Q (839.354422 sec): 3 clusters Score: Raw -9310553.087655 + Penalty 3658.226951 = -9306894.860703 nChanged 1 SP:Iteration 108Q (839.513169 sec): 3 clusters Score: Raw -9310553.111375 + Penalty 3658.226951 = -9306894.884424 nChanged 0 SP:Iteration 109F (839.691703 sec): 3 clusters Score: Raw -9310553.111375 + Penalty 3658.226951 = -9306894.884424 nChanged 0 Score: Raw -42692409.819947 + Penalty 62456.448406 = -42629953.371541 Splitting cluster 12 changes total score from -42629306.873100 to -42629953.371541 So it's getting split into cluster 30. Trying to split cluster 13 (6517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (846.677717 sec): 2 clusters Score: Raw -805106.941941 + Penalty 1427.102532 = -803679.839409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (846.734124 sec): 3 clusters Score: Raw -801574.825014 + Penalty 2854.205064 = -798720.619950 nChanged 2736 SP:Iteration 1F (846.779349 sec): 3 clusters Score: Raw -803100.107481 + Penalty 2854.205064 = -800245.902418 nChanged 443 SP:Iteration 2F (846.834450 sec): 3 clusters Score: Raw -803339.184818 + Penalty 2854.205064 = -800484.979754 nChanged 371 SP:Iteration 3F (846.881134 sec): 3 clusters Score: Raw -803545.250989 + Penalty 2854.205064 = -800691.045926 nChanged 301 SP:Iteration 4Q (846.936406 sec): 3 clusters Score: Raw -803711.090502 + Penalty 2854.205064 = -800856.885439 nChanged 272 SP:Iteration 5Q (846.994769 sec): 3 clusters Score: Raw -803869.395468 + Penalty 2854.205064 = -801015.190405 nChanged 281 SP:Iteration 6Q (847.049167 sec): 3 clusters Score: Raw -804054.265663 + Penalty 2854.205064 = -801200.060599 nChanged 260 SP:Iteration 7Q (847.101300 sec): 3 clusters Score: Raw -804218.056724 + Penalty 2854.205064 = -801363.851660 nChanged 232 SP:Iteration 8Q (847.165588 sec): 3 clusters Score: Raw -804370.674029 + Penalty 2854.205064 = -801516.468966 nChanged 205 SP:Iteration 9Q (847.209724 sec): 3 clusters Score: Raw -804507.494178 + Penalty 2854.205064 = -801653.289114 nChanged 171 SP:Iteration 10Q (847.271168 sec): 3 clusters Score: Raw -804616.091090 + Penalty 2854.205064 = -801761.886026 nChanged 145 SP:Iteration 11Q (847.329744 sec): 3 clusters Score: Raw -804705.810988 + Penalty 2854.205064 = -801851.605925 nChanged 130 SP:Iteration 12Q (847.374537 sec): 3 clusters Score: Raw -804782.975019 + Penalty 2854.205064 = -801928.769956 nChanged 120 SP:Iteration 13Q (847.427740 sec): 3 clusters Score: Raw -804844.214180 + Penalty 2854.205064 = -801990.009116 nChanged 115 SP:Iteration 14Q (847.488179 sec): 3 clusters Score: Raw -804899.687376 + Penalty 2854.205064 = -802045.482313 nChanged 100 SP:Iteration 15Q (847.541822 sec): 3 clusters Score: Raw -804947.174303 + Penalty 2854.205064 = -802092.969239 nChanged 90 SP:Iteration 16Q (847.598831 sec): 3 clusters Score: Raw -804994.638803 + Penalty 2854.205064 = -802140.433740 nChanged 75 SP:Iteration 17Q (847.649762 sec): 3 clusters Score: Raw -805034.690101 + Penalty 2854.205064 = -802180.485037 nChanged 68 SP:Iteration 18Q (847.701261 sec): 3 clusters Score: Raw -805066.249940 + Penalty 2854.205064 = -802212.044877 nChanged 56 SP:Iteration 19Q (847.754875 sec): 3 clusters Score: Raw -805087.275904 + Penalty 2854.205064 = -802233.070841 nChanged 54 SP:Iteration 20F (847.809745 sec): 3 clusters Score: Raw -805103.755078 + Penalty 2854.205064 = -802249.550014 nChanged 35 SP:Iteration 21Q (847.872455 sec): 3 clusters Score: Raw -805115.420920 + Penalty 2854.205064 = -802261.215857 nChanged 38 SP:Iteration 22Q (847.915118 sec): 3 clusters Score: Raw -805126.836691 + Penalty 2854.205064 = -802272.631627 nChanged 33 SP:Iteration 23Q (847.971983 sec): 3 clusters Score: Raw -805136.990501 + Penalty 2854.205064 = -802282.785438 nChanged 21 SP:Iteration 24Q (848.023024 sec): 3 clusters Score: Raw -805142.666532 + Penalty 2854.205064 = -802288.461468 nChanged 21 SP:Iteration 25Q (848.075608 sec): 3 clusters Score: Raw -805151.254402 + Penalty 2854.205064 = -802297.049338 nChanged 26 SP:Iteration 26Q (848.140748 sec): 3 clusters Score: Raw -805162.464135 + Penalty 2854.205064 = -802308.259071 nChanged 22 SP:Iteration 27Q (848.188410 sec): 3 clusters Score: Raw -805170.356066 + Penalty 2854.205064 = -802316.151003 nChanged 20 SP:Iteration 28Q (848.249641 sec): 3 clusters Score: Raw -805177.186907 + Penalty 2854.205064 = -802322.981844 nChanged 10 SP:Iteration 29Q (848.298667 sec): 3 clusters Score: Raw -805179.722273 + Penalty 2854.205064 = -802325.517210 nChanged 10 SP:Iteration 30Q (848.346805 sec): 3 clusters Score: Raw -805181.780102 + Penalty 2854.205064 = -802327.575038 nChanged 5 SP:Iteration 31Q (848.405575 sec): 3 clusters Score: Raw -805183.004640 + Penalty 2854.205064 = -802328.799577 nChanged 4 SP:Iteration 32Q (848.460932 sec): 3 clusters Score: Raw -805183.703242 + Penalty 2854.205064 = -802329.498178 nChanged 3 SP:Iteration 33Q (848.509643 sec): 3 clusters Score: Raw -805184.294032 + Penalty 2854.205064 = -802330.088969 nChanged 4 SP:Iteration 34Q (848.567015 sec): 3 clusters Score: Raw -805185.278988 + Penalty 2854.205064 = -802331.073924 nChanged 5 SP:Iteration 35Q (848.622260 sec): 3 clusters Score: Raw -805186.624295 + Penalty 2854.205064 = -802332.419231 nChanged 7 SP:Iteration 36Q (848.666885 sec): 3 clusters Score: Raw -805188.071247 + Penalty 2854.205064 = -802333.866184 nChanged 2 SP:Iteration 37Q (848.720133 sec): 3 clusters Score: Raw -805188.246124 + Penalty 2854.205064 = -802334.041060 nChanged 1 SP:Iteration 38Q (848.774937 sec): 3 clusters Score: Raw -805188.517823 + Penalty 2854.205064 = -802334.312760 nChanged 0 SP:Iteration 39F (848.822371 sec): 3 clusters Score: Raw -805188.517823 + Penalty 2854.205064 = -802334.312760 nChanged 0 Trying to split cluster 14 (13441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (848.871753 sec): 2 clusters Score: Raw -1568695.325959 + Penalty 1544.735565 = -1567150.590394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (848.930469 sec): 3 clusters Score: Raw -1560889.234164 + Penalty 3089.471130 = -1557799.763034 nChanged 5937 SP:Iteration 1F (848.988642 sec): 3 clusters Score: Raw -1564289.762355 + Penalty 3089.471130 = -1561200.291225 nChanged 809 SP:Iteration 2F (849.054860 sec): 3 clusters Score: Raw -1564652.483249 + Penalty 3089.471130 = -1561563.012119 nChanged 675 SP:Iteration 3F (849.120904 sec): 3 clusters Score: Raw -1564989.618570 + Penalty 3089.471130 = -1561900.147439 nChanged 666 SP:Iteration 4Q (849.183378 sec): 3 clusters Score: Raw -1565367.295159 + Penalty 3089.471130 = -1562277.824029 nChanged 652 SP:Iteration 5Q (849.249431 sec): 3 clusters Score: Raw -1565739.193858 + Penalty 3089.471130 = -1562649.722728 nChanged 626 SP:Iteration 6Q (849.318559 sec): 3 clusters Score: Raw -1566083.239158 + Penalty 3089.471130 = -1562993.768028 nChanged 651 SP:Iteration 7Q (849.394665 sec): 3 clusters Score: Raw -1566449.882369 + Penalty 3089.471130 = -1563360.411239 nChanged 601 SP:Iteration 8Q (849.457633 sec): 3 clusters Score: Raw -1566774.965637 + Penalty 3089.471130 = -1563685.494507 nChanged 550 SP:Iteration 9Q (849.513520 sec): 3 clusters Score: Raw -1567078.941136 + Penalty 3089.471130 = -1563989.470005 nChanged 494 SP:Iteration 10Q (849.581652 sec): 3 clusters Score: Raw -1567329.014644 + Penalty 3089.471130 = -1564239.543513 nChanged 420 SP:Iteration 11Q (849.645917 sec): 3 clusters Score: Raw -1567509.249957 + Penalty 3089.471130 = -1564419.778827 nChanged 326 SP:Iteration 12Q (849.715889 sec): 3 clusters Score: Raw -1567622.251908 + Penalty 3089.471130 = -1564532.780778 nChanged 260 SP:Iteration 13Q (849.767622 sec): 3 clusters Score: Raw -1567698.620347 + Penalty 3089.471130 = -1564609.149217 nChanged 200 SP:Iteration 14Q (849.833999 sec): 3 clusters Score: Raw -1567755.857996 + Penalty 3089.471130 = -1564666.386866 nChanged 181 SP:Iteration 15Q (849.908086 sec): 3 clusters Score: Raw -1567805.620922 + Penalty 3089.471130 = -1564716.149792 nChanged 169 SP:Iteration 16Q (849.972402 sec): 3 clusters Score: Raw -1567854.284547 + Penalty 3089.471130 = -1564764.813417 nChanged 179 SP:Iteration 17Q (850.050422 sec): 3 clusters Score: Raw -1567912.217990 + Penalty 3089.471130 = -1564822.746860 nChanged 195 SP:Iteration 18Q (850.109121 sec): 3 clusters Score: Raw -1567976.913756 + Penalty 3089.471130 = -1564887.442626 nChanged 181 SP:Iteration 19Q (850.174430 sec): 3 clusters Score: Raw -1568040.579065 + Penalty 3089.471130 = -1564951.107935 nChanged 206 SP:Iteration 20F (850.240143 sec): 3 clusters Score: Raw -1568127.419321 + Penalty 3089.471130 = -1565037.948191 nChanged 239 SP:Iteration 21Q (850.306010 sec): 3 clusters Score: Raw -1568234.793919 + Penalty 3089.471130 = -1565145.322789 nChanged 239 SP:Iteration 22Q (850.381147 sec): 3 clusters Score: Raw -1568344.653493 + Penalty 3089.471130 = -1565255.182363 nChanged 227 SP:Iteration 23Q (850.439791 sec): 3 clusters Score: Raw -1568430.011617 + Penalty 3089.471130 = -1565340.540487 nChanged 173 SP:Iteration 24Q (850.505097 sec): 3 clusters Score: Raw -1568486.879421 + Penalty 3089.471130 = -1565397.408291 nChanged 166 SP:Iteration 25Q (850.573963 sec): 3 clusters Score: Raw -1568545.226538 + Penalty 3089.471130 = -1565455.755408 nChanged 203 SP:Iteration 26Q (850.636221 sec): 3 clusters Score: Raw -1568629.427181 + Penalty 3089.471130 = -1565539.956051 nChanged 214 SP:Iteration 27Q (850.695597 sec): 3 clusters Score: Raw -1568724.202368 + Penalty 3089.471130 = -1565634.731238 nChanged 205 SP:Iteration 28Q (850.769942 sec): 3 clusters Score: Raw -1568812.626448 + Penalty 3089.471130 = -1565723.155317 nChanged 198 SP:Iteration 29Q (850.830006 sec): 3 clusters Score: Raw -1568893.404189 + Penalty 3089.471130 = -1565803.933059 nChanged 159 SP:Iteration 30Q (850.891975 sec): 3 clusters Score: Raw -1568967.989753 + Penalty 3089.471130 = -1565878.518623 nChanged 165 SP:Iteration 31Q (850.956156 sec): 3 clusters Score: Raw -1569036.621536 + Penalty 3089.471130 = -1565947.150405 nChanged 151 SP:Iteration 32Q (851.031794 sec): 3 clusters Score: Raw -1569106.305759 + Penalty 3089.471130 = -1566016.834629 nChanged 133 SP:Iteration 33Q (851.087466 sec): 3 clusters Score: Raw -1569176.762168 + Penalty 3089.471130 = -1566087.291038 nChanged 136 SP:Iteration 34Q (851.150058 sec): 3 clusters Score: Raw -1569264.408427 + Penalty 3089.471130 = -1566174.937296 nChanged 139 SP:Iteration 35Q (851.203996 sec): 3 clusters Score: Raw -1569358.819367 + Penalty 3089.471130 = -1566269.348237 nChanged 100 SP:Iteration 36Q (851.268408 sec): 3 clusters Score: Raw -1569417.777770 + Penalty 3089.471130 = -1566328.306640 nChanged 98 SP:Iteration 37Q (851.344768 sec): 3 clusters Score: Raw -1569473.945671 + Penalty 3089.471130 = -1566384.474541 nChanged 71 SP:Iteration 38Q (851.400694 sec): 3 clusters Score: Raw -1569511.722311 + Penalty 3089.471130 = -1566422.251181 nChanged 51 SP:Iteration 39Q (851.466858 sec): 3 clusters Score: Raw -1569537.702160 + Penalty 3089.471130 = -1566448.231029 nChanged 54 SP:Iteration 40F (851.538641 sec): 3 clusters Score: Raw -1569560.762922 + Penalty 3089.471130 = -1566471.291792 nChanged 37 SP:Iteration 41Q (851.593255 sec): 3 clusters Score: Raw -1569573.625088 + Penalty 3089.471130 = -1566484.153958 nChanged 29 SP:Iteration 42Q (851.657283 sec): 3 clusters Score: Raw -1569581.829751 + Penalty 3089.471130 = -1566492.358621 nChanged 15 SP:Iteration 43Q (851.721839 sec): 3 clusters Score: Raw -1569584.785243 + Penalty 3089.471130 = -1566495.314113 nChanged 8 SP:Iteration 44Q (851.784020 sec): 3 clusters Score: Raw -1569586.020492 + Penalty 3089.471130 = -1566496.549361 nChanged 4 SP:Iteration 45Q (851.841330 sec): 3 clusters Score: Raw -1569586.559218 + Penalty 3089.471130 = -1566497.088088 nChanged 4 SP:Iteration 46Q (851.901583 sec): 3 clusters Score: Raw -1569588.293535 + Penalty 3089.471130 = -1566498.822405 nChanged 3 SP:Iteration 47Q (851.960790 sec): 3 clusters Score: Raw -1569588.782157 + Penalty 3089.471130 = -1566499.311026 nChanged 2 SP:Iteration 48Q (852.020119 sec): 3 clusters Score: Raw -1569589.167869 + Penalty 3089.471130 = -1566499.696739 nChanged 2 SP:Iteration 49Q (852.085605 sec): 3 clusters Score: Raw -1569589.652657 + Penalty 3089.471130 = -1566500.181527 nChanged 2 SP:Iteration 50Q (852.148171 sec): 3 clusters Score: Raw -1569589.915333 + Penalty 3089.471130 = -1566500.444203 nChanged 5 SP:Iteration 51Q (852.215492 sec): 3 clusters Score: Raw -1569590.928941 + Penalty 3089.471130 = -1566501.457811 nChanged 6 SP:Iteration 52Q (852.281228 sec): 3 clusters Score: Raw -1569591.971511 + Penalty 3089.471130 = -1566502.500381 nChanged 3 SP:Iteration 53Q (852.344990 sec): 3 clusters Score: Raw -1569592.713727 + Penalty 3089.471130 = -1566503.242596 nChanged 5 SP:Iteration 54Q (852.399739 sec): 3 clusters Score: Raw -1569593.408594 + Penalty 3089.471130 = -1566503.937463 nChanged 3 SP:Iteration 55Q (852.473471 sec): 3 clusters Score: Raw -1569593.958834 + Penalty 3089.471130 = -1566504.487704 nChanged 5 SP:Iteration 56Q (852.526891 sec): 3 clusters Score: Raw -1569594.932699 + Penalty 3089.471130 = -1566505.461568 nChanged 4 SP:Iteration 57Q (852.591191 sec): 3 clusters Score: Raw -1569595.692659 + Penalty 3089.471130 = -1566506.221528 nChanged 1 SP:Iteration 58Q (852.665035 sec): 3 clusters Score: Raw -1569595.912113 + Penalty 3089.471130 = -1566506.440983 nChanged 1 SP:Iteration 59Q (852.720445 sec): 3 clusters Score: Raw -1569595.994063 + Penalty 3089.471130 = -1566506.522933 nChanged 2 SP:Iteration 60F (852.780115 sec): 3 clusters Score: Raw -1569596.119395 + Penalty 3089.471130 = -1566506.648264 nChanged 2 SP:Iteration 61Q (852.850979 sec): 3 clusters Score: Raw -1569596.756994 + Penalty 3089.471130 = -1566507.285864 nChanged 4 SP:Iteration 62Q (852.902141 sec): 3 clusters Score: Raw -1569597.578623 + Penalty 3089.471130 = -1566508.107493 nChanged 2 SP:Iteration 63Q (852.968552 sec): 3 clusters Score: Raw -1569598.010058 + Penalty 3089.471130 = -1566508.538928 nChanged 0 SP:Iteration 64F (853.027488 sec): 3 clusters Score: Raw -1569598.010058 + Penalty 3089.471130 = -1566508.538928 nChanged 0 Trying to split cluster 15 (23182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (853.092679 sec): 2 clusters Score: Raw -2834118.102339 + Penalty 1633.308852 = -2832484.793488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (853.173241 sec): 3 clusters Score: Raw -2819992.085060 + Penalty 3266.617703 = -2816725.467357 nChanged 10590 SP:Iteration 1F (853.257206 sec): 3 clusters Score: Raw -2825917.064793 + Penalty 3266.617703 = -2822650.447090 nChanged 1121 SP:Iteration 2Q (853.337925 sec): 3 clusters Score: Raw -2826311.442484 + Penalty 3266.617703 = -2823044.824781 nChanged 1084 SP:Iteration 3Q (853.420647 sec): 3 clusters Score: Raw -2826758.469484 + Penalty 3266.617703 = -2823491.851781 nChanged 1107 SP:Iteration 4Q (853.514140 sec): 3 clusters Score: Raw -2827242.320716 + Penalty 3266.617703 = -2823975.703013 nChanged 1078 SP:Iteration 5Q (853.595560 sec): 3 clusters Score: Raw -2827745.557115 + Penalty 3266.617703 = -2824478.939411 nChanged 1135 SP:Iteration 6Q (853.681985 sec): 3 clusters Score: Raw -2828369.187956 + Penalty 3266.617703 = -2825102.570253 nChanged 1151 SP:Iteration 7Q (853.768211 sec): 3 clusters Score: Raw -2828995.982488 + Penalty 3266.617703 = -2825729.364785 nChanged 1084 SP:Iteration 8Q (853.850196 sec): 3 clusters Score: Raw -2829591.546863 + Penalty 3266.617703 = -2826324.929160 nChanged 1029 SP:Iteration 9Q (853.939014 sec): 3 clusters Score: Raw -2830126.948095 + Penalty 3266.617703 = -2826860.330391 nChanged 919 SP:Iteration 10Q (854.030911 sec): 3 clusters Score: Raw -2830553.001408 + Penalty 3266.617703 = -2827286.383705 nChanged 795 SP:Iteration 11Q (854.114527 sec): 3 clusters Score: Raw -2830879.424266 + Penalty 3266.617703 = -2827612.806562 nChanged 624 SP:Iteration 12Q (854.205663 sec): 3 clusters Score: Raw -2831090.164400 + Penalty 3266.617703 = -2827823.546697 nChanged 524 SP:Iteration 13Q (854.289377 sec): 3 clusters Score: Raw -2831240.438310 + Penalty 3266.617703 = -2827973.820607 nChanged 422 SP:Iteration 14Q (854.372528 sec): 3 clusters Score: Raw -2831354.632970 + Penalty 3266.617703 = -2828088.015266 nChanged 358 SP:Iteration 15Q (854.462510 sec): 3 clusters Score: Raw -2831442.495947 + Penalty 3266.617703 = -2828175.878244 nChanged 268 SP:Iteration 16Q (854.539963 sec): 3 clusters Score: Raw -2831492.345643 + Penalty 3266.617703 = -2828225.727940 nChanged 211 SP:Iteration 17Q (854.620806 sec): 3 clusters Score: Raw -2831532.213906 + Penalty 3266.617703 = -2828265.596203 nChanged 197 SP:Iteration 18Q (854.711179 sec): 3 clusters Score: Raw -2831569.633821 + Penalty 3266.617703 = -2828303.016118 nChanged 173 SP:Iteration 19Q (854.798798 sec): 3 clusters Score: Raw -2831602.072316 + Penalty 3266.617703 = -2828335.454613 nChanged 178 SP:Iteration 20F (854.889959 sec): 3 clusters Score: Raw -2831637.311378 + Penalty 3266.617703 = -2828370.693675 nChanged 177 SP:Iteration 21Q (854.977100 sec): 3 clusters Score: Raw -2831676.332856 + Penalty 3266.617703 = -2828409.715153 nChanged 177 SP:Iteration 22Q (855.067433 sec): 3 clusters Score: Raw -2831716.278373 + Penalty 3266.617703 = -2828449.660670 nChanged 189 SP:Iteration 23Q (855.146021 sec): 3 clusters Score: Raw -2831766.484699 + Penalty 3266.617703 = -2828499.866996 nChanged 212 SP:Iteration 24Q (855.241121 sec): 3 clusters Score: Raw -2831829.054804 + Penalty 3266.617703 = -2828562.437100 nChanged 251 SP:Iteration 25Q (855.323015 sec): 3 clusters Score: Raw -2831912.137767 + Penalty 3266.617703 = -2828645.520064 nChanged 260 SP:Iteration 26Q (855.407633 sec): 3 clusters Score: Raw -2831991.938512 + Penalty 3266.617703 = -2828725.320809 nChanged 255 SP:Iteration 27Q (855.498206 sec): 3 clusters Score: Raw -2832064.860692 + Penalty 3266.617703 = -2828798.242989 nChanged 220 SP:Iteration 28Q (855.585179 sec): 3 clusters Score: Raw -2832128.728126 + Penalty 3266.617703 = -2828862.110423 nChanged 258 SP:Iteration 29Q (855.659493 sec): 3 clusters Score: Raw -2832221.183568 + Penalty 3266.617703 = -2828954.565865 nChanged 287 SP:Iteration 30Q (855.753065 sec): 3 clusters Score: Raw -2832342.324005 + Penalty 3266.617703 = -2829075.706302 nChanged 331 SP:Iteration 31Q (855.838362 sec): 3 clusters Score: Raw -2832478.554511 + Penalty 3266.617703 = -2829211.936808 nChanged 352 SP:Iteration 32Q (855.923806 sec): 3 clusters Score: Raw -2832605.080636 + Penalty 3266.617703 = -2829338.462933 nChanged 316 SP:Iteration 33Q (856.004025 sec): 3 clusters Score: Raw -2832710.952023 + Penalty 3266.617703 = -2829444.334320 nChanged 269 SP:Iteration 34Q (856.087484 sec): 3 clusters Score: Raw -2832791.262071 + Penalty 3266.617703 = -2829524.644368 nChanged 224 SP:Iteration 35Q (856.176778 sec): 3 clusters Score: Raw -2832849.321611 + Penalty 3266.617703 = -2829582.703908 nChanged 205 SP:Iteration 36Q (856.257722 sec): 3 clusters Score: Raw -2832897.122468 + Penalty 3266.617703 = -2829630.504765 nChanged 193 SP:Iteration 37Q (856.336894 sec): 3 clusters Score: Raw -2832942.436572 + Penalty 3266.617703 = -2829675.818869 nChanged 171 SP:Iteration 38Q (856.420419 sec): 3 clusters Score: Raw -2832978.904174 + Penalty 3266.617703 = -2829712.286471 nChanged 164 SP:Iteration 39Q (856.500972 sec): 3 clusters Score: Raw -2833017.185260 + Penalty 3266.617703 = -2829750.567556 nChanged 160 SP:Iteration 40F (856.584900 sec): 3 clusters Score: Raw -2833054.703296 + Penalty 3266.617703 = -2829788.085593 nChanged 165 SP:Iteration 41Q (856.676813 sec): 3 clusters Score: Raw -2833093.992838 + Penalty 3266.617703 = -2829827.375134 nChanged 176 SP:Iteration 42Q (856.748222 sec): 3 clusters Score: Raw -2833132.553440 + Penalty 3266.617703 = -2829865.935737 nChanged 166 SP:Iteration 43Q (856.826118 sec): 3 clusters Score: Raw -2833165.284089 + Penalty 3266.617703 = -2829898.666386 nChanged 139 SP:Iteration 44Q (856.905988 sec): 3 clusters Score: Raw -2833191.226252 + Penalty 3266.617703 = -2829924.608549 nChanged 122 SP:Iteration 45Q (856.994030 sec): 3 clusters Score: Raw -2833210.151454 + Penalty 3266.617703 = -2829943.533751 nChanged 107 SP:Iteration 46Q (857.069199 sec): 3 clusters Score: Raw -2833227.072730 + Penalty 3266.617703 = -2829960.455027 nChanged 103 SP:Iteration 47Q (857.152830 sec): 3 clusters Score: Raw -2833241.543210 + Penalty 3266.617703 = -2829974.925507 nChanged 84 SP:Iteration 48Q (857.240199 sec): 3 clusters Score: Raw -2833253.076104 + Penalty 3266.617703 = -2829986.458401 nChanged 74 SP:Iteration 49Q (857.318810 sec): 3 clusters Score: Raw -2833262.529919 + Penalty 3266.617703 = -2829995.912216 nChanged 68 SP:Iteration 50Q (857.407556 sec): 3 clusters Score: Raw -2833269.033992 + Penalty 3266.617703 = -2830002.416289 nChanged 55 SP:Iteration 51Q (857.484795 sec): 3 clusters Score: Raw -2833274.399111 + Penalty 3266.617703 = -2830007.781408 nChanged 51 SP:Iteration 52Q (857.575922 sec): 3 clusters Score: Raw -2833280.328805 + Penalty 3266.617703 = -2830013.711102 nChanged 47 SP:Iteration 53Q (857.660319 sec): 3 clusters Score: Raw -2833286.024153 + Penalty 3266.617703 = -2830019.406450 nChanged 55 SP:Iteration 54Q (857.737343 sec): 3 clusters Score: Raw -2833291.681581 + Penalty 3266.617703 = -2830025.063877 nChanged 59 SP:Iteration 55Q (857.823444 sec): 3 clusters Score: Raw -2833298.418603 + Penalty 3266.617703 = -2830031.800900 nChanged 62 SP:Iteration 56Q (857.908933 sec): 3 clusters Score: Raw -2833306.322452 + Penalty 3266.617703 = -2830039.704749 nChanged 61 SP:Iteration 57Q (857.986222 sec): 3 clusters Score: Raw -2833313.191139 + Penalty 3266.617703 = -2830046.573436 nChanged 53 SP:Iteration 58Q (858.077157 sec): 3 clusters Score: Raw -2833318.433652 + Penalty 3266.617703 = -2830051.815949 nChanged 48 SP:Iteration 59Q (858.152629 sec): 3 clusters Score: Raw -2833322.598312 + Penalty 3266.617703 = -2830055.980609 nChanged 40 SP:Iteration 60F (858.235432 sec): 3 clusters Score: Raw -2833326.172324 + Penalty 3266.617703 = -2830059.554621 nChanged 39 SP:Iteration 61Q (858.329709 sec): 3 clusters Score: Raw -2833329.666479 + Penalty 3266.617703 = -2830063.048776 nChanged 34 SP:Iteration 62Q (858.412074 sec): 3 clusters Score: Raw -2833333.128733 + Penalty 3266.617703 = -2830066.511030 nChanged 43 SP:Iteration 63Q (858.494247 sec): 3 clusters Score: Raw -2833337.535030 + Penalty 3266.617703 = -2830070.917327 nChanged 40 SP:Iteration 64Q (858.576380 sec): 3 clusters Score: Raw -2833342.021466 + Penalty 3266.617703 = -2830075.403763 nChanged 41 SP:Iteration 65Q (858.652982 sec): 3 clusters Score: Raw -2833346.193496 + Penalty 3266.617703 = -2830079.575793 nChanged 43 SP:Iteration 66Q (858.731071 sec): 3 clusters Score: Raw -2833350.975722 + Penalty 3266.617703 = -2830084.358019 nChanged 51 SP:Iteration 67Q (858.812758 sec): 3 clusters Score: Raw -2833357.028183 + Penalty 3266.617703 = -2830090.410480 nChanged 55 SP:Iteration 68Q (858.884070 sec): 3 clusters Score: Raw -2833364.005479 + Penalty 3266.617703 = -2830097.387776 nChanged 56 SP:Iteration 69Q (858.964265 sec): 3 clusters Score: Raw -2833370.441319 + Penalty 3266.617703 = -2830103.823616 nChanged 54 SP:Iteration 70Q (859.052179 sec): 3 clusters Score: Raw -2833376.563525 + Penalty 3266.617703 = -2830109.945822 nChanged 46 SP:Iteration 71Q (859.135248 sec): 3 clusters Score: Raw -2833381.660967 + Penalty 3266.617703 = -2830115.043264 nChanged 54 SP:Iteration 72Q (859.216121 sec): 3 clusters Score: Raw -2833388.092507 + Penalty 3266.617703 = -2830121.474803 nChanged 59 SP:Iteration 73Q (859.297539 sec): 3 clusters Score: Raw -2833395.224917 + Penalty 3266.617703 = -2830128.607214 nChanged 58 SP:Iteration 74Q (859.380907 sec): 3 clusters Score: Raw -2833403.295453 + Penalty 3266.617703 = -2830136.677750 nChanged 61 SP:Iteration 75Q (859.453322 sec): 3 clusters Score: Raw -2833410.053066 + Penalty 3266.617703 = -2830143.435363 nChanged 43 SP:Iteration 76Q (859.523483 sec): 3 clusters Score: Raw -2833414.795310 + Penalty 3266.617703 = -2830148.177606 nChanged 45 SP:Iteration 77Q (859.607265 sec): 3 clusters Score: Raw -2833420.374358 + Penalty 3266.617703 = -2830153.756655 nChanged 47 SP:Iteration 78Q (859.687220 sec): 3 clusters Score: Raw -2833425.273192 + Penalty 3266.617703 = -2830158.655489 nChanged 46 SP:Iteration 79Q (859.763566 sec): 3 clusters Score: Raw -2833430.012850 + Penalty 3266.617703 = -2830163.395147 nChanged 37 SP:Iteration 80F (859.832077 sec): 3 clusters Score: Raw -2833433.583151 + Penalty 3266.617703 = -2830166.965448 nChanged 30 SP:Iteration 81Q (859.923134 sec): 3 clusters Score: Raw -2833436.217096 + Penalty 3266.617703 = -2830169.599393 nChanged 26 SP:Iteration 82Q (860.004438 sec): 3 clusters Score: Raw -2833438.300727 + Penalty 3266.617703 = -2830171.683024 nChanged 22 SP:Iteration 83Q (860.083474 sec): 3 clusters Score: Raw -2833440.075036 + Penalty 3266.617703 = -2830173.457333 nChanged 21 SP:Iteration 84Q (860.160901 sec): 3 clusters Score: Raw -2833441.788560 + Penalty 3266.617703 = -2830175.170857 nChanged 20 SP:Iteration 85Q (860.238789 sec): 3 clusters Score: Raw -2833443.692032 + Penalty 3266.617703 = -2830177.074329 nChanged 21 SP:Iteration 86Q (860.331808 sec): 3 clusters Score: Raw -2833445.577196 + Penalty 3266.617703 = -2830178.959492 nChanged 20 SP:Iteration 87Q (860.407206 sec): 3 clusters Score: Raw -2833446.988559 + Penalty 3266.617703 = -2830180.370856 nChanged 17 SP:Iteration 88Q (860.483534 sec): 3 clusters Score: Raw -2833448.477088 + Penalty 3266.617703 = -2830181.859385 nChanged 18 SP:Iteration 89Q (860.555512 sec): 3 clusters Score: Raw -2833450.266590 + Penalty 3266.617703 = -2830183.648886 nChanged 20 SP:Iteration 90Q (860.640781 sec): 3 clusters Score: Raw -2833452.392543 + Penalty 3266.617703 = -2830185.774840 nChanged 23 SP:Iteration 91Q (860.716979 sec): 3 clusters Score: Raw -2833454.703308 + Penalty 3266.617703 = -2830188.085605 nChanged 19 SP:Iteration 92Q (860.791860 sec): 3 clusters Score: Raw -2833456.378225 + Penalty 3266.617703 = -2830189.760521 nChanged 21 SP:Iteration 93Q (860.868547 sec): 3 clusters Score: Raw -2833458.411143 + Penalty 3266.617703 = -2830191.793439 nChanged 24 SP:Iteration 94Q (860.956587 sec): 3 clusters Score: Raw -2833461.606619 + Penalty 3266.617703 = -2830194.988916 nChanged 37 SP:Iteration 95Q (861.028454 sec): 3 clusters Score: Raw -2833466.183941 + Penalty 3266.617703 = -2830199.566238 nChanged 44 SP:Iteration 96Q (861.116587 sec): 3 clusters Score: Raw -2833471.616963 + Penalty 3266.617703 = -2830204.999260 nChanged 46 SP:Iteration 97Q (861.195421 sec): 3 clusters Score: Raw -2833477.206850 + Penalty 3266.617703 = -2830210.589147 nChanged 47 SP:Iteration 98Q (861.275035 sec): 3 clusters Score: Raw -2833482.318227 + Penalty 3266.617703 = -2830215.700523 nChanged 43 SP:Iteration 99Q (861.364456 sec): 3 clusters Score: Raw -2833486.645427 + Penalty 3266.617703 = -2830220.027723 nChanged 38 SP:Iteration 100F (861.448698 sec): 3 clusters Score: Raw -2833491.200965 + Penalty 3266.617703 = -2830224.583262 nChanged 48 SP:Iteration 101Q (861.526911 sec): 3 clusters Score: Raw -2833496.156835 + Penalty 3266.617703 = -2830229.539132 nChanged 35 SP:Iteration 102Q (861.602116 sec): 3 clusters Score: Raw -2833499.740167 + Penalty 3266.617703 = -2830233.122464 nChanged 39 SP:Iteration 103Q (861.690785 sec): 3 clusters Score: Raw -2833504.336002 + Penalty 3266.617703 = -2830237.718299 nChanged 41 SP:Iteration 104Q (861.766438 sec): 3 clusters Score: Raw -2833509.337945 + Penalty 3266.617703 = -2830242.720242 nChanged 50 SP:Iteration 105Q (861.838686 sec): 3 clusters Score: Raw -2833515.944606 + Penalty 3266.617703 = -2830249.326903 nChanged 53 SP:Iteration 106Q (861.924033 sec): 3 clusters Score: Raw -2833522.302547 + Penalty 3266.617703 = -2830255.684844 nChanged 51 SP:Iteration 107Q (861.993646 sec): 3 clusters Score: Raw -2833528.947000 + Penalty 3266.617703 = -2830262.329296 nChanged 53 SP:Iteration 108Q (862.081185 sec): 3 clusters Score: Raw -2833535.989986 + Penalty 3266.617703 = -2830269.372282 nChanged 52 SP:Iteration 109Q (862.158036 sec): 3 clusters Score: Raw -2833542.523399 + Penalty 3266.617703 = -2830275.905696 nChanged 56 SP:Iteration 110Q (862.247990 sec): 3 clusters Score: Raw -2833549.857048 + Penalty 3266.617703 = -2830283.239345 nChanged 61 SP:Iteration 111Q (862.330141 sec): 3 clusters Score: Raw -2833557.302245 + Penalty 3266.617703 = -2830290.684542 nChanged 61 SP:Iteration 112Q (862.402634 sec): 3 clusters Score: Raw -2833567.898623 + Penalty 3266.617703 = -2830301.280920 nChanged 68 SP:Iteration 113Q (862.492759 sec): 3 clusters Score: Raw -2833579.633339 + Penalty 3266.617703 = -2830313.015635 nChanged 73 SP:Iteration 114Q (862.568691 sec): 3 clusters Score: Raw -2833590.053264 + Penalty 3266.617703 = -2830323.435561 nChanged 67 SP:Iteration 115Q (862.639522 sec): 3 clusters Score: Raw -2833599.973429 + Penalty 3266.617703 = -2830333.355726 nChanged 65 SP:Iteration 116Q (862.724704 sec): 3 clusters Score: Raw -2833611.102768 + Penalty 3266.617703 = -2830344.485064 nChanged 73 SP:Iteration 117Q (862.810770 sec): 3 clusters Score: Raw -2833622.952103 + Penalty 3266.617703 = -2830356.334400 nChanged 77 SP:Iteration 118Q (862.883907 sec): 3 clusters Score: Raw -2833637.220567 + Penalty 3266.617703 = -2830370.602864 nChanged 96 SP:Iteration 119Q (862.962990 sec): 3 clusters Score: Raw -2833654.963919 + Penalty 3266.617703 = -2830388.346216 nChanged 81 SP:Iteration 120F (863.041283 sec): 3 clusters Score: Raw -2833669.642911 + Penalty 3266.617703 = -2830403.025207 nChanged 83 SP:Iteration 121Q (863.129239 sec): 3 clusters Score: Raw -2833685.003881 + Penalty 3266.617703 = -2830418.386178 nChanged 75 SP:Iteration 122Q (863.201555 sec): 3 clusters Score: Raw -2833699.265054 + Penalty 3266.617703 = -2830432.647351 nChanged 80 SP:Iteration 123Q (863.287197 sec): 3 clusters Score: Raw -2833713.170526 + Penalty 3266.617703 = -2830446.552823 nChanged 86 SP:Iteration 124Q (863.360461 sec): 3 clusters Score: Raw -2833729.706666 + Penalty 3266.617703 = -2830463.088963 nChanged 78 SP:Iteration 125Q (863.447296 sec): 3 clusters Score: Raw -2833746.032399 + Penalty 3266.617703 = -2830479.414696 nChanged 88 SP:Iteration 126Q (863.531569 sec): 3 clusters Score: Raw -2833763.820549 + Penalty 3266.617703 = -2830497.202846 nChanged 78 SP:Iteration 127Q (863.609579 sec): 3 clusters Score: Raw -2833778.647316 + Penalty 3266.617703 = -2830512.029613 nChanged 73 SP:Iteration 128Q (863.693649 sec): 3 clusters Score: Raw -2833792.978551 + Penalty 3266.617703 = -2830526.360848 nChanged 72 SP:Iteration 129Q (863.768250 sec): 3 clusters Score: Raw -2833807.739228 + Penalty 3266.617703 = -2830541.121525 nChanged 73 SP:Iteration 130Q (863.847834 sec): 3 clusters Score: Raw -2833824.381941 + Penalty 3266.617703 = -2830557.764238 nChanged 76 SP:Iteration 131Q (863.929403 sec): 3 clusters Score: Raw -2833839.879139 + Penalty 3266.617703 = -2830573.261436 nChanged 77 SP:Iteration 132Q (864.014275 sec): 3 clusters Score: Raw -2833856.155349 + Penalty 3266.617703 = -2830589.537646 nChanged 89 SP:Iteration 133Q (864.092597 sec): 3 clusters Score: Raw -2833876.371539 + Penalty 3266.617703 = -2830609.753835 nChanged 86 SP:Iteration 134Q (864.173440 sec): 3 clusters Score: Raw -2833898.251586 + Penalty 3266.617703 = -2830631.633883 nChanged 82 SP:Iteration 135Q (864.240953 sec): 3 clusters Score: Raw -2833917.504543 + Penalty 3266.617703 = -2830650.886840 nChanged 72 SP:Iteration 136Q (864.329987 sec): 3 clusters Score: Raw -2833936.511919 + Penalty 3266.617703 = -2830669.894216 nChanged 68 SP:Iteration 137Q (864.408307 sec): 3 clusters Score: Raw -2833953.006611 + Penalty 3266.617703 = -2830686.388908 nChanged 79 SP:Iteration 138Q (864.489740 sec): 3 clusters Score: Raw -2833970.869927 + Penalty 3266.617703 = -2830704.252224 nChanged 58 SP:Iteration 139Q (864.569656 sec): 3 clusters Score: Raw -2833984.135846 + Penalty 3266.617703 = -2830717.518143 nChanged 61 SP:Iteration 140F (864.654388 sec): 3 clusters Score: Raw -2833997.293196 + Penalty 3266.617703 = -2830730.675492 nChanged 55 SP:Iteration 141Q (864.742480 sec): 3 clusters Score: Raw -2834007.625237 + Penalty 3266.617703 = -2830741.007534 nChanged 54 SP:Iteration 142Q (864.824711 sec): 3 clusters Score: Raw -2834017.466945 + Penalty 3266.617703 = -2830750.849242 nChanged 34 SP:Iteration 143Q (864.906809 sec): 3 clusters Score: Raw -2834025.753126 + Penalty 3266.617703 = -2830759.135423 nChanged 42 SP:Iteration 144Q (864.986167 sec): 3 clusters Score: Raw -2834034.376742 + Penalty 3266.617703 = -2830767.759039 nChanged 40 SP:Iteration 145Q (865.070932 sec): 3 clusters Score: Raw -2834043.173700 + Penalty 3266.617703 = -2830776.555997 nChanged 43 SP:Iteration 146Q (865.154464 sec): 3 clusters Score: Raw -2834055.233957 + Penalty 3266.617703 = -2830788.616254 nChanged 49 SP:Iteration 147Q (865.229825 sec): 3 clusters Score: Raw -2834068.184852 + Penalty 3266.617703 = -2830801.567148 nChanged 48 SP:Iteration 148Q (865.322177 sec): 3 clusters Score: Raw -2834079.226623 + Penalty 3266.617703 = -2830812.608920 nChanged 54 SP:Iteration 149Q (865.396636 sec): 3 clusters Score: Raw -2834092.254307 + Penalty 3266.617703 = -2830825.636604 nChanged 63 SP:Iteration 150Q (865.475567 sec): 3 clusters Score: Raw -2834108.966775 + Penalty 3266.617703 = -2830842.349071 nChanged 53 SP:Iteration 151Q (865.558173 sec): 3 clusters Score: Raw -2834124.611798 + Penalty 3266.617703 = -2830857.994095 nChanged 62 SP:Iteration 152Q (865.629517 sec): 3 clusters Score: Raw -2834142.093490 + Penalty 3266.617703 = -2830875.475787 nChanged 60 SP:Iteration 153Q (865.711169 sec): 3 clusters Score: Raw -2834157.186004 + Penalty 3266.617703 = -2830890.568301 nChanged 46 SP:Iteration 154Q (865.791912 sec): 3 clusters Score: Raw -2834169.994166 + Penalty 3266.617703 = -2830903.376463 nChanged 39 SP:Iteration 155Q (865.872919 sec): 3 clusters Score: Raw -2834179.992912 + Penalty 3266.617703 = -2830913.375209 nChanged 39 SP:Iteration 156Q (865.952230 sec): 3 clusters Score: Raw -2834189.525643 + Penalty 3266.617703 = -2830922.907940 nChanged 31 SP:Iteration 157Q (866.037834 sec): 3 clusters Score: Raw -2834198.395044 + Penalty 3266.617703 = -2830931.777341 nChanged 38 SP:Iteration 158Q (866.116815 sec): 3 clusters Score: Raw -2834211.073410 + Penalty 3266.617703 = -2830944.455707 nChanged 50 SP:Iteration 159Q (866.198572 sec): 3 clusters Score: Raw -2834225.774788 + Penalty 3266.617703 = -2830959.157085 nChanged 37 SP:Iteration 160F (866.277220 sec): 3 clusters Score: Raw -2834236.939343 + Penalty 3266.617703 = -2830970.321640 nChanged 30 SP:Iteration 161Q (866.362405 sec): 3 clusters Score: Raw -2834244.106569 + Penalty 3266.617703 = -2830977.488866 nChanged 24 SP:Iteration 162Q (866.451782 sec): 3 clusters Score: Raw -2834249.338256 + Penalty 3266.617703 = -2830982.720553 nChanged 25 SP:Iteration 163Q (866.515476 sec): 3 clusters Score: Raw -2834255.803342 + Penalty 3266.617703 = -2830989.185639 nChanged 22 SP:Iteration 164Q (866.589796 sec): 3 clusters Score: Raw -2834261.868261 + Penalty 3266.617703 = -2830995.250557 nChanged 26 SP:Iteration 165Q (866.664359 sec): 3 clusters Score: Raw -2834270.012122 + Penalty 3266.617703 = -2831003.394419 nChanged 25 SP:Iteration 166Q (866.743830 sec): 3 clusters Score: Raw -2834276.332094 + Penalty 3266.617703 = -2831009.714391 nChanged 19 SP:Iteration 167Q (866.822849 sec): 3 clusters Score: Raw -2834280.893000 + Penalty 3266.617703 = -2831014.275297 nChanged 16 SP:Iteration 168Q (866.912008 sec): 3 clusters Score: Raw -2834284.392245 + Penalty 3266.617703 = -2831017.774542 nChanged 16 SP:Iteration 169Q (866.991676 sec): 3 clusters Score: Raw -2834288.500151 + Penalty 3266.617703 = -2831021.882448 nChanged 17 SP:Iteration 170Q (867.071096 sec): 3 clusters Score: Raw -2834294.166255 + Penalty 3266.617703 = -2831027.548552 nChanged 23 SP:Iteration 171Q (867.143562 sec): 3 clusters Score: Raw -2834301.715420 + Penalty 3266.617703 = -2831035.097717 nChanged 22 SP:Iteration 172Q (867.214005 sec): 3 clusters Score: Raw -2834311.011243 + Penalty 3266.617703 = -2831044.393540 nChanged 28 SP:Iteration 173Q (867.290099 sec): 3 clusters Score: Raw -2834319.295931 + Penalty 3266.617703 = -2831052.678228 nChanged 21 SP:Iteration 174Q (867.360365 sec): 3 clusters Score: Raw -2834324.736927 + Penalty 3266.617703 = -2831058.119224 nChanged 13 SP:Iteration 175Q (867.431772 sec): 3 clusters Score: Raw -2834328.403055 + Penalty 3266.617703 = -2831061.785352 nChanged 14 SP:Iteration 176Q (867.500760 sec): 3 clusters Score: Raw -2834332.349320 + Penalty 3266.617703 = -2831065.731617 nChanged 20 SP:Iteration 177Q (867.581532 sec): 3 clusters Score: Raw -2834338.964323 + Penalty 3266.617703 = -2831072.346620 nChanged 20 SP:Iteration 178Q (867.649719 sec): 3 clusters Score: Raw -2834346.877707 + Penalty 3266.617703 = -2831080.260004 nChanged 19 SP:Iteration 179Q (867.735230 sec): 3 clusters Score: Raw -2834353.440353 + Penalty 3266.617703 = -2831086.822650 nChanged 27 SP:Iteration 180F (867.813499 sec): 3 clusters Score: Raw -2834364.922378 + Penalty 3266.617703 = -2831098.304675 nChanged 32 SP:Iteration 181Q (867.899393 sec): 3 clusters Score: Raw -2834376.770979 + Penalty 3266.617703 = -2831110.153276 nChanged 21 SP:Iteration 182Q (867.974894 sec): 3 clusters Score: Raw -2834383.073209 + Penalty 3266.617703 = -2831116.455506 nChanged 19 SP:Iteration 183Q (868.059036 sec): 3 clusters Score: Raw -2834390.381428 + Penalty 3266.617703 = -2831123.763725 nChanged 10 SP:Iteration 184Q (868.133275 sec): 3 clusters Score: Raw -2834393.332725 + Penalty 3266.617703 = -2831126.715022 nChanged 10 SP:Iteration 185Q (868.218394 sec): 3 clusters Score: Raw -2834397.223632 + Penalty 3266.617703 = -2831130.605929 nChanged 11 SP:Iteration 186Q (868.296046 sec): 3 clusters Score: Raw -2834400.972371 + Penalty 3266.617703 = -2831134.354668 nChanged 15 SP:Iteration 187Q (868.376104 sec): 3 clusters Score: Raw -2834405.418442 + Penalty 3266.617703 = -2831138.800738 nChanged 16 SP:Iteration 188Q (868.443727 sec): 3 clusters Score: Raw -2834410.415890 + Penalty 3266.617703 = -2831143.798187 nChanged 17 SP:Iteration 189Q (868.520933 sec): 3 clusters Score: Raw -2834415.546131 + Penalty 3266.617703 = -2831148.928428 nChanged 10 SP:Iteration 190Q (868.605830 sec): 3 clusters Score: Raw -2834418.812796 + Penalty 3266.617703 = -2831152.195092 nChanged 12 SP:Iteration 191Q (868.685268 sec): 3 clusters Score: Raw -2834423.214532 + Penalty 3266.617703 = -2831156.596828 nChanged 14 SP:Iteration 192Q (868.767290 sec): 3 clusters Score: Raw -2834427.084812 + Penalty 3266.617703 = -2831160.467109 nChanged 11 SP:Iteration 193Q (868.844102 sec): 3 clusters Score: Raw -2834431.037570 + Penalty 3266.617703 = -2831164.419866 nChanged 8 SP:Iteration 194Q (868.924467 sec): 3 clusters Score: Raw -2834434.612519 + Penalty 3266.617703 = -2831167.994816 nChanged 5 SP:Iteration 195Q (869.005099 sec): 3 clusters Score: Raw -2834436.180399 + Penalty 3266.617703 = -2831169.562696 nChanged 5 SP:Iteration 196Q (869.078688 sec): 3 clusters Score: Raw -2834437.747156 + Penalty 3266.617703 = -2831171.129453 nChanged 5 SP:Iteration 197Q (869.159258 sec): 3 clusters Score: Raw -2834439.586688 + Penalty 3266.617703 = -2831172.968985 nChanged 5 SP:Iteration 198Q (869.238919 sec): 3 clusters Score: Raw -2834441.152365 + Penalty 3266.617703 = -2831174.534662 nChanged 4 SP:Iteration 199Q (869.319616 sec): 3 clusters Score: Raw -2834441.945394 + Penalty 3266.617703 = -2831175.327690 nChanged 3 SP:Iteration 200F (869.391278 sec): 3 clusters Score: Raw -2834442.427483 + Penalty 3266.617703 = -2831175.809780 nChanged 0 Trying to split cluster 16 (5849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (869.427266 sec): 2 clusters Score: Raw -701543.217431 + Penalty 1409.529223 = -700133.688208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (869.487186 sec): 3 clusters Score: Raw -698470.101110 + Penalty 2819.058445 = -695651.042664 nChanged 2368 SP:Iteration 1F (869.533198 sec): 3 clusters Score: Raw -699755.466403 + Penalty 2819.058445 = -696936.407957 nChanged 377 SP:Iteration 2F (869.591564 sec): 3 clusters Score: Raw -699948.408723 + Penalty 2819.058445 = -697129.350278 nChanged 307 SP:Iteration 3F (869.651150 sec): 3 clusters Score: Raw -700104.736765 + Penalty 2819.058445 = -697285.678320 nChanged 270 SP:Iteration 4Q (869.707904 sec): 3 clusters Score: Raw -700261.212873 + Penalty 2819.058445 = -697442.154428 nChanged 262 SP:Iteration 5Q (869.769382 sec): 3 clusters Score: Raw -700401.083917 + Penalty 2819.058445 = -697582.025471 nChanged 238 SP:Iteration 6Q (869.817027 sec): 3 clusters Score: Raw -700529.732719 + Penalty 2819.058445 = -697710.674274 nChanged 244 SP:Iteration 7Q (869.886470 sec): 3 clusters Score: Raw -700672.326027 + Penalty 2819.058445 = -697853.267582 nChanged 239 SP:Iteration 8Q (869.945882 sec): 3 clusters Score: Raw -700818.750379 + Penalty 2819.058445 = -697999.691934 nChanged 235 SP:Iteration 9Q (869.992062 sec): 3 clusters Score: Raw -700966.234658 + Penalty 2819.058445 = -698147.176212 nChanged 204 SP:Iteration 10Q (870.054609 sec): 3 clusters Score: Raw -701091.062378 + Penalty 2819.058445 = -698272.003933 nChanged 171 SP:Iteration 11Q (870.109269 sec): 3 clusters Score: Raw -701200.462697 + Penalty 2819.058445 = -698381.404251 nChanged 148 SP:Iteration 12Q (870.159574 sec): 3 clusters Score: Raw -701294.297019 + Penalty 2819.058445 = -698475.238574 nChanged 123 SP:Iteration 13Q (870.221862 sec): 3 clusters Score: Raw -701362.224522 + Penalty 2819.058445 = -698543.166076 nChanged 96 SP:Iteration 14Q (870.278983 sec): 3 clusters Score: Raw -701420.008553 + Penalty 2819.058445 = -698600.950108 nChanged 103 SP:Iteration 15Q (870.335743 sec): 3 clusters Score: Raw -701503.056719 + Penalty 2819.058445 = -698683.998274 nChanged 92 SP:Iteration 16Q (870.397979 sec): 3 clusters Score: Raw -701581.974156 + Penalty 2819.058445 = -698762.915711 nChanged 70 SP:Iteration 17Q (870.455508 sec): 3 clusters Score: Raw -701629.377824 + Penalty 2819.058445 = -698810.319379 nChanged 71 SP:Iteration 18Q (870.513148 sec): 3 clusters Score: Raw -701679.088600 + Penalty 2819.058445 = -698860.030155 nChanged 64 SP:Iteration 19Q (870.557427 sec): 3 clusters Score: Raw -701724.747679 + Penalty 2819.058445 = -698905.689233 nChanged 52 SP:Iteration 20F (870.621551 sec): 3 clusters Score: Raw -701749.549848 + Penalty 2819.058445 = -698930.491403 nChanged 35 SP:Iteration 21Q (870.678370 sec): 3 clusters Score: Raw -701767.440363 + Penalty 2819.058445 = -698948.381918 nChanged 20 SP:Iteration 22Q (870.737106 sec): 3 clusters Score: Raw -701776.918551 + Penalty 2819.058445 = -698957.860106 nChanged 17 SP:Iteration 23Q (870.791008 sec): 3 clusters Score: Raw -701787.956989 + Penalty 2819.058445 = -698968.898543 nChanged 20 SP:Iteration 24Q (870.837642 sec): 3 clusters Score: Raw -701804.859181 + Penalty 2819.058445 = -698985.800736 nChanged 21 SP:Iteration 25Q (870.895398 sec): 3 clusters Score: Raw -701821.678130 + Penalty 2819.058445 = -699002.619684 nChanged 17 SP:Iteration 26Q (870.955832 sec): 3 clusters Score: Raw -701831.085366 + Penalty 2819.058445 = -699012.026921 nChanged 13 SP:Iteration 27Q (871.014715 sec): 3 clusters Score: Raw -701836.543461 + Penalty 2819.058445 = -699017.485015 nChanged 10 SP:Iteration 28Q (871.061715 sec): 3 clusters Score: Raw -701842.174705 + Penalty 2819.058445 = -699023.116260 nChanged 7 SP:Iteration 29Q (871.124476 sec): 3 clusters Score: Raw -701844.790014 + Penalty 2819.058445 = -699025.731568 nChanged 3 SP:Iteration 30Q (871.175701 sec): 3 clusters Score: Raw -701845.370678 + Penalty 2819.058445 = -699026.312233 nChanged 1 SP:Iteration 31Q (871.228828 sec): 3 clusters Score: Raw -701845.446081 + Penalty 2819.058445 = -699026.387636 nChanged 0 SP:Iteration 32F (871.290126 sec): 3 clusters Score: Raw -701845.446081 + Penalty 2819.058445 = -699026.387636 nChanged 0 Trying to split cluster 17 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (871.316218 sec): 2 clusters Score: Raw -107553.906844 + Penalty 1118.895321 = -106435.011523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (871.359769 sec): 3 clusters Score: Raw -107255.205532 + Penalty 2237.790643 = -105017.414889 nChanged 288 SP:Iteration 1F (871.399407 sec): 3 clusters Score: Raw -107547.572105 + Penalty 2237.790643 = -105309.781462 nChanged 101 SP:Iteration 2F (871.431537 sec): 3 clusters Score: Raw -107647.496899 + Penalty 2237.790643 = -105409.706256 nChanged 48 SP:Iteration 3Q (871.474682 sec): 3 clusters Score: Raw -107725.447151 + Penalty 2237.790643 = -105487.656508 nChanged 35 SP:Iteration 4Q (871.528425 sec): 3 clusters Score: Raw -107775.364562 + Penalty 2237.790643 = -105537.573919 nChanged 28 SP:Iteration 5Q (871.562254 sec): 3 clusters Score: Raw -107825.722783 + Penalty 2237.790643 = -105587.932141 nChanged 18 SP:Iteration 6Q (871.604647 sec): 3 clusters Score: Raw -107864.750082 + Penalty 2237.790643 = -105626.959440 nChanged 22 SP:Iteration 7Q (871.656112 sec): 3 clusters Score: Raw -107913.525192 + Penalty 2237.790643 = -105675.734549 nChanged 28 SP:Iteration 8Q (871.689706 sec): 3 clusters Score: Raw -107985.848990 + Penalty 2237.790643 = -105748.058348 nChanged 35 SP:Iteration 9Q (871.743133 sec): 3 clusters Score: Raw -108037.810230 + Penalty 2237.790643 = -105800.019587 nChanged 23 SP:Iteration 10Q (871.771637 sec): 3 clusters Score: Raw -108078.349631 + Penalty 2237.790643 = -105840.558989 nChanged 18 SP:Iteration 11Q (871.813722 sec): 3 clusters Score: Raw -108110.285251 + Penalty 2237.790643 = -105872.494609 nChanged 18 SP:Iteration 12Q (871.866574 sec): 3 clusters Score: Raw -108137.879552 + Penalty 2237.790643 = -105900.088909 nChanged 8 SP:Iteration 13Q (871.908524 sec): 3 clusters Score: Raw -108143.699791 + Penalty 2237.790643 = -105905.909149 nChanged 5 SP:Iteration 14Q (871.942386 sec): 3 clusters Score: Raw -108148.691024 + Penalty 2237.790643 = -105910.900381 nChanged 6 SP:Iteration 15Q (871.981212 sec): 3 clusters Score: Raw -108153.930290 + Penalty 2237.790643 = -105916.139647 nChanged 4 SP:Iteration 16Q (872.023636 sec): 3 clusters Score: Raw -108159.110322 + Penalty 2237.790643 = -105921.319680 nChanged 3 SP:Iteration 17Q (872.068188 sec): 3 clusters Score: Raw -108161.998910 + Penalty 2237.790643 = -105924.208267 nChanged 0 SP:Iteration 18F (872.116234 sec): 3 clusters Score: Raw -108161.998910 + Penalty 2237.790643 = -105924.208267 nChanged 0 Trying to split cluster 18 (4714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (872.142990 sec): 2 clusters Score: Raw -485388.353004 + Penalty 1374.472464 = -484013.880541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (872.192394 sec): 3 clusters Score: Raw -483034.962296 + Penalty 2748.944927 = -480286.017369 nChanged 1941 SP:Iteration 1F (872.233650 sec): 3 clusters Score: Raw -484266.425628 + Penalty 2748.944927 = -481517.480701 nChanged 408 SP:Iteration 2F (872.292843 sec): 3 clusters Score: Raw -484535.821503 + Penalty 2748.944927 = -481786.876576 nChanged 308 SP:Iteration 3F (872.337776 sec): 3 clusters Score: Raw -484748.425370 + Penalty 2748.944927 = -481999.480443 nChanged 256 SP:Iteration 4F (872.393585 sec): 3 clusters Score: Raw -484941.026637 + Penalty 2748.944927 = -482192.081710 nChanged 253 SP:Iteration 5F (872.432125 sec): 3 clusters Score: Raw -485127.312582 + Penalty 2748.944927 = -482378.367655 nChanged 232 SP:Iteration 6Q (872.474870 sec): 3 clusters Score: Raw -485305.946280 + Penalty 2748.944927 = -482557.001353 nChanged 200 SP:Iteration 7Q (872.519487 sec): 3 clusters Score: Raw -485459.853461 + Penalty 2748.944927 = -482710.908534 nChanged 179 SP:Iteration 8Q (872.575883 sec): 3 clusters Score: Raw -485578.262575 + Penalty 2748.944927 = -482829.317648 nChanged 162 SP:Iteration 9Q (872.616276 sec): 3 clusters Score: Raw -485692.120075 + Penalty 2748.944927 = -482943.175148 nChanged 131 SP:Iteration 10Q (872.656560 sec): 3 clusters Score: Raw -485791.451490 + Penalty 2748.944927 = -483042.506563 nChanged 128 SP:Iteration 11Q (872.714406 sec): 3 clusters Score: Raw -485884.947619 + Penalty 2748.944927 = -483136.002691 nChanged 124 SP:Iteration 12Q (872.754124 sec): 3 clusters Score: Raw -485980.194801 + Penalty 2748.944927 = -483231.249874 nChanged 113 SP:Iteration 13Q (872.800410 sec): 3 clusters Score: Raw -486057.049295 + Penalty 2748.944927 = -483308.104368 nChanged 93 SP:Iteration 14Q (872.856054 sec): 3 clusters Score: Raw -486126.114385 + Penalty 2748.944927 = -483377.169458 nChanged 73 SP:Iteration 15Q (872.911892 sec): 3 clusters Score: Raw -486174.221593 + Penalty 2748.944927 = -483425.276666 nChanged 45 SP:Iteration 16Q (872.967895 sec): 3 clusters Score: Raw -486197.130747 + Penalty 2748.944927 = -483448.185820 nChanged 25 SP:Iteration 17Q (873.020174 sec): 3 clusters Score: Raw -486211.151183 + Penalty 2748.944927 = -483462.206256 nChanged 22 SP:Iteration 18Q (873.078729 sec): 3 clusters Score: Raw -486221.073571 + Penalty 2748.944927 = -483472.128644 nChanged 21 SP:Iteration 19Q (873.123192 sec): 3 clusters Score: Raw -486231.820140 + Penalty 2748.944927 = -483482.875213 nChanged 13 SP:Iteration 20F (873.176345 sec): 3 clusters Score: Raw -486239.330370 + Penalty 2748.944927 = -483490.385443 nChanged 9 SP:Iteration 21Q (873.224943 sec): 3 clusters Score: Raw -486247.112617 + Penalty 2748.944927 = -483498.167690 nChanged 9 SP:Iteration 22Q (873.278721 sec): 3 clusters Score: Raw -486251.682532 + Penalty 2748.944927 = -483502.737605 nChanged 10 SP:Iteration 23Q (873.330274 sec): 3 clusters Score: Raw -486257.179261 + Penalty 2748.944927 = -483508.234334 nChanged 6 SP:Iteration 24Q (873.381499 sec): 3 clusters Score: Raw -486259.833264 + Penalty 2748.944927 = -483510.888337 nChanged 6 SP:Iteration 25Q (873.429680 sec): 3 clusters Score: Raw -486262.799232 + Penalty 2748.944927 = -483513.854305 nChanged 5 SP:Iteration 26Q (873.483353 sec): 3 clusters Score: Raw -486264.867798 + Penalty 2748.944927 = -483515.922871 nChanged 4 SP:Iteration 27Q (873.547207 sec): 3 clusters Score: Raw -486267.555836 + Penalty 2748.944927 = -483518.610909 nChanged 3 SP:Iteration 28Q (873.602699 sec): 3 clusters Score: Raw -486271.736947 + Penalty 2748.944927 = -483522.792020 nChanged 4 SP:Iteration 29Q (873.647693 sec): 3 clusters Score: Raw -486274.154803 + Penalty 2748.944927 = -483525.209876 nChanged 3 SP:Iteration 30Q (873.704627 sec): 3 clusters Score: Raw -486276.039915 + Penalty 2748.944927 = -483527.094988 nChanged 2 SP:Iteration 31Q (873.754135 sec): 3 clusters Score: Raw -486276.970564 + Penalty 2748.944927 = -483528.025637 nChanged 1 SP:Iteration 32Q (873.799985 sec): 3 clusters Score: Raw -486277.217574 + Penalty 2748.944927 = -483528.272647 nChanged 0 SP:Iteration 33F (873.868010 sec): 3 clusters Score: Raw -486277.217574 + Penalty 2748.944927 = -483528.272647 nChanged 0 Trying to split cluster 19 (27424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (873.929021 sec): 2 clusters Score: Raw -3233342.080511 + Penalty 1660.615746 = -3231681.464765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (874.020449 sec): 3 clusters Score: Raw -3216436.603971 + Penalty 3321.231492 = -3213115.372479 nChanged 12512 SP:Iteration 1F (874.117372 sec): 3 clusters Score: Raw -3223319.290905 + Penalty 3321.231492 = -3219998.059413 nChanged 1257 SP:Iteration 2Q (874.220608 sec): 3 clusters Score: Raw -3223668.378762 + Penalty 3321.231492 = -3220347.147270 nChanged 1081 SP:Iteration 3Q (874.308041 sec): 3 clusters Score: Raw -3223998.971378 + Penalty 3321.231492 = -3220677.739886 nChanged 1047 SP:Iteration 4Q (874.408680 sec): 3 clusters Score: Raw -3224323.945259 + Penalty 3321.231492 = -3221002.713767 nChanged 1093 SP:Iteration 5Q (874.489542 sec): 3 clusters Score: Raw -3224697.173536 + Penalty 3321.231492 = -3221375.942044 nChanged 1114 SP:Iteration 6Q (874.574745 sec): 3 clusters Score: Raw -3225119.246780 + Penalty 3321.231492 = -3221798.015288 nChanged 1165 SP:Iteration 7Q (874.675234 sec): 3 clusters Score: Raw -3225654.381730 + Penalty 3321.231492 = -3222333.150238 nChanged 1360 SP:Iteration 8Q (874.767948 sec): 3 clusters Score: Raw -3226403.685941 + Penalty 3321.231492 = -3223082.454449 nChanged 1466 SP:Iteration 9F (874.862602 sec): 3 clusters Score: Raw -3227385.166438 + Penalty 3321.231492 = -3224063.934946 nChanged 1508 SP:Iteration 10F (874.955650 sec): 3 clusters Score: Raw -3228475.759112 + Penalty 3321.231492 = -3225154.527620 nChanged 1402 SP:Iteration 11F (875.053639 sec): 3 clusters Score: Raw -3229377.198430 + Penalty 3321.231492 = -3226055.966938 nChanged 1132 SP:Iteration 12Q (875.140080 sec): 3 clusters Score: Raw -3230004.274846 + Penalty 3321.231492 = -3226683.043354 nChanged 867 SP:Iteration 13Q (875.238725 sec): 3 clusters Score: Raw -3230375.133597 + Penalty 3321.231492 = -3227053.902105 nChanged 622 SP:Iteration 14Q (875.328053 sec): 3 clusters Score: Raw -3230599.886820 + Penalty 3321.231492 = -3227278.655328 nChanged 472 SP:Iteration 15Q (875.423534 sec): 3 clusters Score: Raw -3230754.571759 + Penalty 3321.231492 = -3227433.340267 nChanged 419 SP:Iteration 16Q (875.520834 sec): 3 clusters Score: Raw -3230887.310146 + Penalty 3321.231492 = -3227566.078654 nChanged 358 SP:Iteration 17Q (875.610789 sec): 3 clusters Score: Raw -3231001.474432 + Penalty 3321.231492 = -3227680.242940 nChanged 370 SP:Iteration 18Q (875.708477 sec): 3 clusters Score: Raw -3231106.699946 + Penalty 3321.231492 = -3227785.468454 nChanged 317 SP:Iteration 19Q (875.802240 sec): 3 clusters Score: Raw -3231199.086049 + Penalty 3321.231492 = -3227877.854557 nChanged 336 SP:Iteration 20F (875.891349 sec): 3 clusters Score: Raw -3231309.279283 + Penalty 3321.231492 = -3227988.047791 nChanged 344 SP:Iteration 21Q (875.990363 sec): 3 clusters Score: Raw -3231421.691617 + Penalty 3321.231492 = -3228100.460125 nChanged 341 SP:Iteration 22Q (876.076945 sec): 3 clusters Score: Raw -3231537.225098 + Penalty 3321.231492 = -3228215.993606 nChanged 327 SP:Iteration 23Q (876.159142 sec): 3 clusters Score: Raw -3231647.002918 + Penalty 3321.231492 = -3228325.771426 nChanged 324 SP:Iteration 24Q (876.245776 sec): 3 clusters Score: Raw -3231760.944802 + Penalty 3321.231492 = -3228439.713310 nChanged 315 SP:Iteration 25Q (876.341007 sec): 3 clusters Score: Raw -3231874.487409 + Penalty 3321.231492 = -3228553.255917 nChanged 302 SP:Iteration 26Q (876.435507 sec): 3 clusters Score: Raw -3231980.806258 + Penalty 3321.231492 = -3228659.574766 nChanged 317 SP:Iteration 27Q (876.521481 sec): 3 clusters Score: Raw -3232102.397418 + Penalty 3321.231492 = -3228781.165926 nChanged 312 SP:Iteration 28Q (876.613829 sec): 3 clusters Score: Raw -3232216.545107 + Penalty 3321.231492 = -3228895.313615 nChanged 285 SP:Iteration 29Q (876.710419 sec): 3 clusters Score: Raw -3232321.174756 + Penalty 3321.231492 = -3228999.943264 nChanged 246 SP:Iteration 30Q (876.801987 sec): 3 clusters Score: Raw -3232413.200914 + Penalty 3321.231492 = -3229091.969422 nChanged 257 SP:Iteration 31Q (876.872975 sec): 3 clusters Score: Raw -3232524.966265 + Penalty 3321.231492 = -3229203.734773 nChanged 248 SP:Iteration 32Q (876.969937 sec): 3 clusters Score: Raw -3232642.928054 + Penalty 3321.231492 = -3229321.696562 nChanged 222 SP:Iteration 33Q (877.047144 sec): 3 clusters Score: Raw -3232744.663117 + Penalty 3321.231492 = -3229423.431625 nChanged 199 SP:Iteration 34Q (877.144360 sec): 3 clusters Score: Raw -3232836.260064 + Penalty 3321.231492 = -3229515.028572 nChanged 188 SP:Iteration 35Q (877.227526 sec): 3 clusters Score: Raw -3232911.792077 + Penalty 3321.231492 = -3229590.560585 nChanged 171 SP:Iteration 36Q (877.311278 sec): 3 clusters Score: Raw -3232980.962289 + Penalty 3321.231492 = -3229659.730797 nChanged 144 SP:Iteration 37Q (877.403966 sec): 3 clusters Score: Raw -3233038.229561 + Penalty 3321.231492 = -3229716.998069 nChanged 132 SP:Iteration 38Q (877.492937 sec): 3 clusters Score: Raw -3233089.971349 + Penalty 3321.231492 = -3229768.739857 nChanged 121 SP:Iteration 39Q (877.575107 sec): 3 clusters Score: Raw -3233142.267230 + Penalty 3321.231492 = -3229821.035738 nChanged 106 SP:Iteration 40F (877.664917 sec): 3 clusters Score: Raw -3233184.411350 + Penalty 3321.231492 = -3229863.179858 nChanged 106 SP:Iteration 41Q (877.756845 sec): 3 clusters Score: Raw -3233228.147657 + Penalty 3321.231492 = -3229906.916165 nChanged 96 SP:Iteration 42Q (877.841163 sec): 3 clusters Score: Raw -3233265.666394 + Penalty 3321.231492 = -3229944.434902 nChanged 92 SP:Iteration 43Q (877.926734 sec): 3 clusters Score: Raw -3233304.959300 + Penalty 3321.231492 = -3229983.727808 nChanged 88 SP:Iteration 44Q (878.004885 sec): 3 clusters Score: Raw -3233343.940073 + Penalty 3321.231492 = -3230022.708581 nChanged 62 SP:Iteration 45Q (878.093457 sec): 3 clusters Score: Raw -3233367.646715 + Penalty 3321.231492 = -3230046.415223 nChanged 66 SP:Iteration 46Q (878.181938 sec): 3 clusters Score: Raw -3233393.814995 + Penalty 3321.231492 = -3230072.583503 nChanged 50 SP:Iteration 47Q (878.273408 sec): 3 clusters Score: Raw -3233412.803057 + Penalty 3321.231492 = -3230091.571565 nChanged 49 SP:Iteration 48Q (878.353604 sec): 3 clusters Score: Raw -3233432.921983 + Penalty 3321.231492 = -3230111.690491 nChanged 37 SP:Iteration 49Q (878.435806 sec): 3 clusters Score: Raw -3233450.145528 + Penalty 3321.231492 = -3230128.914036 nChanged 45 SP:Iteration 50Q (878.519145 sec): 3 clusters Score: Raw -3233468.653284 + Penalty 3321.231492 = -3230147.421792 nChanged 38 SP:Iteration 51Q (878.615918 sec): 3 clusters Score: Raw -3233484.773039 + Penalty 3321.231492 = -3230163.541547 nChanged 34 SP:Iteration 52Q (878.693681 sec): 3 clusters Score: Raw -3233499.269183 + Penalty 3321.231492 = -3230178.037691 nChanged 27 SP:Iteration 53Q (878.776029 sec): 3 clusters Score: Raw -3233514.363957 + Penalty 3321.231492 = -3230193.132465 nChanged 24 SP:Iteration 54Q (878.866287 sec): 3 clusters Score: Raw -3233525.708302 + Penalty 3321.231492 = -3230204.476810 nChanged 27 SP:Iteration 55Q (878.948031 sec): 3 clusters Score: Raw -3233539.594439 + Penalty 3321.231492 = -3230218.362947 nChanged 26 SP:Iteration 56Q (879.036451 sec): 3 clusters Score: Raw -3233554.636014 + Penalty 3321.231492 = -3230233.404522 nChanged 21 SP:Iteration 57Q (879.114974 sec): 3 clusters Score: Raw -3233566.703576 + Penalty 3321.231492 = -3230245.472084 nChanged 19 SP:Iteration 58Q (879.205925 sec): 3 clusters Score: Raw -3233576.164341 + Penalty 3321.231492 = -3230254.932849 nChanged 14 SP:Iteration 59Q (879.279974 sec): 3 clusters Score: Raw -3233583.346910 + Penalty 3321.231492 = -3230262.115418 nChanged 12 SP:Iteration 60F (879.379968 sec): 3 clusters Score: Raw -3233589.808562 + Penalty 3321.231492 = -3230268.577070 nChanged 11 SP:Iteration 61Q (879.464461 sec): 3 clusters Score: Raw -3233593.797833 + Penalty 3321.231492 = -3230272.566341 nChanged 4 SP:Iteration 62Q (879.540306 sec): 3 clusters Score: Raw -3233595.231557 + Penalty 3321.231492 = -3230274.000065 nChanged 4 SP:Iteration 63Q (879.633299 sec): 3 clusters Score: Raw -3233597.050893 + Penalty 3321.231492 = -3230275.819402 nChanged 3 SP:Iteration 64Q (879.705537 sec): 3 clusters Score: Raw -3233598.027473 + Penalty 3321.231492 = -3230276.795981 nChanged 4 SP:Iteration 65Q (879.787939 sec): 3 clusters Score: Raw -3233599.741694 + Penalty 3321.231492 = -3230278.510202 nChanged 4 SP:Iteration 66Q (879.877369 sec): 3 clusters Score: Raw -3233600.955047 + Penalty 3321.231492 = -3230279.723555 nChanged 1 SP:Iteration 67Q (879.961286 sec): 3 clusters Score: Raw -3233601.583062 + Penalty 3321.231492 = -3230280.351570 nChanged 2 SP:Iteration 68Q (880.041128 sec): 3 clusters Score: Raw -3233602.872962 + Penalty 3321.231492 = -3230281.641470 nChanged 4 SP:Iteration 69Q (880.109365 sec): 3 clusters Score: Raw -3233605.214322 + Penalty 3321.231492 = -3230283.982830 nChanged 5 SP:Iteration 70Q (880.202030 sec): 3 clusters Score: Raw -3233606.964661 + Penalty 3321.231492 = -3230285.733169 nChanged 5 SP:Iteration 71Q (880.290101 sec): 3 clusters Score: Raw -3233609.609808 + Penalty 3321.231492 = -3230288.378316 nChanged 6 SP:Iteration 72Q (880.368055 sec): 3 clusters Score: Raw -3233612.871067 + Penalty 3321.231492 = -3230291.639575 nChanged 6 SP:Iteration 73Q (880.461112 sec): 3 clusters Score: Raw -3233615.165005 + Penalty 3321.231492 = -3230293.933513 nChanged 4 SP:Iteration 74Q (880.540843 sec): 3 clusters Score: Raw -3233616.839266 + Penalty 3321.231492 = -3230295.607774 nChanged 6 SP:Iteration 75Q (880.632349 sec): 3 clusters Score: Raw -3233620.061524 + Penalty 3321.231492 = -3230298.830032 nChanged 8 SP:Iteration 76Q (880.718054 sec): 3 clusters Score: Raw -3233624.297035 + Penalty 3321.231492 = -3230303.065543 nChanged 14 SP:Iteration 77Q (880.804871 sec): 3 clusters Score: Raw -3233632.416421 + Penalty 3321.231492 = -3230311.184930 nChanged 13 SP:Iteration 78Q (880.888569 sec): 3 clusters Score: Raw -3233637.261422 + Penalty 3321.231492 = -3230316.029930 nChanged 6 SP:Iteration 79Q (880.979983 sec): 3 clusters Score: Raw -3233640.356052 + Penalty 3321.231492 = -3230319.124560 nChanged 5 SP:Iteration 80F (881.061373 sec): 3 clusters Score: Raw -3233642.510573 + Penalty 3321.231492 = -3230321.279081 nChanged 6 SP:Iteration 81Q (881.151945 sec): 3 clusters Score: Raw -3233644.878102 + Penalty 3321.231492 = -3230323.646611 nChanged 5 SP:Iteration 82Q (881.236501 sec): 3 clusters Score: Raw -3233646.694785 + Penalty 3321.231492 = -3230325.463293 nChanged 2 SP:Iteration 83Q (881.323839 sec): 3 clusters Score: Raw -3233647.488467 + Penalty 3321.231492 = -3230326.256975 nChanged 2 SP:Iteration 84Q (881.399815 sec): 3 clusters Score: Raw -3233648.805413 + Penalty 3321.231492 = -3230327.573921 nChanged 3 SP:Iteration 85Q (881.488975 sec): 3 clusters Score: Raw -3233650.370730 + Penalty 3321.231492 = -3230329.139238 nChanged 4 SP:Iteration 86Q (881.575788 sec): 3 clusters Score: Raw -3233652.108862 + Penalty 3321.231492 = -3230330.877370 nChanged 3 SP:Iteration 87Q (881.655852 sec): 3 clusters Score: Raw -3233653.722289 + Penalty 3321.231492 = -3230332.490797 nChanged 1 SP:Iteration 88Q (881.743417 sec): 3 clusters Score: Raw -3233654.177405 + Penalty 3321.231492 = -3230332.945913 nChanged 2 SP:Iteration 89Q (881.814774 sec): 3 clusters Score: Raw -3233654.962041 + Penalty 3321.231492 = -3230333.730549 nChanged 2 SP:Iteration 90Q (881.909149 sec): 3 clusters Score: Raw -3233656.303580 + Penalty 3321.231492 = -3230335.072088 nChanged 4 SP:Iteration 91Q (881.993356 sec): 3 clusters Score: Raw -3233659.056890 + Penalty 3321.231492 = -3230337.825398 nChanged 6 SP:Iteration 92Q (882.081274 sec): 3 clusters Score: Raw -3233663.223475 + Penalty 3321.231492 = -3230341.991983 nChanged 8 SP:Iteration 93Q (882.167012 sec): 3 clusters Score: Raw -3233668.770845 + Penalty 3321.231492 = -3230347.539353 nChanged 10 SP:Iteration 94Q (882.241143 sec): 3 clusters Score: Raw -3233676.215701 + Penalty 3321.231492 = -3230354.984209 nChanged 9 SP:Iteration 95Q (882.326850 sec): 3 clusters Score: Raw -3233681.247533 + Penalty 3321.231492 = -3230360.016041 nChanged 11 SP:Iteration 96Q (882.414892 sec): 3 clusters Score: Raw -3233686.716176 + Penalty 3321.231492 = -3230365.484684 nChanged 6 SP:Iteration 97Q (882.495509 sec): 3 clusters Score: Raw -3233691.173143 + Penalty 3321.231492 = -3230369.941651 nChanged 5 SP:Iteration 98Q (882.584660 sec): 3 clusters Score: Raw -3233693.548406 + Penalty 3321.231492 = -3230372.316914 nChanged 3 SP:Iteration 99Q (882.667631 sec): 3 clusters Score: Raw -3233695.698366 + Penalty 3321.231492 = -3230374.466874 nChanged 5 SP:Iteration 100F (882.761138 sec): 3 clusters Score: Raw -3233698.534423 + Penalty 3321.231492 = -3230377.302931 nChanged 4 SP:Iteration 101Q (882.848440 sec): 3 clusters Score: Raw -3233701.377624 + Penalty 3321.231492 = -3230380.146133 nChanged 7 SP:Iteration 102Q (882.931180 sec): 3 clusters Score: Raw -3233706.654407 + Penalty 3321.231492 = -3230385.422915 nChanged 7 SP:Iteration 103Q (883.010084 sec): 3 clusters Score: Raw -3233711.091439 + Penalty 3321.231492 = -3230389.859947 nChanged 6 SP:Iteration 104Q (883.097315 sec): 3 clusters Score: Raw -3233714.026156 + Penalty 3321.231492 = -3230392.794664 nChanged 1 SP:Iteration 105Q (883.188268 sec): 3 clusters Score: Raw -3233714.307329 + Penalty 3321.231492 = -3230393.075837 nChanged 1 SP:Iteration 106Q (883.267613 sec): 3 clusters Score: Raw -3233714.811264 + Penalty 3321.231492 = -3230393.579772 nChanged 1 SP:Iteration 107Q (883.349934 sec): 3 clusters Score: Raw -3233715.436778 + Penalty 3321.231492 = -3230394.205286 nChanged 0 SP:Iteration 108F (883.443526 sec): 3 clusters Score: Raw -3233715.436778 + Penalty 3321.231492 = -3230394.205286 nChanged 0 Trying to split cluster 20 (2168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (883.479518 sec): 2 clusters Score: Raw -247662.981376 + Penalty 1248.253559 = -246414.727817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (883.525130 sec): 3 clusters Score: Raw -246704.054994 + Penalty 2496.507118 = -244207.547877 nChanged 779 SP:Iteration 1F (883.559082 sec): 3 clusters Score: Raw -247176.860683 + Penalty 2496.507118 = -244680.353566 nChanged 169 SP:Iteration 2F (883.599963 sec): 3 clusters Score: Raw -247294.864132 + Penalty 2496.507118 = -244798.357015 nChanged 100 SP:Iteration 3Q (883.643073 sec): 3 clusters Score: Raw -247353.037373 + Penalty 2496.507118 = -244856.530256 nChanged 57 SP:Iteration 4Q (883.691496 sec): 3 clusters Score: Raw -247381.357580 + Penalty 2496.507118 = -244884.850462 nChanged 32 SP:Iteration 5Q (883.738443 sec): 3 clusters Score: Raw -247398.287848 + Penalty 2496.507118 = -244901.780730 nChanged 37 SP:Iteration 6Q (883.787668 sec): 3 clusters Score: Raw -247414.434630 + Penalty 2496.507118 = -244917.927512 nChanged 22 SP:Iteration 7Q (883.836167 sec): 3 clusters Score: Raw -247426.261123 + Penalty 2496.507118 = -244929.754005 nChanged 26 SP:Iteration 8Q (883.889621 sec): 3 clusters Score: Raw -247439.236737 + Penalty 2496.507118 = -244942.729619 nChanged 34 SP:Iteration 9Q (883.941428 sec): 3 clusters Score: Raw -247457.877989 + Penalty 2496.507118 = -244961.370872 nChanged 30 SP:Iteration 10Q (883.990509 sec): 3 clusters Score: Raw -247474.389125 + Penalty 2496.507118 = -244977.882007 nChanged 25 SP:Iteration 11Q (884.036144 sec): 3 clusters Score: Raw -247483.231055 + Penalty 2496.507118 = -244986.723937 nChanged 12 SP:Iteration 12Q (884.092802 sec): 3 clusters Score: Raw -247486.743754 + Penalty 2496.507118 = -244990.236636 nChanged 10 SP:Iteration 13Q (884.144267 sec): 3 clusters Score: Raw -247491.234824 + Penalty 2496.507118 = -244994.727706 nChanged 6 SP:Iteration 14Q (884.174204 sec): 3 clusters Score: Raw -247494.105041 + Penalty 2496.507118 = -244997.597923 nChanged 7 SP:Iteration 15Q (884.231467 sec): 3 clusters Score: Raw -247496.476134 + Penalty 2496.507118 = -244999.969016 nChanged 6 SP:Iteration 16Q (884.269169 sec): 3 clusters Score: Raw -247498.684093 + Penalty 2496.507118 = -245002.176975 nChanged 8 SP:Iteration 17Q (884.321024 sec): 3 clusters Score: Raw -247501.441112 + Penalty 2496.507118 = -245004.933994 nChanged 1 SP:Iteration 18Q (884.377366 sec): 3 clusters Score: Raw -247501.679475 + Penalty 2496.507118 = -245005.172357 nChanged 0 SP:Iteration 19F (884.412764 sec): 3 clusters Score: Raw -247501.679475 + Penalty 2496.507118 = -245005.172357 nChanged 0 Trying to split cluster 21 (12974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (884.456040 sec): 2 clusters Score: Raw -1590054.802518 + Penalty 1538.989178 = -1588515.813340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (884.525332 sec): 3 clusters Score: Raw -1582559.837592 + Penalty 3077.978356 = -1579481.859236 nChanged 5708 SP:Iteration 1F (884.603954 sec): 3 clusters Score: Raw -1585789.407467 + Penalty 3077.978356 = -1582711.429111 nChanged 897 SP:Iteration 2F (884.665537 sec): 3 clusters Score: Raw -1586377.420374 + Penalty 3077.978356 = -1583299.442018 nChanged 960 SP:Iteration 3F (884.731116 sec): 3 clusters Score: Raw -1587089.984014 + Penalty 3077.978356 = -1584012.005658 nChanged 981 SP:Iteration 4F (884.805950 sec): 3 clusters Score: Raw -1587864.843591 + Penalty 3077.978356 = -1584786.865235 nChanged 872 SP:Iteration 5F (884.861324 sec): 3 clusters Score: Raw -1588537.790508 + Penalty 3077.978356 = -1585459.812152 nChanged 741 SP:Iteration 6F (884.934479 sec): 3 clusters Score: Raw -1589147.570428 + Penalty 3077.978356 = -1586069.592072 nChanged 581 SP:Iteration 7Q (885.002591 sec): 3 clusters Score: Raw -1589548.906135 + Penalty 3077.978356 = -1586470.927779 nChanged 388 SP:Iteration 8Q (885.058499 sec): 3 clusters Score: Raw -1589742.313107 + Penalty 3077.978356 = -1586664.334751 nChanged 253 SP:Iteration 9Q (885.127672 sec): 3 clusters Score: Raw -1589837.355764 + Penalty 3077.978356 = -1586759.377408 nChanged 168 SP:Iteration 10Q (885.186812 sec): 3 clusters Score: Raw -1589886.078422 + Penalty 3077.978356 = -1586808.100066 nChanged 113 SP:Iteration 11Q (885.266239 sec): 3 clusters Score: Raw -1589913.879367 + Penalty 3077.978356 = -1586835.901011 nChanged 84 SP:Iteration 12Q (885.327248 sec): 3 clusters Score: Raw -1589932.219920 + Penalty 3077.978356 = -1586854.241564 nChanged 78 SP:Iteration 13Q (885.397118 sec): 3 clusters Score: Raw -1589949.026493 + Penalty 3077.978356 = -1586871.048137 nChanged 52 SP:Iteration 14Q (885.462775 sec): 3 clusters Score: Raw -1589958.760485 + Penalty 3077.978356 = -1586880.782129 nChanged 51 SP:Iteration 15Q (885.522496 sec): 3 clusters Score: Raw -1589968.782596 + Penalty 3077.978356 = -1586890.804240 nChanged 44 SP:Iteration 16Q (885.581918 sec): 3 clusters Score: Raw -1589977.619731 + Penalty 3077.978356 = -1586899.641375 nChanged 40 SP:Iteration 17Q (885.637817 sec): 3 clusters Score: Raw -1589985.193993 + Penalty 3077.978356 = -1586907.215637 nChanged 36 SP:Iteration 18Q (885.713637 sec): 3 clusters Score: Raw -1589990.620570 + Penalty 3077.978356 = -1586912.642214 nChanged 35 SP:Iteration 19Q (885.765156 sec): 3 clusters Score: Raw -1589996.371093 + Penalty 3077.978356 = -1586918.392737 nChanged 35 SP:Iteration 20F (885.829503 sec): 3 clusters Score: Raw -1590003.451250 + Penalty 3077.978356 = -1586925.472894 nChanged 37 SP:Iteration 21Q (885.900127 sec): 3 clusters Score: Raw -1590010.384112 + Penalty 3077.978356 = -1586932.405756 nChanged 41 SP:Iteration 22Q (885.972390 sec): 3 clusters Score: Raw -1590019.618137 + Penalty 3077.978356 = -1586941.639781 nChanged 50 SP:Iteration 23Q (886.040772 sec): 3 clusters Score: Raw -1590030.563724 + Penalty 3077.978356 = -1586952.585368 nChanged 45 SP:Iteration 24Q (886.091595 sec): 3 clusters Score: Raw -1590040.568564 + Penalty 3077.978356 = -1586962.590209 nChanged 37 SP:Iteration 25Q (886.155083 sec): 3 clusters Score: Raw -1590047.892074 + Penalty 3077.978356 = -1586969.913718 nChanged 36 SP:Iteration 26Q (886.221027 sec): 3 clusters Score: Raw -1590053.946408 + Penalty 3077.978356 = -1586975.968052 nChanged 33 SP:Iteration 27Q (886.288516 sec): 3 clusters Score: Raw -1590060.219889 + Penalty 3077.978356 = -1586982.241533 nChanged 42 SP:Iteration 28Q (886.357731 sec): 3 clusters Score: Raw -1590068.877747 + Penalty 3077.978356 = -1586990.899391 nChanged 39 SP:Iteration 29Q (886.421200 sec): 3 clusters Score: Raw -1590074.940889 + Penalty 3077.978356 = -1586996.962533 nChanged 29 SP:Iteration 30Q (886.494564 sec): 3 clusters Score: Raw -1590080.000142 + Penalty 3077.978356 = -1587002.021786 nChanged 34 SP:Iteration 31Q (886.550889 sec): 3 clusters Score: Raw -1590086.111372 + Penalty 3077.978356 = -1587008.133016 nChanged 34 SP:Iteration 32Q (886.619553 sec): 3 clusters Score: Raw -1590091.848174 + Penalty 3077.978356 = -1587013.869818 nChanged 34 SP:Iteration 33Q (886.682856 sec): 3 clusters Score: Raw -1590098.390018 + Penalty 3077.978356 = -1587020.411662 nChanged 42 SP:Iteration 34Q (886.755946 sec): 3 clusters Score: Raw -1590106.056550 + Penalty 3077.978356 = -1587028.078194 nChanged 32 SP:Iteration 35Q (886.816279 sec): 3 clusters Score: Raw -1590112.626558 + Penalty 3077.978356 = -1587034.648202 nChanged 42 SP:Iteration 36Q (886.890144 sec): 3 clusters Score: Raw -1590120.342421 + Penalty 3077.978356 = -1587042.364065 nChanged 34 SP:Iteration 37Q (886.957106 sec): 3 clusters Score: Raw -1590126.104909 + Penalty 3077.978356 = -1587048.126553 nChanged 27 SP:Iteration 38Q (887.020689 sec): 3 clusters Score: Raw -1590130.806223 + Penalty 3077.978356 = -1587052.827867 nChanged 23 SP:Iteration 39Q (887.092839 sec): 3 clusters Score: Raw -1590134.773884 + Penalty 3077.978356 = -1587056.795528 nChanged 22 SP:Iteration 40F (887.161590 sec): 3 clusters Score: Raw -1590138.502869 + Penalty 3077.978356 = -1587060.524513 nChanged 21 SP:Iteration 41Q (887.218846 sec): 3 clusters Score: Raw -1590141.914579 + Penalty 3077.978356 = -1587063.936223 nChanged 21 SP:Iteration 42Q (887.293448 sec): 3 clusters Score: Raw -1590145.479182 + Penalty 3077.978356 = -1587067.500826 nChanged 25 SP:Iteration 43Q (887.353661 sec): 3 clusters Score: Raw -1590150.453515 + Penalty 3077.978356 = -1587072.475159 nChanged 28 SP:Iteration 44Q (887.424726 sec): 3 clusters Score: Raw -1590155.359110 + Penalty 3077.978356 = -1587077.380754 nChanged 28 SP:Iteration 45Q (887.492135 sec): 3 clusters Score: Raw -1590160.030798 + Penalty 3077.978356 = -1587082.052442 nChanged 27 SP:Iteration 46Q (887.551160 sec): 3 clusters Score: Raw -1590164.119037 + Penalty 3077.978356 = -1587086.140681 nChanged 22 SP:Iteration 47Q (887.629238 sec): 3 clusters Score: Raw -1590168.350732 + Penalty 3077.978356 = -1587090.372376 nChanged 25 SP:Iteration 48Q (887.693502 sec): 3 clusters Score: Raw -1590171.677842 + Penalty 3077.978356 = -1587093.699487 nChanged 15 SP:Iteration 49Q (887.764070 sec): 3 clusters Score: Raw -1590174.975597 + Penalty 3077.978356 = -1587096.997241 nChanged 14 SP:Iteration 50Q (887.814458 sec): 3 clusters Score: Raw -1590177.135915 + Penalty 3077.978356 = -1587099.157559 nChanged 16 SP:Iteration 51Q (887.880190 sec): 3 clusters Score: Raw -1590179.765396 + Penalty 3077.978356 = -1587101.787040 nChanged 14 SP:Iteration 52Q (887.953549 sec): 3 clusters Score: Raw -1590182.433313 + Penalty 3077.978356 = -1587104.454957 nChanged 22 SP:Iteration 53Q (888.021437 sec): 3 clusters Score: Raw -1590186.038180 + Penalty 3077.978356 = -1587108.059824 nChanged 24 SP:Iteration 54Q (888.090786 sec): 3 clusters Score: Raw -1590190.790234 + Penalty 3077.978356 = -1587112.811878 nChanged 29 SP:Iteration 55Q (888.155424 sec): 3 clusters Score: Raw -1590195.605268 + Penalty 3077.978356 = -1587117.626912 nChanged 24 SP:Iteration 56Q (888.214448 sec): 3 clusters Score: Raw -1590199.059550 + Penalty 3077.978356 = -1587121.081194 nChanged 19 SP:Iteration 57Q (888.290403 sec): 3 clusters Score: Raw -1590201.890321 + Penalty 3077.978356 = -1587123.911965 nChanged 23 SP:Iteration 58Q (888.347628 sec): 3 clusters Score: Raw -1590205.820506 + Penalty 3077.978356 = -1587127.842150 nChanged 25 SP:Iteration 59Q (888.422688 sec): 3 clusters Score: Raw -1590210.147661 + Penalty 3077.978356 = -1587132.169305 nChanged 21 SP:Iteration 60F (888.483504 sec): 3 clusters Score: Raw -1590214.214609 + Penalty 3077.978356 = -1587136.236253 nChanged 21 SP:Iteration 61Q (888.542844 sec): 3 clusters Score: Raw -1590218.380968 + Penalty 3077.978356 = -1587140.402612 nChanged 23 SP:Iteration 62Q (888.602992 sec): 3 clusters Score: Raw -1590223.044406 + Penalty 3077.978356 = -1587145.066050 nChanged 23 SP:Iteration 63Q (888.666335 sec): 3 clusters Score: Raw -1590227.962789 + Penalty 3077.978356 = -1587149.984433 nChanged 24 SP:Iteration 64Q (888.723322 sec): 3 clusters Score: Raw -1590232.745349 + Penalty 3077.978356 = -1587154.766993 nChanged 32 SP:Iteration 65Q (888.798393 sec): 3 clusters Score: Raw -1590239.220379 + Penalty 3077.978356 = -1587161.242023 nChanged 22 SP:Iteration 66Q (888.860638 sec): 3 clusters Score: Raw -1590243.502062 + Penalty 3077.978356 = -1587165.523706 nChanged 23 SP:Iteration 67Q (888.926652 sec): 3 clusters Score: Raw -1590248.748666 + Penalty 3077.978356 = -1587170.770310 nChanged 25 SP:Iteration 68Q (888.994968 sec): 3 clusters Score: Raw -1590254.932573 + Penalty 3077.978356 = -1587176.954217 nChanged 32 SP:Iteration 69Q (889.052803 sec): 3 clusters Score: Raw -1590263.909521 + Penalty 3077.978356 = -1587185.931165 nChanged 35 SP:Iteration 70Q (889.124366 sec): 3 clusters Score: Raw -1590272.851526 + Penalty 3077.978356 = -1587194.873170 nChanged 28 SP:Iteration 71Q (889.187713 sec): 3 clusters Score: Raw -1590278.847792 + Penalty 3077.978356 = -1587200.869436 nChanged 32 SP:Iteration 72Q (889.245528 sec): 3 clusters Score: Raw -1590285.642986 + Penalty 3077.978356 = -1587207.664630 nChanged 24 SP:Iteration 73Q (889.303909 sec): 3 clusters Score: Raw -1590290.379614 + Penalty 3077.978356 = -1587212.401258 nChanged 25 SP:Iteration 74Q (889.379639 sec): 3 clusters Score: Raw -1590296.586754 + Penalty 3077.978356 = -1587218.608398 nChanged 30 SP:Iteration 75Q (889.437723 sec): 3 clusters Score: Raw -1590303.318069 + Penalty 3077.978356 = -1587225.339713 nChanged 24 SP:Iteration 76Q (889.502983 sec): 3 clusters Score: Raw -1590308.246453 + Penalty 3077.978356 = -1587230.268097 nChanged 16 SP:Iteration 77Q (889.578354 sec): 3 clusters Score: Raw -1590311.174556 + Penalty 3077.978356 = -1587233.196200 nChanged 10 SP:Iteration 78Q (889.644192 sec): 3 clusters Score: Raw -1590312.651574 + Penalty 3077.978356 = -1587234.673218 nChanged 6 SP:Iteration 79Q (889.713122 sec): 3 clusters Score: Raw -1590313.288725 + Penalty 3077.978356 = -1587235.310369 nChanged 7 SP:Iteration 80F (889.769227 sec): 3 clusters Score: Raw -1590314.130953 + Penalty 3077.978356 = -1587236.152597 nChanged 8 SP:Iteration 81Q (889.844098 sec): 3 clusters Score: Raw -1590315.113206 + Penalty 3077.978356 = -1587237.134850 nChanged 6 SP:Iteration 82Q (889.915603 sec): 3 clusters Score: Raw -1590316.066277 + Penalty 3077.978356 = -1587238.087921 nChanged 2 SP:Iteration 83Q (889.980068 sec): 3 clusters Score: Raw -1590316.294658 + Penalty 3077.978356 = -1587238.316302 nChanged 7 SP:Iteration 84Q (890.038931 sec): 3 clusters Score: Raw -1590317.310010 + Penalty 3077.978356 = -1587239.331654 nChanged 8 SP:Iteration 85Q (890.116326 sec): 3 clusters Score: Raw -1590318.234575 + Penalty 3077.978356 = -1587240.256219 nChanged 6 SP:Iteration 86Q (890.179873 sec): 3 clusters Score: Raw -1590318.778958 + Penalty 3077.978356 = -1587240.800602 nChanged 2 SP:Iteration 87Q (890.248359 sec): 3 clusters Score: Raw -1590318.926981 + Penalty 3077.978356 = -1587240.948625 nChanged 1 SP:Iteration 88Q (890.312902 sec): 3 clusters Score: Raw -1590319.141183 + Penalty 3077.978356 = -1587241.162827 nChanged 1 SP:Iteration 89Q (890.377265 sec): 3 clusters Score: Raw -1590319.233625 + Penalty 3077.978356 = -1587241.255269 nChanged 2 SP:Iteration 90Q (890.439470 sec): 3 clusters Score: Raw -1590319.420544 + Penalty 3077.978356 = -1587241.442188 nChanged 1 SP:Iteration 91Q (890.497643 sec): 3 clusters Score: Raw -1590319.601358 + Penalty 3077.978356 = -1587241.623002 nChanged 2 SP:Iteration 92Q (890.577420 sec): 3 clusters Score: Raw -1590319.793434 + Penalty 3077.978356 = -1587241.815078 nChanged 0 SP:Iteration 93F (890.642508 sec): 3 clusters Score: Raw -1590319.793434 + Penalty 3077.978356 = -1587241.815078 nChanged 0 Trying to split cluster 22 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (890.657654 sec): 2 clusters Score: Raw -21015.304361 + Penalty 880.116315 = -20135.188046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (890.704359 sec): 3 clusters Score: Raw -21247.770125 + Penalty 1760.232631 = -19487.537495 nChanged 41 SP:Iteration 1F (890.756766 sec): 3 clusters Score: Raw -21377.234533 + Penalty 1760.232631 = -19617.001902 nChanged 11 SP:Iteration 2Q (890.797325 sec): 3 clusters Score: Raw -21407.277365 + Penalty 1760.232631 = -19647.044734 nChanged 5 SP:Iteration 3Q (890.853789 sec): 3 clusters Score: Raw -21424.995032 + Penalty 1760.232631 = -19664.762401 nChanged 1 SP:Iteration 4Q (890.900906 sec): 3 clusters Score: Raw -21427.230633 + Penalty 1760.232631 = -19666.998002 nChanged 0 SP:Iteration 5F (890.947908 sec): 3 clusters Score: Raw -21427.230633 + Penalty 1760.232631 = -19666.998002 nChanged 0 Trying to split cluster 23 (956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (890.973305 sec): 2 clusters Score: Raw -104733.346012 + Penalty 1115.198161 = -103618.147851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.018544 sec): 3 clusters Score: Raw -104482.318496 + Penalty 2230.396322 = -102251.922174 nChanged 304 SP:Iteration 1F (891.055163 sec): 3 clusters Score: Raw -104768.695019 + Penalty 2230.396322 = -102538.298697 nChanged 78 SP:Iteration 2F (891.100314 sec): 3 clusters Score: Raw -104846.754590 + Penalty 2230.396322 = -102616.358268 nChanged 44 SP:Iteration 3Q (891.147714 sec): 3 clusters Score: Raw -104895.514019 + Penalty 2230.396322 = -102665.117697 nChanged 33 SP:Iteration 4Q (891.198517 sec): 3 clusters Score: Raw -104930.287748 + Penalty 2230.396322 = -102699.891427 nChanged 29 SP:Iteration 5Q (891.240241 sec): 3 clusters Score: Raw -104961.800347 + Penalty 2230.396322 = -102731.404026 nChanged 20 SP:Iteration 6Q (891.287886 sec): 3 clusters Score: Raw -104981.409668 + Penalty 2230.396322 = -102751.013346 nChanged 18 SP:Iteration 7Q (891.331954 sec): 3 clusters Score: Raw -105004.765458 + Penalty 2230.396322 = -102774.369136 nChanged 22 SP:Iteration 8Q (891.383764 sec): 3 clusters Score: Raw -105031.514937 + Penalty 2230.396322 = -102801.118615 nChanged 25 SP:Iteration 9Q (891.425193 sec): 3 clusters Score: Raw -105077.047918 + Penalty 2230.396322 = -102846.651596 nChanged 18 SP:Iteration 10Q (891.472199 sec): 3 clusters Score: Raw -105105.357650 + Penalty 2230.396322 = -102874.961328 nChanged 14 SP:Iteration 11Q (891.524221 sec): 3 clusters Score: Raw -105136.723629 + Penalty 2230.396322 = -102906.327307 nChanged 10 SP:Iteration 12Q (891.572272 sec): 3 clusters Score: Raw -105152.080959 + Penalty 2230.396322 = -102921.684637 nChanged 7 SP:Iteration 13Q (891.616309 sec): 3 clusters Score: Raw -105163.755072 + Penalty 2230.396322 = -102933.358750 nChanged 8 SP:Iteration 14Q (891.657268 sec): 3 clusters Score: Raw -105173.012619 + Penalty 2230.396322 = -102942.616297 nChanged 5 SP:Iteration 15Q (891.706951 sec): 3 clusters Score: Raw -105177.292566 + Penalty 2230.396322 = -102946.896244 nChanged 5 SP:Iteration 16Q (891.749548 sec): 3 clusters Score: Raw -105182.608972 + Penalty 2230.396322 = -102952.212650 nChanged 2 SP:Iteration 17Q (891.791390 sec): 3 clusters Score: Raw -105184.650148 + Penalty 2230.396322 = -102954.253826 nChanged 0 SP:Iteration 18F (891.843372 sec): 3 clusters Score: Raw -105184.650148 + Penalty 2230.396322 = -102954.253826 nChanged 0 Trying to split cluster 24 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (891.866583 sec): 2 clusters Score: Raw -20454.064362 + Penalty 867.349938 = -19586.714424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.910097 sec): 3 clusters Score: Raw -20499.734676 + Penalty 1734.699876 = -18765.034800 nChanged 27 SP:Iteration 1F (891.944880 sec): 3 clusters Score: Raw -20592.217514 + Penalty 1734.699876 = -18857.517638 nChanged 11 SP:Iteration 2F (891.991389 sec): 3 clusters Score: Raw -20640.844115 + Penalty 1734.699876 = -18906.144239 nChanged 6 SP:Iteration 3Q (892.021941 sec): 3 clusters Score: Raw -20672.952296 + Penalty 1734.699876 = -18938.252420 nChanged 4 SP:Iteration 4Q (892.062172 sec): 3 clusters Score: Raw -20703.475181 + Penalty 1734.699876 = -18968.775305 nChanged 3 SP:Iteration 5Q (892.102485 sec): 3 clusters Score: Raw -20713.056149 + Penalty 1734.699876 = -18978.356273 nChanged 0 SP:Iteration 6F (892.144915 sec): 3 clusters Score: Raw -20713.056149 + Penalty 1734.699876 = -18978.356273 nChanged 0 Trying to split cluster 25 (90278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (892.283880 sec): 2 clusters Score: Raw -10893154.268826 + Penalty 1854.230475 = -10891300.038351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (892.480109 sec): 3 clusters Score: Raw -10834775.486538 + Penalty 3708.460950 = -10831067.025588 nChanged 42997 SP:Iteration 1F (892.672693 sec): 3 clusters Score: Raw -10860584.248346 + Penalty 3708.460950 = -10856875.787395 nChanged 3594 SP:Iteration 2Q (892.877667 sec): 3 clusters Score: Raw -10861833.727629 + Penalty 3708.460950 = -10858125.266679 nChanged 4032 SP:Iteration 3Q (893.095662 sec): 3 clusters Score: Raw -10863538.374807 + Penalty 3708.460950 = -10859829.913857 nChanged 4611 SP:Iteration 4F (893.294603 sec): 3 clusters Score: Raw -10865963.598393 + Penalty 3708.460950 = -10862255.137443 nChanged 5462 SP:Iteration 5F (893.505644 sec): 3 clusters Score: Raw -10869531.026448 + Penalty 3708.460950 = -10865822.565497 nChanged 6068 SP:Iteration 6F (893.705359 sec): 3 clusters Score: Raw -10874380.064514 + Penalty 3708.460950 = -10870671.603564 nChanged 6263 SP:Iteration 7F (893.900211 sec): 3 clusters Score: Raw -10879728.506955 + Penalty 3708.460950 = -10876020.046005 nChanged 5332 SP:Iteration 8F (894.098056 sec): 3 clusters Score: Raw -10883515.116799 + Penalty 3708.460950 = -10879806.655849 nChanged 3621 SP:Iteration 9Q (894.312083 sec): 3 clusters Score: Raw -10885377.889677 + Penalty 3708.460950 = -10881669.428727 nChanged 2276 SP:Iteration 10Q (894.514568 sec): 3 clusters Score: Raw -10886441.918820 + Penalty 3708.460950 = -10882733.457870 nChanged 1753 SP:Iteration 11Q (894.716997 sec): 3 clusters Score: Raw -10887251.460140 + Penalty 3708.460950 = -10883542.999189 nChanged 1518 SP:Iteration 12Q (894.943211 sec): 3 clusters Score: Raw -10887937.790199 + Penalty 3708.460950 = -10884229.329249 nChanged 1385 SP:Iteration 13Q (895.163058 sec): 3 clusters Score: Raw -10888528.657087 + Penalty 3708.460950 = -10884820.196137 nChanged 1311 SP:Iteration 14Q (895.362506 sec): 3 clusters Score: Raw -10889053.480694 + Penalty 3708.460950 = -10885345.019744 nChanged 1182 SP:Iteration 15Q (895.553464 sec): 3 clusters Score: Raw -10889477.430496 + Penalty 3708.460950 = -10885768.969546 nChanged 1002 SP:Iteration 16Q (895.746908 sec): 3 clusters Score: Raw -10889780.371823 + Penalty 3708.460950 = -10886071.910873 nChanged 837 SP:Iteration 17Q (895.941327 sec): 3 clusters Score: Raw -10890012.601889 + Penalty 3708.460950 = -10886304.140939 nChanged 761 SP:Iteration 18Q (896.124129 sec): 3 clusters Score: Raw -10890200.312983 + Penalty 3708.460950 = -10886491.852033 nChanged 669 SP:Iteration 19Q (896.307685 sec): 3 clusters Score: Raw -10890343.005021 + Penalty 3708.460950 = -10886634.544071 nChanged 623 SP:Iteration 20F (896.504509 sec): 3 clusters Score: Raw -10890462.836472 + Penalty 3708.460950 = -10886754.375522 nChanged 581 SP:Iteration 21Q (896.697719 sec): 3 clusters Score: Raw -10890572.111651 + Penalty 3708.460950 = -10886863.650701 nChanged 572 SP:Iteration 22Q (896.892034 sec): 3 clusters Score: Raw -10890669.224078 + Penalty 3708.460950 = -10886960.763127 nChanged 552 SP:Iteration 23Q (897.096646 sec): 3 clusters Score: Raw -10890760.419583 + Penalty 3708.460950 = -10887051.958633 nChanged 531 SP:Iteration 24Q (897.278043 sec): 3 clusters Score: Raw -10890841.037672 + Penalty 3708.460950 = -10887132.576722 nChanged 491 SP:Iteration 25Q (897.481628 sec): 3 clusters Score: Raw -10890910.386185 + Penalty 3708.460950 = -10887201.925234 nChanged 454 SP:Iteration 26Q (897.658355 sec): 3 clusters Score: Raw -10890972.789529 + Penalty 3708.460950 = -10887264.328578 nChanged 471 SP:Iteration 27Q (897.866498 sec): 3 clusters Score: Raw -10891038.358348 + Penalty 3708.460950 = -10887329.897397 nChanged 449 SP:Iteration 28Q (898.036957 sec): 3 clusters Score: Raw -10891100.831617 + Penalty 3708.460950 = -10887392.370666 nChanged 436 SP:Iteration 29Q (898.212166 sec): 3 clusters Score: Raw -10891159.121951 + Penalty 3708.460950 = -10887450.661001 nChanged 424 SP:Iteration 30Q (898.378626 sec): 3 clusters Score: Raw -10891217.157960 + Penalty 3708.460950 = -10887508.697009 nChanged 380 SP:Iteration 31Q (898.564959 sec): 3 clusters Score: Raw -10891265.674801 + Penalty 3708.460950 = -10887557.213851 nChanged 373 SP:Iteration 32Q (898.751693 sec): 3 clusters Score: Raw -10891314.314366 + Penalty 3708.460950 = -10887605.853416 nChanged 382 SP:Iteration 33Q (898.939519 sec): 3 clusters Score: Raw -10891366.570572 + Penalty 3708.460950 = -10887658.109622 nChanged 408 SP:Iteration 34Q (899.126901 sec): 3 clusters Score: Raw -10891427.544822 + Penalty 3708.460950 = -10887719.083871 nChanged 414 SP:Iteration 35Q (899.308239 sec): 3 clusters Score: Raw -10891490.609634 + Penalty 3708.460950 = -10887782.148684 nChanged 433 SP:Iteration 36Q (899.491716 sec): 3 clusters Score: Raw -10891555.725020 + Penalty 3708.460950 = -10887847.264070 nChanged 396 SP:Iteration 37Q (899.684413 sec): 3 clusters Score: Raw -10891610.826534 + Penalty 3708.460950 = -10887902.365584 nChanged 388 SP:Iteration 38Q (899.869343 sec): 3 clusters Score: Raw -10891662.792908 + Penalty 3708.460950 = -10887954.331958 nChanged 384 SP:Iteration 39Q (900.045867 sec): 3 clusters Score: Raw -10891712.933946 + Penalty 3708.460950 = -10888004.472995 nChanged 376 SP:Iteration 40F (900.236907 sec): 3 clusters Score: Raw -10891763.126268 + Penalty 3708.460950 = -10888054.665318 nChanged 366 SP:Iteration 41Q (900.436280 sec): 3 clusters Score: Raw -10891814.539397 + Penalty 3708.460950 = -10888106.078447 nChanged 363 SP:Iteration 42Q (900.614715 sec): 3 clusters Score: Raw -10891864.683713 + Penalty 3708.460950 = -10888156.222763 nChanged 364 SP:Iteration 43Q (900.791567 sec): 3 clusters Score: Raw -10891919.766478 + Penalty 3708.460950 = -10888211.305528 nChanged 367 SP:Iteration 44Q (900.977596 sec): 3 clusters Score: Raw -10891976.676619 + Penalty 3708.460950 = -10888268.215669 nChanged 370 SP:Iteration 45Q (901.148046 sec): 3 clusters Score: Raw -10892034.021269 + Penalty 3708.460950 = -10888325.560319 nChanged 343 SP:Iteration 46Q (901.336368 sec): 3 clusters Score: Raw -10892085.196593 + Penalty 3708.460950 = -10888376.735643 nChanged 353 SP:Iteration 47Q (901.522795 sec): 3 clusters Score: Raw -10892137.460214 + Penalty 3708.460950 = -10888428.999264 nChanged 330 SP:Iteration 48Q (901.698384 sec): 3 clusters Score: Raw -10892187.958856 + Penalty 3708.460950 = -10888479.497906 nChanged 346 SP:Iteration 49Q (901.873530 sec): 3 clusters Score: Raw -10892243.260647 + Penalty 3708.460950 = -10888534.799697 nChanged 321 SP:Iteration 50Q (902.051556 sec): 3 clusters Score: Raw -10892290.365867 + Penalty 3708.460950 = -10888581.904917 nChanged 296 SP:Iteration 51Q (902.229758 sec): 3 clusters Score: Raw -10892332.697245 + Penalty 3708.460950 = -10888624.236295 nChanged 289 SP:Iteration 52Q (902.419437 sec): 3 clusters Score: Raw -10892375.092195 + Penalty 3708.460950 = -10888666.631245 nChanged 285 SP:Iteration 53Q (902.605641 sec): 3 clusters Score: Raw -10892418.182824 + Penalty 3708.460950 = -10888709.721874 nChanged 298 SP:Iteration 54Q (902.788738 sec): 3 clusters Score: Raw -10892462.867827 + Penalty 3708.460950 = -10888754.406877 nChanged 301 SP:Iteration 55Q (902.968703 sec): 3 clusters Score: Raw -10892506.730723 + Penalty 3708.460950 = -10888798.269773 nChanged 290 SP:Iteration 56Q (903.148480 sec): 3 clusters Score: Raw -10892547.544614 + Penalty 3708.460950 = -10888839.083664 nChanged 278 SP:Iteration 57Q (903.329726 sec): 3 clusters Score: Raw -10892587.415906 + Penalty 3708.460950 = -10888878.954956 nChanged 255 SP:Iteration 58Q (903.514381 sec): 3 clusters Score: Raw -10892621.719095 + Penalty 3708.460950 = -10888913.258145 nChanged 245 SP:Iteration 59Q (903.681698 sec): 3 clusters Score: Raw -10892658.771269 + Penalty 3708.460950 = -10888950.310319 nChanged 238 SP:Iteration 60F (903.870404 sec): 3 clusters Score: Raw -10892692.317841 + Penalty 3708.460950 = -10888983.856891 nChanged 225 SP:Iteration 61Q (904.040258 sec): 3 clusters Score: Raw -10892725.317267 + Penalty 3708.460950 = -10889016.856316 nChanged 230 SP:Iteration 62Q (904.202280 sec): 3 clusters Score: Raw -10892761.111740 + Penalty 3708.460950 = -10889052.650790 nChanged 239 SP:Iteration 63Q (904.388493 sec): 3 clusters Score: Raw -10892796.486321 + Penalty 3708.460950 = -10889088.025371 nChanged 192 SP:Iteration 64Q (904.578325 sec): 3 clusters Score: Raw -10892820.254716 + Penalty 3708.460950 = -10889111.793766 nChanged 190 SP:Iteration 65Q (904.749683 sec): 3 clusters Score: Raw -10892845.268401 + Penalty 3708.460950 = -10889136.807451 nChanged 180 SP:Iteration 66Q (904.926155 sec): 3 clusters Score: Raw -10892867.503519 + Penalty 3708.460950 = -10889159.042569 nChanged 163 SP:Iteration 67Q (905.102959 sec): 3 clusters Score: Raw -10892887.514116 + Penalty 3708.460950 = -10889179.053165 nChanged 158 SP:Iteration 68Q (905.284727 sec): 3 clusters Score: Raw -10892906.716364 + Penalty 3708.460950 = -10889198.255414 nChanged 172 SP:Iteration 69Q (905.462425 sec): 3 clusters Score: Raw -10892927.796299 + Penalty 3708.460950 = -10889219.335349 nChanged 157 SP:Iteration 70Q (905.629410 sec): 3 clusters Score: Raw -10892945.928334 + Penalty 3708.460950 = -10889237.467384 nChanged 145 SP:Iteration 71Q (905.810694 sec): 3 clusters Score: Raw -10892962.685137 + Penalty 3708.460950 = -10889254.224187 nChanged 143 SP:Iteration 72Q (905.980014 sec): 3 clusters Score: Raw -10892979.214613 + Penalty 3708.460950 = -10889270.753663 nChanged 138 SP:Iteration 73Q (906.154225 sec): 3 clusters Score: Raw -10892995.079548 + Penalty 3708.460950 = -10889286.618598 nChanged 128 SP:Iteration 74Q (906.325128 sec): 3 clusters Score: Raw -10893010.456768 + Penalty 3708.460950 = -10889301.995817 nChanged 128 SP:Iteration 75Q (906.495747 sec): 3 clusters Score: Raw -10893026.190202 + Penalty 3708.460950 = -10889317.729252 nChanged 126 SP:Iteration 76Q (906.670956 sec): 3 clusters Score: Raw -10893043.551856 + Penalty 3708.460950 = -10889335.090906 nChanged 125 SP:Iteration 77Q (906.856432 sec): 3 clusters Score: Raw -10893058.820899 + Penalty 3708.460950 = -10889350.359949 nChanged 120 SP:Iteration 78Q (907.040580 sec): 3 clusters Score: Raw -10893071.860779 + Penalty 3708.460950 = -10889363.399829 nChanged 114 SP:Iteration 79Q (907.199802 sec): 3 clusters Score: Raw -10893085.287992 + Penalty 3708.460950 = -10889376.827041 nChanged 115 SP:Iteration 80F (907.388530 sec): 3 clusters Score: Raw -10893099.677387 + Penalty 3708.460950 = -10889391.216437 nChanged 108 SP:Iteration 81Q (907.547433 sec): 3 clusters Score: Raw -10893113.223161 + Penalty 3708.460950 = -10889404.762211 nChanged 106 SP:Iteration 82Q (907.729857 sec): 3 clusters Score: Raw -10893127.262201 + Penalty 3708.460950 = -10889418.801251 nChanged 120 SP:Iteration 83Q (907.901306 sec): 3 clusters Score: Raw -10893143.331058 + Penalty 3708.460950 = -10889434.870108 nChanged 126 SP:Iteration 84Q (908.080183 sec): 3 clusters Score: Raw -10893162.400494 + Penalty 3708.460950 = -10889453.939543 nChanged 140 SP:Iteration 85Q (908.259153 sec): 3 clusters Score: Raw -10893185.562246 + Penalty 3708.460950 = -10889477.101296 nChanged 148 SP:Iteration 86Q (908.426164 sec): 3 clusters Score: Raw -10893207.097911 + Penalty 3708.460950 = -10889498.636961 nChanged 144 SP:Iteration 87Q (908.597481 sec): 3 clusters Score: Raw -10893231.326424 + Penalty 3708.460950 = -10889522.865473 nChanged 170 SP:Iteration 88Q (908.766569 sec): 3 clusters Score: Raw -10893259.127356 + Penalty 3708.460950 = -10889550.666406 nChanged 159 SP:Iteration 89Q (908.940475 sec): 3 clusters Score: Raw -10893284.410231 + Penalty 3708.460950 = -10889575.949280 nChanged 159 SP:Iteration 90Q (909.109496 sec): 3 clusters Score: Raw -10893307.750261 + Penalty 3708.460950 = -10889599.289311 nChanged 140 SP:Iteration 91Q (909.283076 sec): 3 clusters Score: Raw -10893329.694209 + Penalty 3708.460950 = -10889621.233259 nChanged 136 SP:Iteration 92Q (909.445531 sec): 3 clusters Score: Raw -10893351.144678 + Penalty 3708.460950 = -10889642.683728 nChanged 106 SP:Iteration 93Q (909.616885 sec): 3 clusters Score: Raw -10893366.125120 + Penalty 3708.460950 = -10889657.664170 nChanged 101 SP:Iteration 94Q (909.776596 sec): 3 clusters Score: Raw -10893380.127532 + Penalty 3708.460950 = -10889671.666582 nChanged 88 SP:Iteration 95Q (909.936781 sec): 3 clusters Score: Raw -10893392.237552 + Penalty 3708.460950 = -10889683.776602 nChanged 83 SP:Iteration 96Q (910.096702 sec): 3 clusters Score: Raw -10893404.173952 + Penalty 3708.460950 = -10889695.713002 nChanged 83 SP:Iteration 97Q (910.264927 sec): 3 clusters Score: Raw -10893416.455415 + Penalty 3708.460950 = -10889707.994465 nChanged 78 SP:Iteration 98Q (910.416330 sec): 3 clusters Score: Raw -10893426.462975 + Penalty 3708.460950 = -10889718.002025 nChanged 67 SP:Iteration 99Q (910.593970 sec): 3 clusters Score: Raw -10893434.992543 + Penalty 3708.460950 = -10889726.531592 nChanged 62 SP:Iteration 100F (910.789595 sec): 3 clusters Score: Raw -10893441.696696 + Penalty 3708.460950 = -10889733.235746 nChanged 53 SP:Iteration 101Q (910.947925 sec): 3 clusters Score: Raw -10893448.064084 + Penalty 3708.460950 = -10889739.603134 nChanged 52 SP:Iteration 102Q (911.126261 sec): 3 clusters Score: Raw -10893454.400756 + Penalty 3708.460950 = -10889745.939806 nChanged 52 SP:Iteration 103Q (911.296667 sec): 3 clusters Score: Raw -10893461.266250 + Penalty 3708.460950 = -10889752.805300 nChanged 52 SP:Iteration 104Q (911.461159 sec): 3 clusters Score: Raw -10893468.840434 + Penalty 3708.460950 = -10889760.379483 nChanged 50 SP:Iteration 105Q (911.626030 sec): 3 clusters Score: Raw -10893475.397968 + Penalty 3708.460950 = -10889766.937018 nChanged 41 SP:Iteration 106Q (911.801127 sec): 3 clusters Score: Raw -10893481.949966 + Penalty 3708.460950 = -10889773.489016 nChanged 41 SP:Iteration 107Q (911.977456 sec): 3 clusters Score: Raw -10893487.259700 + Penalty 3708.460950 = -10889778.798749 nChanged 45 SP:Iteration 108Q (912.143480 sec): 3 clusters Score: Raw -10893492.709570 + Penalty 3708.460950 = -10889784.248619 nChanged 40 SP:Iteration 109Q (912.309250 sec): 3 clusters Score: Raw -10893498.133328 + Penalty 3708.460950 = -10889789.672378 nChanged 44 SP:Iteration 110Q (912.472074 sec): 3 clusters Score: Raw -10893503.015019 + Penalty 3708.460950 = -10889794.554068 nChanged 35 SP:Iteration 111Q (912.640752 sec): 3 clusters Score: Raw -10893506.398169 + Penalty 3708.460950 = -10889797.937219 nChanged 36 SP:Iteration 112Q (912.796837 sec): 3 clusters Score: Raw -10893510.680885 + Penalty 3708.460950 = -10889802.219934 nChanged 47 SP:Iteration 113Q (912.955378 sec): 3 clusters Score: Raw -10893516.308516 + Penalty 3708.460950 = -10889807.847565 nChanged 46 SP:Iteration 114Q (913.117838 sec): 3 clusters Score: Raw -10893521.758651 + Penalty 3708.460950 = -10889813.297701 nChanged 33 SP:Iteration 115Q (913.293177 sec): 3 clusters Score: Raw -10893525.901025 + Penalty 3708.460950 = -10889817.440075 nChanged 48 SP:Iteration 116Q (913.470449 sec): 3 clusters Score: Raw -10893532.155329 + Penalty 3708.460950 = -10889823.694379 nChanged 49 SP:Iteration 117Q (913.635379 sec): 3 clusters Score: Raw -10893538.276573 + Penalty 3708.460950 = -10889829.815623 nChanged 46 SP:Iteration 118Q (913.801015 sec): 3 clusters Score: Raw -10893543.710641 + Penalty 3708.460950 = -10889835.249691 nChanged 58 SP:Iteration 119Q (913.970294 sec): 3 clusters Score: Raw -10893549.943106 + Penalty 3708.460950 = -10889841.482156 nChanged 49 SP:Iteration 120F (914.174287 sec): 3 clusters Score: Raw -10893556.010330 + Penalty 3708.460950 = -10889847.549380 nChanged 42 SP:Iteration 121Q (914.346658 sec): 3 clusters Score: Raw -10893561.158288 + Penalty 3708.460950 = -10889852.697338 nChanged 35 SP:Iteration 122Q (914.514418 sec): 3 clusters Score: Raw -10893565.605537 + Penalty 3708.460950 = -10889857.144586 nChanged 28 SP:Iteration 123Q (914.683487 sec): 3 clusters Score: Raw -10893568.539747 + Penalty 3708.460950 = -10889860.078797 nChanged 35 SP:Iteration 124Q (914.850827 sec): 3 clusters Score: Raw -10893572.850122 + Penalty 3708.460950 = -10889864.389172 nChanged 31 SP:Iteration 125Q (915.020929 sec): 3 clusters Score: Raw -10893576.927232 + Penalty 3708.460950 = -10889868.466282 nChanged 36 SP:Iteration 126Q (915.195039 sec): 3 clusters Score: Raw -10893581.929031 + Penalty 3708.460950 = -10889873.468081 nChanged 25 SP:Iteration 127Q (915.388524 sec): 3 clusters Score: Raw -10893585.067284 + Penalty 3708.460950 = -10889876.606334 nChanged 29 SP:Iteration 128Q (915.565733 sec): 3 clusters Score: Raw -10893588.942500 + Penalty 3708.460950 = -10889880.481549 nChanged 32 SP:Iteration 129Q (915.753283 sec): 3 clusters Score: Raw -10893592.879095 + Penalty 3708.460950 = -10889884.418145 nChanged 29 SP:Iteration 130Q (915.923043 sec): 3 clusters Score: Raw -10893596.952549 + Penalty 3708.460950 = -10889888.491599 nChanged 28 SP:Iteration 131Q (916.101798 sec): 3 clusters Score: Raw -10893600.410534 + Penalty 3708.460950 = -10889891.949583 nChanged 22 SP:Iteration 132Q (916.264159 sec): 3 clusters Score: Raw -10893602.577289 + Penalty 3708.460950 = -10889894.116339 nChanged 20 SP:Iteration 133Q (916.437185 sec): 3 clusters Score: Raw -10893604.728442 + Penalty 3708.460950 = -10889896.267492 nChanged 12 SP:Iteration 134Q (916.601761 sec): 3 clusters Score: Raw -10893605.763527 + Penalty 3708.460950 = -10889897.302577 nChanged 12 SP:Iteration 135Q (916.761872 sec): 3 clusters Score: Raw -10893606.707448 + Penalty 3708.460950 = -10889898.246498 nChanged 6 SP:Iteration 136Q (916.936250 sec): 3 clusters Score: Raw -10893607.145817 + Penalty 3708.460950 = -10889898.684867 nChanged 5 SP:Iteration 137Q (917.112857 sec): 3 clusters Score: Raw -10893607.571599 + Penalty 3708.460950 = -10889899.110649 nChanged 7 SP:Iteration 138Q (917.284255 sec): 3 clusters Score: Raw -10893607.993204 + Penalty 3708.460950 = -10889899.532254 nChanged 8 SP:Iteration 139Q (917.446723 sec): 3 clusters Score: Raw -10893608.734469 + Penalty 3708.460950 = -10889900.273519 nChanged 12 SP:Iteration 140F (917.651004 sec): 3 clusters Score: Raw -10893610.374718 + Penalty 3708.460950 = -10889901.913767 nChanged 15 SP:Iteration 141Q (917.821726 sec): 3 clusters Score: Raw -10893612.107905 + Penalty 3708.460950 = -10889903.646955 nChanged 18 SP:Iteration 142Q (917.990953 sec): 3 clusters Score: Raw -10893614.255473 + Penalty 3708.460950 = -10889905.794523 nChanged 12 SP:Iteration 143Q (918.164253 sec): 3 clusters Score: Raw -10893615.813470 + Penalty 3708.460950 = -10889907.352519 nChanged 13 SP:Iteration 144Q (918.334633 sec): 3 clusters Score: Raw -10893616.897132 + Penalty 3708.460950 = -10889908.436182 nChanged 13 SP:Iteration 145Q (918.490167 sec): 3 clusters Score: Raw -10893618.145642 + Penalty 3708.460950 = -10889909.684692 nChanged 9 SP:Iteration 146Q (918.647987 sec): 3 clusters Score: Raw -10893619.005942 + Penalty 3708.460950 = -10889910.544992 nChanged 9 SP:Iteration 147Q (918.799165 sec): 3 clusters Score: Raw -10893620.018794 + Penalty 3708.460950 = -10889911.557844 nChanged 9 SP:Iteration 148Q (918.976416 sec): 3 clusters Score: Raw -10893620.773919 + Penalty 3708.460950 = -10889912.312968 nChanged 6 SP:Iteration 149Q (919.143686 sec): 3 clusters Score: Raw -10893621.122667 + Penalty 3708.460950 = -10889912.661717 nChanged 5 SP:Iteration 150Q (919.310260 sec): 3 clusters Score: Raw -10893621.400482 + Penalty 3708.460950 = -10889912.939532 nChanged 5 SP:Iteration 151Q (919.476323 sec): 3 clusters Score: Raw -10893621.667381 + Penalty 3708.460950 = -10889913.206431 nChanged 4 SP:Iteration 152Q (919.646862 sec): 3 clusters Score: Raw -10893621.993810 + Penalty 3708.460950 = -10889913.532860 nChanged 3 SP:Iteration 153Q (919.826556 sec): 3 clusters Score: Raw -10893622.276638 + Penalty 3708.460950 = -10889913.815688 nChanged 8 SP:Iteration 154Q (919.989453 sec): 3 clusters Score: Raw -10893622.993427 + Penalty 3708.460950 = -10889914.532477 nChanged 11 SP:Iteration 155Q (920.162959 sec): 3 clusters Score: Raw -10893623.926323 + Penalty 3708.460950 = -10889915.465372 nChanged 8 SP:Iteration 156Q (920.328426 sec): 3 clusters Score: Raw -10893624.545704 + Penalty 3708.460950 = -10889916.084753 nChanged 5 SP:Iteration 157Q (920.496990 sec): 3 clusters Score: Raw -10893624.879896 + Penalty 3708.460950 = -10889916.418946 nChanged 3 SP:Iteration 158Q (920.662561 sec): 3 clusters Score: Raw -10893625.089284 + Penalty 3708.460950 = -10889916.628334 nChanged 1 SP:Iteration 159Q (920.830731 sec): 3 clusters Score: Raw -10893625.221013 + Penalty 3708.460950 = -10889916.760063 nChanged 2 SP:Iteration 160F (921.037363 sec): 3 clusters Score: Raw -10893625.302436 + Penalty 3708.460950 = -10889916.841486 nChanged 1 SP:Iteration 161Q (921.213053 sec): 3 clusters Score: Raw -10893625.371829 + Penalty 3708.460950 = -10889916.910879 nChanged 1 SP:Iteration 162Q (921.389049 sec): 3 clusters Score: Raw -10893625.478690 + Penalty 3708.460950 = -10889917.017740 nChanged 6 SP:Iteration 163Q (921.561831 sec): 3 clusters Score: Raw -10893625.942094 + Penalty 3708.460950 = -10889917.481143 nChanged 7 SP:Iteration 164Q (921.734559 sec): 3 clusters Score: Raw -10893626.596739 + Penalty 3708.460950 = -10889918.135789 nChanged 10 SP:Iteration 165Q (921.902542 sec): 3 clusters Score: Raw -10893627.566967 + Penalty 3708.460950 = -10889919.106016 nChanged 7 SP:Iteration 166Q (922.069896 sec): 3 clusters Score: Raw -10893628.171341 + Penalty 3708.460950 = -10889919.710391 nChanged 7 SP:Iteration 167Q (922.240253 sec): 3 clusters Score: Raw -10893628.638148 + Penalty 3708.460950 = -10889920.177198 nChanged 4 SP:Iteration 168Q (922.392411 sec): 3 clusters Score: Raw -10893628.920343 + Penalty 3708.460950 = -10889920.459393 nChanged 4 SP:Iteration 169Q (922.562027 sec): 3 clusters Score: Raw -10893629.286654 + Penalty 3708.460950 = -10889920.825704 nChanged 5 SP:Iteration 170Q (922.739067 sec): 3 clusters Score: Raw -10893629.967797 + Penalty 3708.460950 = -10889921.506847 nChanged 5 SP:Iteration 171Q (922.903538 sec): 3 clusters Score: Raw -10893630.272557 + Penalty 3708.460950 = -10889921.811606 nChanged 1 SP:Iteration 172Q (923.085937 sec): 3 clusters Score: Raw -10893630.333374 + Penalty 3708.460950 = -10889921.872424 nChanged 1 SP:Iteration 173Q (923.264608 sec): 3 clusters Score: Raw -10893630.430505 + Penalty 3708.460950 = -10889921.969555 nChanged 2 SP:Iteration 174Q (923.430268 sec): 3 clusters Score: Raw -10893630.541607 + Penalty 3708.460950 = -10889922.080657 nChanged 1 SP:Iteration 175Q (923.591963 sec): 3 clusters Score: Raw -10893630.573325 + Penalty 3708.460950 = -10889922.112375 nChanged 0 SP:Iteration 176F (923.776580 sec): 3 clusters Score: Raw -10893630.573325 + Penalty 3708.460950 = -10889922.112375 nChanged 0 Trying to split cluster 26 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (923.816609 sec): 2 clusters Score: Raw -296713.889710 + Penalty 1258.562956 = -295455.326754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (923.853192 sec): 3 clusters Score: Raw -295707.206090 + Penalty 2517.125911 = -293190.080178 nChanged 801 SP:Iteration 1F (923.890363 sec): 3 clusters Score: Raw -296227.185772 + Penalty 2517.125911 = -293710.059861 nChanged 199 SP:Iteration 2F (923.933300 sec): 3 clusters Score: Raw -296387.176756 + Penalty 2517.125911 = -293870.050845 nChanged 130 SP:Iteration 3F (923.979299 sec): 3 clusters Score: Raw -296486.497779 + Penalty 2517.125911 = -293969.371868 nChanged 112 SP:Iteration 4Q (924.029664 sec): 3 clusters Score: Raw -296564.245160 + Penalty 2517.125911 = -294047.119249 nChanged 74 SP:Iteration 5Q (924.075770 sec): 3 clusters Score: Raw -296622.155807 + Penalty 2517.125911 = -294105.029896 nChanged 66 SP:Iteration 6Q (924.131273 sec): 3 clusters Score: Raw -296670.438241 + Penalty 2517.125911 = -294153.312330 nChanged 64 SP:Iteration 7Q (924.178357 sec): 3 clusters Score: Raw -296727.080151 + Penalty 2517.125911 = -294209.954240 nChanged 70 SP:Iteration 8Q (924.215553 sec): 3 clusters Score: Raw -296780.729827 + Penalty 2517.125911 = -294263.603916 nChanged 77 SP:Iteration 9Q (924.271552 sec): 3 clusters Score: Raw -296844.364713 + Penalty 2517.125911 = -294327.238802 nChanged 76 SP:Iteration 10Q (924.305587 sec): 3 clusters Score: Raw -296902.214113 + Penalty 2517.125911 = -294385.088202 nChanged 62 SP:Iteration 11Q (924.349898 sec): 3 clusters Score: Raw -296944.007224 + Penalty 2517.125911 = -294426.881312 nChanged 54 SP:Iteration 12Q (924.395081 sec): 3 clusters Score: Raw -296982.765891 + Penalty 2517.125911 = -294465.639980 nChanged 44 SP:Iteration 13Q (924.439662 sec): 3 clusters Score: Raw -297016.470830 + Penalty 2517.125911 = -294499.344919 nChanged 38 SP:Iteration 14Q (924.477299 sec): 3 clusters Score: Raw -297043.349755 + Penalty 2517.125911 = -294526.223844 nChanged 28 SP:Iteration 15Q (924.520826 sec): 3 clusters Score: Raw -297062.028985 + Penalty 2517.125911 = -294544.903074 nChanged 24 SP:Iteration 16Q (924.582000 sec): 3 clusters Score: Raw -297076.670183 + Penalty 2517.125911 = -294559.544272 nChanged 21 SP:Iteration 17Q (924.628304 sec): 3 clusters Score: Raw -297088.590459 + Penalty 2517.125911 = -294571.464548 nChanged 15 SP:Iteration 18Q (924.661608 sec): 3 clusters Score: Raw -297095.853483 + Penalty 2517.125911 = -294578.727572 nChanged 10 SP:Iteration 19Q (924.705661 sec): 3 clusters Score: Raw -297100.147386 + Penalty 2517.125911 = -294583.021474 nChanged 8 SP:Iteration 20F (924.753324 sec): 3 clusters Score: Raw -297103.069786 + Penalty 2517.125911 = -294585.943875 nChanged 9 SP:Iteration 21Q (924.807373 sec): 3 clusters Score: Raw -297106.213870 + Penalty 2517.125911 = -294589.087958 nChanged 6 SP:Iteration 22Q (924.849257 sec): 3 clusters Score: Raw -297109.310027 + Penalty 2517.125911 = -294592.184116 nChanged 4 SP:Iteration 23Q (924.882644 sec): 3 clusters Score: Raw -297110.843175 + Penalty 2517.125911 = -294593.717264 nChanged 3 SP:Iteration 24Q (924.931441 sec): 3 clusters Score: Raw -297112.059404 + Penalty 2517.125911 = -294594.933493 nChanged 5 SP:Iteration 25Q (924.980139 sec): 3 clusters Score: Raw -297113.969750 + Penalty 2517.125911 = -294596.843839 nChanged 2 SP:Iteration 26Q (925.030150 sec): 3 clusters Score: Raw -297114.677771 + Penalty 2517.125911 = -294597.551860 nChanged 2 SP:Iteration 27Q (925.067516 sec): 3 clusters Score: Raw -297115.122255 + Penalty 2517.125911 = -294597.996344 nChanged 2 SP:Iteration 28Q (925.107261 sec): 3 clusters Score: Raw -297116.192830 + Penalty 2517.125911 = -294599.066919 nChanged 0 SP:Iteration 29F (925.158179 sec): 3 clusters Score: Raw -297116.192830 + Penalty 2517.125911 = -294599.066919 nChanged 0 Trying to split cluster 27 (2740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (925.191154 sec): 2 clusters Score: Raw -331081.574815 + Penalty 1286.303395 = -329795.271420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (925.243100 sec): 3 clusters Score: Raw -329768.440553 + Penalty 2572.606790 = -327195.833764 nChanged 1071 SP:Iteration 1F (925.291325 sec): 3 clusters Score: Raw -330420.921219 + Penalty 2572.606790 = -327848.314429 nChanged 212 SP:Iteration 2F (925.344874 sec): 3 clusters Score: Raw -330552.640664 + Penalty 2572.606790 = -327980.033874 nChanged 138 SP:Iteration 3F (925.393326 sec): 3 clusters Score: Raw -330636.675042 + Penalty 2572.606790 = -328064.068252 nChanged 119 SP:Iteration 4Q (925.443309 sec): 3 clusters Score: Raw -330716.847830 + Penalty 2572.606790 = -328144.241040 nChanged 99 SP:Iteration 5Q (925.491237 sec): 3 clusters Score: Raw -330784.911949 + Penalty 2572.606790 = -328212.305159 nChanged 97 SP:Iteration 6Q (925.530612 sec): 3 clusters Score: Raw -330854.808066 + Penalty 2572.606790 = -328282.201276 nChanged 90 SP:Iteration 7Q (925.590669 sec): 3 clusters Score: Raw -330923.833982 + Penalty 2572.606790 = -328351.227193 nChanged 98 SP:Iteration 8Q (925.647242 sec): 3 clusters Score: Raw -330990.369628 + Penalty 2572.606790 = -328417.762838 nChanged 73 SP:Iteration 9Q (925.696232 sec): 3 clusters Score: Raw -331040.408388 + Penalty 2572.606790 = -328467.801598 nChanged 58 SP:Iteration 10Q (925.745144 sec): 3 clusters Score: Raw -331086.191497 + Penalty 2572.606790 = -328513.584707 nChanged 72 SP:Iteration 11Q (925.788794 sec): 3 clusters Score: Raw -331135.039444 + Penalty 2572.606790 = -328562.432654 nChanged 47 SP:Iteration 12Q (925.842071 sec): 3 clusters Score: Raw -331161.239681 + Penalty 2572.606790 = -328588.632891 nChanged 30 SP:Iteration 13Q (925.895306 sec): 3 clusters Score: Raw -331178.723814 + Penalty 2572.606790 = -328606.117024 nChanged 27 SP:Iteration 14Q (925.945323 sec): 3 clusters Score: Raw -331189.914751 + Penalty 2572.606790 = -328617.307961 nChanged 18 SP:Iteration 15Q (925.986268 sec): 3 clusters Score: Raw -331202.566250 + Penalty 2572.606790 = -328629.959460 nChanged 19 SP:Iteration 16Q (926.036850 sec): 3 clusters Score: Raw -331216.301405 + Penalty 2572.606790 = -328643.694615 nChanged 23 SP:Iteration 17Q (926.092339 sec): 3 clusters Score: Raw -331235.169353 + Penalty 2572.606790 = -328662.562564 nChanged 25 SP:Iteration 18Q (926.131918 sec): 3 clusters Score: Raw -331250.495072 + Penalty 2572.606790 = -328677.888283 nChanged 23 SP:Iteration 19Q (926.181938 sec): 3 clusters Score: Raw -331263.289672 + Penalty 2572.606790 = -328690.682882 nChanged 19 SP:Iteration 20F (926.230077 sec): 3 clusters Score: Raw -331279.014483 + Penalty 2572.606790 = -328706.407693 nChanged 17 SP:Iteration 21Q (926.273707 sec): 3 clusters Score: Raw -331289.560010 + Penalty 2572.606790 = -328716.953220 nChanged 17 SP:Iteration 22Q (926.320891 sec): 3 clusters Score: Raw -331299.588906 + Penalty 2572.606790 = -328726.982117 nChanged 11 SP:Iteration 23Q (926.362721 sec): 3 clusters Score: Raw -331306.393654 + Penalty 2572.606790 = -328733.786864 nChanged 11 SP:Iteration 24Q (926.409881 sec): 3 clusters Score: Raw -331312.822508 + Penalty 2572.606790 = -328740.215718 nChanged 7 SP:Iteration 25Q (926.458718 sec): 3 clusters Score: Raw -331315.891799 + Penalty 2572.606790 = -328743.285009 nChanged 4 SP:Iteration 26Q (926.510719 sec): 3 clusters Score: Raw -331318.815852 + Penalty 2572.606790 = -328746.209063 nChanged 9 SP:Iteration 27Q (926.543800 sec): 3 clusters Score: Raw -331322.757639 + Penalty 2572.606790 = -328750.150849 nChanged 5 SP:Iteration 28Q (926.592739 sec): 3 clusters Score: Raw -331325.615159 + Penalty 2572.606790 = -328753.008370 nChanged 5 SP:Iteration 29Q (926.640511 sec): 3 clusters Score: Raw -331328.537263 + Penalty 2572.606790 = -328755.930473 nChanged 4 SP:Iteration 30Q (926.697687 sec): 3 clusters Score: Raw -331330.417240 + Penalty 2572.606790 = -328757.810450 nChanged 6 SP:Iteration 31Q (926.747479 sec): 3 clusters Score: Raw -331333.892742 + Penalty 2572.606790 = -328761.285953 nChanged 5 SP:Iteration 32Q (926.791626 sec): 3 clusters Score: Raw -331336.400277 + Penalty 2572.606790 = -328763.793487 nChanged 4 SP:Iteration 33Q (926.832604 sec): 3 clusters Score: Raw -331338.396817 + Penalty 2572.606790 = -328765.790027 nChanged 2 SP:Iteration 34Q (926.870282 sec): 3 clusters Score: Raw -331338.932578 + Penalty 2572.606790 = -328766.325789 nChanged 0 SP:Iteration 35F (926.916655 sec): 3 clusters Score: Raw -331338.932578 + Penalty 2572.606790 = -328766.325789 nChanged 0 Trying to split cluster 28 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (926.951485 sec): 2 clusters Score: Raw -47891.903976 + Penalty 986.869737 = -46905.034239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (926.994885 sec): 3 clusters Score: Raw -47905.132772 + Penalty 1973.739474 = -45931.393298 nChanged 105 SP:Iteration 1F (927.037290 sec): 3 clusters Score: Raw -48063.424348 + Penalty 1973.739474 = -46089.684875 nChanged 20 SP:Iteration 2Q (927.077788 sec): 3 clusters Score: Raw -48104.620657 + Penalty 1973.739474 = -46130.881184 nChanged 16 SP:Iteration 3Q (927.135021 sec): 3 clusters Score: Raw -48147.230693 + Penalty 1973.739474 = -46173.491220 nChanged 12 SP:Iteration 4Q (927.181393 sec): 3 clusters Score: Raw -48175.506719 + Penalty 1973.739474 = -46201.767245 nChanged 10 SP:Iteration 5Q (927.221321 sec): 3 clusters Score: Raw -48193.144113 + Penalty 1973.739474 = -46219.404640 nChanged 6 SP:Iteration 6Q (927.262969 sec): 3 clusters Score: Raw -48207.801199 + Penalty 1973.739474 = -46234.061725 nChanged 8 SP:Iteration 7Q (927.312148 sec): 3 clusters Score: Raw -48230.343834 + Penalty 1973.739474 = -46256.604360 nChanged 5 SP:Iteration 8Q (927.347116 sec): 3 clusters Score: Raw -48239.688596 + Penalty 1973.739474 = -46265.949122 nChanged 1 SP:Iteration 9Q (927.390873 sec): 3 clusters Score: Raw -48242.917809 + Penalty 1973.739474 = -46269.178335 nChanged 1 SP:Iteration 10Q (927.432325 sec): 3 clusters Score: Raw -48244.023987 + Penalty 1973.739474 = -46270.284513 nChanged 0 SP:Iteration 11F (927.482179 sec): 3 clusters Score: Raw -48244.023987 + Penalty 1973.739474 = -46270.284513 nChanged 0 Trying to split cluster 29 (10989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (927.520339 sec): 2 clusters Score: Raw -1336016.132229 + Penalty 1512.005633 = -1334504.126595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (927.579970 sec): 3 clusters Score: Raw -1329636.447707 + Penalty 3024.011267 = -1326612.436440 nChanged 4800 SP:Iteration 1F (927.636649 sec): 3 clusters Score: Raw -1332367.458826 + Penalty 3024.011267 = -1329343.447559 nChanged 671 SP:Iteration 2F (927.705868 sec): 3 clusters Score: Raw -1332619.866440 + Penalty 3024.011267 = -1329595.855173 nChanged 528 SP:Iteration 3Q (927.776001 sec): 3 clusters Score: Raw -1332816.732278 + Penalty 3024.011267 = -1329792.721011 nChanged 465 SP:Iteration 4Q (927.825903 sec): 3 clusters Score: Raw -1333001.024452 + Penalty 3024.011267 = -1329977.013186 nChanged 465 SP:Iteration 5Q (927.891140 sec): 3 clusters Score: Raw -1333216.055596 + Penalty 3024.011267 = -1330192.044330 nChanged 493 SP:Iteration 6Q (927.948557 sec): 3 clusters Score: Raw -1333479.215168 + Penalty 3024.011267 = -1330455.203901 nChanged 518 SP:Iteration 7Q (928.011597 sec): 3 clusters Score: Raw -1333783.232299 + Penalty 3024.011267 = -1330759.221033 nChanged 546 SP:Iteration 8Q (928.074031 sec): 3 clusters Score: Raw -1334113.975838 + Penalty 3024.011267 = -1331089.964571 nChanged 529 SP:Iteration 9Q (928.140991 sec): 3 clusters Score: Raw -1334450.604590 + Penalty 3024.011267 = -1331426.593324 nChanged 516 SP:Iteration 10Q (928.198794 sec): 3 clusters Score: Raw -1334809.837463 + Penalty 3024.011267 = -1331785.826196 nChanged 460 SP:Iteration 11Q (928.261183 sec): 3 clusters Score: Raw -1335131.475466 + Penalty 3024.011267 = -1332107.464200 nChanged 421 SP:Iteration 12Q (928.319249 sec): 3 clusters Score: Raw -1335437.390424 + Penalty 3024.011267 = -1332413.379157 nChanged 348 SP:Iteration 13Q (928.378178 sec): 3 clusters Score: Raw -1335652.484039 + Penalty 3024.011267 = -1332628.472772 nChanged 269 SP:Iteration 14Q (928.446184 sec): 3 clusters Score: Raw -1335805.574899 + Penalty 3024.011267 = -1332781.563632 nChanged 192 SP:Iteration 15Q (928.503319 sec): 3 clusters Score: Raw -1335906.387264 + Penalty 3024.011267 = -1332882.375998 nChanged 168 SP:Iteration 16Q (928.563570 sec): 3 clusters Score: Raw -1335981.155404 + Penalty 3024.011267 = -1332957.144137 nChanged 141 SP:Iteration 17Q (928.636514 sec): 3 clusters Score: Raw -1336042.456091 + Penalty 3024.011267 = -1333018.444824 nChanged 112 SP:Iteration 18Q (928.699552 sec): 3 clusters Score: Raw -1336093.781716 + Penalty 3024.011267 = -1333069.770449 nChanged 119 SP:Iteration 19Q (928.763953 sec): 3 clusters Score: Raw -1336148.426737 + Penalty 3024.011267 = -1333124.415471 nChanged 105 SP:Iteration 20F (928.826035 sec): 3 clusters Score: Raw -1336189.971000 + Penalty 3024.011267 = -1333165.959733 nChanged 71 SP:Iteration 21Q (928.878367 sec): 3 clusters Score: Raw -1336214.596835 + Penalty 3024.011267 = -1333190.585568 nChanged 66 SP:Iteration 22Q (928.955062 sec): 3 clusters Score: Raw -1336235.333209 + Penalty 3024.011267 = -1333211.321942 nChanged 47 SP:Iteration 23Q (929.017649 sec): 3 clusters Score: Raw -1336250.252569 + Penalty 3024.011267 = -1333226.241303 nChanged 32 SP:Iteration 24Q (929.077539 sec): 3 clusters Score: Raw -1336258.755788 + Penalty 3024.011267 = -1333234.744522 nChanged 30 SP:Iteration 25Q (929.141815 sec): 3 clusters Score: Raw -1336268.020267 + Penalty 3024.011267 = -1333244.009001 nChanged 32 SP:Iteration 26Q (929.199765 sec): 3 clusters Score: Raw -1336278.634006 + Penalty 3024.011267 = -1333254.622739 nChanged 36 SP:Iteration 27Q (929.261354 sec): 3 clusters Score: Raw -1336289.579284 + Penalty 3024.011267 = -1333265.568018 nChanged 34 SP:Iteration 28Q (929.329378 sec): 3 clusters Score: Raw -1336297.844804 + Penalty 3024.011267 = -1333273.833537 nChanged 27 SP:Iteration 29Q (929.384172 sec): 3 clusters Score: Raw -1336304.688582 + Penalty 3024.011267 = -1333280.677316 nChanged 26 SP:Iteration 30Q (929.458088 sec): 3 clusters Score: Raw -1336311.685298 + Penalty 3024.011267 = -1333287.674031 nChanged 25 SP:Iteration 31Q (929.523468 sec): 3 clusters Score: Raw -1336318.380867 + Penalty 3024.011267 = -1333294.369600 nChanged 22 SP:Iteration 32Q (929.576275 sec): 3 clusters Score: Raw -1336322.958015 + Penalty 3024.011267 = -1333298.946749 nChanged 14 SP:Iteration 33Q (929.641225 sec): 3 clusters Score: Raw -1336326.347557 + Penalty 3024.011267 = -1333302.336291 nChanged 13 SP:Iteration 34Q (929.706289 sec): 3 clusters Score: Raw -1336329.234008 + Penalty 3024.011267 = -1333305.222741 nChanged 6 SP:Iteration 35Q (929.762320 sec): 3 clusters Score: Raw -1336331.299922 + Penalty 3024.011267 = -1333307.288655 nChanged 8 SP:Iteration 36Q (929.831290 sec): 3 clusters Score: Raw -1336333.387897 + Penalty 3024.011267 = -1333309.376631 nChanged 7 SP:Iteration 37Q (929.881202 sec): 3 clusters Score: Raw -1336334.745714 + Penalty 3024.011267 = -1333310.734447 nChanged 6 SP:Iteration 38Q (929.944173 sec): 3 clusters Score: Raw -1336335.939776 + Penalty 3024.011267 = -1333311.928509 nChanged 1 SP:Iteration 39Q (930.012600 sec): 3 clusters Score: Raw -1336336.032624 + Penalty 3024.011267 = -1333312.021358 nChanged 3 SP:Iteration 40F (930.072746 sec): 3 clusters Score: Raw -1336336.777661 + Penalty 3024.011267 = -1333312.766394 nChanged 4 SP:Iteration 41Q (930.141129 sec): 3 clusters Score: Raw -1336337.573235 + Penalty 3024.011267 = -1333313.561968 nChanged 4 SP:Iteration 42Q (930.204402 sec): 3 clusters Score: Raw -1336338.183226 + Penalty 3024.011267 = -1333314.171959 nChanged 2 SP:Iteration 43Q (930.257378 sec): 3 clusters Score: Raw -1336338.531174 + Penalty 3024.011267 = -1333314.519907 nChanged 1 SP:Iteration 44Q (930.325291 sec): 3 clusters Score: Raw -1336338.675358 + Penalty 3024.011267 = -1333314.664091 nChanged 1 SP:Iteration 45Q (930.390560 sec): 3 clusters Score: Raw -1336339.147924 + Penalty 3024.011267 = -1333315.136657 nChanged 6 SP:Iteration 46Q (930.444486 sec): 3 clusters Score: Raw -1336340.691055 + Penalty 3024.011267 = -1333316.679788 nChanged 5 SP:Iteration 47Q (930.509891 sec): 3 clusters Score: Raw -1336341.812492 + Penalty 3024.011267 = -1333317.801225 nChanged 8 SP:Iteration 48Q (930.567610 sec): 3 clusters Score: Raw -1336344.032027 + Penalty 3024.011267 = -1333320.020761 nChanged 9 SP:Iteration 49Q (930.627684 sec): 3 clusters Score: Raw -1336345.667608 + Penalty 3024.011267 = -1333321.656342 nChanged 5 SP:Iteration 50Q (930.694801 sec): 3 clusters Score: Raw -1336346.415182 + Penalty 3024.011267 = -1333322.403915 nChanged 3 SP:Iteration 51Q (930.749396 sec): 3 clusters Score: Raw -1336346.935441 + Penalty 3024.011267 = -1333322.924174 nChanged 3 SP:Iteration 52Q (930.809637 sec): 3 clusters Score: Raw -1336347.548748 + Penalty 3024.011267 = -1333323.537482 nChanged 4 SP:Iteration 53Q (930.874673 sec): 3 clusters Score: Raw -1336348.125056 + Penalty 3024.011267 = -1333324.113789 nChanged 5 SP:Iteration 54Q (930.937785 sec): 3 clusters Score: Raw -1336349.120879 + Penalty 3024.011267 = -1333325.109612 nChanged 6 SP:Iteration 55Q (930.996099 sec): 3 clusters Score: Raw -1336350.443507 + Penalty 3024.011267 = -1333326.432240 nChanged 5 SP:Iteration 56Q (931.059520 sec): 3 clusters Score: Raw -1336350.908913 + Penalty 3024.011267 = -1333326.897647 nChanged 2 SP:Iteration 57Q (931.135367 sec): 3 clusters Score: Raw -1336351.218998 + Penalty 3024.011267 = -1333327.207731 nChanged 1 SP:Iteration 58Q (931.183985 sec): 3 clusters Score: Raw -1336351.358191 + Penalty 3024.011267 = -1333327.346925 nChanged 1 SP:Iteration 59Q (931.248381 sec): 3 clusters Score: Raw -1336351.742699 + Penalty 3024.011267 = -1333327.731433 nChanged 1 SP:Iteration 60F (931.316686 sec): 3 clusters Score: Raw -1336351.840097 + Penalty 3024.011267 = -1333327.828830 nChanged 0 Iteration 139Q (934.821305 sec): 31 clusters Score: Raw -42692760.180683 + Penalty 62456.448406 = -42630303.732277 nChanged 1321 Iteration 140F (942.414030 sec): 31 clusters Score: Raw -42693089.775317 + Penalty 62456.448406 = -42630633.326911 nChanged 931 Iteration 141Q (946.027779 sec): 31 clusters Score: Raw -42693241.571217 + Penalty 62456.448406 = -42630785.122811 nChanged 659 Iteration 142Q (949.586890 sec): 31 clusters Score: Raw -42693322.998822 + Penalty 62456.448406 = -42630866.550416 nChanged 574 Iteration 143Q (953.349814 sec): 31 clusters Score: Raw -42693383.017827 + Penalty 62456.448406 = -42630926.569421 nChanged 497 Iteration 144Q (956.961532 sec): 31 clusters Score: Raw -42693432.698235 + Penalty 62456.448406 = -42630976.249829 nChanged 472 Iteration 145Q (960.484079 sec): 31 clusters Score: Raw -42693478.813311 + Penalty 62456.448406 = -42631022.364905 nChanged 438 Iteration 146Q (964.101294 sec): 31 clusters Score: Raw -42693526.546535 + Penalty 62456.448406 = -42631070.098129 nChanged 380 Iteration 147Q (967.700855 sec): 31 clusters Score: Raw -42693566.136316 + Penalty 62456.448406 = -42631109.687910 nChanged 363 Iteration 148Q (971.299544 sec): 31 clusters Score: Raw -42693606.390211 + Penalty 62456.448406 = -42631149.941805 nChanged 347 Iteration 149Q (974.823990 sec): 31 clusters Score: Raw -42693636.878566 + Penalty 62456.448406 = -42631180.430160 nChanged 324 Iteration 150Q (978.429281 sec): 31 clusters Score: Raw -42693661.508965 + Penalty 62456.448406 = -42631205.060559 nChanged 314 Iteration 151Q (982.139844 sec): 31 clusters Score: Raw -42693683.337763 + Penalty 62456.448406 = -42631226.889357 nChanged 259 Iteration 152Q (985.774317 sec): 31 clusters Score: Raw -42693703.352474 + Penalty 62456.448406 = -42631246.904068 nChanged 251 Iteration 153Q (989.439658 sec): 31 clusters Score: Raw -42693721.001451 + Penalty 62456.448406 = -42631264.553045 nChanged 256 Iteration 154Q (993.019966 sec): 31 clusters Score: Raw -42693734.197572 + Penalty 62456.448406 = -42631277.749166 nChanged 227 Iteration 155Q (996.692193 sec): 31 clusters Score: Raw -42693744.894852 + Penalty 62456.448406 = -42631288.446446 nChanged 204 Iteration 156Q (1000.375544 sec): 31 clusters Score: Raw -42693755.512992 + Penalty 62456.448406 = -42631299.064586 nChanged 194 Iteration 157Q (1003.994415 sec): 31 clusters Score: Raw -42693765.229340 + Penalty 62456.448406 = -42631308.780934 nChanged 161 Iteration 158Q (1007.690722 sec): 31 clusters Score: Raw -42693772.513727 + Penalty 62456.448406 = -42631316.065321 nChanged 164 Iteration 159Q (1011.370443 sec): 31 clusters Score: Raw -42693782.362792 + Penalty 62456.448406 = -42631325.914386 nChanged 181 Iteration 160F (1018.877412 sec): 31 clusters Score: Raw -42693792.718688 + Penalty 62456.448406 = -42631336.270281 nChanged 185 Iteration 161Q (1022.588396 sec): 31 clusters Score: Raw -42693802.318218 + Penalty 62456.448406 = -42631345.869812 nChanged 178 Iteration 162Q (1026.201287 sec): 31 clusters Score: Raw -42693809.667269 + Penalty 62456.448406 = -42631353.218863 nChanged 147 Iteration 163Q (1029.749399 sec): 31 clusters Score: Raw -42693815.170595 + Penalty 62456.448406 = -42631358.722189 nChanged 151 Iteration 164Q (1033.543054 sec): 31 clusters Score: Raw -42693821.629129 + Penalty 62456.448406 = -42631365.180723 nChanged 154 Iteration 165Q (1037.163189 sec): 31 clusters Score: Raw -42693827.245970 + Penalty 62456.448406 = -42631370.797564 nChanged 124 Iteration 166Q (1040.740633 sec): 31 clusters Score: Raw -42693831.315246 + Penalty 62456.448406 = -42631374.866840 nChanged 124 Iteration 167Q (1044.375214 sec): 31 clusters Score: Raw -42693834.979619 + Penalty 62456.448406 = -42631378.531213 nChanged 106 Iteration 168Q (1048.012009 sec): 31 clusters Score: Raw -42693838.674344 + Penalty 62456.448406 = -42631382.225938 nChanged 112 Iteration 169Q (1051.624279 sec): 31 clusters Score: Raw -42693842.471483 + Penalty 62456.448406 = -42631386.023077 nChanged 114 Iteration 170Q (1055.227045 sec): 31 clusters Score: Raw -42693846.050999 + Penalty 62456.448406 = -42631389.602593 nChanged 117 Iteration 171Q (1058.792239 sec): 31 clusters Score: Raw -42693849.595678 + Penalty 62456.448406 = -42631393.147272 nChanged 124 Iteration 172Q (1062.394133 sec): 31 clusters Score: Raw -42693853.549365 + Penalty 62456.448406 = -42631397.100958 nChanged 133 Iteration 173Q (1066.069498 sec): 31 clusters Score: Raw -42693857.721208 + Penalty 62456.448406 = -42631401.272801 nChanged 133 Iteration 174Q (1069.662868 sec): 31 clusters Score: Raw -42693862.054117 + Penalty 62456.448406 = -42631405.605711 nChanged 119 Iteration 175Q (1073.238227 sec): 31 clusters Score: Raw -42693865.316374 + Penalty 62456.448406 = -42631408.867968 nChanged 108 Iteration 176Q (1076.740102 sec): 31 clusters Score: Raw -42693868.239259 + Penalty 62456.448406 = -42631411.790853 nChanged 95 Iteration 177Q (1080.160763 sec): 31 clusters Score: Raw -42693870.781085 + Penalty 62456.448406 = -42631414.332679 nChanged 87 Iteration 178Q (1083.782112 sec): 31 clusters Score: Raw -42693872.661649 + Penalty 62456.448406 = -42631416.213243 nChanged 75 Writing temp clu file Because OldScore, -42631414.332679, is greater than current (better) Score,-42631416.213243 Compute initial score before splitting: Score: Raw -42693872.661649 + Penalty 62456.448406 = -42631416.213243 Trying to split cluster 1 (29372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1083.974692 sec): 2 clusters Score: Raw -3441592.982779 + Penalty 1671.767032 = -3439921.215747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1084.074230 sec): 3 clusters Score: Raw -3423397.184642 + Penalty 3343.534064 = -3420053.650578 nChanged 13634 SP:Iteration 1F (1084.166075 sec): 3 clusters Score: Raw -3431215.566971 + Penalty 3343.534064 = -3427872.032907 nChanged 1321 SP:Iteration 2Q (1084.258269 sec): 3 clusters Score: Raw -3431651.329163 + Penalty 3343.534064 = -3428307.795099 nChanged 1223 SP:Iteration 3Q (1084.350223 sec): 3 clusters Score: Raw -3432104.625543 + Penalty 3343.534064 = -3428761.091480 nChanged 1229 SP:Iteration 4Q (1084.449030 sec): 3 clusters Score: Raw -3432591.980169 + Penalty 3343.534064 = -3429248.446105 nChanged 1263 SP:Iteration 5Q (1084.541642 sec): 3 clusters Score: Raw -3433143.395260 + Penalty 3343.534064 = -3429799.861196 nChanged 1285 SP:Iteration 6Q (1084.634672 sec): 3 clusters Score: Raw -3433764.066000 + Penalty 3343.534064 = -3430420.531937 nChanged 1353 SP:Iteration 7Q (1084.735143 sec): 3 clusters Score: Raw -3434473.061168 + Penalty 3343.534064 = -3431129.527104 nChanged 1449 SP:Iteration 8Q (1084.824012 sec): 3 clusters Score: Raw -3435317.589368 + Penalty 3343.534064 = -3431974.055305 nChanged 1517 SP:Iteration 9F (1084.907691 sec): 3 clusters Score: Raw -3436258.234347 + Penalty 3343.534064 = -3432914.700283 nChanged 1446 SP:Iteration 10Q (1084.993488 sec): 3 clusters Score: Raw -3437101.080310 + Penalty 3343.534064 = -3433757.546247 nChanged 1251 SP:Iteration 11Q (1085.092150 sec): 3 clusters Score: Raw -3437682.537497 + Penalty 3343.534064 = -3434339.003433 nChanged 910 SP:Iteration 12Q (1085.192107 sec): 3 clusters Score: Raw -3437995.356505 + Penalty 3343.534064 = -3434651.822441 nChanged 637 SP:Iteration 13Q (1085.296828 sec): 3 clusters Score: Raw -3438161.773268 + Penalty 3343.534064 = -3434818.239204 nChanged 500 SP:Iteration 14Q (1085.389452 sec): 3 clusters Score: Raw -3438270.455226 + Penalty 3343.534064 = -3434926.921162 nChanged 348 SP:Iteration 15Q (1085.491570 sec): 3 clusters Score: Raw -3438341.838453 + Penalty 3343.534064 = -3434998.304389 nChanged 311 SP:Iteration 16Q (1085.583356 sec): 3 clusters Score: Raw -3438406.799159 + Penalty 3343.534064 = -3435063.265096 nChanged 290 SP:Iteration 17Q (1085.683075 sec): 3 clusters Score: Raw -3438466.784395 + Penalty 3343.534064 = -3435123.250331 nChanged 292 SP:Iteration 18Q (1085.773943 sec): 3 clusters Score: Raw -3438535.000351 + Penalty 3343.534064 = -3435191.466287 nChanged 323 SP:Iteration 19Q (1085.869586 sec): 3 clusters Score: Raw -3438615.054391 + Penalty 3343.534064 = -3435271.520328 nChanged 304 SP:Iteration 20F (1085.970132 sec): 3 clusters Score: Raw -3438683.809794 + Penalty 3343.534064 = -3435340.275731 nChanged 283 SP:Iteration 21Q (1086.064321 sec): 3 clusters Score: Raw -3438748.354213 + Penalty 3343.534064 = -3435404.820149 nChanged 299 SP:Iteration 22Q (1086.143022 sec): 3 clusters Score: Raw -3438822.192445 + Penalty 3343.534064 = -3435478.658382 nChanged 308 SP:Iteration 23Q (1086.247749 sec): 3 clusters Score: Raw -3438900.165136 + Penalty 3343.534064 = -3435556.631073 nChanged 326 SP:Iteration 24Q (1086.341465 sec): 3 clusters Score: Raw -3438984.284039 + Penalty 3343.534064 = -3435640.749975 nChanged 319 SP:Iteration 25Q (1086.435008 sec): 3 clusters Score: Raw -3439075.923637 + Penalty 3343.534064 = -3435732.389574 nChanged 321 SP:Iteration 26Q (1086.536794 sec): 3 clusters Score: Raw -3439167.513153 + Penalty 3343.534064 = -3435823.979090 nChanged 358 SP:Iteration 27Q (1086.618462 sec): 3 clusters Score: Raw -3439273.641915 + Penalty 3343.534064 = -3435930.107852 nChanged 372 SP:Iteration 28Q (1086.723744 sec): 3 clusters Score: Raw -3439381.682039 + Penalty 3343.534064 = -3436038.147975 nChanged 356 SP:Iteration 29Q (1086.821580 sec): 3 clusters Score: Raw -3439480.088730 + Penalty 3343.534064 = -3436136.554666 nChanged 351 SP:Iteration 30Q (1086.913358 sec): 3 clusters Score: Raw -3439583.192064 + Penalty 3343.534064 = -3436239.658000 nChanged 382 SP:Iteration 31Q (1087.010862 sec): 3 clusters Score: Raw -3439707.388882 + Penalty 3343.534064 = -3436363.854819 nChanged 389 SP:Iteration 32Q (1087.097479 sec): 3 clusters Score: Raw -3439839.926601 + Penalty 3343.534064 = -3436496.392537 nChanged 407 SP:Iteration 33Q (1087.200100 sec): 3 clusters Score: Raw -3439982.296213 + Penalty 3343.534064 = -3436638.762149 nChanged 374 SP:Iteration 34Q (1087.279879 sec): 3 clusters Score: Raw -3440105.169639 + Penalty 3343.534064 = -3436761.635575 nChanged 357 SP:Iteration 35Q (1087.365049 sec): 3 clusters Score: Raw -3440238.743887 + Penalty 3343.534064 = -3436895.209823 nChanged 364 SP:Iteration 36Q (1087.458535 sec): 3 clusters Score: Raw -3440378.625006 + Penalty 3343.534064 = -3437035.090943 nChanged 336 SP:Iteration 37Q (1087.552732 sec): 3 clusters Score: Raw -3440515.323125 + Penalty 3343.534064 = -3437171.789062 nChanged 375 SP:Iteration 38Q (1087.645361 sec): 3 clusters Score: Raw -3440705.543699 + Penalty 3343.534064 = -3437362.009635 nChanged 394 SP:Iteration 39Q (1087.740014 sec): 3 clusters Score: Raw -3440906.775316 + Penalty 3343.534064 = -3437563.241252 nChanged 346 SP:Iteration 40F (1087.826776 sec): 3 clusters Score: Raw -3441078.389732 + Penalty 3343.534064 = -3437734.855668 nChanged 291 SP:Iteration 41Q (1087.917674 sec): 3 clusters Score: Raw -3441211.473068 + Penalty 3343.534064 = -3437867.939005 nChanged 264 SP:Iteration 42Q (1088.005063 sec): 3 clusters Score: Raw -3441322.991378 + Penalty 3343.534064 = -3437979.457315 nChanged 243 SP:Iteration 43Q (1088.104828 sec): 3 clusters Score: Raw -3441415.718642 + Penalty 3343.534064 = -3438072.184579 nChanged 197 SP:Iteration 44Q (1088.187079 sec): 3 clusters Score: Raw -3441483.377339 + Penalty 3343.534064 = -3438139.843275 nChanged 174 SP:Iteration 45Q (1088.284547 sec): 3 clusters Score: Raw -3441542.772067 + Penalty 3343.534064 = -3438199.238003 nChanged 154 SP:Iteration 46Q (1088.376417 sec): 3 clusters Score: Raw -3441590.997219 + Penalty 3343.534064 = -3438247.463155 nChanged 130 SP:Iteration 47Q (1088.468998 sec): 3 clusters Score: Raw -3441631.222843 + Penalty 3343.534064 = -3438287.688779 nChanged 118 SP:Iteration 48Q (1088.560305 sec): 3 clusters Score: Raw -3441669.346170 + Penalty 3343.534064 = -3438325.812107 nChanged 98 SP:Iteration 49Q (1088.655541 sec): 3 clusters Score: Raw -3441695.835145 + Penalty 3343.534064 = -3438352.301082 nChanged 70 SP:Iteration 50Q (1088.744351 sec): 3 clusters Score: Raw -3441714.135925 + Penalty 3343.534064 = -3438370.601861 nChanged 65 SP:Iteration 51Q (1088.825804 sec): 3 clusters Score: Raw -3441735.617316 + Penalty 3343.534064 = -3438392.083252 nChanged 69 SP:Iteration 52Q (1088.918593 sec): 3 clusters Score: Raw -3441752.179579 + Penalty 3343.534064 = -3438408.645516 nChanged 48 SP:Iteration 53Q (1089.013527 sec): 3 clusters Score: Raw -3441763.251331 + Penalty 3343.534064 = -3438419.717267 nChanged 49 SP:Iteration 54Q (1089.098553 sec): 3 clusters Score: Raw -3441776.205182 + Penalty 3343.534064 = -3438432.671118 nChanged 51 SP:Iteration 55Q (1089.181932 sec): 3 clusters Score: Raw -3441789.948434 + Penalty 3343.534064 = -3438446.414371 nChanged 46 SP:Iteration 56Q (1089.280176 sec): 3 clusters Score: Raw -3441802.129878 + Penalty 3343.534064 = -3438458.595815 nChanged 30 SP:Iteration 57Q (1089.355359 sec): 3 clusters Score: Raw -3441808.244482 + Penalty 3343.534064 = -3438464.710418 nChanged 26 SP:Iteration 58Q (1089.444381 sec): 3 clusters Score: Raw -3441814.983227 + Penalty 3343.534064 = -3438471.449163 nChanged 17 SP:Iteration 59Q (1089.530327 sec): 3 clusters Score: Raw -3441818.863420 + Penalty 3343.534064 = -3438475.329356 nChanged 16 SP:Iteration 60F (1089.619631 sec): 3 clusters Score: Raw -3441822.494599 + Penalty 3343.534064 = -3438478.960536 nChanged 16 SP:Iteration 61Q (1089.712469 sec): 3 clusters Score: Raw -3441826.316860 + Penalty 3343.534064 = -3438482.782797 nChanged 15 SP:Iteration 62Q (1089.794142 sec): 3 clusters Score: Raw -3441829.285942 + Penalty 3343.534064 = -3438485.751879 nChanged 12 SP:Iteration 63Q (1089.894689 sec): 3 clusters Score: Raw -3441831.545631 + Penalty 3343.534064 = -3438488.011568 nChanged 12 SP:Iteration 64Q (1089.970684 sec): 3 clusters Score: Raw -3441834.410636 + Penalty 3343.534064 = -3438490.876572 nChanged 12 SP:Iteration 65Q (1090.050188 sec): 3 clusters Score: Raw -3441837.337856 + Penalty 3343.534064 = -3438493.803793 nChanged 17 SP:Iteration 66Q (1090.142455 sec): 3 clusters Score: Raw -3441842.336512 + Penalty 3343.534064 = -3438498.802449 nChanged 12 SP:Iteration 67Q (1090.230801 sec): 3 clusters Score: Raw -3441844.973038 + Penalty 3343.534064 = -3438501.438975 nChanged 16 SP:Iteration 68Q (1090.324579 sec): 3 clusters Score: Raw -3441847.999827 + Penalty 3343.534064 = -3438504.465764 nChanged 10 SP:Iteration 69Q (1090.400779 sec): 3 clusters Score: Raw -3441850.166797 + Penalty 3343.534064 = -3438506.632734 nChanged 5 SP:Iteration 70Q (1090.479308 sec): 3 clusters Score: Raw -3441851.413056 + Penalty 3343.534064 = -3438507.878992 nChanged 3 SP:Iteration 71Q (1090.567862 sec): 3 clusters Score: Raw -3441851.679134 + Penalty 3343.534064 = -3438508.145071 nChanged 2 SP:Iteration 72Q (1090.664950 sec): 3 clusters Score: Raw -3441852.010667 + Penalty 3343.534064 = -3438508.476604 nChanged 1 SP:Iteration 73Q (1090.747668 sec): 3 clusters Score: Raw -3441852.252888 + Penalty 3343.534064 = -3438508.718824 nChanged 0 SP:Iteration 74F (1090.843716 sec): 3 clusters Score: Raw -3441852.252888 + Penalty 3343.534064 = -3438508.718824 nChanged 0 Trying to split cluster 2 (2063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.868387 sec): 2 clusters Score: Raw -232948.326317 + Penalty 1240.186433 = -231708.139884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.899188 sec): 3 clusters Score: Raw -232021.960143 + Penalty 2480.372867 = -229541.587276 nChanged 744 SP:Iteration 1F (1090.936089 sec): 3 clusters Score: Raw -232495.092381 + Penalty 2480.372867 = -230014.719514 nChanged 169 SP:Iteration 2F (1090.987959 sec): 3 clusters Score: Raw -232633.199911 + Penalty 2480.372867 = -230152.827044 nChanged 118 SP:Iteration 3F (1091.034473 sec): 3 clusters Score: Raw -232728.254909 + Penalty 2480.372867 = -230247.882042 nChanged 92 SP:Iteration 4Q (1091.074656 sec): 3 clusters Score: Raw -232808.201928 + Penalty 2480.372867 = -230327.829061 nChanged 74 SP:Iteration 5Q (1091.120525 sec): 3 clusters Score: Raw -232863.227838 + Penalty 2480.372867 = -230382.854972 nChanged 60 SP:Iteration 6Q (1091.159294 sec): 3 clusters Score: Raw -232918.988039 + Penalty 2480.372867 = -230438.615172 nChanged 73 SP:Iteration 7Q (1091.205712 sec): 3 clusters Score: Raw -232978.999383 + Penalty 2480.372867 = -230498.626516 nChanged 64 SP:Iteration 8Q (1091.260558 sec): 3 clusters Score: Raw -233026.991326 + Penalty 2480.372867 = -230546.618459 nChanged 61 SP:Iteration 9Q (1091.304042 sec): 3 clusters Score: Raw -233077.254005 + Penalty 2480.372867 = -230596.881138 nChanged 56 SP:Iteration 10Q (1091.351306 sec): 3 clusters Score: Raw -233121.178465 + Penalty 2480.372867 = -230640.805599 nChanged 47 SP:Iteration 11Q (1091.393744 sec): 3 clusters Score: Raw -233152.583454 + Penalty 2480.372867 = -230672.210587 nChanged 36 SP:Iteration 12Q (1091.438626 sec): 3 clusters Score: Raw -233175.701774 + Penalty 2480.372867 = -230695.328907 nChanged 32 SP:Iteration 13Q (1091.474155 sec): 3 clusters Score: Raw -233194.916523 + Penalty 2480.372867 = -230714.543656 nChanged 21 SP:Iteration 14Q (1091.513624 sec): 3 clusters Score: Raw -233208.553658 + Penalty 2480.372867 = -230728.180791 nChanged 18 SP:Iteration 15Q (1091.559121 sec): 3 clusters Score: Raw -233217.699011 + Penalty 2480.372867 = -230737.326145 nChanged 13 SP:Iteration 16Q (1091.609535 sec): 3 clusters Score: Raw -233225.880148 + Penalty 2480.372867 = -230745.507282 nChanged 14 SP:Iteration 17Q (1091.657010 sec): 3 clusters Score: Raw -233234.336714 + Penalty 2480.372867 = -230753.963847 nChanged 11 SP:Iteration 18Q (1091.711538 sec): 3 clusters Score: Raw -233239.258404 + Penalty 2480.372867 = -230758.885537 nChanged 9 SP:Iteration 19Q (1091.748001 sec): 3 clusters Score: Raw -233242.913740 + Penalty 2480.372867 = -230762.540873 nChanged 9 SP:Iteration 20F (1091.788220 sec): 3 clusters Score: Raw -233250.095254 + Penalty 2480.372867 = -230769.722387 nChanged 11 SP:Iteration 21Q (1091.835949 sec): 3 clusters Score: Raw -233258.478760 + Penalty 2480.372867 = -230778.105893 nChanged 10 SP:Iteration 22Q (1091.880274 sec): 3 clusters Score: Raw -233263.574962 + Penalty 2480.372867 = -230783.202096 nChanged 11 SP:Iteration 23Q (1091.930359 sec): 3 clusters Score: Raw -233268.183280 + Penalty 2480.372867 = -230787.810414 nChanged 5 SP:Iteration 24Q (1091.971096 sec): 3 clusters Score: Raw -233270.952521 + Penalty 2480.372867 = -230790.579654 nChanged 8 SP:Iteration 25Q (1092.013750 sec): 3 clusters Score: Raw -233274.843786 + Penalty 2480.372867 = -230794.470919 nChanged 5 SP:Iteration 26Q (1092.064437 sec): 3 clusters Score: Raw -233277.412266 + Penalty 2480.372867 = -230797.039399 nChanged 3 SP:Iteration 27Q (1092.120405 sec): 3 clusters Score: Raw -233279.184513 + Penalty 2480.372867 = -230798.811647 nChanged 5 SP:Iteration 28Q (1092.155507 sec): 3 clusters Score: Raw -233281.510108 + Penalty 2480.372867 = -230801.137241 nChanged 5 SP:Iteration 29Q (1092.197076 sec): 3 clusters Score: Raw -233285.317952 + Penalty 2480.372867 = -230804.945085 nChanged 5 SP:Iteration 30Q (1092.243936 sec): 3 clusters Score: Raw -233289.943648 + Penalty 2480.372867 = -230809.570782 nChanged 4 SP:Iteration 31Q (1092.285374 sec): 3 clusters Score: Raw -233292.979979 + Penalty 2480.372867 = -230812.607113 nChanged 9 SP:Iteration 32Q (1092.331265 sec): 3 clusters Score: Raw -233295.814306 + Penalty 2480.372867 = -230815.441440 nChanged 3 SP:Iteration 33Q (1092.373417 sec): 3 clusters Score: Raw -233296.804749 + Penalty 2480.372867 = -230816.431882 nChanged 2 SP:Iteration 34Q (1092.414694 sec): 3 clusters Score: Raw -233298.006907 + Penalty 2480.372867 = -230817.634040 nChanged 3 SP:Iteration 35Q (1092.461177 sec): 3 clusters Score: Raw -233298.663185 + Penalty 2480.372867 = -230818.290319 nChanged 2 SP:Iteration 36Q (1092.499046 sec): 3 clusters Score: Raw -233299.534116 + Penalty 2480.372867 = -230819.161249 nChanged 1 SP:Iteration 37Q (1092.542575 sec): 3 clusters Score: Raw -233299.775187 + Penalty 2480.372867 = -230819.402320 nChanged 2 SP:Iteration 38Q (1092.589562 sec): 3 clusters Score: Raw -233300.850331 + Penalty 2480.372867 = -230820.477465 nChanged 3 SP:Iteration 39Q (1092.641472 sec): 3 clusters Score: Raw -233301.687666 + Penalty 2480.372867 = -230821.314800 nChanged 2 SP:Iteration 40F (1092.692046 sec): 3 clusters Score: Raw -233302.759984 + Penalty 2480.372867 = -230822.387117 nChanged 3 SP:Iteration 41Q (1092.717880 sec): 3 clusters Score: Raw -233303.908572 + Penalty 2480.372867 = -230823.535705 nChanged 5 SP:Iteration 42Q (1092.763630 sec): 3 clusters Score: Raw -233305.385811 + Penalty 2480.372867 = -230825.012944 nChanged 5 SP:Iteration 43Q (1092.799078 sec): 3 clusters Score: Raw -233306.668194 + Penalty 2480.372867 = -230826.295327 nChanged 1 SP:Iteration 44Q (1092.852972 sec): 3 clusters Score: Raw -233307.078850 + Penalty 2480.372867 = -230826.705983 nChanged 1 SP:Iteration 45Q (1092.897905 sec): 3 clusters Score: Raw -233307.261694 + Penalty 2480.372867 = -230826.888827 nChanged 1 SP:Iteration 46Q (1092.945523 sec): 3 clusters Score: Raw -233307.644570 + Penalty 2480.372867 = -230827.271703 nChanged 0 SP:Iteration 47F (1093.000753 sec): 3 clusters Score: Raw -233307.644570 + Penalty 2480.372867 = -230827.271703 nChanged 0 Trying to split cluster 3 (8491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.022371 sec): 2 clusters Score: Raw -1002378.852870 + Penalty 1470.098834 = -1000908.754036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.080011 sec): 3 clusters Score: Raw -997638.495725 + Penalty 2940.197669 = -994698.298056 nChanged 3683 SP:Iteration 1F (1093.142996 sec): 3 clusters Score: Raw -999715.148049 + Penalty 2940.197669 = -996774.950381 nChanged 583 SP:Iteration 2F (1093.199276 sec): 3 clusters Score: Raw -1000073.582128 + Penalty 2940.197669 = -997133.384459 nChanged 496 SP:Iteration 3F (1093.259813 sec): 3 clusters Score: Raw -1000414.139744 + Penalty 2940.197669 = -997473.942075 nChanged 497 SP:Iteration 4F (1093.318777 sec): 3 clusters Score: Raw -1000806.072960 + Penalty 2940.197669 = -997865.875291 nChanged 511 SP:Iteration 5F (1093.377937 sec): 3 clusters Score: Raw -1001160.438366 + Penalty 2940.197669 = -998220.240697 nChanged 471 SP:Iteration 6F (1093.422600 sec): 3 clusters Score: Raw -1001509.665010 + Penalty 2940.197669 = -998569.467342 nChanged 425 SP:Iteration 7F (1093.485271 sec): 3 clusters Score: Raw -1001772.091783 + Penalty 2940.197669 = -998831.894114 nChanged 378 SP:Iteration 8Q (1093.538535 sec): 3 clusters Score: Raw -1001974.329440 + Penalty 2940.197669 = -999034.131771 nChanged 282 SP:Iteration 9Q (1093.598220 sec): 3 clusters Score: Raw -1002090.636736 + Penalty 2940.197669 = -999150.439067 nChanged 211 SP:Iteration 10Q (1093.665902 sec): 3 clusters Score: Raw -1002162.262539 + Penalty 2940.197669 = -999222.064870 nChanged 156 SP:Iteration 11Q (1093.709019 sec): 3 clusters Score: Raw -1002210.209897 + Penalty 2940.197669 = -999270.012228 nChanged 130 SP:Iteration 12Q (1093.766071 sec): 3 clusters Score: Raw -1002246.803323 + Penalty 2940.197669 = -999306.605654 nChanged 117 SP:Iteration 13Q (1093.828379 sec): 3 clusters Score: Raw -1002273.794386 + Penalty 2940.197669 = -999333.596717 nChanged 92 SP:Iteration 14Q (1093.890312 sec): 3 clusters Score: Raw -1002295.151002 + Penalty 2940.197669 = -999354.953334 nChanged 80 SP:Iteration 15Q (1093.942773 sec): 3 clusters Score: Raw -1002313.888322 + Penalty 2940.197669 = -999373.690653 nChanged 82 SP:Iteration 16Q (1094.002285 sec): 3 clusters Score: Raw -1002334.023035 + Penalty 2940.197669 = -999393.825366 nChanged 77 SP:Iteration 17Q (1094.055106 sec): 3 clusters Score: Raw -1002353.676674 + Penalty 2940.197669 = -999413.479005 nChanged 67 SP:Iteration 18Q (1094.111551 sec): 3 clusters Score: Raw -1002369.195509 + Penalty 2940.197669 = -999428.997840 nChanged 65 SP:Iteration 19Q (1094.172731 sec): 3 clusters Score: Raw -1002384.220706 + Penalty 2940.197669 = -999444.023037 nChanged 77 SP:Iteration 20F (1094.223230 sec): 3 clusters Score: Raw -1002402.839706 + Penalty 2940.197669 = -999462.642037 nChanged 76 SP:Iteration 21Q (1094.279023 sec): 3 clusters Score: Raw -1002422.144513 + Penalty 2940.197669 = -999481.946845 nChanged 85 SP:Iteration 22Q (1094.340454 sec): 3 clusters Score: Raw -1002445.295575 + Penalty 2940.197669 = -999505.097906 nChanged 77 SP:Iteration 23Q (1094.400949 sec): 3 clusters Score: Raw -1002465.610318 + Penalty 2940.197669 = -999525.412649 nChanged 71 SP:Iteration 24Q (1094.457479 sec): 3 clusters Score: Raw -1002480.747452 + Penalty 2940.197669 = -999540.549784 nChanged 64 SP:Iteration 25Q (1094.522361 sec): 3 clusters Score: Raw -1002496.933230 + Penalty 2940.197669 = -999556.735561 nChanged 58 SP:Iteration 26Q (1094.579281 sec): 3 clusters Score: Raw -1002511.011673 + Penalty 2940.197669 = -999570.814004 nChanged 51 SP:Iteration 27Q (1094.623421 sec): 3 clusters Score: Raw -1002523.965299 + Penalty 2940.197669 = -999583.767630 nChanged 55 SP:Iteration 28Q (1094.691015 sec): 3 clusters Score: Raw -1002536.314058 + Penalty 2940.197669 = -999596.116390 nChanged 50 SP:Iteration 29Q (1094.734129 sec): 3 clusters Score: Raw -1002547.349017 + Penalty 2940.197669 = -999607.151349 nChanged 49 SP:Iteration 30Q (1094.798976 sec): 3 clusters Score: Raw -1002558.130993 + Penalty 2940.197669 = -999617.933324 nChanged 39 SP:Iteration 31Q (1094.863864 sec): 3 clusters Score: Raw -1002567.913469 + Penalty 2940.197669 = -999627.715800 nChanged 40 SP:Iteration 32Q (1094.914723 sec): 3 clusters Score: Raw -1002576.478232 + Penalty 2940.197669 = -999636.280563 nChanged 38 SP:Iteration 33Q (1094.974272 sec): 3 clusters Score: Raw -1002584.695579 + Penalty 2940.197669 = -999644.497910 nChanged 35 SP:Iteration 34Q (1095.028451 sec): 3 clusters Score: Raw -1002593.730237 + Penalty 2940.197669 = -999653.532568 nChanged 31 SP:Iteration 35Q (1095.090205 sec): 3 clusters Score: Raw -1002604.114445 + Penalty 2940.197669 = -999663.916776 nChanged 39 SP:Iteration 36Q (1095.145618 sec): 3 clusters Score: Raw -1002613.371401 + Penalty 2940.197669 = -999673.173732 nChanged 36 SP:Iteration 37Q (1095.200706 sec): 3 clusters Score: Raw -1002621.105283 + Penalty 2940.197669 = -999680.907614 nChanged 31 SP:Iteration 38Q (1095.252142 sec): 3 clusters Score: Raw -1002627.416864 + Penalty 2940.197669 = -999687.219195 nChanged 27 SP:Iteration 39Q (1095.318611 sec): 3 clusters Score: Raw -1002633.505963 + Penalty 2940.197669 = -999693.308294 nChanged 25 SP:Iteration 40F (1095.371070 sec): 3 clusters Score: Raw -1002640.168866 + Penalty 2940.197669 = -999699.971197 nChanged 36 SP:Iteration 41Q (1095.417501 sec): 3 clusters Score: Raw -1002648.456503 + Penalty 2940.197669 = -999708.258834 nChanged 30 SP:Iteration 42Q (1095.478117 sec): 3 clusters Score: Raw -1002654.454472 + Penalty 2940.197669 = -999714.256803 nChanged 29 SP:Iteration 43Q (1095.530608 sec): 3 clusters Score: Raw -1002660.721615 + Penalty 2940.197669 = -999720.523946 nChanged 30 SP:Iteration 44Q (1095.595132 sec): 3 clusters Score: Raw -1002667.774869 + Penalty 2940.197669 = -999727.577200 nChanged 35 SP:Iteration 45Q (1095.649440 sec): 3 clusters Score: Raw -1002676.380985 + Penalty 2940.197669 = -999736.183316 nChanged 33 SP:Iteration 46Q (1095.707380 sec): 3 clusters Score: Raw -1002683.882063 + Penalty 2940.197669 = -999743.684394 nChanged 31 SP:Iteration 47Q (1095.763925 sec): 3 clusters Score: Raw -1002692.068326 + Penalty 2940.197669 = -999751.870657 nChanged 33 SP:Iteration 48Q (1095.828928 sec): 3 clusters Score: Raw -1002700.074194 + Penalty 2940.197669 = -999759.876525 nChanged 29 SP:Iteration 49Q (1095.889470 sec): 3 clusters Score: Raw -1002707.544659 + Penalty 2940.197669 = -999767.346990 nChanged 26 SP:Iteration 50Q (1095.936436 sec): 3 clusters Score: Raw -1002714.705282 + Penalty 2940.197669 = -999774.507613 nChanged 20 SP:Iteration 51Q (1095.988030 sec): 3 clusters Score: Raw -1002720.667199 + Penalty 2940.197669 = -999780.469530 nChanged 19 SP:Iteration 52Q (1096.047745 sec): 3 clusters Score: Raw -1002724.161748 + Penalty 2940.197669 = -999783.964079 nChanged 10 SP:Iteration 53Q (1096.112187 sec): 3 clusters Score: Raw -1002726.037472 + Penalty 2940.197669 = -999785.839803 nChanged 11 SP:Iteration 54Q (1096.173199 sec): 3 clusters Score: Raw -1002727.939666 + Penalty 2940.197669 = -999787.741997 nChanged 13 SP:Iteration 55Q (1096.229443 sec): 3 clusters Score: Raw -1002730.501520 + Penalty 2940.197669 = -999790.303851 nChanged 10 SP:Iteration 56Q (1096.278259 sec): 3 clusters Score: Raw -1002731.932702 + Penalty 2940.197669 = -999791.735033 nChanged 6 SP:Iteration 57Q (1096.332634 sec): 3 clusters Score: Raw -1002732.971336 + Penalty 2940.197669 = -999792.773667 nChanged 4 SP:Iteration 58Q (1096.401733 sec): 3 clusters Score: Raw -1002733.511968 + Penalty 2940.197669 = -999793.314299 nChanged 3 SP:Iteration 59Q (1096.445839 sec): 3 clusters Score: Raw -1002734.191861 + Penalty 2940.197669 = -999793.994192 nChanged 3 SP:Iteration 60F (1096.510322 sec): 3 clusters Score: Raw -1002734.586483 + Penalty 2940.197669 = -999794.388815 nChanged 1 SP:Iteration 61Q (1096.565682 sec): 3 clusters Score: Raw -1002734.623377 + Penalty 2940.197669 = -999794.425708 nChanged 0 SP:Iteration 62F (1096.620333 sec): 3 clusters Score: Raw -1002734.623377 + Penalty 2940.197669 = -999794.425708 nChanged 0 Trying to split cluster 4 (1191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1096.639966 sec): 2 clusters Score: Raw -144354.231843 + Penalty 1150.914143 = -143203.317701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1096.686358 sec): 3 clusters Score: Raw -143912.864498 + Penalty 2301.828285 = -141611.036212 nChanged 368 SP:Iteration 1F (1096.729225 sec): 3 clusters Score: Raw -144184.346434 + Penalty 2301.828285 = -141882.518149 nChanged 80 SP:Iteration 2F (1096.769962 sec): 3 clusters Score: Raw -144246.317075 + Penalty 2301.828285 = -141944.488790 nChanged 39 SP:Iteration 3Q (1096.821752 sec): 3 clusters Score: Raw -144283.540335 + Penalty 2301.828285 = -141981.712050 nChanged 39 SP:Iteration 4Q (1096.858656 sec): 3 clusters Score: Raw -144316.016619 + Penalty 2301.828285 = -142014.188334 nChanged 22 SP:Iteration 5Q (1096.904203 sec): 3 clusters Score: Raw -144333.295878 + Penalty 2301.828285 = -142031.467593 nChanged 23 SP:Iteration 6Q (1096.948460 sec): 3 clusters Score: Raw -144348.602004 + Penalty 2301.828285 = -142046.773719 nChanged 24 SP:Iteration 7Q (1096.998934 sec): 3 clusters Score: Raw -144362.047788 + Penalty 2301.828285 = -142060.219503 nChanged 4 SP:Iteration 8Q (1097.033917 sec): 3 clusters Score: Raw -144364.797730 + Penalty 2301.828285 = -142062.969445 nChanged 4 SP:Iteration 9Q (1097.079574 sec): 3 clusters Score: Raw -144366.466649 + Penalty 2301.828285 = -142064.638364 nChanged 3 SP:Iteration 10Q (1097.135233 sec): 3 clusters Score: Raw -144369.117993 + Penalty 2301.828285 = -142067.289708 nChanged 4 SP:Iteration 11Q (1097.181207 sec): 3 clusters Score: Raw -144372.031147 + Penalty 2301.828285 = -142070.202862 nChanged 6 SP:Iteration 12Q (1097.224901 sec): 3 clusters Score: Raw -144377.769426 + Penalty 2301.828285 = -142075.941141 nChanged 7 SP:Iteration 13Q (1097.269466 sec): 3 clusters Score: Raw -144385.319030 + Penalty 2301.828285 = -142083.490745 nChanged 11 SP:Iteration 14Q (1097.301680 sec): 3 clusters Score: Raw -144395.909284 + Penalty 2301.828285 = -142094.080999 nChanged 8 SP:Iteration 15Q (1097.342073 sec): 3 clusters Score: Raw -144401.863240 + Penalty 2301.828285 = -142100.034955 nChanged 8 SP:Iteration 16Q (1097.381367 sec): 3 clusters Score: Raw -144406.270693 + Penalty 2301.828285 = -142104.442408 nChanged 12 SP:Iteration 17Q (1097.436463 sec): 3 clusters Score: Raw -144412.276208 + Penalty 2301.828285 = -142110.447923 nChanged 6 SP:Iteration 18Q (1097.476144 sec): 3 clusters Score: Raw -144416.249577 + Penalty 2301.828285 = -142114.421292 nChanged 8 SP:Iteration 19Q (1097.514814 sec): 3 clusters Score: Raw -144421.645946 + Penalty 2301.828285 = -142119.817661 nChanged 7 SP:Iteration 20F (1097.568092 sec): 3 clusters Score: Raw -144428.913133 + Penalty 2301.828285 = -142127.084848 nChanged 7 SP:Iteration 21Q (1097.608765 sec): 3 clusters Score: Raw -144433.825741 + Penalty 2301.828285 = -142131.997456 nChanged 6 SP:Iteration 22Q (1097.646244 sec): 3 clusters Score: Raw -144436.334065 + Penalty 2301.828285 = -142134.505780 nChanged 2 SP:Iteration 23Q (1097.694833 sec): 3 clusters Score: Raw -144437.395227 + Penalty 2301.828285 = -142135.566942 nChanged 0 SP:Iteration 24F (1097.732480 sec): 3 clusters Score: Raw -144437.395227 + Penalty 2301.828285 = -142135.566942 nChanged 0 Trying to split cluster 5 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1097.751922 sec): 2 clusters Score: Raw -76318.837976 + Penalty 1058.881375 = -75259.956601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1097.801738 sec): 3 clusters Score: Raw -76177.827797 + Penalty 2117.762750 = -74060.065048 nChanged 172 SP:Iteration 1F (1097.845467 sec): 3 clusters Score: Raw -76342.042209 + Penalty 2117.762750 = -74224.279459 nChanged 32 SP:Iteration 2Q (1097.882423 sec): 3 clusters Score: Raw -76388.255677 + Penalty 2117.762750 = -74270.492928 nChanged 23 SP:Iteration 3Q (1097.932559 sec): 3 clusters Score: Raw -76416.995393 + Penalty 2117.762750 = -74299.232644 nChanged 15 SP:Iteration 4Q (1097.983744 sec): 3 clusters Score: Raw -76432.797122 + Penalty 2117.762750 = -74315.034372 nChanged 14 SP:Iteration 5Q (1098.027674 sec): 3 clusters Score: Raw -76453.184405 + Penalty 2117.762750 = -74335.421655 nChanged 8 SP:Iteration 6Q (1098.068566 sec): 3 clusters Score: Raw -76466.653319 + Penalty 2117.762750 = -74348.890570 nChanged 6 SP:Iteration 7Q (1098.107467 sec): 3 clusters Score: Raw -76470.547106 + Penalty 2117.762750 = -74352.784356 nChanged 4 SP:Iteration 8Q (1098.153327 sec): 3 clusters Score: Raw -76474.240895 + Penalty 2117.762750 = -74356.478145 nChanged 2 SP:Iteration 9Q (1098.194018 sec): 3 clusters Score: Raw -76478.975708 + Penalty 2117.762750 = -74361.212958 nChanged 2 SP:Iteration 10Q (1098.238206 sec): 3 clusters Score: Raw -76481.040315 + Penalty 2117.762750 = -74363.277565 nChanged 1 SP:Iteration 11Q (1098.279177 sec): 3 clusters Score: Raw -76482.393561 + Penalty 2117.762750 = -74364.630811 nChanged 1 SP:Iteration 12Q (1098.319729 sec): 3 clusters Score: Raw -76482.904713 + Penalty 2117.762750 = -74365.141964 nChanged 0 SP:Iteration 13F (1098.363953 sec): 3 clusters Score: Raw -76482.904713 + Penalty 2117.762750 = -74365.141964 nChanged 0 Trying to split cluster 6 (5945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.395353 sec): 2 clusters Score: Raw -706512.075921 + Penalty 1412.174694 = -705099.901227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.450923 sec): 3 clusters Score: Raw -703343.218768 + Penalty 2824.349388 = -700518.869380 nChanged 2446 SP:Iteration 1F (1098.503333 sec): 3 clusters Score: Raw -704660.581384 + Penalty 2824.349388 = -701836.231996 nChanged 432 SP:Iteration 2F (1098.561083 sec): 3 clusters Score: Raw -704933.088095 + Penalty 2824.349388 = -702108.738707 nChanged 387 SP:Iteration 3F (1098.604346 sec): 3 clusters Score: Raw -705164.599652 + Penalty 2824.349388 = -702340.250265 nChanged 329 SP:Iteration 4F (1098.659508 sec): 3 clusters Score: Raw -705362.846334 + Penalty 2824.349388 = -702538.496946 nChanged 281 SP:Iteration 5Q (1098.720418 sec): 3 clusters Score: Raw -705513.714991 + Penalty 2824.349388 = -702689.365603 nChanged 232 SP:Iteration 6Q (1098.764461 sec): 3 clusters Score: Raw -705648.861975 + Penalty 2824.349388 = -702824.512587 nChanged 229 SP:Iteration 7Q (1098.818436 sec): 3 clusters Score: Raw -705794.849121 + Penalty 2824.349388 = -702970.499733 nChanged 223 SP:Iteration 8Q (1098.875946 sec): 3 clusters Score: Raw -705935.937640 + Penalty 2824.349388 = -703111.588252 nChanged 192 SP:Iteration 9Q (1098.934423 sec): 3 clusters Score: Raw -706064.428549 + Penalty 2824.349388 = -703240.079161 nChanged 186 SP:Iteration 10Q (1098.986566 sec): 3 clusters Score: Raw -706179.628872 + Penalty 2824.349388 = -703355.279484 nChanged 170 SP:Iteration 11Q (1099.041969 sec): 3 clusters Score: Raw -706284.475315 + Penalty 2824.349388 = -703460.125927 nChanged 145 SP:Iteration 12Q (1099.093258 sec): 3 clusters Score: Raw -706391.136176 + Penalty 2824.349388 = -703566.786788 nChanged 122 SP:Iteration 13Q (1099.147691 sec): 3 clusters Score: Raw -706468.291089 + Penalty 2824.349388 = -703643.941701 nChanged 109 SP:Iteration 14Q (1099.209474 sec): 3 clusters Score: Raw -706554.098950 + Penalty 2824.349388 = -703729.749562 nChanged 104 SP:Iteration 15Q (1099.265167 sec): 3 clusters Score: Raw -706622.765277 + Penalty 2824.349388 = -703798.415889 nChanged 106 SP:Iteration 16Q (1099.308710 sec): 3 clusters Score: Raw -706686.055445 + Penalty 2824.349388 = -703861.706057 nChanged 71 SP:Iteration 17Q (1099.361169 sec): 3 clusters Score: Raw -706726.004571 + Penalty 2824.349388 = -703901.655183 nChanged 58 SP:Iteration 18Q (1099.423151 sec): 3 clusters Score: Raw -706752.898133 + Penalty 2824.349388 = -703928.548745 nChanged 48 SP:Iteration 19Q (1099.478570 sec): 3 clusters Score: Raw -706777.244678 + Penalty 2824.349388 = -703952.895290 nChanged 41 SP:Iteration 20F (1099.518070 sec): 3 clusters Score: Raw -706796.782204 + Penalty 2824.349388 = -703972.432816 nChanged 30 SP:Iteration 21Q (1099.569317 sec): 3 clusters Score: Raw -706813.678904 + Penalty 2824.349388 = -703989.329516 nChanged 31 SP:Iteration 22Q (1099.618674 sec): 3 clusters Score: Raw -706830.355539 + Penalty 2824.349388 = -704006.006151 nChanged 27 SP:Iteration 23Q (1099.678405 sec): 3 clusters Score: Raw -706844.658820 + Penalty 2824.349388 = -704020.309432 nChanged 25 SP:Iteration 24Q (1099.727262 sec): 3 clusters Score: Raw -706855.944941 + Penalty 2824.349388 = -704031.595553 nChanged 19 SP:Iteration 25Q (1099.779987 sec): 3 clusters Score: Raw -706867.291925 + Penalty 2824.349388 = -704042.942537 nChanged 25 SP:Iteration 26Q (1099.828757 sec): 3 clusters Score: Raw -706878.257519 + Penalty 2824.349388 = -704053.908131 nChanged 22 SP:Iteration 27Q (1099.876593 sec): 3 clusters Score: Raw -706890.417438 + Penalty 2824.349388 = -704066.068050 nChanged 21 SP:Iteration 28Q (1099.934755 sec): 3 clusters Score: Raw -706899.925340 + Penalty 2824.349388 = -704075.575952 nChanged 18 SP:Iteration 29Q (1099.989957 sec): 3 clusters Score: Raw -706906.604655 + Penalty 2824.349388 = -704082.255267 nChanged 11 SP:Iteration 30Q (1100.040198 sec): 3 clusters Score: Raw -706911.715071 + Penalty 2824.349388 = -704087.365683 nChanged 6 SP:Iteration 31Q (1100.082446 sec): 3 clusters Score: Raw -706913.180700 + Penalty 2824.349388 = -704088.831312 nChanged 4 SP:Iteration 32Q (1100.139216 sec): 3 clusters Score: Raw -706913.889163 + Penalty 2824.349388 = -704089.539775 nChanged 2 SP:Iteration 33Q (1100.178915 sec): 3 clusters Score: Raw -706914.294763 + Penalty 2824.349388 = -704089.945375 nChanged 1 SP:Iteration 34Q (1100.225233 sec): 3 clusters Score: Raw -706915.081989 + Penalty 2824.349388 = -704090.732601 nChanged 1 SP:Iteration 35Q (1100.288705 sec): 3 clusters Score: Raw -706915.213820 + Penalty 2824.349388 = -704090.864432 nChanged 1 SP:Iteration 36Q (1100.338533 sec): 3 clusters Score: Raw -706915.367509 + Penalty 2824.349388 = -704091.018121 nChanged 1 SP:Iteration 37Q (1100.390959 sec): 3 clusters Score: Raw -706915.802758 + Penalty 2824.349388 = -704091.453370 nChanged 1 SP:Iteration 38Q (1100.437835 sec): 3 clusters Score: Raw -706915.945446 + Penalty 2824.349388 = -704091.596058 nChanged 1 SP:Iteration 39Q (1100.490385 sec): 3 clusters Score: Raw -706916.087630 + Penalty 2824.349388 = -704091.738242 nChanged 0 SP:Iteration 40F (1100.555702 sec): 3 clusters Score: Raw -706916.087630 + Penalty 2824.349388 = -704091.738242 nChanged 0 Trying to split cluster 7 (26103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1100.611113 sec): 2 clusters Score: Raw -2912324.906752 + Penalty 1652.593399 = -2910672.313354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1100.696738 sec): 3 clusters Score: Raw -2896380.273280 + Penalty 3305.186797 = -2893075.086483 nChanged 11923 SP:Iteration 1F (1100.779866 sec): 3 clusters Score: Raw -2903303.397591 + Penalty 3305.186797 = -2899998.210794 nChanged 1625 SP:Iteration 2F (1100.874747 sec): 3 clusters Score: Raw -2904145.533588 + Penalty 3305.186797 = -2900840.346791 nChanged 1686 SP:Iteration 3F (1100.972824 sec): 3 clusters Score: Raw -2905158.530667 + Penalty 3305.186797 = -2901853.343870 nChanged 1762 SP:Iteration 4F (1101.064245 sec): 3 clusters Score: Raw -2906313.794597 + Penalty 3305.186797 = -2903008.607800 nChanged 1792 SP:Iteration 5F (1101.152426 sec): 3 clusters Score: Raw -2907581.452486 + Penalty 3305.186797 = -2904276.265689 nChanged 1593 SP:Iteration 6F (1101.240516 sec): 3 clusters Score: Raw -2908636.177486 + Penalty 3305.186797 = -2905330.990689 nChanged 1300 SP:Iteration 7Q (1101.326043 sec): 3 clusters Score: Raw -2909470.455647 + Penalty 3305.186797 = -2906165.268850 nChanged 1009 SP:Iteration 8Q (1101.410610 sec): 3 clusters Score: Raw -2910081.920753 + Penalty 3305.186797 = -2906776.733956 nChanged 812 SP:Iteration 9Q (1101.500853 sec): 3 clusters Score: Raw -2910578.633191 + Penalty 3305.186797 = -2907273.446394 nChanged 668 SP:Iteration 10Q (1101.602436 sec): 3 clusters Score: Raw -2910964.321244 + Penalty 3305.186797 = -2907659.134447 nChanged 528 SP:Iteration 11Q (1101.684029 sec): 3 clusters Score: Raw -2911264.424839 + Penalty 3305.186797 = -2907959.238042 nChanged 460 SP:Iteration 12Q (1101.777936 sec): 3 clusters Score: Raw -2911514.042705 + Penalty 3305.186797 = -2908208.855908 nChanged 403 SP:Iteration 13Q (1101.864097 sec): 3 clusters Score: Raw -2911704.219596 + Penalty 3305.186797 = -2908399.032799 nChanged 354 SP:Iteration 14Q (1101.957262 sec): 3 clusters Score: Raw -2911871.248317 + Penalty 3305.186797 = -2908566.061520 nChanged 283 SP:Iteration 15Q (1102.033682 sec): 3 clusters Score: Raw -2911991.389592 + Penalty 3305.186797 = -2908686.202795 nChanged 264 SP:Iteration 16Q (1102.121454 sec): 3 clusters Score: Raw -2912102.025246 + Penalty 3305.186797 = -2908796.838449 nChanged 245 SP:Iteration 17Q (1102.209860 sec): 3 clusters Score: Raw -2912211.049000 + Penalty 3305.186797 = -2908905.862203 nChanged 231 SP:Iteration 18Q (1102.283680 sec): 3 clusters Score: Raw -2912327.651971 + Penalty 3305.186797 = -2909022.465174 nChanged 204 SP:Iteration 19Q (1102.375387 sec): 3 clusters Score: Raw -2912449.322068 + Penalty 3305.186797 = -2909144.135271 nChanged 179 SP:Iteration 20F (1102.465521 sec): 3 clusters Score: Raw -2912556.894522 + Penalty 3305.186797 = -2909251.707725 nChanged 158 SP:Iteration 21Q (1102.554472 sec): 3 clusters Score: Raw -2912644.238053 + Penalty 3305.186797 = -2909339.051256 nChanged 130 SP:Iteration 22Q (1102.642350 sec): 3 clusters Score: Raw -2912695.468316 + Penalty 3305.186797 = -2909390.281519 nChanged 110 SP:Iteration 23Q (1102.724874 sec): 3 clusters Score: Raw -2912737.037897 + Penalty 3305.186797 = -2909431.851100 nChanged 94 SP:Iteration 24Q (1102.799234 sec): 3 clusters Score: Raw -2912766.739239 + Penalty 3305.186797 = -2909461.552442 nChanged 79 SP:Iteration 25Q (1102.896743 sec): 3 clusters Score: Raw -2912788.663685 + Penalty 3305.186797 = -2909483.476888 nChanged 59 SP:Iteration 26Q (1102.974808 sec): 3 clusters Score: Raw -2912805.153239 + Penalty 3305.186797 = -2909499.966442 nChanged 51 SP:Iteration 27Q (1103.050338 sec): 3 clusters Score: Raw -2912818.013647 + Penalty 3305.186797 = -2909512.826850 nChanged 47 SP:Iteration 28Q (1103.130614 sec): 3 clusters Score: Raw -2912828.703255 + Penalty 3305.186797 = -2909523.516458 nChanged 37 SP:Iteration 29Q (1103.217671 sec): 3 clusters Score: Raw -2912836.941576 + Penalty 3305.186797 = -2909531.754779 nChanged 34 SP:Iteration 30Q (1103.300795 sec): 3 clusters Score: Raw -2912845.237723 + Penalty 3305.186797 = -2909540.050926 nChanged 37 SP:Iteration 31Q (1103.375036 sec): 3 clusters Score: Raw -2912853.388967 + Penalty 3305.186797 = -2909548.202170 nChanged 28 SP:Iteration 32Q (1103.456602 sec): 3 clusters Score: Raw -2912859.182700 + Penalty 3305.186797 = -2909553.995903 nChanged 29 SP:Iteration 33Q (1103.547001 sec): 3 clusters Score: Raw -2912867.554598 + Penalty 3305.186797 = -2909562.367801 nChanged 34 SP:Iteration 34Q (1103.633875 sec): 3 clusters Score: Raw -2912877.192846 + Penalty 3305.186797 = -2909572.006049 nChanged 29 SP:Iteration 35Q (1103.717181 sec): 3 clusters Score: Raw -2912884.943014 + Penalty 3305.186797 = -2909579.756217 nChanged 28 SP:Iteration 36Q (1103.799926 sec): 3 clusters Score: Raw -2912891.832213 + Penalty 3305.186797 = -2909586.645416 nChanged 25 SP:Iteration 37Q (1103.872621 sec): 3 clusters Score: Raw -2912898.784460 + Penalty 3305.186797 = -2909593.597663 nChanged 22 SP:Iteration 38Q (1103.959465 sec): 3 clusters Score: Raw -2912905.890835 + Penalty 3305.186797 = -2909600.704038 nChanged 26 SP:Iteration 39Q (1104.049030 sec): 3 clusters Score: Raw -2912912.332350 + Penalty 3305.186797 = -2909607.145553 nChanged 26 SP:Iteration 40F (1104.145718 sec): 3 clusters Score: Raw -2912918.298231 + Penalty 3305.186797 = -2909613.111434 nChanged 20 SP:Iteration 41Q (1104.216513 sec): 3 clusters Score: Raw -2912923.075232 + Penalty 3305.186797 = -2909617.888435 nChanged 15 SP:Iteration 42Q (1104.300048 sec): 3 clusters Score: Raw -2912926.425034 + Penalty 3305.186797 = -2909621.238237 nChanged 13 SP:Iteration 43Q (1104.391533 sec): 3 clusters Score: Raw -2912929.756992 + Penalty 3305.186797 = -2909624.570195 nChanged 20 SP:Iteration 44Q (1104.467756 sec): 3 clusters Score: Raw -2912939.606912 + Penalty 3305.186797 = -2909634.420115 nChanged 29 SP:Iteration 45Q (1104.547546 sec): 3 clusters Score: Raw -2912952.109478 + Penalty 3305.186797 = -2909646.922681 nChanged 37 SP:Iteration 46Q (1104.621309 sec): 3 clusters Score: Raw -2912967.392531 + Penalty 3305.186797 = -2909662.205734 nChanged 46 SP:Iteration 47Q (1104.703420 sec): 3 clusters Score: Raw -2912985.983123 + Penalty 3305.186797 = -2909680.796326 nChanged 48 SP:Iteration 48Q (1104.789937 sec): 3 clusters Score: Raw -2913007.537629 + Penalty 3305.186797 = -2909702.350832 nChanged 46 SP:Iteration 49Q (1104.856986 sec): 3 clusters Score: Raw -2913022.723197 + Penalty 3305.186797 = -2909717.536400 nChanged 37 SP:Iteration 50Q (1104.929300 sec): 3 clusters Score: Raw -2913032.475838 + Penalty 3305.186797 = -2909727.289041 nChanged 29 SP:Iteration 51Q (1105.019256 sec): 3 clusters Score: Raw -2913037.989755 + Penalty 3305.186797 = -2909732.802958 nChanged 14 SP:Iteration 52Q (1105.096848 sec): 3 clusters Score: Raw -2913040.846396 + Penalty 3305.186797 = -2909735.659599 nChanged 10 SP:Iteration 53Q (1105.178769 sec): 3 clusters Score: Raw -2913043.118475 + Penalty 3305.186797 = -2909737.931678 nChanged 12 SP:Iteration 54Q (1105.250979 sec): 3 clusters Score: Raw -2913046.733448 + Penalty 3305.186797 = -2909741.546651 nChanged 19 SP:Iteration 55Q (1105.333385 sec): 3 clusters Score: Raw -2913053.969959 + Penalty 3305.186797 = -2909748.783162 nChanged 27 SP:Iteration 56Q (1105.415690 sec): 3 clusters Score: Raw -2913060.823054 + Penalty 3305.186797 = -2909755.636257 nChanged 17 SP:Iteration 57Q (1105.495498 sec): 3 clusters Score: Raw -2913065.403901 + Penalty 3305.186797 = -2909760.217104 nChanged 19 SP:Iteration 58Q (1105.581505 sec): 3 clusters Score: Raw -2913070.181177 + Penalty 3305.186797 = -2909764.994380 nChanged 15 SP:Iteration 59Q (1105.670377 sec): 3 clusters Score: Raw -2913073.918789 + Penalty 3305.186797 = -2909768.731992 nChanged 13 SP:Iteration 60F (1105.749525 sec): 3 clusters Score: Raw -2913076.377456 + Penalty 3305.186797 = -2909771.190659 nChanged 12 SP:Iteration 61Q (1105.838777 sec): 3 clusters Score: Raw -2913078.900643 + Penalty 3305.186797 = -2909773.713846 nChanged 8 SP:Iteration 62Q (1105.924924 sec): 3 clusters Score: Raw -2913080.605187 + Penalty 3305.186797 = -2909775.418390 nChanged 4 SP:Iteration 63Q (1106.000440 sec): 3 clusters Score: Raw -2913081.444380 + Penalty 3305.186797 = -2909776.257583 nChanged 4 SP:Iteration 64Q (1106.085010 sec): 3 clusters Score: Raw -2913082.558568 + Penalty 3305.186797 = -2909777.371771 nChanged 6 SP:Iteration 65Q (1106.167268 sec): 3 clusters Score: Raw -2913083.639901 + Penalty 3305.186797 = -2909778.453104 nChanged 7 SP:Iteration 66Q (1106.243548 sec): 3 clusters Score: Raw -2913084.847422 + Penalty 3305.186797 = -2909779.660625 nChanged 4 SP:Iteration 67Q (1106.327619 sec): 3 clusters Score: Raw -2913085.438324 + Penalty 3305.186797 = -2909780.251527 nChanged 3 SP:Iteration 68Q (1106.412189 sec): 3 clusters Score: Raw -2913085.848101 + Penalty 3305.186797 = -2909780.661304 nChanged 2 SP:Iteration 69Q (1106.496238 sec): 3 clusters Score: Raw -2913086.296446 + Penalty 3305.186797 = -2909781.109649 nChanged 0 SP:Iteration 70F (1106.586138 sec): 3 clusters Score: Raw -2913086.296446 + Penalty 3305.186797 = -2909781.109649 nChanged 0 Trying to split cluster 8 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.615757 sec): 2 clusters Score: Raw -252216.855204 + Penalty 1233.595520 = -250983.259684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.664151 sec): 3 clusters Score: Raw -251344.303656 + Penalty 2467.191040 = -248877.112616 nChanged 716 SP:Iteration 1F (1106.704392 sec): 3 clusters Score: Raw -251847.941358 + Penalty 2467.191040 = -249380.750318 nChanged 178 SP:Iteration 2F (1106.742172 sec): 3 clusters Score: Raw -251977.514592 + Penalty 2467.191040 = -249510.323552 nChanged 104 SP:Iteration 3F (1106.786334 sec): 3 clusters Score: Raw -252051.140486 + Penalty 2467.191040 = -249583.949445 nChanged 67 SP:Iteration 4Q (1106.830916 sec): 3 clusters Score: Raw -252093.800229 + Penalty 2467.191040 = -249626.609188 nChanged 48 SP:Iteration 5Q (1106.879011 sec): 3 clusters Score: Raw -252122.071242 + Penalty 2467.191040 = -249654.880202 nChanged 37 SP:Iteration 6Q (1106.917419 sec): 3 clusters Score: Raw -252140.472294 + Penalty 2467.191040 = -249673.281254 nChanged 18 SP:Iteration 7Q (1106.969407 sec): 3 clusters Score: Raw -252147.978789 + Penalty 2467.191040 = -249680.787749 nChanged 16 SP:Iteration 8Q (1107.018348 sec): 3 clusters Score: Raw -252157.679631 + Penalty 2467.191040 = -249690.488591 nChanged 20 SP:Iteration 9Q (1107.069416 sec): 3 clusters Score: Raw -252171.131010 + Penalty 2467.191040 = -249703.939970 nChanged 17 SP:Iteration 10Q (1107.104588 sec): 3 clusters Score: Raw -252180.400522 + Penalty 2467.191040 = -249713.209482 nChanged 12 SP:Iteration 11Q (1107.152930 sec): 3 clusters Score: Raw -252186.961666 + Penalty 2467.191040 = -249719.770626 nChanged 13 SP:Iteration 12Q (1107.207939 sec): 3 clusters Score: Raw -252193.758004 + Penalty 2467.191040 = -249726.566963 nChanged 14 SP:Iteration 13Q (1107.255049 sec): 3 clusters Score: Raw -252202.827057 + Penalty 2467.191040 = -249735.636017 nChanged 17 SP:Iteration 14Q (1107.301492 sec): 3 clusters Score: Raw -252216.178409 + Penalty 2467.191040 = -249748.987368 nChanged 19 SP:Iteration 15Q (1107.332246 sec): 3 clusters Score: Raw -252226.341422 + Penalty 2467.191040 = -249759.150381 nChanged 17 SP:Iteration 16Q (1107.375793 sec): 3 clusters Score: Raw -252235.757167 + Penalty 2467.191040 = -249768.566127 nChanged 16 SP:Iteration 17Q (1107.418199 sec): 3 clusters Score: Raw -252244.773188 + Penalty 2467.191040 = -249777.582148 nChanged 13 SP:Iteration 18Q (1107.459965 sec): 3 clusters Score: Raw -252250.612642 + Penalty 2467.191040 = -249783.421601 nChanged 4 SP:Iteration 19Q (1107.500378 sec): 3 clusters Score: Raw -252254.342304 + Penalty 2467.191040 = -249787.151263 nChanged 7 SP:Iteration 20F (1107.543544 sec): 3 clusters Score: Raw -252257.178952 + Penalty 2467.191040 = -249789.987912 nChanged 6 SP:Iteration 21Q (1107.588675 sec): 3 clusters Score: Raw -252261.031269 + Penalty 2467.191040 = -249793.840229 nChanged 12 SP:Iteration 22Q (1107.646382 sec): 3 clusters Score: Raw -252268.644793 + Penalty 2467.191040 = -249801.453753 nChanged 11 SP:Iteration 23Q (1107.683821 sec): 3 clusters Score: Raw -252275.192620 + Penalty 2467.191040 = -249808.001580 nChanged 11 SP:Iteration 24Q (1107.728747 sec): 3 clusters Score: Raw -252279.392756 + Penalty 2467.191040 = -249812.201716 nChanged 10 SP:Iteration 25Q (1107.776129 sec): 3 clusters Score: Raw -252285.511262 + Penalty 2467.191040 = -249818.320222 nChanged 11 SP:Iteration 26Q (1107.822533 sec): 3 clusters Score: Raw -252290.617275 + Penalty 2467.191040 = -249823.426235 nChanged 10 SP:Iteration 27Q (1107.867465 sec): 3 clusters Score: Raw -252295.401972 + Penalty 2467.191040 = -249828.210932 nChanged 9 SP:Iteration 28Q (1107.910213 sec): 3 clusters Score: Raw -252299.888576 + Penalty 2467.191040 = -249832.697535 nChanged 8 SP:Iteration 29Q (1107.955414 sec): 3 clusters Score: Raw -252303.619083 + Penalty 2467.191040 = -249836.428043 nChanged 14 SP:Iteration 30Q (1108.005577 sec): 3 clusters Score: Raw -252310.755583 + Penalty 2467.191040 = -249843.564543 nChanged 13 SP:Iteration 31Q (1108.047432 sec): 3 clusters Score: Raw -252318.175990 + Penalty 2467.191040 = -249850.984950 nChanged 14 SP:Iteration 32Q (1108.090245 sec): 3 clusters Score: Raw -252325.252079 + Penalty 2467.191040 = -249858.061039 nChanged 23 SP:Iteration 33Q (1108.147614 sec): 3 clusters Score: Raw -252342.742561 + Penalty 2467.191040 = -249875.551521 nChanged 19 SP:Iteration 34Q (1108.187150 sec): 3 clusters Score: Raw -252357.575217 + Penalty 2467.191040 = -249890.384177 nChanged 26 SP:Iteration 35Q (1108.244423 sec): 3 clusters Score: Raw -252384.418209 + Penalty 2467.191040 = -249917.227169 nChanged 39 SP:Iteration 36Q (1108.279263 sec): 3 clusters Score: Raw -252421.095433 + Penalty 2467.191040 = -249953.904393 nChanged 36 SP:Iteration 37Q (1108.329990 sec): 3 clusters Score: Raw -252448.696175 + Penalty 2467.191040 = -249981.505135 nChanged 37 SP:Iteration 38Q (1108.374682 sec): 3 clusters Score: Raw -252495.155186 + Penalty 2467.191040 = -250027.964145 nChanged 57 SP:Iteration 39Q (1108.408093 sec): 3 clusters Score: Raw -252574.773645 + Penalty 2467.191040 = -250107.582605 nChanged 52 SP:Iteration 40F (1108.442980 sec): 3 clusters Score: Raw -252640.118589 + Penalty 2467.191040 = -250172.927549 nChanged 52 SP:Iteration 41Q (1108.485696 sec): 3 clusters Score: Raw -252711.406590 + Penalty 2467.191040 = -250244.215549 nChanged 52 SP:Iteration 42Q (1108.522912 sec): 3 clusters Score: Raw -252782.814051 + Penalty 2467.191040 = -250315.623011 nChanged 49 SP:Iteration 43Q (1108.566805 sec): 3 clusters Score: Raw -252836.305592 + Penalty 2467.191040 = -250369.114552 nChanged 29 SP:Iteration 44Q (1108.615817 sec): 3 clusters Score: Raw -252879.225153 + Penalty 2467.191040 = -250412.034113 nChanged 29 SP:Iteration 45Q (1108.652377 sec): 3 clusters Score: Raw -252904.119885 + Penalty 2467.191040 = -250436.928845 nChanged 17 SP:Iteration 46Q (1108.703431 sec): 3 clusters Score: Raw -252917.370331 + Penalty 2467.191040 = -250450.179291 nChanged 19 SP:Iteration 47Q (1108.744485 sec): 3 clusters Score: Raw -252937.440340 + Penalty 2467.191040 = -250470.249299 nChanged 12 SP:Iteration 48Q (1108.786747 sec): 3 clusters Score: Raw -252947.290848 + Penalty 2467.191040 = -250480.099808 nChanged 10 SP:Iteration 49Q (1108.831553 sec): 3 clusters Score: Raw -252956.095929 + Penalty 2467.191040 = -250488.904889 nChanged 4 SP:Iteration 50Q (1108.869681 sec): 3 clusters Score: Raw -252959.982417 + Penalty 2467.191040 = -250492.791377 nChanged 6 SP:Iteration 51Q (1108.906833 sec): 3 clusters Score: Raw -252964.092989 + Penalty 2467.191040 = -250496.901949 nChanged 5 SP:Iteration 52Q (1108.948571 sec): 3 clusters Score: Raw -252968.045835 + Penalty 2467.191040 = -250500.854795 nChanged 4 SP:Iteration 53Q (1108.999578 sec): 3 clusters Score: Raw -252971.803262 + Penalty 2467.191040 = -250504.612222 nChanged 5 SP:Iteration 54Q (1109.038945 sec): 3 clusters Score: Raw -252974.982686 + Penalty 2467.191040 = -250507.791646 nChanged 6 SP:Iteration 55Q (1109.092829 sec): 3 clusters Score: Raw -252979.014269 + Penalty 2467.191040 = -250511.823229 nChanged 6 SP:Iteration 56Q (1109.127256 sec): 3 clusters Score: Raw -252981.414510 + Penalty 2467.191040 = -250514.223470 nChanged 3 SP:Iteration 57Q (1109.174463 sec): 3 clusters Score: Raw -252982.692499 + Penalty 2467.191040 = -250515.501459 nChanged 1 SP:Iteration 58Q (1109.213133 sec): 3 clusters Score: Raw -252983.000213 + Penalty 2467.191040 = -250515.809173 nChanged 1 SP:Iteration 59Q (1109.259911 sec): 3 clusters Score: Raw -252983.661913 + Penalty 2467.191040 = -250516.470873 nChanged 1 SP:Iteration 60F (1109.311286 sec): 3 clusters Score: Raw -252983.892914 + Penalty 2467.191040 = -250516.701874 nChanged 0 Trying to split cluster 9 (3990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.345944 sec): 2 clusters Score: Raw -428840.264578 + Penalty 1347.376308 = -427492.888270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.395947 sec): 3 clusters Score: Raw -426886.959906 + Penalty 2694.752616 = -424192.207290 nChanged 1591 SP:Iteration 1F (1109.443850 sec): 3 clusters Score: Raw -427806.231339 + Penalty 2694.752616 = -425111.478723 nChanged 293 SP:Iteration 2F (1109.498070 sec): 3 clusters Score: Raw -428020.235886 + Penalty 2694.752616 = -425325.483271 nChanged 239 SP:Iteration 3F (1109.541538 sec): 3 clusters Score: Raw -428154.930491 + Penalty 2694.752616 = -425460.177875 nChanged 158 SP:Iteration 4Q (1109.588383 sec): 3 clusters Score: Raw -428243.999590 + Penalty 2694.752616 = -425549.246974 nChanged 136 SP:Iteration 5Q (1109.636822 sec): 3 clusters Score: Raw -428334.188791 + Penalty 2694.752616 = -425639.436176 nChanged 144 SP:Iteration 6Q (1109.690380 sec): 3 clusters Score: Raw -428441.707748 + Penalty 2694.752616 = -425746.955132 nChanged 132 SP:Iteration 7Q (1109.730654 sec): 3 clusters Score: Raw -428556.868750 + Penalty 2694.752616 = -425862.116135 nChanged 118 SP:Iteration 8Q (1109.781340 sec): 3 clusters Score: Raw -428673.279113 + Penalty 2694.752616 = -425978.526497 nChanged 119 SP:Iteration 9Q (1109.831654 sec): 3 clusters Score: Raw -428761.900878 + Penalty 2694.752616 = -426067.148262 nChanged 109 SP:Iteration 10Q (1109.882023 sec): 3 clusters Score: Raw -428819.140767 + Penalty 2694.752616 = -426124.388151 nChanged 68 SP:Iteration 11Q (1109.931442 sec): 3 clusters Score: Raw -428848.834979 + Penalty 2694.752616 = -426154.082363 nChanged 53 SP:Iteration 12Q (1109.990056 sec): 3 clusters Score: Raw -428871.395351 + Penalty 2694.752616 = -426176.642735 nChanged 45 SP:Iteration 13Q (1110.040559 sec): 3 clusters Score: Raw -428890.464728 + Penalty 2694.752616 = -426195.712113 nChanged 39 SP:Iteration 14Q (1110.086913 sec): 3 clusters Score: Raw -428903.308026 + Penalty 2694.752616 = -426208.555410 nChanged 33 SP:Iteration 15Q (1110.130708 sec): 3 clusters Score: Raw -428916.610577 + Penalty 2694.752616 = -426221.857961 nChanged 35 SP:Iteration 16Q (1110.169640 sec): 3 clusters Score: Raw -428929.946597 + Penalty 2694.752616 = -426235.193981 nChanged 26 SP:Iteration 17Q (1110.230283 sec): 3 clusters Score: Raw -428938.497837 + Penalty 2694.752616 = -426243.745222 nChanged 18 SP:Iteration 18Q (1110.280580 sec): 3 clusters Score: Raw -428943.646088 + Penalty 2694.752616 = -426248.893472 nChanged 19 SP:Iteration 19Q (1110.327177 sec): 3 clusters Score: Raw -428951.188170 + Penalty 2694.752616 = -426256.435554 nChanged 22 SP:Iteration 20F (1110.382700 sec): 3 clusters Score: Raw -428964.125785 + Penalty 2694.752616 = -426269.373169 nChanged 32 SP:Iteration 21Q (1110.433724 sec): 3 clusters Score: Raw -428976.232338 + Penalty 2694.752616 = -426281.479722 nChanged 26 SP:Iteration 22Q (1110.473952 sec): 3 clusters Score: Raw -428985.106850 + Penalty 2694.752616 = -426290.354234 nChanged 18 SP:Iteration 23Q (1110.522113 sec): 3 clusters Score: Raw -428991.628329 + Penalty 2694.752616 = -426296.875713 nChanged 18 SP:Iteration 24Q (1110.576309 sec): 3 clusters Score: Raw -428999.287824 + Penalty 2694.752616 = -426304.535208 nChanged 19 SP:Iteration 25Q (1110.624868 sec): 3 clusters Score: Raw -429007.331801 + Penalty 2694.752616 = -426312.579185 nChanged 16 SP:Iteration 26Q (1110.671297 sec): 3 clusters Score: Raw -429012.344590 + Penalty 2694.752616 = -426317.591974 nChanged 6 SP:Iteration 27Q (1110.725645 sec): 3 clusters Score: Raw -429013.877893 + Penalty 2694.752616 = -426319.125278 nChanged 5 SP:Iteration 28Q (1110.769390 sec): 3 clusters Score: Raw -429016.073506 + Penalty 2694.752616 = -426321.320891 nChanged 6 SP:Iteration 29Q (1110.816038 sec): 3 clusters Score: Raw -429018.231925 + Penalty 2694.752616 = -426323.479310 nChanged 6 SP:Iteration 30Q (1110.859498 sec): 3 clusters Score: Raw -429020.074336 + Penalty 2694.752616 = -426325.321720 nChanged 7 SP:Iteration 31Q (1110.908294 sec): 3 clusters Score: Raw -429022.515865 + Penalty 2694.752616 = -426327.763249 nChanged 7 SP:Iteration 32Q (1110.962285 sec): 3 clusters Score: Raw -429025.405766 + Penalty 2694.752616 = -426330.653150 nChanged 12 SP:Iteration 33Q (1111.007763 sec): 3 clusters Score: Raw -429031.173052 + Penalty 2694.752616 = -426336.420436 nChanged 14 SP:Iteration 34Q (1111.054900 sec): 3 clusters Score: Raw -429035.034807 + Penalty 2694.752616 = -426340.282192 nChanged 13 SP:Iteration 35Q (1111.112081 sec): 3 clusters Score: Raw -429040.446437 + Penalty 2694.752616 = -426345.693821 nChanged 12 SP:Iteration 36Q (1111.154546 sec): 3 clusters Score: Raw -429046.487065 + Penalty 2694.752616 = -426351.734449 nChanged 16 SP:Iteration 37Q (1111.204006 sec): 3 clusters Score: Raw -429051.252377 + Penalty 2694.752616 = -426356.499761 nChanged 13 SP:Iteration 38Q (1111.253951 sec): 3 clusters Score: Raw -429054.433569 + Penalty 2694.752616 = -426359.680954 nChanged 8 SP:Iteration 39Q (1111.295739 sec): 3 clusters Score: Raw -429057.468477 + Penalty 2694.752616 = -426362.715861 nChanged 10 SP:Iteration 40F (1111.346545 sec): 3 clusters Score: Raw -429061.216819 + Penalty 2694.752616 = -426366.464203 nChanged 10 SP:Iteration 41Q (1111.394932 sec): 3 clusters Score: Raw -429064.651075 + Penalty 2694.752616 = -426369.898460 nChanged 12 SP:Iteration 42Q (1111.445040 sec): 3 clusters Score: Raw -429069.088112 + Penalty 2694.752616 = -426374.335496 nChanged 19 SP:Iteration 43Q (1111.495248 sec): 3 clusters Score: Raw -429077.050448 + Penalty 2694.752616 = -426382.297832 nChanged 15 SP:Iteration 44Q (1111.543020 sec): 3 clusters Score: Raw -429082.004352 + Penalty 2694.752616 = -426387.251736 nChanged 11 SP:Iteration 45Q (1111.599900 sec): 3 clusters Score: Raw -429088.020565 + Penalty 2694.752616 = -426393.267949 nChanged 12 SP:Iteration 46Q (1111.638709 sec): 3 clusters Score: Raw -429093.699431 + Penalty 2694.752616 = -426398.946815 nChanged 17 SP:Iteration 47Q (1111.685598 sec): 3 clusters Score: Raw -429100.706151 + Penalty 2694.752616 = -426405.953535 nChanged 12 SP:Iteration 48Q (1111.738571 sec): 3 clusters Score: Raw -429104.163597 + Penalty 2694.752616 = -426409.410981 nChanged 9 SP:Iteration 49Q (1111.795719 sec): 3 clusters Score: Raw -429108.063880 + Penalty 2694.752616 = -426413.311264 nChanged 7 SP:Iteration 50Q (1111.838731 sec): 3 clusters Score: Raw -429110.327141 + Penalty 2694.752616 = -426415.574526 nChanged 8 SP:Iteration 51Q (1111.896285 sec): 3 clusters Score: Raw -429113.544651 + Penalty 2694.752616 = -426418.792035 nChanged 4 SP:Iteration 52Q (1111.937895 sec): 3 clusters Score: Raw -429115.025330 + Penalty 2694.752616 = -426420.272715 nChanged 7 SP:Iteration 53Q (1111.991077 sec): 3 clusters Score: Raw -429116.641245 + Penalty 2694.752616 = -426421.888629 nChanged 3 SP:Iteration 54Q (1112.048472 sec): 3 clusters Score: Raw -429117.209771 + Penalty 2694.752616 = -426422.457155 nChanged 1 SP:Iteration 55Q (1112.088886 sec): 3 clusters Score: Raw -429117.541129 + Penalty 2694.752616 = -426422.788513 nChanged 2 SP:Iteration 56Q (1112.146636 sec): 3 clusters Score: Raw -429117.894051 + Penalty 2694.752616 = -426423.141435 nChanged 3 SP:Iteration 57Q (1112.187215 sec): 3 clusters Score: Raw -429118.243750 + Penalty 2694.752616 = -426423.491135 nChanged 0 SP:Iteration 58F (1112.237684 sec): 3 clusters Score: Raw -429118.243750 + Penalty 2694.752616 = -426423.491135 nChanged 0 Trying to split cluster 10 (1933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1112.273515 sec): 2 clusters Score: Raw -226980.326071 + Penalty 1229.609628 = -225750.716443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1112.313924 sec): 3 clusters Score: Raw -226170.403994 + Penalty 2459.219256 = -223711.184738 nChanged 693 SP:Iteration 1F (1112.346702 sec): 3 clusters Score: Raw -226644.634660 + Penalty 2459.219256 = -224185.415404 nChanged 164 SP:Iteration 2F (1112.400130 sec): 3 clusters Score: Raw -226766.334319 + Penalty 2459.219256 = -224307.115064 nChanged 98 SP:Iteration 3F (1112.436554 sec): 3 clusters Score: Raw -226861.970373 + Penalty 2459.219256 = -224402.751117 nChanged 86 SP:Iteration 4Q (1112.471165 sec): 3 clusters Score: Raw -226949.374922 + Penalty 2459.219256 = -224490.155666 nChanged 84 SP:Iteration 5Q (1112.512804 sec): 3 clusters Score: Raw -227037.805710 + Penalty 2459.219256 = -224578.586454 nChanged 72 SP:Iteration 6Q (1112.557751 sec): 3 clusters Score: Raw -227102.120637 + Penalty 2459.219256 = -224642.901381 nChanged 50 SP:Iteration 7Q (1112.602852 sec): 3 clusters Score: Raw -227146.419933 + Penalty 2459.219256 = -224687.200678 nChanged 48 SP:Iteration 8Q (1112.649866 sec): 3 clusters Score: Raw -227190.597811 + Penalty 2459.219256 = -224731.378555 nChanged 41 SP:Iteration 9Q (1112.698963 sec): 3 clusters Score: Raw -227218.617772 + Penalty 2459.219256 = -224759.398516 nChanged 34 SP:Iteration 10Q (1112.747229 sec): 3 clusters Score: Raw -227235.577942 + Penalty 2459.219256 = -224776.358686 nChanged 21 SP:Iteration 11Q (1112.788548 sec): 3 clusters Score: Raw -227249.972421 + Penalty 2459.219256 = -224790.753165 nChanged 18 SP:Iteration 12Q (1112.832217 sec): 3 clusters Score: Raw -227259.893095 + Penalty 2459.219256 = -224800.673840 nChanged 14 SP:Iteration 13Q (1112.871755 sec): 3 clusters Score: Raw -227269.338139 + Penalty 2459.219256 = -224810.118883 nChanged 15 SP:Iteration 14Q (1112.916094 sec): 3 clusters Score: Raw -227279.033321 + Penalty 2459.219256 = -224819.814065 nChanged 13 SP:Iteration 15Q (1112.964245 sec): 3 clusters Score: Raw -227285.739855 + Penalty 2459.219256 = -224826.520599 nChanged 6 SP:Iteration 16Q (1113.001810 sec): 3 clusters Score: Raw -227288.204239 + Penalty 2459.219256 = -224828.984984 nChanged 1 SP:Iteration 17Q (1113.045326 sec): 3 clusters Score: Raw -227288.878946 + Penalty 2459.219256 = -224829.659691 nChanged 1 SP:Iteration 18Q (1113.099280 sec): 3 clusters Score: Raw -227289.345124 + Penalty 2459.219256 = -224830.125869 nChanged 2 SP:Iteration 19Q (1113.140330 sec): 3 clusters Score: Raw -227291.453966 + Penalty 2459.219256 = -224832.234710 nChanged 1 SP:Iteration 20F (1113.187172 sec): 3 clusters Score: Raw -227292.170362 + Penalty 2459.219256 = -224832.951107 nChanged 0 Trying to split cluster 11 (1723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1113.223005 sec): 2 clusters Score: Raw -210218.756208 + Penalty 1210.921113 = -209007.835094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1113.266746 sec): 3 clusters Score: Raw -209494.183707 + Penalty 2421.842227 = -207072.341480 nChanged 606 SP:Iteration 1F (1113.309379 sec): 3 clusters Score: Raw -209882.327460 + Penalty 2421.842227 = -207460.485233 nChanged 110 SP:Iteration 2F (1113.354982 sec): 3 clusters Score: Raw -209959.549304 + Penalty 2421.842227 = -207537.707077 nChanged 77 SP:Iteration 3Q (1113.395799 sec): 3 clusters Score: Raw -210018.524321 + Penalty 2421.842227 = -207596.682094 nChanged 48 SP:Iteration 4Q (1113.454195 sec): 3 clusters Score: Raw -210050.800430 + Penalty 2421.842227 = -207628.958203 nChanged 31 SP:Iteration 5Q (1113.494258 sec): 3 clusters Score: Raw -210073.376420 + Penalty 2421.842227 = -207651.534193 nChanged 26 SP:Iteration 6Q (1113.528433 sec): 3 clusters Score: Raw -210087.566632 + Penalty 2421.842227 = -207665.724405 nChanged 23 SP:Iteration 7Q (1113.567007 sec): 3 clusters Score: Raw -210104.415849 + Penalty 2421.842227 = -207682.573622 nChanged 19 SP:Iteration 8Q (1113.608427 sec): 3 clusters Score: Raw -210116.906634 + Penalty 2421.842227 = -207695.064408 nChanged 16 SP:Iteration 9Q (1113.653567 sec): 3 clusters Score: Raw -210130.031257 + Penalty 2421.842227 = -207708.189030 nChanged 15 SP:Iteration 10Q (1113.699034 sec): 3 clusters Score: Raw -210138.437504 + Penalty 2421.842227 = -207716.595277 nChanged 15 SP:Iteration 11Q (1113.754451 sec): 3 clusters Score: Raw -210147.624090 + Penalty 2421.842227 = -207725.781863 nChanged 10 SP:Iteration 12Q (1113.801067 sec): 3 clusters Score: Raw -210154.386726 + Penalty 2421.842227 = -207732.544499 nChanged 12 SP:Iteration 13Q (1113.850339 sec): 3 clusters Score: Raw -210159.658895 + Penalty 2421.842227 = -207737.816668 nChanged 13 SP:Iteration 14Q (1113.893657 sec): 3 clusters Score: Raw -210166.992118 + Penalty 2421.842227 = -207745.149891 nChanged 16 SP:Iteration 15Q (1113.932849 sec): 3 clusters Score: Raw -210179.683788 + Penalty 2421.842227 = -207757.841562 nChanged 23 SP:Iteration 16Q (1113.984474 sec): 3 clusters Score: Raw -210193.711013 + Penalty 2421.842227 = -207771.868786 nChanged 17 SP:Iteration 17Q (1114.031105 sec): 3 clusters Score: Raw -210210.564550 + Penalty 2421.842227 = -207788.722323 nChanged 20 SP:Iteration 18Q (1114.082873 sec): 3 clusters Score: Raw -210224.968172 + Penalty 2421.842227 = -207803.125945 nChanged 21 SP:Iteration 19Q (1114.124214 sec): 3 clusters Score: Raw -210234.875124 + Penalty 2421.842227 = -207813.032897 nChanged 14 SP:Iteration 20F (1114.170856 sec): 3 clusters Score: Raw -210244.789420 + Penalty 2421.842227 = -207822.947193 nChanged 17 SP:Iteration 21Q (1114.207435 sec): 3 clusters Score: Raw -210258.231762 + Penalty 2421.842227 = -207836.389535 nChanged 24 SP:Iteration 22Q (1114.254368 sec): 3 clusters Score: Raw -210277.299123 + Penalty 2421.842227 = -207855.456896 nChanged 26 SP:Iteration 23Q (1114.293283 sec): 3 clusters Score: Raw -210302.372457 + Penalty 2421.842227 = -207880.530231 nChanged 24 SP:Iteration 24Q (1114.330864 sec): 3 clusters Score: Raw -210317.208464 + Penalty 2421.842227 = -207895.366238 nChanged 24 SP:Iteration 25Q (1114.365276 sec): 3 clusters Score: Raw -210332.217964 + Penalty 2421.842227 = -207910.375737 nChanged 21 SP:Iteration 26Q (1114.415020 sec): 3 clusters Score: Raw -210345.633082 + Penalty 2421.842227 = -207923.790855 nChanged 31 SP:Iteration 27Q (1114.455090 sec): 3 clusters Score: Raw -210372.661680 + Penalty 2421.842227 = -207950.819453 nChanged 29 SP:Iteration 28Q (1114.502253 sec): 3 clusters Score: Raw -210402.640715 + Penalty 2421.842227 = -207980.798488 nChanged 34 SP:Iteration 29Q (1114.539446 sec): 3 clusters Score: Raw -210437.823686 + Penalty 2421.842227 = -208015.981460 nChanged 40 SP:Iteration 30Q (1114.580719 sec): 3 clusters Score: Raw -210477.483115 + Penalty 2421.842227 = -208055.640888 nChanged 39 SP:Iteration 31Q (1114.627243 sec): 3 clusters Score: Raw -210507.913524 + Penalty 2421.842227 = -208086.071297 nChanged 31 SP:Iteration 32Q (1114.661954 sec): 3 clusters Score: Raw -210540.942468 + Penalty 2421.842227 = -208119.100241 nChanged 36 SP:Iteration 33Q (1114.704806 sec): 3 clusters Score: Raw -210586.547945 + Penalty 2421.842227 = -208164.705718 nChanged 38 SP:Iteration 34Q (1114.745647 sec): 3 clusters Score: Raw -210621.175937 + Penalty 2421.842227 = -208199.333710 nChanged 26 SP:Iteration 35Q (1114.798984 sec): 3 clusters Score: Raw -210643.746506 + Penalty 2421.842227 = -208221.904279 nChanged 21 SP:Iteration 36Q (1114.836817 sec): 3 clusters Score: Raw -210663.112321 + Penalty 2421.842227 = -208241.270094 nChanged 20 SP:Iteration 37Q (1114.870907 sec): 3 clusters Score: Raw -210681.741948 + Penalty 2421.842227 = -208259.899721 nChanged 16 SP:Iteration 38Q (1114.905087 sec): 3 clusters Score: Raw -210693.692151 + Penalty 2421.842227 = -208271.849924 nChanged 15 SP:Iteration 39Q (1114.934110 sec): 3 clusters Score: Raw -210706.224799 + Penalty 2421.842227 = -208284.382572 nChanged 22 SP:Iteration 40F (1114.977583 sec): 3 clusters Score: Raw -210720.088737 + Penalty 2421.842227 = -208298.246510 nChanged 10 SP:Iteration 41Q (1115.020183 sec): 3 clusters Score: Raw -210730.318078 + Penalty 2421.842227 = -208308.475851 nChanged 15 SP:Iteration 42Q (1115.063205 sec): 3 clusters Score: Raw -210742.475446 + Penalty 2421.842227 = -208320.633219 nChanged 11 SP:Iteration 43Q (1115.115317 sec): 3 clusters Score: Raw -210752.512445 + Penalty 2421.842227 = -208330.670218 nChanged 13 SP:Iteration 44Q (1115.153808 sec): 3 clusters Score: Raw -210765.431798 + Penalty 2421.842227 = -208343.589571 nChanged 11 SP:Iteration 45Q (1115.202673 sec): 3 clusters Score: Raw -210773.216575 + Penalty 2421.842227 = -208351.374348 nChanged 6 SP:Iteration 46Q (1115.254321 sec): 3 clusters Score: Raw -210776.933392 + Penalty 2421.842227 = -208355.091165 nChanged 10 SP:Iteration 47Q (1115.296881 sec): 3 clusters Score: Raw -210784.182532 + Penalty 2421.842227 = -208362.340306 nChanged 14 SP:Iteration 48Q (1115.327805 sec): 3 clusters Score: Raw -210793.938426 + Penalty 2421.842227 = -208372.096199 nChanged 7 SP:Iteration 49Q (1115.373770 sec): 3 clusters Score: Raw -210797.493472 + Penalty 2421.842227 = -208375.651245 nChanged 7 SP:Iteration 50Q (1115.418868 sec): 3 clusters Score: Raw -210803.915962 + Penalty 2421.842227 = -208382.073735 nChanged 12 SP:Iteration 51Q (1115.466115 sec): 3 clusters Score: Raw -210812.616062 + Penalty 2421.842227 = -208390.773835 nChanged 14 SP:Iteration 52Q (1115.517048 sec): 3 clusters Score: Raw -210823.330780 + Penalty 2421.842227 = -208401.488553 nChanged 13 SP:Iteration 53Q (1115.550662 sec): 3 clusters Score: Raw -210834.616431 + Penalty 2421.842227 = -208412.774204 nChanged 15 SP:Iteration 54Q (1115.595716 sec): 3 clusters Score: Raw -210850.560230 + Penalty 2421.842227 = -208428.718003 nChanged 13 SP:Iteration 55Q (1115.642899 sec): 3 clusters Score: Raw -210864.481441 + Penalty 2421.842227 = -208442.639214 nChanged 12 SP:Iteration 56Q (1115.677394 sec): 3 clusters Score: Raw -210877.870807 + Penalty 2421.842227 = -208456.028580 nChanged 15 SP:Iteration 57Q (1115.713743 sec): 3 clusters Score: Raw -210900.494840 + Penalty 2421.842227 = -208478.652613 nChanged 21 SP:Iteration 58Q (1115.763650 sec): 3 clusters Score: Raw -210928.027289 + Penalty 2421.842227 = -208506.185062 nChanged 15 SP:Iteration 59Q (1115.808573 sec): 3 clusters Score: Raw -210948.432832 + Penalty 2421.842227 = -208526.590605 nChanged 11 SP:Iteration 60F (1115.862475 sec): 3 clusters Score: Raw -210961.227565 + Penalty 2421.842227 = -208539.385338 nChanged 12 SP:Iteration 61Q (1115.909904 sec): 3 clusters Score: Raw -210972.657548 + Penalty 2421.842227 = -208550.815321 nChanged 10 SP:Iteration 62Q (1115.939928 sec): 3 clusters Score: Raw -210980.756308 + Penalty 2421.842227 = -208558.914081 nChanged 7 SP:Iteration 63Q (1115.991796 sec): 3 clusters Score: Raw -210984.375966 + Penalty 2421.842227 = -208562.533739 nChanged 5 SP:Iteration 64Q (1116.023230 sec): 3 clusters Score: Raw -210988.998907 + Penalty 2421.842227 = -208567.156680 nChanged 5 SP:Iteration 65Q (1116.076576 sec): 3 clusters Score: Raw -210992.217018 + Penalty 2421.842227 = -208570.374791 nChanged 3 SP:Iteration 66Q (1116.111496 sec): 3 clusters Score: Raw -210994.133520 + Penalty 2421.842227 = -208572.291293 nChanged 3 SP:Iteration 67Q (1116.153165 sec): 3 clusters Score: Raw -211001.422883 + Penalty 2421.842227 = -208579.580656 nChanged 4 SP:Iteration 68Q (1116.198314 sec): 3 clusters Score: Raw -211005.538236 + Penalty 2421.842227 = -208583.696009 nChanged 5 SP:Iteration 69Q (1116.251779 sec): 3 clusters Score: Raw -211009.104504 + Penalty 2421.842227 = -208587.262277 nChanged 7 SP:Iteration 70Q (1116.288258 sec): 3 clusters Score: Raw -211014.211343 + Penalty 2421.842227 = -208592.369116 nChanged 2 SP:Iteration 71Q (1116.334873 sec): 3 clusters Score: Raw -211015.528016 + Penalty 2421.842227 = -208593.685790 nChanged 1 SP:Iteration 72Q (1116.385439 sec): 3 clusters Score: Raw -211016.179941 + Penalty 2421.842227 = -208594.337714 nChanged 1 SP:Iteration 73Q (1116.417179 sec): 3 clusters Score: Raw -211017.024300 + Penalty 2421.842227 = -208595.182073 nChanged 1 SP:Iteration 74Q (1116.472724 sec): 3 clusters Score: Raw -211017.598462 + Penalty 2421.842227 = -208595.756235 nChanged 0 SP:Iteration 75F (1116.499270 sec): 3 clusters Score: Raw -211017.598462 + Penalty 2421.842227 = -208595.756235 nChanged 0 Trying to split cluster 12 (67151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1116.623929 sec): 2 clusters Score: Raw -8084703.597250 + Penalty 1806.138603 = -8082897.458647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1116.780099 sec): 3 clusters Score: Raw -8041657.887371 + Penalty 3612.277206 = -8038045.610166 nChanged 31889 SP:Iteration 1F (1116.948190 sec): 3 clusters Score: Raw -8061213.448998 + Penalty 3612.277206 = -8057601.171792 nChanged 3589 SP:Iteration 2F (1117.109621 sec): 3 clusters Score: Raw -8063140.005348 + Penalty 3612.277206 = -8059527.728143 nChanged 4172 SP:Iteration 3F (1117.270156 sec): 3 clusters Score: Raw -8066147.346114 + Penalty 3612.277206 = -8062535.068908 nChanged 4843 SP:Iteration 4F (1117.422016 sec): 3 clusters Score: Raw -8070182.675119 + Penalty 3612.277206 = -8066570.397914 nChanged 5151 SP:Iteration 5F (1117.574668 sec): 3 clusters Score: Raw -8074380.005378 + Penalty 3612.277206 = -8070767.728172 nChanged 4445 SP:Iteration 6F (1117.717168 sec): 3 clusters Score: Raw -8077388.923168 + Penalty 3612.277206 = -8073776.645962 nChanged 3387 SP:Iteration 7F (1117.872432 sec): 3 clusters Score: Raw -8079241.538629 + Penalty 3612.277206 = -8075629.261423 nChanged 2549 SP:Iteration 8Q (1118.029000 sec): 3 clusters Score: Raw -8080567.703037 + Penalty 3612.277206 = -8076955.425832 nChanged 1949 SP:Iteration 9Q (1118.199800 sec): 3 clusters Score: Raw -8081598.504691 + Penalty 3612.277206 = -8077986.227486 nChanged 1620 SP:Iteration 10Q (1118.368289 sec): 3 clusters Score: Raw -8082402.684456 + Penalty 3612.277206 = -8078790.407251 nChanged 1289 SP:Iteration 11Q (1118.530777 sec): 3 clusters Score: Raw -8082937.601113 + Penalty 3612.277206 = -8079325.323908 nChanged 1073 SP:Iteration 12Q (1118.689783 sec): 3 clusters Score: Raw -8083288.300616 + Penalty 3612.277206 = -8079676.023410 nChanged 898 SP:Iteration 13Q (1118.859845 sec): 3 clusters Score: Raw -8083541.751422 + Penalty 3612.277206 = -8079929.474216 nChanged 747 SP:Iteration 14Q (1119.023011 sec): 3 clusters Score: Raw -8083715.567481 + Penalty 3612.277206 = -8080103.290275 nChanged 610 SP:Iteration 15Q (1119.177947 sec): 3 clusters Score: Raw -8083833.570895 + Penalty 3612.277206 = -8080221.293690 nChanged 490 SP:Iteration 16Q (1119.337037 sec): 3 clusters Score: Raw -8083917.393879 + Penalty 3612.277206 = -8080305.116674 nChanged 418 SP:Iteration 17Q (1119.506756 sec): 3 clusters Score: Raw -8083977.469167 + Penalty 3612.277206 = -8080365.191962 nChanged 368 SP:Iteration 18Q (1119.664274 sec): 3 clusters Score: Raw -8084023.024568 + Penalty 3612.277206 = -8080410.747362 nChanged 298 SP:Iteration 19Q (1119.820517 sec): 3 clusters Score: Raw -8084051.615153 + Penalty 3612.277206 = -8080439.337947 nChanged 228 SP:Iteration 20F (1119.976040 sec): 3 clusters Score: Raw -8084070.824983 + Penalty 3612.277206 = -8080458.547778 nChanged 164 SP:Iteration 21Q (1120.131319 sec): 3 clusters Score: Raw -8084082.854013 + Penalty 3612.277206 = -8080470.576807 nChanged 149 SP:Iteration 22Q (1120.292117 sec): 3 clusters Score: Raw -8084091.303992 + Penalty 3612.277206 = -8080479.026786 nChanged 124 SP:Iteration 23Q (1120.451575 sec): 3 clusters Score: Raw -8084097.952381 + Penalty 3612.277206 = -8080485.675176 nChanged 95 SP:Iteration 24Q (1120.614502 sec): 3 clusters Score: Raw -8084102.814304 + Penalty 3612.277206 = -8080490.537099 nChanged 81 SP:Iteration 25Q (1120.779794 sec): 3 clusters Score: Raw -8084106.413216 + Penalty 3612.277206 = -8080494.136010 nChanged 87 SP:Iteration 26Q (1120.938545 sec): 3 clusters Score: Raw -8084109.950148 + Penalty 3612.277206 = -8080497.672943 nChanged 75 SP:Iteration 27Q (1121.104656 sec): 3 clusters Score: Raw -8084112.788095 + Penalty 3612.277206 = -8080500.510890 nChanged 64 SP:Iteration 28Q (1121.277465 sec): 3 clusters Score: Raw -8084115.291986 + Penalty 3612.277206 = -8080503.014780 nChanged 54 SP:Iteration 29Q (1121.428695 sec): 3 clusters Score: Raw -8084117.340969 + Penalty 3612.277206 = -8080505.063763 nChanged 52 SP:Iteration 30Q (1121.583509 sec): 3 clusters Score: Raw -8084119.069228 + Penalty 3612.277206 = -8080506.792023 nChanged 39 SP:Iteration 31Q (1121.745040 sec): 3 clusters Score: Raw -8084120.230125 + Penalty 3612.277206 = -8080507.952920 nChanged 42 SP:Iteration 32Q (1121.903000 sec): 3 clusters Score: Raw -8084121.283349 + Penalty 3612.277206 = -8080509.006144 nChanged 28 SP:Iteration 33Q (1122.057486 sec): 3 clusters Score: Raw -8084121.869190 + Penalty 3612.277206 = -8080509.591985 nChanged 25 SP:Iteration 34Q (1122.213436 sec): 3 clusters Score: Raw -8084122.402713 + Penalty 3612.277206 = -8080510.125508 nChanged 25 SP:Iteration 35Q (1122.373423 sec): 3 clusters Score: Raw -8084123.039724 + Penalty 3612.277206 = -8080510.762518 nChanged 30 SP:Iteration 36Q (1122.534613 sec): 3 clusters Score: Raw -8084123.661830 + Penalty 3612.277206 = -8080511.384624 nChanged 25 SP:Iteration 37Q (1122.685007 sec): 3 clusters Score: Raw -8084124.367957 + Penalty 3612.277206 = -8080512.090751 nChanged 29 SP:Iteration 38Q (1122.862196 sec): 3 clusters Score: Raw -8084125.000393 + Penalty 3612.277206 = -8080512.723188 nChanged 25 SP:Iteration 39Q (1123.018957 sec): 3 clusters Score: Raw -8084125.556860 + Penalty 3612.277206 = -8080513.279655 nChanged 23 SP:Iteration 40F (1123.170400 sec): 3 clusters Score: Raw -8084126.084947 + Penalty 3612.277206 = -8080513.807741 nChanged 24 SP:Iteration 41Q (1123.333388 sec): 3 clusters Score: Raw -8084126.593378 + Penalty 3612.277206 = -8080514.316173 nChanged 29 SP:Iteration 42Q (1123.504200 sec): 3 clusters Score: Raw -8084127.209663 + Penalty 3612.277206 = -8080514.932458 nChanged 25 SP:Iteration 43Q (1123.670102 sec): 3 clusters Score: Raw -8084127.861519 + Penalty 3612.277206 = -8080515.584314 nChanged 25 SP:Iteration 44Q (1123.833991 sec): 3 clusters Score: Raw -8084128.470527 + Penalty 3612.277206 = -8080516.193321 nChanged 26 SP:Iteration 45Q (1123.990607 sec): 3 clusters Score: Raw -8084129.075401 + Penalty 3612.277206 = -8080516.798196 nChanged 19 SP:Iteration 46Q (1124.152146 sec): 3 clusters Score: Raw -8084129.514942 + Penalty 3612.277206 = -8080517.237736 nChanged 20 SP:Iteration 47Q (1124.308344 sec): 3 clusters Score: Raw -8084129.868258 + Penalty 3612.277206 = -8080517.591053 nChanged 17 SP:Iteration 48Q (1124.462621 sec): 3 clusters Score: Raw -8084130.201230 + Penalty 3612.277206 = -8080517.924024 nChanged 23 SP:Iteration 49Q (1124.621539 sec): 3 clusters Score: Raw -8084130.790548 + Penalty 3612.277206 = -8080518.513343 nChanged 21 SP:Iteration 50Q (1124.772590 sec): 3 clusters Score: Raw -8084131.377594 + Penalty 3612.277206 = -8080519.100389 nChanged 22 SP:Iteration 51Q (1124.933486 sec): 3 clusters Score: Raw -8084131.867142 + Penalty 3612.277206 = -8080519.589936 nChanged 20 SP:Iteration 52Q (1125.097169 sec): 3 clusters Score: Raw -8084132.320451 + Penalty 3612.277206 = -8080520.043246 nChanged 18 SP:Iteration 53Q (1125.270213 sec): 3 clusters Score: Raw -8084132.703925 + Penalty 3612.277206 = -8080520.426720 nChanged 15 SP:Iteration 54Q (1125.412715 sec): 3 clusters Score: Raw -8084132.999629 + Penalty 3612.277206 = -8080520.722423 nChanged 19 SP:Iteration 55Q (1125.565461 sec): 3 clusters Score: Raw -8084133.340679 + Penalty 3612.277206 = -8080521.063473 nChanged 12 SP:Iteration 56Q (1125.723811 sec): 3 clusters Score: Raw -8084133.560246 + Penalty 3612.277206 = -8080521.283041 nChanged 8 SP:Iteration 57Q (1125.884503 sec): 3 clusters Score: Raw -8084133.676618 + Penalty 3612.277206 = -8080521.399413 nChanged 5 SP:Iteration 58Q (1126.049178 sec): 3 clusters Score: Raw -8084133.716045 + Penalty 3612.277206 = -8080521.438839 nChanged 5 SP:Iteration 59Q (1126.219295 sec): 3 clusters Score: Raw -8084133.778184 + Penalty 3612.277206 = -8080521.500979 nChanged 8 SP:Iteration 60F (1126.386540 sec): 3 clusters Score: Raw -8084133.918506 + Penalty 3612.277206 = -8080521.641301 nChanged 10 SP:Iteration 61Q (1126.539114 sec): 3 clusters Score: Raw -8084134.076470 + Penalty 3612.277206 = -8080521.799265 nChanged 7 SP:Iteration 62Q (1126.714775 sec): 3 clusters Score: Raw -8084134.203831 + Penalty 3612.277206 = -8080521.926626 nChanged 6 SP:Iteration 63Q (1126.883496 sec): 3 clusters Score: Raw -8084134.318688 + Penalty 3612.277206 = -8080522.041483 nChanged 6 SP:Iteration 64Q (1127.041300 sec): 3 clusters Score: Raw -8084134.420693 + Penalty 3612.277206 = -8080522.143487 nChanged 5 SP:Iteration 65Q (1127.196907 sec): 3 clusters Score: Raw -8084134.507870 + Penalty 3612.277206 = -8080522.230665 nChanged 6 SP:Iteration 66Q (1127.356018 sec): 3 clusters Score: Raw -8084134.626281 + Penalty 3612.277206 = -8080522.349075 nChanged 4 SP:Iteration 67Q (1127.518620 sec): 3 clusters Score: Raw -8084134.684110 + Penalty 3612.277206 = -8080522.406905 nChanged 4 SP:Iteration 68Q (1127.682218 sec): 3 clusters Score: Raw -8084134.715805 + Penalty 3612.277206 = -8080522.438599 nChanged 1 SP:Iteration 69Q (1127.846350 sec): 3 clusters Score: Raw -8084134.735682 + Penalty 3612.277206 = -8080522.458476 nChanged 2 SP:Iteration 70Q (1128.010286 sec): 3 clusters Score: Raw -8084134.769960 + Penalty 3612.277206 = -8080522.492754 nChanged 2 SP:Iteration 71Q (1128.176759 sec): 3 clusters Score: Raw -8084134.825665 + Penalty 3612.277206 = -8080522.548459 nChanged 4 SP:Iteration 72Q (1128.337408 sec): 3 clusters Score: Raw -8084134.912178 + Penalty 3612.277206 = -8080522.634972 nChanged 8 SP:Iteration 73Q (1128.498880 sec): 3 clusters Score: Raw -8084135.091071 + Penalty 3612.277206 = -8080522.813865 nChanged 11 SP:Iteration 74Q (1128.659062 sec): 3 clusters Score: Raw -8084135.312528 + Penalty 3612.277206 = -8080523.035322 nChanged 10 SP:Iteration 75Q (1128.807900 sec): 3 clusters Score: Raw -8084135.479557 + Penalty 3612.277206 = -8080523.202352 nChanged 11 SP:Iteration 76Q (1128.972789 sec): 3 clusters Score: Raw -8084135.797471 + Penalty 3612.277206 = -8080523.520266 nChanged 13 SP:Iteration 77Q (1129.134809 sec): 3 clusters Score: Raw -8084136.122339 + Penalty 3612.277206 = -8080523.845133 nChanged 12 SP:Iteration 78Q (1129.293805 sec): 3 clusters Score: Raw -8084136.437204 + Penalty 3612.277206 = -8080524.159999 nChanged 19 SP:Iteration 79Q (1129.447495 sec): 3 clusters Score: Raw -8084136.930164 + Penalty 3612.277206 = -8080524.652959 nChanged 13 SP:Iteration 80F (1129.612106 sec): 3 clusters Score: Raw -8084137.197729 + Penalty 3612.277206 = -8080524.920524 nChanged 9 SP:Iteration 81Q (1129.778849 sec): 3 clusters Score: Raw -8084137.356742 + Penalty 3612.277206 = -8080525.079536 nChanged 9 SP:Iteration 82Q (1129.934376 sec): 3 clusters Score: Raw -8084137.516229 + Penalty 3612.277206 = -8080525.239024 nChanged 10 SP:Iteration 83Q (1130.084623 sec): 3 clusters Score: Raw -8084137.697032 + Penalty 3612.277206 = -8080525.419827 nChanged 10 SP:Iteration 84Q (1130.246841 sec): 3 clusters Score: Raw -8084137.873056 + Penalty 3612.277206 = -8080525.595851 nChanged 11 SP:Iteration 85Q (1130.403072 sec): 3 clusters Score: Raw -8084138.126051 + Penalty 3612.277206 = -8080525.848845 nChanged 14 SP:Iteration 86Q (1130.563132 sec): 3 clusters Score: Raw -8084138.415038 + Penalty 3612.277206 = -8080526.137833 nChanged 12 SP:Iteration 87Q (1130.730083 sec): 3 clusters Score: Raw -8084138.774683 + Penalty 3612.277206 = -8080526.497477 nChanged 13 SP:Iteration 88Q (1130.889719 sec): 3 clusters Score: Raw -8084139.191758 + Penalty 3612.277206 = -8080526.914552 nChanged 18 SP:Iteration 89Q (1131.055219 sec): 3 clusters Score: Raw -8084139.754255 + Penalty 3612.277206 = -8080527.477049 nChanged 21 SP:Iteration 90Q (1131.218276 sec): 3 clusters Score: Raw -8084140.347925 + Penalty 3612.277206 = -8080528.070719 nChanged 30 SP:Iteration 91Q (1131.383419 sec): 3 clusters Score: Raw -8084140.925532 + Penalty 3612.277206 = -8080528.648327 nChanged 24 SP:Iteration 92Q (1131.547776 sec): 3 clusters Score: Raw -8084141.367021 + Penalty 3612.277206 = -8080529.089816 nChanged 21 SP:Iteration 93Q (1131.706992 sec): 3 clusters Score: Raw -8084141.735676 + Penalty 3612.277206 = -8080529.458471 nChanged 20 SP:Iteration 94Q (1131.857769 sec): 3 clusters Score: Raw -8084142.160878 + Penalty 3612.277206 = -8080529.883672 nChanged 29 SP:Iteration 95Q (1132.012478 sec): 3 clusters Score: Raw -8084143.051989 + Penalty 3612.277206 = -8080530.774784 nChanged 34 SP:Iteration 96Q (1132.166047 sec): 3 clusters Score: Raw -8084144.149736 + Penalty 3612.277206 = -8080531.872531 nChanged 36 SP:Iteration 97Q (1132.320987 sec): 3 clusters Score: Raw -8084145.066383 + Penalty 3612.277206 = -8080532.789178 nChanged 30 SP:Iteration 98Q (1132.486416 sec): 3 clusters Score: Raw -8084146.044653 + Penalty 3612.277206 = -8080533.767448 nChanged 38 SP:Iteration 99Q (1132.649155 sec): 3 clusters Score: Raw -8084147.398460 + Penalty 3612.277206 = -8080535.121254 nChanged 53 SP:Iteration 100F (1132.807085 sec): 3 clusters Score: Raw -8084149.473078 + Penalty 3612.277206 = -8080537.195872 nChanged 56 SP:Iteration 101Q (1132.967716 sec): 3 clusters Score: Raw -8084152.206969 + Penalty 3612.277206 = -8080539.929763 nChanged 70 SP:Iteration 102Q (1133.133387 sec): 3 clusters Score: Raw -8084155.323216 + Penalty 3612.277206 = -8080543.046011 nChanged 83 SP:Iteration 103Q (1133.298852 sec): 3 clusters Score: Raw -8084159.548881 + Penalty 3612.277206 = -8080547.271676 nChanged 94 SP:Iteration 104Q (1133.456919 sec): 3 clusters Score: Raw -8084165.119092 + Penalty 3612.277206 = -8080552.841886 nChanged 110 SP:Iteration 105Q (1133.633574 sec): 3 clusters Score: Raw -8084172.700205 + Penalty 3612.277206 = -8080560.422999 nChanged 132 SP:Iteration 106Q (1133.777029 sec): 3 clusters Score: Raw -8084182.417617 + Penalty 3612.277206 = -8080570.140411 nChanged 123 SP:Iteration 107Q (1133.941000 sec): 3 clusters Score: Raw -8084190.069768 + Penalty 3612.277206 = -8080577.792562 nChanged 120 SP:Iteration 108Q (1134.106086 sec): 3 clusters Score: Raw -8084197.583025 + Penalty 3612.277206 = -8080585.305819 nChanged 119 SP:Iteration 109Q (1134.256997 sec): 3 clusters Score: Raw -8084205.238454 + Penalty 3612.277206 = -8080592.961249 nChanged 118 SP:Iteration 110Q (1134.424437 sec): 3 clusters Score: Raw -8084212.536405 + Penalty 3612.277206 = -8080600.259199 nChanged 123 SP:Iteration 111Q (1134.576967 sec): 3 clusters Score: Raw -8084220.793299 + Penalty 3612.277206 = -8080608.516094 nChanged 123 SP:Iteration 112Q (1134.732550 sec): 3 clusters Score: Raw -8084228.836328 + Penalty 3612.277206 = -8080616.559123 nChanged 132 SP:Iteration 113Q (1134.900346 sec): 3 clusters Score: Raw -8084237.634023 + Penalty 3612.277206 = -8080625.356817 nChanged 143 SP:Iteration 114Q (1135.041344 sec): 3 clusters Score: Raw -8084247.701665 + Penalty 3612.277206 = -8080635.424459 nChanged 146 SP:Iteration 115Q (1135.206061 sec): 3 clusters Score: Raw -8084258.402233 + Penalty 3612.277206 = -8080646.125027 nChanged 139 SP:Iteration 116Q (1135.359787 sec): 3 clusters Score: Raw -8084268.473145 + Penalty 3612.277206 = -8080656.195940 nChanged 137 SP:Iteration 117Q (1135.519844 sec): 3 clusters Score: Raw -8084277.749992 + Penalty 3612.277206 = -8080665.472787 nChanged 152 SP:Iteration 118Q (1135.690631 sec): 3 clusters Score: Raw -8084289.675816 + Penalty 3612.277206 = -8080677.398610 nChanged 187 SP:Iteration 119Q (1135.856297 sec): 3 clusters Score: Raw -8084307.156665 + Penalty 3612.277206 = -8080694.879459 nChanged 207 SP:Iteration 120F (1136.018477 sec): 3 clusters Score: Raw -8084326.428352 + Penalty 3612.277206 = -8080714.151147 nChanged 203 SP:Iteration 121Q (1136.160989 sec): 3 clusters Score: Raw -8084345.580015 + Penalty 3612.277206 = -8080733.302809 nChanged 211 SP:Iteration 122Q (1136.320848 sec): 3 clusters Score: Raw -8084366.114829 + Penalty 3612.277206 = -8080753.837623 nChanged 222 SP:Iteration 123Q (1136.490819 sec): 3 clusters Score: Raw -8084385.768100 + Penalty 3612.277206 = -8080773.490895 nChanged 219 SP:Iteration 124Q (1136.647664 sec): 3 clusters Score: Raw -8084404.542776 + Penalty 3612.277206 = -8080792.265570 nChanged 233 SP:Iteration 125Q (1136.810762 sec): 3 clusters Score: Raw -8084423.768346 + Penalty 3612.277206 = -8080811.491140 nChanged 240 SP:Iteration 126Q (1136.964640 sec): 3 clusters Score: Raw -8084446.666476 + Penalty 3612.277206 = -8080834.389270 nChanged 251 SP:Iteration 127Q (1137.107354 sec): 3 clusters Score: Raw -8084470.027323 + Penalty 3612.277206 = -8080857.750118 nChanged 238 SP:Iteration 128Q (1137.269294 sec): 3 clusters Score: Raw -8084491.605768 + Penalty 3612.277206 = -8080879.328563 nChanged 228 SP:Iteration 129Q (1137.413724 sec): 3 clusters Score: Raw -8084512.454823 + Penalty 3612.277206 = -8080900.177618 nChanged 233 SP:Iteration 130Q (1137.566402 sec): 3 clusters Score: Raw -8084534.641652 + Penalty 3612.277206 = -8080922.364447 nChanged 252 SP:Iteration 131Q (1137.741113 sec): 3 clusters Score: Raw -8084562.749038 + Penalty 3612.277206 = -8080950.471833 nChanged 268 SP:Iteration 132Q (1137.881296 sec): 3 clusters Score: Raw -8084590.458010 + Penalty 3612.277206 = -8080978.180805 nChanged 262 SP:Iteration 133Q (1138.056624 sec): 3 clusters Score: Raw -8084618.503759 + Penalty 3612.277206 = -8081006.226553 nChanged 252 SP:Iteration 134Q (1138.214882 sec): 3 clusters Score: Raw -8084644.378897 + Penalty 3612.277206 = -8081032.101691 nChanged 260 SP:Iteration 135Q (1138.372370 sec): 3 clusters Score: Raw -8084670.190961 + Penalty 3612.277206 = -8081057.913756 nChanged 262 SP:Iteration 136Q (1138.508682 sec): 3 clusters Score: Raw -8084697.903691 + Penalty 3612.277206 = -8081085.626486 nChanged 261 SP:Iteration 137Q (1138.659387 sec): 3 clusters Score: Raw -8084726.397908 + Penalty 3612.277206 = -8081114.120703 nChanged 253 SP:Iteration 138Q (1138.807968 sec): 3 clusters Score: Raw -8084754.698142 + Penalty 3612.277206 = -8081142.420937 nChanged 240 SP:Iteration 139Q (1138.963048 sec): 3 clusters Score: Raw -8084778.612489 + Penalty 3612.277206 = -8081166.335283 nChanged 234 SP:Iteration 140F (1139.123229 sec): 3 clusters Score: Raw -8084801.085023 + Penalty 3612.277206 = -8081188.807817 nChanged 210 SP:Iteration 141Q (1139.283550 sec): 3 clusters Score: Raw -8084819.863121 + Penalty 3612.277206 = -8081207.585916 nChanged 191 SP:Iteration 142Q (1139.435901 sec): 3 clusters Score: Raw -8084836.637481 + Penalty 3612.277206 = -8081224.360276 nChanged 198 SP:Iteration 143Q (1139.603118 sec): 3 clusters Score: Raw -8084852.616117 + Penalty 3612.277206 = -8081240.338911 nChanged 197 SP:Iteration 144Q (1139.769248 sec): 3 clusters Score: Raw -8084868.914247 + Penalty 3612.277206 = -8081256.637041 nChanged 199 SP:Iteration 145Q (1139.931971 sec): 3 clusters Score: Raw -8084885.393524 + Penalty 3612.277206 = -8081273.116318 nChanged 204 SP:Iteration 146Q (1140.091103 sec): 3 clusters Score: Raw -8084900.667634 + Penalty 3612.277206 = -8081288.390429 nChanged 166 SP:Iteration 147Q (1140.245018 sec): 3 clusters Score: Raw -8084910.902425 + Penalty 3612.277206 = -8081298.625220 nChanged 130 SP:Iteration 148Q (1140.404794 sec): 3 clusters Score: Raw -8084918.473057 + Penalty 3612.277206 = -8081306.195851 nChanged 126 SP:Iteration 149Q (1140.552943 sec): 3 clusters Score: Raw -8084926.369682 + Penalty 3612.277206 = -8081314.092477 nChanged 127 SP:Iteration 150Q (1140.716493 sec): 3 clusters Score: Raw -8084933.644983 + Penalty 3612.277206 = -8081321.367778 nChanged 111 SP:Iteration 151Q (1140.863071 sec): 3 clusters Score: Raw -8084940.334172 + Penalty 3612.277206 = -8081328.056967 nChanged 116 SP:Iteration 152Q (1141.010489 sec): 3 clusters Score: Raw -8084947.186646 + Penalty 3612.277206 = -8081334.909441 nChanged 115 SP:Iteration 153Q (1141.158153 sec): 3 clusters Score: Raw -8084952.608769 + Penalty 3612.277206 = -8081340.331564 nChanged 86 SP:Iteration 154Q (1141.323784 sec): 3 clusters Score: Raw -8084956.751460 + Penalty 3612.277206 = -8081344.474254 nChanged 82 SP:Iteration 155Q (1141.468753 sec): 3 clusters Score: Raw -8084960.568007 + Penalty 3612.277206 = -8081348.290801 nChanged 87 SP:Iteration 156Q (1141.620482 sec): 3 clusters Score: Raw -8084964.636609 + Penalty 3612.277206 = -8081352.359404 nChanged 88 SP:Iteration 157Q (1141.766919 sec): 3 clusters Score: Raw -8084968.754729 + Penalty 3612.277206 = -8081356.477524 nChanged 79 SP:Iteration 158Q (1141.916400 sec): 3 clusters Score: Raw -8084972.017176 + Penalty 3612.277206 = -8081359.739970 nChanged 72 SP:Iteration 159Q (1142.053327 sec): 3 clusters Score: Raw -8084974.496837 + Penalty 3612.277206 = -8081362.219631 nChanged 61 SP:Iteration 160F (1142.213764 sec): 3 clusters Score: Raw -8084976.477444 + Penalty 3612.277206 = -8081364.200239 nChanged 60 SP:Iteration 161Q (1142.382700 sec): 3 clusters Score: Raw -8084978.737268 + Penalty 3612.277206 = -8081366.460063 nChanged 70 SP:Iteration 162Q (1142.530928 sec): 3 clusters Score: Raw -8084981.679674 + Penalty 3612.277206 = -8081369.402468 nChanged 71 SP:Iteration 163Q (1142.677326 sec): 3 clusters Score: Raw -8084984.660825 + Penalty 3612.277206 = -8081372.383620 nChanged 69 SP:Iteration 164Q (1142.839501 sec): 3 clusters Score: Raw -8084987.556914 + Penalty 3612.277206 = -8081375.279709 nChanged 79 SP:Iteration 165Q (1142.995105 sec): 3 clusters Score: Raw -8084990.916520 + Penalty 3612.277206 = -8081378.639315 nChanged 70 SP:Iteration 166Q (1143.167084 sec): 3 clusters Score: Raw -8084993.794890 + Penalty 3612.277206 = -8081381.517685 nChanged 71 SP:Iteration 167Q (1143.327569 sec): 3 clusters Score: Raw -8084996.567274 + Penalty 3612.277206 = -8081384.290069 nChanged 71 SP:Iteration 168Q (1143.490482 sec): 3 clusters Score: Raw -8084999.548527 + Penalty 3612.277206 = -8081387.271321 nChanged 68 SP:Iteration 169Q (1143.635085 sec): 3 clusters Score: Raw -8085002.775360 + Penalty 3612.277206 = -8081390.498155 nChanged 66 SP:Iteration 170Q (1143.801351 sec): 3 clusters Score: Raw -8085005.850041 + Penalty 3612.277206 = -8081393.572836 nChanged 72 SP:Iteration 171Q (1143.965640 sec): 3 clusters Score: Raw -8085008.918762 + Penalty 3612.277206 = -8081396.641556 nChanged 55 SP:Iteration 172Q (1144.123489 sec): 3 clusters Score: Raw -8085010.696744 + Penalty 3612.277206 = -8081398.419538 nChanged 52 SP:Iteration 173Q (1144.285665 sec): 3 clusters Score: Raw -8085012.317228 + Penalty 3612.277206 = -8081400.040023 nChanged 46 SP:Iteration 174Q (1144.436304 sec): 3 clusters Score: Raw -8085013.730134 + Penalty 3612.277206 = -8081401.452929 nChanged 42 SP:Iteration 175Q (1144.583890 sec): 3 clusters Score: Raw -8085015.241295 + Penalty 3612.277206 = -8081402.964090 nChanged 50 SP:Iteration 176Q (1144.752504 sec): 3 clusters Score: Raw -8085016.965604 + Penalty 3612.277206 = -8081404.688398 nChanged 54 SP:Iteration 177Q (1144.909466 sec): 3 clusters Score: Raw -8085019.093225 + Penalty 3612.277206 = -8081406.816019 nChanged 48 SP:Iteration 178Q (1145.073161 sec): 3 clusters Score: Raw -8085021.174802 + Penalty 3612.277206 = -8081408.897596 nChanged 53 SP:Iteration 179Q (1145.232867 sec): 3 clusters Score: Raw -8085023.357948 + Penalty 3612.277206 = -8081411.080743 nChanged 48 SP:Iteration 180F (1145.399570 sec): 3 clusters Score: Raw -8085025.279112 + Penalty 3612.277206 = -8081413.001906 nChanged 59 SP:Iteration 181Q (1145.574600 sec): 3 clusters Score: Raw -8085027.687968 + Penalty 3612.277206 = -8081415.410763 nChanged 59 SP:Iteration 182Q (1145.731257 sec): 3 clusters Score: Raw -8085029.802032 + Penalty 3612.277206 = -8081417.524826 nChanged 55 SP:Iteration 183Q (1145.885523 sec): 3 clusters Score: Raw -8085031.752272 + Penalty 3612.277206 = -8081419.475066 nChanged 51 SP:Iteration 184Q (1146.027453 sec): 3 clusters Score: Raw -8085033.873719 + Penalty 3612.277206 = -8081421.596514 nChanged 50 SP:Iteration 185Q (1146.184085 sec): 3 clusters Score: Raw -8085035.781290 + Penalty 3612.277206 = -8081423.504085 nChanged 49 SP:Iteration 186Q (1146.332049 sec): 3 clusters Score: Raw -8085037.375703 + Penalty 3612.277206 = -8081425.098497 nChanged 49 SP:Iteration 187Q (1146.492581 sec): 3 clusters Score: Raw -8085039.149941 + Penalty 3612.277206 = -8081426.872735 nChanged 54 SP:Iteration 188Q (1146.662447 sec): 3 clusters Score: Raw -8085041.004684 + Penalty 3612.277206 = -8081428.727478 nChanged 45 SP:Iteration 189Q (1146.824330 sec): 3 clusters Score: Raw -8085042.589420 + Penalty 3612.277206 = -8081430.312215 nChanged 60 SP:Iteration 190Q (1146.997586 sec): 3 clusters Score: Raw -8085044.391962 + Penalty 3612.277206 = -8081432.114757 nChanged 51 SP:Iteration 191Q (1147.148735 sec): 3 clusters Score: Raw -8085046.217750 + Penalty 3612.277206 = -8081433.940544 nChanged 54 SP:Iteration 192Q (1147.308667 sec): 3 clusters Score: Raw -8085048.060844 + Penalty 3612.277206 = -8081435.783639 nChanged 53 SP:Iteration 193Q (1147.475392 sec): 3 clusters Score: Raw -8085050.205265 + Penalty 3612.277206 = -8081437.928060 nChanged 58 SP:Iteration 194Q (1147.612189 sec): 3 clusters Score: Raw -8085052.756059 + Penalty 3612.277206 = -8081440.478853 nChanged 73 SP:Iteration 195Q (1147.776286 sec): 3 clusters Score: Raw -8085056.488575 + Penalty 3612.277206 = -8081444.211370 nChanged 81 SP:Iteration 196Q (1147.935230 sec): 3 clusters Score: Raw -8085060.945769 + Penalty 3612.277206 = -8081448.668563 nChanged 98 SP:Iteration 197Q (1148.087081 sec): 3 clusters Score: Raw -8085066.606687 + Penalty 3612.277206 = -8081454.329482 nChanged 94 SP:Iteration 198Q (1148.243238 sec): 3 clusters Score: Raw -8085073.214310 + Penalty 3612.277206 = -8081460.937105 nChanged 101 SP:Iteration 199Q (1148.399434 sec): 3 clusters Score: Raw -8085079.725653 + Penalty 3612.277206 = -8081467.448447 nChanged 106 SP:Iteration 200F (1148.554380 sec): 3 clusters Score: Raw -8085087.572197 + Penalty 3612.277206 = -8081475.294992 nChanged 146 SP:Iteration 201Q (1148.699930 sec): 3 clusters Score: Raw -8085098.904924 + Penalty 3612.277206 = -8081486.627719 nChanged 142 SP:Iteration 202Q (1148.854809 sec): 3 clusters Score: Raw -8085113.917747 + Penalty 3612.277206 = -8081501.640541 nChanged 172 SP:Iteration 203Q (1149.030084 sec): 3 clusters Score: Raw -8085137.485114 + Penalty 3612.277206 = -8081525.207909 nChanged 210 SP:Iteration 204Q (1149.179433 sec): 3 clusters Score: Raw -8085168.955118 + Penalty 3612.277206 = -8081556.677912 nChanged 243 SP:Iteration 205Q (1149.343488 sec): 3 clusters Score: Raw -8085211.274348 + Penalty 3612.277206 = -8081598.997142 nChanged 271 SP:Iteration 206Q (1149.518721 sec): 3 clusters Score: Raw -8085268.620160 + Penalty 3612.277206 = -8081656.342955 nChanged 317 SP:Iteration 207Q (1149.676366 sec): 3 clusters Score: Raw -8085342.373349 + Penalty 3612.277206 = -8081730.096143 nChanged 384 SP:Iteration 208Q (1149.832160 sec): 3 clusters Score: Raw -8085441.635434 + Penalty 3612.277206 = -8081829.358229 nChanged 394 SP:Iteration 209Q (1149.993707 sec): 3 clusters Score: Raw -8085556.062520 + Penalty 3612.277206 = -8081943.785315 nChanged 415 SP:Iteration 210Q (1150.151400 sec): 3 clusters Score: Raw -8085701.243947 + Penalty 3612.277206 = -8082088.966742 nChanged 449 SP:Iteration 211Q (1150.292437 sec): 3 clusters Score: Raw -8085866.968459 + Penalty 3612.277206 = -8082254.691254 nChanged 501 SP:Iteration 212Q (1150.461080 sec): 3 clusters Score: Raw -8086062.760995 + Penalty 3612.277206 = -8082450.483790 nChanged 525 SP:Iteration 213Q (1150.624470 sec): 3 clusters Score: Raw -8086267.291171 + Penalty 3612.277206 = -8082655.013966 nChanged 530 SP:Iteration 214Q (1150.775137 sec): 3 clusters Score: Raw -8086453.882939 + Penalty 3612.277206 = -8082841.605734 nChanged 529 SP:Iteration 215Q (1150.934660 sec): 3 clusters Score: Raw -8086616.031142 + Penalty 3612.277206 = -8083003.753937 nChanged 476 SP:Iteration 216Q (1151.088921 sec): 3 clusters Score: Raw -8086745.917759 + Penalty 3612.277206 = -8083133.640554 nChanged 468 SP:Iteration 217Q (1151.249708 sec): 3 clusters Score: Raw -8086872.664012 + Penalty 3612.277206 = -8083260.386806 nChanged 471 SP:Iteration 218Q (1151.406597 sec): 3 clusters Score: Raw -8086997.002807 + Penalty 3612.277206 = -8083384.725601 nChanged 463 SP:Iteration 219Q (1151.564917 sec): 3 clusters Score: Raw -8087107.403056 + Penalty 3612.277206 = -8083495.125851 nChanged 431 SP:Iteration 220F (1151.737606 sec): 3 clusters Score: Raw -8087198.673664 + Penalty 3612.277206 = -8083586.396458 nChanged 371 SP:Iteration 221Q (1151.889890 sec): 3 clusters Score: Raw -8087269.359211 + Penalty 3612.277206 = -8083657.082005 nChanged 318 SP:Iteration 222Q (1152.026598 sec): 3 clusters Score: Raw -8087323.854364 + Penalty 3612.277206 = -8083711.577158 nChanged 305 SP:Iteration 223Q (1152.175895 sec): 3 clusters Score: Raw -8087372.637999 + Penalty 3612.277206 = -8083760.360793 nChanged 288 SP:Iteration 224Q (1152.326755 sec): 3 clusters Score: Raw -8087413.502138 + Penalty 3612.277206 = -8083801.224932 nChanged 274 SP:Iteration 225Q (1152.465581 sec): 3 clusters Score: Raw -8087449.078268 + Penalty 3612.277206 = -8083836.801062 nChanged 247 SP:Iteration 226Q (1152.632596 sec): 3 clusters Score: Raw -8087480.022776 + Penalty 3612.277206 = -8083867.745570 nChanged 228 SP:Iteration 227Q (1152.794246 sec): 3 clusters Score: Raw -8087504.458418 + Penalty 3612.277206 = -8083892.181213 nChanged 197 SP:Iteration 228Q (1152.947174 sec): 3 clusters Score: Raw -8087524.535921 + Penalty 3612.277206 = -8083912.258716 nChanged 186 SP:Iteration 229Q (1153.105869 sec): 3 clusters Score: Raw -8087543.757819 + Penalty 3612.277206 = -8083931.480614 nChanged 172 SP:Iteration 230Q (1153.258208 sec): 3 clusters Score: Raw -8087558.895765 + Penalty 3612.277206 = -8083946.618560 nChanged 137 SP:Iteration 231Q (1153.404721 sec): 3 clusters Score: Raw -8087569.943776 + Penalty 3612.277206 = -8083957.666570 nChanged 132 SP:Iteration 232Q (1153.553153 sec): 3 clusters Score: Raw -8087581.379925 + Penalty 3612.277206 = -8083969.102720 nChanged 112 SP:Iteration 233Q (1153.694819 sec): 3 clusters Score: Raw -8087590.480848 + Penalty 3612.277206 = -8083978.203643 nChanged 100 SP:Iteration 234Q (1153.843652 sec): 3 clusters Score: Raw -8087597.993023 + Penalty 3612.277206 = -8083985.715817 nChanged 88 SP:Iteration 235Q (1154.002912 sec): 3 clusters Score: Raw -8087602.987804 + Penalty 3612.277206 = -8083990.710598 nChanged 63 SP:Iteration 236Q (1154.154616 sec): 3 clusters Score: Raw -8087606.153690 + Penalty 3612.277206 = -8083993.876485 nChanged 57 SP:Iteration 237Q (1154.308565 sec): 3 clusters Score: Raw -8087609.177283 + Penalty 3612.277206 = -8083996.900077 nChanged 40 SP:Iteration 238Q (1154.464710 sec): 3 clusters Score: Raw -8087611.005208 + Penalty 3612.277206 = -8083998.728002 nChanged 35 SP:Iteration 239Q (1154.608845 sec): 3 clusters Score: Raw -8087612.625632 + Penalty 3612.277206 = -8084000.348427 nChanged 34 SP:Iteration 240F (1154.766070 sec): 3 clusters Score: Raw -8087613.634599 + Penalty 3612.277206 = -8084001.357394 nChanged 21 SP:Iteration 241Q (1154.922314 sec): 3 clusters Score: Raw -8087614.234152 + Penalty 3612.277206 = -8084001.956946 nChanged 19 SP:Iteration 242Q (1155.070720 sec): 3 clusters Score: Raw -8087614.907386 + Penalty 3612.277206 = -8084002.630181 nChanged 20 SP:Iteration 243Q (1155.213332 sec): 3 clusters Score: Raw -8087615.727314 + Penalty 3612.277206 = -8084003.450108 nChanged 15 SP:Iteration 244Q (1155.356953 sec): 3 clusters Score: Raw -8087616.413293 + Penalty 3612.277206 = -8084004.136088 nChanged 15 SP:Iteration 245Q (1155.512517 sec): 3 clusters Score: Raw -8087616.983164 + Penalty 3612.277206 = -8084004.705959 nChanged 18 SP:Iteration 246Q (1155.669588 sec): 3 clusters Score: Raw -8087617.897238 + Penalty 3612.277206 = -8084005.620033 nChanged 11 SP:Iteration 247Q (1155.811977 sec): 3 clusters Score: Raw -8087618.359962 + Penalty 3612.277206 = -8084006.082757 nChanged 19 SP:Iteration 248Q (1155.972615 sec): 3 clusters Score: Raw -8087619.125868 + Penalty 3612.277206 = -8084006.848663 nChanged 16 SP:Iteration 249Q (1156.117844 sec): 3 clusters Score: Raw -8087619.698402 + Penalty 3612.277206 = -8084007.421197 nChanged 11 SP:Iteration 250Q (1156.275874 sec): 3 clusters Score: Raw -8087620.118072 + Penalty 3612.277206 = -8084007.840866 nChanged 6 SP:Iteration 251Q (1156.432473 sec): 3 clusters Score: Raw -8087620.423082 + Penalty 3612.277206 = -8084008.145876 nChanged 6 SP:Iteration 252Q (1156.587112 sec): 3 clusters Score: Raw -8087620.614353 + Penalty 3612.277206 = -8084008.337148 nChanged 10 SP:Iteration 253Q (1156.735421 sec): 3 clusters Score: Raw -8087620.997185 + Penalty 3612.277206 = -8084008.719980 nChanged 10 SP:Iteration 254Q (1156.885788 sec): 3 clusters Score: Raw -8087621.183142 + Penalty 3612.277206 = -8084008.905936 nChanged 5 SP:Iteration 255Q (1157.029080 sec): 3 clusters Score: Raw -8087621.283436 + Penalty 3612.277206 = -8084009.006231 nChanged 6 SP:Iteration 256Q (1157.185579 sec): 3 clusters Score: Raw -8087621.427958 + Penalty 3612.277206 = -8084009.150752 nChanged 3 SP:Iteration 257Q (1157.332350 sec): 3 clusters Score: Raw -8087621.545004 + Penalty 3612.277206 = -8084009.267799 nChanged 3 SP:Iteration 258Q (1157.473521 sec): 3 clusters Score: Raw -8087621.580697 + Penalty 3612.277206 = -8084009.303492 nChanged 0 SP:Iteration 259F (1157.638673 sec): 3 clusters Score: Raw -8087621.580697 + Penalty 3612.277206 = -8084009.303492 nChanged 0 Score: Raw -42696792.118195 + Penalty 64538.330020 = -42632253.788176 Splitting cluster 12 changes total score from -42631416.213243 to -42632253.788176 So it's getting split into cluster 31. Trying to split cluster 13 (6515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1165.433220 sec): 2 clusters Score: Raw -804865.170973 + Penalty 1427.052655 = -803438.118319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1165.482844 sec): 3 clusters Score: Raw -801314.564077 + Penalty 2854.105309 = -798460.458768 nChanged 2703 SP:Iteration 1F (1165.538599 sec): 3 clusters Score: Raw -802754.288777 + Penalty 2854.105309 = -799900.183468 nChanged 437 SP:Iteration 2F (1165.598536 sec): 3 clusters Score: Raw -803004.219079 + Penalty 2854.105309 = -800150.113770 nChanged 384 SP:Iteration 3F (1165.645508 sec): 3 clusters Score: Raw -803196.045846 + Penalty 2854.105309 = -800341.940537 nChanged 328 SP:Iteration 4F (1165.706166 sec): 3 clusters Score: Raw -803388.822757 + Penalty 2854.105309 = -800534.717448 nChanged 348 SP:Iteration 5F (1165.751558 sec): 3 clusters Score: Raw -803632.548440 + Penalty 2854.105309 = -800778.443131 nChanged 373 SP:Iteration 6F (1165.800662 sec): 3 clusters Score: Raw -803910.939996 + Penalty 2854.105309 = -801056.834687 nChanged 334 SP:Iteration 7F (1165.848191 sec): 3 clusters Score: Raw -804161.866238 + Penalty 2854.105309 = -801307.760928 nChanged 292 SP:Iteration 8Q (1165.913037 sec): 3 clusters Score: Raw -804380.498781 + Penalty 2854.105309 = -801526.393472 nChanged 254 SP:Iteration 9Q (1165.969416 sec): 3 clusters Score: Raw -804574.881524 + Penalty 2854.105309 = -801720.776215 nChanged 199 SP:Iteration 10Q (1166.014905 sec): 3 clusters Score: Raw -804720.363315 + Penalty 2854.105309 = -801866.258006 nChanged 151 SP:Iteration 11Q (1166.067908 sec): 3 clusters Score: Raw -804831.979953 + Penalty 2854.105309 = -801977.874644 nChanged 118 SP:Iteration 12Q (1166.118260 sec): 3 clusters Score: Raw -804912.349374 + Penalty 2854.105309 = -802058.244064 nChanged 81 SP:Iteration 13Q (1166.172063 sec): 3 clusters Score: Raw -804961.294840 + Penalty 2854.105309 = -802107.189531 nChanged 63 SP:Iteration 14Q (1166.226159 sec): 3 clusters Score: Raw -805005.138079 + Penalty 2854.105309 = -802151.032770 nChanged 58 SP:Iteration 15Q (1166.265819 sec): 3 clusters Score: Raw -805043.873149 + Penalty 2854.105309 = -802189.767839 nChanged 56 SP:Iteration 16Q (1166.312179 sec): 3 clusters Score: Raw -805077.577997 + Penalty 2854.105309 = -802223.472688 nChanged 42 SP:Iteration 17Q (1166.357034 sec): 3 clusters Score: Raw -805104.444336 + Penalty 2854.105309 = -802250.339027 nChanged 39 SP:Iteration 18Q (1166.412415 sec): 3 clusters Score: Raw -805125.603359 + Penalty 2854.105309 = -802271.498050 nChanged 32 SP:Iteration 19Q (1166.476736 sec): 3 clusters Score: Raw -805145.471153 + Penalty 2854.105309 = -802291.365844 nChanged 31 SP:Iteration 20F (1166.524928 sec): 3 clusters Score: Raw -805162.735641 + Penalty 2854.105309 = -802308.630332 nChanged 19 SP:Iteration 21Q (1166.589266 sec): 3 clusters Score: Raw -805173.428395 + Penalty 2854.105309 = -802319.323086 nChanged 13 SP:Iteration 22Q (1166.634834 sec): 3 clusters Score: Raw -805181.475142 + Penalty 2854.105309 = -802327.369832 nChanged 13 SP:Iteration 23Q (1166.688493 sec): 3 clusters Score: Raw -805188.479076 + Penalty 2854.105309 = -802334.373767 nChanged 14 SP:Iteration 24Q (1166.745520 sec): 3 clusters Score: Raw -805194.891228 + Penalty 2854.105309 = -802340.785919 nChanged 9 SP:Iteration 25Q (1166.803063 sec): 3 clusters Score: Raw -805198.842548 + Penalty 2854.105309 = -802344.737239 nChanged 9 SP:Iteration 26Q (1166.849406 sec): 3 clusters Score: Raw -805203.004819 + Penalty 2854.105309 = -802348.899509 nChanged 6 SP:Iteration 27Q (1166.907055 sec): 3 clusters Score: Raw -805205.385891 + Penalty 2854.105309 = -802351.280582 nChanged 5 SP:Iteration 28Q (1166.951856 sec): 3 clusters Score: Raw -805206.341616 + Penalty 2854.105309 = -802352.236307 nChanged 4 SP:Iteration 29Q (1167.006085 sec): 3 clusters Score: Raw -805208.350909 + Penalty 2854.105309 = -802354.245600 nChanged 3 SP:Iteration 30Q (1167.065500 sec): 3 clusters Score: Raw -805209.507457 + Penalty 2854.105309 = -802355.402148 nChanged 1 SP:Iteration 31Q (1167.123037 sec): 3 clusters Score: Raw -805210.257235 + Penalty 2854.105309 = -802356.151926 nChanged 1 SP:Iteration 32Q (1167.163734 sec): 3 clusters Score: Raw -805210.717930 + Penalty 2854.105309 = -802356.612621 nChanged 0 SP:Iteration 33F (1167.227737 sec): 3 clusters Score: Raw -805210.717930 + Penalty 2854.105309 = -802356.612621 nChanged 0 Trying to split cluster 14 (12927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1167.258352 sec): 2 clusters Score: Raw -1507913.374541 + Penalty 1538.399432 = -1506374.975109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1167.327365 sec): 3 clusters Score: Raw -1500392.288803 + Penalty 3076.798864 = -1497315.489939 nChanged 5769 SP:Iteration 1F (1167.397666 sec): 3 clusters Score: Raw -1503636.058620 + Penalty 3076.798864 = -1500559.259757 nChanged 879 SP:Iteration 2F (1167.468736 sec): 3 clusters Score: Raw -1504180.594437 + Penalty 3076.798864 = -1501103.795573 nChanged 847 SP:Iteration 3F (1167.531450 sec): 3 clusters Score: Raw -1504767.675847 + Penalty 3076.798864 = -1501690.876983 nChanged 838 SP:Iteration 4F (1167.602028 sec): 3 clusters Score: Raw -1505379.446673 + Penalty 3076.798864 = -1502302.647809 nChanged 805 SP:Iteration 5F (1167.668721 sec): 3 clusters Score: Raw -1505984.729413 + Penalty 3076.798864 = -1502907.930550 nChanged 826 SP:Iteration 6F (1167.718490 sec): 3 clusters Score: Raw -1506640.160706 + Penalty 3076.798864 = -1503563.361843 nChanged 757 SP:Iteration 7F (1167.793230 sec): 3 clusters Score: Raw -1507157.709508 + Penalty 3076.798864 = -1504080.910644 nChanged 570 SP:Iteration 8Q (1167.860678 sec): 3 clusters Score: Raw -1507407.456542 + Penalty 3076.798864 = -1504330.657679 nChanged 332 SP:Iteration 9Q (1167.928910 sec): 3 clusters Score: Raw -1507516.751376 + Penalty 3076.798864 = -1504439.952513 nChanged 219 SP:Iteration 10Q (1167.987552 sec): 3 clusters Score: Raw -1507572.307570 + Penalty 3076.798864 = -1504495.508706 nChanged 161 SP:Iteration 11Q (1168.065287 sec): 3 clusters Score: Raw -1507611.030731 + Penalty 3076.798864 = -1504534.231868 nChanged 121 SP:Iteration 12Q (1168.128165 sec): 3 clusters Score: Raw -1507635.396794 + Penalty 3076.798864 = -1504558.597931 nChanged 89 SP:Iteration 13Q (1168.191885 sec): 3 clusters Score: Raw -1507652.471664 + Penalty 3076.798864 = -1504575.672801 nChanged 74 SP:Iteration 14Q (1168.258864 sec): 3 clusters Score: Raw -1507664.772036 + Penalty 3076.798864 = -1504587.973172 nChanged 62 SP:Iteration 15Q (1168.332968 sec): 3 clusters Score: Raw -1507675.577915 + Penalty 3076.798864 = -1504598.779052 nChanged 60 SP:Iteration 16Q (1168.384195 sec): 3 clusters Score: Raw -1507684.417311 + Penalty 3076.798864 = -1504607.618447 nChanged 61 SP:Iteration 17Q (1168.455019 sec): 3 clusters Score: Raw -1507693.059391 + Penalty 3076.798864 = -1504616.260527 nChanged 50 SP:Iteration 18Q (1168.521235 sec): 3 clusters Score: Raw -1507699.026017 + Penalty 3076.798864 = -1504622.227154 nChanged 37 SP:Iteration 19Q (1168.593337 sec): 3 clusters Score: Raw -1507703.489427 + Penalty 3076.798864 = -1504626.690563 nChanged 45 SP:Iteration 20F (1168.654601 sec): 3 clusters Score: Raw -1507709.168466 + Penalty 3076.798864 = -1504632.369603 nChanged 36 SP:Iteration 21Q (1168.728515 sec): 3 clusters Score: Raw -1507713.747565 + Penalty 3076.798864 = -1504636.948701 nChanged 41 SP:Iteration 22Q (1168.794103 sec): 3 clusters Score: Raw -1507718.564089 + Penalty 3076.798864 = -1504641.765226 nChanged 35 SP:Iteration 23Q (1168.852415 sec): 3 clusters Score: Raw -1507722.316085 + Penalty 3076.798864 = -1504645.517222 nChanged 25 SP:Iteration 24Q (1168.914795 sec): 3 clusters Score: Raw -1507724.788834 + Penalty 3076.798864 = -1504647.989971 nChanged 23 SP:Iteration 25Q (1168.989710 sec): 3 clusters Score: Raw -1507726.668297 + Penalty 3076.798864 = -1504649.869434 nChanged 23 SP:Iteration 26Q (1169.061957 sec): 3 clusters Score: Raw -1507728.237278 + Penalty 3076.798864 = -1504651.438414 nChanged 21 SP:Iteration 27Q (1169.114650 sec): 3 clusters Score: Raw -1507729.985705 + Penalty 3076.798864 = -1504653.186842 nChanged 23 SP:Iteration 28Q (1169.180999 sec): 3 clusters Score: Raw -1507732.271599 + Penalty 3076.798864 = -1504655.472736 nChanged 22 SP:Iteration 29Q (1169.249546 sec): 3 clusters Score: Raw -1507734.278769 + Penalty 3076.798864 = -1504657.479905 nChanged 21 SP:Iteration 30Q (1169.313644 sec): 3 clusters Score: Raw -1507736.223580 + Penalty 3076.798864 = -1504659.424716 nChanged 21 SP:Iteration 31Q (1169.381256 sec): 3 clusters Score: Raw -1507738.111655 + Penalty 3076.798864 = -1504661.312792 nChanged 16 SP:Iteration 32Q (1169.444510 sec): 3 clusters Score: Raw -1507739.543133 + Penalty 3076.798864 = -1504662.744270 nChanged 18 SP:Iteration 33Q (1169.511822 sec): 3 clusters Score: Raw -1507740.712252 + Penalty 3076.798864 = -1504663.913389 nChanged 16 SP:Iteration 34Q (1169.574776 sec): 3 clusters Score: Raw -1507742.094613 + Penalty 3076.798864 = -1504665.295749 nChanged 19 SP:Iteration 35Q (1169.637375 sec): 3 clusters Score: Raw -1507743.588249 + Penalty 3076.798864 = -1504666.789386 nChanged 18 SP:Iteration 36Q (1169.705315 sec): 3 clusters Score: Raw -1507745.437510 + Penalty 3076.798864 = -1504668.638647 nChanged 21 SP:Iteration 37Q (1169.778308 sec): 3 clusters Score: Raw -1507747.194529 + Penalty 3076.798864 = -1504670.395666 nChanged 15 SP:Iteration 38Q (1169.843455 sec): 3 clusters Score: Raw -1507748.288905 + Penalty 3076.798864 = -1504671.490041 nChanged 17 SP:Iteration 39Q (1169.908421 sec): 3 clusters Score: Raw -1507749.297298 + Penalty 3076.798864 = -1504672.498434 nChanged 10 SP:Iteration 40F (1169.982162 sec): 3 clusters Score: Raw -1507749.816331 + Penalty 3076.798864 = -1504673.017467 nChanged 13 SP:Iteration 41Q (1170.037574 sec): 3 clusters Score: Raw -1507750.748192 + Penalty 3076.798864 = -1504673.949328 nChanged 19 SP:Iteration 42Q (1170.114356 sec): 3 clusters Score: Raw -1507752.218281 + Penalty 3076.798864 = -1504675.419417 nChanged 14 SP:Iteration 43Q (1170.171558 sec): 3 clusters Score: Raw -1507753.089030 + Penalty 3076.798864 = -1504676.290166 nChanged 13 SP:Iteration 44Q (1170.233930 sec): 3 clusters Score: Raw -1507754.024408 + Penalty 3076.798864 = -1504677.225544 nChanged 15 SP:Iteration 45Q (1170.298772 sec): 3 clusters Score: Raw -1507755.163351 + Penalty 3076.798864 = -1504678.364488 nChanged 15 SP:Iteration 46Q (1170.364321 sec): 3 clusters Score: Raw -1507756.302118 + Penalty 3076.798864 = -1504679.503255 nChanged 14 SP:Iteration 47Q (1170.436371 sec): 3 clusters Score: Raw -1507757.369773 + Penalty 3076.798864 = -1504680.570910 nChanged 13 SP:Iteration 48Q (1170.500967 sec): 3 clusters Score: Raw -1507758.663634 + Penalty 3076.798864 = -1504681.864770 nChanged 15 SP:Iteration 49Q (1170.567202 sec): 3 clusters Score: Raw -1507760.251606 + Penalty 3076.798864 = -1504683.452743 nChanged 15 SP:Iteration 50Q (1170.634072 sec): 3 clusters Score: Raw -1507761.640996 + Penalty 3076.798864 = -1504684.842132 nChanged 16 SP:Iteration 51Q (1170.710467 sec): 3 clusters Score: Raw -1507763.048865 + Penalty 3076.798864 = -1504686.250002 nChanged 11 SP:Iteration 52Q (1170.762062 sec): 3 clusters Score: Raw -1507763.870720 + Penalty 3076.798864 = -1504687.071856 nChanged 11 SP:Iteration 53Q (1170.829154 sec): 3 clusters Score: Raw -1507764.788940 + Penalty 3076.798864 = -1504687.990076 nChanged 13 SP:Iteration 54Q (1170.895119 sec): 3 clusters Score: Raw -1507765.788898 + Penalty 3076.798864 = -1504688.990034 nChanged 10 SP:Iteration 55Q (1170.962674 sec): 3 clusters Score: Raw -1507766.853335 + Penalty 3076.798864 = -1504690.054471 nChanged 16 SP:Iteration 56Q (1171.029988 sec): 3 clusters Score: Raw -1507767.900801 + Penalty 3076.798864 = -1504691.101938 nChanged 7 SP:Iteration 57Q (1171.100191 sec): 3 clusters Score: Raw -1507768.343470 + Penalty 3076.798864 = -1504691.544607 nChanged 10 SP:Iteration 58Q (1171.173279 sec): 3 clusters Score: Raw -1507768.940347 + Penalty 3076.798864 = -1504692.141483 nChanged 13 SP:Iteration 59Q (1171.240776 sec): 3 clusters Score: Raw -1507769.867344 + Penalty 3076.798864 = -1504693.068480 nChanged 10 SP:Iteration 60F (1171.310143 sec): 3 clusters Score: Raw -1507770.645630 + Penalty 3076.798864 = -1504693.846766 nChanged 15 SP:Iteration 61Q (1171.370607 sec): 3 clusters Score: Raw -1507771.573656 + Penalty 3076.798864 = -1504694.774793 nChanged 9 SP:Iteration 62Q (1171.447144 sec): 3 clusters Score: Raw -1507772.126983 + Penalty 3076.798864 = -1504695.328120 nChanged 5 SP:Iteration 63Q (1171.507362 sec): 3 clusters Score: Raw -1507772.557361 + Penalty 3076.798864 = -1504695.758498 nChanged 5 SP:Iteration 64Q (1171.574191 sec): 3 clusters Score: Raw -1507772.881094 + Penalty 3076.798864 = -1504696.082230 nChanged 7 SP:Iteration 65Q (1171.643900 sec): 3 clusters Score: Raw -1507773.344240 + Penalty 3076.798864 = -1504696.545377 nChanged 5 SP:Iteration 66Q (1171.703032 sec): 3 clusters Score: Raw -1507773.705776 + Penalty 3076.798864 = -1504696.906913 nChanged 7 SP:Iteration 67Q (1171.782782 sec): 3 clusters Score: Raw -1507774.581829 + Penalty 3076.798864 = -1504697.782966 nChanged 12 SP:Iteration 68Q (1171.849087 sec): 3 clusters Score: Raw -1507775.065338 + Penalty 3076.798864 = -1504698.266474 nChanged 2 SP:Iteration 69Q (1171.905689 sec): 3 clusters Score: Raw -1507775.126067 + Penalty 3076.798864 = -1504698.327204 nChanged 2 SP:Iteration 70Q (1171.971852 sec): 3 clusters Score: Raw -1507775.190303 + Penalty 3076.798864 = -1504698.391440 nChanged 0 SP:Iteration 71F (1172.031748 sec): 3 clusters Score: Raw -1507775.190303 + Penalty 3076.798864 = -1504698.391440 nChanged 0 Trying to split cluster 15 (25166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1172.099065 sec): 2 clusters Score: Raw -3075964.100043 + Penalty 1646.652988 = -3074317.447055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1172.188483 sec): 3 clusters Score: Raw -3060684.619840 + Penalty 3293.305976 = -3057391.313864 nChanged 11510 SP:Iteration 1F (1172.270221 sec): 3 clusters Score: Raw -3067144.352081 + Penalty 3293.305976 = -3063851.046105 nChanged 1167 SP:Iteration 2Q (1172.361345 sec): 3 clusters Score: Raw -3067599.006028 + Penalty 3293.305976 = -3064305.700052 nChanged 1202 SP:Iteration 3Q (1172.445597 sec): 3 clusters Score: Raw -3068083.752483 + Penalty 3293.305976 = -3064790.446508 nChanged 1145 SP:Iteration 4Q (1172.548848 sec): 3 clusters Score: Raw -3068603.438527 + Penalty 3293.305976 = -3065310.132552 nChanged 1185 SP:Iteration 5Q (1172.644968 sec): 3 clusters Score: Raw -3069200.055982 + Penalty 3293.305976 = -3065906.750006 nChanged 1246 SP:Iteration 6Q (1172.724582 sec): 3 clusters Score: Raw -3069888.632161 + Penalty 3293.305976 = -3066595.326185 nChanged 1327 SP:Iteration 7F (1172.809930 sec): 3 clusters Score: Raw -3070735.464903 + Penalty 3293.305976 = -3067442.158927 nChanged 1355 SP:Iteration 8F (1172.903060 sec): 3 clusters Score: Raw -3071626.243488 + Penalty 3293.305976 = -3068332.937512 nChanged 1310 SP:Iteration 9F (1172.996830 sec): 3 clusters Score: Raw -3072446.316156 + Penalty 3293.305976 = -3069153.010180 nChanged 1119 SP:Iteration 10Q (1173.081944 sec): 3 clusters Score: Raw -3073004.616030 + Penalty 3293.305976 = -3069711.310054 nChanged 790 SP:Iteration 11Q (1173.166329 sec): 3 clusters Score: Raw -3073311.062530 + Penalty 3293.305976 = -3070017.756554 nChanged 588 SP:Iteration 12Q (1173.257053 sec): 3 clusters Score: Raw -3073489.604639 + Penalty 3293.305976 = -3070196.298664 nChanged 421 SP:Iteration 13Q (1173.357985 sec): 3 clusters Score: Raw -3073600.071256 + Penalty 3293.305976 = -3070306.765280 nChanged 323 SP:Iteration 14Q (1173.443358 sec): 3 clusters Score: Raw -3073678.220810 + Penalty 3293.305976 = -3070384.914834 nChanged 293 SP:Iteration 15Q (1173.507332 sec): 3 clusters Score: Raw -3073741.469749 + Penalty 3293.305976 = -3070448.163773 nChanged 260 SP:Iteration 16Q (1173.594029 sec): 3 clusters Score: Raw -3073794.847660 + Penalty 3293.305976 = -3070501.541685 nChanged 226 SP:Iteration 17Q (1173.687382 sec): 3 clusters Score: Raw -3073834.081195 + Penalty 3293.305976 = -3070540.775220 nChanged 182 SP:Iteration 18Q (1173.771186 sec): 3 clusters Score: Raw -3073867.569148 + Penalty 3293.305976 = -3070574.263173 nChanged 176 SP:Iteration 19Q (1173.858716 sec): 3 clusters Score: Raw -3073904.572571 + Penalty 3293.305976 = -3070611.266595 nChanged 194 SP:Iteration 20F (1173.946963 sec): 3 clusters Score: Raw -3073942.331616 + Penalty 3293.305976 = -3070649.025641 nChanged 179 SP:Iteration 21Q (1174.032977 sec): 3 clusters Score: Raw -3073977.285916 + Penalty 3293.305976 = -3070683.979940 nChanged 155 SP:Iteration 22Q (1174.123059 sec): 3 clusters Score: Raw -3074007.270138 + Penalty 3293.305976 = -3070713.964162 nChanged 141 SP:Iteration 23Q (1174.207384 sec): 3 clusters Score: Raw -3074030.509385 + Penalty 3293.305976 = -3070737.203409 nChanged 137 SP:Iteration 24Q (1174.303259 sec): 3 clusters Score: Raw -3074053.465643 + Penalty 3293.305976 = -3070760.159667 nChanged 141 SP:Iteration 25Q (1174.393767 sec): 3 clusters Score: Raw -3074074.238589 + Penalty 3293.305976 = -3070780.932613 nChanged 128 SP:Iteration 26Q (1174.484267 sec): 3 clusters Score: Raw -3074097.015851 + Penalty 3293.305976 = -3070803.709875 nChanged 159 SP:Iteration 27Q (1174.562648 sec): 3 clusters Score: Raw -3074123.136519 + Penalty 3293.305976 = -3070829.830543 nChanged 155 SP:Iteration 28Q (1174.655269 sec): 3 clusters Score: Raw -3074152.069398 + Penalty 3293.305976 = -3070858.763422 nChanged 160 SP:Iteration 29Q (1174.745227 sec): 3 clusters Score: Raw -3074176.838310 + Penalty 3293.305976 = -3070883.532335 nChanged 143 SP:Iteration 30Q (1174.834627 sec): 3 clusters Score: Raw -3074197.324945 + Penalty 3293.305976 = -3070904.018970 nChanged 126 SP:Iteration 31Q (1174.922889 sec): 3 clusters Score: Raw -3074214.463102 + Penalty 3293.305976 = -3070921.157127 nChanged 125 SP:Iteration 32Q (1175.009016 sec): 3 clusters Score: Raw -3074234.294925 + Penalty 3293.305976 = -3070940.988950 nChanged 129 SP:Iteration 33Q (1175.089381 sec): 3 clusters Score: Raw -3074256.512918 + Penalty 3293.305976 = -3070963.206942 nChanged 144 SP:Iteration 34Q (1175.187128 sec): 3 clusters Score: Raw -3074278.711992 + Penalty 3293.305976 = -3070985.406016 nChanged 116 SP:Iteration 35Q (1175.264709 sec): 3 clusters Score: Raw -3074293.920174 + Penalty 3293.305976 = -3071000.614199 nChanged 101 SP:Iteration 36Q (1175.357366 sec): 3 clusters Score: Raw -3074308.419516 + Penalty 3293.305976 = -3071015.113540 nChanged 119 SP:Iteration 37Q (1175.433944 sec): 3 clusters Score: Raw -3074327.534771 + Penalty 3293.305976 = -3071034.228795 nChanged 116 SP:Iteration 38Q (1175.527417 sec): 3 clusters Score: Raw -3074345.959808 + Penalty 3293.305976 = -3071052.653832 nChanged 118 SP:Iteration 39Q (1175.603760 sec): 3 clusters Score: Raw -3074362.875604 + Penalty 3293.305976 = -3071069.569628 nChanged 95 SP:Iteration 40F (1175.689251 sec): 3 clusters Score: Raw -3074375.564307 + Penalty 3293.305976 = -3071082.258331 nChanged 109 SP:Iteration 41Q (1175.773094 sec): 3 clusters Score: Raw -3074390.758358 + Penalty 3293.305976 = -3071097.452382 nChanged 112 SP:Iteration 42Q (1175.863401 sec): 3 clusters Score: Raw -3074406.671266 + Penalty 3293.305976 = -3071113.365290 nChanged 101 SP:Iteration 43Q (1175.959647 sec): 3 clusters Score: Raw -3074420.108002 + Penalty 3293.305976 = -3071126.802026 nChanged 103 SP:Iteration 44Q (1176.048317 sec): 3 clusters Score: Raw -3074433.319057 + Penalty 3293.305976 = -3071140.013081 nChanged 105 SP:Iteration 45Q (1176.133225 sec): 3 clusters Score: Raw -3074447.009568 + Penalty 3293.305976 = -3071153.703592 nChanged 109 SP:Iteration 46Q (1176.209800 sec): 3 clusters Score: Raw -3074462.936757 + Penalty 3293.305976 = -3071169.630781 nChanged 117 SP:Iteration 47Q (1176.306270 sec): 3 clusters Score: Raw -3074480.215981 + Penalty 3293.305976 = -3071186.910005 nChanged 115 SP:Iteration 48Q (1176.387192 sec): 3 clusters Score: Raw -3074496.609587 + Penalty 3293.305976 = -3071203.303611 nChanged 119 SP:Iteration 49Q (1176.481978 sec): 3 clusters Score: Raw -3074515.881241 + Penalty 3293.305976 = -3071222.575265 nChanged 131 SP:Iteration 50Q (1176.562222 sec): 3 clusters Score: Raw -3074537.677551 + Penalty 3293.305976 = -3071244.371575 nChanged 140 SP:Iteration 51Q (1176.639390 sec): 3 clusters Score: Raw -3074558.976148 + Penalty 3293.305976 = -3071265.670173 nChanged 135 SP:Iteration 52Q (1176.717057 sec): 3 clusters Score: Raw -3074580.318134 + Penalty 3293.305976 = -3071287.012158 nChanged 120 SP:Iteration 53Q (1176.797672 sec): 3 clusters Score: Raw -3074596.195620 + Penalty 3293.305976 = -3071302.889645 nChanged 108 SP:Iteration 54Q (1176.883556 sec): 3 clusters Score: Raw -3074609.970158 + Penalty 3293.305976 = -3071316.664182 nChanged 96 SP:Iteration 55Q (1176.964936 sec): 3 clusters Score: Raw -3074621.970880 + Penalty 3293.305976 = -3071328.664904 nChanged 94 SP:Iteration 56Q (1177.054504 sec): 3 clusters Score: Raw -3074634.875462 + Penalty 3293.305976 = -3071341.569486 nChanged 101 SP:Iteration 57Q (1177.137837 sec): 3 clusters Score: Raw -3074650.025994 + Penalty 3293.305976 = -3071356.720018 nChanged 115 SP:Iteration 58Q (1177.227377 sec): 3 clusters Score: Raw -3074665.312032 + Penalty 3293.305976 = -3071372.006056 nChanged 97 SP:Iteration 59Q (1177.306357 sec): 3 clusters Score: Raw -3074678.350017 + Penalty 3293.305976 = -3071385.044041 nChanged 89 SP:Iteration 60F (1177.397995 sec): 3 clusters Score: Raw -3074688.914092 + Penalty 3293.305976 = -3071395.608116 nChanged 75 SP:Iteration 61Q (1177.477255 sec): 3 clusters Score: Raw -3074697.080854 + Penalty 3293.305976 = -3071403.774878 nChanged 70 SP:Iteration 62Q (1177.569642 sec): 3 clusters Score: Raw -3074706.766196 + Penalty 3293.305976 = -3071413.460220 nChanged 82 SP:Iteration 63Q (1177.664848 sec): 3 clusters Score: Raw -3074719.526461 + Penalty 3293.305976 = -3071426.220485 nChanged 102 SP:Iteration 64Q (1177.755224 sec): 3 clusters Score: Raw -3074734.123195 + Penalty 3293.305976 = -3071440.817219 nChanged 101 SP:Iteration 65Q (1177.837701 sec): 3 clusters Score: Raw -3074748.446459 + Penalty 3293.305976 = -3071455.140483 nChanged 95 SP:Iteration 66Q (1177.922470 sec): 3 clusters Score: Raw -3074761.255469 + Penalty 3293.305976 = -3071467.949494 nChanged 92 SP:Iteration 67Q (1178.009224 sec): 3 clusters Score: Raw -3074772.228571 + Penalty 3293.305976 = -3071478.922595 nChanged 94 SP:Iteration 68Q (1178.082226 sec): 3 clusters Score: Raw -3074782.448746 + Penalty 3293.305976 = -3071489.142770 nChanged 93 SP:Iteration 69Q (1178.162929 sec): 3 clusters Score: Raw -3074792.476822 + Penalty 3293.305976 = -3071499.170846 nChanged 82 SP:Iteration 70Q (1178.251438 sec): 3 clusters Score: Raw -3074801.936950 + Penalty 3293.305976 = -3071508.630974 nChanged 78 SP:Iteration 71Q (1178.346855 sec): 3 clusters Score: Raw -3074810.055504 + Penalty 3293.305976 = -3071516.749528 nChanged 74 SP:Iteration 72Q (1178.430866 sec): 3 clusters Score: Raw -3074816.581128 + Penalty 3293.305976 = -3071523.275153 nChanged 58 SP:Iteration 73Q (1178.509453 sec): 3 clusters Score: Raw -3074820.980763 + Penalty 3293.305976 = -3071527.674787 nChanged 58 SP:Iteration 74Q (1178.604264 sec): 3 clusters Score: Raw -3074826.694268 + Penalty 3293.305976 = -3071533.388292 nChanged 58 SP:Iteration 75Q (1178.683954 sec): 3 clusters Score: Raw -3074832.829604 + Penalty 3293.305976 = -3071539.523628 nChanged 66 SP:Iteration 76Q (1178.768894 sec): 3 clusters Score: Raw -3074839.307694 + Penalty 3293.305976 = -3071546.001719 nChanged 56 SP:Iteration 77Q (1178.862201 sec): 3 clusters Score: Raw -3074844.109819 + Penalty 3293.305976 = -3071550.803843 nChanged 43 SP:Iteration 78Q (1178.949007 sec): 3 clusters Score: Raw -3074847.856029 + Penalty 3293.305976 = -3071554.550053 nChanged 42 SP:Iteration 79Q (1179.030333 sec): 3 clusters Score: Raw -3074851.467027 + Penalty 3293.305976 = -3071558.161051 nChanged 53 SP:Iteration 80F (1179.116467 sec): 3 clusters Score: Raw -3074855.821438 + Penalty 3293.305976 = -3071562.515462 nChanged 42 SP:Iteration 81Q (1179.205683 sec): 3 clusters Score: Raw -3074858.635843 + Penalty 3293.305976 = -3071565.329867 nChanged 34 SP:Iteration 82Q (1179.296491 sec): 3 clusters Score: Raw -3074860.611638 + Penalty 3293.305976 = -3071567.305662 nChanged 29 SP:Iteration 83Q (1179.390667 sec): 3 clusters Score: Raw -3074862.641023 + Penalty 3293.305976 = -3071569.335047 nChanged 31 SP:Iteration 84Q (1179.475321 sec): 3 clusters Score: Raw -3074865.047886 + Penalty 3293.305976 = -3071571.741911 nChanged 37 SP:Iteration 85Q (1179.566952 sec): 3 clusters Score: Raw -3074868.290841 + Penalty 3293.305976 = -3071574.984865 nChanged 36 SP:Iteration 86Q (1179.655083 sec): 3 clusters Score: Raw -3074870.692910 + Penalty 3293.305976 = -3071577.386934 nChanged 23 SP:Iteration 87Q (1179.739431 sec): 3 clusters Score: Raw -3074872.445534 + Penalty 3293.305976 = -3071579.139558 nChanged 26 SP:Iteration 88Q (1179.842269 sec): 3 clusters Score: Raw -3074873.978367 + Penalty 3293.305976 = -3071580.672391 nChanged 25 SP:Iteration 89Q (1179.924973 sec): 3 clusters Score: Raw -3074875.392165 + Penalty 3293.305976 = -3071582.086190 nChanged 23 SP:Iteration 90Q (1180.006624 sec): 3 clusters Score: Raw -3074876.654014 + Penalty 3293.305976 = -3071583.348039 nChanged 19 SP:Iteration 91Q (1180.090537 sec): 3 clusters Score: Raw -3074877.695294 + Penalty 3293.305976 = -3071584.389318 nChanged 19 SP:Iteration 92Q (1180.175653 sec): 3 clusters Score: Raw -3074878.879994 + Penalty 3293.305976 = -3071585.574018 nChanged 21 SP:Iteration 93Q (1180.264840 sec): 3 clusters Score: Raw -3074880.048178 + Penalty 3293.305976 = -3071586.742202 nChanged 12 SP:Iteration 94Q (1180.354703 sec): 3 clusters Score: Raw -3074880.518204 + Penalty 3293.305976 = -3071587.212228 nChanged 9 SP:Iteration 95Q (1180.443303 sec): 3 clusters Score: Raw -3074880.779949 + Penalty 3293.305976 = -3071587.473973 nChanged 6 SP:Iteration 96Q (1180.524505 sec): 3 clusters Score: Raw -3074881.051477 + Penalty 3293.305976 = -3071587.745501 nChanged 7 SP:Iteration 97Q (1180.612417 sec): 3 clusters Score: Raw -3074881.246645 + Penalty 3293.305976 = -3071587.940669 nChanged 6 SP:Iteration 98Q (1180.685238 sec): 3 clusters Score: Raw -3074881.646916 + Penalty 3293.305976 = -3071588.340940 nChanged 10 SP:Iteration 99Q (1180.773959 sec): 3 clusters Score: Raw -3074882.179324 + Penalty 3293.305976 = -3071588.873348 nChanged 11 SP:Iteration 100F (1180.862591 sec): 3 clusters Score: Raw -3074882.622950 + Penalty 3293.305976 = -3071589.316974 nChanged 11 SP:Iteration 101Q (1180.951295 sec): 3 clusters Score: Raw -3074883.107302 + Penalty 3293.305976 = -3071589.801326 nChanged 8 SP:Iteration 102Q (1181.029688 sec): 3 clusters Score: Raw -3074883.445143 + Penalty 3293.305976 = -3071590.139167 nChanged 10 SP:Iteration 103Q (1181.111839 sec): 3 clusters Score: Raw -3074883.870768 + Penalty 3293.305976 = -3071590.564792 nChanged 10 SP:Iteration 104Q (1181.198264 sec): 3 clusters Score: Raw -3074884.504151 + Penalty 3293.305976 = -3071591.198175 nChanged 11 SP:Iteration 105Q (1181.290262 sec): 3 clusters Score: Raw -3074885.035162 + Penalty 3293.305976 = -3071591.729186 nChanged 11 SP:Iteration 106Q (1181.370135 sec): 3 clusters Score: Raw -3074885.509496 + Penalty 3293.305976 = -3071592.203520 nChanged 13 SP:Iteration 107Q (1181.448840 sec): 3 clusters Score: Raw -3074886.238963 + Penalty 3293.305976 = -3071592.932987 nChanged 13 SP:Iteration 108Q (1181.544575 sec): 3 clusters Score: Raw -3074886.830734 + Penalty 3293.305976 = -3071593.524758 nChanged 6 SP:Iteration 109Q (1181.629433 sec): 3 clusters Score: Raw -3074887.131968 + Penalty 3293.305976 = -3071593.825992 nChanged 7 SP:Iteration 110Q (1181.711003 sec): 3 clusters Score: Raw -3074887.497261 + Penalty 3293.305976 = -3071594.191285 nChanged 9 SP:Iteration 111Q (1181.803071 sec): 3 clusters Score: Raw -3074887.858142 + Penalty 3293.305976 = -3071594.552166 nChanged 7 SP:Iteration 112Q (1181.888131 sec): 3 clusters Score: Raw -3074888.148296 + Penalty 3293.305976 = -3071594.842320 nChanged 6 SP:Iteration 113Q (1181.974460 sec): 3 clusters Score: Raw -3074888.451665 + Penalty 3293.305976 = -3071595.145689 nChanged 5 SP:Iteration 114Q (1182.052721 sec): 3 clusters Score: Raw -3074888.589359 + Penalty 3293.305976 = -3071595.283384 nChanged 4 SP:Iteration 115Q (1182.133836 sec): 3 clusters Score: Raw -3074888.717614 + Penalty 3293.305976 = -3071595.411638 nChanged 1 SP:Iteration 116Q (1182.222363 sec): 3 clusters Score: Raw -3074888.762862 + Penalty 3293.305976 = -3071595.456887 nChanged 2 SP:Iteration 117Q (1182.311197 sec): 3 clusters Score: Raw -3074888.853847 + Penalty 3293.305976 = -3071595.547872 nChanged 1 SP:Iteration 118Q (1182.397228 sec): 3 clusters Score: Raw -3074888.902386 + Penalty 3293.305976 = -3071595.596410 nChanged 2 SP:Iteration 119Q (1182.479539 sec): 3 clusters Score: Raw -3074889.067942 + Penalty 3293.305976 = -3071595.761967 nChanged 4 SP:Iteration 120F (1182.571669 sec): 3 clusters Score: Raw -3074889.257761 + Penalty 3293.305976 = -3071595.951785 nChanged 5 SP:Iteration 121Q (1182.656187 sec): 3 clusters Score: Raw -3074889.503642 + Penalty 3293.305976 = -3071596.197666 nChanged 6 SP:Iteration 122Q (1182.743094 sec): 3 clusters Score: Raw -3074889.765020 + Penalty 3293.305976 = -3071596.459045 nChanged 4 SP:Iteration 123Q (1182.832372 sec): 3 clusters Score: Raw -3074889.932661 + Penalty 3293.305976 = -3071596.626686 nChanged 3 SP:Iteration 124Q (1182.920402 sec): 3 clusters Score: Raw -3074890.089235 + Penalty 3293.305976 = -3071596.783259 nChanged 6 SP:Iteration 125Q (1183.005937 sec): 3 clusters Score: Raw -3074890.288266 + Penalty 3293.305976 = -3071596.982290 nChanged 3 SP:Iteration 126Q (1183.085836 sec): 3 clusters Score: Raw -3074890.407817 + Penalty 3293.305976 = -3071597.101841 nChanged 3 SP:Iteration 127Q (1183.171352 sec): 3 clusters Score: Raw -3074890.516298 + Penalty 3293.305976 = -3071597.210322 nChanged 5 SP:Iteration 128Q (1183.261245 sec): 3 clusters Score: Raw -3074890.676487 + Penalty 3293.305976 = -3071597.370511 nChanged 4 SP:Iteration 129Q (1183.353344 sec): 3 clusters Score: Raw -3074890.763023 + Penalty 3293.305976 = -3071597.457047 nChanged 2 SP:Iteration 130Q (1183.434810 sec): 3 clusters Score: Raw -3074890.809295 + Penalty 3293.305976 = -3071597.503319 nChanged 2 SP:Iteration 131Q (1183.525280 sec): 3 clusters Score: Raw -3074890.880698 + Penalty 3293.305976 = -3071597.574723 nChanged 2 SP:Iteration 132Q (1183.607964 sec): 3 clusters Score: Raw -3074890.952830 + Penalty 3293.305976 = -3071597.646854 nChanged 2 SP:Iteration 133Q (1183.696625 sec): 3 clusters Score: Raw -3074891.048754 + Penalty 3293.305976 = -3071597.742778 nChanged 2 SP:Iteration 134Q (1183.779063 sec): 3 clusters Score: Raw -3074891.191580 + Penalty 3293.305976 = -3071597.885604 nChanged 4 SP:Iteration 135Q (1183.873313 sec): 3 clusters Score: Raw -3074891.354922 + Penalty 3293.305976 = -3071598.048946 nChanged 5 SP:Iteration 136Q (1183.964146 sec): 3 clusters Score: Raw -3074891.549039 + Penalty 3293.305976 = -3071598.243063 nChanged 6 SP:Iteration 137Q (1184.059859 sec): 3 clusters Score: Raw -3074891.815614 + Penalty 3293.305976 = -3071598.509638 nChanged 5 SP:Iteration 138Q (1184.148083 sec): 3 clusters Score: Raw -3074891.992516 + Penalty 3293.305976 = -3071598.686540 nChanged 1 SP:Iteration 139Q (1184.233599 sec): 3 clusters Score: Raw -3074892.035867 + Penalty 3293.305976 = -3071598.729892 nChanged 4 SP:Iteration 140F (1184.307585 sec): 3 clusters Score: Raw -3074892.161563 + Penalty 3293.305976 = -3071598.855588 nChanged 2 SP:Iteration 141Q (1184.400182 sec): 3 clusters Score: Raw -3074892.241497 + Penalty 3293.305976 = -3071598.935522 nChanged 1 SP:Iteration 142Q (1184.485725 sec): 3 clusters Score: Raw -3074892.290862 + Penalty 3293.305976 = -3071598.984886 nChanged 0 SP:Iteration 143F (1184.580591 sec): 3 clusters Score: Raw -3074892.290862 + Penalty 3293.305976 = -3071598.984886 nChanged 0 Trying to split cluster 16 (5982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1184.606716 sec): 2 clusters Score: Raw -717096.967184 + Penalty 1413.182914 = -715683.784270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1184.669117 sec): 3 clusters Score: Raw -713910.347051 + Penalty 2826.365828 = -711083.981223 nChanged 2464 SP:Iteration 1F (1184.717099 sec): 3 clusters Score: Raw -715262.670678 + Penalty 2826.365828 = -712436.304850 nChanged 438 SP:Iteration 2F (1184.777147 sec): 3 clusters Score: Raw -715498.408860 + Penalty 2826.365828 = -712672.043033 nChanged 336 SP:Iteration 3F (1184.824056 sec): 3 clusters Score: Raw -715650.307595 + Penalty 2826.365828 = -712823.941767 nChanged 243 SP:Iteration 4Q (1184.876186 sec): 3 clusters Score: Raw -715773.929334 + Penalty 2826.365828 = -712947.563506 nChanged 224 SP:Iteration 5Q (1184.928524 sec): 3 clusters Score: Raw -715888.261214 + Penalty 2826.365828 = -713061.895386 nChanged 203 SP:Iteration 6Q (1184.983284 sec): 3 clusters Score: Raw -715999.513306 + Penalty 2826.365828 = -713173.147479 nChanged 207 SP:Iteration 7Q (1185.038295 sec): 3 clusters Score: Raw -716114.113578 + Penalty 2826.365828 = -713287.747750 nChanged 200 SP:Iteration 8Q (1185.105455 sec): 3 clusters Score: Raw -716234.659651 + Penalty 2826.365828 = -713408.293823 nChanged 195 SP:Iteration 9Q (1185.149766 sec): 3 clusters Score: Raw -716347.349322 + Penalty 2826.365828 = -713520.983494 nChanged 204 SP:Iteration 10Q (1185.204546 sec): 3 clusters Score: Raw -716484.751334 + Penalty 2826.365828 = -713658.385506 nChanged 198 SP:Iteration 11Q (1185.256006 sec): 3 clusters Score: Raw -716629.454926 + Penalty 2826.365828 = -713803.089098 nChanged 224 SP:Iteration 12Q (1185.306412 sec): 3 clusters Score: Raw -716794.630918 + Penalty 2826.365828 = -713968.265090 nChanged 199 SP:Iteration 13Q (1185.365450 sec): 3 clusters Score: Raw -716956.945672 + Penalty 2826.365828 = -714130.579844 nChanged 166 SP:Iteration 14Q (1185.411247 sec): 3 clusters Score: Raw -717076.952317 + Penalty 2826.365828 = -714250.586489 nChanged 138 SP:Iteration 15Q (1185.458063 sec): 3 clusters Score: Raw -717168.219664 + Penalty 2826.365828 = -714341.853836 nChanged 96 SP:Iteration 16Q (1185.511307 sec): 3 clusters Score: Raw -717230.899456 + Penalty 2826.365828 = -714404.533628 nChanged 99 SP:Iteration 17Q (1185.558992 sec): 3 clusters Score: Raw -717296.916198 + Penalty 2826.365828 = -714470.550370 nChanged 75 SP:Iteration 18Q (1185.608532 sec): 3 clusters Score: Raw -717340.973244 + Penalty 2826.365828 = -714514.607416 nChanged 58 SP:Iteration 19Q (1185.662977 sec): 3 clusters Score: Raw -717373.516919 + Penalty 2826.365828 = -714547.151091 nChanged 47 SP:Iteration 20F (1185.710703 sec): 3 clusters Score: Raw -717400.145630 + Penalty 2826.365828 = -714573.779802 nChanged 40 SP:Iteration 21Q (1185.773797 sec): 3 clusters Score: Raw -717419.192787 + Penalty 2826.365828 = -714592.826959 nChanged 35 SP:Iteration 22Q (1185.822563 sec): 3 clusters Score: Raw -717433.840668 + Penalty 2826.365828 = -714607.474840 nChanged 25 SP:Iteration 23Q (1185.869421 sec): 3 clusters Score: Raw -717443.926739 + Penalty 2826.365828 = -714617.560912 nChanged 25 SP:Iteration 24Q (1185.925330 sec): 3 clusters Score: Raw -717450.530527 + Penalty 2826.365828 = -714624.164699 nChanged 22 SP:Iteration 25Q (1185.967983 sec): 3 clusters Score: Raw -717457.581117 + Penalty 2826.365828 = -714631.215289 nChanged 14 SP:Iteration 26Q (1186.017552 sec): 3 clusters Score: Raw -717461.032610 + Penalty 2826.365828 = -714634.666782 nChanged 5 SP:Iteration 27Q (1186.075482 sec): 3 clusters Score: Raw -717462.225496 + Penalty 2826.365828 = -714635.859668 nChanged 0 SP:Iteration 28F (1186.133124 sec): 3 clusters Score: Raw -717462.225496 + Penalty 2826.365828 = -714635.859668 nChanged 0 Trying to split cluster 17 (979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1186.156207 sec): 2 clusters Score: Raw -107680.184097 + Penalty 1119.061392 = -106561.122705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1186.195702 sec): 3 clusters Score: Raw -107394.399491 + Penalty 2238.122784 = -105156.276707 nChanged 278 SP:Iteration 1F (1186.235425 sec): 3 clusters Score: Raw -107679.304627 + Penalty 2238.122784 = -105441.181843 nChanged 78 SP:Iteration 2F (1186.285372 sec): 3 clusters Score: Raw -107775.441464 + Penalty 2238.122784 = -105537.318680 nChanged 46 SP:Iteration 3Q (1186.322954 sec): 3 clusters Score: Raw -107826.433453 + Penalty 2238.122784 = -105588.310669 nChanged 35 SP:Iteration 4Q (1186.367314 sec): 3 clusters Score: Raw -107859.625133 + Penalty 2238.122784 = -105621.502349 nChanged 21 SP:Iteration 5Q (1186.403937 sec): 3 clusters Score: Raw -107877.313585 + Penalty 2238.122784 = -105639.190801 nChanged 19 SP:Iteration 6Q (1186.446476 sec): 3 clusters Score: Raw -107893.780240 + Penalty 2238.122784 = -105655.657456 nChanged 13 SP:Iteration 7Q (1186.490954 sec): 3 clusters Score: Raw -107910.270860 + Penalty 2238.122784 = -105672.148076 nChanged 12 SP:Iteration 8Q (1186.541441 sec): 3 clusters Score: Raw -107924.749862 + Penalty 2238.122784 = -105686.627078 nChanged 13 SP:Iteration 9Q (1186.584691 sec): 3 clusters Score: Raw -107939.896574 + Penalty 2238.122784 = -105701.773790 nChanged 9 SP:Iteration 10Q (1186.623033 sec): 3 clusters Score: Raw -107947.069811 + Penalty 2238.122784 = -105708.947027 nChanged 10 SP:Iteration 11Q (1186.674965 sec): 3 clusters Score: Raw -107962.137530 + Penalty 2238.122784 = -105724.014746 nChanged 5 SP:Iteration 12Q (1186.712947 sec): 3 clusters Score: Raw -107968.429592 + Penalty 2238.122784 = -105730.306808 nChanged 4 SP:Iteration 13Q (1186.760733 sec): 3 clusters Score: Raw -107972.321562 + Penalty 2238.122784 = -105734.198778 nChanged 5 SP:Iteration 14Q (1186.802534 sec): 3 clusters Score: Raw -107978.182396 + Penalty 2238.122784 = -105740.059612 nChanged 4 SP:Iteration 15Q (1186.851464 sec): 3 clusters Score: Raw -107981.065398 + Penalty 2238.122784 = -105742.942614 nChanged 4 SP:Iteration 16Q (1186.892731 sec): 3 clusters Score: Raw -107982.280516 + Penalty 2238.122784 = -105744.157732 nChanged 3 SP:Iteration 17Q (1186.932837 sec): 3 clusters Score: Raw -107983.690244 + Penalty 2238.122784 = -105745.567461 nChanged 2 SP:Iteration 18Q (1186.977397 sec): 3 clusters Score: Raw -107985.100510 + Penalty 2238.122784 = -105746.977726 nChanged 3 SP:Iteration 19Q (1187.016226 sec): 3 clusters Score: Raw -107992.202651 + Penalty 2238.122784 = -105754.079868 nChanged 2 SP:Iteration 20F (1187.072870 sec): 3 clusters Score: Raw -107997.456565 + Penalty 2238.122784 = -105759.333781 nChanged 3 SP:Iteration 21Q (1187.108858 sec): 3 clusters Score: Raw -107999.641698 + Penalty 2238.122784 = -105761.518914 nChanged 2 SP:Iteration 22Q (1187.153377 sec): 3 clusters Score: Raw -108000.786107 + Penalty 2238.122784 = -105762.663323 nChanged 1 SP:Iteration 23Q (1187.193646 sec): 3 clusters Score: Raw -108002.022783 + Penalty 2238.122784 = -105763.899999 nChanged 1 SP:Iteration 24Q (1187.234989 sec): 3 clusters Score: Raw -108003.688047 + Penalty 2238.122784 = -105765.565263 nChanged 1 SP:Iteration 25Q (1187.290566 sec): 3 clusters Score: Raw -108005.121301 + Penalty 2238.122784 = -105766.998517 nChanged 1 SP:Iteration 26Q (1187.324849 sec): 3 clusters Score: Raw -108006.464759 + Penalty 2238.122784 = -105768.341976 nChanged 0 SP:Iteration 27F (1187.368876 sec): 3 clusters Score: Raw -108006.464759 + Penalty 2238.122784 = -105768.341976 nChanged 0 Trying to split cluster 18 (4667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1187.405077 sec): 2 clusters Score: Raw -480410.910989 + Penalty 1372.844159 = -479038.066830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1187.454428 sec): 3 clusters Score: Raw -478069.084279 + Penalty 2745.688317 = -475323.395961 nChanged 1889 SP:Iteration 1F (1187.501898 sec): 3 clusters Score: Raw -479182.160272 + Penalty 2745.688317 = -476436.471954 nChanged 362 SP:Iteration 2F (1187.563978 sec): 3 clusters Score: Raw -479439.687179 + Penalty 2745.688317 = -476693.998861 nChanged 295 SP:Iteration 3F (1187.605806 sec): 3 clusters Score: Raw -479649.639234 + Penalty 2745.688317 = -476903.950917 nChanged 274 SP:Iteration 4F (1187.664513 sec): 3 clusters Score: Raw -479834.922802 + Penalty 2745.688317 = -477089.234485 nChanged 259 SP:Iteration 5F (1187.705855 sec): 3 clusters Score: Raw -480006.212100 + Penalty 2745.688317 = -477260.523783 nChanged 221 SP:Iteration 6Q (1187.751049 sec): 3 clusters Score: Raw -480156.756703 + Penalty 2745.688317 = -477411.068386 nChanged 195 SP:Iteration 7Q (1187.804256 sec): 3 clusters Score: Raw -480291.637873 + Penalty 2745.688317 = -477545.949556 nChanged 207 SP:Iteration 8Q (1187.846485 sec): 3 clusters Score: Raw -480442.640810 + Penalty 2745.688317 = -477696.952493 nChanged 171 SP:Iteration 9Q (1187.907741 sec): 3 clusters Score: Raw -480562.595416 + Penalty 2745.688317 = -477816.907099 nChanged 155 SP:Iteration 10Q (1187.947030 sec): 3 clusters Score: Raw -480669.489795 + Penalty 2745.688317 = -477923.801477 nChanged 147 SP:Iteration 11Q (1188.003409 sec): 3 clusters Score: Raw -480779.074055 + Penalty 2745.688317 = -478033.385738 nChanged 136 SP:Iteration 12Q (1188.059658 sec): 3 clusters Score: Raw -480889.550066 + Penalty 2745.688317 = -478143.861748 nChanged 100 SP:Iteration 13Q (1188.105746 sec): 3 clusters Score: Raw -480970.362331 + Penalty 2745.688317 = -478224.674014 nChanged 73 SP:Iteration 14Q (1188.162440 sec): 3 clusters Score: Raw -481021.686410 + Penalty 2745.688317 = -478275.998093 nChanged 55 SP:Iteration 15Q (1188.213868 sec): 3 clusters Score: Raw -481058.989211 + Penalty 2745.688317 = -478313.300893 nChanged 38 SP:Iteration 16Q (1188.252729 sec): 3 clusters Score: Raw -481079.918796 + Penalty 2745.688317 = -478334.230479 nChanged 23 SP:Iteration 17Q (1188.301685 sec): 3 clusters Score: Raw -481092.715174 + Penalty 2745.688317 = -478347.026857 nChanged 20 SP:Iteration 18Q (1188.365472 sec): 3 clusters Score: Raw -481102.339022 + Penalty 2745.688317 = -478356.650704 nChanged 11 SP:Iteration 19Q (1188.414902 sec): 3 clusters Score: Raw -481108.906808 + Penalty 2745.688317 = -478363.218490 nChanged 12 SP:Iteration 20F (1188.464922 sec): 3 clusters Score: Raw -481124.871091 + Penalty 2745.688317 = -478379.182773 nChanged 10 SP:Iteration 21Q (1188.513166 sec): 3 clusters Score: Raw -481159.843950 + Penalty 2745.688317 = -478414.155633 nChanged 18 SP:Iteration 22Q (1188.572433 sec): 3 clusters Score: Raw -481191.787591 + Penalty 2745.688317 = -478446.099273 nChanged 18 SP:Iteration 23Q (1188.611909 sec): 3 clusters Score: Raw -481216.101821 + Penalty 2745.688317 = -478470.413504 nChanged 14 SP:Iteration 24Q (1188.672019 sec): 3 clusters Score: Raw -481234.410795 + Penalty 2745.688317 = -478488.722477 nChanged 7 SP:Iteration 25Q (1188.726347 sec): 3 clusters Score: Raw -481242.250958 + Penalty 2745.688317 = -478496.562641 nChanged 9 SP:Iteration 26Q (1188.766167 sec): 3 clusters Score: Raw -481248.592806 + Penalty 2745.688317 = -478502.904489 nChanged 7 SP:Iteration 27Q (1188.825161 sec): 3 clusters Score: Raw -481252.458754 + Penalty 2745.688317 = -478506.770436 nChanged 9 SP:Iteration 28Q (1188.873338 sec): 3 clusters Score: Raw -481259.215191 + Penalty 2745.688317 = -478513.526873 nChanged 7 SP:Iteration 29Q (1188.921149 sec): 3 clusters Score: Raw -481262.661875 + Penalty 2745.688317 = -478516.973558 nChanged 2 SP:Iteration 30Q (1188.976730 sec): 3 clusters Score: Raw -481263.442642 + Penalty 2745.688317 = -478517.754324 nChanged 0 SP:Iteration 31F (1189.025531 sec): 3 clusters Score: Raw -481263.442642 + Penalty 2745.688317 = -478517.754324 nChanged 0 Trying to split cluster 19 (26914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1189.095452 sec): 2 clusters Score: Raw -3171212.606648 + Penalty 1657.565305 = -3169555.041343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1189.178706 sec): 3 clusters Score: Raw -3154667.712143 + Penalty 3315.130610 = -3151352.581533 nChanged 12294 SP:Iteration 1F (1189.261627 sec): 3 clusters Score: Raw -3161385.426943 + Penalty 3315.130610 = -3158070.296334 nChanged 1308 SP:Iteration 2Q (1189.358294 sec): 3 clusters Score: Raw -3161807.202927 + Penalty 3315.130610 = -3158492.072317 nChanged 1206 SP:Iteration 3Q (1189.441746 sec): 3 clusters Score: Raw -3162221.358475 + Penalty 3315.130610 = -3158906.227865 nChanged 1210 SP:Iteration 4Q (1189.534278 sec): 3 clusters Score: Raw -3162690.851816 + Penalty 3315.130610 = -3159375.721206 nChanged 1259 SP:Iteration 5Q (1189.629965 sec): 3 clusters Score: Raw -3163209.230960 + Penalty 3315.130610 = -3159894.100350 nChanged 1322 SP:Iteration 6Q (1189.717013 sec): 3 clusters Score: Raw -3163849.885344 + Penalty 3315.130610 = -3160534.754734 nChanged 1430 SP:Iteration 7F (1189.810778 sec): 3 clusters Score: Raw -3164658.098489 + Penalty 3315.130610 = -3161342.967879 nChanged 1454 SP:Iteration 8F (1189.894164 sec): 3 clusters Score: Raw -3165578.505900 + Penalty 3315.130610 = -3162263.375290 nChanged 1502 SP:Iteration 9F (1189.985923 sec): 3 clusters Score: Raw -3166632.188682 + Penalty 3315.130610 = -3163317.058072 nChanged 1332 SP:Iteration 10Q (1190.091288 sec): 3 clusters Score: Raw -3167606.284599 + Penalty 3315.130610 = -3164291.153989 nChanged 1181 SP:Iteration 11Q (1190.182472 sec): 3 clusters Score: Raw -3168489.828827 + Penalty 3315.130610 = -3165174.698218 nChanged 997 SP:Iteration 12Q (1190.269341 sec): 3 clusters Score: Raw -3169261.512967 + Penalty 3315.130610 = -3165946.382357 nChanged 767 SP:Iteration 13Q (1190.365202 sec): 3 clusters Score: Raw -3169871.774318 + Penalty 3315.130610 = -3166556.643708 nChanged 597 SP:Iteration 14Q (1190.464351 sec): 3 clusters Score: Raw -3170314.382944 + Penalty 3315.130610 = -3166999.252334 nChanged 464 SP:Iteration 15Q (1190.544309 sec): 3 clusters Score: Raw -3170612.866563 + Penalty 3315.130610 = -3167297.735953 nChanged 386 SP:Iteration 16Q (1190.643423 sec): 3 clusters Score: Raw -3170814.578483 + Penalty 3315.130610 = -3167499.447874 nChanged 343 SP:Iteration 17Q (1190.731487 sec): 3 clusters Score: Raw -3170963.495927 + Penalty 3315.130610 = -3167648.365317 nChanged 294 SP:Iteration 18Q (1190.813866 sec): 3 clusters Score: Raw -3171073.457816 + Penalty 3315.130610 = -3167758.327206 nChanged 230 SP:Iteration 19Q (1190.899205 sec): 3 clusters Score: Raw -3171142.554275 + Penalty 3315.130610 = -3167827.423665 nChanged 174 SP:Iteration 20F (1190.987774 sec): 3 clusters Score: Raw -3171188.562448 + Penalty 3315.130610 = -3167873.431839 nChanged 142 SP:Iteration 21Q (1191.079836 sec): 3 clusters Score: Raw -3171221.976381 + Penalty 3315.130610 = -3167906.845772 nChanged 110 SP:Iteration 22Q (1191.169455 sec): 3 clusters Score: Raw -3171245.037047 + Penalty 3315.130610 = -3167929.906437 nChanged 90 SP:Iteration 23Q (1191.262317 sec): 3 clusters Score: Raw -3171260.299178 + Penalty 3315.130610 = -3167945.168568 nChanged 76 SP:Iteration 24Q (1191.341679 sec): 3 clusters Score: Raw -3171271.160611 + Penalty 3315.130610 = -3167956.030002 nChanged 55 SP:Iteration 25Q (1191.433061 sec): 3 clusters Score: Raw -3171281.616117 + Penalty 3315.130610 = -3167966.485507 nChanged 66 SP:Iteration 26Q (1191.523872 sec): 3 clusters Score: Raw -3171291.548667 + Penalty 3315.130610 = -3167976.418057 nChanged 58 SP:Iteration 27Q (1191.623386 sec): 3 clusters Score: Raw -3171298.926339 + Penalty 3315.130610 = -3167983.795730 nChanged 58 SP:Iteration 28Q (1191.704619 sec): 3 clusters Score: Raw -3171305.887059 + Penalty 3315.130610 = -3167990.756449 nChanged 40 SP:Iteration 29Q (1191.781686 sec): 3 clusters Score: Raw -3171311.535761 + Penalty 3315.130610 = -3167996.405151 nChanged 35 SP:Iteration 30Q (1191.874899 sec): 3 clusters Score: Raw -3171314.808143 + Penalty 3315.130610 = -3167999.677533 nChanged 25 SP:Iteration 31Q (1191.957469 sec): 3 clusters Score: Raw -3171316.675532 + Penalty 3315.130610 = -3168001.544922 nChanged 23 SP:Iteration 32Q (1192.057499 sec): 3 clusters Score: Raw -3171318.813490 + Penalty 3315.130610 = -3168003.682880 nChanged 22 SP:Iteration 33Q (1192.140682 sec): 3 clusters Score: Raw -3171320.885291 + Penalty 3315.130610 = -3168005.754682 nChanged 20 SP:Iteration 34Q (1192.235505 sec): 3 clusters Score: Raw -3171322.334716 + Penalty 3315.130610 = -3168007.204106 nChanged 15 SP:Iteration 35Q (1192.315849 sec): 3 clusters Score: Raw -3171323.584619 + Penalty 3315.130610 = -3168008.454010 nChanged 17 SP:Iteration 36Q (1192.391913 sec): 3 clusters Score: Raw -3171324.712246 + Penalty 3315.130610 = -3168009.581636 nChanged 20 SP:Iteration 37Q (1192.485720 sec): 3 clusters Score: Raw -3171325.991709 + Penalty 3315.130610 = -3168010.861099 nChanged 14 SP:Iteration 38Q (1192.572705 sec): 3 clusters Score: Raw -3171326.907792 + Penalty 3315.130610 = -3168011.777182 nChanged 15 SP:Iteration 39Q (1192.648456 sec): 3 clusters Score: Raw -3171327.640278 + Penalty 3315.130610 = -3168012.509669 nChanged 8 SP:Iteration 40F (1192.742389 sec): 3 clusters Score: Raw -3171328.075843 + Penalty 3315.130610 = -3168012.945233 nChanged 8 SP:Iteration 41Q (1192.818796 sec): 3 clusters Score: Raw -3171328.665942 + Penalty 3315.130610 = -3168013.535332 nChanged 14 SP:Iteration 42Q (1192.909684 sec): 3 clusters Score: Raw -3171329.984874 + Penalty 3315.130610 = -3168014.854265 nChanged 14 SP:Iteration 43Q (1192.978196 sec): 3 clusters Score: Raw -3171331.145399 + Penalty 3315.130610 = -3168016.014789 nChanged 6 SP:Iteration 44Q (1193.069900 sec): 3 clusters Score: Raw -3171331.581583 + Penalty 3315.130610 = -3168016.450973 nChanged 7 SP:Iteration 45Q (1193.144575 sec): 3 clusters Score: Raw -3171332.249554 + Penalty 3315.130610 = -3168017.118944 nChanged 9 SP:Iteration 46Q (1193.227192 sec): 3 clusters Score: Raw -3171333.636708 + Penalty 3315.130610 = -3168018.506098 nChanged 12 SP:Iteration 47Q (1193.303084 sec): 3 clusters Score: Raw -3171334.670997 + Penalty 3315.130610 = -3168019.540387 nChanged 15 SP:Iteration 48Q (1193.383662 sec): 3 clusters Score: Raw -3171335.935661 + Penalty 3315.130610 = -3168020.805052 nChanged 13 SP:Iteration 49Q (1193.482539 sec): 3 clusters Score: Raw -3171337.575936 + Penalty 3315.130610 = -3168022.445326 nChanged 16 SP:Iteration 50Q (1193.565407 sec): 3 clusters Score: Raw -3171339.346120 + Penalty 3315.130610 = -3168024.215510 nChanged 20 SP:Iteration 51Q (1193.648998 sec): 3 clusters Score: Raw -3171341.484818 + Penalty 3315.130610 = -3168026.354209 nChanged 25 SP:Iteration 52Q (1193.744692 sec): 3 clusters Score: Raw -3171344.023171 + Penalty 3315.130610 = -3168028.892561 nChanged 24 SP:Iteration 53Q (1193.835822 sec): 3 clusters Score: Raw -3171346.702903 + Penalty 3315.130610 = -3168031.572293 nChanged 30 SP:Iteration 54Q (1193.928188 sec): 3 clusters Score: Raw -3171349.355429 + Penalty 3315.130610 = -3168034.224819 nChanged 20 SP:Iteration 55Q (1194.017426 sec): 3 clusters Score: Raw -3171350.926771 + Penalty 3315.130610 = -3168035.796161 nChanged 17 SP:Iteration 56Q (1194.105139 sec): 3 clusters Score: Raw -3171352.178621 + Penalty 3315.130610 = -3168037.048011 nChanged 15 SP:Iteration 57Q (1194.193567 sec): 3 clusters Score: Raw -3171353.550184 + Penalty 3315.130610 = -3168038.419574 nChanged 16 SP:Iteration 58Q (1194.264369 sec): 3 clusters Score: Raw -3171355.032634 + Penalty 3315.130610 = -3168039.902025 nChanged 23 SP:Iteration 59Q (1194.363104 sec): 3 clusters Score: Raw -3171357.381574 + Penalty 3315.130610 = -3168042.250964 nChanged 29 SP:Iteration 60F (1194.443240 sec): 3 clusters Score: Raw -3171360.344835 + Penalty 3315.130610 = -3168045.214225 nChanged 37 SP:Iteration 61Q (1194.526316 sec): 3 clusters Score: Raw -3171364.428794 + Penalty 3315.130610 = -3168049.298184 nChanged 33 SP:Iteration 62Q (1194.619483 sec): 3 clusters Score: Raw -3171368.260413 + Penalty 3315.130610 = -3168053.129803 nChanged 27 SP:Iteration 63Q (1194.708124 sec): 3 clusters Score: Raw -3171371.489521 + Penalty 3315.130610 = -3168056.358911 nChanged 32 SP:Iteration 64Q (1194.786876 sec): 3 clusters Score: Raw -3171375.567002 + Penalty 3315.130610 = -3168060.436392 nChanged 37 SP:Iteration 65Q (1194.875606 sec): 3 clusters Score: Raw -3171380.352313 + Penalty 3315.130610 = -3168065.221703 nChanged 34 SP:Iteration 66Q (1194.966960 sec): 3 clusters Score: Raw -3171384.213113 + Penalty 3315.130610 = -3168069.082503 nChanged 35 SP:Iteration 67Q (1195.046104 sec): 3 clusters Score: Raw -3171388.477069 + Penalty 3315.130610 = -3168073.346459 nChanged 38 SP:Iteration 68Q (1195.132999 sec): 3 clusters Score: Raw -3171393.949370 + Penalty 3315.130610 = -3168078.818761 nChanged 40 SP:Iteration 69Q (1195.229637 sec): 3 clusters Score: Raw -3171399.073278 + Penalty 3315.130610 = -3168083.942668 nChanged 30 SP:Iteration 70Q (1195.317070 sec): 3 clusters Score: Raw -3171402.253911 + Penalty 3315.130610 = -3168087.123301 nChanged 29 SP:Iteration 71Q (1195.407144 sec): 3 clusters Score: Raw -3171406.481362 + Penalty 3315.130610 = -3168091.350752 nChanged 39 SP:Iteration 72Q (1195.497517 sec): 3 clusters Score: Raw -3171412.309284 + Penalty 3315.130610 = -3168097.178674 nChanged 33 SP:Iteration 73Q (1195.588164 sec): 3 clusters Score: Raw -3171418.272532 + Penalty 3315.130610 = -3168103.141922 nChanged 43 SP:Iteration 74Q (1195.680136 sec): 3 clusters Score: Raw -3171425.375536 + Penalty 3315.130610 = -3168110.244926 nChanged 36 SP:Iteration 75Q (1195.759465 sec): 3 clusters Score: Raw -3171429.411252 + Penalty 3315.130610 = -3168114.280642 nChanged 35 SP:Iteration 76Q (1195.856556 sec): 3 clusters Score: Raw -3171434.284243 + Penalty 3315.130610 = -3168119.153633 nChanged 35 SP:Iteration 77Q (1195.947100 sec): 3 clusters Score: Raw -3171438.724007 + Penalty 3315.130610 = -3168123.593397 nChanged 24 SP:Iteration 78Q (1196.029435 sec): 3 clusters Score: Raw -3171441.890139 + Penalty 3315.130610 = -3168126.759530 nChanged 32 SP:Iteration 79Q (1196.116607 sec): 3 clusters Score: Raw -3171445.425081 + Penalty 3315.130610 = -3168130.294471 nChanged 34 SP:Iteration 80F (1196.208912 sec): 3 clusters Score: Raw -3171449.319730 + Penalty 3315.130610 = -3168134.189120 nChanged 27 SP:Iteration 81Q (1196.289205 sec): 3 clusters Score: Raw -3171452.542348 + Penalty 3315.130610 = -3168137.411738 nChanged 28 SP:Iteration 82Q (1196.385972 sec): 3 clusters Score: Raw -3171456.324884 + Penalty 3315.130610 = -3168141.194274 nChanged 29 SP:Iteration 83Q (1196.476755 sec): 3 clusters Score: Raw -3171461.430676 + Penalty 3315.130610 = -3168146.300067 nChanged 36 SP:Iteration 84Q (1196.566442 sec): 3 clusters Score: Raw -3171467.543856 + Penalty 3315.130610 = -3168152.413247 nChanged 29 SP:Iteration 85Q (1196.656507 sec): 3 clusters Score: Raw -3171472.045602 + Penalty 3315.130610 = -3168156.914992 nChanged 30 SP:Iteration 86Q (1196.746797 sec): 3 clusters Score: Raw -3171477.234503 + Penalty 3315.130610 = -3168162.103893 nChanged 33 SP:Iteration 87Q (1196.838335 sec): 3 clusters Score: Raw -3171482.127750 + Penalty 3315.130610 = -3168166.997140 nChanged 27 SP:Iteration 88Q (1196.925874 sec): 3 clusters Score: Raw -3171485.770813 + Penalty 3315.130610 = -3168170.640203 nChanged 30 SP:Iteration 89Q (1197.013100 sec): 3 clusters Score: Raw -3171488.687077 + Penalty 3315.130610 = -3168173.556467 nChanged 15 SP:Iteration 90Q (1197.097575 sec): 3 clusters Score: Raw -3171490.374171 + Penalty 3315.130610 = -3168175.243561 nChanged 16 SP:Iteration 91Q (1197.186492 sec): 3 clusters Score: Raw -3171492.463024 + Penalty 3315.130610 = -3168177.332414 nChanged 20 SP:Iteration 92Q (1197.273731 sec): 3 clusters Score: Raw -3171495.439520 + Penalty 3315.130610 = -3168180.308911 nChanged 21 SP:Iteration 93Q (1197.363353 sec): 3 clusters Score: Raw -3171498.869933 + Penalty 3315.130610 = -3168183.739323 nChanged 20 SP:Iteration 94Q (1197.432819 sec): 3 clusters Score: Raw -3171502.746325 + Penalty 3315.130610 = -3168187.615715 nChanged 24 SP:Iteration 95Q (1197.519453 sec): 3 clusters Score: Raw -3171506.659521 + Penalty 3315.130610 = -3168191.528911 nChanged 25 SP:Iteration 96Q (1197.609099 sec): 3 clusters Score: Raw -3171509.615423 + Penalty 3315.130610 = -3168194.484813 nChanged 20 SP:Iteration 97Q (1197.699029 sec): 3 clusters Score: Raw -3171512.068927 + Penalty 3315.130610 = -3168196.938317 nChanged 16 SP:Iteration 98Q (1197.790211 sec): 3 clusters Score: Raw -3171513.992769 + Penalty 3315.130610 = -3168198.862160 nChanged 22 SP:Iteration 99Q (1197.876259 sec): 3 clusters Score: Raw -3171516.914326 + Penalty 3315.130610 = -3168201.783716 nChanged 17 SP:Iteration 100F (1197.971099 sec): 3 clusters Score: Raw -3171519.494858 + Penalty 3315.130610 = -3168204.364248 nChanged 16 SP:Iteration 101Q (1198.055953 sec): 3 clusters Score: Raw -3171521.430628 + Penalty 3315.130610 = -3168206.300018 nChanged 18 SP:Iteration 102Q (1198.141883 sec): 3 clusters Score: Raw -3171523.543983 + Penalty 3315.130610 = -3168208.413373 nChanged 17 SP:Iteration 103Q (1198.223458 sec): 3 clusters Score: Raw -3171525.606687 + Penalty 3315.130610 = -3168210.476077 nChanged 15 SP:Iteration 104Q (1198.306395 sec): 3 clusters Score: Raw -3171527.138525 + Penalty 3315.130610 = -3168212.007915 nChanged 16 SP:Iteration 105Q (1198.390448 sec): 3 clusters Score: Raw -3171529.069073 + Penalty 3315.130610 = -3168213.938463 nChanged 17 SP:Iteration 106Q (1198.474832 sec): 3 clusters Score: Raw -3171531.093058 + Penalty 3315.130610 = -3168215.962448 nChanged 18 SP:Iteration 107Q (1198.564486 sec): 3 clusters Score: Raw -3171533.126954 + Penalty 3315.130610 = -3168217.996344 nChanged 16 SP:Iteration 108Q (1198.634131 sec): 3 clusters Score: Raw -3171534.753421 + Penalty 3315.130610 = -3168219.622812 nChanged 17 SP:Iteration 109Q (1198.719188 sec): 3 clusters Score: Raw -3171537.010849 + Penalty 3315.130610 = -3168221.880239 nChanged 20 SP:Iteration 110Q (1198.805214 sec): 3 clusters Score: Raw -3171539.137670 + Penalty 3315.130610 = -3168224.007061 nChanged 19 SP:Iteration 111Q (1198.882607 sec): 3 clusters Score: Raw -3171541.025578 + Penalty 3315.130610 = -3168225.894968 nChanged 21 SP:Iteration 112Q (1198.962715 sec): 3 clusters Score: Raw -3171543.512342 + Penalty 3315.130610 = -3168228.381732 nChanged 20 SP:Iteration 113Q (1199.047741 sec): 3 clusters Score: Raw -3171546.348866 + Penalty 3315.130610 = -3168231.218256 nChanged 22 SP:Iteration 114Q (1199.118470 sec): 3 clusters Score: Raw -3171549.145387 + Penalty 3315.130610 = -3168234.014778 nChanged 21 SP:Iteration 115Q (1199.211695 sec): 3 clusters Score: Raw -3171551.181333 + Penalty 3315.130610 = -3168236.050723 nChanged 16 SP:Iteration 116Q (1199.295365 sec): 3 clusters Score: Raw -3171553.342323 + Penalty 3315.130610 = -3168238.211713 nChanged 30 SP:Iteration 117Q (1199.377709 sec): 3 clusters Score: Raw -3171557.182492 + Penalty 3315.130610 = -3168242.051882 nChanged 26 SP:Iteration 118Q (1199.467023 sec): 3 clusters Score: Raw -3171560.507126 + Penalty 3315.130610 = -3168245.376516 nChanged 21 SP:Iteration 119Q (1199.554514 sec): 3 clusters Score: Raw -3171563.239763 + Penalty 3315.130610 = -3168248.109153 nChanged 22 SP:Iteration 120F (1199.643869 sec): 3 clusters Score: Raw -3171565.367736 + Penalty 3315.130610 = -3168250.237126 nChanged 18 SP:Iteration 121Q (1199.730237 sec): 3 clusters Score: Raw -3171567.578025 + Penalty 3315.130610 = -3168252.447415 nChanged 19 SP:Iteration 122Q (1199.810466 sec): 3 clusters Score: Raw -3171569.832039 + Penalty 3315.130610 = -3168254.701429 nChanged 11 SP:Iteration 123Q (1199.899577 sec): 3 clusters Score: Raw -3171571.061380 + Penalty 3315.130610 = -3168255.930770 nChanged 14 SP:Iteration 124Q (1199.988534 sec): 3 clusters Score: Raw -3171572.641878 + Penalty 3315.130610 = -3168257.511269 nChanged 9 SP:Iteration 125Q (1200.076077 sec): 3 clusters Score: Raw -3171573.895560 + Penalty 3315.130610 = -3168258.764950 nChanged 11 SP:Iteration 126Q (1200.165882 sec): 3 clusters Score: Raw -3171574.939909 + Penalty 3315.130610 = -3168259.809299 nChanged 12 SP:Iteration 127Q (1200.246756 sec): 3 clusters Score: Raw -3171575.981713 + Penalty 3315.130610 = -3168260.851103 nChanged 9 SP:Iteration 128Q (1200.322938 sec): 3 clusters Score: Raw -3171576.777782 + Penalty 3315.130610 = -3168261.647172 nChanged 3 SP:Iteration 129Q (1200.396593 sec): 3 clusters Score: Raw -3171577.216362 + Penalty 3315.130610 = -3168262.085752 nChanged 4 SP:Iteration 130Q (1200.489464 sec): 3 clusters Score: Raw -3171577.738637 + Penalty 3315.130610 = -3168262.608027 nChanged 5 SP:Iteration 131Q (1200.571909 sec): 3 clusters Score: Raw -3171578.190685 + Penalty 3315.130610 = -3168263.060075 nChanged 6 SP:Iteration 132Q (1200.651261 sec): 3 clusters Score: Raw -3171578.808782 + Penalty 3315.130610 = -3168263.678172 nChanged 6 SP:Iteration 133Q (1200.738360 sec): 3 clusters Score: Raw -3171579.433544 + Penalty 3315.130610 = -3168264.302934 nChanged 5 SP:Iteration 134Q (1200.812016 sec): 3 clusters Score: Raw -3171580.019736 + Penalty 3315.130610 = -3168264.889126 nChanged 2 SP:Iteration 135Q (1200.894905 sec): 3 clusters Score: Raw -3171580.157865 + Penalty 3315.130610 = -3168265.027255 nChanged 4 SP:Iteration 136Q (1200.986060 sec): 3 clusters Score: Raw -3171580.551183 + Penalty 3315.130610 = -3168265.420573 nChanged 3 SP:Iteration 137Q (1201.073260 sec): 3 clusters Score: Raw -3171580.719186 + Penalty 3315.130610 = -3168265.588577 nChanged 3 SP:Iteration 138Q (1201.162875 sec): 3 clusters Score: Raw -3171580.840510 + Penalty 3315.130610 = -3168265.709900 nChanged 0 SP:Iteration 139F (1201.258585 sec): 3 clusters Score: Raw -3171580.840510 + Penalty 3315.130610 = -3168265.709900 nChanged 0 Trying to split cluster 20 (2141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1201.288147 sec): 2 clusters Score: Raw -244511.249748 + Penalty 1246.217097 = -243265.032651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1201.327460 sec): 3 clusters Score: Raw -243565.836803 + Penalty 2492.434194 = -241073.402609 nChanged 767 SP:Iteration 1F (1201.371893 sec): 3 clusters Score: Raw -244066.643914 + Penalty 2492.434194 = -241574.209720 nChanged 145 SP:Iteration 2F (1201.430418 sec): 3 clusters Score: Raw -244164.041458 + Penalty 2492.434194 = -241671.607264 nChanged 94 SP:Iteration 3Q (1201.464580 sec): 3 clusters Score: Raw -244220.237959 + Penalty 2492.434194 = -241727.803765 nChanged 52 SP:Iteration 4Q (1201.509653 sec): 3 clusters Score: Raw -244253.802832 + Penalty 2492.434194 = -241761.368638 nChanged 39 SP:Iteration 5Q (1201.545058 sec): 3 clusters Score: Raw -244277.546136 + Penalty 2492.434194 = -241785.111942 nChanged 37 SP:Iteration 6Q (1201.588447 sec): 3 clusters Score: Raw -244299.227016 + Penalty 2492.434194 = -241806.792822 nChanged 34 SP:Iteration 7Q (1201.637056 sec): 3 clusters Score: Raw -244318.093229 + Penalty 2492.434194 = -241825.659036 nChanged 30 SP:Iteration 8Q (1201.682841 sec): 3 clusters Score: Raw -244335.787057 + Penalty 2492.434194 = -241843.352863 nChanged 28 SP:Iteration 9Q (1201.735027 sec): 3 clusters Score: Raw -244349.194210 + Penalty 2492.434194 = -241856.760017 nChanged 24 SP:Iteration 10Q (1201.783973 sec): 3 clusters Score: Raw -244362.575675 + Penalty 2492.434194 = -241870.141481 nChanged 26 SP:Iteration 11Q (1201.821656 sec): 3 clusters Score: Raw -244376.098043 + Penalty 2492.434194 = -241883.663849 nChanged 14 SP:Iteration 12Q (1201.865324 sec): 3 clusters Score: Raw -244383.157223 + Penalty 2492.434194 = -241890.723029 nChanged 8 SP:Iteration 13Q (1201.910156 sec): 3 clusters Score: Raw -244386.595055 + Penalty 2492.434194 = -241894.160861 nChanged 8 SP:Iteration 14Q (1201.952794 sec): 3 clusters Score: Raw -244390.159788 + Penalty 2492.434194 = -241897.725595 nChanged 7 SP:Iteration 15Q (1201.994811 sec): 3 clusters Score: Raw -244393.361540 + Penalty 2492.434194 = -241900.927347 nChanged 10 SP:Iteration 16Q (1202.050806 sec): 3 clusters Score: Raw -244398.190409 + Penalty 2492.434194 = -241905.756215 nChanged 12 SP:Iteration 17Q (1202.097055 sec): 3 clusters Score: Raw -244404.185399 + Penalty 2492.434194 = -241911.751206 nChanged 11 SP:Iteration 18Q (1202.147770 sec): 3 clusters Score: Raw -244407.383011 + Penalty 2492.434194 = -241914.948818 nChanged 5 SP:Iteration 19Q (1202.194773 sec): 3 clusters Score: Raw -244409.256177 + Penalty 2492.434194 = -241916.821984 nChanged 2 SP:Iteration 20F (1202.231946 sec): 3 clusters Score: Raw -244410.667151 + Penalty 2492.434194 = -241918.232958 nChanged 2 SP:Iteration 21Q (1202.278041 sec): 3 clusters Score: Raw -244411.195653 + Penalty 2492.434194 = -241918.761459 nChanged 1 SP:Iteration 22Q (1202.319716 sec): 3 clusters Score: Raw -244412.174638 + Penalty 2492.434194 = -241919.740444 nChanged 3 SP:Iteration 23Q (1202.371376 sec): 3 clusters Score: Raw -244413.274159 + Penalty 2492.434194 = -241920.839965 nChanged 2 SP:Iteration 24Q (1202.410348 sec): 3 clusters Score: Raw -244414.184295 + Penalty 2492.434194 = -241921.750102 nChanged 0 SP:Iteration 25F (1202.465376 sec): 3 clusters Score: Raw -244414.184295 + Penalty 2492.434194 = -241921.750102 nChanged 0 Trying to split cluster 21 (13982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1202.500509 sec): 2 clusters Score: Raw -1712690.048868 + Penalty 1551.147986 = -1711138.900883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1202.572692 sec): 3 clusters Score: Raw -1704448.093665 + Penalty 3102.295972 = -1701345.797693 nChanged 6232 SP:Iteration 1F (1202.640378 sec): 3 clusters Score: Raw -1707865.241035 + Penalty 3102.295972 = -1704762.945063 nChanged 816 SP:Iteration 2F (1202.704522 sec): 3 clusters Score: Raw -1708234.077998 + Penalty 3102.295972 = -1705131.782026 nChanged 797 SP:Iteration 3F (1202.773464 sec): 3 clusters Score: Raw -1708629.837175 + Penalty 3102.295972 = -1705527.541203 nChanged 816 SP:Iteration 4F (1202.847541 sec): 3 clusters Score: Raw -1709118.344244 + Penalty 3102.295972 = -1706016.048272 nChanged 888 SP:Iteration 5F (1202.920350 sec): 3 clusters Score: Raw -1709734.397938 + Penalty 3102.295972 = -1706632.101966 nChanged 934 SP:Iteration 6F (1202.979986 sec): 3 clusters Score: Raw -1710495.606489 + Penalty 3102.295972 = -1707393.310517 nChanged 861 SP:Iteration 7F (1203.061846 sec): 3 clusters Score: Raw -1711253.969260 + Penalty 3102.295972 = -1708151.673288 nChanged 700 SP:Iteration 8F (1203.134330 sec): 3 clusters Score: Raw -1711901.578309 + Penalty 3102.295972 = -1708799.282337 nChanged 470 SP:Iteration 9Q (1203.205903 sec): 3 clusters Score: Raw -1712313.208347 + Penalty 3102.295972 = -1709210.912375 nChanged 310 SP:Iteration 10Q (1203.271740 sec): 3 clusters Score: Raw -1712557.311774 + Penalty 3102.295972 = -1709455.015802 nChanged 207 SP:Iteration 11Q (1203.338884 sec): 3 clusters Score: Raw -1712696.303730 + Penalty 3102.295972 = -1709594.007758 nChanged 154 SP:Iteration 12Q (1203.404112 sec): 3 clusters Score: Raw -1712786.204443 + Penalty 3102.295972 = -1709683.908471 nChanged 115 SP:Iteration 13Q (1203.476073 sec): 3 clusters Score: Raw -1712841.779283 + Penalty 3102.295972 = -1709739.483311 nChanged 92 SP:Iteration 14Q (1203.533115 sec): 3 clusters Score: Raw -1712888.205505 + Penalty 3102.295972 = -1709785.909533 nChanged 75 SP:Iteration 15Q (1203.599395 sec): 3 clusters Score: Raw -1712917.004302 + Penalty 3102.295972 = -1709814.708330 nChanged 57 SP:Iteration 16Q (1203.675380 sec): 3 clusters Score: Raw -1712942.564611 + Penalty 3102.295972 = -1709840.268639 nChanged 42 SP:Iteration 17Q (1203.733175 sec): 3 clusters Score: Raw -1712962.391316 + Penalty 3102.295972 = -1709860.095344 nChanged 48 SP:Iteration 18Q (1203.804970 sec): 3 clusters Score: Raw -1712980.822548 + Penalty 3102.295972 = -1709878.526576 nChanged 31 SP:Iteration 19Q (1203.866162 sec): 3 clusters Score: Raw -1712989.395442 + Penalty 3102.295972 = -1709887.099470 nChanged 17 SP:Iteration 20F (1203.935362 sec): 3 clusters Score: Raw -1712994.002593 + Penalty 3102.295972 = -1709891.706621 nChanged 17 SP:Iteration 21Q (1204.007083 sec): 3 clusters Score: Raw -1712999.640256 + Penalty 3102.295972 = -1709897.344284 nChanged 14 SP:Iteration 22Q (1204.079588 sec): 3 clusters Score: Raw -1713004.371060 + Penalty 3102.295972 = -1709902.075088 nChanged 17 SP:Iteration 23Q (1204.141941 sec): 3 clusters Score: Raw -1713011.127926 + Penalty 3102.295972 = -1709908.831954 nChanged 18 SP:Iteration 24Q (1204.204931 sec): 3 clusters Score: Raw -1713016.483875 + Penalty 3102.295972 = -1709914.187903 nChanged 15 SP:Iteration 25Q (1204.271622 sec): 3 clusters Score: Raw -1713022.764114 + Penalty 3102.295972 = -1709920.468142 nChanged 18 SP:Iteration 26Q (1204.339864 sec): 3 clusters Score: Raw -1713030.297092 + Penalty 3102.295972 = -1709928.001121 nChanged 17 SP:Iteration 27Q (1204.404293 sec): 3 clusters Score: Raw -1713035.610608 + Penalty 3102.295972 = -1709933.314637 nChanged 11 SP:Iteration 28Q (1204.478458 sec): 3 clusters Score: Raw -1713037.795915 + Penalty 3102.295972 = -1709935.499944 nChanged 5 SP:Iteration 29Q (1204.540895 sec): 3 clusters Score: Raw -1713038.684746 + Penalty 3102.295972 = -1709936.388774 nChanged 7 SP:Iteration 30Q (1204.608266 sec): 3 clusters Score: Raw -1713040.263338 + Penalty 3102.295972 = -1709937.967366 nChanged 8 SP:Iteration 31Q (1204.672917 sec): 3 clusters Score: Raw -1713042.588684 + Penalty 3102.295972 = -1709940.292712 nChanged 11 SP:Iteration 32Q (1204.733427 sec): 3 clusters Score: Raw -1713045.195150 + Penalty 3102.295972 = -1709942.899178 nChanged 4 SP:Iteration 33Q (1204.797784 sec): 3 clusters Score: Raw -1713045.676972 + Penalty 3102.295972 = -1709943.381000 nChanged 2 SP:Iteration 34Q (1204.868471 sec): 3 clusters Score: Raw -1713045.979673 + Penalty 3102.295972 = -1709943.683701 nChanged 4 SP:Iteration 35Q (1204.929351 sec): 3 clusters Score: Raw -1713047.523105 + Penalty 3102.295972 = -1709945.227134 nChanged 7 SP:Iteration 36Q (1204.994516 sec): 3 clusters Score: Raw -1713050.345769 + Penalty 3102.295972 = -1709948.049797 nChanged 6 SP:Iteration 37Q (1205.062084 sec): 3 clusters Score: Raw -1713051.867509 + Penalty 3102.295972 = -1709949.571537 nChanged 5 SP:Iteration 38Q (1205.126265 sec): 3 clusters Score: Raw -1713053.937314 + Penalty 3102.295972 = -1709951.641342 nChanged 10 SP:Iteration 39Q (1205.183329 sec): 3 clusters Score: Raw -1713056.318123 + Penalty 3102.295972 = -1709954.022151 nChanged 4 SP:Iteration 40F (1205.263967 sec): 3 clusters Score: Raw -1713057.635502 + Penalty 3102.295972 = -1709955.339530 nChanged 8 SP:Iteration 41Q (1205.320461 sec): 3 clusters Score: Raw -1713061.333412 + Penalty 3102.295972 = -1709959.037440 nChanged 10 SP:Iteration 42Q (1205.393855 sec): 3 clusters Score: Raw -1713065.566838 + Penalty 3102.295972 = -1709963.270866 nChanged 10 SP:Iteration 43Q (1205.449803 sec): 3 clusters Score: Raw -1713068.918537 + Penalty 3102.295972 = -1709966.622566 nChanged 6 SP:Iteration 44Q (1205.513669 sec): 3 clusters Score: Raw -1713070.501150 + Penalty 3102.295972 = -1709968.205178 nChanged 4 SP:Iteration 45Q (1205.577763 sec): 3 clusters Score: Raw -1713071.397973 + Penalty 3102.295972 = -1709969.102001 nChanged 5 SP:Iteration 46Q (1205.644755 sec): 3 clusters Score: Raw -1713072.250488 + Penalty 3102.295972 = -1709969.954516 nChanged 2 SP:Iteration 47Q (1205.707050 sec): 3 clusters Score: Raw -1713072.669056 + Penalty 3102.295972 = -1709970.373085 nChanged 3 SP:Iteration 48Q (1205.777997 sec): 3 clusters Score: Raw -1713073.513450 + Penalty 3102.295972 = -1709971.217479 nChanged 4 SP:Iteration 49Q (1205.836938 sec): 3 clusters Score: Raw -1713075.052981 + Penalty 3102.295972 = -1709972.757009 nChanged 2 SP:Iteration 50Q (1205.902566 sec): 3 clusters Score: Raw -1713075.304868 + Penalty 3102.295972 = -1709973.008896 nChanged 2 SP:Iteration 51Q (1205.956007 sec): 3 clusters Score: Raw -1713075.658493 + Penalty 3102.295972 = -1709973.362521 nChanged 1 SP:Iteration 52Q (1206.019971 sec): 3 clusters Score: Raw -1713075.945375 + Penalty 3102.295972 = -1709973.649403 nChanged 2 SP:Iteration 53Q (1206.079669 sec): 3 clusters Score: Raw -1713076.539477 + Penalty 3102.295972 = -1709974.243505 nChanged 0 SP:Iteration 54F (1206.148580 sec): 3 clusters Score: Raw -1713076.539477 + Penalty 3102.295972 = -1709974.243505 nChanged 0 Trying to split cluster 22 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1206.176612 sec): 2 clusters Score: Raw -21015.304361 + Penalty 880.116315 = -20135.188046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.219015 sec): 3 clusters Score: Raw -21159.334217 + Penalty 1760.232631 = -19399.101586 nChanged 36 SP:Iteration 1F (1206.256259 sec): 3 clusters Score: Raw -21247.375640 + Penalty 1760.232631 = -19487.143010 nChanged 15 SP:Iteration 2F (1206.286463 sec): 3 clusters Score: Raw -21276.290053 + Penalty 1760.232631 = -19516.057422 nChanged 2 SP:Iteration 3Q (1206.331223 sec): 3 clusters Score: Raw -21279.263084 + Penalty 1760.232631 = -19519.030453 nChanged 2 SP:Iteration 4Q (1206.373529 sec): 3 clusters Score: Raw -21302.734693 + Penalty 1760.232631 = -19542.502062 nChanged 4 SP:Iteration 5Q (1206.425371 sec): 3 clusters Score: Raw -21326.356266 + Penalty 1760.232631 = -19566.123635 nChanged 6 SP:Iteration 6Q (1206.472475 sec): 3 clusters Score: Raw -21343.991127 + Penalty 1760.232631 = -19583.758497 nChanged 2 SP:Iteration 7Q (1206.515872 sec): 3 clusters Score: Raw -21349.724871 + Penalty 1760.232631 = -19589.492240 nChanged 3 SP:Iteration 8Q (1206.555595 sec): 3 clusters Score: Raw -21353.781146 + Penalty 1760.232631 = -19593.548515 nChanged 1 SP:Iteration 9Q (1206.610079 sec): 3 clusters Score: Raw -21359.877681 + Penalty 1760.232631 = -19599.645051 nChanged 0 SP:Iteration 10F (1206.650213 sec): 3 clusters Score: Raw -21359.877681 + Penalty 1760.232631 = -19599.645051 nChanged 0 Trying to split cluster 23 (963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1206.678715 sec): 2 clusters Score: Raw -105536.456790 + Penalty 1116.383679 = -104420.073111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.717561 sec): 3 clusters Score: Raw -105272.111485 + Penalty 2232.767359 = -103039.344126 nChanged 294 SP:Iteration 1F (1206.760071 sec): 3 clusters Score: Raw -105518.022288 + Penalty 2232.767359 = -103285.254930 nChanged 75 SP:Iteration 2F (1206.809369 sec): 3 clusters Score: Raw -105593.138130 + Penalty 2232.767359 = -103360.370771 nChanged 30 SP:Iteration 3Q (1206.852470 sec): 3 clusters Score: Raw -105623.075683 + Penalty 2232.767359 = -103390.308324 nChanged 28 SP:Iteration 4Q (1206.899916 sec): 3 clusters Score: Raw -105650.179774 + Penalty 2232.767359 = -103417.412415 nChanged 20 SP:Iteration 5Q (1206.944427 sec): 3 clusters Score: Raw -105668.908549 + Penalty 2232.767359 = -103436.141191 nChanged 16 SP:Iteration 6Q (1206.997214 sec): 3 clusters Score: Raw -105686.802185 + Penalty 2232.767359 = -103454.034826 nChanged 13 SP:Iteration 7Q (1207.033701 sec): 3 clusters Score: Raw -105702.812590 + Penalty 2232.767359 = -103470.045231 nChanged 14 SP:Iteration 8Q (1207.088807 sec): 3 clusters Score: Raw -105725.936911 + Penalty 2232.767359 = -103493.169553 nChanged 10 SP:Iteration 9Q (1207.127235 sec): 3 clusters Score: Raw -105744.096033 + Penalty 2232.767359 = -103511.328675 nChanged 16 SP:Iteration 10Q (1207.178354 sec): 3 clusters Score: Raw -105771.296833 + Penalty 2232.767359 = -103538.529475 nChanged 19 SP:Iteration 11Q (1207.215014 sec): 3 clusters Score: Raw -105807.640251 + Penalty 2232.767359 = -103574.872892 nChanged 18 SP:Iteration 12Q (1207.270600 sec): 3 clusters Score: Raw -105837.482327 + Penalty 2232.767359 = -103604.714968 nChanged 21 SP:Iteration 13Q (1207.306598 sec): 3 clusters Score: Raw -105863.532126 + Penalty 2232.767359 = -103630.764768 nChanged 15 SP:Iteration 14Q (1207.359533 sec): 3 clusters Score: Raw -105878.744210 + Penalty 2232.767359 = -103645.976852 nChanged 15 SP:Iteration 15Q (1207.396615 sec): 3 clusters Score: Raw -105892.721761 + Penalty 2232.767359 = -103659.954402 nChanged 13 SP:Iteration 16Q (1207.443839 sec): 3 clusters Score: Raw -105903.813930 + Penalty 2232.767359 = -103671.046571 nChanged 6 SP:Iteration 17Q (1207.492221 sec): 3 clusters Score: Raw -105912.652874 + Penalty 2232.767359 = -103679.885515 nChanged 7 SP:Iteration 18Q (1207.542528 sec): 3 clusters Score: Raw -105920.484304 + Penalty 2232.767359 = -103687.716945 nChanged 5 SP:Iteration 19Q (1207.587888 sec): 3 clusters Score: Raw -105926.783319 + Penalty 2232.767359 = -103694.015960 nChanged 8 SP:Iteration 20F (1207.628997 sec): 3 clusters Score: Raw -105933.523638 + Penalty 2232.767359 = -103700.756279 nChanged 7 SP:Iteration 21Q (1207.666208 sec): 3 clusters Score: Raw -105939.981065 + Penalty 2232.767359 = -103707.213706 nChanged 4 SP:Iteration 22Q (1207.711409 sec): 3 clusters Score: Raw -105943.106546 + Penalty 2232.767359 = -103710.339188 nChanged 4 SP:Iteration 23Q (1207.757257 sec): 3 clusters Score: Raw -105948.248313 + Penalty 2232.767359 = -103715.480954 nChanged 7 SP:Iteration 24Q (1207.797632 sec): 3 clusters Score: Raw -105954.799093 + Penalty 2232.767359 = -103722.031734 nChanged 7 SP:Iteration 25Q (1207.849268 sec): 3 clusters Score: Raw -105959.520806 + Penalty 2232.767359 = -103726.753447 nChanged 5 SP:Iteration 26Q (1207.887247 sec): 3 clusters Score: Raw -105963.457693 + Penalty 2232.767359 = -103730.690334 nChanged 1 SP:Iteration 27Q (1207.942531 sec): 3 clusters Score: Raw -105963.784711 + Penalty 2232.767359 = -103731.017352 nChanged 2 SP:Iteration 28Q (1207.979059 sec): 3 clusters Score: Raw -105969.806205 + Penalty 2232.767359 = -103737.038847 nChanged 5 SP:Iteration 29Q (1208.028902 sec): 3 clusters Score: Raw -105973.415710 + Penalty 2232.767359 = -103740.648351 nChanged 3 SP:Iteration 30Q (1208.080566 sec): 3 clusters Score: Raw -105974.257074 + Penalty 2232.767359 = -103741.489715 nChanged 1 SP:Iteration 31Q (1208.121187 sec): 3 clusters Score: Raw -105974.413315 + Penalty 2232.767359 = -103741.645957 nChanged 0 SP:Iteration 32F (1208.168598 sec): 3 clusters Score: Raw -105974.413315 + Penalty 2232.767359 = -103741.645957 nChanged 0 Trying to split cluster 24 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.191486 sec): 2 clusters Score: Raw -20454.064362 + Penalty 867.349938 = -19586.714424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.231418 sec): 3 clusters Score: Raw -20554.766290 + Penalty 1734.699876 = -18820.066415 nChanged 31 SP:Iteration 1F (1208.287944 sec): 3 clusters Score: Raw -20636.561307 + Penalty 1734.699876 = -18901.861431 nChanged 4 SP:Iteration 2Q (1208.327776 sec): 3 clusters Score: Raw -20651.438217 + Penalty 1734.699876 = -18916.738341 nChanged 1 SP:Iteration 3Q (1208.378464 sec): 3 clusters Score: Raw -20652.608475 + Penalty 1734.699876 = -18917.908600 nChanged 0 SP:Iteration 4F (1208.417903 sec): 3 clusters Score: Raw -20652.608475 + Penalty 1734.699876 = -18917.908600 nChanged 0 Trying to split cluster 25 (86382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.563268 sec): 2 clusters Score: Raw -10428562.125819 + Penalty 1847.061872 = -10426715.063946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.780241 sec): 3 clusters Score: Raw -10372743.718176 + Penalty 3694.123745 = -10369049.594431 nChanged 41076 SP:Iteration 1F (1208.984779 sec): 3 clusters Score: Raw -10396562.453586 + Penalty 3694.123745 = -10392868.329841 nChanged 3014 SP:Iteration 2Q (1209.190165 sec): 3 clusters Score: Raw -10397305.190336 + Penalty 3694.123745 = -10393611.066592 nChanged 3109 SP:Iteration 3Q (1209.392427 sec): 3 clusters Score: Raw -10398157.680831 + Penalty 3694.123745 = -10394463.557086 nChanged 3236 SP:Iteration 4Q (1209.595280 sec): 3 clusters Score: Raw -10399262.118430 + Penalty 3694.123745 = -10395567.994685 nChanged 3739 SP:Iteration 5Q (1209.801529 sec): 3 clusters Score: Raw -10400854.533615 + Penalty 3694.123745 = -10397160.409870 nChanged 4444 SP:Iteration 6F (1210.001306 sec): 3 clusters Score: Raw -10403205.326206 + Penalty 3694.123745 = -10399511.202461 nChanged 5151 SP:Iteration 7F (1210.203126 sec): 3 clusters Score: Raw -10406551.413972 + Penalty 3694.123745 = -10402857.290227 nChanged 5723 SP:Iteration 8F (1210.404155 sec): 3 clusters Score: Raw -10410684.089351 + Penalty 3694.123745 = -10406989.965606 nChanged 5435 SP:Iteration 9F (1210.594346 sec): 3 clusters Score: Raw -10414404.436419 + Penalty 3694.123745 = -10410710.312674 nChanged 4380 SP:Iteration 10F (1210.792908 sec): 3 clusters Score: Raw -10416598.392805 + Penalty 3694.123745 = -10412904.269060 nChanged 2878 SP:Iteration 11Q (1211.000313 sec): 3 clusters Score: Raw -10417482.993792 + Penalty 3694.123745 = -10413788.870047 nChanged 1695 SP:Iteration 12Q (1211.200315 sec): 3 clusters Score: Raw -10417852.153059 + Penalty 3694.123745 = -10414158.029314 nChanged 1201 SP:Iteration 13Q (1211.401535 sec): 3 clusters Score: Raw -10418095.001480 + Penalty 3694.123745 = -10414400.877736 nChanged 990 SP:Iteration 14Q (1211.607647 sec): 3 clusters Score: Raw -10418303.109773 + Penalty 3694.123745 = -10414608.986028 nChanged 957 SP:Iteration 15Q (1211.811064 sec): 3 clusters Score: Raw -10418493.148954 + Penalty 3694.123745 = -10414799.025210 nChanged 930 SP:Iteration 16Q (1212.030784 sec): 3 clusters Score: Raw -10418687.609559 + Penalty 3694.123745 = -10414993.485814 nChanged 906 SP:Iteration 17Q (1212.231936 sec): 3 clusters Score: Raw -10418882.741937 + Penalty 3694.123745 = -10415188.618193 nChanged 913 SP:Iteration 18Q (1212.419833 sec): 3 clusters Score: Raw -10419087.690399 + Penalty 3694.123745 = -10415393.566654 nChanged 992 SP:Iteration 19Q (1212.606401 sec): 3 clusters Score: Raw -10419301.348098 + Penalty 3694.123745 = -10415607.224353 nChanged 919 SP:Iteration 20F (1212.812590 sec): 3 clusters Score: Raw -10419497.172940 + Penalty 3694.123745 = -10415803.049195 nChanged 953 SP:Iteration 21Q (1213.010833 sec): 3 clusters Score: Raw -10419704.664528 + Penalty 3694.123745 = -10416010.540783 nChanged 967 SP:Iteration 22Q (1213.204225 sec): 3 clusters Score: Raw -10419914.954761 + Penalty 3694.123745 = -10416220.831016 nChanged 931 SP:Iteration 23Q (1213.403548 sec): 3 clusters Score: Raw -10420115.733188 + Penalty 3694.123745 = -10416421.609443 nChanged 953 SP:Iteration 24Q (1213.607113 sec): 3 clusters Score: Raw -10420320.755267 + Penalty 3694.123745 = -10416626.631522 nChanged 954 SP:Iteration 25Q (1213.803698 sec): 3 clusters Score: Raw -10420518.928584 + Penalty 3694.123745 = -10416824.804839 nChanged 912 SP:Iteration 26Q (1214.006898 sec): 3 clusters Score: Raw -10420709.528933 + Penalty 3694.123745 = -10417015.405188 nChanged 958 SP:Iteration 27Q (1214.196381 sec): 3 clusters Score: Raw -10420919.819393 + Penalty 3694.123745 = -10417225.695648 nChanged 931 SP:Iteration 28Q (1214.406449 sec): 3 clusters Score: Raw -10421123.008691 + Penalty 3694.123745 = -10417428.884946 nChanged 923 SP:Iteration 29Q (1214.610963 sec): 3 clusters Score: Raw -10421347.789629 + Penalty 3694.123745 = -10417653.665884 nChanged 1001 SP:Iteration 30Q (1214.818498 sec): 3 clusters Score: Raw -10421585.752370 + Penalty 3694.123745 = -10417891.628625 nChanged 983 SP:Iteration 31Q (1215.017596 sec): 3 clusters Score: Raw -10421815.684396 + Penalty 3694.123745 = -10418121.560651 nChanged 947 SP:Iteration 32Q (1215.218984 sec): 3 clusters Score: Raw -10422044.974415 + Penalty 3694.123745 = -10418350.850670 nChanged 913 SP:Iteration 33Q (1215.425366 sec): 3 clusters Score: Raw -10422265.569319 + Penalty 3694.123745 = -10418571.445575 nChanged 917 SP:Iteration 34Q (1215.630020 sec): 3 clusters Score: Raw -10422517.751743 + Penalty 3694.123745 = -10418823.627998 nChanged 919 SP:Iteration 35Q (1215.838949 sec): 3 clusters Score: Raw -10422769.589932 + Penalty 3694.123745 = -10419075.466187 nChanged 949 SP:Iteration 36Q (1216.044809 sec): 3 clusters Score: Raw -10423034.144993 + Penalty 3694.123745 = -10419340.021248 nChanged 953 SP:Iteration 37Q (1216.245439 sec): 3 clusters Score: Raw -10423319.158573 + Penalty 3694.123745 = -10419625.034828 nChanged 930 SP:Iteration 38Q (1216.439293 sec): 3 clusters Score: Raw -10423610.783267 + Penalty 3694.123745 = -10419916.659522 nChanged 903 SP:Iteration 39Q (1216.640685 sec): 3 clusters Score: Raw -10423863.027325 + Penalty 3694.123745 = -10420168.903580 nChanged 857 SP:Iteration 40F (1216.843454 sec): 3 clusters Score: Raw -10424133.959987 + Penalty 3694.123745 = -10420439.836242 nChanged 820 SP:Iteration 41Q (1217.043641 sec): 3 clusters Score: Raw -10424377.057618 + Penalty 3694.123745 = -10420682.933873 nChanged 782 SP:Iteration 42Q (1217.248306 sec): 3 clusters Score: Raw -10424578.818037 + Penalty 3694.123745 = -10420884.694292 nChanged 725 SP:Iteration 43Q (1217.447930 sec): 3 clusters Score: Raw -10424754.844024 + Penalty 3694.123745 = -10421060.720280 nChanged 685 SP:Iteration 44Q (1217.647714 sec): 3 clusters Score: Raw -10424926.824106 + Penalty 3694.123745 = -10421232.700361 nChanged 673 SP:Iteration 45Q (1217.841541 sec): 3 clusters Score: Raw -10425093.485281 + Penalty 3694.123745 = -10421399.361536 nChanged 693 SP:Iteration 46Q (1218.041578 sec): 3 clusters Score: Raw -10425260.076665 + Penalty 3694.123745 = -10421565.952920 nChanged 647 SP:Iteration 47Q (1218.233522 sec): 3 clusters Score: Raw -10425404.074935 + Penalty 3694.123745 = -10421709.951190 nChanged 609 SP:Iteration 48Q (1218.431646 sec): 3 clusters Score: Raw -10425531.971707 + Penalty 3694.123745 = -10421837.847962 nChanged 622 SP:Iteration 49Q (1218.616084 sec): 3 clusters Score: Raw -10425664.861029 + Penalty 3694.123745 = -10421970.737284 nChanged 607 SP:Iteration 50Q (1218.797135 sec): 3 clusters Score: Raw -10425784.097344 + Penalty 3694.123745 = -10422089.973599 nChanged 587 SP:Iteration 51Q (1218.967422 sec): 3 clusters Score: Raw -10425891.890689 + Penalty 3694.123745 = -10422197.766945 nChanged 589 SP:Iteration 52Q (1219.129605 sec): 3 clusters Score: Raw -10425996.689503 + Penalty 3694.123745 = -10422302.565759 nChanged 566 SP:Iteration 53Q (1219.301912 sec): 3 clusters Score: Raw -10426093.495717 + Penalty 3694.123745 = -10422399.371972 nChanged 525 SP:Iteration 54Q (1219.488004 sec): 3 clusters Score: Raw -10426178.484987 + Penalty 3694.123745 = -10422484.361242 nChanged 480 SP:Iteration 55Q (1219.680719 sec): 3 clusters Score: Raw -10426248.695237 + Penalty 3694.123745 = -10422554.571492 nChanged 454 SP:Iteration 56Q (1219.872612 sec): 3 clusters Score: Raw -10426317.204677 + Penalty 3694.123745 = -10422623.080932 nChanged 457 SP:Iteration 57Q (1220.056752 sec): 3 clusters Score: Raw -10426379.660997 + Penalty 3694.123745 = -10422685.537252 nChanged 420 SP:Iteration 58Q (1220.239799 sec): 3 clusters Score: Raw -10426434.843361 + Penalty 3694.123745 = -10422740.719616 nChanged 415 SP:Iteration 59Q (1220.426049 sec): 3 clusters Score: Raw -10426491.028817 + Penalty 3694.123745 = -10422796.905072 nChanged 418 SP:Iteration 60F (1220.632930 sec): 3 clusters Score: Raw -10426545.372053 + Penalty 3694.123745 = -10422851.248308 nChanged 406 SP:Iteration 61Q (1220.807071 sec): 3 clusters Score: Raw -10426596.455005 + Penalty 3694.123745 = -10422902.331261 nChanged 388 SP:Iteration 62Q (1220.993053 sec): 3 clusters Score: Raw -10426647.808578 + Penalty 3694.123745 = -10422953.684833 nChanged 420 SP:Iteration 63Q (1221.171295 sec): 3 clusters Score: Raw -10426707.047111 + Penalty 3694.123745 = -10423012.923366 nChanged 424 SP:Iteration 64Q (1221.348721 sec): 3 clusters Score: Raw -10426768.681551 + Penalty 3694.123745 = -10423074.557806 nChanged 446 SP:Iteration 65Q (1221.533035 sec): 3 clusters Score: Raw -10426838.886988 + Penalty 3694.123745 = -10423144.763243 nChanged 455 SP:Iteration 66Q (1221.721931 sec): 3 clusters Score: Raw -10426909.957618 + Penalty 3694.123745 = -10423215.833873 nChanged 436 SP:Iteration 67Q (1221.904820 sec): 3 clusters Score: Raw -10426975.330063 + Penalty 3694.123745 = -10423281.206318 nChanged 425 SP:Iteration 68Q (1222.088954 sec): 3 clusters Score: Raw -10427036.930776 + Penalty 3694.123745 = -10423342.807031 nChanged 392 SP:Iteration 69Q (1222.276925 sec): 3 clusters Score: Raw -10427092.105400 + Penalty 3694.123745 = -10423397.981655 nChanged 395 SP:Iteration 70Q (1222.462450 sec): 3 clusters Score: Raw -10427149.105734 + Penalty 3694.123745 = -10423454.981989 nChanged 386 SP:Iteration 71Q (1222.637497 sec): 3 clusters Score: Raw -10427204.824333 + Penalty 3694.123745 = -10423510.700588 nChanged 409 SP:Iteration 72Q (1222.817465 sec): 3 clusters Score: Raw -10427270.725190 + Penalty 3694.123745 = -10423576.601445 nChanged 449 SP:Iteration 73Q (1222.994224 sec): 3 clusters Score: Raw -10427347.171238 + Penalty 3694.123745 = -10423653.047493 nChanged 438 SP:Iteration 74Q (1223.172549 sec): 3 clusters Score: Raw -10427423.802137 + Penalty 3694.123745 = -10423729.678392 nChanged 418 SP:Iteration 75Q (1223.342980 sec): 3 clusters Score: Raw -10427494.911387 + Penalty 3694.123745 = -10423800.787642 nChanged 398 SP:Iteration 76Q (1223.528794 sec): 3 clusters Score: Raw -10427560.436903 + Penalty 3694.123745 = -10423866.313158 nChanged 365 SP:Iteration 77Q (1223.708671 sec): 3 clusters Score: Raw -10427620.476516 + Penalty 3694.123745 = -10423926.352771 nChanged 354 SP:Iteration 78Q (1223.885640 sec): 3 clusters Score: Raw -10427675.194583 + Penalty 3694.123745 = -10423981.070838 nChanged 334 SP:Iteration 79Q (1224.061492 sec): 3 clusters Score: Raw -10427728.390675 + Penalty 3694.123745 = -10424034.266930 nChanged 311 SP:Iteration 80F (1224.246844 sec): 3 clusters Score: Raw -10427777.860472 + Penalty 3694.123745 = -10424083.736727 nChanged 301 SP:Iteration 81Q (1224.424199 sec): 3 clusters Score: Raw -10427824.042647 + Penalty 3694.123745 = -10424129.918902 nChanged 278 SP:Iteration 82Q (1224.597611 sec): 3 clusters Score: Raw -10427864.519081 + Penalty 3694.123745 = -10424170.395336 nChanged 279 SP:Iteration 83Q (1224.767178 sec): 3 clusters Score: Raw -10427901.321823 + Penalty 3694.123745 = -10424207.198078 nChanged 244 SP:Iteration 84Q (1224.920220 sec): 3 clusters Score: Raw -10427931.866980 + Penalty 3694.123745 = -10424237.743235 nChanged 243 SP:Iteration 85Q (1225.074306 sec): 3 clusters Score: Raw -10427964.430830 + Penalty 3694.123745 = -10424270.307085 nChanged 251 SP:Iteration 86Q (1225.235560 sec): 3 clusters Score: Raw -10428000.956501 + Penalty 3694.123745 = -10424306.832756 nChanged 253 SP:Iteration 87Q (1225.393985 sec): 3 clusters Score: Raw -10428037.064870 + Penalty 3694.123745 = -10424342.941125 nChanged 226 SP:Iteration 88Q (1225.568337 sec): 3 clusters Score: Raw -10428064.585026 + Penalty 3694.123745 = -10424370.461281 nChanged 210 SP:Iteration 89Q (1225.744777 sec): 3 clusters Score: Raw -10428090.779580 + Penalty 3694.123745 = -10424396.655836 nChanged 209 SP:Iteration 90Q (1225.921667 sec): 3 clusters Score: Raw -10428121.347999 + Penalty 3694.123745 = -10424427.224254 nChanged 210 SP:Iteration 91Q (1226.098150 sec): 3 clusters Score: Raw -10428149.793520 + Penalty 3694.123745 = -10424455.669776 nChanged 193 SP:Iteration 92Q (1226.270090 sec): 3 clusters Score: Raw -10428175.476880 + Penalty 3694.123745 = -10424481.353135 nChanged 197 SP:Iteration 93Q (1226.443832 sec): 3 clusters Score: Raw -10428204.152003 + Penalty 3694.123745 = -10424510.028258 nChanged 193 SP:Iteration 94Q (1226.617888 sec): 3 clusters Score: Raw -10428230.856966 + Penalty 3694.123745 = -10424536.733221 nChanged 182 SP:Iteration 95Q (1226.780745 sec): 3 clusters Score: Raw -10428253.515872 + Penalty 3694.123745 = -10424559.392128 nChanged 149 SP:Iteration 96Q (1226.955165 sec): 3 clusters Score: Raw -10428271.339431 + Penalty 3694.123745 = -10424577.215686 nChanged 151 SP:Iteration 97Q (1227.123359 sec): 3 clusters Score: Raw -10428289.391073 + Penalty 3694.123745 = -10424595.267328 nChanged 148 SP:Iteration 98Q (1227.308229 sec): 3 clusters Score: Raw -10428308.124610 + Penalty 3694.123745 = -10424614.000865 nChanged 138 SP:Iteration 99Q (1227.480151 sec): 3 clusters Score: Raw -10428325.308645 + Penalty 3694.123745 = -10424631.184900 nChanged 153 SP:Iteration 100F (1227.654613 sec): 3 clusters Score: Raw -10428344.349042 + Penalty 3694.123745 = -10424650.225297 nChanged 145 SP:Iteration 101Q (1227.830980 sec): 3 clusters Score: Raw -10428360.114064 + Penalty 3694.123745 = -10424665.990319 nChanged 125 SP:Iteration 102Q (1227.984397 sec): 3 clusters Score: Raw -10428373.870824 + Penalty 3694.123745 = -10424679.747079 nChanged 118 SP:Iteration 103Q (1228.145787 sec): 3 clusters Score: Raw -10428387.884565 + Penalty 3694.123745 = -10424693.760820 nChanged 117 SP:Iteration 104Q (1228.317047 sec): 3 clusters Score: Raw -10428402.133657 + Penalty 3694.123745 = -10424708.009912 nChanged 114 SP:Iteration 105Q (1228.497385 sec): 3 clusters Score: Raw -10428414.549778 + Penalty 3694.123745 = -10424720.426033 nChanged 93 SP:Iteration 106Q (1228.667113 sec): 3 clusters Score: Raw -10428423.287131 + Penalty 3694.123745 = -10424729.163386 nChanged 86 SP:Iteration 107Q (1228.830402 sec): 3 clusters Score: Raw -10428430.119659 + Penalty 3694.123745 = -10424735.995914 nChanged 87 SP:Iteration 108Q (1228.992441 sec): 3 clusters Score: Raw -10428438.615763 + Penalty 3694.123745 = -10424744.492018 nChanged 80 SP:Iteration 109Q (1229.168570 sec): 3 clusters Score: Raw -10428446.503968 + Penalty 3694.123745 = -10424752.380223 nChanged 86 SP:Iteration 110Q (1229.349911 sec): 3 clusters Score: Raw -10428454.345929 + Penalty 3694.123745 = -10424760.222184 nChanged 88 SP:Iteration 111Q (1229.516101 sec): 3 clusters Score: Raw -10428462.542546 + Penalty 3694.123745 = -10424768.418801 nChanged 88 SP:Iteration 112Q (1229.690300 sec): 3 clusters Score: Raw -10428472.133873 + Penalty 3694.123745 = -10424778.010128 nChanged 115 SP:Iteration 113Q (1229.867016 sec): 3 clusters Score: Raw -10428486.609530 + Penalty 3694.123745 = -10424792.485785 nChanged 118 SP:Iteration 114Q (1230.030989 sec): 3 clusters Score: Raw -10428501.779271 + Penalty 3694.123745 = -10424807.655526 nChanged 133 SP:Iteration 115Q (1230.207378 sec): 3 clusters Score: Raw -10428519.666606 + Penalty 3694.123745 = -10424825.542861 nChanged 148 SP:Iteration 116Q (1230.369034 sec): 3 clusters Score: Raw -10428542.059046 + Penalty 3694.123745 = -10424847.935301 nChanged 124 SP:Iteration 117Q (1230.540157 sec): 3 clusters Score: Raw -10428557.512290 + Penalty 3694.123745 = -10424863.388545 nChanged 113 SP:Iteration 118Q (1230.716150 sec): 3 clusters Score: Raw -10428570.403976 + Penalty 3694.123745 = -10424876.280232 nChanged 117 SP:Iteration 119Q (1230.901959 sec): 3 clusters Score: Raw -10428585.094617 + Penalty 3694.123745 = -10424890.970872 nChanged 116 SP:Iteration 120F (1231.112405 sec): 3 clusters Score: Raw -10428599.781372 + Penalty 3694.123745 = -10424905.657627 nChanged 108 SP:Iteration 121Q (1231.283161 sec): 3 clusters Score: Raw -10428614.355239 + Penalty 3694.123745 = -10424920.231494 nChanged 122 SP:Iteration 122Q (1231.448799 sec): 3 clusters Score: Raw -10428631.897925 + Penalty 3694.123745 = -10424937.774180 nChanged 116 SP:Iteration 123Q (1231.619516 sec): 3 clusters Score: Raw -10428651.432490 + Penalty 3694.123745 = -10424957.308745 nChanged 134 SP:Iteration 124Q (1231.787541 sec): 3 clusters Score: Raw -10428674.330555 + Penalty 3694.123745 = -10424980.206810 nChanged 130 SP:Iteration 125Q (1231.952799 sec): 3 clusters Score: Raw -10428694.367516 + Penalty 3694.123745 = -10425000.243771 nChanged 106 SP:Iteration 126Q (1232.123027 sec): 3 clusters Score: Raw -10428709.831629 + Penalty 3694.123745 = -10425015.707884 nChanged 113 SP:Iteration 127Q (1232.290970 sec): 3 clusters Score: Raw -10428726.467958 + Penalty 3694.123745 = -10425032.344214 nChanged 100 SP:Iteration 128Q (1232.461481 sec): 3 clusters Score: Raw -10428739.794180 + Penalty 3694.123745 = -10425045.670435 nChanged 104 SP:Iteration 129Q (1232.625545 sec): 3 clusters Score: Raw -10428752.981268 + Penalty 3694.123745 = -10425058.857523 nChanged 89 SP:Iteration 130Q (1232.789188 sec): 3 clusters Score: Raw -10428765.530183 + Penalty 3694.123745 = -10425071.406439 nChanged 90 SP:Iteration 131Q (1232.948278 sec): 3 clusters Score: Raw -10428778.083584 + Penalty 3694.123745 = -10425083.959839 nChanged 83 SP:Iteration 132Q (1233.115895 sec): 3 clusters Score: Raw -10428788.561271 + Penalty 3694.123745 = -10425094.437526 nChanged 67 SP:Iteration 133Q (1233.284188 sec): 3 clusters Score: Raw -10428797.127768 + Penalty 3694.123745 = -10425103.004023 nChanged 65 SP:Iteration 134Q (1233.466749 sec): 3 clusters Score: Raw -10428805.166392 + Penalty 3694.123745 = -10425111.042647 nChanged 66 SP:Iteration 135Q (1233.631840 sec): 3 clusters Score: Raw -10428813.602805 + Penalty 3694.123745 = -10425119.479060 nChanged 64 SP:Iteration 136Q (1233.797844 sec): 3 clusters Score: Raw -10428821.214698 + Penalty 3694.123745 = -10425127.090954 nChanged 59 SP:Iteration 137Q (1233.956316 sec): 3 clusters Score: Raw -10428829.259081 + Penalty 3694.123745 = -10425135.135336 nChanged 72 SP:Iteration 138Q (1234.127991 sec): 3 clusters Score: Raw -10428839.679736 + Penalty 3694.123745 = -10425145.555991 nChanged 72 SP:Iteration 139Q (1234.306570 sec): 3 clusters Score: Raw -10428848.193730 + Penalty 3694.123745 = -10425154.069985 nChanged 51 SP:Iteration 140F (1234.515553 sec): 3 clusters Score: Raw -10428854.303603 + Penalty 3694.123745 = -10425160.179858 nChanged 59 SP:Iteration 141Q (1234.677791 sec): 3 clusters Score: Raw -10428861.512364 + Penalty 3694.123745 = -10425167.388619 nChanged 54 SP:Iteration 142Q (1234.847747 sec): 3 clusters Score: Raw -10428868.122775 + Penalty 3694.123745 = -10425173.999030 nChanged 51 SP:Iteration 143Q (1235.020583 sec): 3 clusters Score: Raw -10428874.660478 + Penalty 3694.123745 = -10425180.536733 nChanged 57 SP:Iteration 144Q (1235.188545 sec): 3 clusters Score: Raw -10428882.427877 + Penalty 3694.123745 = -10425188.304132 nChanged 51 SP:Iteration 145Q (1235.360145 sec): 3 clusters Score: Raw -10428889.701480 + Penalty 3694.123745 = -10425195.577735 nChanged 55 SP:Iteration 146Q (1235.528962 sec): 3 clusters Score: Raw -10428896.511813 + Penalty 3694.123745 = -10425202.388068 nChanged 49 SP:Iteration 147Q (1235.690638 sec): 3 clusters Score: Raw -10428902.486610 + Penalty 3694.123745 = -10425208.362865 nChanged 47 SP:Iteration 148Q (1235.857512 sec): 3 clusters Score: Raw -10428907.722657 + Penalty 3694.123745 = -10425213.598912 nChanged 38 SP:Iteration 149Q (1236.023741 sec): 3 clusters Score: Raw -10428912.216875 + Penalty 3694.123745 = -10425218.093131 nChanged 39 SP:Iteration 150Q (1236.188973 sec): 3 clusters Score: Raw -10428917.382235 + Penalty 3694.123745 = -10425223.258490 nChanged 40 SP:Iteration 151Q (1236.354464 sec): 3 clusters Score: Raw -10428922.341907 + Penalty 3694.123745 = -10425228.218162 nChanged 37 SP:Iteration 152Q (1236.535665 sec): 3 clusters Score: Raw -10428927.162814 + Penalty 3694.123745 = -10425233.039069 nChanged 38 SP:Iteration 153Q (1236.688568 sec): 3 clusters Score: Raw -10428932.703996 + Penalty 3694.123745 = -10425238.580251 nChanged 39 SP:Iteration 154Q (1236.853800 sec): 3 clusters Score: Raw -10428937.612058 + Penalty 3694.123745 = -10425243.488313 nChanged 33 SP:Iteration 155Q (1237.029523 sec): 3 clusters Score: Raw -10428941.040267 + Penalty 3694.123745 = -10425246.916522 nChanged 30 SP:Iteration 156Q (1237.172107 sec): 3 clusters Score: Raw -10428944.052594 + Penalty 3694.123745 = -10425249.928849 nChanged 25 SP:Iteration 157Q (1237.324062 sec): 3 clusters Score: Raw -10428946.273451 + Penalty 3694.123745 = -10425252.149706 nChanged 24 SP:Iteration 158Q (1237.486610 sec): 3 clusters Score: Raw -10428948.729107 + Penalty 3694.123745 = -10425254.605362 nChanged 30 SP:Iteration 159Q (1237.645106 sec): 3 clusters Score: Raw -10428952.538724 + Penalty 3694.123745 = -10425258.414979 nChanged 27 SP:Iteration 160F (1237.832559 sec): 3 clusters Score: Raw -10428955.225831 + Penalty 3694.123745 = -10425261.102086 nChanged 21 SP:Iteration 161Q (1237.990234 sec): 3 clusters Score: Raw -10428957.475990 + Penalty 3694.123745 = -10425263.352245 nChanged 27 SP:Iteration 162Q (1238.148013 sec): 3 clusters Score: Raw -10428961.164442 + Penalty 3694.123745 = -10425267.040697 nChanged 33 SP:Iteration 163Q (1238.306337 sec): 3 clusters Score: Raw -10428964.287244 + Penalty 3694.123745 = -10425270.163499 nChanged 23 SP:Iteration 164Q (1238.471896 sec): 3 clusters Score: Raw -10428966.512358 + Penalty 3694.123745 = -10425272.388613 nChanged 24 SP:Iteration 165Q (1238.639504 sec): 3 clusters Score: Raw -10428968.044398 + Penalty 3694.123745 = -10425273.920653 nChanged 15 SP:Iteration 166Q (1238.802544 sec): 3 clusters Score: Raw -10428969.189110 + Penalty 3694.123745 = -10425275.065365 nChanged 15 SP:Iteration 167Q (1238.967363 sec): 3 clusters Score: Raw -10428970.769750 + Penalty 3694.123745 = -10425276.646005 nChanged 18 SP:Iteration 168Q (1239.142423 sec): 3 clusters Score: Raw -10428972.907025 + Penalty 3694.123745 = -10425278.783280 nChanged 19 SP:Iteration 169Q (1239.301630 sec): 3 clusters Score: Raw -10428974.758095 + Penalty 3694.123745 = -10425280.634350 nChanged 19 SP:Iteration 170Q (1239.461333 sec): 3 clusters Score: Raw -10428977.112653 + Penalty 3694.123745 = -10425282.988908 nChanged 20 SP:Iteration 171Q (1239.615846 sec): 3 clusters Score: Raw -10428979.151682 + Penalty 3694.123745 = -10425285.027937 nChanged 18 SP:Iteration 172Q (1239.756894 sec): 3 clusters Score: Raw -10428981.072899 + Penalty 3694.123745 = -10425286.949154 nChanged 18 SP:Iteration 173Q (1239.905820 sec): 3 clusters Score: Raw -10428983.466538 + Penalty 3694.123745 = -10425289.342794 nChanged 27 SP:Iteration 174Q (1240.066951 sec): 3 clusters Score: Raw -10428986.073809 + Penalty 3694.123745 = -10425291.950064 nChanged 17 SP:Iteration 175Q (1240.232230 sec): 3 clusters Score: Raw -10428988.321288 + Penalty 3694.123745 = -10425294.197543 nChanged 18 SP:Iteration 176Q (1240.394961 sec): 3 clusters Score: Raw -10428990.369545 + Penalty 3694.123745 = -10425296.245801 nChanged 15 SP:Iteration 177Q (1240.551531 sec): 3 clusters Score: Raw -10428991.456337 + Penalty 3694.123745 = -10425297.332592 nChanged 11 SP:Iteration 178Q (1240.728177 sec): 3 clusters Score: Raw -10428992.463540 + Penalty 3694.123745 = -10425298.339795 nChanged 15 SP:Iteration 179Q (1240.890190 sec): 3 clusters Score: Raw -10428994.010572 + Penalty 3694.123745 = -10425299.886827 nChanged 16 SP:Iteration 180F (1241.087893 sec): 3 clusters Score: Raw -10428995.680854 + Penalty 3694.123745 = -10425301.557109 nChanged 13 SP:Iteration 181Q (1241.249571 sec): 3 clusters Score: Raw -10428997.050442 + Penalty 3694.123745 = -10425302.926697 nChanged 16 SP:Iteration 182Q (1241.412142 sec): 3 clusters Score: Raw -10428998.750408 + Penalty 3694.123745 = -10425304.626663 nChanged 19 SP:Iteration 183Q (1241.584591 sec): 3 clusters Score: Raw -10429001.231781 + Penalty 3694.123745 = -10425307.108036 nChanged 20 SP:Iteration 184Q (1241.742022 sec): 3 clusters Score: Raw -10429002.931902 + Penalty 3694.123745 = -10425308.808157 nChanged 12 SP:Iteration 185Q (1241.902356 sec): 3 clusters Score: Raw -10429003.910568 + Penalty 3694.123745 = -10425309.786823 nChanged 4 SP:Iteration 186Q (1242.070696 sec): 3 clusters Score: Raw -10429004.143079 + Penalty 3694.123745 = -10425310.019334 nChanged 4 SP:Iteration 187Q (1242.219442 sec): 3 clusters Score: Raw -10429004.522112 + Penalty 3694.123745 = -10425310.398367 nChanged 8 SP:Iteration 188Q (1242.381477 sec): 3 clusters Score: Raw -10429005.056784 + Penalty 3694.123745 = -10425310.933039 nChanged 4 SP:Iteration 189Q (1242.530888 sec): 3 clusters Score: Raw -10429005.347691 + Penalty 3694.123745 = -10425311.223946 nChanged 5 SP:Iteration 190Q (1242.674576 sec): 3 clusters Score: Raw -10429005.756516 + Penalty 3694.123745 = -10425311.632771 nChanged 5 SP:Iteration 191Q (1242.828303 sec): 3 clusters Score: Raw -10429006.221439 + Penalty 3694.123745 = -10425312.097695 nChanged 4 SP:Iteration 192Q (1242.997743 sec): 3 clusters Score: Raw -10429006.581784 + Penalty 3694.123745 = -10425312.458039 nChanged 5 SP:Iteration 193Q (1243.156248 sec): 3 clusters Score: Raw -10429007.153650 + Penalty 3694.123745 = -10425313.029905 nChanged 5 SP:Iteration 194Q (1243.307173 sec): 3 clusters Score: Raw -10429007.658674 + Penalty 3694.123745 = -10425313.534929 nChanged 9 SP:Iteration 195Q (1243.457375 sec): 3 clusters Score: Raw -10429008.380902 + Penalty 3694.123745 = -10425314.257157 nChanged 7 SP:Iteration 196Q (1243.616086 sec): 3 clusters Score: Raw -10429008.901609 + Penalty 3694.123745 = -10425314.777864 nChanged 6 SP:Iteration 197Q (1243.782702 sec): 3 clusters Score: Raw -10429009.479086 + Penalty 3694.123745 = -10425315.355341 nChanged 1 SP:Iteration 198Q (1243.938902 sec): 3 clusters Score: Raw -10429009.604043 + Penalty 3694.123745 = -10425315.480298 nChanged 3 SP:Iteration 199Q (1244.106040 sec): 3 clusters Score: Raw -10429009.782949 + Penalty 3694.123745 = -10425315.659204 nChanged 2 SP:Iteration 200F (1244.293408 sec): 3 clusters Score: Raw -10429010.058490 + Penalty 3694.123745 = -10425315.934745 nChanged 2 SP:Iteration 201Q (1244.453881 sec): 3 clusters Score: Raw -10429010.228921 + Penalty 3694.123745 = -10425316.105176 nChanged 4 SP:Iteration 202Q (1244.607331 sec): 3 clusters Score: Raw -10429010.490151 + Penalty 3694.123745 = -10425316.366406 nChanged 3 SP:Iteration 203Q (1244.765143 sec): 3 clusters Score: Raw -10429010.791440 + Penalty 3694.123745 = -10425316.667695 nChanged 7 SP:Iteration 204Q (1244.918072 sec): 3 clusters Score: Raw -10429011.551033 + Penalty 3694.123745 = -10425317.427288 nChanged 8 SP:Iteration 205Q (1245.072748 sec): 3 clusters Score: Raw -10429012.334204 + Penalty 3694.123745 = -10425318.210459 nChanged 8 SP:Iteration 206Q (1245.234742 sec): 3 clusters Score: Raw -10429013.109554 + Penalty 3694.123745 = -10425318.985809 nChanged 10 SP:Iteration 207Q (1245.411744 sec): 3 clusters Score: Raw -10429014.210704 + Penalty 3694.123745 = -10425320.086959 nChanged 8 SP:Iteration 208Q (1245.558973 sec): 3 clusters Score: Raw -10429015.086630 + Penalty 3694.123745 = -10425320.962885 nChanged 11 SP:Iteration 209Q (1245.721135 sec): 3 clusters Score: Raw -10429016.157991 + Penalty 3694.123745 = -10425322.034246 nChanged 13 SP:Iteration 210Q (1245.868553 sec): 3 clusters Score: Raw -10429017.398643 + Penalty 3694.123745 = -10425323.274898 nChanged 15 SP:Iteration 211Q (1246.017755 sec): 3 clusters Score: Raw -10429018.942093 + Penalty 3694.123745 = -10425324.818348 nChanged 18 SP:Iteration 212Q (1246.185091 sec): 3 clusters Score: Raw -10429020.513994 + Penalty 3694.123745 = -10425326.390250 nChanged 14 SP:Iteration 213Q (1246.339655 sec): 3 clusters Score: Raw -10429021.840211 + Penalty 3694.123745 = -10425327.716466 nChanged 15 SP:Iteration 214Q (1246.505815 sec): 3 clusters Score: Raw -10429023.478227 + Penalty 3694.123745 = -10425329.354482 nChanged 11 SP:Iteration 215Q (1246.670098 sec): 3 clusters Score: Raw -10429024.423244 + Penalty 3694.123745 = -10425330.299499 nChanged 10 SP:Iteration 216Q (1246.837276 sec): 3 clusters Score: Raw -10429025.311186 + Penalty 3694.123745 = -10425331.187441 nChanged 7 SP:Iteration 217Q (1246.997698 sec): 3 clusters Score: Raw -10429025.871651 + Penalty 3694.123745 = -10425331.747906 nChanged 8 SP:Iteration 218Q (1247.170274 sec): 3 clusters Score: Raw -10429026.567410 + Penalty 3694.123745 = -10425332.443666 nChanged 5 SP:Iteration 219Q (1247.325266 sec): 3 clusters Score: Raw -10429027.113651 + Penalty 3694.123745 = -10425332.989906 nChanged 5 SP:Iteration 220F (1247.521565 sec): 3 clusters Score: Raw -10429027.568252 + Penalty 3694.123745 = -10425333.444507 nChanged 3 SP:Iteration 221Q (1247.684514 sec): 3 clusters Score: Raw -10429027.818328 + Penalty 3694.123745 = -10425333.694583 nChanged 3 SP:Iteration 222Q (1247.851239 sec): 3 clusters Score: Raw -10429028.022002 + Penalty 3694.123745 = -10425333.898258 nChanged 2 SP:Iteration 223Q (1248.026839 sec): 3 clusters Score: Raw -10429028.221042 + Penalty 3694.123745 = -10425334.097297 nChanged 1 SP:Iteration 224Q (1248.195574 sec): 3 clusters Score: Raw -10429028.332959 + Penalty 3694.123745 = -10425334.209214 nChanged 1 SP:Iteration 225Q (1248.348931 sec): 3 clusters Score: Raw -10429028.392350 + Penalty 3694.123745 = -10425334.268605 nChanged 1 SP:Iteration 226Q (1248.498474 sec): 3 clusters Score: Raw -10429028.477835 + Penalty 3694.123745 = -10425334.354090 nChanged 0 SP:Iteration 227F (1248.681099 sec): 3 clusters Score: Raw -10429028.477835 + Penalty 3694.123745 = -10425334.354090 nChanged 0 Trying to split cluster 26 (2314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1248.710909 sec): 2 clusters Score: Raw -297203.735455 + Penalty 1258.844098 = -295944.891357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1248.759930 sec): 3 clusters Score: Raw -296172.406624 + Penalty 2517.688195 = -293654.718429 nChanged 860 SP:Iteration 1F (1248.802863 sec): 3 clusters Score: Raw -296765.693764 + Penalty 2517.688195 = -294248.005569 nChanged 190 SP:Iteration 2F (1248.850055 sec): 3 clusters Score: Raw -296936.015894 + Penalty 2517.688195 = -294418.327699 nChanged 137 SP:Iteration 3F (1248.904527 sec): 3 clusters Score: Raw -297062.606143 + Penalty 2517.688195 = -294544.917948 nChanged 112 SP:Iteration 4Q (1248.960610 sec): 3 clusters Score: Raw -297160.797756 + Penalty 2517.688195 = -294643.109561 nChanged 102 SP:Iteration 5Q (1249.011025 sec): 3 clusters Score: Raw -297257.281421 + Penalty 2517.688195 = -294739.593226 nChanged 90 SP:Iteration 6Q (1249.055647 sec): 3 clusters Score: Raw -297348.465173 + Penalty 2517.688195 = -294830.776978 nChanged 89 SP:Iteration 7Q (1249.101706 sec): 3 clusters Score: Raw -297417.197245 + Penalty 2517.688195 = -294899.509050 nChanged 62 SP:Iteration 8Q (1249.154548 sec): 3 clusters Score: Raw -297469.670908 + Penalty 2517.688195 = -294951.982712 nChanged 49 SP:Iteration 9Q (1249.200752 sec): 3 clusters Score: Raw -297501.718268 + Penalty 2517.688195 = -294984.030073 nChanged 38 SP:Iteration 10Q (1249.248605 sec): 3 clusters Score: Raw -297523.853116 + Penalty 2517.688195 = -295006.164921 nChanged 23 SP:Iteration 11Q (1249.293877 sec): 3 clusters Score: Raw -297539.833273 + Penalty 2517.688195 = -295022.145078 nChanged 20 SP:Iteration 12Q (1249.334463 sec): 3 clusters Score: Raw -297551.071744 + Penalty 2517.688195 = -295033.383549 nChanged 14 SP:Iteration 13Q (1249.394956 sec): 3 clusters Score: Raw -297555.453831 + Penalty 2517.688195 = -295037.765636 nChanged 5 SP:Iteration 14Q (1249.441596 sec): 3 clusters Score: Raw -297557.532506 + Penalty 2517.688195 = -295039.844311 nChanged 6 SP:Iteration 15Q (1249.491254 sec): 3 clusters Score: Raw -297560.775941 + Penalty 2517.688195 = -295043.087746 nChanged 9 SP:Iteration 16Q (1249.540652 sec): 3 clusters Score: Raw -297565.182920 + Penalty 2517.688195 = -295047.494725 nChanged 6 SP:Iteration 17Q (1249.584532 sec): 3 clusters Score: Raw -297567.558721 + Penalty 2517.688195 = -295049.870526 nChanged 5 SP:Iteration 18Q (1249.639009 sec): 3 clusters Score: Raw -297569.856682 + Penalty 2517.688195 = -295052.168487 nChanged 5 SP:Iteration 19Q (1249.691840 sec): 3 clusters Score: Raw -297572.173094 + Penalty 2517.688195 = -295054.484899 nChanged 4 SP:Iteration 20F (1249.731609 sec): 3 clusters Score: Raw -297573.745731 + Penalty 2517.688195 = -295056.057536 nChanged 4 SP:Iteration 21Q (1249.777625 sec): 3 clusters Score: Raw -297575.547542 + Penalty 2517.688195 = -295057.859347 nChanged 4 SP:Iteration 22Q (1249.830928 sec): 3 clusters Score: Raw -297576.507202 + Penalty 2517.688195 = -295058.819007 nChanged 2 SP:Iteration 23Q (1249.889191 sec): 3 clusters Score: Raw -297577.090343 + Penalty 2517.688195 = -295059.402148 nChanged 1 SP:Iteration 24Q (1249.939431 sec): 3 clusters Score: Raw -297577.763100 + Penalty 2517.688195 = -295060.074905 nChanged 2 SP:Iteration 25Q (1249.976461 sec): 3 clusters Score: Raw -297578.355181 + Penalty 2517.688195 = -295060.666986 nChanged 0 SP:Iteration 26F (1250.028668 sec): 3 clusters Score: Raw -297578.355181 + Penalty 2517.688195 = -295060.666986 nChanged 0 Trying to split cluster 27 (3121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1250.059307 sec): 2 clusters Score: Raw -376286.010760 + Penalty 1307.460171 = -374978.550590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1250.101443 sec): 3 clusters Score: Raw -374855.713700 + Penalty 2614.920341 = -372240.793359 nChanged 1153 SP:Iteration 1F (1250.152046 sec): 3 clusters Score: Raw -375601.796746 + Penalty 2614.920341 = -372986.876405 nChanged 267 SP:Iteration 2F (1250.212362 sec): 3 clusters Score: Raw -375778.538491 + Penalty 2614.920341 = -373163.618150 nChanged 175 SP:Iteration 3F (1250.261096 sec): 3 clusters Score: Raw -375909.426104 + Penalty 2614.920341 = -373294.505763 nChanged 131 SP:Iteration 4Q (1250.307575 sec): 3 clusters Score: Raw -375995.252990 + Penalty 2614.920341 = -373380.332648 nChanged 98 SP:Iteration 5Q (1250.356905 sec): 3 clusters Score: Raw -376046.001432 + Penalty 2614.920341 = -373431.081090 nChanged 80 SP:Iteration 6Q (1250.405101 sec): 3 clusters Score: Raw -376092.198628 + Penalty 2614.920341 = -373477.278287 nChanged 76 SP:Iteration 7Q (1250.445392 sec): 3 clusters Score: Raw -376131.935247 + Penalty 2614.920341 = -373517.014906 nChanged 67 SP:Iteration 8Q (1250.504993 sec): 3 clusters Score: Raw -376167.825287 + Penalty 2614.920341 = -373552.904946 nChanged 63 SP:Iteration 9Q (1250.545099 sec): 3 clusters Score: Raw -376198.404439 + Penalty 2614.920341 = -373583.484097 nChanged 50 SP:Iteration 10Q (1250.597847 sec): 3 clusters Score: Raw -376221.580153 + Penalty 2614.920341 = -373606.659812 nChanged 44 SP:Iteration 11Q (1250.646891 sec): 3 clusters Score: Raw -376244.500548 + Penalty 2614.920341 = -373629.580207 nChanged 44 SP:Iteration 12Q (1250.702140 sec): 3 clusters Score: Raw -376272.502200 + Penalty 2614.920341 = -373657.581858 nChanged 51 SP:Iteration 13Q (1250.752387 sec): 3 clusters Score: Raw -376300.012250 + Penalty 2614.920341 = -373685.091909 nChanged 48 SP:Iteration 14Q (1250.802043 sec): 3 clusters Score: Raw -376324.173447 + Penalty 2614.920341 = -373709.253106 nChanged 41 SP:Iteration 15Q (1250.845770 sec): 3 clusters Score: Raw -376342.675599 + Penalty 2614.920341 = -373727.755258 nChanged 35 SP:Iteration 16Q (1250.897349 sec): 3 clusters Score: Raw -376360.612972 + Penalty 2614.920341 = -373745.692631 nChanged 30 SP:Iteration 17Q (1250.938447 sec): 3 clusters Score: Raw -376373.936284 + Penalty 2614.920341 = -373759.015943 nChanged 25 SP:Iteration 18Q (1250.977812 sec): 3 clusters Score: Raw -376384.769497 + Penalty 2614.920341 = -373769.849156 nChanged 18 SP:Iteration 19Q (1251.026609 sec): 3 clusters Score: Raw -376391.653191 + Penalty 2614.920341 = -373776.732850 nChanged 8 SP:Iteration 20F (1251.073505 sec): 3 clusters Score: Raw -376396.664485 + Penalty 2614.920341 = -373781.744144 nChanged 7 SP:Iteration 21Q (1251.119377 sec): 3 clusters Score: Raw -376400.061058 + Penalty 2614.920341 = -373785.140717 nChanged 8 SP:Iteration 22Q (1251.165963 sec): 3 clusters Score: Raw -376403.682369 + Penalty 2614.920341 = -373788.762028 nChanged 4 SP:Iteration 23Q (1251.224248 sec): 3 clusters Score: Raw -376405.025840 + Penalty 2614.920341 = -373790.105499 nChanged 6 SP:Iteration 24Q (1251.259568 sec): 3 clusters Score: Raw -376407.721564 + Penalty 2614.920341 = -373792.801223 nChanged 4 SP:Iteration 25Q (1251.298944 sec): 3 clusters Score: Raw -376409.272628 + Penalty 2614.920341 = -373794.352287 nChanged 6 SP:Iteration 26Q (1251.343373 sec): 3 clusters Score: Raw -376411.000872 + Penalty 2614.920341 = -373796.080530 nChanged 4 SP:Iteration 27Q (1251.393020 sec): 3 clusters Score: Raw -376413.447090 + Penalty 2614.920341 = -373798.526749 nChanged 5 SP:Iteration 28Q (1251.429220 sec): 3 clusters Score: Raw -376415.724984 + Penalty 2614.920341 = -373800.804643 nChanged 7 SP:Iteration 29Q (1251.484039 sec): 3 clusters Score: Raw -376418.191528 + Penalty 2614.920341 = -373803.271187 nChanged 4 SP:Iteration 30Q (1251.530602 sec): 3 clusters Score: Raw -376419.283009 + Penalty 2614.920341 = -373804.362668 nChanged 2 SP:Iteration 31Q (1251.571890 sec): 3 clusters Score: Raw -376420.596037 + Penalty 2614.920341 = -373805.675696 nChanged 4 SP:Iteration 32Q (1251.617342 sec): 3 clusters Score: Raw -376422.181741 + Penalty 2614.920341 = -373807.261399 nChanged 2 SP:Iteration 33Q (1251.668138 sec): 3 clusters Score: Raw -376422.539042 + Penalty 2614.920341 = -373807.618701 nChanged 3 SP:Iteration 34Q (1251.711135 sec): 3 clusters Score: Raw -376423.465444 + Penalty 2614.920341 = -373808.545103 nChanged 3 SP:Iteration 35Q (1251.762612 sec): 3 clusters Score: Raw -376424.913386 + Penalty 2614.920341 = -373809.993045 nChanged 5 SP:Iteration 36Q (1251.800411 sec): 3 clusters Score: Raw -376427.113868 + Penalty 2614.920341 = -373812.193526 nChanged 3 SP:Iteration 37Q (1251.858039 sec): 3 clusters Score: Raw -376430.135653 + Penalty 2614.920341 = -373815.215311 nChanged 5 SP:Iteration 38Q (1251.907388 sec): 3 clusters Score: Raw -376433.412109 + Penalty 2614.920341 = -373818.491768 nChanged 7 SP:Iteration 39Q (1251.946490 sec): 3 clusters Score: Raw -376436.390189 + Penalty 2614.920341 = -373821.469848 nChanged 9 SP:Iteration 40F (1251.993352 sec): 3 clusters Score: Raw -376439.495932 + Penalty 2614.920341 = -373824.575591 nChanged 7 SP:Iteration 41Q (1252.038511 sec): 3 clusters Score: Raw -376442.790263 + Penalty 2614.920341 = -373827.869921 nChanged 4 SP:Iteration 42Q (1252.094878 sec): 3 clusters Score: Raw -376444.377533 + Penalty 2614.920341 = -373829.457192 nChanged 4 SP:Iteration 43Q (1252.141720 sec): 3 clusters Score: Raw -376445.745506 + Penalty 2614.920341 = -373830.825165 nChanged 3 SP:Iteration 44Q (1252.184423 sec): 3 clusters Score: Raw -376446.853841 + Penalty 2614.920341 = -373831.933500 nChanged 2 SP:Iteration 45Q (1252.234887 sec): 3 clusters Score: Raw -376447.603173 + Penalty 2614.920341 = -373832.682832 nChanged 4 SP:Iteration 46Q (1252.286983 sec): 3 clusters Score: Raw -376448.850494 + Penalty 2614.920341 = -373833.930153 nChanged 3 SP:Iteration 47Q (1252.327214 sec): 3 clusters Score: Raw -376450.512086 + Penalty 2614.920341 = -373835.591744 nChanged 6 SP:Iteration 48Q (1252.380849 sec): 3 clusters Score: Raw -376452.107776 + Penalty 2614.920341 = -373837.187435 nChanged 5 SP:Iteration 49Q (1252.432043 sec): 3 clusters Score: Raw -376454.148559 + Penalty 2614.920341 = -373839.228217 nChanged 4 SP:Iteration 50Q (1252.482231 sec): 3 clusters Score: Raw -376457.425543 + Penalty 2614.920341 = -373842.505201 nChanged 11 SP:Iteration 51Q (1252.533945 sec): 3 clusters Score: Raw -376462.339455 + Penalty 2614.920341 = -373847.419114 nChanged 7 SP:Iteration 52Q (1252.585492 sec): 3 clusters Score: Raw -376464.359068 + Penalty 2614.920341 = -373849.438727 nChanged 4 SP:Iteration 53Q (1252.637642 sec): 3 clusters Score: Raw -376465.589619 + Penalty 2614.920341 = -373850.669278 nChanged 6 SP:Iteration 54Q (1252.689822 sec): 3 clusters Score: Raw -376467.825738 + Penalty 2614.920341 = -373852.905397 nChanged 5 SP:Iteration 55Q (1252.728152 sec): 3 clusters Score: Raw -376469.985626 + Penalty 2614.920341 = -373855.065284 nChanged 8 SP:Iteration 56Q (1252.786174 sec): 3 clusters Score: Raw -376472.624188 + Penalty 2614.920341 = -373857.703846 nChanged 7 SP:Iteration 57Q (1252.834297 sec): 3 clusters Score: Raw -376475.539975 + Penalty 2614.920341 = -373860.619634 nChanged 2 SP:Iteration 58Q (1252.878353 sec): 3 clusters Score: Raw -376476.372626 + Penalty 2614.920341 = -373861.452285 nChanged 0 SP:Iteration 59F (1252.925650 sec): 3 clusters Score: Raw -376476.372626 + Penalty 2614.920341 = -373861.452285 nChanged 0 Trying to split cluster 28 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1252.950366 sec): 2 clusters Score: Raw -47891.903976 + Penalty 986.869737 = -46905.034239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1252.995443 sec): 3 clusters Score: Raw -47882.675566 + Penalty 1973.739474 = -45908.936092 nChanged 105 SP:Iteration 1F (1253.042672 sec): 3 clusters Score: Raw -48078.051043 + Penalty 1973.739474 = -46104.311570 nChanged 30 SP:Iteration 2F (1253.082521 sec): 3 clusters Score: Raw -48143.408274 + Penalty 1973.739474 = -46169.668800 nChanged 16 SP:Iteration 3Q (1253.131045 sec): 3 clusters Score: Raw -48181.707255 + Penalty 1973.739474 = -46207.967781 nChanged 13 SP:Iteration 4Q (1253.171937 sec): 3 clusters Score: Raw -48243.748603 + Penalty 1973.739474 = -46270.009130 nChanged 13 SP:Iteration 5Q (1253.216341 sec): 3 clusters Score: Raw -48270.361834 + Penalty 1973.739474 = -46296.622360 nChanged 6 SP:Iteration 6Q (1253.269494 sec): 3 clusters Score: Raw -48279.726872 + Penalty 1973.739474 = -46305.987399 nChanged 2 SP:Iteration 7Q (1253.298488 sec): 3 clusters Score: Raw -48282.943370 + Penalty 1973.739474 = -46309.203897 nChanged 0 SP:Iteration 8F (1253.334683 sec): 3 clusters Score: Raw -48282.943370 + Penalty 1973.739474 = -46309.203897 nChanged 0 Trying to split cluster 29 (11809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1253.385321 sec): 2 clusters Score: Raw -1434723.200333 + Penalty 1523.700300 = -1433199.500033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1253.453361 sec): 3 clusters Score: Raw -1427909.805767 + Penalty 3047.400600 = -1424862.405167 nChanged 5190 SP:Iteration 1F (1253.519331 sec): 3 clusters Score: Raw -1430792.919365 + Penalty 3047.400600 = -1427745.518765 nChanged 768 SP:Iteration 2F (1253.576357 sec): 3 clusters Score: Raw -1431203.054636 + Penalty 3047.400600 = -1428155.654035 nChanged 728 SP:Iteration 3F (1253.647605 sec): 3 clusters Score: Raw -1431654.039085 + Penalty 3047.400600 = -1428606.638485 nChanged 727 SP:Iteration 4F (1253.712680 sec): 3 clusters Score: Raw -1432147.902313 + Penalty 3047.400600 = -1429100.501713 nChanged 760 SP:Iteration 5F (1253.776714 sec): 3 clusters Score: Raw -1432701.376648 + Penalty 3047.400600 = -1429653.976047 nChanged 747 SP:Iteration 6F (1253.843190 sec): 3 clusters Score: Raw -1433274.602200 + Penalty 3047.400600 = -1430227.201599 nChanged 634 SP:Iteration 7F (1253.905533 sec): 3 clusters Score: Raw -1433742.169721 + Penalty 3047.400600 = -1430694.769121 nChanged 508 SP:Iteration 8Q (1253.965769 sec): 3 clusters Score: Raw -1434056.518954 + Penalty 3047.400600 = -1431009.118353 nChanged 354 SP:Iteration 9Q (1254.027779 sec): 3 clusters Score: Raw -1434211.686499 + Penalty 3047.400600 = -1431164.285899 nChanged 219 SP:Iteration 10Q (1254.093002 sec): 3 clusters Score: Raw -1434287.088062 + Penalty 3047.400600 = -1431239.687461 nChanged 166 SP:Iteration 11Q (1254.165903 sec): 3 clusters Score: Raw -1434351.304021 + Penalty 3047.400600 = -1431303.903420 nChanged 161 SP:Iteration 12Q (1254.235468 sec): 3 clusters Score: Raw -1434404.790019 + Penalty 3047.400600 = -1431357.389418 nChanged 135 SP:Iteration 13Q (1254.300142 sec): 3 clusters Score: Raw -1434451.714228 + Penalty 3047.400600 = -1431404.313627 nChanged 117 SP:Iteration 14Q (1254.365376 sec): 3 clusters Score: Raw -1434488.288308 + Penalty 3047.400600 = -1431440.887708 nChanged 114 SP:Iteration 15Q (1254.427937 sec): 3 clusters Score: Raw -1434523.887119 + Penalty 3047.400600 = -1431476.486519 nChanged 98 SP:Iteration 16Q (1254.488635 sec): 3 clusters Score: Raw -1434553.918777 + Penalty 3047.400600 = -1431506.518177 nChanged 89 SP:Iteration 17Q (1254.541418 sec): 3 clusters Score: Raw -1434581.477385 + Penalty 3047.400600 = -1431534.076785 nChanged 96 SP:Iteration 18Q (1254.610015 sec): 3 clusters Score: Raw -1434614.982418 + Penalty 3047.400600 = -1431567.581817 nChanged 93 SP:Iteration 19Q (1254.678078 sec): 3 clusters Score: Raw -1434646.143199 + Penalty 3047.400600 = -1431598.742599 nChanged 96 SP:Iteration 20F (1254.737214 sec): 3 clusters Score: Raw -1434683.339734 + Penalty 3047.400600 = -1431635.939133 nChanged 93 SP:Iteration 21Q (1254.797475 sec): 3 clusters Score: Raw -1434715.727910 + Penalty 3047.400600 = -1431668.327310 nChanged 86 SP:Iteration 22Q (1254.868580 sec): 3 clusters Score: Raw -1434743.797439 + Penalty 3047.400600 = -1431696.396839 nChanged 73 SP:Iteration 23Q (1254.925482 sec): 3 clusters Score: Raw -1434764.636316 + Penalty 3047.400600 = -1431717.235716 nChanged 67 SP:Iteration 24Q (1254.982731 sec): 3 clusters Score: Raw -1434780.523800 + Penalty 3047.400600 = -1431733.123200 nChanged 59 SP:Iteration 25Q (1255.045756 sec): 3 clusters Score: Raw -1434795.199291 + Penalty 3047.400600 = -1431747.798690 nChanged 59 SP:Iteration 26Q (1255.095376 sec): 3 clusters Score: Raw -1434811.914960 + Penalty 3047.400600 = -1431764.514360 nChanged 49 SP:Iteration 27Q (1255.159337 sec): 3 clusters Score: Raw -1434824.231668 + Penalty 3047.400600 = -1431776.831067 nChanged 45 SP:Iteration 28Q (1255.230434 sec): 3 clusters Score: Raw -1434836.361450 + Penalty 3047.400600 = -1431788.960849 nChanged 37 SP:Iteration 29Q (1255.289821 sec): 3 clusters Score: Raw -1434845.975734 + Penalty 3047.400600 = -1431798.575134 nChanged 42 SP:Iteration 30Q (1255.342316 sec): 3 clusters Score: Raw -1434857.758571 + Penalty 3047.400600 = -1431810.357971 nChanged 36 SP:Iteration 31Q (1255.411546 sec): 3 clusters Score: Raw -1434868.123772 + Penalty 3047.400600 = -1431820.723172 nChanged 32 SP:Iteration 32Q (1255.469052 sec): 3 clusters Score: Raw -1434876.913529 + Penalty 3047.400600 = -1431829.512928 nChanged 41 SP:Iteration 33Q (1255.542309 sec): 3 clusters Score: Raw -1434886.940177 + Penalty 3047.400600 = -1431839.539577 nChanged 40 SP:Iteration 34Q (1255.591048 sec): 3 clusters Score: Raw -1434897.448527 + Penalty 3047.400600 = -1431850.047927 nChanged 34 SP:Iteration 35Q (1255.663153 sec): 3 clusters Score: Raw -1434907.988702 + Penalty 3047.400600 = -1431860.588101 nChanged 46 SP:Iteration 36Q (1255.724583 sec): 3 clusters Score: Raw -1434923.300296 + Penalty 3047.400600 = -1431875.899695 nChanged 48 SP:Iteration 37Q (1255.790393 sec): 3 clusters Score: Raw -1434936.809773 + Penalty 3047.400600 = -1431889.409173 nChanged 35 SP:Iteration 38Q (1255.848829 sec): 3 clusters Score: Raw -1434949.708016 + Penalty 3047.400600 = -1431902.307416 nChanged 39 SP:Iteration 39Q (1255.910060 sec): 3 clusters Score: Raw -1434963.698803 + Penalty 3047.400600 = -1431916.298202 nChanged 35 SP:Iteration 40F (1255.971936 sec): 3 clusters Score: Raw -1434974.871920 + Penalty 3047.400600 = -1431927.471320 nChanged 26 SP:Iteration 41Q (1256.044265 sec): 3 clusters Score: Raw -1434980.843394 + Penalty 3047.400600 = -1431933.442793 nChanged 21 SP:Iteration 42Q (1256.098294 sec): 3 clusters Score: Raw -1434986.243958 + Penalty 3047.400600 = -1431938.843358 nChanged 14 SP:Iteration 43Q (1256.173748 sec): 3 clusters Score: Raw -1434988.816501 + Penalty 3047.400600 = -1431941.415901 nChanged 9 SP:Iteration 44Q (1256.230745 sec): 3 clusters Score: Raw -1434991.602865 + Penalty 3047.400600 = -1431944.202265 nChanged 10 SP:Iteration 45Q (1256.303323 sec): 3 clusters Score: Raw -1434993.698266 + Penalty 3047.400600 = -1431946.297666 nChanged 10 SP:Iteration 46Q (1256.358920 sec): 3 clusters Score: Raw -1434995.230626 + Penalty 3047.400600 = -1431947.830026 nChanged 7 SP:Iteration 47Q (1256.424392 sec): 3 clusters Score: Raw -1434996.460323 + Penalty 3047.400600 = -1431949.059723 nChanged 9 SP:Iteration 48Q (1256.478671 sec): 3 clusters Score: Raw -1434999.028861 + Penalty 3047.400600 = -1431951.628260 nChanged 9 SP:Iteration 49Q (1256.548623 sec): 3 clusters Score: Raw -1435001.428175 + Penalty 3047.400600 = -1431954.027575 nChanged 11 SP:Iteration 50Q (1256.604105 sec): 3 clusters Score: Raw -1435003.488114 + Penalty 3047.400600 = -1431956.087514 nChanged 7 SP:Iteration 51Q (1256.671166 sec): 3 clusters Score: Raw -1435005.063846 + Penalty 3047.400600 = -1431957.663246 nChanged 10 SP:Iteration 52Q (1256.732371 sec): 3 clusters Score: Raw -1435007.018383 + Penalty 3047.400600 = -1431959.617782 nChanged 10 SP:Iteration 53Q (1256.789299 sec): 3 clusters Score: Raw -1435008.312610 + Penalty 3047.400600 = -1431960.912009 nChanged 4 SP:Iteration 54Q (1256.858207 sec): 3 clusters Score: Raw -1435009.016944 + Penalty 3047.400600 = -1431961.616344 nChanged 4 SP:Iteration 55Q (1256.923184 sec): 3 clusters Score: Raw -1435010.199978 + Penalty 3047.400600 = -1431962.799378 nChanged 6 SP:Iteration 56Q (1256.978265 sec): 3 clusters Score: Raw -1435011.345574 + Penalty 3047.400600 = -1431963.944974 nChanged 5 SP:Iteration 57Q (1257.049757 sec): 3 clusters Score: Raw -1435012.169810 + Penalty 3047.400600 = -1431964.769210 nChanged 3 SP:Iteration 58Q (1257.105433 sec): 3 clusters Score: Raw -1435012.793780 + Penalty 3047.400600 = -1431965.393180 nChanged 8 SP:Iteration 59Q (1257.174807 sec): 3 clusters Score: Raw -1435013.937438 + Penalty 3047.400600 = -1431966.536838 nChanged 4 SP:Iteration 60F (1257.233151 sec): 3 clusters Score: Raw -1435014.851186 + Penalty 3047.400600 = -1431967.450585 nChanged 6 SP:Iteration 61Q (1257.296354 sec): 3 clusters Score: Raw -1435016.567759 + Penalty 3047.400600 = -1431969.167159 nChanged 3 SP:Iteration 62Q (1257.365585 sec): 3 clusters Score: Raw -1435017.003274 + Penalty 3047.400600 = -1431969.602673 nChanged 1 SP:Iteration 63Q (1257.422201 sec): 3 clusters Score: Raw -1435017.356051 + Penalty 3047.400600 = -1431969.955451 nChanged 2 SP:Iteration 64Q (1257.487035 sec): 3 clusters Score: Raw -1435017.764076 + Penalty 3047.400600 = -1431970.363476 nChanged 5 SP:Iteration 65Q (1257.554938 sec): 3 clusters Score: Raw -1435018.964418 + Penalty 3047.400600 = -1431971.563817 nChanged 5 SP:Iteration 66Q (1257.616666 sec): 3 clusters Score: Raw -1435020.397778 + Penalty 3047.400600 = -1431972.997178 nChanged 8 SP:Iteration 67Q (1257.676653 sec): 3 clusters Score: Raw -1435022.539378 + Penalty 3047.400600 = -1431975.138777 nChanged 9 SP:Iteration 68Q (1257.739539 sec): 3 clusters Score: Raw -1435024.784402 + Penalty 3047.400600 = -1431977.383802 nChanged 6 SP:Iteration 69Q (1257.799723 sec): 3 clusters Score: Raw -1435026.849595 + Penalty 3047.400600 = -1431979.448994 nChanged 7 SP:Iteration 70Q (1257.853689 sec): 3 clusters Score: Raw -1435027.734319 + Penalty 3047.400600 = -1431980.333719 nChanged 4 SP:Iteration 71Q (1257.921790 sec): 3 clusters Score: Raw -1435028.566172 + Penalty 3047.400600 = -1431981.165572 nChanged 6 SP:Iteration 72Q (1257.974424 sec): 3 clusters Score: Raw -1435029.466035 + Penalty 3047.400600 = -1431982.065434 nChanged 8 SP:Iteration 73Q (1258.046115 sec): 3 clusters Score: Raw -1435030.728388 + Penalty 3047.400600 = -1431983.327787 nChanged 1 SP:Iteration 74Q (1258.098744 sec): 3 clusters Score: Raw -1435030.790678 + Penalty 3047.400600 = -1431983.390078 nChanged 1 SP:Iteration 75Q (1258.159464 sec): 3 clusters Score: Raw -1435030.852543 + Penalty 3047.400600 = -1431983.451942 nChanged 0 SP:Iteration 76F (1258.222898 sec): 3 clusters Score: Raw -1435030.852543 + Penalty 3047.400600 = -1431983.451942 nChanged 0 Trying to split cluster 30 (11065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.260048 sec): 2 clusters Score: Raw -1360875.515650 + Penalty 1513.125616 = -1359362.390034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1258.319373 sec): 3 clusters Score: Raw -1354512.952269 + Penalty 3026.251232 = -1351486.701037 nChanged 4867 SP:Iteration 1F (1258.383633 sec): 3 clusters Score: Raw -1357155.363953 + Penalty 3026.251232 = -1354129.112721 nChanged 686 SP:Iteration 2F (1258.447719 sec): 3 clusters Score: Raw -1357454.522536 + Penalty 3026.251232 = -1354428.271304 nChanged 547 SP:Iteration 3Q (1258.514614 sec): 3 clusters Score: Raw -1357696.591780 + Penalty 3026.251232 = -1354670.340548 nChanged 522 SP:Iteration 4Q (1258.572217 sec): 3 clusters Score: Raw -1357923.241307 + Penalty 3026.251232 = -1354896.990075 nChanged 482 SP:Iteration 5Q (1258.632959 sec): 3 clusters Score: Raw -1358135.003201 + Penalty 3026.251232 = -1355108.751969 nChanged 460 SP:Iteration 6Q (1258.700716 sec): 3 clusters Score: Raw -1358363.384676 + Penalty 3026.251232 = -1355337.133444 nChanged 499 SP:Iteration 7Q (1258.748288 sec): 3 clusters Score: Raw -1358625.834387 + Penalty 3026.251232 = -1355599.583154 nChanged 506 SP:Iteration 8Q (1258.815446 sec): 3 clusters Score: Raw -1358929.540944 + Penalty 3026.251232 = -1355903.289712 nChanged 512 SP:Iteration 9Q (1258.874127 sec): 3 clusters Score: Raw -1359246.756547 + Penalty 3026.251232 = -1356220.505315 nChanged 463 SP:Iteration 10Q (1258.941562 sec): 3 clusters Score: Raw -1359535.467550 + Penalty 3026.251232 = -1356509.216318 nChanged 463 SP:Iteration 11Q (1259.000089 sec): 3 clusters Score: Raw -1359840.525926 + Penalty 3026.251232 = -1356814.274694 nChanged 418 SP:Iteration 12Q (1259.065272 sec): 3 clusters Score: Raw -1360121.495037 + Penalty 3026.251232 = -1357095.243805 nChanged 375 SP:Iteration 13Q (1259.133983 sec): 3 clusters Score: Raw -1360389.227671 + Penalty 3026.251232 = -1357362.976439 nChanged 283 SP:Iteration 14Q (1259.197947 sec): 3 clusters Score: Raw -1360599.934428 + Penalty 3026.251232 = -1357573.683196 nChanged 208 SP:Iteration 15Q (1259.266102 sec): 3 clusters Score: Raw -1360745.539510 + Penalty 3026.251232 = -1357719.288278 nChanged 144 SP:Iteration 16Q (1259.313118 sec): 3 clusters Score: Raw -1360844.682993 + Penalty 3026.251232 = -1357818.431761 nChanged 97 SP:Iteration 17Q (1259.384084 sec): 3 clusters Score: Raw -1360911.637149 + Penalty 3026.251232 = -1357885.385917 nChanged 93 SP:Iteration 18Q (1259.446329 sec): 3 clusters Score: Raw -1360964.015070 + Penalty 3026.251232 = -1357937.763837 nChanged 53 SP:Iteration 19Q (1259.503310 sec): 3 clusters Score: Raw -1360994.127657 + Penalty 3026.251232 = -1357967.876425 nChanged 43 SP:Iteration 20F (1259.581215 sec): 3 clusters Score: Raw -1361019.263660 + Penalty 3026.251232 = -1357993.012428 nChanged 25 SP:Iteration 21Q (1259.643155 sec): 3 clusters Score: Raw -1361038.012346 + Penalty 3026.251232 = -1358011.761114 nChanged 21 SP:Iteration 22Q (1259.696728 sec): 3 clusters Score: Raw -1361051.311189 + Penalty 3026.251232 = -1358025.059957 nChanged 11 SP:Iteration 23Q (1259.761309 sec): 3 clusters Score: Raw -1361057.090323 + Penalty 3026.251232 = -1358030.839091 nChanged 6 SP:Iteration 24Q (1259.823191 sec): 3 clusters Score: Raw -1361059.898074 + Penalty 3026.251232 = -1358033.646841 nChanged 7 SP:Iteration 25Q (1259.892867 sec): 3 clusters Score: Raw -1361062.843308 + Penalty 3026.251232 = -1358036.592076 nChanged 5 SP:Iteration 26Q (1259.951866 sec): 3 clusters Score: Raw -1361064.863188 + Penalty 3026.251232 = -1358038.611956 nChanged 6 SP:Iteration 27Q (1260.012607 sec): 3 clusters Score: Raw -1361067.891347 + Penalty 3026.251232 = -1358041.640115 nChanged 7 SP:Iteration 28Q (1260.082735 sec): 3 clusters Score: Raw -1361070.178655 + Penalty 3026.251232 = -1358043.927423 nChanged 5 SP:Iteration 29Q (1260.150336 sec): 3 clusters Score: Raw -1361071.652194 + Penalty 3026.251232 = -1358045.400962 nChanged 3 SP:Iteration 30Q (1260.212820 sec): 3 clusters Score: Raw -1361073.272417 + Penalty 3026.251232 = -1358047.021185 nChanged 3 SP:Iteration 31Q (1260.276213 sec): 3 clusters Score: Raw -1361074.468167 + Penalty 3026.251232 = -1358048.216935 nChanged 5 SP:Iteration 32Q (1260.326551 sec): 3 clusters Score: Raw -1361077.045591 + Penalty 3026.251232 = -1358050.794359 nChanged 5 SP:Iteration 33Q (1260.397352 sec): 3 clusters Score: Raw -1361079.304412 + Penalty 3026.251232 = -1358053.053179 nChanged 3 SP:Iteration 34Q (1260.465330 sec): 3 clusters Score: Raw -1361081.170745 + Penalty 3026.251232 = -1358054.919513 nChanged 3 SP:Iteration 35Q (1260.517512 sec): 3 clusters Score: Raw -1361081.959383 + Penalty 3026.251232 = -1358055.708151 nChanged 6 SP:Iteration 36Q (1260.593784 sec): 3 clusters Score: Raw -1361085.277624 + Penalty 3026.251232 = -1358059.026392 nChanged 4 SP:Iteration 37Q (1260.650479 sec): 3 clusters Score: Raw -1361087.002438 + Penalty 3026.251232 = -1358060.751206 nChanged 2 SP:Iteration 38Q (1260.709548 sec): 3 clusters Score: Raw -1361088.340132 + Penalty 3026.251232 = -1358062.088900 nChanged 2 SP:Iteration 39Q (1260.770955 sec): 3 clusters Score: Raw -1361089.148468 + Penalty 3026.251232 = -1358062.897236 nChanged 1 SP:Iteration 40F (1260.848396 sec): 3 clusters Score: Raw -1361089.383632 + Penalty 3026.251232 = -1358063.132400 nChanged 0 Iteration 179Q (1264.430798 sec): 32 clusters Score: Raw -42697345.004013 + Penalty 64538.330020 = -42632806.673993 nChanged 1845 Iteration 180F (1272.185515 sec): 32 clusters Score: Raw -42697722.855848 + Penalty 64538.330020 = -42633184.525829 nChanged 988 Iteration 181Q (1275.847544 sec): 32 clusters Score: Raw -42697863.808021 + Penalty 64538.330020 = -42633325.478001 nChanged 653 Iteration 182Q (1279.627497 sec): 32 clusters Score: Raw -42697940.007705 + Penalty 64538.330020 = -42633401.677685 nChanged 511 Iteration 183Q (1283.431225 sec): 32 clusters Score: Raw -42697991.218053 + Penalty 64538.330020 = -42633452.888033 nChanged 441 Iteration 184Q (1287.126048 sec): 32 clusters Score: Raw -42698030.289297 + Penalty 64538.330020 = -42633491.959277 nChanged 372 Iteration 185Q (1290.697574 sec): 32 clusters Score: Raw -42698059.902623 + Penalty 64538.330020 = -42633521.572603 nChanged 291 Iteration 186Q (1294.497169 sec): 32 clusters Score: Raw -42698081.496797 + Penalty 64538.330020 = -42633543.166777 nChanged 262 Iteration 187Q (1298.245194 sec): 32 clusters Score: Raw -42698096.621353 + Penalty 64538.330020 = -42633558.291334 nChanged 223 Iteration 188Q (1301.768247 sec): 32 clusters Score: Raw -42698109.706362 + Penalty 64538.330020 = -42633571.376343 nChanged 212 Iteration 189Q (1305.494288 sec): 32 clusters Score: Raw -42698121.092748 + Penalty 64538.330020 = -42633582.762728 nChanged 191 Iteration 190Q (1309.270500 sec): 32 clusters Score: Raw -42698130.493764 + Penalty 64538.330020 = -42633592.163744 nChanged 180 Iteration 191Q (1312.959727 sec): 32 clusters Score: Raw -42698138.825328 + Penalty 64538.330020 = -42633600.495308 nChanged 162 Iteration 192Q (1316.693795 sec): 32 clusters Score: Raw -42698145.853607 + Penalty 64538.330020 = -42633607.523587 nChanged 152 Iteration 193Q (1320.328156 sec): 32 clusters Score: Raw -42698152.636833 + Penalty 64538.330020 = -42633614.306814 nChanged 134 Iteration 194Q (1323.993593 sec): 32 clusters Score: Raw -42698159.095521 + Penalty 64538.330020 = -42633620.765502 nChanged 132 Iteration 195Q (1327.705979 sec): 32 clusters Score: Raw -42698164.823888 + Penalty 64538.330020 = -42633626.493868 nChanged 132 Iteration 196Q (1331.475916 sec): 32 clusters Score: Raw -42698169.417567 + Penalty 64538.330020 = -42633631.087547 nChanged 110 Iteration 197Q (1335.210414 sec): 32 clusters Score: Raw -42698172.803524 + Penalty 64538.330020 = -42633634.473504 nChanged 102 Iteration 198Q (1338.883790 sec): 32 clusters Score: Raw -42698176.098517 + Penalty 64538.330020 = -42633637.768497 nChanged 93 Iteration 199Q (1342.439490 sec): 32 clusters Score: Raw -42698178.934297 + Penalty 64538.330020 = -42633640.604277 nChanged 91 Iteration 200F (1350.219369 sec): 32 clusters Score: Raw -42698182.159191 + Penalty 64538.330020 = -42633643.829171 nChanged 92 Iteration 201Q (1354.005672 sec): 32 clusters Score: Raw -42698185.360356 + Penalty 64538.330020 = -42633647.030336 nChanged 84 Iteration 202Q (1357.828887 sec): 32 clusters Score: Raw -42698188.756528 + Penalty 64538.330020 = -42633650.426508 nChanged 84 Iteration 203Q (1361.635533 sec): 32 clusters Score: Raw -42698192.095538 + Penalty 64538.330020 = -42633653.765518 nChanged 82 Iteration 204Q (1365.521557 sec): 32 clusters Score: Raw -42698194.876785 + Penalty 64538.330020 = -42633656.546765 nChanged 97 Iteration 205Q (1369.341919 sec): 32 clusters Score: Raw -42698197.596407 + Penalty 64538.330020 = -42633659.266388 nChanged 85 Iteration 206Q (1373.199928 sec): 32 clusters Score: Raw -42698199.915168 + Penalty 64538.330020 = -42633661.585149 nChanged 62 Iteration 207Q (1376.860199 sec): 32 clusters Score: Raw -42698201.421406 + Penalty 64538.330020 = -42633663.091386 nChanged 56 Iteration 208Q (1380.641522 sec): 32 clusters Score: Raw -42698202.827615 + Penalty 64538.330020 = -42633664.497596 nChanged 51 Iteration 209Q (1384.372229 sec): 32 clusters Score: Raw -42698204.101567 + Penalty 64538.330020 = -42633665.771547 nChanged 48 Iteration 210Q (1388.285221 sec): 32 clusters Score: Raw -42698205.585129 + Penalty 64538.330020 = -42633667.255110 nChanged 47 Iteration 211Q (1392.021320 sec): 32 clusters Score: Raw -42698207.331222 + Penalty 64538.330020 = -42633669.001203 nChanged 39 Iteration 212Q (1395.873448 sec): 32 clusters Score: Raw -42698208.744776 + Penalty 64538.330020 = -42633670.414756 nChanged 34 Iteration 213Q (1399.567181 sec): 32 clusters Score: Raw -42698211.143972 + Penalty 64538.330020 = -42633672.813952 nChanged 31 Iteration 214Q (1403.405754 sec): 32 clusters Score: Raw -42698212.502865 + Penalty 64538.330020 = -42633674.172845 nChanged 20 Iteration 215Q (1407.298302 sec): 32 clusters Score: Raw -42698213.348774 + Penalty 64538.330020 = -42633675.018755 nChanged 21 Iteration 216Q (1411.150090 sec): 32 clusters Score: Raw -42698213.812010 + Penalty 64538.330020 = -42633675.481990 nChanged 21 Iteration 217Q (1414.866279 sec): 32 clusters Score: Raw -42698214.309239 + Penalty 64538.330020 = -42633675.979219 nChanged 20 Iteration 218Q (1418.740580 sec): 32 clusters Score: Raw -42698214.730902 + Penalty 64538.330020 = -42633676.400883 nChanged 22 Writing temp clu file Because OldScore, -42633675.979219, is greater than current (better) Score,-42633676.400883 Compute initial score before splitting: Score: Raw -42698214.730902 + Penalty 64538.330020 = -42633676.400883 Trying to split cluster 1 (29452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1418.918704 sec): 2 clusters Score: Raw -3450639.850669 + Penalty 1672.209029 = -3448967.641640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1419.022388 sec): 3 clusters Score: Raw -3432393.819243 + Penalty 3344.418057 = -3429049.401186 nChanged 13599 SP:Iteration 1F (1419.116137 sec): 3 clusters Score: Raw -3439928.093495 + Penalty 3344.418057 = -3436583.675438 nChanged 1409 SP:Iteration 2Q (1419.219683 sec): 3 clusters Score: Raw -3440406.931527 + Penalty 3344.418057 = -3437062.513470 nChanged 1368 SP:Iteration 3Q (1419.307015 sec): 3 clusters Score: Raw -3440896.904446 + Penalty 3344.418057 = -3437552.486389 nChanged 1425 SP:Iteration 4Q (1419.401682 sec): 3 clusters Score: Raw -3441522.799907 + Penalty 3344.418057 = -3438178.381850 nChanged 1544 SP:Iteration 5F (1419.507277 sec): 3 clusters Score: Raw -3442346.678685 + Penalty 3344.418057 = -3439002.260628 nChanged 1668 SP:Iteration 6F (1419.590171 sec): 3 clusters Score: Raw -3443469.558638 + Penalty 3344.418057 = -3440125.140581 nChanged 1769 SP:Iteration 7F (1419.694392 sec): 3 clusters Score: Raw -3444775.211350 + Penalty 3344.418057 = -3441430.793293 nChanged 1701 SP:Iteration 8F (1419.794225 sec): 3 clusters Score: Raw -3446140.925103 + Penalty 3344.418057 = -3442796.507046 nChanged 1477 SP:Iteration 9F (1419.882042 sec): 3 clusters Score: Raw -3447320.856314 + Penalty 3344.418057 = -3443976.438257 nChanged 1139 SP:Iteration 10Q (1419.981545 sec): 3 clusters Score: Raw -3448138.710166 + Penalty 3344.418057 = -3444794.292108 nChanged 882 SP:Iteration 11Q (1420.076690 sec): 3 clusters Score: Raw -3448690.004556 + Penalty 3344.418057 = -3445345.586499 nChanged 649 SP:Iteration 12Q (1420.152566 sec): 3 clusters Score: Raw -3449012.685412 + Penalty 3344.418057 = -3445668.267355 nChanged 494 SP:Iteration 13Q (1420.245214 sec): 3 clusters Score: Raw -3449238.738079 + Penalty 3344.418057 = -3445894.320022 nChanged 413 SP:Iteration 14Q (1420.334535 sec): 3 clusters Score: Raw -3449415.118470 + Penalty 3344.418057 = -3446070.700413 nChanged 368 SP:Iteration 15Q (1420.432619 sec): 3 clusters Score: Raw -3449555.934553 + Penalty 3344.418057 = -3446211.516496 nChanged 312 SP:Iteration 16Q (1420.516039 sec): 3 clusters Score: Raw -3449670.172031 + Penalty 3344.418057 = -3446325.753974 nChanged 297 SP:Iteration 17Q (1420.606892 sec): 3 clusters Score: Raw -3449777.023005 + Penalty 3344.418057 = -3446432.604948 nChanged 274 SP:Iteration 18Q (1420.702817 sec): 3 clusters Score: Raw -3449880.457804 + Penalty 3344.418057 = -3446536.039747 nChanged 266 SP:Iteration 19Q (1420.801987 sec): 3 clusters Score: Raw -3449979.402608 + Penalty 3344.418057 = -3446634.984551 nChanged 250 SP:Iteration 20F (1420.888401 sec): 3 clusters Score: Raw -3450082.112102 + Penalty 3344.418057 = -3446737.694045 nChanged 266 SP:Iteration 21Q (1420.988098 sec): 3 clusters Score: Raw -3450195.114396 + Penalty 3344.418057 = -3446850.696339 nChanged 226 SP:Iteration 22Q (1421.068108 sec): 3 clusters Score: Raw -3450290.629531 + Penalty 3344.418057 = -3446946.211474 nChanged 204 SP:Iteration 23Q (1421.149543 sec): 3 clusters Score: Raw -3450377.718645 + Penalty 3344.418057 = -3447033.300588 nChanged 191 SP:Iteration 24Q (1421.232481 sec): 3 clusters Score: Raw -3450465.803709 + Penalty 3344.418057 = -3447121.385652 nChanged 157 SP:Iteration 25Q (1421.323065 sec): 3 clusters Score: Raw -3450543.127756 + Penalty 3344.418057 = -3447198.709699 nChanged 136 SP:Iteration 26Q (1421.408979 sec): 3 clusters Score: Raw -3450608.721223 + Penalty 3344.418057 = -3447264.303166 nChanged 127 SP:Iteration 27Q (1421.494997 sec): 3 clusters Score: Raw -3450668.135995 + Penalty 3344.418057 = -3447323.717938 nChanged 103 SP:Iteration 28Q (1421.576430 sec): 3 clusters Score: Raw -3450714.633312 + Penalty 3344.418057 = -3447370.215255 nChanged 100 SP:Iteration 29Q (1421.654843 sec): 3 clusters Score: Raw -3450764.510454 + Penalty 3344.418057 = -3447420.092397 nChanged 76 SP:Iteration 30Q (1421.744355 sec): 3 clusters Score: Raw -3450799.094451 + Penalty 3344.418057 = -3447454.676394 nChanged 55 SP:Iteration 31Q (1421.823678 sec): 3 clusters Score: Raw -3450816.763273 + Penalty 3344.418057 = -3447472.345216 nChanged 42 SP:Iteration 32Q (1421.918558 sec): 3 clusters Score: Raw -3450831.209329 + Penalty 3344.418057 = -3447486.791272 nChanged 42 SP:Iteration 33Q (1421.991204 sec): 3 clusters Score: Raw -3450849.433847 + Penalty 3344.418057 = -3447505.015790 nChanged 32 SP:Iteration 34Q (1422.061159 sec): 3 clusters Score: Raw -3450858.902619 + Penalty 3344.418057 = -3447514.484562 nChanged 30 SP:Iteration 35Q (1422.151291 sec): 3 clusters Score: Raw -3450869.630748 + Penalty 3344.418057 = -3447525.212691 nChanged 25 SP:Iteration 36Q (1422.239060 sec): 3 clusters Score: Raw -3450879.025412 + Penalty 3344.418057 = -3447534.607355 nChanged 20 SP:Iteration 37Q (1422.325357 sec): 3 clusters Score: Raw -3450886.917073 + Penalty 3344.418057 = -3447542.499016 nChanged 18 SP:Iteration 38Q (1422.407666 sec): 3 clusters Score: Raw -3450891.925175 + Penalty 3344.418057 = -3447547.507118 nChanged 15 SP:Iteration 39Q (1422.511296 sec): 3 clusters Score: Raw -3450896.659267 + Penalty 3344.418057 = -3447552.241210 nChanged 14 SP:Iteration 40F (1422.594264 sec): 3 clusters Score: Raw -3450900.232633 + Penalty 3344.418057 = -3447555.814576 nChanged 13 SP:Iteration 41Q (1422.682731 sec): 3 clusters Score: Raw -3450905.072148 + Penalty 3344.418057 = -3447560.654091 nChanged 20 SP:Iteration 42Q (1422.763946 sec): 3 clusters Score: Raw -3450911.249347 + Penalty 3344.418057 = -3447566.831290 nChanged 13 SP:Iteration 43Q (1422.854633 sec): 3 clusters Score: Raw -3450916.825398 + Penalty 3344.418057 = -3447572.407341 nChanged 11 SP:Iteration 44Q (1422.929711 sec): 3 clusters Score: Raw -3450922.899646 + Penalty 3344.418057 = -3447578.481589 nChanged 6 SP:Iteration 45Q (1423.016436 sec): 3 clusters Score: Raw -3450926.301835 + Penalty 3344.418057 = -3447581.883778 nChanged 6 SP:Iteration 46Q (1423.099061 sec): 3 clusters Score: Raw -3450928.809113 + Penalty 3344.418057 = -3447584.391056 nChanged 7 SP:Iteration 47Q (1423.183434 sec): 3 clusters Score: Raw -3450931.226250 + Penalty 3344.418057 = -3447586.808193 nChanged 6 SP:Iteration 48Q (1423.272447 sec): 3 clusters Score: Raw -3450933.571285 + Penalty 3344.418057 = -3447589.153228 nChanged 10 SP:Iteration 49Q (1423.366745 sec): 3 clusters Score: Raw -3450937.702426 + Penalty 3344.418057 = -3447593.284369 nChanged 6 SP:Iteration 50Q (1423.444334 sec): 3 clusters Score: Raw -3450939.716300 + Penalty 3344.418057 = -3447595.298243 nChanged 4 SP:Iteration 51Q (1423.532804 sec): 3 clusters Score: Raw -3450940.545927 + Penalty 3344.418057 = -3447596.127870 nChanged 1 SP:Iteration 52Q (1423.620166 sec): 3 clusters Score: Raw -3450941.035221 + Penalty 3344.418057 = -3447596.617164 nChanged 3 SP:Iteration 53Q (1423.701497 sec): 3 clusters Score: Raw -3450941.675112 + Penalty 3344.418057 = -3447597.257055 nChanged 1 SP:Iteration 54Q (1423.782842 sec): 3 clusters Score: Raw -3450941.934251 + Penalty 3344.418057 = -3447597.516194 nChanged 0 SP:Iteration 55F (1423.863482 sec): 3 clusters Score: Raw -3450941.934251 + Penalty 3344.418057 = -3447597.516194 nChanged 0 Trying to split cluster 2 (2070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1423.898370 sec): 2 clusters Score: Raw -233768.105519 + Penalty 1240.736882 = -232527.368638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1423.930212 sec): 3 clusters Score: Raw -232898.021913 + Penalty 2481.473763 = -230416.548150 nChanged 757 SP:Iteration 1F (1423.971585 sec): 3 clusters Score: Raw -233459.873337 + Penalty 2481.473763 = -230978.399574 nChanged 179 SP:Iteration 2F (1424.018509 sec): 3 clusters Score: Raw -233614.931235 + Penalty 2481.473763 = -231133.457472 nChanged 126 SP:Iteration 3F (1424.073143 sec): 3 clusters Score: Raw -233757.107344 + Penalty 2481.473763 = -231275.633581 nChanged 104 SP:Iteration 4F (1424.110980 sec): 3 clusters Score: Raw -233854.311635 + Penalty 2481.473763 = -231372.837872 nChanged 86 SP:Iteration 5Q (1424.165459 sec): 3 clusters Score: Raw -233919.282877 + Penalty 2481.473763 = -231437.809114 nChanged 51 SP:Iteration 6Q (1424.211733 sec): 3 clusters Score: Raw -233960.933159 + Penalty 2481.473763 = -231479.459396 nChanged 45 SP:Iteration 7Q (1424.253577 sec): 3 clusters Score: Raw -233996.481889 + Penalty 2481.473763 = -231515.008126 nChanged 42 SP:Iteration 8Q (1424.296150 sec): 3 clusters Score: Raw -234025.438680 + Penalty 2481.473763 = -231543.964917 nChanged 35 SP:Iteration 9Q (1424.345035 sec): 3 clusters Score: Raw -234051.272403 + Penalty 2481.473763 = -231569.798640 nChanged 28 SP:Iteration 10Q (1424.387993 sec): 3 clusters Score: Raw -234073.832085 + Penalty 2481.473763 = -231592.358322 nChanged 26 SP:Iteration 11Q (1424.439973 sec): 3 clusters Score: Raw -234098.481897 + Penalty 2481.473763 = -231617.008134 nChanged 23 SP:Iteration 12Q (1424.485402 sec): 3 clusters Score: Raw -234116.241406 + Penalty 2481.473763 = -231634.767643 nChanged 14 SP:Iteration 13Q (1424.520220 sec): 3 clusters Score: Raw -234125.028184 + Penalty 2481.473763 = -231643.554421 nChanged 14 SP:Iteration 14Q (1424.563806 sec): 3 clusters Score: Raw -234138.556692 + Penalty 2481.473763 = -231657.082929 nChanged 10 SP:Iteration 15Q (1424.617319 sec): 3 clusters Score: Raw -234144.790136 + Penalty 2481.473763 = -231663.316373 nChanged 6 SP:Iteration 16Q (1424.653739 sec): 3 clusters Score: Raw -234148.098591 + Penalty 2481.473763 = -231666.624828 nChanged 2 SP:Iteration 17Q (1424.689391 sec): 3 clusters Score: Raw -234149.278192 + Penalty 2481.473763 = -231667.804429 nChanged 2 SP:Iteration 18Q (1424.732584 sec): 3 clusters Score: Raw -234150.229392 + Penalty 2481.473763 = -231668.755629 nChanged 2 SP:Iteration 19Q (1424.782321 sec): 3 clusters Score: Raw -234151.152073 + Penalty 2481.473763 = -231669.678310 nChanged 4 SP:Iteration 20F (1424.839735 sec): 3 clusters Score: Raw -234153.305523 + Penalty 2481.473763 = -231671.831760 nChanged 2 SP:Iteration 21Q (1424.881855 sec): 3 clusters Score: Raw -234155.556739 + Penalty 2481.473763 = -231674.082976 nChanged 4 SP:Iteration 22Q (1424.919485 sec): 3 clusters Score: Raw -234159.350833 + Penalty 2481.473763 = -231677.877070 nChanged 2 SP:Iteration 23Q (1424.974841 sec): 3 clusters Score: Raw -234160.132780 + Penalty 2481.473763 = -231678.659017 nChanged 1 SP:Iteration 24Q (1425.014282 sec): 3 clusters Score: Raw -234161.117038 + Penalty 2481.473763 = -231679.643275 nChanged 2 SP:Iteration 25Q (1425.060456 sec): 3 clusters Score: Raw -234161.811214 + Penalty 2481.473763 = -231680.337451 nChanged 0 SP:Iteration 26F (1425.109442 sec): 3 clusters Score: Raw -234161.811214 + Penalty 2481.473763 = -231680.337451 nChanged 0 Trying to split cluster 3 (8494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1425.155876 sec): 2 clusters Score: Raw -1002782.337253 + Penalty 1470.156238 = -1001312.181015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1425.210964 sec): 3 clusters Score: Raw -998022.819606 + Penalty 2940.312476 = -995082.507130 nChanged 3618 SP:Iteration 1F (1425.259691 sec): 3 clusters Score: Raw -1000108.212361 + Penalty 2940.312476 = -997167.899885 nChanged 593 SP:Iteration 2F (1425.314397 sec): 3 clusters Score: Raw -1000420.302931 + Penalty 2940.312476 = -997479.990455 nChanged 522 SP:Iteration 3F (1425.381248 sec): 3 clusters Score: Raw -1000736.377903 + Penalty 2940.312476 = -997796.065427 nChanged 484 SP:Iteration 4F (1425.435420 sec): 3 clusters Score: Raw -1001089.237541 + Penalty 2940.312476 = -998148.925065 nChanged 485 SP:Iteration 5F (1425.487133 sec): 3 clusters Score: Raw -1001465.616923 + Penalty 2940.312476 = -998525.304447 nChanged 456 SP:Iteration 6F (1425.544703 sec): 3 clusters Score: Raw -1001803.681943 + Penalty 2940.312476 = -998863.369467 nChanged 412 SP:Iteration 7Q (1425.608012 sec): 3 clusters Score: Raw -1002069.316833 + Penalty 2940.312476 = -999129.004357 nChanged 358 SP:Iteration 8Q (1425.654471 sec): 3 clusters Score: Raw -1002264.212994 + Penalty 2940.312476 = -999323.900518 nChanged 293 SP:Iteration 9Q (1425.713773 sec): 3 clusters Score: Raw -1002392.702656 + Penalty 2940.312476 = -999452.390180 nChanged 186 SP:Iteration 10Q (1425.777878 sec): 3 clusters Score: Raw -1002472.926249 + Penalty 2940.312476 = -999532.613773 nChanged 185 SP:Iteration 11Q (1425.830228 sec): 3 clusters Score: Raw -1002540.298809 + Penalty 2940.312476 = -999599.986333 nChanged 138 SP:Iteration 12Q (1425.888244 sec): 3 clusters Score: Raw -1002581.057274 + Penalty 2940.312476 = -999640.744798 nChanged 127 SP:Iteration 13Q (1425.944490 sec): 3 clusters Score: Raw -1002622.713110 + Penalty 2940.312476 = -999682.400634 nChanged 105 SP:Iteration 14Q (1426.011143 sec): 3 clusters Score: Raw -1002653.361005 + Penalty 2940.312476 = -999713.048529 nChanged 88 SP:Iteration 15Q (1426.060571 sec): 3 clusters Score: Raw -1002677.175217 + Penalty 2940.312476 = -999736.862741 nChanged 81 SP:Iteration 16Q (1426.123617 sec): 3 clusters Score: Raw -1002702.643231 + Penalty 2940.312476 = -999762.330755 nChanged 74 SP:Iteration 17Q (1426.179986 sec): 3 clusters Score: Raw -1002724.052525 + Penalty 2940.312476 = -999783.740048 nChanged 69 SP:Iteration 18Q (1426.230642 sec): 3 clusters Score: Raw -1002748.967371 + Penalty 2940.312476 = -999808.654895 nChanged 96 SP:Iteration 19Q (1426.288919 sec): 3 clusters Score: Raw -1002778.940100 + Penalty 2940.312476 = -999838.627624 nChanged 96 SP:Iteration 20F (1426.348776 sec): 3 clusters Score: Raw -1002810.364071 + Penalty 2940.312476 = -999870.051595 nChanged 106 SP:Iteration 21Q (1426.406522 sec): 3 clusters Score: Raw -1002846.090387 + Penalty 2940.312476 = -999905.777911 nChanged 105 SP:Iteration 22Q (1426.465330 sec): 3 clusters Score: Raw -1002881.225379 + Penalty 2940.312476 = -999940.912903 nChanged 106 SP:Iteration 23Q (1426.523566 sec): 3 clusters Score: Raw -1002917.315863 + Penalty 2940.312476 = -999977.003387 nChanged 93 SP:Iteration 24Q (1426.581670 sec): 3 clusters Score: Raw -1002950.876658 + Penalty 2940.312476 = -1000010.564182 nChanged 91 SP:Iteration 25Q (1426.641400 sec): 3 clusters Score: Raw -1002981.022795 + Penalty 2940.312476 = -1000040.710319 nChanged 89 SP:Iteration 26Q (1426.693490 sec): 3 clusters Score: Raw -1003016.601612 + Penalty 2940.312476 = -1000076.289136 nChanged 87 SP:Iteration 27Q (1426.754800 sec): 3 clusters Score: Raw -1003053.509624 + Penalty 2940.312476 = -1000113.197148 nChanged 102 SP:Iteration 28Q (1426.817652 sec): 3 clusters Score: Raw -1003095.081508 + Penalty 2940.312476 = -1000154.769032 nChanged 93 SP:Iteration 29Q (1426.877052 sec): 3 clusters Score: Raw -1003133.185510 + Penalty 2940.312476 = -1000192.873034 nChanged 86 SP:Iteration 30Q (1426.938815 sec): 3 clusters Score: Raw -1003165.089465 + Penalty 2940.312476 = -1000224.776989 nChanged 65 SP:Iteration 31Q (1426.981906 sec): 3 clusters Score: Raw -1003190.798377 + Penalty 2940.312476 = -1000250.485901 nChanged 59 SP:Iteration 32Q (1427.037120 sec): 3 clusters Score: Raw -1003212.967363 + Penalty 2940.312476 = -1000272.654887 nChanged 54 SP:Iteration 33Q (1427.101221 sec): 3 clusters Score: Raw -1003231.826292 + Penalty 2940.312476 = -1000291.513816 nChanged 53 SP:Iteration 34Q (1427.148472 sec): 3 clusters Score: Raw -1003247.454193 + Penalty 2940.312476 = -1000307.141716 nChanged 43 SP:Iteration 35Q (1427.209154 sec): 3 clusters Score: Raw -1003262.750231 + Penalty 2940.312476 = -1000322.437755 nChanged 29 SP:Iteration 36Q (1427.274151 sec): 3 clusters Score: Raw -1003271.524067 + Penalty 2940.312476 = -1000331.211591 nChanged 29 SP:Iteration 37Q (1427.331225 sec): 3 clusters Score: Raw -1003282.372781 + Penalty 2940.312476 = -1000342.060305 nChanged 31 SP:Iteration 38Q (1427.380028 sec): 3 clusters Score: Raw -1003295.025830 + Penalty 2940.312476 = -1000354.713354 nChanged 30 SP:Iteration 39Q (1427.439007 sec): 3 clusters Score: Raw -1003303.420941 + Penalty 2940.312476 = -1000363.108465 nChanged 17 SP:Iteration 40F (1427.497442 sec): 3 clusters Score: Raw -1003308.252102 + Penalty 2940.312476 = -1000367.939626 nChanged 19 SP:Iteration 41Q (1427.547940 sec): 3 clusters Score: Raw -1003313.664959 + Penalty 2940.312476 = -1000373.352483 nChanged 13 SP:Iteration 42Q (1427.609048 sec): 3 clusters Score: Raw -1003315.963242 + Penalty 2940.312476 = -1000375.650766 nChanged 7 SP:Iteration 43Q (1427.666029 sec): 3 clusters Score: Raw -1003317.908393 + Penalty 2940.312476 = -1000377.595917 nChanged 11 SP:Iteration 44Q (1427.706982 sec): 3 clusters Score: Raw -1003321.052086 + Penalty 2940.312476 = -1000380.739610 nChanged 10 SP:Iteration 45Q (1427.774531 sec): 3 clusters Score: Raw -1003323.570993 + Penalty 2940.312476 = -1000383.258517 nChanged 8 SP:Iteration 46Q (1427.820281 sec): 3 clusters Score: Raw -1003324.817968 + Penalty 2940.312476 = -1000384.505492 nChanged 5 SP:Iteration 47Q (1427.880478 sec): 3 clusters Score: Raw -1003326.416286 + Penalty 2940.312476 = -1000386.103810 nChanged 6 SP:Iteration 48Q (1427.937270 sec): 3 clusters Score: Raw -1003327.650858 + Penalty 2940.312476 = -1000387.338382 nChanged 2 SP:Iteration 49Q (1428.001057 sec): 3 clusters Score: Raw -1003328.216986 + Penalty 2940.312476 = -1000387.904510 nChanged 3 SP:Iteration 50Q (1428.048251 sec): 3 clusters Score: Raw -1003328.765385 + Penalty 2940.312476 = -1000388.452909 nChanged 4 SP:Iteration 51Q (1428.097969 sec): 3 clusters Score: Raw -1003330.050913 + Penalty 2940.312476 = -1000389.738437 nChanged 9 SP:Iteration 52Q (1428.152178 sec): 3 clusters Score: Raw -1003332.405222 + Penalty 2940.312476 = -1000392.092746 nChanged 6 SP:Iteration 53Q (1428.207444 sec): 3 clusters Score: Raw -1003334.394597 + Penalty 2940.312476 = -1000394.082121 nChanged 13 SP:Iteration 54Q (1428.273077 sec): 3 clusters Score: Raw -1003337.213613 + Penalty 2940.312476 = -1000396.901137 nChanged 7 SP:Iteration 55Q (1428.326664 sec): 3 clusters Score: Raw -1003339.011363 + Penalty 2940.312476 = -1000398.698887 nChanged 13 SP:Iteration 56Q (1428.375978 sec): 3 clusters Score: Raw -1003343.063203 + Penalty 2940.312476 = -1000402.750727 nChanged 11 SP:Iteration 57Q (1428.422796 sec): 3 clusters Score: Raw -1003345.870331 + Penalty 2940.312476 = -1000405.557855 nChanged 11 SP:Iteration 58Q (1428.489394 sec): 3 clusters Score: Raw -1003348.345817 + Penalty 2940.312476 = -1000408.033341 nChanged 11 SP:Iteration 59Q (1428.535753 sec): 3 clusters Score: Raw -1003350.933963 + Penalty 2940.312476 = -1000410.621487 nChanged 13 SP:Iteration 60F (1428.587533 sec): 3 clusters Score: Raw -1003355.942225 + Penalty 2940.312476 = -1000415.629749 nChanged 11 SP:Iteration 61Q (1428.645696 sec): 3 clusters Score: Raw -1003360.928093 + Penalty 2940.312476 = -1000420.615617 nChanged 11 SP:Iteration 62Q (1428.708999 sec): 3 clusters Score: Raw -1003364.109305 + Penalty 2940.312476 = -1000423.796829 nChanged 7 SP:Iteration 63Q (1428.761027 sec): 3 clusters Score: Raw -1003366.624487 + Penalty 2940.312476 = -1000426.312011 nChanged 9 SP:Iteration 64Q (1428.821818 sec): 3 clusters Score: Raw -1003370.044586 + Penalty 2940.312476 = -1000429.732110 nChanged 7 SP:Iteration 65Q (1428.871474 sec): 3 clusters Score: Raw -1003371.711427 + Penalty 2940.312476 = -1000431.398951 nChanged 2 SP:Iteration 66Q (1428.927632 sec): 3 clusters Score: Raw -1003371.925463 + Penalty 2940.312476 = -1000431.612987 nChanged 1 SP:Iteration 67Q (1428.981483 sec): 3 clusters Score: Raw -1003372.069574 + Penalty 2940.312476 = -1000431.757098 nChanged 1 SP:Iteration 68Q (1429.046865 sec): 3 clusters Score: Raw -1003372.354185 + Penalty 2940.312476 = -1000432.041709 nChanged 1 SP:Iteration 69Q (1429.097848 sec): 3 clusters Score: Raw -1003372.475033 + Penalty 2940.312476 = -1000432.162557 nChanged 0 SP:Iteration 70F (1429.145610 sec): 3 clusters Score: Raw -1003372.475033 + Penalty 2940.312476 = -1000432.162557 nChanged 0 Trying to split cluster 4 (1140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1429.168168 sec): 2 clusters Score: Raw -138219.090824 + Penalty 1143.802325 = -137075.288499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1429.212140 sec): 3 clusters Score: Raw -137829.522709 + Penalty 2287.604651 = -135541.918058 nChanged 352 SP:Iteration 1F (1429.254071 sec): 3 clusters Score: Raw -138110.539698 + Penalty 2287.604651 = -135822.935047 nChanged 72 SP:Iteration 2F (1429.311230 sec): 3 clusters Score: Raw -138174.382877 + Penalty 2287.604651 = -135886.778226 nChanged 42 SP:Iteration 3Q (1429.352283 sec): 3 clusters Score: Raw -138217.428875 + Penalty 2287.604651 = -135929.824224 nChanged 34 SP:Iteration 4Q (1429.396934 sec): 3 clusters Score: Raw -138245.206819 + Penalty 2287.604651 = -135957.602168 nChanged 29 SP:Iteration 5Q (1429.434035 sec): 3 clusters Score: Raw -138272.437678 + Penalty 2287.604651 = -135984.833027 nChanged 24 SP:Iteration 6Q (1429.475300 sec): 3 clusters Score: Raw -138291.734890 + Penalty 2287.604651 = -136004.130239 nChanged 27 SP:Iteration 7Q (1429.518208 sec): 3 clusters Score: Raw -138308.429729 + Penalty 2287.604651 = -136020.825078 nChanged 21 SP:Iteration 8Q (1429.559488 sec): 3 clusters Score: Raw -138324.892343 + Penalty 2287.604651 = -136037.287692 nChanged 12 SP:Iteration 9Q (1429.619157 sec): 3 clusters Score: Raw -138335.313676 + Penalty 2287.604651 = -136047.709025 nChanged 15 SP:Iteration 10Q (1429.652835 sec): 3 clusters Score: Raw -138353.356393 + Penalty 2287.604651 = -136065.751742 nChanged 13 SP:Iteration 11Q (1429.704035 sec): 3 clusters Score: Raw -138363.780658 + Penalty 2287.604651 = -136076.176007 nChanged 10 SP:Iteration 12Q (1429.745756 sec): 3 clusters Score: Raw -138373.210223 + Penalty 2287.604651 = -136085.605572 nChanged 8 SP:Iteration 13Q (1429.781552 sec): 3 clusters Score: Raw -138380.521054 + Penalty 2287.604651 = -136092.916404 nChanged 7 SP:Iteration 14Q (1429.828612 sec): 3 clusters Score: Raw -138386.429844 + Penalty 2287.604651 = -136098.825193 nChanged 7 SP:Iteration 15Q (1429.876204 sec): 3 clusters Score: Raw -138392.987972 + Penalty 2287.604651 = -136105.383321 nChanged 9 SP:Iteration 16Q (1429.913889 sec): 3 clusters Score: Raw -138399.927699 + Penalty 2287.604651 = -136112.323048 nChanged 6 SP:Iteration 17Q (1429.973247 sec): 3 clusters Score: Raw -138405.008535 + Penalty 2287.604651 = -136117.403884 nChanged 5 SP:Iteration 18Q (1430.009512 sec): 3 clusters Score: Raw -138408.346102 + Penalty 2287.604651 = -136120.741451 nChanged 5 SP:Iteration 19Q (1430.050231 sec): 3 clusters Score: Raw -138414.253071 + Penalty 2287.604651 = -136126.648420 nChanged 3 SP:Iteration 20F (1430.100857 sec): 3 clusters Score: Raw -138416.304502 + Penalty 2287.604651 = -136128.699851 nChanged 0 Trying to split cluster 5 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1430.117047 sec): 2 clusters Score: Raw -75001.373491 + Penalty 1055.970849 = -73945.402642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1430.163127 sec): 3 clusters Score: Raw -74835.923671 + Penalty 2111.941699 = -72723.981973 nChanged 185 SP:Iteration 1F (1430.207330 sec): 3 clusters Score: Raw -75045.313081 + Penalty 2111.941699 = -72933.371383 nChanged 40 SP:Iteration 2F (1430.246060 sec): 3 clusters Score: Raw -75100.860760 + Penalty 2111.941699 = -72988.919061 nChanged 32 SP:Iteration 3Q (1430.282183 sec): 3 clusters Score: Raw -75142.349846 + Penalty 2111.941699 = -73030.408148 nChanged 15 SP:Iteration 4Q (1430.332642 sec): 3 clusters Score: Raw -75157.212504 + Penalty 2111.941699 = -73045.270806 nChanged 5 SP:Iteration 5Q (1430.376609 sec): 3 clusters Score: Raw -75161.771610 + Penalty 2111.941699 = -73049.829911 nChanged 5 SP:Iteration 6Q (1430.410599 sec): 3 clusters Score: Raw -75167.815876 + Penalty 2111.941699 = -73055.874177 nChanged 4 SP:Iteration 7Q (1430.461507 sec): 3 clusters Score: Raw -75171.704306 + Penalty 2111.941699 = -73059.762608 nChanged 1 SP:Iteration 8Q (1430.506099 sec): 3 clusters Score: Raw -75174.063799 + Penalty 2111.941699 = -73062.122101 nChanged 2 SP:Iteration 9Q (1430.548639 sec): 3 clusters Score: Raw -75175.850129 + Penalty 2111.941699 = -73063.908430 nChanged 2 SP:Iteration 10Q (1430.587082 sec): 3 clusters Score: Raw -75177.912249 + Penalty 2111.941699 = -73065.970550 nChanged 3 SP:Iteration 11Q (1430.629244 sec): 3 clusters Score: Raw -75180.978139 + Penalty 2111.941699 = -73069.036441 nChanged 1 SP:Iteration 12Q (1430.678236 sec): 3 clusters Score: Raw -75181.525345 + Penalty 2111.941699 = -73069.583646 nChanged 2 SP:Iteration 13Q (1430.713471 sec): 3 clusters Score: Raw -75184.109803 + Penalty 2111.941699 = -73072.168105 nChanged 2 SP:Iteration 14Q (1430.765139 sec): 3 clusters Score: Raw -75187.241493 + Penalty 2111.941699 = -73075.299794 nChanged 2 SP:Iteration 15Q (1430.813501 sec): 3 clusters Score: Raw -75189.682577 + Penalty 2111.941699 = -73077.740878 nChanged 3 SP:Iteration 16Q (1430.854204 sec): 3 clusters Score: Raw -75193.073736 + Penalty 2111.941699 = -73081.132038 nChanged 2 SP:Iteration 17Q (1430.899183 sec): 3 clusters Score: Raw -75194.920869 + Penalty 2111.941699 = -73082.979171 nChanged 2 SP:Iteration 18Q (1430.943310 sec): 3 clusters Score: Raw -75196.185190 + Penalty 2111.941699 = -73084.243492 nChanged 2 SP:Iteration 19Q (1430.983484 sec): 3 clusters Score: Raw -75198.187559 + Penalty 2111.941699 = -73086.245860 nChanged 2 SP:Iteration 20F (1431.018962 sec): 3 clusters Score: Raw -75200.311243 + Penalty 2111.941699 = -73088.369545 nChanged 1 SP:Iteration 21Q (1431.071960 sec): 3 clusters Score: Raw -75200.995651 + Penalty 2111.941699 = -73089.053952 nChanged 0 SP:Iteration 22F (1431.108354 sec): 3 clusters Score: Raw -75200.995651 + Penalty 2111.941699 = -73089.053952 nChanged 0 Trying to split cluster 6 (6035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1431.147712 sec): 2 clusters Score: Raw -717010.341781 + Penalty 1414.616309 = -715595.725472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1431.193863 sec): 3 clusters Score: Raw -713791.527475 + Penalty 2829.232618 = -710962.294857 nChanged 2478 SP:Iteration 1F (1431.246589 sec): 3 clusters Score: Raw -715180.136804 + Penalty 2829.232618 = -712350.904185 nChanged 428 SP:Iteration 2F (1431.310744 sec): 3 clusters Score: Raw -715445.611786 + Penalty 2829.232618 = -712616.379167 nChanged 370 SP:Iteration 3F (1431.355772 sec): 3 clusters Score: Raw -715687.066532 + Penalty 2829.232618 = -712857.833914 nChanged 322 SP:Iteration 4F (1431.420683 sec): 3 clusters Score: Raw -715892.498196 + Penalty 2829.232618 = -713063.265577 nChanged 285 SP:Iteration 5Q (1431.467522 sec): 3 clusters Score: Raw -716059.629276 + Penalty 2829.232618 = -713230.396658 nChanged 254 SP:Iteration 6Q (1431.523039 sec): 3 clusters Score: Raw -716191.161927 + Penalty 2829.232618 = -713361.929308 nChanged 218 SP:Iteration 7Q (1431.575412 sec): 3 clusters Score: Raw -716293.458839 + Penalty 2829.232618 = -713464.226220 nChanged 186 SP:Iteration 8Q (1431.623271 sec): 3 clusters Score: Raw -716380.097522 + Penalty 2829.232618 = -713550.864904 nChanged 169 SP:Iteration 9Q (1431.678058 sec): 3 clusters Score: Raw -716462.682148 + Penalty 2829.232618 = -713633.449529 nChanged 162 SP:Iteration 10Q (1431.731089 sec): 3 clusters Score: Raw -716534.651290 + Penalty 2829.232618 = -713705.418672 nChanged 133 SP:Iteration 11Q (1431.793092 sec): 3 clusters Score: Raw -716589.148777 + Penalty 2829.232618 = -713759.916158 nChanged 118 SP:Iteration 12Q (1431.836694 sec): 3 clusters Score: Raw -716634.190403 + Penalty 2829.232618 = -713804.957784 nChanged 95 SP:Iteration 13Q (1431.895694 sec): 3 clusters Score: Raw -716663.417796 + Penalty 2829.232618 = -713834.185177 nChanged 64 SP:Iteration 14Q (1431.945994 sec): 3 clusters Score: Raw -716680.352741 + Penalty 2829.232618 = -713851.120123 nChanged 52 SP:Iteration 15Q (1431.999614 sec): 3 clusters Score: Raw -716694.074534 + Penalty 2829.232618 = -713864.841916 nChanged 44 SP:Iteration 16Q (1432.054772 sec): 3 clusters Score: Raw -716707.389212 + Penalty 2829.232618 = -713878.156594 nChanged 37 SP:Iteration 17Q (1432.102843 sec): 3 clusters Score: Raw -716719.120436 + Penalty 2829.232618 = -713889.887818 nChanged 41 SP:Iteration 18Q (1432.157726 sec): 3 clusters Score: Raw -716729.943273 + Penalty 2829.232618 = -713900.710655 nChanged 26 SP:Iteration 19Q (1432.216340 sec): 3 clusters Score: Raw -716736.630029 + Penalty 2829.232618 = -713907.397410 nChanged 25 SP:Iteration 20F (1432.269709 sec): 3 clusters Score: Raw -716742.694978 + Penalty 2829.232618 = -713913.462360 nChanged 22 SP:Iteration 21Q (1432.322264 sec): 3 clusters Score: Raw -716748.637411 + Penalty 2829.232618 = -713919.404793 nChanged 22 SP:Iteration 22Q (1432.378443 sec): 3 clusters Score: Raw -716752.933352 + Penalty 2829.232618 = -713923.700734 nChanged 10 SP:Iteration 23Q (1432.420172 sec): 3 clusters Score: Raw -716754.318354 + Penalty 2829.232618 = -713925.085735 nChanged 5 SP:Iteration 24Q (1432.475925 sec): 3 clusters Score: Raw -716754.994316 + Penalty 2829.232618 = -713925.761697 nChanged 4 SP:Iteration 25Q (1432.539076 sec): 3 clusters Score: Raw -716756.100400 + Penalty 2829.232618 = -713926.867782 nChanged 6 SP:Iteration 26Q (1432.591719 sec): 3 clusters Score: Raw -716756.539662 + Penalty 2829.232618 = -713927.307043 nChanged 0 SP:Iteration 27F (1432.649248 sec): 3 clusters Score: Raw -716756.539662 + Penalty 2829.232618 = -713927.307043 nChanged 0 Trying to split cluster 7 (26028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1432.717921 sec): 2 clusters Score: Raw -2903756.937322 + Penalty 1652.125826 = -2902104.811496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1432.793405 sec): 3 clusters Score: Raw -2887918.032763 + Penalty 3304.251652 = -2884613.781111 nChanged 11869 SP:Iteration 1F (1432.883979 sec): 3 clusters Score: Raw -2894708.049089 + Penalty 3304.251652 = -2891403.797436 nChanged 1418 SP:Iteration 2F (1432.977354 sec): 3 clusters Score: Raw -2895323.822854 + Penalty 3304.251652 = -2892019.571202 nChanged 1386 SP:Iteration 3F (1433.059838 sec): 3 clusters Score: Raw -2895969.090294 + Penalty 3304.251652 = -2892664.838642 nChanged 1359 SP:Iteration 4F (1433.149301 sec): 3 clusters Score: Raw -2896657.359384 + Penalty 3304.251652 = -2893353.107732 nChanged 1374 SP:Iteration 5F (1433.237355 sec): 3 clusters Score: Raw -2897329.028648 + Penalty 3304.251652 = -2894024.776996 nChanged 1231 SP:Iteration 6Q (1433.329943 sec): 3 clusters Score: Raw -2897939.749087 + Penalty 3304.251652 = -2894635.497434 nChanged 1284 SP:Iteration 7Q (1433.422867 sec): 3 clusters Score: Raw -2898593.342116 + Penalty 3304.251652 = -2895289.090464 nChanged 1196 SP:Iteration 8Q (1433.511955 sec): 3 clusters Score: Raw -2899224.849888 + Penalty 3304.251652 = -2895920.598236 nChanged 1164 SP:Iteration 9Q (1433.608930 sec): 3 clusters Score: Raw -2899798.212809 + Penalty 3304.251652 = -2896493.961157 nChanged 972 SP:Iteration 10Q (1433.684437 sec): 3 clusters Score: Raw -2900269.608509 + Penalty 3304.251652 = -2896965.356857 nChanged 858 SP:Iteration 11Q (1433.772563 sec): 3 clusters Score: Raw -2900648.808219 + Penalty 3304.251652 = -2897344.556567 nChanged 728 SP:Iteration 12Q (1433.871221 sec): 3 clusters Score: Raw -2900919.608048 + Penalty 3304.251652 = -2897615.356396 nChanged 574 SP:Iteration 13Q (1433.956794 sec): 3 clusters Score: Raw -2901109.345096 + Penalty 3304.251652 = -2897805.093444 nChanged 475 SP:Iteration 14Q (1434.064395 sec): 3 clusters Score: Raw -2901266.335599 + Penalty 3304.251652 = -2897962.083946 nChanged 439 SP:Iteration 15Q (1434.151182 sec): 3 clusters Score: Raw -2901399.356944 + Penalty 3304.251652 = -2898095.105292 nChanged 397 SP:Iteration 16Q (1434.235820 sec): 3 clusters Score: Raw -2901517.708145 + Penalty 3304.251652 = -2898213.456492 nChanged 398 SP:Iteration 17Q (1434.321981 sec): 3 clusters Score: Raw -2901635.538569 + Penalty 3304.251652 = -2898331.286917 nChanged 380 SP:Iteration 18Q (1434.412005 sec): 3 clusters Score: Raw -2901742.363546 + Penalty 3304.251652 = -2898438.111893 nChanged 341 SP:Iteration 19Q (1434.506737 sec): 3 clusters Score: Raw -2901833.720393 + Penalty 3304.251652 = -2898529.468741 nChanged 335 SP:Iteration 20F (1434.587842 sec): 3 clusters Score: Raw -2901922.389161 + Penalty 3304.251652 = -2898618.137509 nChanged 292 SP:Iteration 21Q (1434.672982 sec): 3 clusters Score: Raw -2901991.126080 + Penalty 3304.251652 = -2898686.874428 nChanged 244 SP:Iteration 22Q (1434.763947 sec): 3 clusters Score: Raw -2902042.783735 + Penalty 3304.251652 = -2898738.532083 nChanged 248 SP:Iteration 23Q (1434.855865 sec): 3 clusters Score: Raw -2902099.476317 + Penalty 3304.251652 = -2898795.224665 nChanged 238 SP:Iteration 24Q (1434.938881 sec): 3 clusters Score: Raw -2902150.299718 + Penalty 3304.251652 = -2898846.048066 nChanged 238 SP:Iteration 25Q (1435.036830 sec): 3 clusters Score: Raw -2902198.545497 + Penalty 3304.251652 = -2898894.293845 nChanged 213 SP:Iteration 26Q (1435.118053 sec): 3 clusters Score: Raw -2902238.246992 + Penalty 3304.251652 = -2898933.995340 nChanged 188 SP:Iteration 27Q (1435.212109 sec): 3 clusters Score: Raw -2902271.408325 + Penalty 3304.251652 = -2898967.156673 nChanged 195 SP:Iteration 28Q (1435.290815 sec): 3 clusters Score: Raw -2902308.356898 + Penalty 3304.251652 = -2899004.105246 nChanged 219 SP:Iteration 29Q (1435.376620 sec): 3 clusters Score: Raw -2902351.558728 + Penalty 3304.251652 = -2899047.307076 nChanged 231 SP:Iteration 30Q (1435.466129 sec): 3 clusters Score: Raw -2902402.550354 + Penalty 3304.251652 = -2899098.298702 nChanged 235 SP:Iteration 31Q (1435.560300 sec): 3 clusters Score: Raw -2902456.283147 + Penalty 3304.251652 = -2899152.031494 nChanged 233 SP:Iteration 32Q (1435.638556 sec): 3 clusters Score: Raw -2902508.164775 + Penalty 3304.251652 = -2899203.913123 nChanged 203 SP:Iteration 33Q (1435.733646 sec): 3 clusters Score: Raw -2902551.604224 + Penalty 3304.251652 = -2899247.352572 nChanged 203 SP:Iteration 34Q (1435.816604 sec): 3 clusters Score: Raw -2902593.966878 + Penalty 3304.251652 = -2899289.715225 nChanged 195 SP:Iteration 35Q (1435.903072 sec): 3 clusters Score: Raw -2902632.786296 + Penalty 3304.251652 = -2899328.534644 nChanged 202 SP:Iteration 36Q (1435.985725 sec): 3 clusters Score: Raw -2902677.092438 + Penalty 3304.251652 = -2899372.840786 nChanged 206 SP:Iteration 37Q (1436.070247 sec): 3 clusters Score: Raw -2902735.121225 + Penalty 3304.251652 = -2899430.869573 nChanged 241 SP:Iteration 38Q (1436.161416 sec): 3 clusters Score: Raw -2902805.429274 + Penalty 3304.251652 = -2899501.177622 nChanged 225 SP:Iteration 39Q (1436.239122 sec): 3 clusters Score: Raw -2902868.948087 + Penalty 3304.251652 = -2899564.696434 nChanged 226 SP:Iteration 40F (1436.331606 sec): 3 clusters Score: Raw -2902934.721634 + Penalty 3304.251652 = -2899630.469982 nChanged 228 SP:Iteration 41Q (1436.406660 sec): 3 clusters Score: Raw -2903001.877338 + Penalty 3304.251652 = -2899697.625686 nChanged 235 SP:Iteration 42Q (1436.492739 sec): 3 clusters Score: Raw -2903069.563789 + Penalty 3304.251652 = -2899765.312137 nChanged 227 SP:Iteration 43Q (1436.587312 sec): 3 clusters Score: Raw -2903141.050242 + Penalty 3304.251652 = -2899836.798590 nChanged 226 SP:Iteration 44Q (1436.668195 sec): 3 clusters Score: Raw -2903224.716929 + Penalty 3304.251652 = -2899920.465277 nChanged 234 SP:Iteration 45Q (1436.756853 sec): 3 clusters Score: Raw -2903307.383491 + Penalty 3304.251652 = -2900003.131838 nChanged 210 SP:Iteration 46Q (1436.839666 sec): 3 clusters Score: Raw -2903375.335027 + Penalty 3304.251652 = -2900071.083374 nChanged 187 SP:Iteration 47Q (1436.924848 sec): 3 clusters Score: Raw -2903437.410308 + Penalty 3304.251652 = -2900133.158656 nChanged 200 SP:Iteration 48Q (1437.000431 sec): 3 clusters Score: Raw -2903511.215189 + Penalty 3304.251652 = -2900206.963537 nChanged 202 SP:Iteration 49Q (1437.093794 sec): 3 clusters Score: Raw -2903578.254276 + Penalty 3304.251652 = -2900274.002624 nChanged 196 SP:Iteration 50Q (1437.167894 sec): 3 clusters Score: Raw -2903648.077150 + Penalty 3304.251652 = -2900343.825498 nChanged 182 SP:Iteration 51Q (1437.260670 sec): 3 clusters Score: Raw -2903711.417571 + Penalty 3304.251652 = -2900407.165919 nChanged 164 SP:Iteration 52Q (1437.340086 sec): 3 clusters Score: Raw -2903763.789084 + Penalty 3304.251652 = -2900459.537432 nChanged 144 SP:Iteration 53Q (1437.422191 sec): 3 clusters Score: Raw -2903808.480310 + Penalty 3304.251652 = -2900504.228658 nChanged 124 SP:Iteration 54Q (1437.512659 sec): 3 clusters Score: Raw -2903844.207601 + Penalty 3304.251652 = -2900539.955949 nChanged 99 SP:Iteration 55Q (1437.589323 sec): 3 clusters Score: Raw -2903870.233424 + Penalty 3304.251652 = -2900565.981772 nChanged 81 SP:Iteration 56Q (1437.671539 sec): 3 clusters Score: Raw -2903889.749428 + Penalty 3304.251652 = -2900585.497775 nChanged 70 SP:Iteration 57Q (1437.755205 sec): 3 clusters Score: Raw -2903908.829667 + Penalty 3304.251652 = -2900604.578015 nChanged 70 SP:Iteration 58Q (1437.842715 sec): 3 clusters Score: Raw -2903927.084234 + Penalty 3304.251652 = -2900622.832581 nChanged 78 SP:Iteration 59Q (1437.915484 sec): 3 clusters Score: Raw -2903947.154933 + Penalty 3304.251652 = -2900642.903281 nChanged 55 SP:Iteration 60F (1438.004420 sec): 3 clusters Score: Raw -2903962.447402 + Penalty 3304.251652 = -2900658.195750 nChanged 46 SP:Iteration 61Q (1438.081975 sec): 3 clusters Score: Raw -2903974.437912 + Penalty 3304.251652 = -2900670.186259 nChanged 45 SP:Iteration 62Q (1438.171951 sec): 3 clusters Score: Raw -2903987.470516 + Penalty 3304.251652 = -2900683.218864 nChanged 46 SP:Iteration 63Q (1438.241255 sec): 3 clusters Score: Raw -2903999.503570 + Penalty 3304.251652 = -2900695.251918 nChanged 45 SP:Iteration 64Q (1438.328971 sec): 3 clusters Score: Raw -2904010.829395 + Penalty 3304.251652 = -2900706.577743 nChanged 48 SP:Iteration 65Q (1438.403991 sec): 3 clusters Score: Raw -2904023.635018 + Penalty 3304.251652 = -2900719.383366 nChanged 50 SP:Iteration 66Q (1438.493019 sec): 3 clusters Score: Raw -2904041.167738 + Penalty 3304.251652 = -2900736.916086 nChanged 47 SP:Iteration 67Q (1438.577874 sec): 3 clusters Score: Raw -2904056.221796 + Penalty 3304.251652 = -2900751.970144 nChanged 44 SP:Iteration 68Q (1438.663284 sec): 3 clusters Score: Raw -2904072.095422 + Penalty 3304.251652 = -2900767.843770 nChanged 27 SP:Iteration 69Q (1438.740953 sec): 3 clusters Score: Raw -2904088.354745 + Penalty 3304.251652 = -2900784.103093 nChanged 45 SP:Iteration 70Q (1438.822886 sec): 3 clusters Score: Raw -2904111.480881 + Penalty 3304.251652 = -2900807.229229 nChanged 42 SP:Iteration 71Q (1438.901099 sec): 3 clusters Score: Raw -2904133.157170 + Penalty 3304.251652 = -2900828.905518 nChanged 50 SP:Iteration 72Q (1438.972409 sec): 3 clusters Score: Raw -2904164.309927 + Penalty 3304.251652 = -2900860.058274 nChanged 59 SP:Iteration 73Q (1439.058392 sec): 3 clusters Score: Raw -2904200.654840 + Penalty 3304.251652 = -2900896.403187 nChanged 50 SP:Iteration 74Q (1439.134252 sec): 3 clusters Score: Raw -2904227.339747 + Penalty 3304.251652 = -2900923.088094 nChanged 50 SP:Iteration 75Q (1439.217969 sec): 3 clusters Score: Raw -2904253.363105 + Penalty 3304.251652 = -2900949.111453 nChanged 45 SP:Iteration 76Q (1439.303686 sec): 3 clusters Score: Raw -2904269.079708 + Penalty 3304.251652 = -2900964.828056 nChanged 34 SP:Iteration 77Q (1439.383237 sec): 3 clusters Score: Raw -2904284.604742 + Penalty 3304.251652 = -2900980.353090 nChanged 34 SP:Iteration 78Q (1439.462443 sec): 3 clusters Score: Raw -2904298.925233 + Penalty 3304.251652 = -2900994.673581 nChanged 24 SP:Iteration 79Q (1439.544036 sec): 3 clusters Score: Raw -2904305.887642 + Penalty 3304.251652 = -2901001.635990 nChanged 20 SP:Iteration 80F (1439.634753 sec): 3 clusters Score: Raw -2904312.151772 + Penalty 3304.251652 = -2901007.900120 nChanged 20 SP:Iteration 81Q (1439.710589 sec): 3 clusters Score: Raw -2904316.936717 + Penalty 3304.251652 = -2901012.685065 nChanged 18 SP:Iteration 82Q (1439.792835 sec): 3 clusters Score: Raw -2904321.757884 + Penalty 3304.251652 = -2901017.506232 nChanged 9 SP:Iteration 83Q (1439.865470 sec): 3 clusters Score: Raw -2904324.725907 + Penalty 3304.251652 = -2901020.474255 nChanged 11 SP:Iteration 84Q (1439.943531 sec): 3 clusters Score: Raw -2904327.753727 + Penalty 3304.251652 = -2901023.502075 nChanged 13 SP:Iteration 85Q (1440.019942 sec): 3 clusters Score: Raw -2904333.254401 + Penalty 3304.251652 = -2901029.002749 nChanged 12 SP:Iteration 86Q (1440.100994 sec): 3 clusters Score: Raw -2904336.890783 + Penalty 3304.251652 = -2901032.639131 nChanged 15 SP:Iteration 87Q (1440.169567 sec): 3 clusters Score: Raw -2904340.576033 + Penalty 3304.251652 = -2901036.324381 nChanged 12 SP:Iteration 88Q (1440.254487 sec): 3 clusters Score: Raw -2904343.237711 + Penalty 3304.251652 = -2901038.986059 nChanged 8 SP:Iteration 89Q (1440.324912 sec): 3 clusters Score: Raw -2904344.931801 + Penalty 3304.251652 = -2901040.680149 nChanged 7 SP:Iteration 90Q (1440.410876 sec): 3 clusters Score: Raw -2904346.539496 + Penalty 3304.251652 = -2901042.287844 nChanged 6 SP:Iteration 91Q (1440.490833 sec): 3 clusters Score: Raw -2904348.151474 + Penalty 3304.251652 = -2901043.899822 nChanged 7 SP:Iteration 92Q (1440.570722 sec): 3 clusters Score: Raw -2904349.758968 + Penalty 3304.251652 = -2901045.507315 nChanged 3 SP:Iteration 93Q (1440.651839 sec): 3 clusters Score: Raw -2904350.333144 + Penalty 3304.251652 = -2901046.081492 nChanged 4 SP:Iteration 94Q (1440.736688 sec): 3 clusters Score: Raw -2904351.385854 + Penalty 3304.251652 = -2901047.134202 nChanged 7 SP:Iteration 95Q (1440.811352 sec): 3 clusters Score: Raw -2904353.244856 + Penalty 3304.251652 = -2901048.993204 nChanged 6 SP:Iteration 96Q (1440.899558 sec): 3 clusters Score: Raw -2904354.465760 + Penalty 3304.251652 = -2901050.214107 nChanged 3 SP:Iteration 97Q (1440.965355 sec): 3 clusters Score: Raw -2904355.239770 + Penalty 3304.251652 = -2901050.988118 nChanged 5 SP:Iteration 98Q (1441.051281 sec): 3 clusters Score: Raw -2904356.568902 + Penalty 3304.251652 = -2901052.317250 nChanged 10 SP:Iteration 99Q (1441.117451 sec): 3 clusters Score: Raw -2904359.235129 + Penalty 3304.251652 = -2901054.983477 nChanged 7 SP:Iteration 100F (1441.210355 sec): 3 clusters Score: Raw -2904360.386605 + Penalty 3304.251652 = -2901056.134953 nChanged 7 SP:Iteration 101Q (1441.294951 sec): 3 clusters Score: Raw -2904361.370409 + Penalty 3304.251652 = -2901057.118757 nChanged 5 SP:Iteration 102Q (1441.370248 sec): 3 clusters Score: Raw -2904362.410755 + Penalty 3304.251652 = -2901058.159103 nChanged 3 SP:Iteration 103Q (1441.438478 sec): 3 clusters Score: Raw -2904362.769332 + Penalty 3304.251652 = -2901058.517680 nChanged 0 SP:Iteration 104F (1441.534140 sec): 3 clusters Score: Raw -2904362.769332 + Penalty 3304.251652 = -2901058.517680 nChanged 0 Trying to split cluster 8 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1441.551303 sec): 2 clusters Score: Raw -252216.855204 + Penalty 1233.595520 = -250983.259684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1441.604910 sec): 3 clusters Score: Raw -251396.192430 + Penalty 2467.191040 = -248929.001390 nChanged 645 SP:Iteration 1F (1441.638639 sec): 3 clusters Score: Raw -251846.461642 + Penalty 2467.191040 = -249379.270602 nChanged 197 SP:Iteration 2F (1441.696867 sec): 3 clusters Score: Raw -252028.481239 + Penalty 2467.191040 = -249561.290198 nChanged 104 SP:Iteration 3F (1441.736668 sec): 3 clusters Score: Raw -252116.702250 + Penalty 2467.191040 = -249649.511210 nChanged 68 SP:Iteration 4Q (1441.785628 sec): 3 clusters Score: Raw -252162.120658 + Penalty 2467.191040 = -249694.929618 nChanged 52 SP:Iteration 5Q (1441.831942 sec): 3 clusters Score: Raw -252192.686012 + Penalty 2467.191040 = -249725.494972 nChanged 50 SP:Iteration 6Q (1441.876702 sec): 3 clusters Score: Raw -252223.558951 + Penalty 2467.191040 = -249756.367911 nChanged 43 SP:Iteration 7Q (1441.926550 sec): 3 clusters Score: Raw -252264.507088 + Penalty 2467.191040 = -249797.316047 nChanged 58 SP:Iteration 8Q (1441.971855 sec): 3 clusters Score: Raw -252319.307825 + Penalty 2467.191040 = -249852.116785 nChanged 59 SP:Iteration 9Q (1442.019139 sec): 3 clusters Score: Raw -252375.775848 + Penalty 2467.191040 = -249908.584808 nChanged 59 SP:Iteration 10Q (1442.062809 sec): 3 clusters Score: Raw -252445.466107 + Penalty 2467.191040 = -249978.275066 nChanged 57 SP:Iteration 11Q (1442.105693 sec): 3 clusters Score: Raw -252513.934606 + Penalty 2467.191040 = -250046.743565 nChanged 61 SP:Iteration 12Q (1442.150440 sec): 3 clusters Score: Raw -252585.130528 + Penalty 2467.191040 = -250117.939488 nChanged 65 SP:Iteration 13Q (1442.184577 sec): 3 clusters Score: Raw -252655.521468 + Penalty 2467.191040 = -250188.330428 nChanged 49 SP:Iteration 14Q (1442.229793 sec): 3 clusters Score: Raw -252713.410395 + Penalty 2467.191040 = -250246.219355 nChanged 47 SP:Iteration 15Q (1442.277477 sec): 3 clusters Score: Raw -252759.608491 + Penalty 2467.191040 = -250292.417451 nChanged 39 SP:Iteration 16Q (1442.316266 sec): 3 clusters Score: Raw -252802.789023 + Penalty 2467.191040 = -250335.597983 nChanged 35 SP:Iteration 17Q (1442.360375 sec): 3 clusters Score: Raw -252839.664286 + Penalty 2467.191040 = -250372.473246 nChanged 28 SP:Iteration 18Q (1442.407313 sec): 3 clusters Score: Raw -252865.356439 + Penalty 2467.191040 = -250398.165398 nChanged 27 SP:Iteration 19Q (1442.464544 sec): 3 clusters Score: Raw -252887.942970 + Penalty 2467.191040 = -250420.751930 nChanged 16 SP:Iteration 20F (1442.510904 sec): 3 clusters Score: Raw -252901.707428 + Penalty 2467.191040 = -250434.516388 nChanged 10 SP:Iteration 21Q (1442.552760 sec): 3 clusters Score: Raw -252909.891012 + Penalty 2467.191040 = -250442.699971 nChanged 10 SP:Iteration 22Q (1442.612754 sec): 3 clusters Score: Raw -252918.475993 + Penalty 2467.191040 = -250451.284952 nChanged 11 SP:Iteration 23Q (1442.649681 sec): 3 clusters Score: Raw -252927.381067 + Penalty 2467.191040 = -250460.190027 nChanged 12 SP:Iteration 24Q (1442.697883 sec): 3 clusters Score: Raw -252937.659208 + Penalty 2467.191040 = -250470.468168 nChanged 13 SP:Iteration 25Q (1442.740683 sec): 3 clusters Score: Raw -252949.724537 + Penalty 2467.191040 = -250482.533497 nChanged 13 SP:Iteration 26Q (1442.783372 sec): 3 clusters Score: Raw -252959.939153 + Penalty 2467.191040 = -250492.748113 nChanged 13 SP:Iteration 27Q (1442.835661 sec): 3 clusters Score: Raw -252969.037074 + Penalty 2467.191040 = -250501.846034 nChanged 10 SP:Iteration 28Q (1442.874518 sec): 3 clusters Score: Raw -252977.395993 + Penalty 2467.191040 = -250510.204952 nChanged 3 SP:Iteration 29Q (1442.934534 sec): 3 clusters Score: Raw -252980.097629 + Penalty 2467.191040 = -250512.906589 nChanged 6 SP:Iteration 30Q (1442.969954 sec): 3 clusters Score: Raw -252985.929797 + Penalty 2467.191040 = -250518.738757 nChanged 8 SP:Iteration 31Q (1443.012340 sec): 3 clusters Score: Raw -252990.931520 + Penalty 2467.191040 = -250523.740479 nChanged 4 SP:Iteration 32Q (1443.063118 sec): 3 clusters Score: Raw -252993.334491 + Penalty 2467.191040 = -250526.143451 nChanged 3 SP:Iteration 33Q (1443.117837 sec): 3 clusters Score: Raw -252995.736553 + Penalty 2467.191040 = -250528.545513 nChanged 4 SP:Iteration 34Q (1443.165722 sec): 3 clusters Score: Raw -252998.458151 + Penalty 2467.191040 = -250531.267111 nChanged 2 SP:Iteration 35Q (1443.207676 sec): 3 clusters Score: Raw -252999.326690 + Penalty 2467.191040 = -250532.135650 nChanged 1 SP:Iteration 36Q (1443.257814 sec): 3 clusters Score: Raw -252999.419519 + Penalty 2467.191040 = -250532.228479 nChanged 0 SP:Iteration 37F (1443.295248 sec): 3 clusters Score: Raw -252999.419519 + Penalty 2467.191040 = -250532.228479 nChanged 0 Trying to split cluster 9 (3998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1443.334552 sec): 2 clusters Score: Raw -429715.341162 + Penalty 1347.701796 = -428367.639366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1443.374899 sec): 3 clusters Score: Raw -427695.937978 + Penalty 2695.403592 = -425000.534385 nChanged 1611 SP:Iteration 1F (1443.426587 sec): 3 clusters Score: Raw -428659.328976 + Penalty 2695.403592 = -425963.925384 nChanged 316 SP:Iteration 2F (1443.481948 sec): 3 clusters Score: Raw -428895.119908 + Penalty 2695.403592 = -426199.716315 nChanged 261 SP:Iteration 3F (1443.530569 sec): 3 clusters Score: Raw -429077.827622 + Penalty 2695.403592 = -426382.424030 nChanged 195 SP:Iteration 4Q (1443.583226 sec): 3 clusters Score: Raw -429203.167111 + Penalty 2695.403592 = -426507.763519 nChanged 183 SP:Iteration 5Q (1443.626099 sec): 3 clusters Score: Raw -429306.643721 + Penalty 2695.403592 = -426611.240128 nChanged 131 SP:Iteration 6Q (1443.674773 sec): 3 clusters Score: Raw -429385.668453 + Penalty 2695.403592 = -426690.264860 nChanged 106 SP:Iteration 7Q (1443.722143 sec): 3 clusters Score: Raw -429441.725874 + Penalty 2695.403592 = -426746.322281 nChanged 94 SP:Iteration 8Q (1443.763519 sec): 3 clusters Score: Raw -429496.425953 + Penalty 2695.403592 = -426801.022360 nChanged 89 SP:Iteration 9Q (1443.815648 sec): 3 clusters Score: Raw -429535.518543 + Penalty 2695.403592 = -426840.114951 nChanged 81 SP:Iteration 10Q (1443.868593 sec): 3 clusters Score: Raw -429563.763071 + Penalty 2695.403592 = -426868.359478 nChanged 46 SP:Iteration 11Q (1443.922483 sec): 3 clusters Score: Raw -429577.215422 + Penalty 2695.403592 = -426881.811830 nChanged 38 SP:Iteration 12Q (1443.970884 sec): 3 clusters Score: Raw -429589.630501 + Penalty 2695.403592 = -426894.226909 nChanged 33 SP:Iteration 13Q (1444.017902 sec): 3 clusters Score: Raw -429598.737188 + Penalty 2695.403592 = -426903.333596 nChanged 22 SP:Iteration 14Q (1444.071420 sec): 3 clusters Score: Raw -429607.420143 + Penalty 2695.403592 = -426912.016551 nChanged 20 SP:Iteration 15Q (1444.127070 sec): 3 clusters Score: Raw -429612.313164 + Penalty 2695.403592 = -426916.909572 nChanged 12 SP:Iteration 16Q (1444.179440 sec): 3 clusters Score: Raw -429615.655792 + Penalty 2695.403592 = -426920.252200 nChanged 14 SP:Iteration 17Q (1444.218793 sec): 3 clusters Score: Raw -429619.990014 + Penalty 2695.403592 = -426924.586422 nChanged 11 SP:Iteration 18Q (1444.270644 sec): 3 clusters Score: Raw -429623.092678 + Penalty 2695.403592 = -426927.689085 nChanged 10 SP:Iteration 19Q (1444.329299 sec): 3 clusters Score: Raw -429625.470132 + Penalty 2695.403592 = -426930.066540 nChanged 10 SP:Iteration 20F (1444.377108 sec): 3 clusters Score: Raw -429627.860395 + Penalty 2695.403592 = -426932.456802 nChanged 6 SP:Iteration 21Q (1444.426460 sec): 3 clusters Score: Raw -429629.373924 + Penalty 2695.403592 = -426933.970331 nChanged 5 SP:Iteration 22Q (1444.475776 sec): 3 clusters Score: Raw -429630.985396 + Penalty 2695.403592 = -426935.581803 nChanged 7 SP:Iteration 23Q (1444.523029 sec): 3 clusters Score: Raw -429635.189009 + Penalty 2695.403592 = -426939.785416 nChanged 12 SP:Iteration 24Q (1444.572243 sec): 3 clusters Score: Raw -429641.386209 + Penalty 2695.403592 = -426945.982617 nChanged 9 SP:Iteration 25Q (1444.625065 sec): 3 clusters Score: Raw -429644.663990 + Penalty 2695.403592 = -426949.260398 nChanged 11 SP:Iteration 26Q (1444.664847 sec): 3 clusters Score: Raw -429647.940754 + Penalty 2695.403592 = -426952.537161 nChanged 16 SP:Iteration 27Q (1444.723234 sec): 3 clusters Score: Raw -429653.924601 + Penalty 2695.403592 = -426958.521009 nChanged 27 SP:Iteration 28Q (1444.764981 sec): 3 clusters Score: Raw -429667.324571 + Penalty 2695.403592 = -426971.920978 nChanged 28 SP:Iteration 29Q (1444.814407 sec): 3 clusters Score: Raw -429682.053946 + Penalty 2695.403592 = -426986.650354 nChanged 34 SP:Iteration 30Q (1444.870416 sec): 3 clusters Score: Raw -429695.149619 + Penalty 2695.403592 = -426999.746027 nChanged 36 SP:Iteration 31Q (1444.908237 sec): 3 clusters Score: Raw -429708.999609 + Penalty 2695.403592 = -427013.596017 nChanged 41 SP:Iteration 32Q (1444.974277 sec): 3 clusters Score: Raw -429721.349500 + Penalty 2695.403592 = -427025.945907 nChanged 38 SP:Iteration 33Q (1445.022881 sec): 3 clusters Score: Raw -429734.992712 + Penalty 2695.403592 = -427039.589119 nChanged 34 SP:Iteration 34Q (1445.066727 sec): 3 clusters Score: Raw -429751.489648 + Penalty 2695.403592 = -427056.086056 nChanged 35 SP:Iteration 35Q (1445.121827 sec): 3 clusters Score: Raw -429769.423381 + Penalty 2695.403592 = -427074.019789 nChanged 36 SP:Iteration 36Q (1445.180257 sec): 3 clusters Score: Raw -429783.572707 + Penalty 2695.403592 = -427088.169114 nChanged 30 SP:Iteration 37Q (1445.221803 sec): 3 clusters Score: Raw -429795.766533 + Penalty 2695.403592 = -427100.362940 nChanged 26 SP:Iteration 38Q (1445.268394 sec): 3 clusters Score: Raw -429807.201156 + Penalty 2695.403592 = -427111.797564 nChanged 21 SP:Iteration 39Q (1445.323637 sec): 3 clusters Score: Raw -429817.145504 + Penalty 2695.403592 = -427121.741911 nChanged 27 SP:Iteration 40F (1445.367882 sec): 3 clusters Score: Raw -429825.043641 + Penalty 2695.403592 = -427129.640049 nChanged 19 SP:Iteration 41Q (1445.416248 sec): 3 clusters Score: Raw -429833.385456 + Penalty 2695.403592 = -427137.981864 nChanged 16 SP:Iteration 42Q (1445.469008 sec): 3 clusters Score: Raw -429838.636036 + Penalty 2695.403592 = -427143.232444 nChanged 12 SP:Iteration 43Q (1445.526602 sec): 3 clusters Score: Raw -429843.190889 + Penalty 2695.403592 = -427147.787296 nChanged 12 SP:Iteration 44Q (1445.573452 sec): 3 clusters Score: Raw -429845.444364 + Penalty 2695.403592 = -427150.040772 nChanged 6 SP:Iteration 45Q (1445.619634 sec): 3 clusters Score: Raw -429847.015132 + Penalty 2695.403592 = -427151.611540 nChanged 7 SP:Iteration 46Q (1445.665369 sec): 3 clusters Score: Raw -429848.973755 + Penalty 2695.403592 = -427153.570162 nChanged 9 SP:Iteration 47Q (1445.720019 sec): 3 clusters Score: Raw -429851.981720 + Penalty 2695.403592 = -427156.578127 nChanged 8 SP:Iteration 48Q (1445.775170 sec): 3 clusters Score: Raw -429854.505999 + Penalty 2695.403592 = -427159.102406 nChanged 7 SP:Iteration 49Q (1445.813960 sec): 3 clusters Score: Raw -429856.078746 + Penalty 2695.403592 = -427160.675154 nChanged 3 SP:Iteration 50Q (1445.866721 sec): 3 clusters Score: Raw -429856.864843 + Penalty 2695.403592 = -427161.461250 nChanged 4 SP:Iteration 51Q (1445.910575 sec): 3 clusters Score: Raw -429858.115610 + Penalty 2695.403592 = -427162.712018 nChanged 2 SP:Iteration 52Q (1445.969431 sec): 3 clusters Score: Raw -429858.500807 + Penalty 2695.403592 = -427163.097214 nChanged 1 SP:Iteration 53Q (1446.016464 sec): 3 clusters Score: Raw -429858.639509 + Penalty 2695.403592 = -427163.235917 nChanged 0 SP:Iteration 54F (1446.066469 sec): 3 clusters Score: Raw -429858.639509 + Penalty 2695.403592 = -427163.235917 nChanged 0 Trying to split cluster 10 (1931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1446.088986 sec): 2 clusters Score: Raw -226743.325204 + Penalty 1229.441408 = -225513.883796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1446.128682 sec): 3 clusters Score: Raw -225912.345278 + Penalty 2458.882817 = -223453.462461 nChanged 694 SP:Iteration 1F (1446.182470 sec): 3 clusters Score: Raw -226337.235410 + Penalty 2458.882817 = -223878.352593 nChanged 132 SP:Iteration 2F (1446.231365 sec): 3 clusters Score: Raw -226434.889123 + Penalty 2458.882817 = -223976.006306 nChanged 95 SP:Iteration 3Q (1446.278464 sec): 3 clusters Score: Raw -226516.162623 + Penalty 2458.882817 = -224057.279806 nChanged 80 SP:Iteration 4Q (1446.331009 sec): 3 clusters Score: Raw -226583.045261 + Penalty 2458.882817 = -224124.162444 nChanged 81 SP:Iteration 5Q (1446.381203 sec): 3 clusters Score: Raw -226654.375756 + Penalty 2458.882817 = -224195.492939 nChanged 68 SP:Iteration 6Q (1446.417940 sec): 3 clusters Score: Raw -226701.906149 + Penalty 2458.882817 = -224243.023332 nChanged 43 SP:Iteration 7Q (1446.463249 sec): 3 clusters Score: Raw -226739.120739 + Penalty 2458.882817 = -224280.237922 nChanged 46 SP:Iteration 8Q (1446.507526 sec): 3 clusters Score: Raw -226775.375255 + Penalty 2458.882817 = -224316.492439 nChanged 46 SP:Iteration 9Q (1446.549770 sec): 3 clusters Score: Raw -226816.038375 + Penalty 2458.882817 = -224357.155558 nChanged 45 SP:Iteration 10Q (1446.602953 sec): 3 clusters Score: Raw -226855.418216 + Penalty 2458.882817 = -224396.535400 nChanged 40 SP:Iteration 11Q (1446.652824 sec): 3 clusters Score: Raw -226891.677624 + Penalty 2458.882817 = -224432.794807 nChanged 46 SP:Iteration 12Q (1446.686046 sec): 3 clusters Score: Raw -226925.352616 + Penalty 2458.882817 = -224466.469800 nChanged 31 SP:Iteration 13Q (1446.731997 sec): 3 clusters Score: Raw -226944.883714 + Penalty 2458.882817 = -224486.000897 nChanged 22 SP:Iteration 14Q (1446.778986 sec): 3 clusters Score: Raw -226956.758849 + Penalty 2458.882817 = -224497.876032 nChanged 15 SP:Iteration 15Q (1446.824257 sec): 3 clusters Score: Raw -226963.506393 + Penalty 2458.882817 = -224504.623576 nChanged 14 SP:Iteration 16Q (1446.872753 sec): 3 clusters Score: Raw -226970.824777 + Penalty 2458.882817 = -224511.941960 nChanged 12 SP:Iteration 17Q (1446.918312 sec): 3 clusters Score: Raw -226976.451101 + Penalty 2458.882817 = -224517.568284 nChanged 11 SP:Iteration 18Q (1446.964615 sec): 3 clusters Score: Raw -226981.177471 + Penalty 2458.882817 = -224522.294655 nChanged 11 SP:Iteration 19Q (1447.011932 sec): 3 clusters Score: Raw -226986.805964 + Penalty 2458.882817 = -224527.923148 nChanged 9 SP:Iteration 20F (1447.054720 sec): 3 clusters Score: Raw -226991.280594 + Penalty 2458.882817 = -224532.397777 nChanged 6 SP:Iteration 21Q (1447.102133 sec): 3 clusters Score: Raw -226993.855294 + Penalty 2458.882817 = -224534.972477 nChanged 4 SP:Iteration 22Q (1447.152356 sec): 3 clusters Score: Raw -226995.653662 + Penalty 2458.882817 = -224536.770845 nChanged 8 SP:Iteration 23Q (1447.201096 sec): 3 clusters Score: Raw -227001.465547 + Penalty 2458.882817 = -224542.582730 nChanged 8 SP:Iteration 24Q (1447.244924 sec): 3 clusters Score: Raw -227005.026856 + Penalty 2458.882817 = -224546.144039 nChanged 6 SP:Iteration 25Q (1447.282138 sec): 3 clusters Score: Raw -227007.598637 + Penalty 2458.882817 = -224548.715820 nChanged 2 SP:Iteration 26Q (1447.320202 sec): 3 clusters Score: Raw -227008.005910 + Penalty 2458.882817 = -224549.123093 nChanged 0 SP:Iteration 27F (1447.355296 sec): 3 clusters Score: Raw -227008.005910 + Penalty 2458.882817 = -224549.123093 nChanged 0 Trying to split cluster 11 (1715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1447.376388 sec): 2 clusters Score: Raw -209265.553426 + Penalty 1210.164858 = -208055.388567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1447.428655 sec): 3 clusters Score: Raw -208533.562714 + Penalty 2420.329717 = -206113.232997 nChanged 587 SP:Iteration 1F (1447.482457 sec): 3 clusters Score: Raw -208942.660929 + Penalty 2420.329717 = -206522.331212 nChanged 150 SP:Iteration 2F (1447.525601 sec): 3 clusters Score: Raw -209071.362813 + Penalty 2420.329717 = -206651.033097 nChanged 92 SP:Iteration 3F (1447.569053 sec): 3 clusters Score: Raw -209153.843098 + Penalty 2420.329717 = -206733.513381 nChanged 68 SP:Iteration 4Q (1447.610301 sec): 3 clusters Score: Raw -209206.972434 + Penalty 2420.329717 = -206786.642717 nChanged 43 SP:Iteration 5Q (1447.657943 sec): 3 clusters Score: Raw -209239.283121 + Penalty 2420.329717 = -206818.953404 nChanged 26 SP:Iteration 6Q (1447.705691 sec): 3 clusters Score: Raw -209258.976086 + Penalty 2420.329717 = -206838.646369 nChanged 21 SP:Iteration 7Q (1447.752362 sec): 3 clusters Score: Raw -209273.675197 + Penalty 2420.329717 = -206853.345480 nChanged 24 SP:Iteration 8Q (1447.787122 sec): 3 clusters Score: Raw -209293.390353 + Penalty 2420.329717 = -206873.060636 nChanged 22 SP:Iteration 9Q (1447.841014 sec): 3 clusters Score: Raw -209305.415380 + Penalty 2420.329717 = -206885.085663 nChanged 15 SP:Iteration 10Q (1447.874580 sec): 3 clusters Score: Raw -209314.569116 + Penalty 2420.329717 = -206894.239399 nChanged 14 SP:Iteration 11Q (1447.922226 sec): 3 clusters Score: Raw -209322.330888 + Penalty 2420.329717 = -206902.001171 nChanged 15 SP:Iteration 12Q (1447.976794 sec): 3 clusters Score: Raw -209331.642503 + Penalty 2420.329717 = -206911.312786 nChanged 18 SP:Iteration 13Q (1448.010164 sec): 3 clusters Score: Raw -209345.198133 + Penalty 2420.329717 = -206924.868417 nChanged 21 SP:Iteration 14Q (1448.064743 sec): 3 clusters Score: Raw -209360.805814 + Penalty 2420.329717 = -206940.476097 nChanged 20 SP:Iteration 15Q (1448.111636 sec): 3 clusters Score: Raw -209376.548027 + Penalty 2420.329717 = -206956.218310 nChanged 23 SP:Iteration 16Q (1448.160154 sec): 3 clusters Score: Raw -209397.229811 + Penalty 2420.329717 = -206976.900094 nChanged 24 SP:Iteration 17Q (1448.209244 sec): 3 clusters Score: Raw -209419.829176 + Penalty 2420.329717 = -206999.499459 nChanged 30 SP:Iteration 18Q (1448.250666 sec): 3 clusters Score: Raw -209451.470024 + Penalty 2420.329717 = -207031.140307 nChanged 29 SP:Iteration 19Q (1448.294071 sec): 3 clusters Score: Raw -209476.956171 + Penalty 2420.329717 = -207056.626454 nChanged 22 SP:Iteration 20F (1448.344357 sec): 3 clusters Score: Raw -209499.856959 + Penalty 2420.329717 = -207079.527242 nChanged 31 SP:Iteration 21Q (1448.390643 sec): 3 clusters Score: Raw -209546.617314 + Penalty 2420.329717 = -207126.287597 nChanged 35 SP:Iteration 22Q (1448.430239 sec): 3 clusters Score: Raw -209605.120860 + Penalty 2420.329717 = -207184.791143 nChanged 36 SP:Iteration 23Q (1448.489418 sec): 3 clusters Score: Raw -209650.379728 + Penalty 2420.329717 = -207230.050011 nChanged 32 SP:Iteration 24Q (1448.524970 sec): 3 clusters Score: Raw -209691.086973 + Penalty 2420.329717 = -207270.757256 nChanged 35 SP:Iteration 25Q (1448.577236 sec): 3 clusters Score: Raw -209732.742691 + Penalty 2420.329717 = -207312.412974 nChanged 22 SP:Iteration 26Q (1448.613306 sec): 3 clusters Score: Raw -209761.678524 + Penalty 2420.329717 = -207341.348807 nChanged 31 SP:Iteration 27Q (1448.659865 sec): 3 clusters Score: Raw -209790.713676 + Penalty 2420.329717 = -207370.383959 nChanged 18 SP:Iteration 28Q (1448.703185 sec): 3 clusters Score: Raw -209812.388188 + Penalty 2420.329717 = -207392.058471 nChanged 22 SP:Iteration 29Q (1448.750475 sec): 3 clusters Score: Raw -209840.486511 + Penalty 2420.329717 = -207420.156795 nChanged 23 SP:Iteration 30Q (1448.797937 sec): 3 clusters Score: Raw -209869.643856 + Penalty 2420.329717 = -207449.314140 nChanged 22 SP:Iteration 31Q (1448.834190 sec): 3 clusters Score: Raw -209891.113795 + Penalty 2420.329717 = -207470.784078 nChanged 17 SP:Iteration 32Q (1448.874209 sec): 3 clusters Score: Raw -209907.600004 + Penalty 2420.329717 = -207487.270287 nChanged 12 SP:Iteration 33Q (1448.929150 sec): 3 clusters Score: Raw -209919.291325 + Penalty 2420.329717 = -207498.961608 nChanged 13 SP:Iteration 34Q (1448.963990 sec): 3 clusters Score: Raw -209936.048219 + Penalty 2420.329717 = -207515.718502 nChanged 14 SP:Iteration 35Q (1448.993185 sec): 3 clusters Score: Raw -209951.256046 + Penalty 2420.329717 = -207530.926329 nChanged 14 SP:Iteration 36Q (1449.050856 sec): 3 clusters Score: Raw -209966.974387 + Penalty 2420.329717 = -207546.644670 nChanged 9 SP:Iteration 37Q (1449.091020 sec): 3 clusters Score: Raw -209975.309854 + Penalty 2420.329717 = -207554.980137 nChanged 5 SP:Iteration 38Q (1449.127412 sec): 3 clusters Score: Raw -209979.345859 + Penalty 2420.329717 = -207559.016142 nChanged 7 SP:Iteration 39Q (1449.178548 sec): 3 clusters Score: Raw -209983.979292 + Penalty 2420.329717 = -207563.649575 nChanged 3 SP:Iteration 40F (1449.231843 sec): 3 clusters Score: Raw -209987.787056 + Penalty 2420.329717 = -207567.457339 nChanged 5 SP:Iteration 41Q (1449.270201 sec): 3 clusters Score: Raw -209992.188425 + Penalty 2420.329717 = -207571.858708 nChanged 3 SP:Iteration 42Q (1449.324528 sec): 3 clusters Score: Raw -209994.569574 + Penalty 2420.329717 = -207574.239857 nChanged 0 SP:Iteration 43F (1449.370356 sec): 3 clusters Score: Raw -209994.569574 + Penalty 2420.329717 = -207574.239857 nChanged 0 Trying to split cluster 12 (54164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1449.459002 sec): 2 clusters Score: Raw -6517831.948598 + Penalty 1771.212911 = -6516060.735687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1449.594675 sec): 3 clusters Score: Raw -6483374.705749 + Penalty 3542.425822 = -6479832.279927 nChanged 25442 SP:Iteration 1F (1449.739461 sec): 3 clusters Score: Raw -6498112.881054 + Penalty 3542.425822 = -6494570.455232 nChanged 2142 SP:Iteration 2Q (1449.896228 sec): 3 clusters Score: Raw -6498834.659562 + Penalty 3542.425822 = -6495292.233740 nChanged 2359 SP:Iteration 3Q (1450.037538 sec): 3 clusters Score: Raw -6499833.880266 + Penalty 3542.425822 = -6496291.454444 nChanged 2747 SP:Iteration 4F (1450.184130 sec): 3 clusters Score: Raw -6501381.583354 + Penalty 3542.425822 = -6497839.157532 nChanged 3337 SP:Iteration 5F (1450.329684 sec): 3 clusters Score: Raw -6503724.661405 + Penalty 3542.425822 = -6500182.235583 nChanged 3846 SP:Iteration 6F (1450.458824 sec): 3 clusters Score: Raw -6506801.107588 + Penalty 3542.425822 = -6503258.681766 nChanged 3903 SP:Iteration 7F (1450.595583 sec): 3 clusters Score: Raw -6509910.220094 + Penalty 3542.425822 = -6506367.794272 nChanged 3409 SP:Iteration 8F (1450.737423 sec): 3 clusters Score: Raw -6512243.841909 + Penalty 3542.425822 = -6508701.416087 nChanged 2547 SP:Iteration 9Q (1450.874337 sec): 3 clusters Score: Raw -6513457.346864 + Penalty 3542.425822 = -6509914.921042 nChanged 1615 SP:Iteration 10Q (1451.014339 sec): 3 clusters Score: Raw -6514049.527660 + Penalty 3542.425822 = -6510507.101838 nChanged 1126 SP:Iteration 11Q (1451.151452 sec): 3 clusters Score: Raw -6514412.200517 + Penalty 3542.425822 = -6510869.774695 nChanged 926 SP:Iteration 12Q (1451.297777 sec): 3 clusters Score: Raw -6514715.402476 + Penalty 3542.425822 = -6511172.976654 nChanged 853 SP:Iteration 13Q (1451.438192 sec): 3 clusters Score: Raw -6514982.200723 + Penalty 3542.425822 = -6511439.774901 nChanged 769 SP:Iteration 14Q (1451.575634 sec): 3 clusters Score: Raw -6515213.091896 + Penalty 3542.425822 = -6511670.666074 nChanged 795 SP:Iteration 15Q (1451.706535 sec): 3 clusters Score: Raw -6515478.914130 + Penalty 3542.425822 = -6511936.488308 nChanged 791 SP:Iteration 16Q (1451.843375 sec): 3 clusters Score: Raw -6515747.401693 + Penalty 3542.425822 = -6512204.975871 nChanged 809 SP:Iteration 17Q (1451.973343 sec): 3 clusters Score: Raw -6516026.221164 + Penalty 3542.425822 = -6512483.795342 nChanged 786 SP:Iteration 18Q (1452.115716 sec): 3 clusters Score: Raw -6516292.425132 + Penalty 3542.425822 = -6512749.999310 nChanged 737 SP:Iteration 19Q (1452.253226 sec): 3 clusters Score: Raw -6516536.192414 + Penalty 3542.425822 = -6512993.766592 nChanged 690 SP:Iteration 20F (1452.397682 sec): 3 clusters Score: Raw -6516764.429996 + Penalty 3542.425822 = -6513222.004174 nChanged 672 SP:Iteration 21Q (1452.532596 sec): 3 clusters Score: Raw -6516991.437860 + Penalty 3542.425822 = -6513449.012038 nChanged 668 SP:Iteration 22Q (1452.656973 sec): 3 clusters Score: Raw -6517226.475829 + Penalty 3542.425822 = -6513684.050007 nChanged 681 SP:Iteration 23Q (1452.791399 sec): 3 clusters Score: Raw -6517477.517064 + Penalty 3542.425822 = -6513935.091242 nChanged 679 SP:Iteration 24Q (1452.917099 sec): 3 clusters Score: Raw -6517726.425001 + Penalty 3542.425822 = -6514183.999179 nChanged 651 SP:Iteration 25Q (1453.054978 sec): 3 clusters Score: Raw -6517960.656284 + Penalty 3542.425822 = -6514418.230462 nChanged 583 SP:Iteration 26Q (1453.196943 sec): 3 clusters Score: Raw -6518169.879291 + Penalty 3542.425822 = -6514627.453469 nChanged 533 SP:Iteration 27Q (1453.328512 sec): 3 clusters Score: Raw -6518364.236922 + Penalty 3542.425822 = -6514821.811100 nChanged 465 SP:Iteration 28Q (1453.448010 sec): 3 clusters Score: Raw -6518522.015140 + Penalty 3542.425822 = -6514979.589318 nChanged 382 SP:Iteration 29Q (1453.573537 sec): 3 clusters Score: Raw -6518657.845425 + Penalty 3542.425822 = -6515115.419603 nChanged 353 SP:Iteration 30Q (1453.693346 sec): 3 clusters Score: Raw -6518785.465327 + Penalty 3542.425822 = -6515243.039505 nChanged 335 SP:Iteration 31Q (1453.820035 sec): 3 clusters Score: Raw -6518919.836046 + Penalty 3542.425822 = -6515377.410223 nChanged 307 SP:Iteration 32Q (1453.938645 sec): 3 clusters Score: Raw -6519046.123505 + Penalty 3542.425822 = -6515503.697683 nChanged 276 SP:Iteration 33Q (1454.063855 sec): 3 clusters Score: Raw -6519158.299922 + Penalty 3542.425822 = -6515615.874100 nChanged 255 SP:Iteration 34Q (1454.185324 sec): 3 clusters Score: Raw -6519259.210387 + Penalty 3542.425822 = -6515716.784565 nChanged 204 SP:Iteration 35Q (1454.318653 sec): 3 clusters Score: Raw -6519319.266531 + Penalty 3542.425822 = -6515776.840709 nChanged 176 SP:Iteration 36Q (1454.447896 sec): 3 clusters Score: Raw -6519367.783131 + Penalty 3542.425822 = -6515825.357309 nChanged 143 SP:Iteration 37Q (1454.572358 sec): 3 clusters Score: Raw -6519397.807460 + Penalty 3542.425822 = -6515855.381638 nChanged 111 SP:Iteration 38Q (1454.688928 sec): 3 clusters Score: Raw -6519420.276422 + Penalty 3542.425822 = -6515877.850600 nChanged 93 SP:Iteration 39Q (1454.800198 sec): 3 clusters Score: Raw -6519437.589620 + Penalty 3542.425822 = -6515895.163798 nChanged 75 SP:Iteration 40F (1454.938829 sec): 3 clusters Score: Raw -6519448.018457 + Penalty 3542.425822 = -6515905.592635 nChanged 66 SP:Iteration 41Q (1455.060946 sec): 3 clusters Score: Raw -6519456.031579 + Penalty 3542.425822 = -6515913.605757 nChanged 50 SP:Iteration 42Q (1455.181143 sec): 3 clusters Score: Raw -6519462.746096 + Penalty 3542.425822 = -6515920.320274 nChanged 38 SP:Iteration 43Q (1455.310284 sec): 3 clusters Score: Raw -6519467.581852 + Penalty 3542.425822 = -6515925.156030 nChanged 35 SP:Iteration 44Q (1455.429375 sec): 3 clusters Score: Raw -6519472.418208 + Penalty 3542.425822 = -6515929.992386 nChanged 36 SP:Iteration 45Q (1455.556324 sec): 3 clusters Score: Raw -6519476.978136 + Penalty 3542.425822 = -6515934.552313 nChanged 31 SP:Iteration 46Q (1455.685495 sec): 3 clusters Score: Raw -6519480.898611 + Penalty 3542.425822 = -6515938.472789 nChanged 26 SP:Iteration 47Q (1455.801291 sec): 3 clusters Score: Raw -6519483.744090 + Penalty 3542.425822 = -6515941.318268 nChanged 22 SP:Iteration 48Q (1455.929328 sec): 3 clusters Score: Raw -6519486.052789 + Penalty 3542.425822 = -6515943.626967 nChanged 12 SP:Iteration 49Q (1456.053405 sec): 3 clusters Score: Raw -6519487.408093 + Penalty 3542.425822 = -6515944.982271 nChanged 12 SP:Iteration 50Q (1456.172275 sec): 3 clusters Score: Raw -6519489.013315 + Penalty 3542.425822 = -6515946.587493 nChanged 12 SP:Iteration 51Q (1456.293712 sec): 3 clusters Score: Raw -6519490.238354 + Penalty 3542.425822 = -6515947.812532 nChanged 8 SP:Iteration 52Q (1456.410959 sec): 3 clusters Score: Raw -6519491.262846 + Penalty 3542.425822 = -6515948.837024 nChanged 11 SP:Iteration 53Q (1456.526322 sec): 3 clusters Score: Raw -6519491.971250 + Penalty 3542.425822 = -6515949.545428 nChanged 4 SP:Iteration 54Q (1456.637007 sec): 3 clusters Score: Raw -6519492.204174 + Penalty 3542.425822 = -6515949.778352 nChanged 3 SP:Iteration 55Q (1456.762371 sec): 3 clusters Score: Raw -6519492.363656 + Penalty 3542.425822 = -6515949.937834 nChanged 2 SP:Iteration 56Q (1456.883930 sec): 3 clusters Score: Raw -6519492.444355 + Penalty 3542.425822 = -6515950.018533 nChanged 0 SP:Iteration 57F (1457.023739 sec): 3 clusters Score: Raw -6519492.444355 + Penalty 3542.425822 = -6515950.018533 nChanged 0 Trying to split cluster 13 (6512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1457.054499 sec): 2 clusters Score: Raw -804517.224211 + Penalty 1426.977810 = -803090.246401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1457.107732 sec): 3 clusters Score: Raw -801048.381041 + Penalty 2853.955620 = -798194.425421 nChanged 2701 SP:Iteration 1F (1457.161297 sec): 3 clusters Score: Raw -802471.974048 + Penalty 2853.955620 = -799618.018428 nChanged 443 SP:Iteration 2F (1457.221455 sec): 3 clusters Score: Raw -802691.601858 + Penalty 2853.955620 = -799837.646238 nChanged 306 SP:Iteration 3Q (1457.277369 sec): 3 clusters Score: Raw -802828.443942 + Penalty 2853.955620 = -799974.488322 nChanged 261 SP:Iteration 4Q (1457.319703 sec): 3 clusters Score: Raw -802929.451341 + Penalty 2853.955620 = -800075.495721 nChanged 206 SP:Iteration 5Q (1457.379662 sec): 3 clusters Score: Raw -803019.441906 + Penalty 2853.955620 = -800165.486286 nChanged 201 SP:Iteration 6Q (1457.436623 sec): 3 clusters Score: Raw -803103.707960 + Penalty 2853.955620 = -800249.752340 nChanged 194 SP:Iteration 7Q (1457.486694 sec): 3 clusters Score: Raw -803192.214392 + Penalty 2853.955620 = -800338.258772 nChanged 171 SP:Iteration 8Q (1457.550528 sec): 3 clusters Score: Raw -803277.072246 + Penalty 2853.955620 = -800423.116626 nChanged 197 SP:Iteration 9Q (1457.599474 sec): 3 clusters Score: Raw -803381.553471 + Penalty 2853.955620 = -800527.597851 nChanged 185 SP:Iteration 10Q (1457.654684 sec): 3 clusters Score: Raw -803479.529181 + Penalty 2853.955620 = -800625.573561 nChanged 169 SP:Iteration 11Q (1457.706698 sec): 3 clusters Score: Raw -803583.863443 + Penalty 2853.955620 = -800729.907823 nChanged 176 SP:Iteration 12Q (1457.773287 sec): 3 clusters Score: Raw -803679.690908 + Penalty 2853.955620 = -800825.735288 nChanged 183 SP:Iteration 13Q (1457.829708 sec): 3 clusters Score: Raw -803802.878597 + Penalty 2853.955620 = -800948.922977 nChanged 180 SP:Iteration 14Q (1457.884216 sec): 3 clusters Score: Raw -803918.408045 + Penalty 2853.955620 = -801064.452425 nChanged 185 SP:Iteration 15Q (1457.943974 sec): 3 clusters Score: Raw -804034.450934 + Penalty 2853.955620 = -801180.495314 nChanged 168 SP:Iteration 16Q (1457.990665 sec): 3 clusters Score: Raw -804139.615172 + Penalty 2853.955620 = -801285.659552 nChanged 170 SP:Iteration 17Q (1458.045773 sec): 3 clusters Score: Raw -804239.705486 + Penalty 2853.955620 = -801385.749866 nChanged 139 SP:Iteration 18Q (1458.100762 sec): 3 clusters Score: Raw -804307.373713 + Penalty 2853.955620 = -801453.418093 nChanged 110 SP:Iteration 19Q (1458.152840 sec): 3 clusters Score: Raw -804358.523705 + Penalty 2853.955620 = -801504.568085 nChanged 91 SP:Iteration 20F (1458.207508 sec): 3 clusters Score: Raw -804395.449226 + Penalty 2853.955620 = -801541.493606 nChanged 65 SP:Iteration 21Q (1458.264338 sec): 3 clusters Score: Raw -804419.129414 + Penalty 2853.955620 = -801565.173794 nChanged 52 SP:Iteration 22Q (1458.322137 sec): 3 clusters Score: Raw -804434.684390 + Penalty 2853.955620 = -801580.728770 nChanged 41 SP:Iteration 23Q (1458.384989 sec): 3 clusters Score: Raw -804448.975175 + Penalty 2853.955620 = -801595.019555 nChanged 48 SP:Iteration 24Q (1458.441641 sec): 3 clusters Score: Raw -804464.205458 + Penalty 2853.955620 = -801610.249838 nChanged 48 SP:Iteration 25Q (1458.497245 sec): 3 clusters Score: Raw -804481.085231 + Penalty 2853.955620 = -801627.129611 nChanged 43 SP:Iteration 26Q (1458.544711 sec): 3 clusters Score: Raw -804494.791474 + Penalty 2853.955620 = -801640.835854 nChanged 35 SP:Iteration 27Q (1458.608673 sec): 3 clusters Score: Raw -804507.167997 + Penalty 2853.955620 = -801653.212377 nChanged 28 SP:Iteration 28Q (1458.662215 sec): 3 clusters Score: Raw -804517.433637 + Penalty 2853.955620 = -801663.478017 nChanged 39 SP:Iteration 29Q (1458.717493 sec): 3 clusters Score: Raw -804531.953216 + Penalty 2853.955620 = -801677.997596 nChanged 34 SP:Iteration 30Q (1458.773687 sec): 3 clusters Score: Raw -804544.967508 + Penalty 2853.955620 = -801691.011888 nChanged 34 SP:Iteration 31Q (1458.824387 sec): 3 clusters Score: Raw -804555.636978 + Penalty 2853.955620 = -801701.681358 nChanged 23 SP:Iteration 32Q (1458.877421 sec): 3 clusters Score: Raw -804564.711216 + Penalty 2853.955620 = -801710.755596 nChanged 26 SP:Iteration 33Q (1458.928683 sec): 3 clusters Score: Raw -804572.336225 + Penalty 2853.955620 = -801718.380605 nChanged 25 SP:Iteration 34Q (1458.988451 sec): 3 clusters Score: Raw -804580.134342 + Penalty 2853.955620 = -801726.178722 nChanged 24 SP:Iteration 35Q (1459.030638 sec): 3 clusters Score: Raw -804585.464737 + Penalty 2853.955620 = -801731.509117 nChanged 13 SP:Iteration 36Q (1459.081033 sec): 3 clusters Score: Raw -804588.979225 + Penalty 2853.955620 = -801735.023605 nChanged 11 SP:Iteration 37Q (1459.143602 sec): 3 clusters Score: Raw -804591.756894 + Penalty 2853.955620 = -801737.801274 nChanged 9 SP:Iteration 38Q (1459.194308 sec): 3 clusters Score: Raw -804593.455672 + Penalty 2853.955620 = -801739.500052 nChanged 10 SP:Iteration 39Q (1459.240744 sec): 3 clusters Score: Raw -804596.250494 + Penalty 2853.955620 = -801742.294874 nChanged 6 SP:Iteration 40F (1459.303110 sec): 3 clusters Score: Raw -804598.636046 + Penalty 2853.955620 = -801744.680426 nChanged 11 SP:Iteration 41Q (1459.338900 sec): 3 clusters Score: Raw -804602.544097 + Penalty 2853.955620 = -801748.588477 nChanged 14 SP:Iteration 42Q (1459.391227 sec): 3 clusters Score: Raw -804607.248839 + Penalty 2853.955620 = -801753.293219 nChanged 15 SP:Iteration 43Q (1459.454145 sec): 3 clusters Score: Raw -804612.233592 + Penalty 2853.955620 = -801758.277972 nChanged 16 SP:Iteration 44Q (1459.500766 sec): 3 clusters Score: Raw -804618.009094 + Penalty 2853.955620 = -801764.053474 nChanged 17 SP:Iteration 45Q (1459.554104 sec): 3 clusters Score: Raw -804623.059395 + Penalty 2853.955620 = -801769.103775 nChanged 12 SP:Iteration 46Q (1459.611081 sec): 3 clusters Score: Raw -804626.154514 + Penalty 2853.955620 = -801772.198894 nChanged 14 SP:Iteration 47Q (1459.661307 sec): 3 clusters Score: Raw -804630.828210 + Penalty 2853.955620 = -801776.872590 nChanged 15 SP:Iteration 48Q (1459.711329 sec): 3 clusters Score: Raw -804634.745012 + Penalty 2853.955620 = -801780.789392 nChanged 12 SP:Iteration 49Q (1459.778916 sec): 3 clusters Score: Raw -804638.638401 + Penalty 2853.955620 = -801784.682781 nChanged 8 SP:Iteration 50Q (1459.820283 sec): 3 clusters Score: Raw -804640.609039 + Penalty 2853.955620 = -801786.653419 nChanged 2 SP:Iteration 51Q (1459.878072 sec): 3 clusters Score: Raw -804641.330905 + Penalty 2853.955620 = -801787.375285 nChanged 5 SP:Iteration 52Q (1459.935822 sec): 3 clusters Score: Raw -804642.126316 + Penalty 2853.955620 = -801788.170696 nChanged 8 SP:Iteration 53Q (1459.991956 sec): 3 clusters Score: Raw -804644.617386 + Penalty 2853.955620 = -801790.661766 nChanged 8 SP:Iteration 54Q (1460.043943 sec): 3 clusters Score: Raw -804647.162683 + Penalty 2853.955620 = -801793.207063 nChanged 6 SP:Iteration 55Q (1460.100490 sec): 3 clusters Score: Raw -804650.089224 + Penalty 2853.955620 = -801796.133604 nChanged 16 SP:Iteration 56Q (1460.133856 sec): 3 clusters Score: Raw -804656.520876 + Penalty 2853.955620 = -801802.565256 nChanged 15 SP:Iteration 57Q (1460.196662 sec): 3 clusters Score: Raw -804660.591980 + Penalty 2853.955620 = -801806.636360 nChanged 12 SP:Iteration 58Q (1460.247067 sec): 3 clusters Score: Raw -804663.809211 + Penalty 2853.955620 = -801809.853591 nChanged 7 SP:Iteration 59Q (1460.285208 sec): 3 clusters Score: Raw -804665.863505 + Penalty 2853.955620 = -801811.907885 nChanged 10 SP:Iteration 60F (1460.343647 sec): 3 clusters Score: Raw -804669.480978 + Penalty 2853.955620 = -801815.525358 nChanged 11 SP:Iteration 61Q (1460.398228 sec): 3 clusters Score: Raw -804673.199340 + Penalty 2853.955620 = -801819.243720 nChanged 18 SP:Iteration 62Q (1460.461410 sec): 3 clusters Score: Raw -804680.258579 + Penalty 2853.955620 = -801826.302959 nChanged 14 SP:Iteration 63Q (1460.516160 sec): 3 clusters Score: Raw -804685.615816 + Penalty 2853.955620 = -801831.660196 nChanged 15 SP:Iteration 64Q (1460.561758 sec): 3 clusters Score: Raw -804690.465318 + Penalty 2853.955620 = -801836.509698 nChanged 8 SP:Iteration 65Q (1460.615084 sec): 3 clusters Score: Raw -804692.769348 + Penalty 2853.955620 = -801838.813728 nChanged 10 SP:Iteration 66Q (1460.664807 sec): 3 clusters Score: Raw -804696.724678 + Penalty 2853.955620 = -801842.769058 nChanged 9 SP:Iteration 67Q (1460.722855 sec): 3 clusters Score: Raw -804699.941277 + Penalty 2853.955620 = -801845.985657 nChanged 5 SP:Iteration 68Q (1460.764700 sec): 3 clusters Score: Raw -804701.383673 + Penalty 2853.955620 = -801847.428053 nChanged 7 SP:Iteration 69Q (1460.820236 sec): 3 clusters Score: Raw -804704.226616 + Penalty 2853.955620 = -801850.270996 nChanged 6 SP:Iteration 70Q (1460.881092 sec): 3 clusters Score: Raw -804706.036290 + Penalty 2853.955620 = -801852.080670 nChanged 3 SP:Iteration 71Q (1460.925783 sec): 3 clusters Score: Raw -804707.335762 + Penalty 2853.955620 = -801853.380142 nChanged 4 SP:Iteration 72Q (1460.967255 sec): 3 clusters Score: Raw -804708.476033 + Penalty 2853.955620 = -801854.520413 nChanged 3 SP:Iteration 73Q (1461.030754 sec): 3 clusters Score: Raw -804710.819340 + Penalty 2853.955620 = -801856.863720 nChanged 5 SP:Iteration 74Q (1461.080369 sec): 3 clusters Score: Raw -804712.698187 + Penalty 2853.955620 = -801858.742567 nChanged 6 SP:Iteration 75Q (1461.129264 sec): 3 clusters Score: Raw -804715.572606 + Penalty 2853.955620 = -801861.616986 nChanged 4 SP:Iteration 76Q (1461.179615 sec): 3 clusters Score: Raw -804717.459801 + Penalty 2853.955620 = -801863.504181 nChanged 9 SP:Iteration 77Q (1461.242062 sec): 3 clusters Score: Raw -804721.976255 + Penalty 2853.955620 = -801868.020635 nChanged 9 SP:Iteration 78Q (1461.283053 sec): 3 clusters Score: Raw -804726.308013 + Penalty 2853.955620 = -801872.352393 nChanged 10 SP:Iteration 79Q (1461.340922 sec): 3 clusters Score: Raw -804728.597105 + Penalty 2853.955620 = -801874.641485 nChanged 9 SP:Iteration 80F (1461.394378 sec): 3 clusters Score: Raw -804731.470162 + Penalty 2853.955620 = -801877.514542 nChanged 8 SP:Iteration 81Q (1461.447285 sec): 3 clusters Score: Raw -804733.300249 + Penalty 2853.955620 = -801879.344629 nChanged 4 SP:Iteration 82Q (1461.507402 sec): 3 clusters Score: Raw -804734.469132 + Penalty 2853.955620 = -801880.513512 nChanged 2 SP:Iteration 83Q (1461.564384 sec): 3 clusters Score: Raw -804735.150521 + Penalty 2853.955620 = -801881.194901 nChanged 2 SP:Iteration 84Q (1461.609275 sec): 3 clusters Score: Raw -804735.590698 + Penalty 2853.955620 = -801881.635078 nChanged 3 SP:Iteration 85Q (1461.674311 sec): 3 clusters Score: Raw -804736.697518 + Penalty 2853.955620 = -801882.741898 nChanged 1 SP:Iteration 86Q (1461.718470 sec): 3 clusters Score: Raw -804736.796283 + Penalty 2853.955620 = -801882.840663 nChanged 2 SP:Iteration 87Q (1461.780890 sec): 3 clusters Score: Raw -804737.157586 + Penalty 2853.955620 = -801883.201966 nChanged 1 SP:Iteration 88Q (1461.838097 sec): 3 clusters Score: Raw -804737.493476 + Penalty 2853.955620 = -801883.537856 nChanged 2 SP:Iteration 89Q (1461.892318 sec): 3 clusters Score: Raw -804737.697341 + Penalty 2853.955620 = -801883.741721 nChanged 2 SP:Iteration 90Q (1461.941133 sec): 3 clusters Score: Raw -804737.997186 + Penalty 2853.955620 = -801884.041566 nChanged 0 SP:Iteration 91F (1461.992416 sec): 3 clusters Score: Raw -804737.997186 + Penalty 2853.955620 = -801884.041566 nChanged 0 Trying to split cluster 14 (11465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1462.036442 sec): 2 clusters Score: Raw -1336987.973517 + Penalty 1518.896307 = -1335469.077211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1462.101337 sec): 3 clusters Score: Raw -1330375.538572 + Penalty 3037.792613 = -1327337.745958 nChanged 5038 SP:Iteration 1F (1462.168907 sec): 3 clusters Score: Raw -1333417.036327 + Penalty 3037.792613 = -1330379.243713 nChanged 854 SP:Iteration 2F (1462.232053 sec): 3 clusters Score: Raw -1334010.678155 + Penalty 3037.792613 = -1330972.885541 nChanged 860 SP:Iteration 3F (1462.282320 sec): 3 clusters Score: Raw -1334637.471498 + Penalty 3037.792613 = -1331599.678885 nChanged 860 SP:Iteration 4F (1462.339100 sec): 3 clusters Score: Raw -1335301.483990 + Penalty 3037.792613 = -1332263.691376 nChanged 820 SP:Iteration 5F (1462.411023 sec): 3 clusters Score: Raw -1335883.656709 + Penalty 3037.792613 = -1332845.864096 nChanged 661 SP:Iteration 6F (1462.466146 sec): 3 clusters Score: Raw -1336270.742067 + Penalty 3037.792613 = -1333232.949454 nChanged 486 SP:Iteration 7Q (1462.540989 sec): 3 clusters Score: Raw -1336493.746535 + Penalty 3037.792613 = -1333455.953921 nChanged 348 SP:Iteration 8Q (1462.601606 sec): 3 clusters Score: Raw -1336629.477105 + Penalty 3037.792613 = -1333591.684491 nChanged 239 SP:Iteration 9Q (1462.667815 sec): 3 clusters Score: Raw -1336712.071849 + Penalty 3037.792613 = -1333674.279235 nChanged 193 SP:Iteration 10Q (1462.722983 sec): 3 clusters Score: Raw -1336773.007563 + Penalty 3037.792613 = -1333735.214950 nChanged 138 SP:Iteration 11Q (1462.796359 sec): 3 clusters Score: Raw -1336809.521967 + Penalty 3037.792613 = -1333771.729354 nChanged 108 SP:Iteration 12Q (1462.859826 sec): 3 clusters Score: Raw -1336834.501223 + Penalty 3037.792613 = -1333796.708610 nChanged 92 SP:Iteration 13Q (1462.921954 sec): 3 clusters Score: Raw -1336857.636966 + Penalty 3037.792613 = -1333819.844353 nChanged 74 SP:Iteration 14Q (1463.000851 sec): 3 clusters Score: Raw -1336876.344832 + Penalty 3037.792613 = -1333838.552219 nChanged 66 SP:Iteration 15Q (1463.052648 sec): 3 clusters Score: Raw -1336893.076796 + Penalty 3037.792613 = -1333855.284182 nChanged 50 SP:Iteration 16Q (1463.115104 sec): 3 clusters Score: Raw -1336906.288571 + Penalty 3037.792613 = -1333868.495957 nChanged 78 SP:Iteration 17Q (1463.174060 sec): 3 clusters Score: Raw -1336929.997457 + Penalty 3037.792613 = -1333892.204844 nChanged 79 SP:Iteration 18Q (1463.244307 sec): 3 clusters Score: Raw -1336955.015558 + Penalty 3037.792613 = -1333917.222945 nChanged 85 SP:Iteration 19Q (1463.300326 sec): 3 clusters Score: Raw -1336978.880738 + Penalty 3037.792613 = -1333941.088125 nChanged 72 SP:Iteration 20F (1463.365671 sec): 3 clusters Score: Raw -1336998.176548 + Penalty 3037.792613 = -1333960.383934 nChanged 62 SP:Iteration 21Q (1463.425104 sec): 3 clusters Score: Raw -1337011.091489 + Penalty 3037.792613 = -1333973.298875 nChanged 47 SP:Iteration 22Q (1463.491833 sec): 3 clusters Score: Raw -1337020.921917 + Penalty 3037.792613 = -1333983.129303 nChanged 47 SP:Iteration 23Q (1463.555819 sec): 3 clusters Score: Raw -1337028.844295 + Penalty 3037.792613 = -1333991.051681 nChanged 36 SP:Iteration 24Q (1463.615100 sec): 3 clusters Score: Raw -1337034.618630 + Penalty 3037.792613 = -1333996.826017 nChanged 35 SP:Iteration 25Q (1463.683212 sec): 3 clusters Score: Raw -1337040.901679 + Penalty 3037.792613 = -1334003.109065 nChanged 35 SP:Iteration 26Q (1463.742390 sec): 3 clusters Score: Raw -1337046.954786 + Penalty 3037.792613 = -1334009.162173 nChanged 29 SP:Iteration 27Q (1463.807530 sec): 3 clusters Score: Raw -1337052.001709 + Penalty 3037.792613 = -1334014.209096 nChanged 35 SP:Iteration 28Q (1463.874894 sec): 3 clusters Score: Raw -1337056.900542 + Penalty 3037.792613 = -1334019.107928 nChanged 27 SP:Iteration 29Q (1463.940816 sec): 3 clusters Score: Raw -1337061.408022 + Penalty 3037.792613 = -1334023.615408 nChanged 31 SP:Iteration 30Q (1463.999535 sec): 3 clusters Score: Raw -1337068.259986 + Penalty 3037.792613 = -1334030.467372 nChanged 36 SP:Iteration 31Q (1464.059678 sec): 3 clusters Score: Raw -1337073.644609 + Penalty 3037.792613 = -1334035.851996 nChanged 30 SP:Iteration 32Q (1464.124347 sec): 3 clusters Score: Raw -1337080.201917 + Penalty 3037.792613 = -1334042.409304 nChanged 33 SP:Iteration 33Q (1464.197498 sec): 3 clusters Score: Raw -1337086.068727 + Penalty 3037.792613 = -1334048.276113 nChanged 31 SP:Iteration 34Q (1464.263861 sec): 3 clusters Score: Raw -1337090.038196 + Penalty 3037.792613 = -1334052.245583 nChanged 24 SP:Iteration 35Q (1464.323770 sec): 3 clusters Score: Raw -1337094.528813 + Penalty 3037.792613 = -1334056.736199 nChanged 17 SP:Iteration 36Q (1464.388948 sec): 3 clusters Score: Raw -1337097.040453 + Penalty 3037.792613 = -1334059.247839 nChanged 21 SP:Iteration 37Q (1464.454406 sec): 3 clusters Score: Raw -1337100.733636 + Penalty 3037.792613 = -1334062.941023 nChanged 20 SP:Iteration 38Q (1464.528763 sec): 3 clusters Score: Raw -1337103.893386 + Penalty 3037.792613 = -1334066.100772 nChanged 22 SP:Iteration 39Q (1464.585917 sec): 3 clusters Score: Raw -1337106.877747 + Penalty 3037.792613 = -1334069.085134 nChanged 18 SP:Iteration 40F (1464.640660 sec): 3 clusters Score: Raw -1337109.382120 + Penalty 3037.792613 = -1334071.589507 nChanged 17 SP:Iteration 41Q (1464.708020 sec): 3 clusters Score: Raw -1337111.685898 + Penalty 3037.792613 = -1334073.893284 nChanged 14 SP:Iteration 42Q (1464.778582 sec): 3 clusters Score: Raw -1337113.301959 + Penalty 3037.792613 = -1334075.509346 nChanged 10 SP:Iteration 43Q (1464.838515 sec): 3 clusters Score: Raw -1337114.983637 + Penalty 3037.792613 = -1334077.191024 nChanged 14 SP:Iteration 44Q (1464.892961 sec): 3 clusters Score: Raw -1337116.769879 + Penalty 3037.792613 = -1334078.977265 nChanged 11 SP:Iteration 45Q (1464.957636 sec): 3 clusters Score: Raw -1337118.830443 + Penalty 3037.792613 = -1334081.037830 nChanged 15 SP:Iteration 46Q (1465.028343 sec): 3 clusters Score: Raw -1337120.975637 + Penalty 3037.792613 = -1334083.183023 nChanged 12 SP:Iteration 47Q (1465.093336 sec): 3 clusters Score: Raw -1337122.549302 + Penalty 3037.792613 = -1334084.756689 nChanged 11 SP:Iteration 48Q (1465.153999 sec): 3 clusters Score: Raw -1337124.025998 + Penalty 3037.792613 = -1334086.233385 nChanged 15 SP:Iteration 49Q (1465.217071 sec): 3 clusters Score: Raw -1337126.445596 + Penalty 3037.792613 = -1334088.652983 nChanged 15 SP:Iteration 50Q (1465.278233 sec): 3 clusters Score: Raw -1337128.889481 + Penalty 3037.792613 = -1334091.096868 nChanged 12 SP:Iteration 51Q (1465.341830 sec): 3 clusters Score: Raw -1337130.719643 + Penalty 3037.792613 = -1334092.927029 nChanged 15 SP:Iteration 52Q (1465.413656 sec): 3 clusters Score: Raw -1337132.840014 + Penalty 3037.792613 = -1334095.047400 nChanged 19 SP:Iteration 53Q (1465.476402 sec): 3 clusters Score: Raw -1337136.108847 + Penalty 3037.792613 = -1334098.316233 nChanged 25 SP:Iteration 54Q (1465.536117 sec): 3 clusters Score: Raw -1337140.638150 + Penalty 3037.792613 = -1334102.845537 nChanged 27 SP:Iteration 55Q (1465.605221 sec): 3 clusters Score: Raw -1337145.106992 + Penalty 3037.792613 = -1334107.314379 nChanged 21 SP:Iteration 56Q (1465.664993 sec): 3 clusters Score: Raw -1337148.879399 + Penalty 3037.792613 = -1334111.086786 nChanged 25 SP:Iteration 57Q (1465.730580 sec): 3 clusters Score: Raw -1337154.085833 + Penalty 3037.792613 = -1334116.293220 nChanged 29 SP:Iteration 58Q (1465.786790 sec): 3 clusters Score: Raw -1337160.864295 + Penalty 3037.792613 = -1334123.071681 nChanged 31 SP:Iteration 59Q (1465.847582 sec): 3 clusters Score: Raw -1337169.303365 + Penalty 3037.792613 = -1334131.510751 nChanged 37 SP:Iteration 60F (1465.916573 sec): 3 clusters Score: Raw -1337177.733575 + Penalty 3037.792613 = -1334139.940962 nChanged 39 SP:Iteration 61Q (1465.982558 sec): 3 clusters Score: Raw -1337188.836020 + Penalty 3037.792613 = -1334151.043406 nChanged 36 SP:Iteration 62Q (1466.045563 sec): 3 clusters Score: Raw -1337196.622577 + Penalty 3037.792613 = -1334158.829963 nChanged 27 SP:Iteration 63Q (1466.098988 sec): 3 clusters Score: Raw -1337201.704921 + Penalty 3037.792613 = -1334163.912307 nChanged 21 SP:Iteration 64Q (1466.161814 sec): 3 clusters Score: Raw -1337205.836547 + Penalty 3037.792613 = -1334168.043933 nChanged 18 SP:Iteration 65Q (1466.227279 sec): 3 clusters Score: Raw -1337208.583875 + Penalty 3037.792613 = -1334170.791261 nChanged 18 SP:Iteration 66Q (1466.284079 sec): 3 clusters Score: Raw -1337211.641059 + Penalty 3037.792613 = -1334173.848445 nChanged 19 SP:Iteration 67Q (1466.356456 sec): 3 clusters Score: Raw -1337214.673186 + Penalty 3037.792613 = -1334176.880572 nChanged 15 SP:Iteration 68Q (1466.411796 sec): 3 clusters Score: Raw -1337217.055475 + Penalty 3037.792613 = -1334179.262862 nChanged 13 SP:Iteration 69Q (1466.481812 sec): 3 clusters Score: Raw -1337218.815564 + Penalty 3037.792613 = -1334181.022950 nChanged 14 SP:Iteration 70Q (1466.547289 sec): 3 clusters Score: Raw -1337221.041056 + Penalty 3037.792613 = -1334183.248442 nChanged 15 SP:Iteration 71Q (1466.612589 sec): 3 clusters Score: Raw -1337223.375802 + Penalty 3037.792613 = -1334185.583189 nChanged 19 SP:Iteration 72Q (1466.665834 sec): 3 clusters Score: Raw -1337226.252158 + Penalty 3037.792613 = -1334188.459545 nChanged 18 SP:Iteration 73Q (1466.728540 sec): 3 clusters Score: Raw -1337228.922493 + Penalty 3037.792613 = -1334191.129880 nChanged 15 SP:Iteration 74Q (1466.785914 sec): 3 clusters Score: Raw -1337231.028284 + Penalty 3037.792613 = -1334193.235670 nChanged 10 SP:Iteration 75Q (1466.854037 sec): 3 clusters Score: Raw -1337232.671449 + Penalty 3037.792613 = -1334194.878836 nChanged 11 SP:Iteration 76Q (1466.920959 sec): 3 clusters Score: Raw -1337234.634200 + Penalty 3037.792613 = -1334196.841586 nChanged 16 SP:Iteration 77Q (1466.970587 sec): 3 clusters Score: Raw -1337237.762679 + Penalty 3037.792613 = -1334199.970066 nChanged 14 SP:Iteration 78Q (1467.048230 sec): 3 clusters Score: Raw -1337240.724925 + Penalty 3037.792613 = -1334202.932312 nChanged 19 SP:Iteration 79Q (1467.109539 sec): 3 clusters Score: Raw -1337244.125689 + Penalty 3037.792613 = -1334206.333075 nChanged 18 SP:Iteration 80F (1467.164469 sec): 3 clusters Score: Raw -1337247.162346 + Penalty 3037.792613 = -1334209.369733 nChanged 16 SP:Iteration 81Q (1467.224294 sec): 3 clusters Score: Raw -1337249.610311 + Penalty 3037.792613 = -1334211.817698 nChanged 17 SP:Iteration 82Q (1467.290152 sec): 3 clusters Score: Raw -1337254.283014 + Penalty 3037.792613 = -1334216.490400 nChanged 30 SP:Iteration 83Q (1467.350902 sec): 3 clusters Score: Raw -1337263.858135 + Penalty 3037.792613 = -1334226.065522 nChanged 33 SP:Iteration 84Q (1467.419536 sec): 3 clusters Score: Raw -1337273.666165 + Penalty 3037.792613 = -1334235.873552 nChanged 33 SP:Iteration 85Q (1467.482893 sec): 3 clusters Score: Raw -1337280.612175 + Penalty 3037.792613 = -1334242.819562 nChanged 18 SP:Iteration 86Q (1467.538357 sec): 3 clusters Score: Raw -1337284.616833 + Penalty 3037.792613 = -1334246.824220 nChanged 25 SP:Iteration 87Q (1467.612388 sec): 3 clusters Score: Raw -1337291.101630 + Penalty 3037.792613 = -1334253.309016 nChanged 22 SP:Iteration 88Q (1467.664113 sec): 3 clusters Score: Raw -1337296.949966 + Penalty 3037.792613 = -1334259.157353 nChanged 28 SP:Iteration 89Q (1467.730276 sec): 3 clusters Score: Raw -1337303.813883 + Penalty 3037.792613 = -1334266.021270 nChanged 27 SP:Iteration 90Q (1467.780187 sec): 3 clusters Score: Raw -1337310.228714 + Penalty 3037.792613 = -1334272.436101 nChanged 23 SP:Iteration 91Q (1467.848548 sec): 3 clusters Score: Raw -1337317.835135 + Penalty 3037.792613 = -1334280.042521 nChanged 31 SP:Iteration 92Q (1467.905227 sec): 3 clusters Score: Raw -1337331.350274 + Penalty 3037.792613 = -1334293.557660 nChanged 29 SP:Iteration 93Q (1467.967651 sec): 3 clusters Score: Raw -1337349.176404 + Penalty 3037.792613 = -1334311.383791 nChanged 50 SP:Iteration 94Q (1468.046752 sec): 3 clusters Score: Raw -1337375.184426 + Penalty 3037.792613 = -1334337.391812 nChanged 45 SP:Iteration 95Q (1468.102102 sec): 3 clusters Score: Raw -1337403.337208 + Penalty 3037.792613 = -1334365.544594 nChanged 55 SP:Iteration 96Q (1468.171354 sec): 3 clusters Score: Raw -1337445.919018 + Penalty 3037.792613 = -1334408.126405 nChanged 71 SP:Iteration 97Q (1468.222937 sec): 3 clusters Score: Raw -1337512.648776 + Penalty 3037.792613 = -1334474.856162 nChanged 74 SP:Iteration 98Q (1468.289212 sec): 3 clusters Score: Raw -1337593.963516 + Penalty 3037.792613 = -1334556.170902 nChanged 69 SP:Iteration 99Q (1468.348215 sec): 3 clusters Score: Raw -1337662.083057 + Penalty 3037.792613 = -1334624.290443 nChanged 60 SP:Iteration 100F (1468.425976 sec): 3 clusters Score: Raw -1337709.911288 + Penalty 3037.792613 = -1334672.118674 nChanged 40 SP:Iteration 101Q (1468.482405 sec): 3 clusters Score: Raw -1337728.651730 + Penalty 3037.792613 = -1334690.859116 nChanged 39 SP:Iteration 102Q (1468.549381 sec): 3 clusters Score: Raw -1337745.120596 + Penalty 3037.792613 = -1334707.327983 nChanged 24 SP:Iteration 103Q (1468.613960 sec): 3 clusters Score: Raw -1337752.617817 + Penalty 3037.792613 = -1334714.825203 nChanged 15 SP:Iteration 104Q (1468.664888 sec): 3 clusters Score: Raw -1337758.197491 + Penalty 3037.792613 = -1334720.404877 nChanged 12 SP:Iteration 105Q (1468.721340 sec): 3 clusters Score: Raw -1337763.109722 + Penalty 3037.792613 = -1334725.317109 nChanged 15 SP:Iteration 106Q (1468.782129 sec): 3 clusters Score: Raw -1337769.934693 + Penalty 3037.792613 = -1334732.142080 nChanged 18 SP:Iteration 107Q (1468.846207 sec): 3 clusters Score: Raw -1337778.153528 + Penalty 3037.792613 = -1334740.360915 nChanged 17 SP:Iteration 108Q (1468.901473 sec): 3 clusters Score: Raw -1337784.117281 + Penalty 3037.792613 = -1334746.324667 nChanged 12 SP:Iteration 109Q (1468.955419 sec): 3 clusters Score: Raw -1337788.923985 + Penalty 3037.792613 = -1334751.131372 nChanged 11 SP:Iteration 110Q (1469.016774 sec): 3 clusters Score: Raw -1337792.317314 + Penalty 3037.792613 = -1334754.524700 nChanged 7 SP:Iteration 111Q (1469.084548 sec): 3 clusters Score: Raw -1337794.053451 + Penalty 3037.792613 = -1334756.260837 nChanged 5 SP:Iteration 112Q (1469.141087 sec): 3 clusters Score: Raw -1337795.145101 + Penalty 3037.792613 = -1334757.352488 nChanged 5 SP:Iteration 113Q (1469.199968 sec): 3 clusters Score: Raw -1337796.852900 + Penalty 3037.792613 = -1334759.060287 nChanged 5 SP:Iteration 114Q (1469.254205 sec): 3 clusters Score: Raw -1337798.123330 + Penalty 3037.792613 = -1334760.330717 nChanged 3 SP:Iteration 115Q (1469.312792 sec): 3 clusters Score: Raw -1337798.563188 + Penalty 3037.792613 = -1334760.770574 nChanged 3 SP:Iteration 116Q (1469.376544 sec): 3 clusters Score: Raw -1337799.577205 + Penalty 3037.792613 = -1334761.784591 nChanged 6 SP:Iteration 117Q (1469.438664 sec): 3 clusters Score: Raw -1337800.993631 + Penalty 3037.792613 = -1334763.201018 nChanged 5 SP:Iteration 118Q (1469.506715 sec): 3 clusters Score: Raw -1337802.203526 + Penalty 3037.792613 = -1334764.410912 nChanged 2 SP:Iteration 119Q (1469.563144 sec): 3 clusters Score: Raw -1337802.845961 + Penalty 3037.792613 = -1334765.053347 nChanged 2 SP:Iteration 120F (1469.631331 sec): 3 clusters Score: Raw -1337803.275165 + Penalty 3037.792613 = -1334765.482552 nChanged 2 SP:Iteration 121Q (1469.686579 sec): 3 clusters Score: Raw -1337803.755099 + Penalty 3037.792613 = -1334765.962486 nChanged 0 SP:Iteration 122F (1469.755598 sec): 3 clusters Score: Raw -1337803.755099 + Penalty 3037.792613 = -1334765.962486 nChanged 0 Trying to split cluster 15 (25410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.813317 sec): 2 clusters Score: Raw -3105475.717077 + Penalty 1648.220937 = -3103827.496140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1469.895567 sec): 3 clusters Score: Raw -3089936.521846 + Penalty 3296.441875 = -3086640.079971 nChanged 11634 SP:Iteration 1F (1469.980992 sec): 3 clusters Score: Raw -3096371.603623 + Penalty 3296.441875 = -3093075.161748 nChanged 1367 SP:Iteration 2F (1470.077135 sec): 3 clusters Score: Raw -3096884.887470 + Penalty 3296.441875 = -3093588.445595 nChanged 1243 SP:Iteration 3Q (1470.173327 sec): 3 clusters Score: Raw -3097380.098883 + Penalty 3296.441875 = -3094083.657008 nChanged 1244 SP:Iteration 4Q (1470.264803 sec): 3 clusters Score: Raw -3097926.948651 + Penalty 3296.441875 = -3094630.506777 nChanged 1270 SP:Iteration 5Q (1470.352581 sec): 3 clusters Score: Raw -3098524.341888 + Penalty 3296.441875 = -3095227.900013 nChanged 1268 SP:Iteration 6Q (1470.443884 sec): 3 clusters Score: Raw -3099218.415349 + Penalty 3296.441875 = -3095921.973474 nChanged 1273 SP:Iteration 7F (1470.527969 sec): 3 clusters Score: Raw -3099992.726800 + Penalty 3296.441875 = -3096696.284925 nChanged 1280 SP:Iteration 8F (1470.611067 sec): 3 clusters Score: Raw -3100785.244028 + Penalty 3296.441875 = -3097488.802153 nChanged 1158 SP:Iteration 9Q (1470.698667 sec): 3 clusters Score: Raw -3101478.499927 + Penalty 3296.441875 = -3098182.058052 nChanged 1008 SP:Iteration 10Q (1470.791408 sec): 3 clusters Score: Raw -3101950.547220 + Penalty 3296.441875 = -3098654.105345 nChanged 745 SP:Iteration 11Q (1470.878370 sec): 3 clusters Score: Raw -3102236.317322 + Penalty 3296.441875 = -3098939.875447 nChanged 541 SP:Iteration 12Q (1470.974318 sec): 3 clusters Score: Raw -3102401.393909 + Penalty 3296.441875 = -3099104.952034 nChanged 386 SP:Iteration 13Q (1471.056283 sec): 3 clusters Score: Raw -3102513.955998 + Penalty 3296.441875 = -3099217.514123 nChanged 331 SP:Iteration 14Q (1471.142699 sec): 3 clusters Score: Raw -3102613.984407 + Penalty 3296.441875 = -3099317.542532 nChanged 326 SP:Iteration 15Q (1471.231348 sec): 3 clusters Score: Raw -3102715.502453 + Penalty 3296.441875 = -3099419.060578 nChanged 361 SP:Iteration 16Q (1471.315915 sec): 3 clusters Score: Raw -3102827.519851 + Penalty 3296.441875 = -3099531.077976 nChanged 345 SP:Iteration 17Q (1471.401309 sec): 3 clusters Score: Raw -3102933.717059 + Penalty 3296.441875 = -3099637.275184 nChanged 342 SP:Iteration 18Q (1471.494453 sec): 3 clusters Score: Raw -3103036.631224 + Penalty 3296.441875 = -3099740.189349 nChanged 322 SP:Iteration 19Q (1471.577304 sec): 3 clusters Score: Raw -3103130.102878 + Penalty 3296.441875 = -3099833.661003 nChanged 320 SP:Iteration 20F (1471.670584 sec): 3 clusters Score: Raw -3103227.202718 + Penalty 3296.441875 = -3099930.760843 nChanged 321 SP:Iteration 21Q (1471.748160 sec): 3 clusters Score: Raw -3103335.563003 + Penalty 3296.441875 = -3100039.121128 nChanged 359 SP:Iteration 22Q (1471.832415 sec): 3 clusters Score: Raw -3103471.352957 + Penalty 3296.441875 = -3100174.911083 nChanged 372 SP:Iteration 23Q (1471.909136 sec): 3 clusters Score: Raw -3103617.493471 + Penalty 3296.441875 = -3100321.051596 nChanged 378 SP:Iteration 24Q (1471.998001 sec): 3 clusters Score: Raw -3103776.835332 + Penalty 3296.441875 = -3100480.393457 nChanged 405 SP:Iteration 25Q (1472.079771 sec): 3 clusters Score: Raw -3103957.332141 + Penalty 3296.441875 = -3100660.890266 nChanged 413 SP:Iteration 26Q (1472.172104 sec): 3 clusters Score: Raw -3104121.632829 + Penalty 3296.441875 = -3100825.190954 nChanged 352 SP:Iteration 27Q (1472.263152 sec): 3 clusters Score: Raw -3104276.560000 + Penalty 3296.441875 = -3100980.118125 nChanged 335 SP:Iteration 28Q (1472.336209 sec): 3 clusters Score: Raw -3104428.099824 + Penalty 3296.441875 = -3101131.657950 nChanged 311 SP:Iteration 29Q (1472.416290 sec): 3 clusters Score: Raw -3104563.430393 + Penalty 3296.441875 = -3101266.988518 nChanged 309 SP:Iteration 30Q (1472.500556 sec): 3 clusters Score: Raw -3104686.732268 + Penalty 3296.441875 = -3101390.290393 nChanged 263 SP:Iteration 31Q (1472.594596 sec): 3 clusters Score: Raw -3104783.735468 + Penalty 3296.441875 = -3101487.293594 nChanged 255 SP:Iteration 32Q (1472.671413 sec): 3 clusters Score: Raw -3104880.260289 + Penalty 3296.441875 = -3101583.818414 nChanged 243 SP:Iteration 33Q (1472.763524 sec): 3 clusters Score: Raw -3104971.454400 + Penalty 3296.441875 = -3101675.012526 nChanged 210 SP:Iteration 34Q (1472.843955 sec): 3 clusters Score: Raw -3105043.890811 + Penalty 3296.441875 = -3101747.448936 nChanged 195 SP:Iteration 35Q (1472.939783 sec): 3 clusters Score: Raw -3105101.980769 + Penalty 3296.441875 = -3101805.538895 nChanged 157 SP:Iteration 36Q (1473.014013 sec): 3 clusters Score: Raw -3105144.624885 + Penalty 3296.441875 = -3101848.183010 nChanged 138 SP:Iteration 37Q (1473.087745 sec): 3 clusters Score: Raw -3105182.691384 + Penalty 3296.441875 = -3101886.249509 nChanged 118 SP:Iteration 38Q (1473.177996 sec): 3 clusters Score: Raw -3105211.594016 + Penalty 3296.441875 = -3101915.152141 nChanged 109 SP:Iteration 39Q (1473.245580 sec): 3 clusters Score: Raw -3105232.863617 + Penalty 3296.441875 = -3101936.421743 nChanged 86 SP:Iteration 40F (1473.327609 sec): 3 clusters Score: Raw -3105252.370009 + Penalty 3296.441875 = -3101955.928134 nChanged 79 SP:Iteration 41Q (1473.412468 sec): 3 clusters Score: Raw -3105269.779595 + Penalty 3296.441875 = -3101973.337720 nChanged 85 SP:Iteration 42Q (1473.486428 sec): 3 clusters Score: Raw -3105287.914401 + Penalty 3296.441875 = -3101991.472526 nChanged 77 SP:Iteration 43Q (1473.560852 sec): 3 clusters Score: Raw -3105306.367683 + Penalty 3296.441875 = -3102009.925808 nChanged 74 SP:Iteration 44Q (1473.631071 sec): 3 clusters Score: Raw -3105322.401658 + Penalty 3296.441875 = -3102025.959783 nChanged 76 SP:Iteration 45Q (1473.691553 sec): 3 clusters Score: Raw -3105336.896639 + Penalty 3296.441875 = -3102040.454764 nChanged 66 SP:Iteration 46Q (1473.772506 sec): 3 clusters Score: Raw -3105349.845360 + Penalty 3296.441875 = -3102053.403485 nChanged 62 SP:Iteration 47Q (1473.858170 sec): 3 clusters Score: Raw -3105362.932749 + Penalty 3296.441875 = -3102066.490874 nChanged 63 SP:Iteration 48Q (1473.937015 sec): 3 clusters Score: Raw -3105375.515806 + Penalty 3296.441875 = -3102079.073932 nChanged 61 SP:Iteration 49Q (1474.015003 sec): 3 clusters Score: Raw -3105386.551420 + Penalty 3296.441875 = -3102090.109545 nChanged 54 SP:Iteration 50Q (1474.093509 sec): 3 clusters Score: Raw -3105394.878490 + Penalty 3296.441875 = -3102098.436615 nChanged 46 SP:Iteration 51Q (1474.177185 sec): 3 clusters Score: Raw -3105402.383601 + Penalty 3296.441875 = -3102105.941726 nChanged 43 SP:Iteration 52Q (1474.266537 sec): 3 clusters Score: Raw -3105408.608968 + Penalty 3296.441875 = -3102112.167093 nChanged 38 SP:Iteration 53Q (1474.334388 sec): 3 clusters Score: Raw -3105414.101402 + Penalty 3296.441875 = -3102117.659527 nChanged 42 SP:Iteration 54Q (1474.404104 sec): 3 clusters Score: Raw -3105421.914727 + Penalty 3296.441875 = -3102125.472852 nChanged 45 SP:Iteration 55Q (1474.470950 sec): 3 clusters Score: Raw -3105430.342615 + Penalty 3296.441875 = -3102133.900740 nChanged 44 SP:Iteration 56Q (1474.560589 sec): 3 clusters Score: Raw -3105437.918978 + Penalty 3296.441875 = -3102141.477103 nChanged 37 SP:Iteration 57Q (1474.627642 sec): 3 clusters Score: Raw -3105444.657823 + Penalty 3296.441875 = -3102148.215948 nChanged 42 SP:Iteration 58Q (1474.704936 sec): 3 clusters Score: Raw -3105453.636048 + Penalty 3296.441875 = -3102157.194173 nChanged 45 SP:Iteration 59Q (1474.782669 sec): 3 clusters Score: Raw -3105462.260971 + Penalty 3296.441875 = -3102165.819096 nChanged 40 SP:Iteration 60F (1474.875249 sec): 3 clusters Score: Raw -3105469.001152 + Penalty 3296.441875 = -3102172.559277 nChanged 33 SP:Iteration 61Q (1474.945444 sec): 3 clusters Score: Raw -3105474.665571 + Penalty 3296.441875 = -3102178.223696 nChanged 33 SP:Iteration 62Q (1475.023962 sec): 3 clusters Score: Raw -3105479.892060 + Penalty 3296.441875 = -3102183.450185 nChanged 26 SP:Iteration 63Q (1475.101101 sec): 3 clusters Score: Raw -3105483.821541 + Penalty 3296.441875 = -3102187.379666 nChanged 29 SP:Iteration 64Q (1475.179618 sec): 3 clusters Score: Raw -3105487.859279 + Penalty 3296.441875 = -3102191.417404 nChanged 24 SP:Iteration 65Q (1475.263355 sec): 3 clusters Score: Raw -3105492.624277 + Penalty 3296.441875 = -3102196.182402 nChanged 29 SP:Iteration 66Q (1475.352449 sec): 3 clusters Score: Raw -3105498.936730 + Penalty 3296.441875 = -3102202.494855 nChanged 34 SP:Iteration 67Q (1475.429819 sec): 3 clusters Score: Raw -3105505.018330 + Penalty 3296.441875 = -3102208.576455 nChanged 28 SP:Iteration 68Q (1475.499763 sec): 3 clusters Score: Raw -3105509.483598 + Penalty 3296.441875 = -3102213.041723 nChanged 25 SP:Iteration 69Q (1475.577492 sec): 3 clusters Score: Raw -3105513.758127 + Penalty 3296.441875 = -3102217.316253 nChanged 25 SP:Iteration 70Q (1475.645269 sec): 3 clusters Score: Raw -3105519.346535 + Penalty 3296.441875 = -3102222.904660 nChanged 19 SP:Iteration 71Q (1475.726158 sec): 3 clusters Score: Raw -3105522.955694 + Penalty 3296.441875 = -3102226.513819 nChanged 29 SP:Iteration 72Q (1475.790198 sec): 3 clusters Score: Raw -3105528.066827 + Penalty 3296.441875 = -3102231.624953 nChanged 32 SP:Iteration 73Q (1475.867534 sec): 3 clusters Score: Raw -3105533.408603 + Penalty 3296.441875 = -3102236.966728 nChanged 32 SP:Iteration 74Q (1475.944969 sec): 3 clusters Score: Raw -3105539.394102 + Penalty 3296.441875 = -3102242.952227 nChanged 35 SP:Iteration 75Q (1476.013261 sec): 3 clusters Score: Raw -3105544.179339 + Penalty 3296.441875 = -3102247.737464 nChanged 25 SP:Iteration 76Q (1476.088949 sec): 3 clusters Score: Raw -3105549.005431 + Penalty 3296.441875 = -3102252.563557 nChanged 25 SP:Iteration 77Q (1476.171614 sec): 3 clusters Score: Raw -3105554.657939 + Penalty 3296.441875 = -3102258.216065 nChanged 25 SP:Iteration 78Q (1476.243521 sec): 3 clusters Score: Raw -3105559.444989 + Penalty 3296.441875 = -3102263.003114 nChanged 21 SP:Iteration 79Q (1476.321554 sec): 3 clusters Score: Raw -3105563.144829 + Penalty 3296.441875 = -3102266.702954 nChanged 22 SP:Iteration 80F (1476.416664 sec): 3 clusters Score: Raw -3105566.658006 + Penalty 3296.441875 = -3102270.216131 nChanged 20 SP:Iteration 81Q (1476.481873 sec): 3 clusters Score: Raw -3105569.686290 + Penalty 3296.441875 = -3102273.244415 nChanged 13 SP:Iteration 82Q (1476.562866 sec): 3 clusters Score: Raw -3105571.419174 + Penalty 3296.441875 = -3102274.977299 nChanged 17 SP:Iteration 83Q (1476.645351 sec): 3 clusters Score: Raw -3105573.870758 + Penalty 3296.441875 = -3102277.428884 nChanged 17 SP:Iteration 84Q (1476.734316 sec): 3 clusters Score: Raw -3105577.043530 + Penalty 3296.441875 = -3102280.601655 nChanged 19 SP:Iteration 85Q (1476.804807 sec): 3 clusters Score: Raw -3105579.870794 + Penalty 3296.441875 = -3102283.428919 nChanged 15 SP:Iteration 86Q (1476.874482 sec): 3 clusters Score: Raw -3105581.976162 + Penalty 3296.441875 = -3102285.534287 nChanged 17 SP:Iteration 87Q (1476.954371 sec): 3 clusters Score: Raw -3105584.155826 + Penalty 3296.441875 = -3102287.713951 nChanged 11 SP:Iteration 88Q (1477.031435 sec): 3 clusters Score: Raw -3105585.824707 + Penalty 3296.441875 = -3102289.382832 nChanged 11 SP:Iteration 89Q (1477.111426 sec): 3 clusters Score: Raw -3105587.948274 + Penalty 3296.441875 = -3102291.506399 nChanged 16 SP:Iteration 90Q (1477.187349 sec): 3 clusters Score: Raw -3105590.194355 + Penalty 3296.441875 = -3102293.752481 nChanged 11 SP:Iteration 91Q (1477.261071 sec): 3 clusters Score: Raw -3105592.865960 + Penalty 3296.441875 = -3102296.424085 nChanged 13 SP:Iteration 92Q (1477.340621 sec): 3 clusters Score: Raw -3105595.263895 + Penalty 3296.441875 = -3102298.822021 nChanged 16 SP:Iteration 93Q (1477.420620 sec): 3 clusters Score: Raw -3105597.709854 + Penalty 3296.441875 = -3102301.267979 nChanged 15 SP:Iteration 94Q (1477.487405 sec): 3 clusters Score: Raw -3105600.631533 + Penalty 3296.441875 = -3102304.189658 nChanged 22 SP:Iteration 95Q (1477.553480 sec): 3 clusters Score: Raw -3105604.273222 + Penalty 3296.441875 = -3102307.831347 nChanged 16 SP:Iteration 96Q (1477.612231 sec): 3 clusters Score: Raw -3105606.679578 + Penalty 3296.441875 = -3102310.237704 nChanged 10 SP:Iteration 97Q (1477.689447 sec): 3 clusters Score: Raw -3105608.305982 + Penalty 3296.441875 = -3102311.864107 nChanged 5 SP:Iteration 98Q (1477.761735 sec): 3 clusters Score: Raw -3105608.884993 + Penalty 3296.441875 = -3102312.443118 nChanged 3 SP:Iteration 99Q (1477.826364 sec): 3 clusters Score: Raw -3105609.334270 + Penalty 3296.441875 = -3102312.892395 nChanged 2 SP:Iteration 100F (1477.917285 sec): 3 clusters Score: Raw -3105609.521293 + Penalty 3296.441875 = -3102313.079418 nChanged 4 SP:Iteration 101Q (1477.982892 sec): 3 clusters Score: Raw -3105609.826922 + Penalty 3296.441875 = -3102313.385047 nChanged 1 SP:Iteration 102Q (1478.073399 sec): 3 clusters Score: Raw -3105609.876563 + Penalty 3296.441875 = -3102313.434688 nChanged 0 SP:Iteration 103F (1478.156116 sec): 3 clusters Score: Raw -3105609.876563 + Penalty 3296.441875 = -3102313.434688 nChanged 0 Trying to split cluster 16 (5987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1478.187714 sec): 2 clusters Score: Raw -717686.731592 + Penalty 1413.318681 = -716273.412911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1478.237219 sec): 3 clusters Score: Raw -714553.493063 + Penalty 2826.637363 = -711726.855700 nChanged 2419 SP:Iteration 1F (1478.277595 sec): 3 clusters Score: Raw -715965.880266 + Penalty 2826.637363 = -713139.242903 nChanged 404 SP:Iteration 2F (1478.329550 sec): 3 clusters Score: Raw -716181.589357 + Penalty 2826.637363 = -713354.951995 nChanged 310 SP:Iteration 3F (1478.381485 sec): 3 clusters Score: Raw -716336.007399 + Penalty 2826.637363 = -713509.370037 nChanged 259 SP:Iteration 4Q (1478.426190 sec): 3 clusters Score: Raw -716457.818552 + Penalty 2826.637363 = -713631.181190 nChanged 226 SP:Iteration 5Q (1478.474534 sec): 3 clusters Score: Raw -716577.749077 + Penalty 2826.637363 = -713751.111714 nChanged 196 SP:Iteration 6Q (1478.530066 sec): 3 clusters Score: Raw -716675.648398 + Penalty 2826.637363 = -713849.011035 nChanged 199 SP:Iteration 7Q (1478.581821 sec): 3 clusters Score: Raw -716783.405468 + Penalty 2826.637363 = -713956.768105 nChanged 178 SP:Iteration 8Q (1478.638394 sec): 3 clusters Score: Raw -716873.507223 + Penalty 2826.637363 = -714046.869860 nChanged 172 SP:Iteration 9Q (1478.686344 sec): 3 clusters Score: Raw -716958.066726 + Penalty 2826.637363 = -714131.429364 nChanged 167 SP:Iteration 10Q (1478.742469 sec): 3 clusters Score: Raw -717043.385821 + Penalty 2826.637363 = -714216.748459 nChanged 154 SP:Iteration 11Q (1478.779376 sec): 3 clusters Score: Raw -717136.714762 + Penalty 2826.637363 = -714310.077399 nChanged 167 SP:Iteration 12Q (1478.833665 sec): 3 clusters Score: Raw -717219.478473 + Penalty 2826.637363 = -714392.841110 nChanged 166 SP:Iteration 13Q (1478.888128 sec): 3 clusters Score: Raw -717315.228458 + Penalty 2826.637363 = -714488.591095 nChanged 162 SP:Iteration 14Q (1478.938122 sec): 3 clusters Score: Raw -717407.032123 + Penalty 2826.637363 = -714580.394760 nChanged 157 SP:Iteration 15Q (1478.977004 sec): 3 clusters Score: Raw -717479.532294 + Penalty 2826.637363 = -714652.894931 nChanged 106 SP:Iteration 16Q (1479.030804 sec): 3 clusters Score: Raw -717523.239902 + Penalty 2826.637363 = -714696.602539 nChanged 86 SP:Iteration 17Q (1479.086674 sec): 3 clusters Score: Raw -717551.866919 + Penalty 2826.637363 = -714725.229557 nChanged 66 SP:Iteration 18Q (1479.141488 sec): 3 clusters Score: Raw -717575.558616 + Penalty 2826.637363 = -714748.921254 nChanged 68 SP:Iteration 19Q (1479.197787 sec): 3 clusters Score: Raw -717599.077836 + Penalty 2826.637363 = -714772.440474 nChanged 62 SP:Iteration 20F (1479.249442 sec): 3 clusters Score: Raw -717626.009777 + Penalty 2826.637363 = -714799.372414 nChanged 50 SP:Iteration 21Q (1479.289560 sec): 3 clusters Score: Raw -717644.079221 + Penalty 2826.637363 = -714817.441858 nChanged 49 SP:Iteration 22Q (1479.335038 sec): 3 clusters Score: Raw -717659.813111 + Penalty 2826.637363 = -714833.175749 nChanged 38 SP:Iteration 23Q (1479.387986 sec): 3 clusters Score: Raw -717671.555998 + Penalty 2826.637363 = -714844.918635 nChanged 28 SP:Iteration 24Q (1479.424312 sec): 3 clusters Score: Raw -717678.399129 + Penalty 2826.637363 = -714851.761766 nChanged 21 SP:Iteration 25Q (1479.466038 sec): 3 clusters Score: Raw -717683.142871 + Penalty 2826.637363 = -714856.505509 nChanged 28 SP:Iteration 26Q (1479.506813 sec): 3 clusters Score: Raw -717690.412055 + Penalty 2826.637363 = -714863.774693 nChanged 30 SP:Iteration 27Q (1479.566219 sec): 3 clusters Score: Raw -717696.886546 + Penalty 2826.637363 = -714870.249183 nChanged 27 SP:Iteration 28Q (1479.625103 sec): 3 clusters Score: Raw -717702.740673 + Penalty 2826.637363 = -714876.103310 nChanged 23 SP:Iteration 29Q (1479.674388 sec): 3 clusters Score: Raw -717707.686763 + Penalty 2826.637363 = -714881.049400 nChanged 21 SP:Iteration 30Q (1479.713655 sec): 3 clusters Score: Raw -717711.524276 + Penalty 2826.637363 = -714884.886913 nChanged 16 SP:Iteration 31Q (1479.764286 sec): 3 clusters Score: Raw -717714.569634 + Penalty 2826.637363 = -714887.932271 nChanged 9 SP:Iteration 32Q (1479.821841 sec): 3 clusters Score: Raw -717716.598002 + Penalty 2826.637363 = -714889.960639 nChanged 7 SP:Iteration 33Q (1479.870856 sec): 3 clusters Score: Raw -717718.116358 + Penalty 2826.637363 = -714891.478995 nChanged 12 SP:Iteration 34Q (1479.929137 sec): 3 clusters Score: Raw -717720.152866 + Penalty 2826.637363 = -714893.515504 nChanged 9 SP:Iteration 35Q (1479.970880 sec): 3 clusters Score: Raw -717722.151706 + Penalty 2826.637363 = -714895.514343 nChanged 14 SP:Iteration 36Q (1480.025600 sec): 3 clusters Score: Raw -717724.777928 + Penalty 2826.637363 = -714898.140565 nChanged 10 SP:Iteration 37Q (1480.070588 sec): 3 clusters Score: Raw -717726.499383 + Penalty 2826.637363 = -714899.862020 nChanged 6 SP:Iteration 38Q (1480.130134 sec): 3 clusters Score: Raw -717727.711107 + Penalty 2826.637363 = -714901.073745 nChanged 8 SP:Iteration 39Q (1480.171005 sec): 3 clusters Score: Raw -717729.539738 + Penalty 2826.637363 = -714902.902376 nChanged 13 SP:Iteration 40F (1480.212884 sec): 3 clusters Score: Raw -717732.244134 + Penalty 2826.637363 = -714905.606772 nChanged 15 SP:Iteration 41Q (1480.264768 sec): 3 clusters Score: Raw -717735.489340 + Penalty 2826.637363 = -714908.851977 nChanged 21 SP:Iteration 42Q (1480.317925 sec): 3 clusters Score: Raw -717741.230226 + Penalty 2826.637363 = -714914.592864 nChanged 25 SP:Iteration 43Q (1480.362898 sec): 3 clusters Score: Raw -717746.817848 + Penalty 2826.637363 = -714920.180485 nChanged 20 SP:Iteration 44Q (1480.426532 sec): 3 clusters Score: Raw -717750.467290 + Penalty 2826.637363 = -714923.829927 nChanged 19 SP:Iteration 45Q (1480.472741 sec): 3 clusters Score: Raw -717754.695571 + Penalty 2826.637363 = -714928.058209 nChanged 24 SP:Iteration 46Q (1480.528766 sec): 3 clusters Score: Raw -717760.854057 + Penalty 2826.637363 = -714934.216695 nChanged 30 SP:Iteration 47Q (1480.586159 sec): 3 clusters Score: Raw -717769.321335 + Penalty 2826.637363 = -714942.683973 nChanged 39 SP:Iteration 48Q (1480.629725 sec): 3 clusters Score: Raw -717785.863647 + Penalty 2826.637363 = -714959.226284 nChanged 42 SP:Iteration 49Q (1480.681014 sec): 3 clusters Score: Raw -717799.155587 + Penalty 2826.637363 = -714972.518224 nChanged 43 SP:Iteration 50Q (1480.741622 sec): 3 clusters Score: Raw -717815.495423 + Penalty 2826.637363 = -714988.858060 nChanged 47 SP:Iteration 51Q (1480.781563 sec): 3 clusters Score: Raw -717835.191976 + Penalty 2826.637363 = -715008.554613 nChanged 48 SP:Iteration 52Q (1480.828666 sec): 3 clusters Score: Raw -717856.750310 + Penalty 2826.637363 = -715030.112947 nChanged 49 SP:Iteration 53Q (1480.886723 sec): 3 clusters Score: Raw -717873.963725 + Penalty 2826.637363 = -715047.326363 nChanged 52 SP:Iteration 54Q (1480.938941 sec): 3 clusters Score: Raw -717886.474045 + Penalty 2826.637363 = -715059.836682 nChanged 32 SP:Iteration 55Q (1480.996065 sec): 3 clusters Score: Raw -717894.036595 + Penalty 2826.637363 = -715067.399232 nChanged 37 SP:Iteration 56Q (1481.037928 sec): 3 clusters Score: Raw -717904.605010 + Penalty 2826.637363 = -715077.967647 nChanged 31 SP:Iteration 57Q (1481.062720 sec): 3 clusters Score: Raw -717915.162338 + Penalty 2826.637363 = -715088.524976 nChanged 33 SP:Iteration 58Q (1481.114894 sec): 3 clusters Score: Raw -717924.963753 + Penalty 2826.637363 = -715098.326391 nChanged 34 SP:Iteration 59Q (1481.157700 sec): 3 clusters Score: Raw -717930.727440 + Penalty 2826.637363 = -715104.090077 nChanged 21 SP:Iteration 60F (1481.208983 sec): 3 clusters Score: Raw -717934.616618 + Penalty 2826.637363 = -715107.979255 nChanged 19 SP:Iteration 61Q (1481.259860 sec): 3 clusters Score: Raw -717940.061889 + Penalty 2826.637363 = -715113.424526 nChanged 21 SP:Iteration 62Q (1481.308153 sec): 3 clusters Score: Raw -717947.349575 + Penalty 2826.637363 = -715120.712213 nChanged 26 SP:Iteration 63Q (1481.356950 sec): 3 clusters Score: Raw -717952.216555 + Penalty 2826.637363 = -715125.579192 nChanged 18 SP:Iteration 64Q (1481.395565 sec): 3 clusters Score: Raw -717955.175143 + Penalty 2826.637363 = -715128.537781 nChanged 14 SP:Iteration 65Q (1481.454869 sec): 3 clusters Score: Raw -717957.540512 + Penalty 2826.637363 = -715130.903149 nChanged 6 SP:Iteration 66Q (1481.506225 sec): 3 clusters Score: Raw -717958.666802 + Penalty 2826.637363 = -715132.029439 nChanged 8 SP:Iteration 67Q (1481.550004 sec): 3 clusters Score: Raw -717960.109268 + Penalty 2826.637363 = -715133.471905 nChanged 6 SP:Iteration 68Q (1481.591140 sec): 3 clusters Score: Raw -717961.225423 + Penalty 2826.637363 = -715134.588060 nChanged 5 SP:Iteration 69Q (1481.632280 sec): 3 clusters Score: Raw -717962.598645 + Penalty 2826.637363 = -715135.961282 nChanged 10 SP:Iteration 70Q (1481.687940 sec): 3 clusters Score: Raw -717964.581089 + Penalty 2826.637363 = -715137.943726 nChanged 10 SP:Iteration 71Q (1481.740682 sec): 3 clusters Score: Raw -717966.038346 + Penalty 2826.637363 = -715139.400983 nChanged 7 SP:Iteration 72Q (1481.783674 sec): 3 clusters Score: Raw -717967.200918 + Penalty 2826.637363 = -715140.563555 nChanged 6 SP:Iteration 73Q (1481.831849 sec): 3 clusters Score: Raw -717968.543757 + Penalty 2826.637363 = -715141.906394 nChanged 5 SP:Iteration 74Q (1481.878042 sec): 3 clusters Score: Raw -717969.081999 + Penalty 2826.637363 = -715142.444636 nChanged 6 SP:Iteration 75Q (1481.923061 sec): 3 clusters Score: Raw -717971.060371 + Penalty 2826.637363 = -715144.423008 nChanged 9 SP:Iteration 76Q (1481.977270 sec): 3 clusters Score: Raw -717973.063856 + Penalty 2826.637363 = -715146.426493 nChanged 10 SP:Iteration 77Q (1482.024888 sec): 3 clusters Score: Raw -717975.183254 + Penalty 2826.637363 = -715148.545892 nChanged 11 SP:Iteration 78Q (1482.066116 sec): 3 clusters Score: Raw -717977.278012 + Penalty 2826.637363 = -715150.640649 nChanged 13 SP:Iteration 79Q (1482.112629 sec): 3 clusters Score: Raw -717980.851266 + Penalty 2826.637363 = -715154.213903 nChanged 16 SP:Iteration 80F (1482.170159 sec): 3 clusters Score: Raw -717984.218942 + Penalty 2826.637363 = -715157.581580 nChanged 11 SP:Iteration 81Q (1482.215430 sec): 3 clusters Score: Raw -717986.230704 + Penalty 2826.637363 = -715159.593341 nChanged 7 SP:Iteration 82Q (1482.264487 sec): 3 clusters Score: Raw -717987.461948 + Penalty 2826.637363 = -715160.824585 nChanged 2 SP:Iteration 83Q (1482.315385 sec): 3 clusters Score: Raw -717987.840027 + Penalty 2826.637363 = -715161.202664 nChanged 3 SP:Iteration 84Q (1482.373099 sec): 3 clusters Score: Raw -717988.258817 + Penalty 2826.637363 = -715161.621454 nChanged 3 SP:Iteration 85Q (1482.421623 sec): 3 clusters Score: Raw -717988.545176 + Penalty 2826.637363 = -715161.907814 nChanged 3 SP:Iteration 86Q (1482.479129 sec): 3 clusters Score: Raw -717988.795381 + Penalty 2826.637363 = -715162.158018 nChanged 4 SP:Iteration 87Q (1482.527308 sec): 3 clusters Score: Raw -717990.133336 + Penalty 2826.637363 = -715163.495974 nChanged 9 SP:Iteration 88Q (1482.571252 sec): 3 clusters Score: Raw -717992.183137 + Penalty 2826.637363 = -715165.545775 nChanged 14 SP:Iteration 89Q (1482.623927 sec): 3 clusters Score: Raw -717994.339727 + Penalty 2826.637363 = -715167.702364 nChanged 4 SP:Iteration 90Q (1482.675759 sec): 3 clusters Score: Raw -717994.752345 + Penalty 2826.637363 = -715168.114982 nChanged 1 SP:Iteration 91Q (1482.725949 sec): 3 clusters Score: Raw -717994.946309 + Penalty 2826.637363 = -715168.308946 nChanged 0 SP:Iteration 92F (1482.763436 sec): 3 clusters Score: Raw -717994.946309 + Penalty 2826.637363 = -715168.308946 nChanged 0 Trying to split cluster 17 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1482.794164 sec): 2 clusters Score: Raw -107346.880050 + Penalty 1118.562670 = -106228.317380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1482.828647 sec): 3 clusters Score: Raw -107047.718341 + Penalty 2237.125341 = -104810.593000 nChanged 325 SP:Iteration 1F (1482.861107 sec): 3 clusters Score: Raw -107397.077277 + Penalty 2237.125341 = -105159.951937 nChanged 75 SP:Iteration 2F (1482.918603 sec): 3 clusters Score: Raw -107474.832213 + Penalty 2237.125341 = -105237.706872 nChanged 35 SP:Iteration 3Q (1482.965104 sec): 3 clusters Score: Raw -107512.603215 + Penalty 2237.125341 = -105275.477875 nChanged 20 SP:Iteration 4Q (1483.012228 sec): 3 clusters Score: Raw -107539.495834 + Penalty 2237.125341 = -105302.370493 nChanged 24 SP:Iteration 5Q (1483.047111 sec): 3 clusters Score: Raw -107561.951999 + Penalty 2237.125341 = -105324.826658 nChanged 21 SP:Iteration 6Q (1483.091916 sec): 3 clusters Score: Raw -107582.902818 + Penalty 2237.125341 = -105345.777478 nChanged 16 SP:Iteration 7Q (1483.124826 sec): 3 clusters Score: Raw -107599.689987 + Penalty 2237.125341 = -105362.564647 nChanged 15 SP:Iteration 8Q (1483.166738 sec): 3 clusters Score: Raw -107618.675936 + Penalty 2237.125341 = -105381.550595 nChanged 10 SP:Iteration 9Q (1483.209618 sec): 3 clusters Score: Raw -107629.077408 + Penalty 2237.125341 = -105391.952067 nChanged 3 SP:Iteration 10Q (1483.260322 sec): 3 clusters Score: Raw -107632.621610 + Penalty 2237.125341 = -105395.496270 nChanged 4 SP:Iteration 11Q (1483.298928 sec): 3 clusters Score: Raw -107636.324278 + Penalty 2237.125341 = -105399.198937 nChanged 3 SP:Iteration 12Q (1483.346213 sec): 3 clusters Score: Raw -107642.088386 + Penalty 2237.125341 = -105404.963045 nChanged 2 SP:Iteration 13Q (1483.387925 sec): 3 clusters Score: Raw -107647.130890 + Penalty 2237.125341 = -105410.005549 nChanged 5 SP:Iteration 14Q (1483.423708 sec): 3 clusters Score: Raw -107650.840133 + Penalty 2237.125341 = -105413.714793 nChanged 3 SP:Iteration 15Q (1483.476905 sec): 3 clusters Score: Raw -107653.412141 + Penalty 2237.125341 = -105416.286800 nChanged 2 SP:Iteration 16Q (1483.509839 sec): 3 clusters Score: Raw -107654.404414 + Penalty 2237.125341 = -105417.279073 nChanged 1 SP:Iteration 17Q (1483.547131 sec): 3 clusters Score: Raw -107654.674292 + Penalty 2237.125341 = -105417.548951 nChanged 0 SP:Iteration 18F (1483.585724 sec): 3 clusters Score: Raw -107654.674292 + Penalty 2237.125341 = -105417.548951 nChanged 0 Trying to split cluster 18 (4655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1483.619091 sec): 2 clusters Score: Raw -479154.793983 + Penalty 1372.425793 = -477782.368190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1483.670192 sec): 3 clusters Score: Raw -476822.932794 + Penalty 2744.851587 = -474078.081207 nChanged 1838 SP:Iteration 1F (1483.712425 sec): 3 clusters Score: Raw -477869.472676 + Penalty 2744.851587 = -475124.621089 nChanged 363 SP:Iteration 2F (1483.758959 sec): 3 clusters Score: Raw -478110.736969 + Penalty 2744.851587 = -475365.885382 nChanged 298 SP:Iteration 3F (1483.807534 sec): 3 clusters Score: Raw -478293.340170 + Penalty 2744.851587 = -475548.488583 nChanged 268 SP:Iteration 4F (1483.840868 sec): 3 clusters Score: Raw -478478.014321 + Penalty 2744.851587 = -475733.162735 nChanged 232 SP:Iteration 5Q (1483.892160 sec): 3 clusters Score: Raw -478654.382479 + Penalty 2744.851587 = -475909.530892 nChanged 218 SP:Iteration 6Q (1483.933488 sec): 3 clusters Score: Raw -478806.315767 + Penalty 2744.851587 = -476061.464180 nChanged 205 SP:Iteration 7Q (1483.976085 sec): 3 clusters Score: Raw -478948.761912 + Penalty 2744.851587 = -476203.910326 nChanged 204 SP:Iteration 8Q (1484.023495 sec): 3 clusters Score: Raw -479072.878056 + Penalty 2744.851587 = -476328.026469 nChanged 176 SP:Iteration 9Q (1484.061681 sec): 3 clusters Score: Raw -479177.662509 + Penalty 2744.851587 = -476432.810922 nChanged 146 SP:Iteration 10Q (1484.113971 sec): 3 clusters Score: Raw -479261.302732 + Penalty 2744.851587 = -476516.451146 nChanged 132 SP:Iteration 11Q (1484.164937 sec): 3 clusters Score: Raw -479336.392775 + Penalty 2744.851587 = -476591.541188 nChanged 101 SP:Iteration 12Q (1484.213563 sec): 3 clusters Score: Raw -479391.539812 + Penalty 2744.851587 = -476646.688226 nChanged 99 SP:Iteration 13Q (1484.258402 sec): 3 clusters Score: Raw -479442.641471 + Penalty 2744.851587 = -476697.789884 nChanged 95 SP:Iteration 14Q (1484.303191 sec): 3 clusters Score: Raw -479492.778581 + Penalty 2744.851587 = -476747.926994 nChanged 104 SP:Iteration 15Q (1484.346739 sec): 3 clusters Score: Raw -479554.507551 + Penalty 2744.851587 = -476809.655965 nChanged 106 SP:Iteration 16Q (1484.402517 sec): 3 clusters Score: Raw -479618.929941 + Penalty 2744.851587 = -476874.078354 nChanged 99 SP:Iteration 17Q (1484.448979 sec): 3 clusters Score: Raw -479686.840491 + Penalty 2744.851587 = -476941.988905 nChanged 101 SP:Iteration 18Q (1484.488379 sec): 3 clusters Score: Raw -479752.546956 + Penalty 2744.851587 = -477007.695369 nChanged 78 SP:Iteration 19Q (1484.521593 sec): 3 clusters Score: Raw -479806.923349 + Penalty 2744.851587 = -477062.071762 nChanged 78 SP:Iteration 20F (1484.574010 sec): 3 clusters Score: Raw -479867.958606 + Penalty 2744.851587 = -477123.107019 nChanged 60 SP:Iteration 21Q (1484.628902 sec): 3 clusters Score: Raw -479907.305361 + Penalty 2744.851587 = -477162.453774 nChanged 40 SP:Iteration 22Q (1484.685767 sec): 3 clusters Score: Raw -479931.807548 + Penalty 2744.851587 = -477186.955962 nChanged 30 SP:Iteration 23Q (1484.734270 sec): 3 clusters Score: Raw -479950.577420 + Penalty 2744.851587 = -477205.725833 nChanged 34 SP:Iteration 24Q (1484.772702 sec): 3 clusters Score: Raw -479979.758485 + Penalty 2744.851587 = -477234.906898 nChanged 33 SP:Iteration 25Q (1484.817008 sec): 3 clusters Score: Raw -479997.936977 + Penalty 2744.851587 = -477253.085391 nChanged 18 SP:Iteration 26Q (1484.850670 sec): 3 clusters Score: Raw -480007.267456 + Penalty 2744.851587 = -477262.415869 nChanged 12 SP:Iteration 27Q (1484.909695 sec): 3 clusters Score: Raw -480012.227686 + Penalty 2744.851587 = -477267.376100 nChanged 4 SP:Iteration 28Q (1484.962748 sec): 3 clusters Score: Raw -480015.329396 + Penalty 2744.851587 = -477270.477810 nChanged 3 SP:Iteration 29Q (1485.002385 sec): 3 clusters Score: Raw -480016.606881 + Penalty 2744.851587 = -477271.755294 nChanged 1 SP:Iteration 30Q (1485.046671 sec): 3 clusters Score: Raw -480017.121897 + Penalty 2744.851587 = -477272.270310 nChanged 1 SP:Iteration 31Q (1485.086862 sec): 3 clusters Score: Raw -480017.856458 + Penalty 2744.851587 = -477273.004872 nChanged 2 SP:Iteration 32Q (1485.135800 sec): 3 clusters Score: Raw -480019.045980 + Penalty 2744.851587 = -477274.194393 nChanged 1 SP:Iteration 33Q (1485.184249 sec): 3 clusters Score: Raw -480019.751810 + Penalty 2744.851587 = -477274.900223 nChanged 0 SP:Iteration 34F (1485.224770 sec): 3 clusters Score: Raw -480019.751810 + Penalty 2744.851587 = -477274.900223 nChanged 0 Trying to split cluster 19 (26848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.282946 sec): 2 clusters Score: Raw -3163211.705249 + Penalty 1657.166324 = -3161554.538925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.375151 sec): 3 clusters Score: Raw -3146577.603804 + Penalty 3314.332648 = -3143263.271156 nChanged 12324 SP:Iteration 1F (1485.454752 sec): 3 clusters Score: Raw -3153484.801940 + Penalty 3314.332648 = -3150170.469292 nChanged 1404 SP:Iteration 2F (1485.555565 sec): 3 clusters Score: Raw -3154106.944768 + Penalty 3314.332648 = -3150792.612120 nChanged 1578 SP:Iteration 3F (1485.632442 sec): 3 clusters Score: Raw -3154973.784441 + Penalty 3314.332648 = -3151659.451793 nChanged 1824 SP:Iteration 4F (1485.715399 sec): 3 clusters Score: Raw -3156220.154745 + Penalty 3314.332648 = -3152905.822097 nChanged 2137 SP:Iteration 5F (1485.810810 sec): 3 clusters Score: Raw -3158032.055853 + Penalty 3314.332648 = -3154717.723205 nChanged 2098 SP:Iteration 6F (1485.893706 sec): 3 clusters Score: Raw -3159999.776429 + Penalty 3314.332648 = -3156685.443781 nChanged 1624 SP:Iteration 7F (1485.971987 sec): 3 clusters Score: Raw -3161602.584866 + Penalty 3314.332648 = -3158288.252218 nChanged 959 SP:Iteration 8Q (1486.075751 sec): 3 clusters Score: Raw -3162594.650447 + Penalty 3314.332648 = -3159280.317799 nChanged 444 SP:Iteration 9Q (1486.150677 sec): 3 clusters Score: Raw -3163022.501072 + Penalty 3314.332648 = -3159708.168424 nChanged 219 SP:Iteration 10Q (1486.227945 sec): 3 clusters Score: Raw -3163232.388574 + Penalty 3314.332648 = -3159918.055926 nChanged 118 SP:Iteration 11Q (1486.294428 sec): 3 clusters Score: Raw -3163331.613033 + Penalty 3314.332648 = -3160017.280385 nChanged 65 SP:Iteration 12Q (1486.374518 sec): 3 clusters Score: Raw -3163373.167581 + Penalty 3314.332648 = -3160058.834933 nChanged 46 SP:Iteration 13Q (1486.459090 sec): 3 clusters Score: Raw -3163401.585988 + Penalty 3314.332648 = -3160087.253340 nChanged 34 SP:Iteration 14Q (1486.536516 sec): 3 clusters Score: Raw -3163423.062036 + Penalty 3314.332648 = -3160108.729388 nChanged 27 SP:Iteration 15Q (1486.603133 sec): 3 clusters Score: Raw -3163436.158461 + Penalty 3314.332648 = -3160121.825813 nChanged 14 SP:Iteration 16Q (1486.678581 sec): 3 clusters Score: Raw -3163443.282542 + Penalty 3314.332648 = -3160128.949894 nChanged 12 SP:Iteration 17Q (1486.757388 sec): 3 clusters Score: Raw -3163454.519437 + Penalty 3314.332648 = -3160140.186789 nChanged 20 SP:Iteration 18Q (1486.826775 sec): 3 clusters Score: Raw -3163467.349989 + Penalty 3314.332648 = -3160153.017341 nChanged 17 SP:Iteration 19Q (1486.914115 sec): 3 clusters Score: Raw -3163475.378094 + Penalty 3314.332648 = -3160161.045446 nChanged 5 SP:Iteration 20F (1486.994109 sec): 3 clusters Score: Raw -3163478.451074 + Penalty 3314.332648 = -3160164.118426 nChanged 6 SP:Iteration 21Q (1487.063026 sec): 3 clusters Score: Raw -3163480.547046 + Penalty 3314.332648 = -3160166.214398 nChanged 7 SP:Iteration 22Q (1487.144645 sec): 3 clusters Score: Raw -3163485.251914 + Penalty 3314.332648 = -3160170.919266 nChanged 7 SP:Iteration 23Q (1487.216840 sec): 3 clusters Score: Raw -3163488.482223 + Penalty 3314.332648 = -3160174.149575 nChanged 3 SP:Iteration 24Q (1487.291336 sec): 3 clusters Score: Raw -3163490.112096 + Penalty 3314.332648 = -3160175.779448 nChanged 5 SP:Iteration 25Q (1487.374285 sec): 3 clusters Score: Raw -3163493.461036 + Penalty 3314.332648 = -3160179.128388 nChanged 6 SP:Iteration 26Q (1487.456350 sec): 3 clusters Score: Raw -3163496.600727 + Penalty 3314.332648 = -3160182.268079 nChanged 4 SP:Iteration 27Q (1487.545503 sec): 3 clusters Score: Raw -3163498.192797 + Penalty 3314.332648 = -3160183.860149 nChanged 2 SP:Iteration 28Q (1487.613579 sec): 3 clusters Score: Raw -3163498.981929 + Penalty 3314.332648 = -3160184.649281 nChanged 4 SP:Iteration 29Q (1487.693642 sec): 3 clusters Score: Raw -3163501.326414 + Penalty 3314.332648 = -3160186.993766 nChanged 4 SP:Iteration 30Q (1487.770266 sec): 3 clusters Score: Raw -3163503.636275 + Penalty 3314.332648 = -3160189.303627 nChanged 5 SP:Iteration 31Q (1487.838838 sec): 3 clusters Score: Raw -3163506.414324 + Penalty 3314.332648 = -3160192.081676 nChanged 5 SP:Iteration 32Q (1487.914980 sec): 3 clusters Score: Raw -3163508.648639 + Penalty 3314.332648 = -3160194.315991 nChanged 3 SP:Iteration 33Q (1487.984341 sec): 3 clusters Score: Raw -3163510.043081 + Penalty 3314.332648 = -3160195.710433 nChanged 4 SP:Iteration 34Q (1488.066550 sec): 3 clusters Score: Raw -3163512.858290 + Penalty 3314.332648 = -3160198.525642 nChanged 3 SP:Iteration 35Q (1488.134980 sec): 3 clusters Score: Raw -3163514.429569 + Penalty 3314.332648 = -3160200.096921 nChanged 3 SP:Iteration 36Q (1488.212938 sec): 3 clusters Score: Raw -3163515.462041 + Penalty 3314.332648 = -3160201.129393 nChanged 4 SP:Iteration 37Q (1488.288749 sec): 3 clusters Score: Raw -3163516.909264 + Penalty 3314.332648 = -3160202.576616 nChanged 2 SP:Iteration 38Q (1488.368304 sec): 3 clusters Score: Raw -3163517.777841 + Penalty 3314.332648 = -3160203.445193 nChanged 3 SP:Iteration 39Q (1488.415253 sec): 3 clusters Score: Raw -3163519.126296 + Penalty 3314.332648 = -3160204.793647 nChanged 4 SP:Iteration 40F (1488.506449 sec): 3 clusters Score: Raw -3163521.750720 + Penalty 3314.332648 = -3160207.418072 nChanged 2 SP:Iteration 41Q (1488.577320 sec): 3 clusters Score: Raw -3163522.476597 + Penalty 3314.332648 = -3160208.143949 nChanged 2 SP:Iteration 42Q (1488.648495 sec): 3 clusters Score: Raw -3163523.381256 + Penalty 3314.332648 = -3160209.048608 nChanged 1 SP:Iteration 43Q (1488.731717 sec): 3 clusters Score: Raw -3163523.746245 + Penalty 3314.332648 = -3160209.413597 nChanged 0 SP:Iteration 44F (1488.817451 sec): 3 clusters Score: Raw -3163523.746245 + Penalty 3314.332648 = -3160209.413597 nChanged 0 Trying to split cluster 20 (2124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1488.837610 sec): 2 clusters Score: Raw -242513.723982 + Penalty 1244.921662 = -241268.802320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1488.881710 sec): 3 clusters Score: Raw -241581.801268 + Penalty 2489.843324 = -239091.957943 nChanged 745 SP:Iteration 1F (1488.931814 sec): 3 clusters Score: Raw -242041.292156 + Penalty 2489.843324 = -239551.448832 nChanged 140 SP:Iteration 2F (1488.982871 sec): 3 clusters Score: Raw -242146.380391 + Penalty 2489.843324 = -239656.537067 nChanged 110 SP:Iteration 3F (1489.016711 sec): 3 clusters Score: Raw -242218.818864 + Penalty 2489.843324 = -239728.975540 nChanged 77 SP:Iteration 4Q (1489.053698 sec): 3 clusters Score: Raw -242262.071786 + Penalty 2489.843324 = -239772.228462 nChanged 44 SP:Iteration 5Q (1489.098654 sec): 3 clusters Score: Raw -242285.262561 + Penalty 2489.843324 = -239795.419236 nChanged 33 SP:Iteration 6Q (1489.140077 sec): 3 clusters Score: Raw -242300.275118 + Penalty 2489.843324 = -239810.431794 nChanged 13 SP:Iteration 7Q (1489.180088 sec): 3 clusters Score: Raw -242306.728237 + Penalty 2489.843324 = -239816.884913 nChanged 13 SP:Iteration 8Q (1489.207546 sec): 3 clusters Score: Raw -242313.699268 + Penalty 2489.843324 = -239823.855944 nChanged 9 SP:Iteration 9Q (1489.249763 sec): 3 clusters Score: Raw -242318.606601 + Penalty 2489.843324 = -239828.763277 nChanged 12 SP:Iteration 10Q (1489.293169 sec): 3 clusters Score: Raw -242325.980405 + Penalty 2489.843324 = -239836.137081 nChanged 15 SP:Iteration 11Q (1489.330932 sec): 3 clusters Score: Raw -242331.758367 + Penalty 2489.843324 = -239841.915043 nChanged 8 SP:Iteration 12Q (1489.369980 sec): 3 clusters Score: Raw -242336.066861 + Penalty 2489.843324 = -239846.223537 nChanged 10 SP:Iteration 13Q (1489.408374 sec): 3 clusters Score: Raw -242341.026017 + Penalty 2489.843324 = -239851.182692 nChanged 11 SP:Iteration 14Q (1489.449351 sec): 3 clusters Score: Raw -242347.246782 + Penalty 2489.843324 = -239857.403458 nChanged 14 SP:Iteration 15Q (1489.493409 sec): 3 clusters Score: Raw -242354.724291 + Penalty 2489.843324 = -239864.880966 nChanged 12 SP:Iteration 16Q (1489.542197 sec): 3 clusters Score: Raw -242361.102026 + Penalty 2489.843324 = -239871.258702 nChanged 10 SP:Iteration 17Q (1489.578447 sec): 3 clusters Score: Raw -242365.223453 + Penalty 2489.843324 = -239875.380129 nChanged 5 SP:Iteration 18Q (1489.630927 sec): 3 clusters Score: Raw -242367.300656 + Penalty 2489.843324 = -239877.457332 nChanged 4 SP:Iteration 19Q (1489.663880 sec): 3 clusters Score: Raw -242368.668546 + Penalty 2489.843324 = -239878.825222 nChanged 5 SP:Iteration 20F (1489.702815 sec): 3 clusters Score: Raw -242370.555850 + Penalty 2489.843324 = -239880.712526 nChanged 4 SP:Iteration 21Q (1489.753736 sec): 3 clusters Score: Raw -242372.099447 + Penalty 2489.843324 = -239882.256123 nChanged 4 SP:Iteration 22Q (1489.788113 sec): 3 clusters Score: Raw -242374.121955 + Penalty 2489.843324 = -239884.278631 nChanged 3 SP:Iteration 23Q (1489.830403 sec): 3 clusters Score: Raw -242375.428606 + Penalty 2489.843324 = -239885.585282 nChanged 4 SP:Iteration 24Q (1489.875438 sec): 3 clusters Score: Raw -242376.984995 + Penalty 2489.843324 = -239887.141670 nChanged 3 SP:Iteration 25Q (1489.920560 sec): 3 clusters Score: Raw -242377.692612 + Penalty 2489.843324 = -239887.849288 nChanged 2 SP:Iteration 26Q (1489.967646 sec): 3 clusters Score: Raw -242378.270151 + Penalty 2489.843324 = -239888.426827 nChanged 4 SP:Iteration 27Q (1490.003864 sec): 3 clusters Score: Raw -242380.717180 + Penalty 2489.843324 = -239890.873856 nChanged 5 SP:Iteration 28Q (1490.050884 sec): 3 clusters Score: Raw -242382.271342 + Penalty 2489.843324 = -239892.428018 nChanged 7 SP:Iteration 29Q (1490.090048 sec): 3 clusters Score: Raw -242384.846712 + Penalty 2489.843324 = -239895.003387 nChanged 3 SP:Iteration 30Q (1490.137875 sec): 3 clusters Score: Raw -242386.090861 + Penalty 2489.843324 = -239896.247537 nChanged 2 SP:Iteration 31Q (1490.178072 sec): 3 clusters Score: Raw -242387.517087 + Penalty 2489.843324 = -239897.673762 nChanged 2 SP:Iteration 32Q (1490.224809 sec): 3 clusters Score: Raw -242388.559141 + Penalty 2489.843324 = -239898.715817 nChanged 3 SP:Iteration 33Q (1490.271209 sec): 3 clusters Score: Raw -242390.248919 + Penalty 2489.843324 = -239900.405595 nChanged 2 SP:Iteration 34Q (1490.309526 sec): 3 clusters Score: Raw -242390.426248 + Penalty 2489.843324 = -239900.582924 nChanged 0 SP:Iteration 35F (1490.349204 sec): 3 clusters Score: Raw -242390.426248 + Penalty 2489.843324 = -239900.582924 nChanged 0 Trying to split cluster 21 (14233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1490.393202 sec): 2 clusters Score: Raw -1743173.086572 + Penalty 1554.039255 = -1741619.047318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1490.461977 sec): 3 clusters Score: Raw -1734912.194264 + Penalty 3108.078510 = -1731804.115755 nChanged 6263 SP:Iteration 1F (1490.522289 sec): 3 clusters Score: Raw -1738377.849912 + Penalty 3108.078510 = -1735269.771403 nChanged 831 SP:Iteration 2F (1490.590125 sec): 3 clusters Score: Raw -1738710.295278 + Penalty 3108.078510 = -1735602.216769 nChanged 708 SP:Iteration 3Q (1490.660403 sec): 3 clusters Score: Raw -1738974.717262 + Penalty 3108.078510 = -1735866.638752 nChanged 598 SP:Iteration 4Q (1490.694779 sec): 3 clusters Score: Raw -1739207.360971 + Penalty 3108.078510 = -1736099.282461 nChanged 559 SP:Iteration 5Q (1490.759453 sec): 3 clusters Score: Raw -1739466.721574 + Penalty 3108.078510 = -1736358.643064 nChanged 610 SP:Iteration 6Q (1490.829308 sec): 3 clusters Score: Raw -1739815.032152 + Penalty 3108.078510 = -1736706.953643 nChanged 715 SP:Iteration 7F (1490.883681 sec): 3 clusters Score: Raw -1740288.178060 + Penalty 3108.078510 = -1737180.099551 nChanged 747 SP:Iteration 8F (1490.953381 sec): 3 clusters Score: Raw -1740776.762524 + Penalty 3108.078510 = -1737668.684014 nChanged 679 SP:Iteration 9Q (1491.009155 sec): 3 clusters Score: Raw -1741173.970163 + Penalty 3108.078510 = -1738065.891653 nChanged 577 SP:Iteration 10Q (1491.072232 sec): 3 clusters Score: Raw -1741448.839270 + Penalty 3108.078510 = -1738340.760760 nChanged 447 SP:Iteration 11Q (1491.129096 sec): 3 clusters Score: Raw -1741621.433514 + Penalty 3108.078510 = -1738513.355004 nChanged 309 SP:Iteration 12Q (1491.179355 sec): 3 clusters Score: Raw -1741707.019474 + Penalty 3108.078510 = -1738598.940964 nChanged 209 SP:Iteration 13Q (1491.256349 sec): 3 clusters Score: Raw -1741761.812094 + Penalty 3108.078510 = -1738653.733584 nChanged 184 SP:Iteration 14Q (1491.310107 sec): 3 clusters Score: Raw -1741805.354283 + Penalty 3108.078510 = -1738697.275773 nChanged 147 SP:Iteration 15Q (1491.381970 sec): 3 clusters Score: Raw -1741844.229100 + Penalty 3108.078510 = -1738736.150591 nChanged 148 SP:Iteration 16Q (1491.440292 sec): 3 clusters Score: Raw -1741881.378178 + Penalty 3108.078510 = -1738773.299668 nChanged 132 SP:Iteration 17Q (1491.502183 sec): 3 clusters Score: Raw -1741907.912049 + Penalty 3108.078510 = -1738799.833539 nChanged 117 SP:Iteration 18Q (1491.568832 sec): 3 clusters Score: Raw -1741935.758074 + Penalty 3108.078510 = -1738827.679564 nChanged 124 SP:Iteration 19Q (1491.629044 sec): 3 clusters Score: Raw -1741964.436096 + Penalty 3108.078510 = -1738856.357586 nChanged 121 SP:Iteration 20F (1491.696566 sec): 3 clusters Score: Raw -1741987.366305 + Penalty 3108.078510 = -1738879.287795 nChanged 102 SP:Iteration 21Q (1491.764964 sec): 3 clusters Score: Raw -1742005.565011 + Penalty 3108.078510 = -1738897.486501 nChanged 85 SP:Iteration 22Q (1491.816672 sec): 3 clusters Score: Raw -1742018.577936 + Penalty 3108.078510 = -1738910.499426 nChanged 64 SP:Iteration 23Q (1491.877529 sec): 3 clusters Score: Raw -1742027.634863 + Penalty 3108.078510 = -1738919.556353 nChanged 52 SP:Iteration 24Q (1491.950673 sec): 3 clusters Score: Raw -1742034.838246 + Penalty 3108.078510 = -1738926.759737 nChanged 51 SP:Iteration 25Q (1492.016049 sec): 3 clusters Score: Raw -1742041.954926 + Penalty 3108.078510 = -1738933.876416 nChanged 51 SP:Iteration 26Q (1492.082614 sec): 3 clusters Score: Raw -1742048.663120 + Penalty 3108.078510 = -1738940.584611 nChanged 48 SP:Iteration 27Q (1492.147445 sec): 3 clusters Score: Raw -1742055.484742 + Penalty 3108.078510 = -1738947.406233 nChanged 47 SP:Iteration 28Q (1492.207894 sec): 3 clusters Score: Raw -1742061.051882 + Penalty 3108.078510 = -1738952.973372 nChanged 30 SP:Iteration 29Q (1492.264875 sec): 3 clusters Score: Raw -1742063.868051 + Penalty 3108.078510 = -1738955.789541 nChanged 31 SP:Iteration 30Q (1492.331434 sec): 3 clusters Score: Raw -1742066.856802 + Penalty 3108.078510 = -1738958.778292 nChanged 28 SP:Iteration 31Q (1492.398010 sec): 3 clusters Score: Raw -1742069.309622 + Penalty 3108.078510 = -1738961.231112 nChanged 25 SP:Iteration 32Q (1492.447294 sec): 3 clusters Score: Raw -1742071.939500 + Penalty 3108.078510 = -1738963.860990 nChanged 32 SP:Iteration 33Q (1492.507980 sec): 3 clusters Score: Raw -1742074.786943 + Penalty 3108.078510 = -1738966.708434 nChanged 32 SP:Iteration 34Q (1492.567210 sec): 3 clusters Score: Raw -1742079.202887 + Penalty 3108.078510 = -1738971.124377 nChanged 40 SP:Iteration 35Q (1492.647028 sec): 3 clusters Score: Raw -1742084.589970 + Penalty 3108.078510 = -1738976.511460 nChanged 39 SP:Iteration 36Q (1492.694084 sec): 3 clusters Score: Raw -1742089.570792 + Penalty 3108.078510 = -1738981.492282 nChanged 36 SP:Iteration 37Q (1492.769652 sec): 3 clusters Score: Raw -1742093.594891 + Penalty 3108.078510 = -1738985.516381 nChanged 29 SP:Iteration 38Q (1492.837393 sec): 3 clusters Score: Raw -1742096.472421 + Penalty 3108.078510 = -1738988.393911 nChanged 27 SP:Iteration 39Q (1492.895278 sec): 3 clusters Score: Raw -1742099.258756 + Penalty 3108.078510 = -1738991.180247 nChanged 33 SP:Iteration 40F (1492.957249 sec): 3 clusters Score: Raw -1742103.251823 + Penalty 3108.078510 = -1738995.173314 nChanged 29 SP:Iteration 41Q (1493.011202 sec): 3 clusters Score: Raw -1742105.925615 + Penalty 3108.078510 = -1738997.847105 nChanged 26 SP:Iteration 42Q (1493.077719 sec): 3 clusters Score: Raw -1742107.919325 + Penalty 3108.078510 = -1738999.840816 nChanged 31 SP:Iteration 43Q (1493.137029 sec): 3 clusters Score: Raw -1742111.070220 + Penalty 3108.078510 = -1739002.991710 nChanged 37 SP:Iteration 44Q (1493.193638 sec): 3 clusters Score: Raw -1742115.102049 + Penalty 3108.078510 = -1739007.023540 nChanged 33 SP:Iteration 45Q (1493.263410 sec): 3 clusters Score: Raw -1742118.477669 + Penalty 3108.078510 = -1739010.399159 nChanged 30 SP:Iteration 46Q (1493.319361 sec): 3 clusters Score: Raw -1742121.936903 + Penalty 3108.078510 = -1739013.858393 nChanged 35 SP:Iteration 47Q (1493.397223 sec): 3 clusters Score: Raw -1742125.869479 + Penalty 3108.078510 = -1739017.790969 nChanged 34 SP:Iteration 48Q (1493.452025 sec): 3 clusters Score: Raw -1742129.016084 + Penalty 3108.078510 = -1739020.937574 nChanged 29 SP:Iteration 49Q (1493.509526 sec): 3 clusters Score: Raw -1742131.632992 + Penalty 3108.078510 = -1739023.554482 nChanged 21 SP:Iteration 50Q (1493.573895 sec): 3 clusters Score: Raw -1742133.290882 + Penalty 3108.078510 = -1739025.212372 nChanged 14 SP:Iteration 51Q (1493.627962 sec): 3 clusters Score: Raw -1742134.127104 + Penalty 3108.078510 = -1739026.048594 nChanged 8 SP:Iteration 52Q (1493.695264 sec): 3 clusters Score: Raw -1742134.648974 + Penalty 3108.078510 = -1739026.570465 nChanged 7 SP:Iteration 53Q (1493.755509 sec): 3 clusters Score: Raw -1742135.124563 + Penalty 3108.078510 = -1739027.046054 nChanged 7 SP:Iteration 54Q (1493.813462 sec): 3 clusters Score: Raw -1742135.617603 + Penalty 3108.078510 = -1739027.539094 nChanged 10 SP:Iteration 55Q (1493.881028 sec): 3 clusters Score: Raw -1742136.199214 + Penalty 3108.078510 = -1739028.120705 nChanged 13 SP:Iteration 56Q (1493.955501 sec): 3 clusters Score: Raw -1742137.340092 + Penalty 3108.078510 = -1739029.261583 nChanged 12 SP:Iteration 57Q (1494.013503 sec): 3 clusters Score: Raw -1742138.426866 + Penalty 3108.078510 = -1739030.348356 nChanged 15 SP:Iteration 58Q (1494.048920 sec): 3 clusters Score: Raw -1742140.009866 + Penalty 3108.078510 = -1739031.931356 nChanged 18 SP:Iteration 59Q (1494.117540 sec): 3 clusters Score: Raw -1742142.027928 + Penalty 3108.078510 = -1739033.949418 nChanged 21 SP:Iteration 60F (1494.196613 sec): 3 clusters Score: Raw -1742144.097511 + Penalty 3108.078510 = -1739036.019001 nChanged 21 SP:Iteration 61Q (1494.249979 sec): 3 clusters Score: Raw -1742146.068439 + Penalty 3108.078510 = -1739037.989930 nChanged 17 SP:Iteration 62Q (1494.314229 sec): 3 clusters Score: Raw -1742147.704437 + Penalty 3108.078510 = -1739039.625928 nChanged 24 SP:Iteration 63Q (1494.383845 sec): 3 clusters Score: Raw -1742150.516593 + Penalty 3108.078510 = -1739042.438083 nChanged 28 SP:Iteration 64Q (1494.451745 sec): 3 clusters Score: Raw -1742153.485043 + Penalty 3108.078510 = -1739045.406533 nChanged 37 SP:Iteration 65Q (1494.501362 sec): 3 clusters Score: Raw -1742157.703339 + Penalty 3108.078510 = -1739049.624830 nChanged 35 SP:Iteration 66Q (1494.573776 sec): 3 clusters Score: Raw -1742161.899970 + Penalty 3108.078510 = -1739053.821460 nChanged 36 SP:Iteration 67Q (1494.637088 sec): 3 clusters Score: Raw -1742165.386191 + Penalty 3108.078510 = -1739057.307681 nChanged 29 SP:Iteration 68Q (1494.697810 sec): 3 clusters Score: Raw -1742168.145815 + Penalty 3108.078510 = -1739060.067305 nChanged 23 SP:Iteration 69Q (1494.764435 sec): 3 clusters Score: Raw -1742170.281965 + Penalty 3108.078510 = -1739062.203456 nChanged 18 SP:Iteration 70Q (1494.831238 sec): 3 clusters Score: Raw -1742171.687111 + Penalty 3108.078510 = -1739063.608602 nChanged 14 SP:Iteration 71Q (1494.891669 sec): 3 clusters Score: Raw -1742173.020564 + Penalty 3108.078510 = -1739064.942055 nChanged 18 SP:Iteration 72Q (1494.945640 sec): 3 clusters Score: Raw -1742174.865019 + Penalty 3108.078510 = -1739066.786510 nChanged 18 SP:Iteration 73Q (1495.008812 sec): 3 clusters Score: Raw -1742176.437029 + Penalty 3108.078510 = -1739068.358519 nChanged 20 SP:Iteration 74Q (1495.076219 sec): 3 clusters Score: Raw -1742177.851132 + Penalty 3108.078510 = -1739069.772623 nChanged 19 SP:Iteration 75Q (1495.126075 sec): 3 clusters Score: Raw -1742179.412357 + Penalty 3108.078510 = -1739071.333848 nChanged 22 SP:Iteration 76Q (1495.196813 sec): 3 clusters Score: Raw -1742181.970310 + Penalty 3108.078510 = -1739073.891800 nChanged 28 SP:Iteration 77Q (1495.234099 sec): 3 clusters Score: Raw -1742185.312510 + Penalty 3108.078510 = -1739077.234000 nChanged 39 SP:Iteration 78Q (1495.296787 sec): 3 clusters Score: Raw -1742190.472018 + Penalty 3108.078510 = -1739082.393509 nChanged 47 SP:Iteration 79Q (1495.362606 sec): 3 clusters Score: Raw -1742196.113000 + Penalty 3108.078510 = -1739088.034490 nChanged 39 SP:Iteration 80F (1495.414609 sec): 3 clusters Score: Raw -1742201.148933 + Penalty 3108.078510 = -1739093.070423 nChanged 48 SP:Iteration 81Q (1495.469215 sec): 3 clusters Score: Raw -1742209.874119 + Penalty 3108.078510 = -1739101.795610 nChanged 59 SP:Iteration 82Q (1495.537603 sec): 3 clusters Score: Raw -1742220.424285 + Penalty 3108.078510 = -1739112.345775 nChanged 69 SP:Iteration 83Q (1495.602015 sec): 3 clusters Score: Raw -1742234.324532 + Penalty 3108.078510 = -1739126.246022 nChanged 80 SP:Iteration 84Q (1495.658028 sec): 3 clusters Score: Raw -1742251.424776 + Penalty 3108.078510 = -1739143.346267 nChanged 75 SP:Iteration 85Q (1495.720117 sec): 3 clusters Score: Raw -1742266.357939 + Penalty 3108.078510 = -1739158.279429 nChanged 103 SP:Iteration 86Q (1495.784533 sec): 3 clusters Score: Raw -1742289.537838 + Penalty 3108.078510 = -1739181.459328 nChanged 127 SP:Iteration 87Q (1495.839636 sec): 3 clusters Score: Raw -1742320.018203 + Penalty 3108.078510 = -1739211.939694 nChanged 127 SP:Iteration 88Q (1495.907593 sec): 3 clusters Score: Raw -1742352.704882 + Penalty 3108.078510 = -1739244.626372 nChanged 118 SP:Iteration 89Q (1495.968356 sec): 3 clusters Score: Raw -1742380.669949 + Penalty 3108.078510 = -1739272.591439 nChanged 122 SP:Iteration 90Q (1496.042191 sec): 3 clusters Score: Raw -1742410.445183 + Penalty 3108.078510 = -1739302.366673 nChanged 119 SP:Iteration 91Q (1496.101362 sec): 3 clusters Score: Raw -1742444.423514 + Penalty 3108.078510 = -1739336.345005 nChanged 123 SP:Iteration 92Q (1496.156539 sec): 3 clusters Score: Raw -1742479.125340 + Penalty 3108.078510 = -1739371.046831 nChanged 124 SP:Iteration 93Q (1496.221800 sec): 3 clusters Score: Raw -1742520.203985 + Penalty 3108.078510 = -1739412.125475 nChanged 148 SP:Iteration 94Q (1496.278369 sec): 3 clusters Score: Raw -1742568.220258 + Penalty 3108.078510 = -1739460.141749 nChanged 129 SP:Iteration 95Q (1496.336104 sec): 3 clusters Score: Raw -1742608.029716 + Penalty 3108.078510 = -1739499.951206 nChanged 124 SP:Iteration 96Q (1496.412957 sec): 3 clusters Score: Raw -1742644.988264 + Penalty 3108.078510 = -1739536.909755 nChanged 119 SP:Iteration 97Q (1496.472594 sec): 3 clusters Score: Raw -1742681.541931 + Penalty 3108.078510 = -1739573.463422 nChanged 123 SP:Iteration 98Q (1496.527827 sec): 3 clusters Score: Raw -1742719.990104 + Penalty 3108.078510 = -1739611.911594 nChanged 119 SP:Iteration 99Q (1496.594652 sec): 3 clusters Score: Raw -1742757.929171 + Penalty 3108.078510 = -1739649.850661 nChanged 122 SP:Iteration 100F (1496.647877 sec): 3 clusters Score: Raw -1742801.092987 + Penalty 3108.078510 = -1739693.014477 nChanged 106 SP:Iteration 101Q (1496.717804 sec): 3 clusters Score: Raw -1742835.336228 + Penalty 3108.078510 = -1739727.257718 nChanged 88 SP:Iteration 102Q (1496.771300 sec): 3 clusters Score: Raw -1742861.797351 + Penalty 3108.078510 = -1739753.718841 nChanged 90 SP:Iteration 103Q (1496.834929 sec): 3 clusters Score: Raw -1742887.150780 + Penalty 3108.078510 = -1739779.072270 nChanged 78 SP:Iteration 104Q (1496.898291 sec): 3 clusters Score: Raw -1742908.257407 + Penalty 3108.078510 = -1739800.178898 nChanged 75 SP:Iteration 105Q (1496.953913 sec): 3 clusters Score: Raw -1742929.775712 + Penalty 3108.078510 = -1739821.697203 nChanged 76 SP:Iteration 106Q (1497.021759 sec): 3 clusters Score: Raw -1742953.968990 + Penalty 3108.078510 = -1739845.890480 nChanged 78 SP:Iteration 107Q (1497.078678 sec): 3 clusters Score: Raw -1742979.971001 + Penalty 3108.078510 = -1739871.892491 nChanged 70 SP:Iteration 108Q (1497.109166 sec): 3 clusters Score: Raw -1742997.194647 + Penalty 3108.078510 = -1739889.116138 nChanged 48 SP:Iteration 109Q (1497.171572 sec): 3 clusters Score: Raw -1743009.172746 + Penalty 3108.078510 = -1739901.094236 nChanged 54 SP:Iteration 110Q (1497.242486 sec): 3 clusters Score: Raw -1743022.213854 + Penalty 3108.078510 = -1739914.135344 nChanged 48 SP:Iteration 111Q (1497.313707 sec): 3 clusters Score: Raw -1743034.049882 + Penalty 3108.078510 = -1739925.971372 nChanged 48 SP:Iteration 112Q (1497.370701 sec): 3 clusters Score: Raw -1743044.190638 + Penalty 3108.078510 = -1739936.112128 nChanged 38 SP:Iteration 113Q (1497.446042 sec): 3 clusters Score: Raw -1743052.189021 + Penalty 3108.078510 = -1739944.110511 nChanged 41 SP:Iteration 114Q (1497.503356 sec): 3 clusters Score: Raw -1743060.291864 + Penalty 3108.078510 = -1739952.213354 nChanged 40 SP:Iteration 115Q (1497.557069 sec): 3 clusters Score: Raw -1743072.349031 + Penalty 3108.078510 = -1739964.270521 nChanged 50 SP:Iteration 116Q (1497.619811 sec): 3 clusters Score: Raw -1743087.622091 + Penalty 3108.078510 = -1739979.543582 nChanged 46 SP:Iteration 117Q (1497.682714 sec): 3 clusters Score: Raw -1743100.361544 + Penalty 3108.078510 = -1739992.283034 nChanged 33 SP:Iteration 118Q (1497.726909 sec): 3 clusters Score: Raw -1743107.595748 + Penalty 3108.078510 = -1739999.517239 nChanged 28 SP:Iteration 119Q (1497.779014 sec): 3 clusters Score: Raw -1743114.215506 + Penalty 3108.078510 = -1740006.136996 nChanged 27 SP:Iteration 120F (1497.843341 sec): 3 clusters Score: Raw -1743119.886597 + Penalty 3108.078510 = -1740011.808087 nChanged 24 SP:Iteration 121Q (1497.901633 sec): 3 clusters Score: Raw -1743126.343073 + Penalty 3108.078510 = -1740018.264564 nChanged 22 SP:Iteration 122Q (1497.950109 sec): 3 clusters Score: Raw -1743131.944551 + Penalty 3108.078510 = -1740023.866042 nChanged 21 SP:Iteration 123Q (1498.021365 sec): 3 clusters Score: Raw -1743138.062940 + Penalty 3108.078510 = -1740029.984430 nChanged 23 SP:Iteration 124Q (1498.094544 sec): 3 clusters Score: Raw -1743144.546836 + Penalty 3108.078510 = -1740036.468327 nChanged 21 SP:Iteration 125Q (1498.143650 sec): 3 clusters Score: Raw -1743149.547879 + Penalty 3108.078510 = -1740041.469369 nChanged 19 SP:Iteration 126Q (1498.201916 sec): 3 clusters Score: Raw -1743154.962353 + Penalty 3108.078510 = -1740046.883844 nChanged 18 SP:Iteration 127Q (1498.268888 sec): 3 clusters Score: Raw -1743159.607733 + Penalty 3108.078510 = -1740051.529224 nChanged 15 SP:Iteration 128Q (1498.318480 sec): 3 clusters Score: Raw -1743163.314012 + Penalty 3108.078510 = -1740055.235502 nChanged 15 SP:Iteration 129Q (1498.382553 sec): 3 clusters Score: Raw -1743167.192506 + Penalty 3108.078510 = -1740059.113996 nChanged 14 SP:Iteration 130Q (1498.439904 sec): 3 clusters Score: Raw -1743170.541007 + Penalty 3108.078510 = -1740062.462497 nChanged 15 SP:Iteration 131Q (1498.508277 sec): 3 clusters Score: Raw -1743174.615620 + Penalty 3108.078510 = -1740066.537111 nChanged 12 SP:Iteration 132Q (1498.564269 sec): 3 clusters Score: Raw -1743176.940066 + Penalty 3108.078510 = -1740068.861557 nChanged 6 SP:Iteration 133Q (1498.617317 sec): 3 clusters Score: Raw -1743178.462715 + Penalty 3108.078510 = -1740070.384206 nChanged 6 SP:Iteration 134Q (1498.687477 sec): 3 clusters Score: Raw -1743179.561324 + Penalty 3108.078510 = -1740071.482814 nChanged 4 SP:Iteration 135Q (1498.743370 sec): 3 clusters Score: Raw -1743180.471356 + Penalty 3108.078510 = -1740072.392846 nChanged 5 SP:Iteration 136Q (1498.796622 sec): 3 clusters Score: Raw -1743181.427982 + Penalty 3108.078510 = -1740073.349473 nChanged 4 SP:Iteration 137Q (1498.867587 sec): 3 clusters Score: Raw -1743182.160187 + Penalty 3108.078510 = -1740074.081677 nChanged 5 SP:Iteration 138Q (1498.929850 sec): 3 clusters Score: Raw -1743183.172116 + Penalty 3108.078510 = -1740075.093606 nChanged 3 SP:Iteration 139Q (1498.981619 sec): 3 clusters Score: Raw -1743183.748424 + Penalty 3108.078510 = -1740075.669914 nChanged 3 SP:Iteration 140F (1499.028881 sec): 3 clusters Score: Raw -1743184.176824 + Penalty 3108.078510 = -1740076.098314 nChanged 2 SP:Iteration 141Q (1499.087865 sec): 3 clusters Score: Raw -1743184.966989 + Penalty 3108.078510 = -1740076.888479 nChanged 4 SP:Iteration 142Q (1499.153403 sec): 3 clusters Score: Raw -1743185.746819 + Penalty 3108.078510 = -1740077.668310 nChanged 4 SP:Iteration 143Q (1499.208360 sec): 3 clusters Score: Raw -1743186.281793 + Penalty 3108.078510 = -1740078.203283 nChanged 2 SP:Iteration 144Q (1499.259790 sec): 3 clusters Score: Raw -1743186.823984 + Penalty 3108.078510 = -1740078.745475 nChanged 2 SP:Iteration 145Q (1499.333503 sec): 3 clusters Score: Raw -1743187.624774 + Penalty 3108.078510 = -1740079.546265 nChanged 2 SP:Iteration 146Q (1499.393864 sec): 3 clusters Score: Raw -1743187.993514 + Penalty 3108.078510 = -1740079.915004 nChanged 1 SP:Iteration 147Q (1499.447921 sec): 3 clusters Score: Raw -1743188.160739 + Penalty 3108.078510 = -1740080.082230 nChanged 2 SP:Iteration 148Q (1499.507710 sec): 3 clusters Score: Raw -1743188.548962 + Penalty 3108.078510 = -1740080.470453 nChanged 4 SP:Iteration 149Q (1499.560325 sec): 3 clusters Score: Raw -1743189.504894 + Penalty 3108.078510 = -1740081.426384 nChanged 3 SP:Iteration 150Q (1499.612144 sec): 3 clusters Score: Raw -1743190.065686 + Penalty 3108.078510 = -1740081.987176 nChanged 6 SP:Iteration 151Q (1499.675893 sec): 3 clusters Score: Raw -1743191.531289 + Penalty 3108.078510 = -1740083.452780 nChanged 6 SP:Iteration 152Q (1499.737182 sec): 3 clusters Score: Raw -1743193.157848 + Penalty 3108.078510 = -1740085.079338 nChanged 8 SP:Iteration 153Q (1499.790521 sec): 3 clusters Score: Raw -1743195.970262 + Penalty 3108.078510 = -1740087.891752 nChanged 11 SP:Iteration 154Q (1499.862331 sec): 3 clusters Score: Raw -1743198.814014 + Penalty 3108.078510 = -1740090.735505 nChanged 7 SP:Iteration 155Q (1499.924614 sec): 3 clusters Score: Raw -1743200.811549 + Penalty 3108.078510 = -1740092.733039 nChanged 9 SP:Iteration 156Q (1499.977259 sec): 3 clusters Score: Raw -1743203.447188 + Penalty 3108.078510 = -1740095.368678 nChanged 8 SP:Iteration 157Q (1500.036695 sec): 3 clusters Score: Raw -1743204.869850 + Penalty 3108.078510 = -1740096.791341 nChanged 5 SP:Iteration 158Q (1500.094600 sec): 3 clusters Score: Raw -1743205.950732 + Penalty 3108.078510 = -1740097.872222 nChanged 7 SP:Iteration 159Q (1500.155443 sec): 3 clusters Score: Raw -1743207.306448 + Penalty 3108.078510 = -1740099.227938 nChanged 4 SP:Iteration 160F (1500.210494 sec): 3 clusters Score: Raw -1743208.019319 + Penalty 3108.078510 = -1740099.940810 nChanged 4 SP:Iteration 161Q (1500.272782 sec): 3 clusters Score: Raw -1743208.876290 + Penalty 3108.078510 = -1740100.797780 nChanged 7 SP:Iteration 162Q (1500.336470 sec): 3 clusters Score: Raw -1743210.041165 + Penalty 3108.078510 = -1740101.962655 nChanged 3 SP:Iteration 163Q (1500.389453 sec): 3 clusters Score: Raw -1743210.678425 + Penalty 3108.078510 = -1740102.599915 nChanged 2 SP:Iteration 164Q (1500.445180 sec): 3 clusters Score: Raw -1743210.999168 + Penalty 3108.078510 = -1740102.920658 nChanged 5 SP:Iteration 165Q (1500.502215 sec): 3 clusters Score: Raw -1743212.454183 + Penalty 3108.078510 = -1740104.375674 nChanged 6 SP:Iteration 166Q (1500.576451 sec): 3 clusters Score: Raw -1743214.747845 + Penalty 3108.078510 = -1740106.669335 nChanged 10 SP:Iteration 167Q (1500.630553 sec): 3 clusters Score: Raw -1743217.360487 + Penalty 3108.078510 = -1740109.281977 nChanged 8 SP:Iteration 168Q (1500.683551 sec): 3 clusters Score: Raw -1743218.993887 + Penalty 3108.078510 = -1740110.915377 nChanged 4 SP:Iteration 169Q (1500.749501 sec): 3 clusters Score: Raw -1743219.571702 + Penalty 3108.078510 = -1740111.493192 nChanged 4 SP:Iteration 170Q (1500.810735 sec): 3 clusters Score: Raw -1743220.259350 + Penalty 3108.078510 = -1740112.180840 nChanged 1 SP:Iteration 171Q (1500.862055 sec): 3 clusters Score: Raw -1743220.420712 + Penalty 3108.078510 = -1740112.342203 nChanged 0 SP:Iteration 172F (1500.921747 sec): 3 clusters Score: Raw -1743220.420712 + Penalty 3108.078510 = -1740112.342203 nChanged 0 Trying to split cluster 22 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1500.941334 sec): 2 clusters Score: Raw -21015.304361 + Penalty 880.116315 = -20135.188046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1500.984824 sec): 3 clusters Score: Raw -21211.285892 + Penalty 1760.232631 = -19451.053261 nChanged 53 SP:Iteration 1F (1501.026702 sec): 3 clusters Score: Raw -21401.585242 + Penalty 1760.232631 = -19641.352611 nChanged 17 SP:Iteration 2F (1501.054995 sec): 3 clusters Score: Raw -21472.059667 + Penalty 1760.232631 = -19711.827036 nChanged 7 SP:Iteration 3Q (1501.083992 sec): 3 clusters Score: Raw -21507.394631 + Penalty 1760.232631 = -19747.162000 nChanged 3 SP:Iteration 4Q (1501.119502 sec): 3 clusters Score: Raw -21522.019253 + Penalty 1760.232631 = -19761.786623 nChanged 1 SP:Iteration 5Q (1501.148433 sec): 3 clusters Score: Raw -21524.566614 + Penalty 1760.232631 = -19764.333984 nChanged 0 SP:Iteration 6F (1501.186757 sec): 3 clusters Score: Raw -21524.566614 + Penalty 1760.232631 = -19764.333984 nChanged 0 Trying to split cluster 23 (974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1501.201589 sec): 2 clusters Score: Raw -106759.039661 + Penalty 1118.229337 = -105640.810325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1501.244278 sec): 3 clusters Score: Raw -106481.006831 + Penalty 2236.458674 = -104244.548157 nChanged 285 SP:Iteration 1F (1501.289987 sec): 3 clusters Score: Raw -106748.945876 + Penalty 2236.458674 = -104512.487202 nChanged 70 SP:Iteration 2F (1501.336131 sec): 3 clusters Score: Raw -106828.500352 + Penalty 2236.458674 = -104592.041678 nChanged 46 SP:Iteration 3Q (1501.369929 sec): 3 clusters Score: Raw -106880.217409 + Penalty 2236.458674 = -104643.758735 nChanged 37 SP:Iteration 4Q (1501.395209 sec): 3 clusters Score: Raw -106917.174065 + Penalty 2236.458674 = -104680.715391 nChanged 19 SP:Iteration 5Q (1501.440838 sec): 3 clusters Score: Raw -106941.121434 + Penalty 2236.458674 = -104704.662760 nChanged 19 SP:Iteration 6Q (1501.491633 sec): 3 clusters Score: Raw -106965.700898 + Penalty 2236.458674 = -104729.242224 nChanged 22 SP:Iteration 7Q (1501.523035 sec): 3 clusters Score: Raw -106990.660413 + Penalty 2236.458674 = -104754.201739 nChanged 24 SP:Iteration 8Q (1501.554625 sec): 3 clusters Score: Raw -107018.925042 + Penalty 2236.458674 = -104782.466368 nChanged 21 SP:Iteration 9Q (1501.585994 sec): 3 clusters Score: Raw -107040.045342 + Penalty 2236.458674 = -104803.586669 nChanged 17 SP:Iteration 10Q (1501.617603 sec): 3 clusters Score: Raw -107075.026864 + Penalty 2236.458674 = -104838.568190 nChanged 24 SP:Iteration 11Q (1501.652891 sec): 3 clusters Score: Raw -107101.571826 + Penalty 2236.458674 = -104865.113152 nChanged 14 SP:Iteration 12Q (1501.698076 sec): 3 clusters Score: Raw -107116.813651 + Penalty 2236.458674 = -104880.354978 nChanged 13 SP:Iteration 13Q (1501.739653 sec): 3 clusters Score: Raw -107126.697577 + Penalty 2236.458674 = -104890.238903 nChanged 5 SP:Iteration 14Q (1501.771321 sec): 3 clusters Score: Raw -107131.521877 + Penalty 2236.458674 = -104895.063203 nChanged 1 SP:Iteration 15Q (1501.802668 sec): 3 clusters Score: Raw -107132.415249 + Penalty 2236.458674 = -104895.956576 nChanged 3 SP:Iteration 16Q (1501.834396 sec): 3 clusters Score: Raw -107134.396766 + Penalty 2236.458674 = -104897.938092 nChanged 3 SP:Iteration 17Q (1501.866739 sec): 3 clusters Score: Raw -107136.792330 + Penalty 2236.458674 = -104900.333657 nChanged 2 SP:Iteration 18Q (1501.913421 sec): 3 clusters Score: Raw -107139.908332 + Penalty 2236.458674 = -104903.449659 nChanged 1 SP:Iteration 19Q (1501.959872 sec): 3 clusters Score: Raw -107140.230454 + Penalty 2236.458674 = -104903.771780 nChanged 0 SP:Iteration 20F (1502.010092 sec): 3 clusters Score: Raw -107140.230454 + Penalty 2236.458674 = -104903.771780 nChanged 0 Trying to split cluster 24 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1502.028271 sec): 2 clusters Score: Raw -20454.064362 + Penalty 867.349938 = -19586.714424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1502.057345 sec): 3 clusters Score: Raw -20548.329827 + Penalty 1734.699876 = -18813.629951 nChanged 23 SP:Iteration 1F (1502.072838 sec): 3 clusters Score: Raw -20629.442373 + Penalty 1734.699876 = -18894.742497 nChanged 7 SP:Iteration 2Q (1502.117481 sec): 3 clusters Score: Raw -20650.755314 + Penalty 1734.699876 = -18916.055438 nChanged 3 SP:Iteration 3Q (1502.169484 sec): 3 clusters Score: Raw -20682.433178 + Penalty 1734.699876 = -18947.733302 nChanged 2 SP:Iteration 4Q (1502.203522 sec): 3 clusters Score: Raw -20691.576976 + Penalty 1734.699876 = -18956.877100 nChanged 1 SP:Iteration 5Q (1502.231790 sec): 3 clusters Score: Raw -20696.369178 + Penalty 1734.699876 = -18961.669302 nChanged 1 SP:Iteration 6Q (1502.260334 sec): 3 clusters Score: Raw -20699.022541 + Penalty 1734.699876 = -18964.322665 nChanged 0 SP:Iteration 7F (1502.291041 sec): 3 clusters Score: Raw -20699.022541 + Penalty 1734.699876 = -18964.322665 nChanged 0 Trying to split cluster 25 (85750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1502.446780 sec): 2 clusters Score: Raw -10353057.063688 + Penalty 1845.868597 = -10351211.195091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1502.649349 sec): 3 clusters Score: Raw -10297697.539228 + Penalty 3691.737194 = -10294005.802034 nChanged 40891 SP:Iteration 1F (1502.838876 sec): 3 clusters Score: Raw -10321810.050687 + Penalty 3691.737194 = -10318118.313493 nChanged 3688 SP:Iteration 2Q (1503.038687 sec): 3 clusters Score: Raw -10323116.769498 + Penalty 3691.737194 = -10319425.032304 nChanged 4286 SP:Iteration 3Q (1503.224296 sec): 3 clusters Score: Raw -10325079.918401 + Penalty 3691.737194 = -10321388.181208 nChanged 5318 SP:Iteration 4F (1503.402105 sec): 3 clusters Score: Raw -10328236.680973 + Penalty 3691.737194 = -10324544.943779 nChanged 6377 SP:Iteration 5F (1503.578121 sec): 3 clusters Score: Raw -10333063.828574 + Penalty 3691.737194 = -10329372.091380 nChanged 6904 SP:Iteration 6F (1503.765161 sec): 3 clusters Score: Raw -10339287.968290 + Penalty 3691.737194 = -10335596.231096 nChanged 6084 SP:Iteration 7F (1503.966887 sec): 3 clusters Score: Raw -10345199.139267 + Penalty 3691.737194 = -10341507.402074 nChanged 4240 SP:Iteration 8Q (1504.176972 sec): 3 clusters Score: Raw -10349262.186455 + Penalty 3691.737194 = -10345570.449261 nChanged 2331 SP:Iteration 9Q (1504.356628 sec): 3 clusters Score: Raw -10351360.647000 + Penalty 3691.737194 = -10347668.909806 nChanged 1165 SP:Iteration 10Q (1504.526815 sec): 3 clusters Score: Raw -10352344.815431 + Penalty 3691.737194 = -10348653.078237 nChanged 588 SP:Iteration 11Q (1504.679275 sec): 3 clusters Score: Raw -10352819.795215 + Penalty 3691.737194 = -10349128.058021 nChanged 288 SP:Iteration 12Q (1504.873946 sec): 3 clusters Score: Raw -10353034.330884 + Penalty 3691.737194 = -10349342.593691 nChanged 175 SP:Iteration 13Q (1505.058947 sec): 3 clusters Score: Raw -10353171.557793 + Penalty 3691.737194 = -10349479.820599 nChanged 108 SP:Iteration 14Q (1505.238543 sec): 3 clusters Score: Raw -10353257.865707 + Penalty 3691.737194 = -10349566.128514 nChanged 66 SP:Iteration 15Q (1505.388521 sec): 3 clusters Score: Raw -10353309.186731 + Penalty 3691.737194 = -10349617.449537 nChanged 50 SP:Iteration 16Q (1505.543072 sec): 3 clusters Score: Raw -10353342.071481 + Penalty 3691.737194 = -10349650.334287 nChanged 37 SP:Iteration 17Q (1505.687116 sec): 3 clusters Score: Raw -10353366.381903 + Penalty 3691.737194 = -10349674.644710 nChanged 29 SP:Iteration 18Q (1505.862108 sec): 3 clusters Score: Raw -10353386.852651 + Penalty 3691.737194 = -10349695.115457 nChanged 22 SP:Iteration 19Q (1506.049344 sec): 3 clusters Score: Raw -10353403.899867 + Penalty 3691.737194 = -10349712.162673 nChanged 20 SP:Iteration 20F (1506.255635 sec): 3 clusters Score: Raw -10353415.283960 + Penalty 3691.737194 = -10349723.546767 nChanged 11 SP:Iteration 21Q (1506.424079 sec): 3 clusters Score: Raw -10353423.058430 + Penalty 3691.737194 = -10349731.321236 nChanged 9 SP:Iteration 22Q (1506.586397 sec): 3 clusters Score: Raw -10353427.896410 + Penalty 3691.737194 = -10349736.159216 nChanged 5 SP:Iteration 23Q (1506.749371 sec): 3 clusters Score: Raw -10353430.978628 + Penalty 3691.737194 = -10349739.241434 nChanged 7 SP:Iteration 24Q (1506.899921 sec): 3 clusters Score: Raw -10353434.310587 + Penalty 3691.737194 = -10349742.573393 nChanged 2 SP:Iteration 25Q (1507.068695 sec): 3 clusters Score: Raw -10353435.219102 + Penalty 3691.737194 = -10349743.481909 nChanged 1 SP:Iteration 26Q (1507.220634 sec): 3 clusters Score: Raw -10353435.686166 + Penalty 3691.737194 = -10349743.948972 nChanged 0 SP:Iteration 27F (1507.400874 sec): 3 clusters Score: Raw -10353435.686166 + Penalty 3691.737194 = -10349743.948972 nChanged 0 Trying to split cluster 26 (2313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1507.428082 sec): 2 clusters Score: Raw -297092.067230 + Penalty 1258.773858 = -295833.293372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1507.471635 sec): 3 clusters Score: Raw -296120.439134 + Penalty 2517.547715 = -293602.891419 nChanged 823 SP:Iteration 1F (1507.506883 sec): 3 clusters Score: Raw -296704.919718 + Penalty 2517.547715 = -294187.372003 nChanged 211 SP:Iteration 2F (1507.553206 sec): 3 clusters Score: Raw -296901.218863 + Penalty 2517.547715 = -294383.671148 nChanged 134 SP:Iteration 3F (1507.592994 sec): 3 clusters Score: Raw -297004.057188 + Penalty 2517.547715 = -294486.509472 nChanged 103 SP:Iteration 4Q (1507.643155 sec): 3 clusters Score: Raw -297084.446145 + Penalty 2517.547715 = -294566.898430 nChanged 92 SP:Iteration 5Q (1507.695873 sec): 3 clusters Score: Raw -297165.921185 + Penalty 2517.547715 = -294648.373470 nChanged 81 SP:Iteration 6Q (1507.745681 sec): 3 clusters Score: Raw -297224.780542 + Penalty 2517.547715 = -294707.232827 nChanged 68 SP:Iteration 7Q (1507.779314 sec): 3 clusters Score: Raw -297287.663229 + Penalty 2517.547715 = -294770.115513 nChanged 60 SP:Iteration 8Q (1507.806091 sec): 3 clusters Score: Raw -297329.973833 + Penalty 2517.547715 = -294812.426118 nChanged 46 SP:Iteration 9Q (1507.841167 sec): 3 clusters Score: Raw -297360.159889 + Penalty 2517.547715 = -294842.612174 nChanged 43 SP:Iteration 10Q (1507.887617 sec): 3 clusters Score: Raw -297381.412133 + Penalty 2517.547715 = -294863.864418 nChanged 30 SP:Iteration 11Q (1507.940282 sec): 3 clusters Score: Raw -297397.503638 + Penalty 2517.547715 = -294879.955923 nChanged 24 SP:Iteration 12Q (1507.985034 sec): 3 clusters Score: Raw -297407.682555 + Penalty 2517.547715 = -294890.134839 nChanged 24 SP:Iteration 13Q (1508.028708 sec): 3 clusters Score: Raw -297418.353921 + Penalty 2517.547715 = -294900.806206 nChanged 16 SP:Iteration 14Q (1508.074294 sec): 3 clusters Score: Raw -297424.326915 + Penalty 2517.547715 = -294906.779200 nChanged 17 SP:Iteration 15Q (1508.109661 sec): 3 clusters Score: Raw -297433.382782 + Penalty 2517.547715 = -294915.835067 nChanged 14 SP:Iteration 16Q (1508.160676 sec): 3 clusters Score: Raw -297440.083799 + Penalty 2517.547715 = -294922.536084 nChanged 12 SP:Iteration 17Q (1508.211432 sec): 3 clusters Score: Raw -297445.202620 + Penalty 2517.547715 = -294927.654905 nChanged 10 SP:Iteration 18Q (1508.251254 sec): 3 clusters Score: Raw -297448.663721 + Penalty 2517.547715 = -294931.116006 nChanged 9 SP:Iteration 19Q (1508.286175 sec): 3 clusters Score: Raw -297451.299564 + Penalty 2517.547715 = -294933.751849 nChanged 5 SP:Iteration 20F (1508.297385 sec): 3 clusters Score: Raw -297452.988139 + Penalty 2517.547715 = -294935.440424 nChanged 3 SP:Iteration 21Q (1508.320846 sec): 3 clusters Score: Raw -297454.056806 + Penalty 2517.547715 = -294936.509091 nChanged 1 SP:Iteration 22Q (1508.378248 sec): 3 clusters Score: Raw -297454.250846 + Penalty 2517.547715 = -294936.703131 nChanged 2 SP:Iteration 23Q (1508.412281 sec): 3 clusters Score: Raw -297454.672076 + Penalty 2517.547715 = -294937.124360 nChanged 1 SP:Iteration 24Q (1508.458088 sec): 3 clusters Score: Raw -297454.804589 + Penalty 2517.547715 = -294937.256874 nChanged 2 SP:Iteration 25Q (1508.497088 sec): 3 clusters Score: Raw -297456.332100 + Penalty 2517.547715 = -294938.784385 nChanged 1 SP:Iteration 26Q (1508.532957 sec): 3 clusters Score: Raw -297456.812328 + Penalty 2517.547715 = -294939.264612 nChanged 1 SP:Iteration 27Q (1508.590304 sec): 3 clusters Score: Raw -297457.063200 + Penalty 2517.547715 = -294939.515485 nChanged 2 SP:Iteration 28Q (1508.623029 sec): 3 clusters Score: Raw -297457.681932 + Penalty 2517.547715 = -294940.134217 nChanged 1 SP:Iteration 29Q (1508.667624 sec): 3 clusters Score: Raw -297458.033636 + Penalty 2517.547715 = -294940.485921 nChanged 1 SP:Iteration 30Q (1508.724601 sec): 3 clusters Score: Raw -297458.392218 + Penalty 2517.547715 = -294940.844503 nChanged 0 SP:Iteration 31F (1508.765560 sec): 3 clusters Score: Raw -297458.392218 + Penalty 2517.547715 = -294940.844503 nChanged 0 Trying to split cluster 27 (3147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1508.788434 sec): 2 clusters Score: Raw -379394.880884 + Penalty 1308.808296 = -378086.072589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1508.840861 sec): 3 clusters Score: Raw -377919.229793 + Penalty 2617.616592 = -375301.613201 nChanged 1174 SP:Iteration 1F (1508.884945 sec): 3 clusters Score: Raw -378627.803214 + Penalty 2617.616592 = -376010.186623 nChanged 263 SP:Iteration 2F (1508.942149 sec): 3 clusters Score: Raw -378799.090109 + Penalty 2617.616592 = -376181.473518 nChanged 170 SP:Iteration 3F (1508.981339 sec): 3 clusters Score: Raw -378903.406508 + Penalty 2617.616592 = -376285.789916 nChanged 136 SP:Iteration 4Q (1509.019580 sec): 3 clusters Score: Raw -378985.375113 + Penalty 2617.616592 = -376367.758521 nChanged 100 SP:Iteration 5Q (1509.069088 sec): 3 clusters Score: Raw -379041.268058 + Penalty 2617.616592 = -376423.651466 nChanged 90 SP:Iteration 6Q (1509.106020 sec): 3 clusters Score: Raw -379093.047381 + Penalty 2617.616592 = -376475.430789 nChanged 79 SP:Iteration 7Q (1509.156963 sec): 3 clusters Score: Raw -379140.908371 + Penalty 2617.616592 = -376523.291780 nChanged 81 SP:Iteration 8Q (1509.208470 sec): 3 clusters Score: Raw -379188.621551 + Penalty 2617.616592 = -376571.004959 nChanged 79 SP:Iteration 9Q (1509.246335 sec): 3 clusters Score: Raw -379244.811883 + Penalty 2617.616592 = -376627.195291 nChanged 71 SP:Iteration 10Q (1509.283558 sec): 3 clusters Score: Raw -379296.673421 + Penalty 2617.616592 = -376679.056829 nChanged 70 SP:Iteration 11Q (1509.325829 sec): 3 clusters Score: Raw -379351.531297 + Penalty 2617.616592 = -376733.914705 nChanged 73 SP:Iteration 12Q (1509.369666 sec): 3 clusters Score: Raw -379397.123009 + Penalty 2617.616592 = -376779.506417 nChanged 63 SP:Iteration 13Q (1509.417283 sec): 3 clusters Score: Raw -379430.781286 + Penalty 2617.616592 = -376813.164694 nChanged 44 SP:Iteration 14Q (1509.471282 sec): 3 clusters Score: Raw -379456.979746 + Penalty 2617.616592 = -376839.363155 nChanged 42 SP:Iteration 15Q (1509.519255 sec): 3 clusters Score: Raw -379480.864866 + Penalty 2617.616592 = -376863.248275 nChanged 36 SP:Iteration 16Q (1509.556258 sec): 3 clusters Score: Raw -379499.218684 + Penalty 2617.616592 = -376881.602093 nChanged 22 SP:Iteration 17Q (1509.593353 sec): 3 clusters Score: Raw -379510.533795 + Penalty 2617.616592 = -376892.917204 nChanged 21 SP:Iteration 18Q (1509.647865 sec): 3 clusters Score: Raw -379523.928651 + Penalty 2617.616592 = -376906.312060 nChanged 19 SP:Iteration 19Q (1509.682094 sec): 3 clusters Score: Raw -379532.913081 + Penalty 2617.616592 = -376915.296489 nChanged 13 SP:Iteration 20F (1509.726200 sec): 3 clusters Score: Raw -379538.077069 + Penalty 2617.616592 = -376920.460478 nChanged 9 SP:Iteration 21Q (1509.777909 sec): 3 clusters Score: Raw -379541.886273 + Penalty 2617.616592 = -376924.269682 nChanged 10 SP:Iteration 22Q (1509.827145 sec): 3 clusters Score: Raw -379547.092587 + Penalty 2617.616592 = -376929.475995 nChanged 13 SP:Iteration 23Q (1509.862067 sec): 3 clusters Score: Raw -379552.295199 + Penalty 2617.616592 = -376934.678607 nChanged 10 SP:Iteration 24Q (1509.916026 sec): 3 clusters Score: Raw -379558.275544 + Penalty 2617.616592 = -376940.658952 nChanged 11 SP:Iteration 25Q (1509.961398 sec): 3 clusters Score: Raw -379564.492478 + Penalty 2617.616592 = -376946.875886 nChanged 10 SP:Iteration 26Q (1509.996472 sec): 3 clusters Score: Raw -379569.279626 + Penalty 2617.616592 = -376951.663034 nChanged 6 SP:Iteration 27Q (1510.036947 sec): 3 clusters Score: Raw -379572.318455 + Penalty 2617.616592 = -376954.701863 nChanged 6 SP:Iteration 28Q (1510.075696 sec): 3 clusters Score: Raw -379576.400526 + Penalty 2617.616592 = -376958.783934 nChanged 12 SP:Iteration 29Q (1510.127125 sec): 3 clusters Score: Raw -379583.125721 + Penalty 2617.616592 = -376965.509130 nChanged 12 SP:Iteration 30Q (1510.182629 sec): 3 clusters Score: Raw -379590.529031 + Penalty 2617.616592 = -376972.912439 nChanged 10 SP:Iteration 31Q (1510.223974 sec): 3 clusters Score: Raw -379595.447360 + Penalty 2617.616592 = -376977.830768 nChanged 7 SP:Iteration 32Q (1510.262199 sec): 3 clusters Score: Raw -379599.102423 + Penalty 2617.616592 = -376981.485832 nChanged 8 SP:Iteration 33Q (1510.300923 sec): 3 clusters Score: Raw -379602.389753 + Penalty 2617.616592 = -376984.773161 nChanged 7 SP:Iteration 34Q (1510.350122 sec): 3 clusters Score: Raw -379606.199234 + Penalty 2617.616592 = -376988.582643 nChanged 8 SP:Iteration 35Q (1510.399853 sec): 3 clusters Score: Raw -379611.330133 + Penalty 2617.616592 = -376993.713541 nChanged 6 SP:Iteration 36Q (1510.438183 sec): 3 clusters Score: Raw -379614.862354 + Penalty 2617.616592 = -376997.245763 nChanged 7 SP:Iteration 37Q (1510.472152 sec): 3 clusters Score: Raw -379617.755427 + Penalty 2617.616592 = -377000.138836 nChanged 5 SP:Iteration 38Q (1510.510297 sec): 3 clusters Score: Raw -379620.619394 + Penalty 2617.616592 = -377003.002803 nChanged 12 SP:Iteration 39Q (1510.563114 sec): 3 clusters Score: Raw -379626.887870 + Penalty 2617.616592 = -377009.271279 nChanged 5 SP:Iteration 40F (1510.613132 sec): 3 clusters Score: Raw -379629.479471 + Penalty 2617.616592 = -377011.862879 nChanged 8 SP:Iteration 41Q (1510.670908 sec): 3 clusters Score: Raw -379634.468771 + Penalty 2617.616592 = -377016.852180 nChanged 7 SP:Iteration 42Q (1510.709652 sec): 3 clusters Score: Raw -379637.964418 + Penalty 2617.616592 = -377020.347826 nChanged 5 SP:Iteration 43Q (1510.769675 sec): 3 clusters Score: Raw -379640.222040 + Penalty 2617.616592 = -377022.605448 nChanged 7 SP:Iteration 44Q (1510.815111 sec): 3 clusters Score: Raw -379644.551198 + Penalty 2617.616592 = -377026.934606 nChanged 5 SP:Iteration 45Q (1510.860720 sec): 3 clusters Score: Raw -379646.598946 + Penalty 2617.616592 = -377028.982355 nChanged 1 SP:Iteration 46Q (1510.905627 sec): 3 clusters Score: Raw -379646.800380 + Penalty 2617.616592 = -377029.183788 nChanged 0 SP:Iteration 47F (1510.946930 sec): 3 clusters Score: Raw -379646.800380 + Penalty 2617.616592 = -377029.183788 nChanged 0 Trying to split cluster 28 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.960991 sec): 2 clusters Score: Raw -47891.903976 + Penalty 986.869737 = -46905.034239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1511.013344 sec): 3 clusters Score: Raw -47873.387825 + Penalty 1973.739474 = -45899.648352 nChanged 92 SP:Iteration 1F (1511.047088 sec): 3 clusters Score: Raw -48087.840070 + Penalty 1973.739474 = -46114.100597 nChanged 41 SP:Iteration 2F (1511.077322 sec): 3 clusters Score: Raw -48171.944876 + Penalty 1973.739474 = -46198.205403 nChanged 17 SP:Iteration 3Q (1511.117810 sec): 3 clusters Score: Raw -48203.210274 + Penalty 1973.739474 = -46229.470801 nChanged 9 SP:Iteration 4Q (1511.149806 sec): 3 clusters Score: Raw -48223.235925 + Penalty 1973.739474 = -46249.496452 nChanged 6 SP:Iteration 5Q (1511.185346 sec): 3 clusters Score: Raw -48231.519820 + Penalty 1973.739474 = -46257.780346 nChanged 3 SP:Iteration 6Q (1511.222241 sec): 3 clusters Score: Raw -48234.022409 + Penalty 1973.739474 = -46260.282936 nChanged 0 SP:Iteration 7F (1511.260081 sec): 3 clusters Score: Raw -48234.022409 + Penalty 1973.739474 = -46260.282936 nChanged 0 Trying to split cluster 29 (11995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1511.308204 sec): 2 clusters Score: Raw -1457222.766136 + Penalty 1526.239841 = -1455696.526295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1511.374615 sec): 3 clusters Score: Raw -1450309.135446 + Penalty 3052.479682 = -1447256.655764 nChanged 5264 SP:Iteration 1F (1511.436526 sec): 3 clusters Score: Raw -1453375.393430 + Penalty 3052.479682 = -1450322.913748 nChanged 823 SP:Iteration 2F (1511.492455 sec): 3 clusters Score: Raw -1453896.584250 + Penalty 3052.479682 = -1450844.104568 nChanged 834 SP:Iteration 3F (1511.552166 sec): 3 clusters Score: Raw -1454488.351816 + Penalty 3052.479682 = -1451435.872134 nChanged 826 SP:Iteration 4F (1511.625131 sec): 3 clusters Score: Raw -1455091.016093 + Penalty 3052.479682 = -1452038.536411 nChanged 693 SP:Iteration 5F (1511.668583 sec): 3 clusters Score: Raw -1455620.337543 + Penalty 3052.479682 = -1452567.857861 nChanged 632 SP:Iteration 6F (1511.709696 sec): 3 clusters Score: Raw -1456122.787175 + Penalty 3052.479682 = -1453070.307493 nChanged 479 SP:Iteration 7Q (1511.772160 sec): 3 clusters Score: Raw -1456544.530801 + Penalty 3052.479682 = -1453492.051119 nChanged 399 SP:Iteration 8Q (1511.836515 sec): 3 clusters Score: Raw -1456843.839215 + Penalty 3052.479682 = -1453791.359533 nChanged 286 SP:Iteration 9Q (1511.910935 sec): 3 clusters Score: Raw -1457038.805480 + Penalty 3052.479682 = -1453986.325798 nChanged 202 SP:Iteration 10Q (1511.934616 sec): 3 clusters Score: Raw -1457147.576532 + Penalty 3052.479682 = -1454095.096850 nChanged 155 SP:Iteration 11Q (1511.993887 sec): 3 clusters Score: Raw -1457224.214794 + Penalty 3052.479682 = -1454171.735112 nChanged 114 SP:Iteration 12Q (1512.052164 sec): 3 clusters Score: Raw -1457274.890836 + Penalty 3052.479682 = -1454222.411154 nChanged 87 SP:Iteration 13Q (1512.117758 sec): 3 clusters Score: Raw -1457312.353116 + Penalty 3052.479682 = -1454259.873434 nChanged 81 SP:Iteration 14Q (1512.161673 sec): 3 clusters Score: Raw -1457352.167721 + Penalty 3052.479682 = -1454299.688039 nChanged 78 SP:Iteration 15Q (1512.220876 sec): 3 clusters Score: Raw -1457385.596477 + Penalty 3052.479682 = -1454333.116795 nChanged 61 SP:Iteration 16Q (1512.283013 sec): 3 clusters Score: Raw -1457402.940989 + Penalty 3052.479682 = -1454350.461307 nChanged 51 SP:Iteration 17Q (1512.347693 sec): 3 clusters Score: Raw -1457423.376305 + Penalty 3052.479682 = -1454370.896623 nChanged 57 SP:Iteration 18Q (1512.407673 sec): 3 clusters Score: Raw -1457447.348105 + Penalty 3052.479682 = -1454394.868423 nChanged 58 SP:Iteration 19Q (1512.460902 sec): 3 clusters Score: Raw -1457467.392474 + Penalty 3052.479682 = -1454414.912792 nChanged 40 SP:Iteration 20F (1512.529161 sec): 3 clusters Score: Raw -1457481.053096 + Penalty 3052.479682 = -1454428.573414 nChanged 24 SP:Iteration 21Q (1512.581137 sec): 3 clusters Score: Raw -1457488.432885 + Penalty 3052.479682 = -1454435.953203 nChanged 19 SP:Iteration 22Q (1512.648172 sec): 3 clusters Score: Raw -1457493.427045 + Penalty 3052.479682 = -1454440.947363 nChanged 14 SP:Iteration 23Q (1512.700831 sec): 3 clusters Score: Raw -1457496.121406 + Penalty 3052.479682 = -1454443.641724 nChanged 11 SP:Iteration 24Q (1512.750594 sec): 3 clusters Score: Raw -1457498.319728 + Penalty 3052.479682 = -1454445.840046 nChanged 11 SP:Iteration 25Q (1512.811318 sec): 3 clusters Score: Raw -1457500.828062 + Penalty 3052.479682 = -1454448.348380 nChanged 15 SP:Iteration 26Q (1512.865503 sec): 3 clusters Score: Raw -1457505.066013 + Penalty 3052.479682 = -1454452.586331 nChanged 19 SP:Iteration 27Q (1512.918159 sec): 3 clusters Score: Raw -1457510.168354 + Penalty 3052.479682 = -1454457.688672 nChanged 17 SP:Iteration 28Q (1512.984554 sec): 3 clusters Score: Raw -1457513.943061 + Penalty 3052.479682 = -1454461.463379 nChanged 14 SP:Iteration 29Q (1513.052192 sec): 3 clusters Score: Raw -1457517.197397 + Penalty 3052.479682 = -1454464.717715 nChanged 12 SP:Iteration 30Q (1513.104129 sec): 3 clusters Score: Raw -1457519.983831 + Penalty 3052.479682 = -1454467.504149 nChanged 9 SP:Iteration 31Q (1513.156550 sec): 3 clusters Score: Raw -1457521.388665 + Penalty 3052.479682 = -1454468.908983 nChanged 6 SP:Iteration 32Q (1513.224730 sec): 3 clusters Score: Raw -1457522.426528 + Penalty 3052.479682 = -1454469.946846 nChanged 6 SP:Iteration 33Q (1513.289255 sec): 3 clusters Score: Raw -1457523.094493 + Penalty 3052.479682 = -1454470.614811 nChanged 2 SP:Iteration 34Q (1513.346896 sec): 3 clusters Score: Raw -1457523.469989 + Penalty 3052.479682 = -1454470.990307 nChanged 2 SP:Iteration 35Q (1513.407524 sec): 3 clusters Score: Raw -1457523.752730 + Penalty 3052.479682 = -1454471.273048 nChanged 7 SP:Iteration 36Q (1513.468410 sec): 3 clusters Score: Raw -1457524.890685 + Penalty 3052.479682 = -1454472.411003 nChanged 4 SP:Iteration 37Q (1513.525327 sec): 3 clusters Score: Raw -1457525.558739 + Penalty 3052.479682 = -1454473.079058 nChanged 6 SP:Iteration 38Q (1513.577823 sec): 3 clusters Score: Raw -1457526.816918 + Penalty 3052.479682 = -1454474.337236 nChanged 5 SP:Iteration 39Q (1513.648488 sec): 3 clusters Score: Raw -1457527.659124 + Penalty 3052.479682 = -1454475.179442 nChanged 2 SP:Iteration 40F (1513.703842 sec): 3 clusters Score: Raw -1457528.051028 + Penalty 3052.479682 = -1454475.571346 nChanged 1 SP:Iteration 41Q (1513.766296 sec): 3 clusters Score: Raw -1457528.153393 + Penalty 3052.479682 = -1454475.673711 nChanged 1 SP:Iteration 42Q (1513.815250 sec): 3 clusters Score: Raw -1457528.291570 + Penalty 3052.479682 = -1454475.811888 nChanged 1 SP:Iteration 43Q (1513.874369 sec): 3 clusters Score: Raw -1457528.370029 + Penalty 3052.479682 = -1454475.890347 nChanged 0 SP:Iteration 44F (1513.935159 sec): 3 clusters Score: Raw -1457528.370029 + Penalty 3052.479682 = -1454475.890347 nChanged 0 Trying to split cluster 30 (12910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1513.970249 sec): 2 clusters Score: Raw -1587027.768784 + Penalty 1538.185591 = -1585489.583193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1514.029952 sec): 3 clusters Score: Raw -1579533.932610 + Penalty 3076.371182 = -1576457.561428 nChanged 5709 SP:Iteration 1F (1514.089545 sec): 3 clusters Score: Raw -1582791.682729 + Penalty 3076.371182 = -1579715.311547 nChanged 789 SP:Iteration 2F (1514.150366 sec): 3 clusters Score: Raw -1583165.713021 + Penalty 3076.371182 = -1580089.341838 nChanged 698 SP:Iteration 3F (1514.206354 sec): 3 clusters Score: Raw -1583516.577634 + Penalty 3076.371182 = -1580440.206452 nChanged 662 SP:Iteration 4F (1514.276609 sec): 3 clusters Score: Raw -1583889.764137 + Penalty 3076.371182 = -1580813.392954 nChanged 643 SP:Iteration 5Q (1514.333696 sec): 3 clusters Score: Raw -1584267.755813 + Penalty 3076.371182 = -1581191.384631 nChanged 648 SP:Iteration 6F (1514.371205 sec): 3 clusters Score: Raw -1584665.511121 + Penalty 3076.371182 = -1581589.139939 nChanged 636 SP:Iteration 7Q (1514.437686 sec): 3 clusters Score: Raw -1585121.379459 + Penalty 3076.371182 = -1582045.008277 nChanged 638 SP:Iteration 8Q (1514.506427 sec): 3 clusters Score: Raw -1585576.369520 + Penalty 3076.371182 = -1582499.998338 nChanged 543 SP:Iteration 9Q (1514.564911 sec): 3 clusters Score: Raw -1585951.739483 + Penalty 3076.371182 = -1582875.368301 nChanged 446 SP:Iteration 10Q (1514.622790 sec): 3 clusters Score: Raw -1586244.410066 + Penalty 3076.371182 = -1583168.038884 nChanged 350 SP:Iteration 11Q (1514.684397 sec): 3 clusters Score: Raw -1586481.611179 + Penalty 3076.371182 = -1583405.239996 nChanged 267 SP:Iteration 12Q (1514.748017 sec): 3 clusters Score: Raw -1586647.458943 + Penalty 3076.371182 = -1583571.087761 nChanged 213 SP:Iteration 13Q (1514.802664 sec): 3 clusters Score: Raw -1586774.705794 + Penalty 3076.371182 = -1583698.334612 nChanged 175 SP:Iteration 14Q (1514.856991 sec): 3 clusters Score: Raw -1586867.378969 + Penalty 3076.371182 = -1583791.007787 nChanged 126 SP:Iteration 15Q (1514.921867 sec): 3 clusters Score: Raw -1586930.286520 + Penalty 3076.371182 = -1583853.915338 nChanged 100 SP:Iteration 16Q (1514.983670 sec): 3 clusters Score: Raw -1586982.553867 + Penalty 3076.371182 = -1583906.182685 nChanged 77 SP:Iteration 17Q (1515.039146 sec): 3 clusters Score: Raw -1587019.235726 + Penalty 3076.371182 = -1583942.864543 nChanged 57 SP:Iteration 18Q (1515.098361 sec): 3 clusters Score: Raw -1587045.143673 + Penalty 3076.371182 = -1583968.772490 nChanged 54 SP:Iteration 19Q (1515.149338 sec): 3 clusters Score: Raw -1587067.938683 + Penalty 3076.371182 = -1583991.567500 nChanged 45 SP:Iteration 20F (1515.214004 sec): 3 clusters Score: Raw -1587084.266404 + Penalty 3076.371182 = -1584007.895222 nChanged 46 SP:Iteration 21Q (1515.267509 sec): 3 clusters Score: Raw -1587099.528597 + Penalty 3076.371182 = -1584023.157415 nChanged 39 SP:Iteration 22Q (1515.318222 sec): 3 clusters Score: Raw -1587117.416348 + Penalty 3076.371182 = -1584041.045166 nChanged 57 SP:Iteration 23Q (1515.374852 sec): 3 clusters Score: Raw -1587139.545359 + Penalty 3076.371182 = -1584063.174177 nChanged 41 SP:Iteration 24Q (1515.442549 sec): 3 clusters Score: Raw -1587153.122879 + Penalty 3076.371182 = -1584076.751697 nChanged 24 SP:Iteration 25Q (1515.487007 sec): 3 clusters Score: Raw -1587160.192003 + Penalty 3076.371182 = -1584083.820821 nChanged 17 SP:Iteration 26Q (1515.551827 sec): 3 clusters Score: Raw -1587165.143323 + Penalty 3076.371182 = -1584088.772141 nChanged 16 SP:Iteration 27Q (1515.614786 sec): 3 clusters Score: Raw -1587168.796556 + Penalty 3076.371182 = -1584092.425374 nChanged 12 SP:Iteration 28Q (1515.663241 sec): 3 clusters Score: Raw -1587172.151381 + Penalty 3076.371182 = -1584095.780199 nChanged 11 SP:Iteration 29Q (1515.721693 sec): 3 clusters Score: Raw -1587175.584871 + Penalty 3076.371182 = -1584099.213689 nChanged 8 SP:Iteration 30Q (1515.792315 sec): 3 clusters Score: Raw -1587177.752175 + Penalty 3076.371182 = -1584101.380992 nChanged 8 SP:Iteration 31Q (1515.844796 sec): 3 clusters Score: Raw -1587180.119170 + Penalty 3076.371182 = -1584103.747988 nChanged 7 SP:Iteration 32Q (1515.908138 sec): 3 clusters Score: Raw -1587181.832886 + Penalty 3076.371182 = -1584105.461704 nChanged 3 SP:Iteration 33Q (1515.961507 sec): 3 clusters Score: Raw -1587182.715713 + Penalty 3076.371182 = -1584106.344531 nChanged 3 SP:Iteration 34Q (1516.034623 sec): 3 clusters Score: Raw -1587183.681722 + Penalty 3076.371182 = -1584107.310540 nChanged 4 SP:Iteration 35Q (1516.090074 sec): 3 clusters Score: Raw -1587184.975875 + Penalty 3076.371182 = -1584108.604693 nChanged 7 SP:Iteration 36Q (1516.143765 sec): 3 clusters Score: Raw -1587186.802122 + Penalty 3076.371182 = -1584110.430940 nChanged 7 SP:Iteration 37Q (1516.215431 sec): 3 clusters Score: Raw -1587188.384709 + Penalty 3076.371182 = -1584112.013526 nChanged 7 SP:Iteration 38Q (1516.273385 sec): 3 clusters Score: Raw -1587190.284097 + Penalty 3076.371182 = -1584113.912915 nChanged 10 SP:Iteration 39Q (1516.306186 sec): 3 clusters Score: Raw -1587193.734446 + Penalty 3076.371182 = -1584117.363263 nChanged 8 SP:Iteration 40F (1516.368207 sec): 3 clusters Score: Raw -1587195.861664 + Penalty 3076.371182 = -1584119.490482 nChanged 9 SP:Iteration 41Q (1516.434117 sec): 3 clusters Score: Raw -1587198.748646 + Penalty 3076.371182 = -1584122.377463 nChanged 9 SP:Iteration 42Q (1516.494062 sec): 3 clusters Score: Raw -1587200.699000 + Penalty 3076.371182 = -1584124.327818 nChanged 6 SP:Iteration 43Q (1516.533462 sec): 3 clusters Score: Raw -1587202.081063 + Penalty 3076.371182 = -1584125.709881 nChanged 4 SP:Iteration 44Q (1516.594497 sec): 3 clusters Score: Raw -1587202.531324 + Penalty 3076.371182 = -1584126.160142 nChanged 1 SP:Iteration 45Q (1516.649329 sec): 3 clusters Score: Raw -1587202.763463 + Penalty 3076.371182 = -1584126.392281 nChanged 1 SP:Iteration 46Q (1516.697520 sec): 3 clusters Score: Raw -1587203.152583 + Penalty 3076.371182 = -1584126.781401 nChanged 4 SP:Iteration 47Q (1516.754671 sec): 3 clusters Score: Raw -1587203.989467 + Penalty 3076.371182 = -1584127.618285 nChanged 1 SP:Iteration 48Q (1516.802699 sec): 3 clusters Score: Raw -1587204.119768 + Penalty 3076.371182 = -1584127.748585 nChanged 1 SP:Iteration 49Q (1516.857686 sec): 3 clusters Score: Raw -1587204.275232 + Penalty 3076.371182 = -1584127.904049 nChanged 0 SP:Iteration 50F (1516.927986 sec): 3 clusters Score: Raw -1587204.275232 + Penalty 3076.371182 = -1584127.904049 nChanged 0 Trying to split cluster 31 (12575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1516.960500 sec): 2 clusters Score: Raw -1545710.827687 + Penalty 1533.913224 = -1544176.914463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1517.021999 sec): 3 clusters Score: Raw -1538399.868870 + Penalty 3067.826448 = -1535332.042422 nChanged 5605 SP:Iteration 1F (1517.066944 sec): 3 clusters Score: Raw -1541374.804822 + Penalty 3067.826448 = -1538306.978373 nChanged 702 SP:Iteration 2F (1517.130922 sec): 3 clusters Score: Raw -1541678.340440 + Penalty 3067.826448 = -1538610.513992 nChanged 649 SP:Iteration 3F (1517.189859 sec): 3 clusters Score: Raw -1541934.028403 + Penalty 3067.826448 = -1538866.201954 nChanged 518 SP:Iteration 4Q (1517.247659 sec): 3 clusters Score: Raw -1542151.753595 + Penalty 3067.826448 = -1539083.927146 nChanged 503 SP:Iteration 5Q (1517.321479 sec): 3 clusters Score: Raw -1542376.885549 + Penalty 3067.826448 = -1539309.059101 nChanged 520 SP:Iteration 6Q (1517.374175 sec): 3 clusters Score: Raw -1542648.582939 + Penalty 3067.826448 = -1539580.756490 nChanged 568 SP:Iteration 7Q (1517.409800 sec): 3 clusters Score: Raw -1543010.481748 + Penalty 3067.826448 = -1539942.655300 nChanged 605 SP:Iteration 8Q (1517.468313 sec): 3 clusters Score: Raw -1543414.316005 + Penalty 3067.826448 = -1540346.489557 nChanged 561 SP:Iteration 9Q (1517.543715 sec): 3 clusters Score: Raw -1543827.803918 + Penalty 3067.826448 = -1540759.977470 nChanged 556 SP:Iteration 10Q (1517.599727 sec): 3 clusters Score: Raw -1544231.965786 + Penalty 3067.826448 = -1541164.139337 nChanged 515 SP:Iteration 11Q (1517.646526 sec): 3 clusters Score: Raw -1544542.323668 + Penalty 3067.826448 = -1541474.497220 nChanged 362 SP:Iteration 12Q (1517.705779 sec): 3 clusters Score: Raw -1544734.248642 + Penalty 3067.826448 = -1541666.422194 nChanged 319 SP:Iteration 13Q (1517.773737 sec): 3 clusters Score: Raw -1544894.543103 + Penalty 3067.826448 = -1541826.716655 nChanged 259 SP:Iteration 14Q (1517.829000 sec): 3 clusters Score: Raw -1545005.305536 + Penalty 3067.826448 = -1541937.479087 nChanged 195 SP:Iteration 15Q (1517.881148 sec): 3 clusters Score: Raw -1545076.852924 + Penalty 3067.826448 = -1542009.026476 nChanged 162 SP:Iteration 16Q (1517.930452 sec): 3 clusters Score: Raw -1545136.083939 + Penalty 3067.826448 = -1542068.257491 nChanged 153 SP:Iteration 17Q (1517.994750 sec): 3 clusters Score: Raw -1545203.688110 + Penalty 3067.826448 = -1542135.861662 nChanged 159 SP:Iteration 18Q (1518.060378 sec): 3 clusters Score: Raw -1545265.701948 + Penalty 3067.826448 = -1542197.875500 nChanged 138 SP:Iteration 19Q (1518.112537 sec): 3 clusters Score: Raw -1545315.699739 + Penalty 3067.826448 = -1542247.873291 nChanged 117 SP:Iteration 20F (1518.169125 sec): 3 clusters Score: Raw -1545358.454529 + Penalty 3067.826448 = -1542290.628081 nChanged 107 SP:Iteration 21Q (1518.232687 sec): 3 clusters Score: Raw -1545402.557741 + Penalty 3067.826448 = -1542334.731293 nChanged 109 SP:Iteration 22Q (1518.297394 sec): 3 clusters Score: Raw -1545443.430965 + Penalty 3067.826448 = -1542375.604517 nChanged 99 SP:Iteration 23Q (1518.354236 sec): 3 clusters Score: Raw -1545474.724831 + Penalty 3067.826448 = -1542406.898383 nChanged 84 SP:Iteration 24Q (1518.418982 sec): 3 clusters Score: Raw -1545502.670674 + Penalty 3067.826448 = -1542434.844226 nChanged 78 SP:Iteration 25Q (1518.471957 sec): 3 clusters Score: Raw -1545531.363465 + Penalty 3067.826448 = -1542463.537017 nChanged 91 SP:Iteration 26Q (1518.538788 sec): 3 clusters Score: Raw -1545567.823792 + Penalty 3067.826448 = -1542499.997343 nChanged 89 SP:Iteration 27Q (1518.597617 sec): 3 clusters Score: Raw -1545604.046636 + Penalty 3067.826448 = -1542536.220188 nChanged 81 SP:Iteration 28Q (1518.657188 sec): 3 clusters Score: Raw -1545636.258102 + Penalty 3067.826448 = -1542568.431654 nChanged 77 SP:Iteration 29Q (1518.731561 sec): 3 clusters Score: Raw -1545664.613915 + Penalty 3067.826448 = -1542596.787467 nChanged 77 SP:Iteration 30Q (1518.780787 sec): 3 clusters Score: Raw -1545697.604238 + Penalty 3067.826448 = -1542629.777790 nChanged 76 SP:Iteration 31Q (1518.853873 sec): 3 clusters Score: Raw -1545727.367941 + Penalty 3067.826448 = -1542659.541493 nChanged 63 SP:Iteration 32Q (1518.913818 sec): 3 clusters Score: Raw -1545752.028715 + Penalty 3067.826448 = -1542684.202267 nChanged 56 SP:Iteration 33Q (1518.978231 sec): 3 clusters Score: Raw -1545770.936635 + Penalty 3067.826448 = -1542703.110187 nChanged 52 SP:Iteration 34Q (1519.030930 sec): 3 clusters Score: Raw -1545789.248000 + Penalty 3067.826448 = -1542721.421552 nChanged 34 SP:Iteration 35Q (1519.092812 sec): 3 clusters Score: Raw -1545802.525482 + Penalty 3067.826448 = -1542734.699034 nChanged 36 SP:Iteration 36Q (1519.146794 sec): 3 clusters Score: Raw -1545816.989129 + Penalty 3067.826448 = -1542749.162680 nChanged 31 SP:Iteration 37Q (1519.212520 sec): 3 clusters Score: Raw -1545827.366856 + Penalty 3067.826448 = -1542759.540408 nChanged 27 SP:Iteration 38Q (1519.280328 sec): 3 clusters Score: Raw -1545837.501565 + Penalty 3067.826448 = -1542769.675116 nChanged 26 SP:Iteration 39Q (1519.333904 sec): 3 clusters Score: Raw -1545845.892944 + Penalty 3067.826448 = -1542778.066495 nChanged 32 SP:Iteration 40F (1519.411219 sec): 3 clusters Score: Raw -1545855.966519 + Penalty 3067.826448 = -1542788.140070 nChanged 26 SP:Iteration 41Q (1519.463119 sec): 3 clusters Score: Raw -1545862.936840 + Penalty 3067.826448 = -1542795.110392 nChanged 15 SP:Iteration 42Q (1519.522984 sec): 3 clusters Score: Raw -1545866.760590 + Penalty 3067.826448 = -1542798.934142 nChanged 14 SP:Iteration 43Q (1519.578315 sec): 3 clusters Score: Raw -1545871.125454 + Penalty 3067.826448 = -1542803.299006 nChanged 14 SP:Iteration 44Q (1519.651618 sec): 3 clusters Score: Raw -1545875.681857 + Penalty 3067.826448 = -1542807.855408 nChanged 10 SP:Iteration 45Q (1519.710767 sec): 3 clusters Score: Raw -1545879.019286 + Penalty 3067.826448 = -1542811.192838 nChanged 8 SP:Iteration 46Q (1519.771429 sec): 3 clusters Score: Raw -1545880.978684 + Penalty 3067.826448 = -1542813.152235 nChanged 9 SP:Iteration 47Q (1519.824327 sec): 3 clusters Score: Raw -1545884.097896 + Penalty 3067.826448 = -1542816.271448 nChanged 11 SP:Iteration 48Q (1519.885376 sec): 3 clusters Score: Raw -1545887.931667 + Penalty 3067.826448 = -1542820.105219 nChanged 11 SP:Iteration 49Q (1519.951684 sec): 3 clusters Score: Raw -1545891.447894 + Penalty 3067.826448 = -1542823.621446 nChanged 10 SP:Iteration 50Q (1520.017818 sec): 3 clusters Score: Raw -1545894.266886 + Penalty 3067.826448 = -1542826.440438 nChanged 7 SP:Iteration 51Q (1520.075775 sec): 3 clusters Score: Raw -1545895.964006 + Penalty 3067.826448 = -1542828.137558 nChanged 4 SP:Iteration 52Q (1520.133463 sec): 3 clusters Score: Raw -1545897.175720 + Penalty 3067.826448 = -1542829.349271 nChanged 5 SP:Iteration 53Q (1520.193844 sec): 3 clusters Score: Raw -1545898.182848 + Penalty 3067.826448 = -1542830.356400 nChanged 3 SP:Iteration 54Q (1520.242599 sec): 3 clusters Score: Raw -1545899.188011 + Penalty 3067.826448 = -1542831.361563 nChanged 7 SP:Iteration 55Q (1520.310582 sec): 3 clusters Score: Raw -1545900.919544 + Penalty 3067.826448 = -1542833.093095 nChanged 5 SP:Iteration 56Q (1520.357233 sec): 3 clusters Score: Raw -1545902.513846 + Penalty 3067.826448 = -1542834.687397 nChanged 8 SP:Iteration 57Q (1520.429850 sec): 3 clusters Score: Raw -1545905.059044 + Penalty 3067.826448 = -1542837.232595 nChanged 11 SP:Iteration 58Q (1520.477901 sec): 3 clusters Score: Raw -1545908.961464 + Penalty 3067.826448 = -1542841.135016 nChanged 11 SP:Iteration 59Q (1520.545291 sec): 3 clusters Score: Raw -1545913.349145 + Penalty 3067.826448 = -1542845.522697 nChanged 11 SP:Iteration 60F (1520.607195 sec): 3 clusters Score: Raw -1545917.700855 + Penalty 3067.826448 = -1542849.874407 nChanged 14 SP:Iteration 61Q (1520.683861 sec): 3 clusters Score: Raw -1545923.662347 + Penalty 3067.826448 = -1542855.835898 nChanged 13 SP:Iteration 62Q (1520.746510 sec): 3 clusters Score: Raw -1545928.832318 + Penalty 3067.826448 = -1542861.005869 nChanged 13 SP:Iteration 63Q (1520.807057 sec): 3 clusters Score: Raw -1545933.440499 + Penalty 3067.826448 = -1542865.614051 nChanged 7 SP:Iteration 64Q (1520.868648 sec): 3 clusters Score: Raw -1545934.950148 + Penalty 3067.826448 = -1542867.123699 nChanged 8 SP:Iteration 65Q (1520.928238 sec): 3 clusters Score: Raw -1545937.478103 + Penalty 3067.826448 = -1542869.651654 nChanged 9 SP:Iteration 66Q (1520.977098 sec): 3 clusters Score: Raw -1545941.005062 + Penalty 3067.826448 = -1542873.178613 nChanged 9 SP:Iteration 67Q (1521.042340 sec): 3 clusters Score: Raw -1545944.896873 + Penalty 3067.826448 = -1542877.070424 nChanged 10 SP:Iteration 68Q (1521.089546 sec): 3 clusters Score: Raw -1545948.971447 + Penalty 3067.826448 = -1542881.144999 nChanged 10 SP:Iteration 69Q (1521.161743 sec): 3 clusters Score: Raw -1545952.349752 + Penalty 3067.826448 = -1542884.523303 nChanged 6 SP:Iteration 70Q (1521.217452 sec): 3 clusters Score: Raw -1545954.090246 + Penalty 3067.826448 = -1542886.263798 nChanged 5 SP:Iteration 71Q (1521.287159 sec): 3 clusters Score: Raw -1545955.558469 + Penalty 3067.826448 = -1542887.732021 nChanged 4 SP:Iteration 72Q (1521.342535 sec): 3 clusters Score: Raw -1545956.931763 + Penalty 3067.826448 = -1542889.105315 nChanged 1 SP:Iteration 73Q (1521.413176 sec): 3 clusters Score: Raw -1545957.212550 + Penalty 3067.826448 = -1542889.386101 nChanged 1 SP:Iteration 74Q (1521.469891 sec): 3 clusters Score: Raw -1545957.692043 + Penalty 3067.826448 = -1542889.865595 nChanged 0 SP:Iteration 75F (1521.521954 sec): 3 clusters Score: Raw -1545957.692043 + Penalty 3067.826448 = -1542889.865595 nChanged 0 Iteration 219Q (1525.388812 sec): 32 clusters Score: Raw -42698215.226541 + Penalty 64538.330020 = -42633676.896522 nChanged 21 Iteration 220F (1533.252454 sec): 32 clusters Score: Raw -42698215.659130 + Penalty 64538.330020 = -42633677.329110 nChanged 16 Iteration 221Q (1537.140559 sec): 32 clusters Score: Raw -42698215.928766 + Penalty 64538.330020 = -42633677.598747 nChanged 12 Iteration 222Q (1540.948066 sec): 32 clusters Score: Raw -42698216.286860 + Penalty 64538.330020 = -42633677.956840 nChanged 8 Iteration 223Q (1544.872696 sec): 32 clusters Score: Raw -42698216.590029 + Penalty 64538.330020 = -42633678.260009 nChanged 8 Iteration 224Q (1548.714899 sec): 32 clusters Score: Raw -42698216.801350 + Penalty 64538.330020 = -42633678.471331 nChanged 8 Iteration 225Q (1552.589003 sec): 32 clusters Score: Raw -42698217.095603 + Penalty 64538.330020 = -42633678.765584 nChanged 12 Iteration 226Q (1556.370474 sec): 32 clusters Score: Raw -42698217.361289 + Penalty 64538.330020 = -42633679.031269 nChanged 9 Iteration 227Q (1560.266504 sec): 32 clusters Score: Raw -42698217.639649 + Penalty 64538.330020 = -42633679.309630 nChanged 11 Iteration 228Q (1564.122013 sec): 32 clusters Score: Raw -42698217.961184 + Penalty 64538.330020 = -42633679.631164 nChanged 8 Iteration 229Q (1568.036501 sec): 32 clusters Score: Raw -42698218.192432 + Penalty 64538.330020 = -42633679.862413 nChanged 7 Iteration 230Q (1571.909496 sec): 32 clusters Score: Raw -42698218.546879 + Penalty 64538.330020 = -42633680.216859 nChanged 8 Iteration 231Q (1575.802914 sec): 32 clusters Score: Raw -42698219.217300 + Penalty 64538.330020 = -42633680.887281 nChanged 6 Iteration 232Q (1579.671264 sec): 32 clusters Score: Raw -42698219.416153 + Penalty 64538.330020 = -42633681.086134 nChanged 6 Iteration 233Q (1583.571100 sec): 32 clusters Score: Raw -42698219.584766 + Penalty 64538.330020 = -42633681.254746 nChanged 5 Iteration 234Q (1587.377008 sec): 32 clusters Score: Raw -42698219.748077 + Penalty 64538.330020 = -42633681.418057 nChanged 7 Iteration 235Q (1591.166444 sec): 32 clusters Score: Raw -42698219.915254 + Penalty 64538.330020 = -42633681.585235 nChanged 4 Iteration 236Q (1595.036759 sec): 32 clusters Score: Raw -42698219.989303 + Penalty 64538.330020 = -42633681.659283 nChanged 1 Iteration 237Q (1598.968555 sec): 32 clusters Score: Raw -42698220.011044 + Penalty 64538.330020 = -42633681.681025 nChanged 0 Iteration 238F (1606.893550 sec): 32 clusters Score: Raw -42698220.011044 + Penalty 64538.330020 = -42633681.681025 nChanged 0 Compute initial score before splitting: Score: Raw -42698220.011044 + Penalty 64538.330020 = -42633681.681025 Trying to split cluster 1 (29452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1606.998217 sec): 2 clusters Score: Raw -3450636.445197 + Penalty 1672.209029 = -3448964.236169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1607.092015 sec): 3 clusters Score: Raw -3432544.828538 + Penalty 3344.418057 = -3429200.410481 nChanged 13538 SP:Iteration 1F (1607.187238 sec): 3 clusters Score: Raw -3440022.716005 + Penalty 3344.418057 = -3436678.297948 nChanged 1399 SP:Iteration 2Q (1607.268197 sec): 3 clusters Score: Raw -3440542.963833 + Penalty 3344.418057 = -3437198.545776 nChanged 1407 SP:Iteration 3Q (1607.356691 sec): 3 clusters Score: Raw -3441132.610405 + Penalty 3344.418057 = -3437788.192348 nChanged 1503 SP:Iteration 4F (1607.457313 sec): 3 clusters Score: Raw -3441859.551130 + Penalty 3344.418057 = -3438515.133073 nChanged 1609 SP:Iteration 5F (1607.541321 sec): 3 clusters Score: Raw -3442707.591200 + Penalty 3344.418057 = -3439363.173143 nChanged 1631 SP:Iteration 6F (1607.632396 sec): 3 clusters Score: Raw -3443727.222601 + Penalty 3344.418057 = -3440382.804544 nChanged 1698 SP:Iteration 7F (1607.708416 sec): 3 clusters Score: Raw -3444866.999121 + Penalty 3344.418057 = -3441522.581064 nChanged 1621 SP:Iteration 8F (1607.794735 sec): 3 clusters Score: Raw -3445956.814962 + Penalty 3344.418057 = -3442612.396905 nChanged 1434 SP:Iteration 9Q (1607.902730 sec): 3 clusters Score: Raw -3446700.526438 + Penalty 3344.418057 = -3443356.108381 nChanged 994 SP:Iteration 10Q (1607.993844 sec): 3 clusters Score: Raw -3447063.747402 + Penalty 3344.418057 = -3443719.329345 nChanged 661 SP:Iteration 11Q (1608.078229 sec): 3 clusters Score: Raw -3447231.399225 + Penalty 3344.418057 = -3443886.981168 nChanged 461 SP:Iteration 12Q (1608.175031 sec): 3 clusters Score: Raw -3447332.116708 + Penalty 3344.418057 = -3443987.698651 nChanged 346 SP:Iteration 13Q (1608.242729 sec): 3 clusters Score: Raw -3447396.825182 + Penalty 3344.418057 = -3444052.407125 nChanged 289 SP:Iteration 14Q (1608.334176 sec): 3 clusters Score: Raw -3447449.246947 + Penalty 3344.418057 = -3444104.828890 nChanged 272 SP:Iteration 15Q (1608.432324 sec): 3 clusters Score: Raw -3447494.644198 + Penalty 3344.418057 = -3444150.226141 nChanged 235 SP:Iteration 16Q (1608.523063 sec): 3 clusters Score: Raw -3447538.961290 + Penalty 3344.418057 = -3444194.543233 nChanged 226 SP:Iteration 17Q (1608.634741 sec): 3 clusters Score: Raw -3447578.204048 + Penalty 3344.418057 = -3444233.785991 nChanged 220 SP:Iteration 18Q (1608.734587 sec): 3 clusters Score: Raw -3447610.959949 + Penalty 3344.418057 = -3444266.541892 nChanged 208 SP:Iteration 19Q (1608.829274 sec): 3 clusters Score: Raw -3447639.019912 + Penalty 3344.418057 = -3444294.601855 nChanged 175 SP:Iteration 20F (1608.913295 sec): 3 clusters Score: Raw -3447663.943895 + Penalty 3344.418057 = -3444319.525838 nChanged 184 SP:Iteration 21Q (1609.008244 sec): 3 clusters Score: Raw -3447689.281781 + Penalty 3344.418057 = -3444344.863724 nChanged 169 SP:Iteration 22Q (1609.095121 sec): 3 clusters Score: Raw -3447714.336862 + Penalty 3344.418057 = -3444369.918805 nChanged 176 SP:Iteration 23Q (1609.176816 sec): 3 clusters Score: Raw -3447738.850241 + Penalty 3344.418057 = -3444394.432184 nChanged 168 SP:Iteration 24Q (1609.267617 sec): 3 clusters Score: Raw -3447761.610002 + Penalty 3344.418057 = -3444417.191945 nChanged 162 SP:Iteration 25Q (1609.345187 sec): 3 clusters Score: Raw -3447781.449317 + Penalty 3344.418057 = -3444437.031260 nChanged 152 SP:Iteration 26Q (1609.435774 sec): 3 clusters Score: Raw -3447798.615326 + Penalty 3344.418057 = -3444454.197269 nChanged 130 SP:Iteration 27Q (1609.524437 sec): 3 clusters Score: Raw -3447812.742753 + Penalty 3344.418057 = -3444468.324696 nChanged 124 SP:Iteration 28Q (1609.605344 sec): 3 clusters Score: Raw -3447826.940129 + Penalty 3344.418057 = -3444482.522072 nChanged 132 SP:Iteration 29Q (1609.690326 sec): 3 clusters Score: Raw -3447842.243003 + Penalty 3344.418057 = -3444497.824946 nChanged 118 SP:Iteration 30Q (1609.797545 sec): 3 clusters Score: Raw -3447856.165218 + Penalty 3344.418057 = -3444511.747161 nChanged 120 SP:Iteration 31Q (1609.875422 sec): 3 clusters Score: Raw -3447868.651520 + Penalty 3344.418057 = -3444524.233463 nChanged 116 SP:Iteration 32Q (1609.961875 sec): 3 clusters Score: Raw -3447879.818465 + Penalty 3344.418057 = -3444535.400408 nChanged 91 SP:Iteration 33Q (1610.049463 sec): 3 clusters Score: Raw -3447888.101224 + Penalty 3344.418057 = -3444543.683167 nChanged 86 SP:Iteration 34Q (1610.130469 sec): 3 clusters Score: Raw -3447895.485971 + Penalty 3344.418057 = -3444551.067914 nChanged 82 SP:Iteration 35Q (1610.228524 sec): 3 clusters Score: Raw -3447903.173128 + Penalty 3344.418057 = -3444558.755071 nChanged 101 SP:Iteration 36Q (1610.316796 sec): 3 clusters Score: Raw -3447913.428825 + Penalty 3344.418057 = -3444569.010768 nChanged 103 SP:Iteration 37Q (1610.411936 sec): 3 clusters Score: Raw -3447923.663610 + Penalty 3344.418057 = -3444579.245553 nChanged 99 SP:Iteration 38Q (1610.515039 sec): 3 clusters Score: Raw -3447934.554535 + Penalty 3344.418057 = -3444590.136478 nChanged 101 SP:Iteration 39Q (1610.621222 sec): 3 clusters Score: Raw -3447945.421549 + Penalty 3344.418057 = -3444601.003492 nChanged 121 SP:Iteration 40F (1610.716089 sec): 3 clusters Score: Raw -3447957.135270 + Penalty 3344.418057 = -3444612.717213 nChanged 113 SP:Iteration 41Q (1610.820692 sec): 3 clusters Score: Raw -3447970.471662 + Penalty 3344.418057 = -3444626.053605 nChanged 136 SP:Iteration 42Q (1610.926135 sec): 3 clusters Score: Raw -3447987.752372 + Penalty 3344.418057 = -3444643.334315 nChanged 141 SP:Iteration 43Q (1611.025199 sec): 3 clusters Score: Raw -3448004.265154 + Penalty 3344.418057 = -3444659.847097 nChanged 140 SP:Iteration 44Q (1611.119572 sec): 3 clusters Score: Raw -3448021.340285 + Penalty 3344.418057 = -3444676.922228 nChanged 151 SP:Iteration 45Q (1611.228214 sec): 3 clusters Score: Raw -3448038.542016 + Penalty 3344.418057 = -3444694.123959 nChanged 130 SP:Iteration 46Q (1611.322698 sec): 3 clusters Score: Raw -3448055.239584 + Penalty 3344.418057 = -3444710.821527 nChanged 146 SP:Iteration 47Q (1611.410201 sec): 3 clusters Score: Raw -3448076.459189 + Penalty 3344.418057 = -3444732.041132 nChanged 179 SP:Iteration 48Q (1611.495054 sec): 3 clusters Score: Raw -3448112.122912 + Penalty 3344.418057 = -3444767.704855 nChanged 221 SP:Iteration 49Q (1611.559183 sec): 3 clusters Score: Raw -3448162.241714 + Penalty 3344.418057 = -3444817.823657 nChanged 254 SP:Iteration 50Q (1611.658100 sec): 3 clusters Score: Raw -3448227.687715 + Penalty 3344.418057 = -3444883.269658 nChanged 285 SP:Iteration 51Q (1611.754655 sec): 3 clusters Score: Raw -3448317.555589 + Penalty 3344.418057 = -3444973.137532 nChanged 313 SP:Iteration 52Q (1611.850689 sec): 3 clusters Score: Raw -3448427.889235 + Penalty 3344.418057 = -3445083.471178 nChanged 338 SP:Iteration 53Q (1611.933807 sec): 3 clusters Score: Raw -3448545.693019 + Penalty 3344.418057 = -3445201.274962 nChanged 387 SP:Iteration 54Q (1612.035553 sec): 3 clusters Score: Raw -3448686.076623 + Penalty 3344.418057 = -3445341.658566 nChanged 364 SP:Iteration 55Q (1612.120586 sec): 3 clusters Score: Raw -3448822.014262 + Penalty 3344.418057 = -3445477.596205 nChanged 375 SP:Iteration 56Q (1612.208117 sec): 3 clusters Score: Raw -3448975.007717 + Penalty 3344.418057 = -3445630.589660 nChanged 405 SP:Iteration 57Q (1612.296883 sec): 3 clusters Score: Raw -3449147.690336 + Penalty 3344.418057 = -3445803.272279 nChanged 392 SP:Iteration 58Q (1612.373509 sec): 3 clusters Score: Raw -3449302.362920 + Penalty 3344.418057 = -3445957.944863 nChanged 349 SP:Iteration 59Q (1612.464848 sec): 3 clusters Score: Raw -3449440.111227 + Penalty 3344.418057 = -3446095.693170 nChanged 348 SP:Iteration 60F (1612.548283 sec): 3 clusters Score: Raw -3449570.622400 + Penalty 3344.418057 = -3446226.204343 nChanged 314 SP:Iteration 61Q (1612.629116 sec): 3 clusters Score: Raw -3449679.201758 + Penalty 3344.418057 = -3446334.783701 nChanged 285 SP:Iteration 62Q (1612.722641 sec): 3 clusters Score: Raw -3449766.889320 + Penalty 3344.418057 = -3446422.471263 nChanged 257 SP:Iteration 63Q (1612.811398 sec): 3 clusters Score: Raw -3449846.305860 + Penalty 3344.418057 = -3446501.887803 nChanged 245 SP:Iteration 64Q (1612.900100 sec): 3 clusters Score: Raw -3449913.723530 + Penalty 3344.418057 = -3446569.305473 nChanged 211 SP:Iteration 65Q (1612.991059 sec): 3 clusters Score: Raw -3449964.547887 + Penalty 3344.418057 = -3446620.129830 nChanged 199 SP:Iteration 66Q (1613.087052 sec): 3 clusters Score: Raw -3450011.434789 + Penalty 3344.418057 = -3446667.016732 nChanged 173 SP:Iteration 67Q (1613.168838 sec): 3 clusters Score: Raw -3450051.433670 + Penalty 3344.418057 = -3446707.015613 nChanged 151 SP:Iteration 68Q (1613.245236 sec): 3 clusters Score: Raw -3450086.098222 + Penalty 3344.418057 = -3446741.680165 nChanged 140 SP:Iteration 69Q (1613.323107 sec): 3 clusters Score: Raw -3450114.773998 + Penalty 3344.418057 = -3446770.355941 nChanged 144 SP:Iteration 70Q (1613.413722 sec): 3 clusters Score: Raw -3450146.569836 + Penalty 3344.418057 = -3446802.151779 nChanged 126 SP:Iteration 71Q (1613.497307 sec): 3 clusters Score: Raw -3450173.303893 + Penalty 3344.418057 = -3446828.885836 nChanged 128 SP:Iteration 72Q (1613.565572 sec): 3 clusters Score: Raw -3450202.108312 + Penalty 3344.418057 = -3446857.690255 nChanged 123 SP:Iteration 73Q (1613.660749 sec): 3 clusters Score: Raw -3450226.031197 + Penalty 3344.418057 = -3446881.613140 nChanged 119 SP:Iteration 74Q (1613.716326 sec): 3 clusters Score: Raw -3450247.268117 + Penalty 3344.418057 = -3446902.850060 nChanged 109 SP:Iteration 75Q (1613.800971 sec): 3 clusters Score: Raw -3450267.117190 + Penalty 3344.418057 = -3446922.699133 nChanged 107 SP:Iteration 76Q (1613.880074 sec): 3 clusters Score: Raw -3450284.721438 + Penalty 3344.418057 = -3446940.303381 nChanged 89 SP:Iteration 77Q (1613.960015 sec): 3 clusters Score: Raw -3450300.103786 + Penalty 3344.418057 = -3446955.685729 nChanged 91 SP:Iteration 78Q (1614.044506 sec): 3 clusters Score: Raw -3450315.080567 + Penalty 3344.418057 = -3446970.662510 nChanged 85 SP:Iteration 79Q (1614.130116 sec): 3 clusters Score: Raw -3450329.406052 + Penalty 3344.418057 = -3446984.987995 nChanged 83 SP:Iteration 80F (1614.233716 sec): 3 clusters Score: Raw -3450344.972854 + Penalty 3344.418057 = -3447000.554797 nChanged 93 SP:Iteration 81Q (1614.323667 sec): 3 clusters Score: Raw -3450364.238331 + Penalty 3344.418057 = -3447019.820274 nChanged 99 SP:Iteration 82Q (1614.428836 sec): 3 clusters Score: Raw -3450386.656931 + Penalty 3344.418057 = -3447042.238874 nChanged 98 SP:Iteration 83Q (1614.507954 sec): 3 clusters Score: Raw -3450405.630478 + Penalty 3344.418057 = -3447061.212421 nChanged 84 SP:Iteration 84Q (1614.609367 sec): 3 clusters Score: Raw -3450419.409153 + Penalty 3344.418057 = -3447074.991096 nChanged 69 SP:Iteration 85Q (1614.683625 sec): 3 clusters Score: Raw -3450431.729825 + Penalty 3344.418057 = -3447087.311768 nChanged 69 SP:Iteration 86Q (1614.779986 sec): 3 clusters Score: Raw -3450444.153425 + Penalty 3344.418057 = -3447099.735368 nChanged 63 SP:Iteration 87Q (1614.861249 sec): 3 clusters Score: Raw -3450454.975672 + Penalty 3344.418057 = -3447110.557615 nChanged 59 SP:Iteration 88Q (1614.947450 sec): 3 clusters Score: Raw -3450464.658688 + Penalty 3344.418057 = -3447120.240631 nChanged 55 SP:Iteration 89Q (1615.017989 sec): 3 clusters Score: Raw -3450474.439707 + Penalty 3344.418057 = -3447130.021650 nChanged 59 SP:Iteration 90Q (1615.100399 sec): 3 clusters Score: Raw -3450484.887042 + Penalty 3344.418057 = -3447140.468985 nChanged 60 SP:Iteration 91Q (1615.189200 sec): 3 clusters Score: Raw -3450497.171963 + Penalty 3344.418057 = -3447152.753906 nChanged 61 SP:Iteration 92Q (1615.270236 sec): 3 clusters Score: Raw -3450508.721634 + Penalty 3344.418057 = -3447164.303577 nChanged 61 SP:Iteration 93Q (1615.362677 sec): 3 clusters Score: Raw -3450519.815928 + Penalty 3344.418057 = -3447175.397871 nChanged 54 SP:Iteration 94Q (1615.444170 sec): 3 clusters Score: Raw -3450530.420098 + Penalty 3344.418057 = -3447186.002041 nChanged 56 SP:Iteration 95Q (1615.525461 sec): 3 clusters Score: Raw -3450539.726932 + Penalty 3344.418057 = -3447195.308875 nChanged 58 SP:Iteration 96Q (1615.610065 sec): 3 clusters Score: Raw -3450551.929991 + Penalty 3344.418057 = -3447207.511934 nChanged 60 SP:Iteration 97Q (1615.694825 sec): 3 clusters Score: Raw -3450564.535781 + Penalty 3344.418057 = -3447220.117724 nChanged 65 SP:Iteration 98Q (1615.779044 sec): 3 clusters Score: Raw -3450577.335038 + Penalty 3344.418057 = -3447232.916981 nChanged 58 SP:Iteration 99Q (1615.852176 sec): 3 clusters Score: Raw -3450587.143357 + Penalty 3344.418057 = -3447242.725300 nChanged 37 SP:Iteration 100F (1615.947916 sec): 3 clusters Score: Raw -3450593.478831 + Penalty 3344.418057 = -3447249.060774 nChanged 35 SP:Iteration 101Q (1616.017045 sec): 3 clusters Score: Raw -3450599.854676 + Penalty 3344.418057 = -3447255.436619 nChanged 30 SP:Iteration 102Q (1616.113656 sec): 3 clusters Score: Raw -3450603.693119 + Penalty 3344.418057 = -3447259.275062 nChanged 26 SP:Iteration 103Q (1616.182295 sec): 3 clusters Score: Raw -3450607.441737 + Penalty 3344.418057 = -3447263.023680 nChanged 22 SP:Iteration 104Q (1616.256297 sec): 3 clusters Score: Raw -3450610.932402 + Penalty 3344.418057 = -3447266.514345 nChanged 26 SP:Iteration 105Q (1616.349874 sec): 3 clusters Score: Raw -3450613.771624 + Penalty 3344.418057 = -3447269.353567 nChanged 22 SP:Iteration 106Q (1616.425668 sec): 3 clusters Score: Raw -3450616.354873 + Penalty 3344.418057 = -3447271.936815 nChanged 21 SP:Iteration 107Q (1616.504993 sec): 3 clusters Score: Raw -3450619.381475 + Penalty 3344.418057 = -3447274.963418 nChanged 18 SP:Iteration 108Q (1616.580834 sec): 3 clusters Score: Raw -3450621.847886 + Penalty 3344.418057 = -3447277.429829 nChanged 19 SP:Iteration 109Q (1616.661732 sec): 3 clusters Score: Raw -3450624.434735 + Penalty 3344.418057 = -3447280.016678 nChanged 16 SP:Iteration 110Q (1616.751504 sec): 3 clusters Score: Raw -3450626.803419 + Penalty 3344.418057 = -3447282.385362 nChanged 15 SP:Iteration 111Q (1616.821969 sec): 3 clusters Score: Raw -3450628.754937 + Penalty 3344.418057 = -3447284.336880 nChanged 16 SP:Iteration 112Q (1616.894319 sec): 3 clusters Score: Raw -3450631.379639 + Penalty 3344.418057 = -3447286.961582 nChanged 22 SP:Iteration 113Q (1616.975570 sec): 3 clusters Score: Raw -3450633.967128 + Penalty 3344.418057 = -3447289.549071 nChanged 12 SP:Iteration 114Q (1617.053184 sec): 3 clusters Score: Raw -3450635.951509 + Penalty 3344.418057 = -3447291.533452 nChanged 13 SP:Iteration 115Q (1617.139761 sec): 3 clusters Score: Raw -3450637.672290 + Penalty 3344.418057 = -3447293.254233 nChanged 11 SP:Iteration 116Q (1617.209432 sec): 3 clusters Score: Raw -3450639.378660 + Penalty 3344.418057 = -3447294.960602 nChanged 12 SP:Iteration 117Q (1617.291367 sec): 3 clusters Score: Raw -3450640.850014 + Penalty 3344.418057 = -3447296.431957 nChanged 12 SP:Iteration 118Q (1617.367658 sec): 3 clusters Score: Raw -3450641.887495 + Penalty 3344.418057 = -3447297.469438 nChanged 9 SP:Iteration 119Q (1617.433279 sec): 3 clusters Score: Raw -3450642.838025 + Penalty 3344.418057 = -3447298.419968 nChanged 8 SP:Iteration 120F (1617.524184 sec): 3 clusters Score: Raw -3450644.435198 + Penalty 3344.418057 = -3447300.017141 nChanged 6 SP:Iteration 121Q (1617.617670 sec): 3 clusters Score: Raw -3450645.245404 + Penalty 3344.418057 = -3447300.827347 nChanged 5 SP:Iteration 122Q (1617.699094 sec): 3 clusters Score: Raw -3450645.851508 + Penalty 3344.418057 = -3447301.433451 nChanged 5 SP:Iteration 123Q (1617.777985 sec): 3 clusters Score: Raw -3450646.657926 + Penalty 3344.418057 = -3447302.239869 nChanged 5 SP:Iteration 124Q (1617.851477 sec): 3 clusters Score: Raw -3450647.269004 + Penalty 3344.418057 = -3447302.850947 nChanged 1 SP:Iteration 125Q (1617.945755 sec): 3 clusters Score: Raw -3450647.387541 + Penalty 3344.418057 = -3447302.969484 nChanged 3 SP:Iteration 126Q (1618.031773 sec): 3 clusters Score: Raw -3450647.552070 + Penalty 3344.418057 = -3447303.134013 nChanged 1 SP:Iteration 127Q (1618.123891 sec): 3 clusters Score: Raw -3450647.628966 + Penalty 3344.418057 = -3447303.210909 nChanged 0 SP:Iteration 128F (1618.210666 sec): 3 clusters Score: Raw -3450647.628966 + Penalty 3344.418057 = -3447303.210909 nChanged 0 Trying to split cluster 2 (2070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1618.230170 sec): 2 clusters Score: Raw -233768.105519 + Penalty 1240.736882 = -232527.368638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1618.269406 sec): 3 clusters Score: Raw -232859.724976 + Penalty 2481.473763 = -230378.251213 nChanged 728 SP:Iteration 1F (1618.299605 sec): 3 clusters Score: Raw -233336.269533 + Penalty 2481.473763 = -230854.795770 nChanged 166 SP:Iteration 2F (1618.345820 sec): 3 clusters Score: Raw -233493.021185 + Penalty 2481.473763 = -231011.547421 nChanged 126 SP:Iteration 3F (1618.388027 sec): 3 clusters Score: Raw -233608.083524 + Penalty 2481.473763 = -231126.609761 nChanged 101 SP:Iteration 4Q (1618.432984 sec): 3 clusters Score: Raw -233694.173286 + Penalty 2481.473763 = -231212.699523 nChanged 77 SP:Iteration 5Q (1618.480002 sec): 3 clusters Score: Raw -233758.213184 + Penalty 2481.473763 = -231276.739421 nChanged 74 SP:Iteration 6Q (1618.515748 sec): 3 clusters Score: Raw -233812.403668 + Penalty 2481.473763 = -231330.929905 nChanged 67 SP:Iteration 7Q (1618.555933 sec): 3 clusters Score: Raw -233860.652366 + Penalty 2481.473763 = -231379.178603 nChanged 53 SP:Iteration 8Q (1618.601141 sec): 3 clusters Score: Raw -233904.564022 + Penalty 2481.473763 = -231423.090259 nChanged 49 SP:Iteration 9Q (1618.655110 sec): 3 clusters Score: Raw -233946.881330 + Penalty 2481.473763 = -231465.407567 nChanged 48 SP:Iteration 10Q (1618.689779 sec): 3 clusters Score: Raw -233975.589969 + Penalty 2481.473763 = -231494.116206 nChanged 29 SP:Iteration 11Q (1618.724740 sec): 3 clusters Score: Raw -233992.918368 + Penalty 2481.473763 = -231511.444605 nChanged 18 SP:Iteration 12Q (1618.770362 sec): 3 clusters Score: Raw -234002.485535 + Penalty 2481.473763 = -231521.011772 nChanged 15 SP:Iteration 13Q (1618.782467 sec): 3 clusters Score: Raw -234011.089239 + Penalty 2481.473763 = -231529.615476 nChanged 15 SP:Iteration 14Q (1618.827002 sec): 3 clusters Score: Raw -234022.619276 + Penalty 2481.473763 = -231541.145513 nChanged 23 SP:Iteration 15Q (1618.872477 sec): 3 clusters Score: Raw -234035.085408 + Penalty 2481.473763 = -231553.611645 nChanged 13 SP:Iteration 16Q (1618.910212 sec): 3 clusters Score: Raw -234042.961141 + Penalty 2481.473763 = -231561.487378 nChanged 12 SP:Iteration 17Q (1618.953779 sec): 3 clusters Score: Raw -234055.550066 + Penalty 2481.473763 = -231574.076303 nChanged 20 SP:Iteration 18Q (1618.999307 sec): 3 clusters Score: Raw -234069.090631 + Penalty 2481.473763 = -231587.616868 nChanged 13 SP:Iteration 19Q (1619.049533 sec): 3 clusters Score: Raw -234074.277360 + Penalty 2481.473763 = -231592.803597 nChanged 9 SP:Iteration 20F (1619.094838 sec): 3 clusters Score: Raw -234077.452920 + Penalty 2481.473763 = -231595.979157 nChanged 5 SP:Iteration 21Q (1619.132143 sec): 3 clusters Score: Raw -234080.033632 + Penalty 2481.473763 = -231598.559869 nChanged 4 SP:Iteration 22Q (1619.167393 sec): 3 clusters Score: Raw -234082.976101 + Penalty 2481.473763 = -231601.502338 nChanged 2 SP:Iteration 23Q (1619.202770 sec): 3 clusters Score: Raw -234083.603881 + Penalty 2481.473763 = -231602.130118 nChanged 2 SP:Iteration 24Q (1619.231081 sec): 3 clusters Score: Raw -234084.136891 + Penalty 2481.473763 = -231602.663128 nChanged 1 SP:Iteration 25Q (1619.277179 sec): 3 clusters Score: Raw -234084.966631 + Penalty 2481.473763 = -231603.492868 nChanged 4 SP:Iteration 26Q (1619.327515 sec): 3 clusters Score: Raw -234086.481066 + Penalty 2481.473763 = -231605.007303 nChanged 4 SP:Iteration 27Q (1619.363471 sec): 3 clusters Score: Raw -234087.252456 + Penalty 2481.473763 = -231605.778693 nChanged 1 SP:Iteration 28Q (1619.400550 sec): 3 clusters Score: Raw -234088.221109 + Penalty 2481.473763 = -231606.747346 nChanged 1 SP:Iteration 29Q (1619.451445 sec): 3 clusters Score: Raw -234088.637412 + Penalty 2481.473763 = -231607.163649 nChanged 2 SP:Iteration 30Q (1619.485768 sec): 3 clusters Score: Raw -234089.077719 + Penalty 2481.473763 = -231607.603956 nChanged 0 SP:Iteration 31F (1619.527474 sec): 3 clusters Score: Raw -234089.077719 + Penalty 2481.473763 = -231607.603956 nChanged 0 Trying to split cluster 3 (8494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1619.564186 sec): 2 clusters Score: Raw -1002782.337253 + Penalty 1470.156238 = -1001312.181015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1619.615874 sec): 3 clusters Score: Raw -998081.749299 + Penalty 2940.312476 = -995141.436823 nChanged 3660 SP:Iteration 1F (1619.685192 sec): 3 clusters Score: Raw -1000204.412357 + Penalty 2940.312476 = -997264.099881 nChanged 589 SP:Iteration 2F (1619.730067 sec): 3 clusters Score: Raw -1000525.133155 + Penalty 2940.312476 = -997584.820679 nChanged 495 SP:Iteration 3F (1619.780150 sec): 3 clusters Score: Raw -1000817.428365 + Penalty 2940.312476 = -997877.115889 nChanged 478 SP:Iteration 4F (1619.835110 sec): 3 clusters Score: Raw -1001104.368001 + Penalty 2940.312476 = -998164.055525 nChanged 484 SP:Iteration 5F (1619.893668 sec): 3 clusters Score: Raw -1001417.032922 + Penalty 2940.312476 = -998476.720446 nChanged 487 SP:Iteration 6F (1619.944346 sec): 3 clusters Score: Raw -1001735.770081 + Penalty 2940.312476 = -998795.457605 nChanged 452 SP:Iteration 7F (1620.009121 sec): 3 clusters Score: Raw -1002014.457264 + Penalty 2940.312476 = -999074.144788 nChanged 364 SP:Iteration 8Q (1620.059996 sec): 3 clusters Score: Raw -1002261.212462 + Penalty 2940.312476 = -999320.899985 nChanged 333 SP:Iteration 9Q (1620.120423 sec): 3 clusters Score: Raw -1002465.309261 + Penalty 2940.312476 = -999524.996785 nChanged 278 SP:Iteration 10Q (1620.173049 sec): 3 clusters Score: Raw -1002624.789333 + Penalty 2940.312476 = -999684.476857 nChanged 210 SP:Iteration 11Q (1620.234613 sec): 3 clusters Score: Raw -1002727.648287 + Penalty 2940.312476 = -999787.335811 nChanged 160 SP:Iteration 12Q (1620.276424 sec): 3 clusters Score: Raw -1002789.004015 + Penalty 2940.312476 = -999848.691539 nChanged 115 SP:Iteration 13Q (1620.334677 sec): 3 clusters Score: Raw -1002833.136801 + Penalty 2940.312476 = -999892.824325 nChanged 99 SP:Iteration 14Q (1620.383732 sec): 3 clusters Score: Raw -1002869.211928 + Penalty 2940.312476 = -999928.899452 nChanged 85 SP:Iteration 15Q (1620.435966 sec): 3 clusters Score: Raw -1002900.516710 + Penalty 2940.312476 = -999960.204234 nChanged 77 SP:Iteration 16Q (1620.475822 sec): 3 clusters Score: Raw -1002929.872806 + Penalty 2940.312476 = -999989.560330 nChanged 74 SP:Iteration 17Q (1620.526917 sec): 3 clusters Score: Raw -1002956.510587 + Penalty 2940.312476 = -1000016.198111 nChanged 75 SP:Iteration 18Q (1620.593276 sec): 3 clusters Score: Raw -1002984.369333 + Penalty 2940.312476 = -1000044.056857 nChanged 75 SP:Iteration 19Q (1620.640043 sec): 3 clusters Score: Raw -1003015.241793 + Penalty 2940.312476 = -1000074.929317 nChanged 77 SP:Iteration 20F (1620.692732 sec): 3 clusters Score: Raw -1003048.775998 + Penalty 2940.312476 = -1000108.463522 nChanged 74 SP:Iteration 21Q (1620.746464 sec): 3 clusters Score: Raw -1003083.516591 + Penalty 2940.312476 = -1000143.204115 nChanged 77 SP:Iteration 22Q (1620.807447 sec): 3 clusters Score: Raw -1003117.635674 + Penalty 2940.312476 = -1000177.323198 nChanged 70 SP:Iteration 23Q (1620.859383 sec): 3 clusters Score: Raw -1003144.441128 + Penalty 2940.312476 = -1000204.128652 nChanged 62 SP:Iteration 24Q (1620.918699 sec): 3 clusters Score: Raw -1003177.677505 + Penalty 2940.312476 = -1000237.365029 nChanged 62 SP:Iteration 25Q (1620.969311 sec): 3 clusters Score: Raw -1003206.434087 + Penalty 2940.312476 = -1000266.121611 nChanged 66 SP:Iteration 26Q (1621.026383 sec): 3 clusters Score: Raw -1003238.873926 + Penalty 2940.312476 = -1000298.561450 nChanged 58 SP:Iteration 27Q (1621.081991 sec): 3 clusters Score: Raw -1003275.776583 + Penalty 2940.312476 = -1000335.464107 nChanged 68 SP:Iteration 28Q (1621.122503 sec): 3 clusters Score: Raw -1003312.309799 + Penalty 2940.312476 = -1000371.997323 nChanged 56 SP:Iteration 29Q (1621.178632 sec): 3 clusters Score: Raw -1003343.146018 + Penalty 2940.312476 = -1000402.833541 nChanged 59 SP:Iteration 30Q (1621.223775 sec): 3 clusters Score: Raw -1003377.237182 + Penalty 2940.312476 = -1000436.924706 nChanged 62 SP:Iteration 31Q (1621.274567 sec): 3 clusters Score: Raw -1003401.565532 + Penalty 2940.312476 = -1000461.253056 nChanged 40 SP:Iteration 32Q (1621.318087 sec): 3 clusters Score: Raw -1003414.277395 + Penalty 2940.312476 = -1000473.964919 nChanged 41 SP:Iteration 33Q (1621.362315 sec): 3 clusters Score: Raw -1003426.348647 + Penalty 2940.312476 = -1000486.036171 nChanged 26 SP:Iteration 34Q (1621.414498 sec): 3 clusters Score: Raw -1003432.764245 + Penalty 2940.312476 = -1000492.451769 nChanged 18 SP:Iteration 35Q (1621.461967 sec): 3 clusters Score: Raw -1003435.889868 + Penalty 2940.312476 = -1000495.577392 nChanged 18 SP:Iteration 36Q (1621.518637 sec): 3 clusters Score: Raw -1003438.780961 + Penalty 2940.312476 = -1000498.468485 nChanged 14 SP:Iteration 37Q (1621.563801 sec): 3 clusters Score: Raw -1003442.120093 + Penalty 2940.312476 = -1000501.807617 nChanged 15 SP:Iteration 38Q (1621.621009 sec): 3 clusters Score: Raw -1003445.865949 + Penalty 2940.312476 = -1000505.553473 nChanged 13 SP:Iteration 39Q (1621.666818 sec): 3 clusters Score: Raw -1003448.480041 + Penalty 2940.312476 = -1000508.167565 nChanged 9 SP:Iteration 40F (1621.732159 sec): 3 clusters Score: Raw -1003450.935077 + Penalty 2940.312476 = -1000510.622601 nChanged 4 SP:Iteration 41Q (1621.772878 sec): 3 clusters Score: Raw -1003452.023510 + Penalty 2940.312476 = -1000511.711034 nChanged 3 SP:Iteration 42Q (1621.833208 sec): 3 clusters Score: Raw -1003452.227824 + Penalty 2940.312476 = -1000511.915348 nChanged 2 SP:Iteration 43Q (1621.879665 sec): 3 clusters Score: Raw -1003452.435232 + Penalty 2940.312476 = -1000512.122756 nChanged 2 SP:Iteration 44Q (1621.932145 sec): 3 clusters Score: Raw -1003452.546612 + Penalty 2940.312476 = -1000512.234136 nChanged 0 SP:Iteration 45F (1621.991685 sec): 3 clusters Score: Raw -1003452.546612 + Penalty 2940.312476 = -1000512.234136 nChanged 0 Trying to split cluster 4 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1622.015238 sec): 2 clusters Score: Raw -138098.122357 + Penalty 1143.659719 = -136954.462638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1622.047478 sec): 3 clusters Score: Raw -137692.070674 + Penalty 2287.319438 = -135404.751236 nChanged 344 SP:Iteration 1F (1622.084550 sec): 3 clusters Score: Raw -137984.164575 + Penalty 2287.319438 = -135696.845137 nChanged 75 SP:Iteration 2F (1622.132100 sec): 3 clusters Score: Raw -138056.429066 + Penalty 2287.319438 = -135769.109627 nChanged 54 SP:Iteration 3Q (1622.170496 sec): 3 clusters Score: Raw -138116.116583 + Penalty 2287.319438 = -135828.797145 nChanged 39 SP:Iteration 4Q (1622.205474 sec): 3 clusters Score: Raw -138152.713509 + Penalty 2287.319438 = -135865.394071 nChanged 23 SP:Iteration 5Q (1622.248541 sec): 3 clusters Score: Raw -138172.174045 + Penalty 2287.319438 = -135884.854606 nChanged 13 SP:Iteration 6Q (1622.283706 sec): 3 clusters Score: Raw -138181.707150 + Penalty 2287.319438 = -135894.387712 nChanged 14 SP:Iteration 7Q (1622.325853 sec): 3 clusters Score: Raw -138194.245012 + Penalty 2287.319438 = -135906.925574 nChanged 15 SP:Iteration 8Q (1622.368850 sec): 3 clusters Score: Raw -138204.870773 + Penalty 2287.319438 = -135917.551334 nChanged 13 SP:Iteration 9Q (1622.405985 sec): 3 clusters Score: Raw -138215.231078 + Penalty 2287.319438 = -135927.911640 nChanged 8 SP:Iteration 10Q (1622.449389 sec): 3 clusters Score: Raw -138220.425240 + Penalty 2287.319438 = -135933.105801 nChanged 5 SP:Iteration 11Q (1622.498455 sec): 3 clusters Score: Raw -138225.943519 + Penalty 2287.319438 = -135938.624081 nChanged 6 SP:Iteration 12Q (1622.536746 sec): 3 clusters Score: Raw -138229.380484 + Penalty 2287.319438 = -135942.061046 nChanged 2 SP:Iteration 13Q (1622.582075 sec): 3 clusters Score: Raw -138230.103002 + Penalty 2287.319438 = -135942.783564 nChanged 0 SP:Iteration 14F (1622.619096 sec): 3 clusters Score: Raw -138230.103002 + Penalty 2287.319438 = -135942.783564 nChanged 0 Trying to split cluster 5 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1622.639255 sec): 2 clusters Score: Raw -75001.373491 + Penalty 1055.970849 = -73945.402642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1622.674727 sec): 3 clusters Score: Raw -74854.091583 + Penalty 2111.941699 = -72742.149884 nChanged 175 SP:Iteration 1F (1622.723310 sec): 3 clusters Score: Raw -75042.050394 + Penalty 2111.941699 = -72930.108695 nChanged 38 SP:Iteration 2F (1622.765047 sec): 3 clusters Score: Raw -75094.985856 + Penalty 2111.941699 = -72983.044157 nChanged 20 SP:Iteration 3Q (1622.804810 sec): 3 clusters Score: Raw -75121.126438 + Penalty 2111.941699 = -73009.184739 nChanged 10 SP:Iteration 4Q (1622.843423 sec): 3 clusters Score: Raw -75130.335289 + Penalty 2111.941699 = -73018.393591 nChanged 11 SP:Iteration 5Q (1622.887322 sec): 3 clusters Score: Raw -75139.286222 + Penalty 2111.941699 = -73027.344523 nChanged 6 SP:Iteration 6Q (1622.917010 sec): 3 clusters Score: Raw -75145.995110 + Penalty 2111.941699 = -73034.053411 nChanged 4 SP:Iteration 7Q (1622.962208 sec): 3 clusters Score: Raw -75153.111367 + Penalty 2111.941699 = -73041.169669 nChanged 5 SP:Iteration 8Q (1623.021670 sec): 3 clusters Score: Raw -75163.997533 + Penalty 2111.941699 = -73052.055834 nChanged 6 SP:Iteration 9Q (1623.052568 sec): 3 clusters Score: Raw -75172.596170 + Penalty 2111.941699 = -73060.654472 nChanged 3 SP:Iteration 10Q (1623.091845 sec): 3 clusters Score: Raw -75175.278528 + Penalty 2111.941699 = -73063.336830 nChanged 1 SP:Iteration 11Q (1623.134296 sec): 3 clusters Score: Raw -75176.981262 + Penalty 2111.941699 = -73065.039563 nChanged 0 SP:Iteration 12F (1623.180953 sec): 3 clusters Score: Raw -75176.981262 + Penalty 2111.941699 = -73065.039563 nChanged 0 Trying to split cluster 6 (6035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1623.204301 sec): 2 clusters Score: Raw -717010.341781 + Penalty 1414.616309 = -715595.725472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1623.263278 sec): 3 clusters Score: Raw -713792.911497 + Penalty 2829.232618 = -710963.678878 nChanged 2499 SP:Iteration 1F (1623.321858 sec): 3 clusters Score: Raw -715217.135270 + Penalty 2829.232618 = -712387.902652 nChanged 444 SP:Iteration 2F (1623.373224 sec): 3 clusters Score: Raw -715470.359442 + Penalty 2829.232618 = -712641.126824 nChanged 329 SP:Iteration 3F (1623.430994 sec): 3 clusters Score: Raw -715656.609133 + Penalty 2829.232618 = -712827.376515 nChanged 317 SP:Iteration 4F (1623.475140 sec): 3 clusters Score: Raw -715840.752375 + Penalty 2829.232618 = -713011.519757 nChanged 294 SP:Iteration 5Q (1623.534262 sec): 3 clusters Score: Raw -716014.210343 + Penalty 2829.232618 = -713184.977724 nChanged 288 SP:Iteration 6Q (1623.587792 sec): 3 clusters Score: Raw -716186.259541 + Penalty 2829.232618 = -713357.026923 nChanged 269 SP:Iteration 7Q (1623.637080 sec): 3 clusters Score: Raw -716353.504420 + Penalty 2829.232618 = -713524.271801 nChanged 240 SP:Iteration 8Q (1623.673956 sec): 3 clusters Score: Raw -716531.895846 + Penalty 2829.232618 = -713702.663228 nChanged 240 SP:Iteration 9Q (1623.734121 sec): 3 clusters Score: Raw -716717.618137 + Penalty 2829.232618 = -713888.385519 nChanged 203 SP:Iteration 10Q (1623.790521 sec): 3 clusters Score: Raw -716890.523064 + Penalty 2829.232618 = -714061.290445 nChanged 173 SP:Iteration 11Q (1623.839797 sec): 3 clusters Score: Raw -717056.609421 + Penalty 2829.232618 = -714227.376803 nChanged 146 SP:Iteration 12Q (1623.893578 sec): 3 clusters Score: Raw -717177.554576 + Penalty 2829.232618 = -714348.321957 nChanged 125 SP:Iteration 13Q (1623.932912 sec): 3 clusters Score: Raw -717273.715775 + Penalty 2829.232618 = -714444.483157 nChanged 100 SP:Iteration 14Q (1623.993969 sec): 3 clusters Score: Raw -717336.563318 + Penalty 2829.232618 = -714507.330700 nChanged 61 SP:Iteration 15Q (1624.036445 sec): 3 clusters Score: Raw -717371.982205 + Penalty 2829.232618 = -714542.749587 nChanged 39 SP:Iteration 16Q (1624.095427 sec): 3 clusters Score: Raw -717397.525168 + Penalty 2829.232618 = -714568.292550 nChanged 38 SP:Iteration 17Q (1624.132570 sec): 3 clusters Score: Raw -717418.094137 + Penalty 2829.232618 = -714588.861518 nChanged 25 SP:Iteration 18Q (1624.182812 sec): 3 clusters Score: Raw -717429.502068 + Penalty 2829.232618 = -714600.269450 nChanged 17 SP:Iteration 19Q (1624.234937 sec): 3 clusters Score: Raw -717435.030395 + Penalty 2829.232618 = -714605.797777 nChanged 8 SP:Iteration 20F (1624.285183 sec): 3 clusters Score: Raw -717438.085439 + Penalty 2829.232618 = -714608.852821 nChanged 6 SP:Iteration 21Q (1624.325535 sec): 3 clusters Score: Raw -717439.563265 + Penalty 2829.232618 = -714610.330647 nChanged 5 SP:Iteration 22Q (1624.366740 sec): 3 clusters Score: Raw -717440.924490 + Penalty 2829.232618 = -714611.691872 nChanged 5 SP:Iteration 23Q (1624.421741 sec): 3 clusters Score: Raw -717442.182964 + Penalty 2829.232618 = -714612.950346 nChanged 5 SP:Iteration 24Q (1624.477131 sec): 3 clusters Score: Raw -717443.399384 + Penalty 2829.232618 = -714614.166766 nChanged 4 SP:Iteration 25Q (1624.532785 sec): 3 clusters Score: Raw -717444.370860 + Penalty 2829.232618 = -714615.138242 nChanged 0 SP:Iteration 26F (1624.568229 sec): 3 clusters Score: Raw -717444.370860 + Penalty 2829.232618 = -714615.138242 nChanged 0 Trying to split cluster 7 (26035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1624.639896 sec): 2 clusters Score: Raw -2904511.852020 + Penalty 1652.169523 = -2902859.682497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1624.723290 sec): 3 clusters Score: Raw -2888673.069377 + Penalty 3304.339046 = -2885368.730331 nChanged 11974 SP:Iteration 1F (1624.807394 sec): 3 clusters Score: Raw -2895570.642291 + Penalty 3304.339046 = -2892266.303245 nChanged 1532 SP:Iteration 2F (1624.902202 sec): 3 clusters Score: Raw -2896313.583961 + Penalty 3304.339046 = -2893009.244915 nChanged 1543 SP:Iteration 3F (1624.975760 sec): 3 clusters Score: Raw -2897139.238146 + Penalty 3304.339046 = -2893834.899100 nChanged 1526 SP:Iteration 4F (1625.057719 sec): 3 clusters Score: Raw -2897986.485683 + Penalty 3304.339046 = -2894682.146637 nChanged 1488 SP:Iteration 5F (1625.147929 sec): 3 clusters Score: Raw -2898941.692624 + Penalty 3304.339046 = -2895637.353578 nChanged 1483 SP:Iteration 6F (1625.232292 sec): 3 clusters Score: Raw -2900057.516763 + Penalty 3304.339046 = -2896753.177717 nChanged 1499 SP:Iteration 7F (1625.318239 sec): 3 clusters Score: Raw -2901212.560870 + Penalty 3304.339046 = -2897908.221823 nChanged 1262 SP:Iteration 8Q (1625.399517 sec): 3 clusters Score: Raw -2901976.358897 + Penalty 3304.339046 = -2898672.019851 nChanged 951 SP:Iteration 9Q (1625.485707 sec): 3 clusters Score: Raw -2902399.515324 + Penalty 3304.339046 = -2899095.176277 nChanged 579 SP:Iteration 10Q (1625.559568 sec): 3 clusters Score: Raw -2902563.147294 + Penalty 3304.339046 = -2899258.808248 nChanged 366 SP:Iteration 11Q (1625.640884 sec): 3 clusters Score: Raw -2902636.013453 + Penalty 3304.339046 = -2899331.674407 nChanged 248 SP:Iteration 12Q (1625.728498 sec): 3 clusters Score: Raw -2902680.815642 + Penalty 3304.339046 = -2899376.476596 nChanged 181 SP:Iteration 13Q (1625.815961 sec): 3 clusters Score: Raw -2902709.789027 + Penalty 3304.339046 = -2899405.449981 nChanged 151 SP:Iteration 14Q (1625.897747 sec): 3 clusters Score: Raw -2902731.088386 + Penalty 3304.339046 = -2899426.749340 nChanged 116 SP:Iteration 15Q (1625.981373 sec): 3 clusters Score: Raw -2902745.580680 + Penalty 3304.339046 = -2899441.241634 nChanged 105 SP:Iteration 16Q (1626.059979 sec): 3 clusters Score: Raw -2902757.928023 + Penalty 3304.339046 = -2899453.588977 nChanged 99 SP:Iteration 17Q (1626.151142 sec): 3 clusters Score: Raw -2902769.848890 + Penalty 3304.339046 = -2899465.509843 nChanged 83 SP:Iteration 18Q (1626.244395 sec): 3 clusters Score: Raw -2902778.821858 + Penalty 3304.339046 = -2899474.482811 nChanged 69 SP:Iteration 19Q (1626.317346 sec): 3 clusters Score: Raw -2902783.406013 + Penalty 3304.339046 = -2899479.066966 nChanged 36 SP:Iteration 20F (1626.394363 sec): 3 clusters Score: Raw -2902785.784881 + Penalty 3304.339046 = -2899481.445835 nChanged 37 SP:Iteration 21Q (1626.481968 sec): 3 clusters Score: Raw -2902787.752014 + Penalty 3304.339046 = -2899483.412968 nChanged 24 SP:Iteration 22Q (1626.570760 sec): 3 clusters Score: Raw -2902789.168033 + Penalty 3304.339046 = -2899484.828987 nChanged 24 SP:Iteration 23Q (1626.659380 sec): 3 clusters Score: Raw -2902790.742972 + Penalty 3304.339046 = -2899486.403926 nChanged 24 SP:Iteration 24Q (1626.739305 sec): 3 clusters Score: Raw -2902792.321834 + Penalty 3304.339046 = -2899487.982787 nChanged 24 SP:Iteration 25Q (1626.828588 sec): 3 clusters Score: Raw -2902793.865767 + Penalty 3304.339046 = -2899489.526721 nChanged 23 SP:Iteration 26Q (1626.900863 sec): 3 clusters Score: Raw -2902795.116615 + Penalty 3304.339046 = -2899490.777569 nChanged 20 SP:Iteration 27Q (1626.983803 sec): 3 clusters Score: Raw -2902795.922008 + Penalty 3304.339046 = -2899491.582961 nChanged 16 SP:Iteration 28Q (1627.066921 sec): 3 clusters Score: Raw -2902796.535661 + Penalty 3304.339046 = -2899492.196615 nChanged 11 SP:Iteration 29Q (1627.155765 sec): 3 clusters Score: Raw -2902796.958930 + Penalty 3304.339046 = -2899492.619884 nChanged 16 SP:Iteration 30Q (1627.252237 sec): 3 clusters Score: Raw -2902797.901251 + Penalty 3304.339046 = -2899493.562205 nChanged 14 SP:Iteration 31Q (1627.336628 sec): 3 clusters Score: Raw -2902798.485299 + Penalty 3304.339046 = -2899494.146253 nChanged 11 SP:Iteration 32Q (1627.419995 sec): 3 clusters Score: Raw -2902798.973235 + Penalty 3304.339046 = -2899494.634188 nChanged 16 SP:Iteration 33Q (1627.517447 sec): 3 clusters Score: Raw -2902799.726401 + Penalty 3304.339046 = -2899495.387354 nChanged 16 SP:Iteration 34Q (1627.565036 sec): 3 clusters Score: Raw -2902800.576742 + Penalty 3304.339046 = -2899496.237696 nChanged 23 SP:Iteration 35Q (1627.656977 sec): 3 clusters Score: Raw -2902801.891064 + Penalty 3304.339046 = -2899497.552018 nChanged 26 SP:Iteration 36Q (1627.733670 sec): 3 clusters Score: Raw -2902803.227666 + Penalty 3304.339046 = -2899498.888620 nChanged 24 SP:Iteration 37Q (1627.798267 sec): 3 clusters Score: Raw -2902804.523677 + Penalty 3304.339046 = -2899500.184630 nChanged 18 SP:Iteration 38Q (1627.883426 sec): 3 clusters Score: Raw -2902805.579230 + Penalty 3304.339046 = -2899501.240183 nChanged 17 SP:Iteration 39Q (1627.964049 sec): 3 clusters Score: Raw -2902806.356469 + Penalty 3304.339046 = -2899502.017423 nChanged 11 SP:Iteration 40F (1628.041940 sec): 3 clusters Score: Raw -2902806.876376 + Penalty 3304.339046 = -2899502.537329 nChanged 9 SP:Iteration 41Q (1628.130406 sec): 3 clusters Score: Raw -2902807.188603 + Penalty 3304.339046 = -2899502.849556 nChanged 11 SP:Iteration 42Q (1628.224261 sec): 3 clusters Score: Raw -2902807.696486 + Penalty 3304.339046 = -2899503.357440 nChanged 9 SP:Iteration 43Q (1628.304327 sec): 3 clusters Score: Raw -2902808.061391 + Penalty 3304.339046 = -2899503.722344 nChanged 9 SP:Iteration 44Q (1628.405370 sec): 3 clusters Score: Raw -2902808.349985 + Penalty 3304.339046 = -2899504.010938 nChanged 8 SP:Iteration 45Q (1628.488485 sec): 3 clusters Score: Raw -2902808.599273 + Penalty 3304.339046 = -2899504.260227 nChanged 9 SP:Iteration 46Q (1628.569549 sec): 3 clusters Score: Raw -2902808.985652 + Penalty 3304.339046 = -2899504.646605 nChanged 8 SP:Iteration 47Q (1628.651469 sec): 3 clusters Score: Raw -2902809.242834 + Penalty 3304.339046 = -2899504.903787 nChanged 3 SP:Iteration 48Q (1628.731583 sec): 3 clusters Score: Raw -2902809.392416 + Penalty 3304.339046 = -2899505.053369 nChanged 2 SP:Iteration 49Q (1628.812422 sec): 3 clusters Score: Raw -2902809.447749 + Penalty 3304.339046 = -2899505.108702 nChanged 2 SP:Iteration 50Q (1628.891899 sec): 3 clusters Score: Raw -2902809.512807 + Penalty 3304.339046 = -2899505.173761 nChanged 2 SP:Iteration 51Q (1628.979826 sec): 3 clusters Score: Raw -2902809.581388 + Penalty 3304.339046 = -2899505.242342 nChanged 4 SP:Iteration 52Q (1629.063332 sec): 3 clusters Score: Raw -2902809.668394 + Penalty 3304.339046 = -2899505.329348 nChanged 4 SP:Iteration 53Q (1629.153712 sec): 3 clusters Score: Raw -2902809.757613 + Penalty 3304.339046 = -2899505.418567 nChanged 2 SP:Iteration 54Q (1629.232853 sec): 3 clusters Score: Raw -2902809.832211 + Penalty 3304.339046 = -2899505.493164 nChanged 2 SP:Iteration 55Q (1629.317363 sec): 3 clusters Score: Raw -2902809.861020 + Penalty 3304.339046 = -2899505.521973 nChanged 3 SP:Iteration 56Q (1629.396435 sec): 3 clusters Score: Raw -2902809.905089 + Penalty 3304.339046 = -2899505.566043 nChanged 3 SP:Iteration 57Q (1629.481552 sec): 3 clusters Score: Raw -2902810.026832 + Penalty 3304.339046 = -2899505.687786 nChanged 4 SP:Iteration 58Q (1629.579351 sec): 3 clusters Score: Raw -2902810.190114 + Penalty 3304.339046 = -2899505.851068 nChanged 5 SP:Iteration 59Q (1629.647117 sec): 3 clusters Score: Raw -2902810.455022 + Penalty 3304.339046 = -2899506.115976 nChanged 5 SP:Iteration 60F (1629.741592 sec): 3 clusters Score: Raw -2902810.626991 + Penalty 3304.339046 = -2899506.287944 nChanged 3 SP:Iteration 61Q (1629.818136 sec): 3 clusters Score: Raw -2902810.737415 + Penalty 3304.339046 = -2899506.398369 nChanged 2 SP:Iteration 62Q (1629.906138 sec): 3 clusters Score: Raw -2902810.837443 + Penalty 3304.339046 = -2899506.498396 nChanged 3 SP:Iteration 63Q (1629.988443 sec): 3 clusters Score: Raw -2902811.052106 + Penalty 3304.339046 = -2899506.713060 nChanged 2 SP:Iteration 64Q (1630.075983 sec): 3 clusters Score: Raw -2902811.091479 + Penalty 3304.339046 = -2899506.752433 nChanged 1 SP:Iteration 65Q (1630.154706 sec): 3 clusters Score: Raw -2902811.120352 + Penalty 3304.339046 = -2899506.781306 nChanged 2 SP:Iteration 66Q (1630.239804 sec): 3 clusters Score: Raw -2902811.150577 + Penalty 3304.339046 = -2899506.811531 nChanged 1 SP:Iteration 67Q (1630.332086 sec): 3 clusters Score: Raw -2902811.200677 + Penalty 3304.339046 = -2899506.861631 nChanged 1 SP:Iteration 68Q (1630.416932 sec): 3 clusters Score: Raw -2902811.224944 + Penalty 3304.339046 = -2899506.885897 nChanged 0 SP:Iteration 69F (1630.508602 sec): 3 clusters Score: Raw -2902811.224944 + Penalty 3304.339046 = -2899506.885897 nChanged 0 Trying to split cluster 8 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1630.531594 sec): 2 clusters Score: Raw -252216.855204 + Penalty 1233.595520 = -250983.259684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1630.579224 sec): 3 clusters Score: Raw -251352.962803 + Penalty 2467.191040 = -248885.771763 nChanged 700 SP:Iteration 1F (1630.618658 sec): 3 clusters Score: Raw -251845.032038 + Penalty 2467.191040 = -249377.840998 nChanged 178 SP:Iteration 2F (1630.650745 sec): 3 clusters Score: Raw -252009.982050 + Penalty 2467.191040 = -249542.791009 nChanged 127 SP:Iteration 3F (1630.683086 sec): 3 clusters Score: Raw -252142.727305 + Penalty 2467.191040 = -249675.536265 nChanged 105 SP:Iteration 4F (1630.716243 sec): 3 clusters Score: Raw -252245.422494 + Penalty 2467.191040 = -249778.231454 nChanged 104 SP:Iteration 5F (1630.765105 sec): 3 clusters Score: Raw -252383.618878 + Penalty 2467.191040 = -249916.427838 nChanged 112 SP:Iteration 6F (1630.821094 sec): 3 clusters Score: Raw -252535.164459 + Penalty 2467.191040 = -250067.973419 nChanged 86 SP:Iteration 7Q (1630.854473 sec): 3 clusters Score: Raw -252651.430844 + Penalty 2467.191040 = -250184.239804 nChanged 71 SP:Iteration 8Q (1630.892684 sec): 3 clusters Score: Raw -252744.978041 + Penalty 2467.191040 = -250277.787001 nChanged 58 SP:Iteration 9Q (1630.926348 sec): 3 clusters Score: Raw -252812.935347 + Penalty 2467.191040 = -250345.744307 nChanged 46 SP:Iteration 10Q (1630.962751 sec): 3 clusters Score: Raw -252855.296461 + Penalty 2467.191040 = -250388.105421 nChanged 31 SP:Iteration 11Q (1630.999439 sec): 3 clusters Score: Raw -252887.051615 + Penalty 2467.191040 = -250419.860575 nChanged 23 SP:Iteration 12Q (1631.048244 sec): 3 clusters Score: Raw -252900.291470 + Penalty 2467.191040 = -250433.100430 nChanged 13 SP:Iteration 13Q (1631.089421 sec): 3 clusters Score: Raw -252910.197372 + Penalty 2467.191040 = -250443.006331 nChanged 6 SP:Iteration 14Q (1631.127133 sec): 3 clusters Score: Raw -252913.079723 + Penalty 2467.191040 = -250445.888683 nChanged 4 SP:Iteration 15Q (1631.172459 sec): 3 clusters Score: Raw -252915.194018 + Penalty 2467.191040 = -250448.002978 nChanged 5 SP:Iteration 16Q (1631.207238 sec): 3 clusters Score: Raw -252919.632698 + Penalty 2467.191040 = -250452.441658 nChanged 4 SP:Iteration 17Q (1631.252841 sec): 3 clusters Score: Raw -252922.631813 + Penalty 2467.191040 = -250455.440773 nChanged 3 SP:Iteration 18Q (1631.295237 sec): 3 clusters Score: Raw -252923.850355 + Penalty 2467.191040 = -250456.659315 nChanged 1 SP:Iteration 19Q (1631.341673 sec): 3 clusters Score: Raw -252924.450587 + Penalty 2467.191040 = -250457.259547 nChanged 3 SP:Iteration 20F (1631.374532 sec): 3 clusters Score: Raw -252925.510668 + Penalty 2467.191040 = -250458.319627 nChanged 1 SP:Iteration 21Q (1631.421004 sec): 3 clusters Score: Raw -252925.877170 + Penalty 2467.191040 = -250458.686129 nChanged 0 SP:Iteration 22F (1631.468885 sec): 3 clusters Score: Raw -252925.877170 + Penalty 2467.191040 = -250458.686129 nChanged 0 Trying to split cluster 9 (3989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1631.490735 sec): 2 clusters Score: Raw -428734.512921 + Penalty 1347.335576 = -427387.177345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1631.551163 sec): 3 clusters Score: Raw -426786.627896 + Penalty 2694.671152 = -424091.956744 nChanged 1552 SP:Iteration 1F (1631.594616 sec): 3 clusters Score: Raw -427664.081356 + Penalty 2694.671152 = -424969.410204 nChanged 310 SP:Iteration 2F (1631.638079 sec): 3 clusters Score: Raw -427849.889996 + Penalty 2694.671152 = -425155.218844 nChanged 228 SP:Iteration 3F (1631.675520 sec): 3 clusters Score: Raw -427988.946828 + Penalty 2694.671152 = -425294.275676 nChanged 208 SP:Iteration 4F (1631.722545 sec): 3 clusters Score: Raw -428117.951568 + Penalty 2694.671152 = -425423.280417 nChanged 183 SP:Iteration 5Q (1631.772830 sec): 3 clusters Score: Raw -428234.008137 + Penalty 2694.671152 = -425539.336985 nChanged 155 SP:Iteration 6Q (1631.821983 sec): 3 clusters Score: Raw -428351.339200 + Penalty 2694.671152 = -425656.668048 nChanged 155 SP:Iteration 7Q (1631.864485 sec): 3 clusters Score: Raw -428480.394126 + Penalty 2694.671152 = -425785.722975 nChanged 141 SP:Iteration 8Q (1631.913736 sec): 3 clusters Score: Raw -428591.621769 + Penalty 2694.671152 = -425896.950617 nChanged 114 SP:Iteration 9Q (1631.964816 sec): 3 clusters Score: Raw -428681.004281 + Penalty 2694.671152 = -425986.333129 nChanged 97 SP:Iteration 10Q (1632.019489 sec): 3 clusters Score: Raw -428741.380910 + Penalty 2694.671152 = -426046.709758 nChanged 76 SP:Iteration 11Q (1632.057912 sec): 3 clusters Score: Raw -428785.509816 + Penalty 2694.671152 = -426090.838664 nChanged 73 SP:Iteration 12Q (1632.102687 sec): 3 clusters Score: Raw -428821.939141 + Penalty 2694.671152 = -426127.267989 nChanged 53 SP:Iteration 13Q (1632.143263 sec): 3 clusters Score: Raw -428850.897926 + Penalty 2694.671152 = -426156.226774 nChanged 61 SP:Iteration 14Q (1632.197028 sec): 3 clusters Score: Raw -428884.871893 + Penalty 2694.671152 = -426190.200741 nChanged 61 SP:Iteration 15Q (1632.234999 sec): 3 clusters Score: Raw -428915.183449 + Penalty 2694.671152 = -426220.512297 nChanged 47 SP:Iteration 16Q (1632.285650 sec): 3 clusters Score: Raw -428937.245050 + Penalty 2694.671152 = -426242.573898 nChanged 45 SP:Iteration 17Q (1632.320494 sec): 3 clusters Score: Raw -428960.161320 + Penalty 2694.671152 = -426265.490168 nChanged 36 SP:Iteration 18Q (1632.372380 sec): 3 clusters Score: Raw -428978.463919 + Penalty 2694.671152 = -426283.792767 nChanged 35 SP:Iteration 19Q (1632.406990 sec): 3 clusters Score: Raw -428996.171307 + Penalty 2694.671152 = -426301.500155 nChanged 29 SP:Iteration 20F (1632.456982 sec): 3 clusters Score: Raw -429017.571798 + Penalty 2694.671152 = -426322.900646 nChanged 24 SP:Iteration 21Q (1632.503804 sec): 3 clusters Score: Raw -429029.083700 + Penalty 2694.671152 = -426334.412548 nChanged 20 SP:Iteration 22Q (1632.552194 sec): 3 clusters Score: Raw -429038.449280 + Penalty 2694.671152 = -426343.778129 nChanged 14 SP:Iteration 23Q (1632.590638 sec): 3 clusters Score: Raw -429044.224475 + Penalty 2694.671152 = -426349.553323 nChanged 10 SP:Iteration 24Q (1632.638122 sec): 3 clusters Score: Raw -429047.493598 + Penalty 2694.671152 = -426352.822446 nChanged 5 SP:Iteration 25Q (1632.688043 sec): 3 clusters Score: Raw -429049.775150 + Penalty 2694.671152 = -426355.103999 nChanged 6 SP:Iteration 26Q (1632.734289 sec): 3 clusters Score: Raw -429052.788678 + Penalty 2694.671152 = -426358.117526 nChanged 8 SP:Iteration 27Q (1632.774183 sec): 3 clusters Score: Raw -429056.229890 + Penalty 2694.671152 = -426361.558738 nChanged 8 SP:Iteration 28Q (1632.809937 sec): 3 clusters Score: Raw -429060.145563 + Penalty 2694.671152 = -426365.474411 nChanged 6 SP:Iteration 29Q (1632.854064 sec): 3 clusters Score: Raw -429062.421723 + Penalty 2694.671152 = -426367.750571 nChanged 6 SP:Iteration 30Q (1632.910870 sec): 3 clusters Score: Raw -429064.515970 + Penalty 2694.671152 = -426369.844818 nChanged 7 SP:Iteration 31Q (1632.949843 sec): 3 clusters Score: Raw -429066.818299 + Penalty 2694.671152 = -426372.147147 nChanged 5 SP:Iteration 32Q (1632.997594 sec): 3 clusters Score: Raw -429068.230917 + Penalty 2694.671152 = -426373.559765 nChanged 2 SP:Iteration 33Q (1633.052771 sec): 3 clusters Score: Raw -429068.755993 + Penalty 2694.671152 = -426374.084841 nChanged 5 SP:Iteration 34Q (1633.099597 sec): 3 clusters Score: Raw -429069.871221 + Penalty 2694.671152 = -426375.200069 nChanged 4 SP:Iteration 35Q (1633.146323 sec): 3 clusters Score: Raw -429070.664903 + Penalty 2694.671152 = -426375.993752 nChanged 3 SP:Iteration 36Q (1633.193225 sec): 3 clusters Score: Raw -429071.861423 + Penalty 2694.671152 = -426377.190271 nChanged 4 SP:Iteration 37Q (1633.245619 sec): 3 clusters Score: Raw -429073.617686 + Penalty 2694.671152 = -426378.946534 nChanged 2 SP:Iteration 38Q (1633.298006 sec): 3 clusters Score: Raw -429074.133127 + Penalty 2694.671152 = -426379.461975 nChanged 2 SP:Iteration 39Q (1633.340632 sec): 3 clusters Score: Raw -429075.290398 + Penalty 2694.671152 = -426380.619246 nChanged 9 SP:Iteration 40F (1633.392530 sec): 3 clusters Score: Raw -429079.382716 + Penalty 2694.671152 = -426384.711565 nChanged 8 SP:Iteration 41Q (1633.430828 sec): 3 clusters Score: Raw -429083.876491 + Penalty 2694.671152 = -426389.205339 nChanged 7 SP:Iteration 42Q (1633.470669 sec): 3 clusters Score: Raw -429085.967405 + Penalty 2694.671152 = -426391.296253 nChanged 4 SP:Iteration 43Q (1633.515567 sec): 3 clusters Score: Raw -429087.136679 + Penalty 2694.671152 = -426392.465527 nChanged 2 SP:Iteration 44Q (1633.556778 sec): 3 clusters Score: Raw -429087.766320 + Penalty 2694.671152 = -426393.095168 nChanged 1 SP:Iteration 45Q (1633.603048 sec): 3 clusters Score: Raw -429088.078187 + Penalty 2694.671152 = -426393.407035 nChanged 1 SP:Iteration 46Q (1633.651224 sec): 3 clusters Score: Raw -429088.747386 + Penalty 2694.671152 = -426394.076234 nChanged 1 SP:Iteration 47Q (1633.697450 sec): 3 clusters Score: Raw -429089.086352 + Penalty 2694.671152 = -426394.415200 nChanged 0 SP:Iteration 48F (1633.740736 sec): 3 clusters Score: Raw -429089.086352 + Penalty 2694.671152 = -426394.415200 nChanged 0 Trying to split cluster 10 (1931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1633.761126 sec): 2 clusters Score: Raw -226743.325204 + Penalty 1229.441408 = -225513.883796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1633.799738 sec): 3 clusters Score: Raw -225939.533211 + Penalty 2458.882817 = -223480.650394 nChanged 648 SP:Iteration 1F (1633.841802 sec): 3 clusters Score: Raw -226367.862266 + Penalty 2458.882817 = -223908.979449 nChanged 161 SP:Iteration 2F (1633.892541 sec): 3 clusters Score: Raw -226512.711806 + Penalty 2458.882817 = -224053.828989 nChanged 111 SP:Iteration 3F (1633.932067 sec): 3 clusters Score: Raw -226607.222763 + Penalty 2458.882817 = -224148.339946 nChanged 87 SP:Iteration 4Q (1633.965852 sec): 3 clusters Score: Raw -226670.799702 + Penalty 2458.882817 = -224211.916885 nChanged 60 SP:Iteration 5Q (1633.993415 sec): 3 clusters Score: Raw -226703.976136 + Penalty 2458.882817 = -224245.093320 nChanged 48 SP:Iteration 6Q (1634.027841 sec): 3 clusters Score: Raw -226735.733154 + Penalty 2458.882817 = -224276.850338 nChanged 41 SP:Iteration 7Q (1634.066283 sec): 3 clusters Score: Raw -226779.460776 + Penalty 2458.882817 = -224320.577960 nChanged 63 SP:Iteration 8Q (1634.111683 sec): 3 clusters Score: Raw -226827.686452 + Penalty 2458.882817 = -224368.803635 nChanged 44 SP:Iteration 9Q (1634.151306 sec): 3 clusters Score: Raw -226860.235783 + Penalty 2458.882817 = -224401.352966 nChanged 48 SP:Iteration 10Q (1634.191373 sec): 3 clusters Score: Raw -226895.696163 + Penalty 2458.882817 = -224436.813346 nChanged 46 SP:Iteration 11Q (1634.229882 sec): 3 clusters Score: Raw -226934.333479 + Penalty 2458.882817 = -224475.450662 nChanged 42 SP:Iteration 12Q (1634.274296 sec): 3 clusters Score: Raw -226969.570104 + Penalty 2458.882817 = -224510.687287 nChanged 31 SP:Iteration 13Q (1634.312224 sec): 3 clusters Score: Raw -227002.050136 + Penalty 2458.882817 = -224543.167320 nChanged 28 SP:Iteration 14Q (1634.356649 sec): 3 clusters Score: Raw -227028.003418 + Penalty 2458.882817 = -224569.120602 nChanged 22 SP:Iteration 15Q (1634.399115 sec): 3 clusters Score: Raw -227042.359697 + Penalty 2458.882817 = -224583.476880 nChanged 12 SP:Iteration 16Q (1634.432855 sec): 3 clusters Score: Raw -227052.067072 + Penalty 2458.882817 = -224593.184255 nChanged 9 SP:Iteration 17Q (1634.480237 sec): 3 clusters Score: Raw -227057.532709 + Penalty 2458.882817 = -224598.649892 nChanged 15 SP:Iteration 18Q (1634.517706 sec): 3 clusters Score: Raw -227064.878303 + Penalty 2458.882817 = -224605.995486 nChanged 6 SP:Iteration 19Q (1634.559400 sec): 3 clusters Score: Raw -227068.000806 + Penalty 2458.882817 = -224609.117989 nChanged 11 SP:Iteration 20F (1634.605980 sec): 3 clusters Score: Raw -227075.418510 + Penalty 2458.882817 = -224616.535693 nChanged 3 SP:Iteration 21Q (1634.653557 sec): 3 clusters Score: Raw -227077.019811 + Penalty 2458.882817 = -224618.136995 nChanged 4 SP:Iteration 22Q (1634.688933 sec): 3 clusters Score: Raw -227078.877391 + Penalty 2458.882817 = -224619.994574 nChanged 2 SP:Iteration 23Q (1634.732369 sec): 3 clusters Score: Raw -227079.525433 + Penalty 2458.882817 = -224620.642616 nChanged 0 SP:Iteration 24F (1634.784374 sec): 3 clusters Score: Raw -227079.525433 + Penalty 2458.882817 = -224620.642616 nChanged 0 Trying to split cluster 11 (1715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1634.812432 sec): 2 clusters Score: Raw -209265.553426 + Penalty 1210.164858 = -208055.388567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1634.856119 sec): 3 clusters Score: Raw -208537.654076 + Penalty 2420.329717 = -206117.324359 nChanged 591 SP:Iteration 1F (1634.897078 sec): 3 clusters Score: Raw -208900.111562 + Penalty 2420.329717 = -206479.781845 nChanged 149 SP:Iteration 2F (1634.930081 sec): 3 clusters Score: Raw -209007.969467 + Penalty 2420.329717 = -206587.639750 nChanged 78 SP:Iteration 3Q (1634.958307 sec): 3 clusters Score: Raw -209063.421587 + Penalty 2420.329717 = -206643.091871 nChanged 60 SP:Iteration 4Q (1634.991120 sec): 3 clusters Score: Raw -209110.493184 + Penalty 2420.329717 = -206690.163467 nChanged 52 SP:Iteration 5Q (1635.017746 sec): 3 clusters Score: Raw -209148.348516 + Penalty 2420.329717 = -206728.018799 nChanged 48 SP:Iteration 6Q (1635.071223 sec): 3 clusters Score: Raw -209186.044027 + Penalty 2420.329717 = -206765.714310 nChanged 40 SP:Iteration 7Q (1635.112586 sec): 3 clusters Score: Raw -209217.991492 + Penalty 2420.329717 = -206797.661775 nChanged 32 SP:Iteration 8Q (1635.165749 sec): 3 clusters Score: Raw -209244.236646 + Penalty 2420.329717 = -206823.906929 nChanged 33 SP:Iteration 9Q (1635.208533 sec): 3 clusters Score: Raw -209273.822142 + Penalty 2420.329717 = -206853.492425 nChanged 40 SP:Iteration 10Q (1635.239173 sec): 3 clusters Score: Raw -209312.812641 + Penalty 2420.329717 = -206892.482924 nChanged 29 SP:Iteration 11Q (1635.280473 sec): 3 clusters Score: Raw -209336.153744 + Penalty 2420.329717 = -206915.824027 nChanged 24 SP:Iteration 12Q (1635.315791 sec): 3 clusters Score: Raw -209356.828310 + Penalty 2420.329717 = -206936.498593 nChanged 26 SP:Iteration 13Q (1635.368546 sec): 3 clusters Score: Raw -209378.919881 + Penalty 2420.329717 = -206958.590164 nChanged 25 SP:Iteration 14Q (1635.400582 sec): 3 clusters Score: Raw -209400.633637 + Penalty 2420.329717 = -206980.303920 nChanged 31 SP:Iteration 15Q (1635.439013 sec): 3 clusters Score: Raw -209430.335488 + Penalty 2420.329717 = -207010.005771 nChanged 31 SP:Iteration 16Q (1635.475383 sec): 3 clusters Score: Raw -209466.125975 + Penalty 2420.329717 = -207045.796258 nChanged 42 SP:Iteration 17Q (1635.516763 sec): 3 clusters Score: Raw -209527.255303 + Penalty 2420.329717 = -207106.925586 nChanged 52 SP:Iteration 18Q (1635.567524 sec): 3 clusters Score: Raw -209590.038012 + Penalty 2420.329717 = -207169.708295 nChanged 52 SP:Iteration 19Q (1635.602265 sec): 3 clusters Score: Raw -209652.961590 + Penalty 2420.329717 = -207232.631873 nChanged 63 SP:Iteration 20F (1635.648517 sec): 3 clusters Score: Raw -209733.630623 + Penalty 2420.329717 = -207313.300906 nChanged 65 SP:Iteration 21Q (1635.679576 sec): 3 clusters Score: Raw -209821.358532 + Penalty 2420.329717 = -207401.028815 nChanged 49 SP:Iteration 22Q (1635.716000 sec): 3 clusters Score: Raw -209895.164916 + Penalty 2420.329717 = -207474.835199 nChanged 36 SP:Iteration 23Q (1635.761960 sec): 3 clusters Score: Raw -209957.708812 + Penalty 2420.329717 = -207537.379095 nChanged 30 SP:Iteration 24Q (1635.798453 sec): 3 clusters Score: Raw -210009.395042 + Penalty 2420.329717 = -207589.065325 nChanged 25 SP:Iteration 25Q (1635.842004 sec): 3 clusters Score: Raw -210037.804416 + Penalty 2420.329717 = -207617.474699 nChanged 12 SP:Iteration 26Q (1635.882951 sec): 3 clusters Score: Raw -210050.783366 + Penalty 2420.329717 = -207630.453650 nChanged 13 SP:Iteration 27Q (1635.935013 sec): 3 clusters Score: Raw -210064.483795 + Penalty 2420.329717 = -207644.154078 nChanged 6 SP:Iteration 28Q (1635.978194 sec): 3 clusters Score: Raw -210070.042161 + Penalty 2420.329717 = -207649.712444 nChanged 6 SP:Iteration 29Q (1636.034867 sec): 3 clusters Score: Raw -210074.036476 + Penalty 2420.329717 = -207653.706760 nChanged 6 SP:Iteration 30Q (1636.064902 sec): 3 clusters Score: Raw -210077.660103 + Penalty 2420.329717 = -207657.330386 nChanged 4 SP:Iteration 31Q (1636.121448 sec): 3 clusters Score: Raw -210079.485169 + Penalty 2420.329717 = -207659.155452 nChanged 2 SP:Iteration 32Q (1636.172612 sec): 3 clusters Score: Raw -210082.316913 + Penalty 2420.329717 = -207661.987196 nChanged 0 SP:Iteration 33F (1636.220740 sec): 3 clusters Score: Raw -210082.316913 + Penalty 2420.329717 = -207661.987196 nChanged 0 Trying to split cluster 12 (54103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1636.311993 sec): 2 clusters Score: Raw -6510394.857883 + Penalty 1771.029799 = -6508623.828085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1636.454578 sec): 3 clusters Score: Raw -6475850.378116 + Penalty 3542.059598 = -6472308.318519 nChanged 25601 SP:Iteration 1F (1636.583718 sec): 3 clusters Score: Raw -6490515.268326 + Penalty 3542.059598 = -6486973.208729 nChanged 2260 SP:Iteration 2Q (1636.724702 sec): 3 clusters Score: Raw -6491277.135027 + Penalty 3542.059598 = -6487735.075430 nChanged 2421 SP:Iteration 3Q (1636.851802 sec): 3 clusters Score: Raw -6492270.386662 + Penalty 3542.059598 = -6488728.327064 nChanged 2810 SP:Iteration 4F (1636.988318 sec): 3 clusters Score: Raw -6493718.425702 + Penalty 3542.059598 = -6490176.366105 nChanged 3278 SP:Iteration 5F (1637.114904 sec): 3 clusters Score: Raw -6495793.431719 + Penalty 3542.059598 = -6492251.372122 nChanged 3665 SP:Iteration 6F (1637.247024 sec): 3 clusters Score: Raw -6498635.080551 + Penalty 3542.059598 = -6495093.020953 nChanged 3831 SP:Iteration 7F (1637.387556 sec): 3 clusters Score: Raw -6501731.972558 + Penalty 3542.059598 = -6498189.912960 nChanged 3472 SP:Iteration 8F (1637.518623 sec): 3 clusters Score: Raw -6504096.890235 + Penalty 3542.059598 = -6500554.830637 nChanged 2560 SP:Iteration 9Q (1637.656753 sec): 3 clusters Score: Raw -6505346.851653 + Penalty 3542.059598 = -6501804.792055 nChanged 1656 SP:Iteration 10Q (1637.769119 sec): 3 clusters Score: Raw -6505913.079613 + Penalty 3542.059598 = -6502371.020016 nChanged 1103 SP:Iteration 11Q (1637.904991 sec): 3 clusters Score: Raw -6506208.845082 + Penalty 3542.059598 = -6502666.785484 nChanged 815 SP:Iteration 12Q (1638.035937 sec): 3 clusters Score: Raw -6506404.430573 + Penalty 3542.059598 = -6502862.370975 nChanged 712 SP:Iteration 13Q (1638.187802 sec): 3 clusters Score: Raw -6506570.715130 + Penalty 3542.059598 = -6503028.655532 nChanged 645 SP:Iteration 14Q (1638.329628 sec): 3 clusters Score: Raw -6506711.591774 + Penalty 3542.059598 = -6503169.532176 nChanged 627 SP:Iteration 15Q (1638.464520 sec): 3 clusters Score: Raw -6506852.092979 + Penalty 3542.059598 = -6503310.033381 nChanged 638 SP:Iteration 16Q (1638.592781 sec): 3 clusters Score: Raw -6506999.059061 + Penalty 3542.059598 = -6503456.999463 nChanged 647 SP:Iteration 17Q (1638.722324 sec): 3 clusters Score: Raw -6507152.564770 + Penalty 3542.059598 = -6503610.505172 nChanged 648 SP:Iteration 18Q (1638.849950 sec): 3 clusters Score: Raw -6507310.099175 + Penalty 3542.059598 = -6503768.039577 nChanged 649 SP:Iteration 19Q (1638.981213 sec): 3 clusters Score: Raw -6507471.511574 + Penalty 3542.059598 = -6503929.451977 nChanged 671 SP:Iteration 20F (1639.104511 sec): 3 clusters Score: Raw -6507644.051249 + Penalty 3542.059598 = -6504101.991652 nChanged 689 SP:Iteration 21Q (1639.215403 sec): 3 clusters Score: Raw -6507829.768963 + Penalty 3542.059598 = -6504287.709366 nChanged 707 SP:Iteration 22Q (1639.331589 sec): 3 clusters Score: Raw -6508037.734603 + Penalty 3542.059598 = -6504495.675005 nChanged 700 SP:Iteration 23Q (1639.459555 sec): 3 clusters Score: Raw -6508253.566929 + Penalty 3542.059598 = -6504711.507331 nChanged 660 SP:Iteration 24Q (1639.584906 sec): 3 clusters Score: Raw -6508465.809510 + Penalty 3542.059598 = -6504923.749912 nChanged 653 SP:Iteration 25Q (1639.705876 sec): 3 clusters Score: Raw -6508675.304624 + Penalty 3542.059598 = -6505133.245027 nChanged 579 SP:Iteration 26Q (1639.835916 sec): 3 clusters Score: Raw -6508862.623859 + Penalty 3542.059598 = -6505320.564261 nChanged 577 SP:Iteration 27Q (1639.975340 sec): 3 clusters Score: Raw -6509048.017903 + Penalty 3542.059598 = -6505505.958306 nChanged 568 SP:Iteration 28Q (1640.096273 sec): 3 clusters Score: Raw -6509225.346965 + Penalty 3542.059598 = -6505683.287367 nChanged 517 SP:Iteration 29Q (1640.225226 sec): 3 clusters Score: Raw -6509399.115223 + Penalty 3542.059598 = -6505857.055625 nChanged 489 SP:Iteration 30Q (1640.350936 sec): 3 clusters Score: Raw -6509560.595557 + Penalty 3542.059598 = -6506018.535959 nChanged 432 SP:Iteration 31Q (1640.486654 sec): 3 clusters Score: Raw -6509706.457085 + Penalty 3542.059598 = -6506164.397487 nChanged 410 SP:Iteration 32Q (1640.614104 sec): 3 clusters Score: Raw -6509844.148807 + Penalty 3542.059598 = -6506302.089209 nChanged 379 SP:Iteration 33Q (1640.730840 sec): 3 clusters Score: Raw -6509980.460352 + Penalty 3542.059598 = -6506438.400755 nChanged 340 SP:Iteration 34Q (1640.844037 sec): 3 clusters Score: Raw -6510101.755537 + Penalty 3542.059598 = -6506559.695939 nChanged 299 SP:Iteration 35Q (1640.959963 sec): 3 clusters Score: Raw -6510207.297404 + Penalty 3542.059598 = -6506665.237806 nChanged 255 SP:Iteration 36Q (1641.064546 sec): 3 clusters Score: Raw -6510297.022570 + Penalty 3542.059598 = -6506754.962972 nChanged 222 SP:Iteration 37Q (1641.186851 sec): 3 clusters Score: Raw -6510375.967314 + Penalty 3542.059598 = -6506833.907716 nChanged 195 SP:Iteration 38Q (1641.304476 sec): 3 clusters Score: Raw -6510444.829671 + Penalty 3542.059598 = -6506902.770073 nChanged 183 SP:Iteration 39Q (1641.419380 sec): 3 clusters Score: Raw -6510509.177275 + Penalty 3542.059598 = -6506967.117677 nChanged 141 SP:Iteration 40F (1641.554070 sec): 3 clusters Score: Raw -6510557.018134 + Penalty 3542.059598 = -6507014.958536 nChanged 128 SP:Iteration 41Q (1641.658833 sec): 3 clusters Score: Raw -6510603.853284 + Penalty 3542.059598 = -6507061.793686 nChanged 106 SP:Iteration 42Q (1641.781740 sec): 3 clusters Score: Raw -6510641.230496 + Penalty 3542.059598 = -6507099.170898 nChanged 81 SP:Iteration 43Q (1641.888344 sec): 3 clusters Score: Raw -6510664.983072 + Penalty 3542.059598 = -6507122.923474 nChanged 59 SP:Iteration 44Q (1641.989112 sec): 3 clusters Score: Raw -6510682.057731 + Penalty 3542.059598 = -6507139.998134 nChanged 51 SP:Iteration 45Q (1642.103863 sec): 3 clusters Score: Raw -6510693.348647 + Penalty 3542.059598 = -6507151.289049 nChanged 30 SP:Iteration 46Q (1642.224815 sec): 3 clusters Score: Raw -6510701.886988 + Penalty 3542.059598 = -6507159.827390 nChanged 26 SP:Iteration 47Q (1642.322444 sec): 3 clusters Score: Raw -6510707.289451 + Penalty 3542.059598 = -6507165.229853 nChanged 16 SP:Iteration 48Q (1642.456091 sec): 3 clusters Score: Raw -6510710.761363 + Penalty 3542.059598 = -6507168.701765 nChanged 19 SP:Iteration 49Q (1642.575115 sec): 3 clusters Score: Raw -6510715.824981 + Penalty 3542.059598 = -6507173.765383 nChanged 20 SP:Iteration 50Q (1642.688356 sec): 3 clusters Score: Raw -6510720.428742 + Penalty 3542.059598 = -6507178.369144 nChanged 14 SP:Iteration 51Q (1642.804186 sec): 3 clusters Score: Raw -6510724.275215 + Penalty 3542.059598 = -6507182.215617 nChanged 12 SP:Iteration 52Q (1642.913783 sec): 3 clusters Score: Raw -6510726.198182 + Penalty 3542.059598 = -6507184.138584 nChanged 9 SP:Iteration 53Q (1643.039089 sec): 3 clusters Score: Raw -6510727.454034 + Penalty 3542.059598 = -6507185.394436 nChanged 5 SP:Iteration 54Q (1643.165380 sec): 3 clusters Score: Raw -6510729.482457 + Penalty 3542.059598 = -6507187.422859 nChanged 11 SP:Iteration 55Q (1643.288169 sec): 3 clusters Score: Raw -6510731.896630 + Penalty 3542.059598 = -6507189.837032 nChanged 10 SP:Iteration 56Q (1643.394946 sec): 3 clusters Score: Raw -6510734.741009 + Penalty 3542.059598 = -6507192.681411 nChanged 14 SP:Iteration 57Q (1643.503126 sec): 3 clusters Score: Raw -6510737.295273 + Penalty 3542.059598 = -6507195.235675 nChanged 11 SP:Iteration 58Q (1643.619543 sec): 3 clusters Score: Raw -6510739.615448 + Penalty 3542.059598 = -6507197.555851 nChanged 13 SP:Iteration 59Q (1643.715992 sec): 3 clusters Score: Raw -6510741.582795 + Penalty 3542.059598 = -6507199.523197 nChanged 12 SP:Iteration 60F (1643.824708 sec): 3 clusters Score: Raw -6510744.072019 + Penalty 3542.059598 = -6507202.012421 nChanged 8 SP:Iteration 61Q (1643.904627 sec): 3 clusters Score: Raw -6510746.029588 + Penalty 3542.059598 = -6507203.969991 nChanged 9 SP:Iteration 62Q (1644.037614 sec): 3 clusters Score: Raw -6510748.011465 + Penalty 3542.059598 = -6507205.951867 nChanged 10 SP:Iteration 63Q (1644.165004 sec): 3 clusters Score: Raw -6510750.485655 + Penalty 3542.059598 = -6507208.426058 nChanged 11 SP:Iteration 64Q (1644.283041 sec): 3 clusters Score: Raw -6510753.322634 + Penalty 3542.059598 = -6507211.263036 nChanged 9 SP:Iteration 65Q (1644.414430 sec): 3 clusters Score: Raw -6510755.819475 + Penalty 3542.059598 = -6507213.759877 nChanged 12 SP:Iteration 66Q (1644.519964 sec): 3 clusters Score: Raw -6510759.111683 + Penalty 3542.059598 = -6507217.052086 nChanged 12 SP:Iteration 67Q (1644.627752 sec): 3 clusters Score: Raw -6510762.154677 + Penalty 3542.059598 = -6507220.095079 nChanged 8 SP:Iteration 68Q (1644.743317 sec): 3 clusters Score: Raw -6510763.637710 + Penalty 3542.059598 = -6507221.578112 nChanged 5 SP:Iteration 69Q (1644.859473 sec): 3 clusters Score: Raw -6510764.425129 + Penalty 3542.059598 = -6507222.365531 nChanged 3 SP:Iteration 70Q (1644.966356 sec): 3 clusters Score: Raw -6510764.770235 + Penalty 3542.059598 = -6507222.710637 nChanged 1 SP:Iteration 71Q (1645.086875 sec): 3 clusters Score: Raw -6510764.897960 + Penalty 3542.059598 = -6507222.838362 nChanged 0 SP:Iteration 72F (1645.222366 sec): 3 clusters Score: Raw -6510764.897960 + Penalty 3542.059598 = -6507222.838362 nChanged 0 Trying to split cluster 13 (6512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1645.262345 sec): 2 clusters Score: Raw -804517.224211 + Penalty 1426.977810 = -803090.246401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1645.321165 sec): 3 clusters Score: Raw -801018.384303 + Penalty 2853.955620 = -798164.428683 nChanged 2736 SP:Iteration 1F (1645.357740 sec): 3 clusters Score: Raw -802493.238467 + Penalty 2853.955620 = -799639.282847 nChanged 378 SP:Iteration 2F (1645.415822 sec): 3 clusters Score: Raw -802638.868473 + Penalty 2853.955620 = -799784.912853 nChanged 279 SP:Iteration 3Q (1645.463817 sec): 3 clusters Score: Raw -802753.503332 + Penalty 2853.955620 = -799899.547712 nChanged 241 SP:Iteration 4Q (1645.517366 sec): 3 clusters Score: Raw -802859.998317 + Penalty 2853.955620 = -800006.042697 nChanged 236 SP:Iteration 5Q (1645.570177 sec): 3 clusters Score: Raw -802964.252222 + Penalty 2853.955620 = -800110.296602 nChanged 220 SP:Iteration 6Q (1645.619034 sec): 3 clusters Score: Raw -803071.186117 + Penalty 2853.955620 = -800217.230497 nChanged 210 SP:Iteration 7Q (1645.663400 sec): 3 clusters Score: Raw -803167.444900 + Penalty 2853.955620 = -800313.489280 nChanged 220 SP:Iteration 8Q (1645.714103 sec): 3 clusters Score: Raw -803274.535253 + Penalty 2853.955620 = -800420.579633 nChanged 203 SP:Iteration 9Q (1645.765516 sec): 3 clusters Score: Raw -803377.687840 + Penalty 2853.955620 = -800523.732220 nChanged 206 SP:Iteration 10Q (1645.823350 sec): 3 clusters Score: Raw -803480.673346 + Penalty 2853.955620 = -800626.717726 nChanged 198 SP:Iteration 11Q (1645.870480 sec): 3 clusters Score: Raw -803578.827608 + Penalty 2853.955620 = -800724.871988 nChanged 201 SP:Iteration 12Q (1645.923349 sec): 3 clusters Score: Raw -803684.135542 + Penalty 2853.955620 = -800830.179922 nChanged 195 SP:Iteration 13Q (1645.975123 sec): 3 clusters Score: Raw -803782.700375 + Penalty 2853.955620 = -800928.744755 nChanged 192 SP:Iteration 14Q (1646.026083 sec): 3 clusters Score: Raw -803871.503071 + Penalty 2853.955620 = -801017.547451 nChanged 158 SP:Iteration 15Q (1646.084169 sec): 3 clusters Score: Raw -803946.956162 + Penalty 2853.955620 = -801093.000542 nChanged 146 SP:Iteration 16Q (1646.129828 sec): 3 clusters Score: Raw -804015.961111 + Penalty 2853.955620 = -801162.005491 nChanged 121 SP:Iteration 17Q (1646.174667 sec): 3 clusters Score: Raw -804063.094469 + Penalty 2853.955620 = -801209.138849 nChanged 89 SP:Iteration 18Q (1646.220536 sec): 3 clusters Score: Raw -804094.581885 + Penalty 2853.955620 = -801240.626265 nChanged 80 SP:Iteration 19Q (1646.278153 sec): 3 clusters Score: Raw -804116.141871 + Penalty 2853.955620 = -801262.186251 nChanged 53 SP:Iteration 20F (1646.348043 sec): 3 clusters Score: Raw -804131.464589 + Penalty 2853.955620 = -801277.508969 nChanged 49 SP:Iteration 21Q (1646.390928 sec): 3 clusters Score: Raw -804143.895041 + Penalty 2853.955620 = -801289.939421 nChanged 34 SP:Iteration 22Q (1646.441202 sec): 3 clusters Score: Raw -804151.429889 + Penalty 2853.955620 = -801297.474269 nChanged 31 SP:Iteration 23Q (1646.500980 sec): 3 clusters Score: Raw -804159.874314 + Penalty 2853.955620 = -801305.918694 nChanged 24 SP:Iteration 24Q (1646.547402 sec): 3 clusters Score: Raw -804165.959718 + Penalty 2853.955620 = -801312.004098 nChanged 23 SP:Iteration 25Q (1646.591310 sec): 3 clusters Score: Raw -804172.007881 + Penalty 2853.955620 = -801318.052261 nChanged 24 SP:Iteration 26Q (1646.648700 sec): 3 clusters Score: Raw -804175.894602 + Penalty 2853.955620 = -801321.938982 nChanged 15 SP:Iteration 27Q (1646.685115 sec): 3 clusters Score: Raw -804178.493588 + Penalty 2853.955620 = -801324.537968 nChanged 9 SP:Iteration 28Q (1646.746384 sec): 3 clusters Score: Raw -804179.505272 + Penalty 2853.955620 = -801325.549652 nChanged 5 SP:Iteration 29Q (1646.800572 sec): 3 clusters Score: Raw -804180.126677 + Penalty 2853.955620 = -801326.171057 nChanged 4 SP:Iteration 30Q (1646.860321 sec): 3 clusters Score: Raw -804180.737231 + Penalty 2853.955620 = -801326.781611 nChanged 7 SP:Iteration 31Q (1646.902635 sec): 3 clusters Score: Raw -804181.766796 + Penalty 2853.955620 = -801327.811176 nChanged 4 SP:Iteration 32Q (1646.957951 sec): 3 clusters Score: Raw -804182.150651 + Penalty 2853.955620 = -801328.195031 nChanged 6 SP:Iteration 33Q (1647.012239 sec): 3 clusters Score: Raw -804183.049597 + Penalty 2853.955620 = -801329.093977 nChanged 5 SP:Iteration 34Q (1647.066319 sec): 3 clusters Score: Raw -804183.978249 + Penalty 2853.955620 = -801330.022629 nChanged 5 SP:Iteration 35Q (1647.112340 sec): 3 clusters Score: Raw -804184.389471 + Penalty 2853.955620 = -801330.433851 nChanged 5 SP:Iteration 36Q (1647.161007 sec): 3 clusters Score: Raw -804185.176029 + Penalty 2853.955620 = -801331.220409 nChanged 6 SP:Iteration 37Q (1647.213295 sec): 3 clusters Score: Raw -804185.749547 + Penalty 2853.955620 = -801331.793927 nChanged 4 SP:Iteration 38Q (1647.273715 sec): 3 clusters Score: Raw -804186.077108 + Penalty 2853.955620 = -801332.121488 nChanged 2 SP:Iteration 39Q (1647.327474 sec): 3 clusters Score: Raw -804186.303495 + Penalty 2853.955620 = -801332.347875 nChanged 3 SP:Iteration 40F (1647.387001 sec): 3 clusters Score: Raw -804186.624538 + Penalty 2853.955620 = -801332.668918 nChanged 2 SP:Iteration 41Q (1647.427502 sec): 3 clusters Score: Raw -804186.769952 + Penalty 2853.955620 = -801332.814332 nChanged 3 SP:Iteration 42Q (1647.480620 sec): 3 clusters Score: Raw -804187.066836 + Penalty 2853.955620 = -801333.111216 nChanged 5 SP:Iteration 43Q (1647.549119 sec): 3 clusters Score: Raw -804187.473592 + Penalty 2853.955620 = -801333.517972 nChanged 4 SP:Iteration 44Q (1647.601973 sec): 3 clusters Score: Raw -804187.967937 + Penalty 2853.955620 = -801334.012317 nChanged 2 SP:Iteration 45Q (1647.640407 sec): 3 clusters Score: Raw -804188.412202 + Penalty 2853.955620 = -801334.456582 nChanged 4 SP:Iteration 46Q (1647.702790 sec): 3 clusters Score: Raw -804189.163561 + Penalty 2853.955620 = -801335.207941 nChanged 5 SP:Iteration 47Q (1647.753013 sec): 3 clusters Score: Raw -804189.964465 + Penalty 2853.955620 = -801336.008845 nChanged 8 SP:Iteration 48Q (1647.812868 sec): 3 clusters Score: Raw -804191.530940 + Penalty 2853.955620 = -801337.575320 nChanged 13 SP:Iteration 49Q (1647.855612 sec): 3 clusters Score: Raw -804193.762102 + Penalty 2853.955620 = -801339.806482 nChanged 13 SP:Iteration 50Q (1647.891093 sec): 3 clusters Score: Raw -804196.391986 + Penalty 2853.955620 = -801342.436366 nChanged 15 SP:Iteration 51Q (1647.951410 sec): 3 clusters Score: Raw -804199.421849 + Penalty 2853.955620 = -801345.466229 nChanged 18 SP:Iteration 52Q (1648.014344 sec): 3 clusters Score: Raw -804203.077636 + Penalty 2853.955620 = -801349.122016 nChanged 21 SP:Iteration 53Q (1648.063674 sec): 3 clusters Score: Raw -804207.184756 + Penalty 2853.955620 = -801353.229136 nChanged 22 SP:Iteration 54Q (1648.100841 sec): 3 clusters Score: Raw -804211.299453 + Penalty 2853.955620 = -801357.343833 nChanged 17 SP:Iteration 55Q (1648.153332 sec): 3 clusters Score: Raw -804214.561731 + Penalty 2853.955620 = -801360.606111 nChanged 14 SP:Iteration 56Q (1648.209406 sec): 3 clusters Score: Raw -804217.331536 + Penalty 2853.955620 = -801363.375916 nChanged 14 SP:Iteration 57Q (1648.254559 sec): 3 clusters Score: Raw -804220.063427 + Penalty 2853.955620 = -801366.107807 nChanged 20 SP:Iteration 58Q (1648.308450 sec): 3 clusters Score: Raw -804224.767479 + Penalty 2853.955620 = -801370.811859 nChanged 28 SP:Iteration 59Q (1648.359108 sec): 3 clusters Score: Raw -804232.115586 + Penalty 2853.955620 = -801378.159966 nChanged 30 SP:Iteration 60F (1648.408489 sec): 3 clusters Score: Raw -804240.882478 + Penalty 2853.955620 = -801386.926858 nChanged 38 SP:Iteration 61Q (1648.463418 sec): 3 clusters Score: Raw -804249.751270 + Penalty 2853.955620 = -801395.795650 nChanged 32 SP:Iteration 62Q (1648.515556 sec): 3 clusters Score: Raw -804257.858188 + Penalty 2853.955620 = -801403.902568 nChanged 34 SP:Iteration 63Q (1648.556550 sec): 3 clusters Score: Raw -804268.178714 + Penalty 2853.955620 = -801414.223094 nChanged 35 SP:Iteration 64Q (1648.609011 sec): 3 clusters Score: Raw -804278.903309 + Penalty 2853.955620 = -801424.947689 nChanged 35 SP:Iteration 65Q (1648.665910 sec): 3 clusters Score: Raw -804288.414773 + Penalty 2853.955620 = -801434.459153 nChanged 28 SP:Iteration 66Q (1648.709168 sec): 3 clusters Score: Raw -804296.686354 + Penalty 2853.955620 = -801442.730734 nChanged 35 SP:Iteration 67Q (1648.773048 sec): 3 clusters Score: Raw -804306.521259 + Penalty 2853.955620 = -801452.565639 nChanged 37 SP:Iteration 68Q (1648.813161 sec): 3 clusters Score: Raw -804317.233212 + Penalty 2853.955620 = -801463.277592 nChanged 37 SP:Iteration 69Q (1648.871875 sec): 3 clusters Score: Raw -804328.760628 + Penalty 2853.955620 = -801474.805008 nChanged 43 SP:Iteration 70Q (1648.920242 sec): 3 clusters Score: Raw -804343.389169 + Penalty 2853.955620 = -801489.433549 nChanged 44 SP:Iteration 71Q (1648.960208 sec): 3 clusters Score: Raw -804356.797667 + Penalty 2853.955620 = -801502.842047 nChanged 45 SP:Iteration 72Q (1649.005097 sec): 3 clusters Score: Raw -804372.308655 + Penalty 2853.955620 = -801518.353035 nChanged 47 SP:Iteration 73Q (1649.061468 sec): 3 clusters Score: Raw -804387.922399 + Penalty 2853.955620 = -801533.966779 nChanged 42 SP:Iteration 74Q (1649.109684 sec): 3 clusters Score: Raw -804402.831466 + Penalty 2853.955620 = -801548.875846 nChanged 41 SP:Iteration 75Q (1649.163062 sec): 3 clusters Score: Raw -804417.707441 + Penalty 2853.955620 = -801563.751821 nChanged 40 SP:Iteration 76Q (1649.201087 sec): 3 clusters Score: Raw -804429.530154 + Penalty 2853.955620 = -801575.574534 nChanged 29 SP:Iteration 77Q (1649.254182 sec): 3 clusters Score: Raw -804437.200631 + Penalty 2853.955620 = -801583.245011 nChanged 23 SP:Iteration 78Q (1649.311785 sec): 3 clusters Score: Raw -804443.338326 + Penalty 2853.955620 = -801589.382706 nChanged 26 SP:Iteration 79Q (1649.366444 sec): 3 clusters Score: Raw -804452.407641 + Penalty 2853.955620 = -801598.452021 nChanged 32 SP:Iteration 80F (1649.402975 sec): 3 clusters Score: Raw -804461.813302 + Penalty 2853.955620 = -801607.857682 nChanged 33 SP:Iteration 81Q (1649.458041 sec): 3 clusters Score: Raw -804471.342562 + Penalty 2853.955620 = -801617.386942 nChanged 38 SP:Iteration 82Q (1649.500883 sec): 3 clusters Score: Raw -804483.070843 + Penalty 2853.955620 = -801629.115223 nChanged 36 SP:Iteration 83Q (1649.571034 sec): 3 clusters Score: Raw -804498.475637 + Penalty 2853.955620 = -801644.520017 nChanged 44 SP:Iteration 84Q (1649.612064 sec): 3 clusters Score: Raw -804513.689090 + Penalty 2853.955620 = -801659.733470 nChanged 31 SP:Iteration 85Q (1649.658291 sec): 3 clusters Score: Raw -804523.598610 + Penalty 2853.955620 = -801669.642990 nChanged 29 SP:Iteration 86Q (1649.708651 sec): 3 clusters Score: Raw -804532.158111 + Penalty 2853.955620 = -801678.202491 nChanged 34 SP:Iteration 87Q (1649.761323 sec): 3 clusters Score: Raw -804543.469774 + Penalty 2853.955620 = -801689.514154 nChanged 26 SP:Iteration 88Q (1649.820188 sec): 3 clusters Score: Raw -804554.222473 + Penalty 2853.955620 = -801700.266853 nChanged 33 SP:Iteration 89Q (1649.863852 sec): 3 clusters Score: Raw -804566.456034 + Penalty 2853.955620 = -801712.500414 nChanged 30 SP:Iteration 90Q (1649.899648 sec): 3 clusters Score: Raw -804576.972068 + Penalty 2853.955620 = -801723.016448 nChanged 20 SP:Iteration 91Q (1649.945762 sec): 3 clusters Score: Raw -804582.959825 + Penalty 2853.955620 = -801729.004205 nChanged 17 SP:Iteration 92Q (1650.008603 sec): 3 clusters Score: Raw -804587.496638 + Penalty 2853.955620 = -801733.541018 nChanged 15 SP:Iteration 93Q (1650.045138 sec): 3 clusters Score: Raw -804591.528735 + Penalty 2853.955620 = -801737.573115 nChanged 12 SP:Iteration 94Q (1650.083921 sec): 3 clusters Score: Raw -804595.614325 + Penalty 2853.955620 = -801741.658705 nChanged 12 SP:Iteration 95Q (1650.138300 sec): 3 clusters Score: Raw -804598.394492 + Penalty 2853.955620 = -801744.438872 nChanged 5 SP:Iteration 96Q (1650.189636 sec): 3 clusters Score: Raw -804599.815710 + Penalty 2853.955620 = -801745.860090 nChanged 6 SP:Iteration 97Q (1650.254428 sec): 3 clusters Score: Raw -804600.753877 + Penalty 2853.955620 = -801746.798257 nChanged 7 SP:Iteration 98Q (1650.303293 sec): 3 clusters Score: Raw -804601.997640 + Penalty 2853.955620 = -801748.042020 nChanged 2 SP:Iteration 99Q (1650.343456 sec): 3 clusters Score: Raw -804602.325871 + Penalty 2853.955620 = -801748.370251 nChanged 5 SP:Iteration 100F (1650.392701 sec): 3 clusters Score: Raw -804603.332260 + Penalty 2853.955620 = -801749.376640 nChanged 5 SP:Iteration 101Q (1650.427444 sec): 3 clusters Score: Raw -804604.330076 + Penalty 2853.955620 = -801750.374456 nChanged 3 SP:Iteration 102Q (1650.486483 sec): 3 clusters Score: Raw -804604.960378 + Penalty 2853.955620 = -801751.004758 nChanged 1 SP:Iteration 103Q (1650.538513 sec): 3 clusters Score: Raw -804605.095629 + Penalty 2853.955620 = -801751.140009 nChanged 0 SP:Iteration 104F (1650.591639 sec): 3 clusters Score: Raw -804605.095629 + Penalty 2853.955620 = -801751.140009 nChanged 0 Trying to split cluster 14 (11437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.634314 sec): 2 clusters Score: Raw -1333708.043545 + Penalty 1518.498961 = -1332189.544583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.681966 sec): 3 clusters Score: Raw -1327036.151177 + Penalty 3036.997923 = -1323999.153255 nChanged 5031 SP:Iteration 1F (1650.751914 sec): 3 clusters Score: Raw -1329954.170788 + Penalty 3036.997923 = -1326917.172866 nChanged 782 SP:Iteration 2F (1650.802510 sec): 3 clusters Score: Raw -1330467.200286 + Penalty 3036.997923 = -1327430.202363 nChanged 797 SP:Iteration 3F (1650.867630 sec): 3 clusters Score: Raw -1331085.844872 + Penalty 3036.997923 = -1328048.846949 nChanged 853 SP:Iteration 4F (1650.922926 sec): 3 clusters Score: Raw -1331800.242675 + Penalty 3036.997923 = -1328763.244752 nChanged 850 SP:Iteration 5F (1650.986477 sec): 3 clusters Score: Raw -1332541.123933 + Penalty 3036.997923 = -1329504.126011 nChanged 811 SP:Iteration 6F (1651.038974 sec): 3 clusters Score: Raw -1333147.243801 + Penalty 3036.997923 = -1330110.245878 nChanged 619 SP:Iteration 7F (1651.096153 sec): 3 clusters Score: Raw -1333510.069632 + Penalty 3036.997923 = -1330473.071709 nChanged 464 SP:Iteration 8Q (1651.163149 sec): 3 clusters Score: Raw -1333728.088567 + Penalty 3036.997923 = -1330691.090644 nChanged 336 SP:Iteration 9Q (1651.223816 sec): 3 clusters Score: Raw -1333871.987888 + Penalty 3036.997923 = -1330834.989965 nChanged 242 SP:Iteration 10Q (1651.283809 sec): 3 clusters Score: Raw -1333973.343647 + Penalty 3036.997923 = -1330936.345724 nChanged 213 SP:Iteration 11Q (1651.347804 sec): 3 clusters Score: Raw -1334047.209260 + Penalty 3036.997923 = -1331010.211337 nChanged 166 SP:Iteration 12Q (1651.404727 sec): 3 clusters Score: Raw -1334097.760169 + Penalty 3036.997923 = -1331060.762246 nChanged 133 SP:Iteration 13Q (1651.462843 sec): 3 clusters Score: Raw -1334129.957498 + Penalty 3036.997923 = -1331092.959576 nChanged 115 SP:Iteration 14Q (1651.528181 sec): 3 clusters Score: Raw -1334156.349152 + Penalty 3036.997923 = -1331119.351230 nChanged 91 SP:Iteration 15Q (1651.586024 sec): 3 clusters Score: Raw -1334176.099380 + Penalty 3036.997923 = -1331139.101457 nChanged 66 SP:Iteration 16Q (1651.637401 sec): 3 clusters Score: Raw -1334187.082666 + Penalty 3036.997923 = -1331150.084744 nChanged 44 SP:Iteration 17Q (1651.699427 sec): 3 clusters Score: Raw -1334194.295832 + Penalty 3036.997923 = -1331157.297909 nChanged 46 SP:Iteration 18Q (1651.766826 sec): 3 clusters Score: Raw -1334204.181723 + Penalty 3036.997923 = -1331167.183800 nChanged 50 SP:Iteration 19Q (1651.807957 sec): 3 clusters Score: Raw -1334213.704928 + Penalty 3036.997923 = -1331176.707005 nChanged 60 SP:Iteration 20F (1651.880121 sec): 3 clusters Score: Raw -1334224.317379 + Penalty 3036.997923 = -1331187.319457 nChanged 43 SP:Iteration 21Q (1651.939220 sec): 3 clusters Score: Raw -1334231.869521 + Penalty 3036.997923 = -1331194.871599 nChanged 43 SP:Iteration 22Q (1651.988940 sec): 3 clusters Score: Raw -1334239.655408 + Penalty 3036.997923 = -1331202.657485 nChanged 41 SP:Iteration 23Q (1652.046522 sec): 3 clusters Score: Raw -1334245.643794 + Penalty 3036.997923 = -1331208.645871 nChanged 39 SP:Iteration 24Q (1652.109971 sec): 3 clusters Score: Raw -1334251.761929 + Penalty 3036.997923 = -1331214.764006 nChanged 49 SP:Iteration 25Q (1652.155143 sec): 3 clusters Score: Raw -1334258.738512 + Penalty 3036.997923 = -1331221.740590 nChanged 31 SP:Iteration 26Q (1652.210754 sec): 3 clusters Score: Raw -1334262.520485 + Penalty 3036.997923 = -1331225.522563 nChanged 19 SP:Iteration 27Q (1652.269015 sec): 3 clusters Score: Raw -1334265.073652 + Penalty 3036.997923 = -1331228.075729 nChanged 29 SP:Iteration 28Q (1652.337399 sec): 3 clusters Score: Raw -1334268.980597 + Penalty 3036.997923 = -1331231.982674 nChanged 22 SP:Iteration 29Q (1652.395713 sec): 3 clusters Score: Raw -1334272.597462 + Penalty 3036.997923 = -1331235.599539 nChanged 19 SP:Iteration 30Q (1652.459661 sec): 3 clusters Score: Raw -1334275.315268 + Penalty 3036.997923 = -1331238.317345 nChanged 20 SP:Iteration 31Q (1652.508810 sec): 3 clusters Score: Raw -1334277.762019 + Penalty 3036.997923 = -1331240.764097 nChanged 14 SP:Iteration 32Q (1652.574573 sec): 3 clusters Score: Raw -1334279.175691 + Penalty 3036.997923 = -1331242.177768 nChanged 9 SP:Iteration 33Q (1652.636112 sec): 3 clusters Score: Raw -1334280.113034 + Penalty 3036.997923 = -1331243.115111 nChanged 9 SP:Iteration 34Q (1652.695489 sec): 3 clusters Score: Raw -1334281.647297 + Penalty 3036.997923 = -1331244.649374 nChanged 12 SP:Iteration 35Q (1652.753756 sec): 3 clusters Score: Raw -1334282.963896 + Penalty 3036.997923 = -1331245.965974 nChanged 12 SP:Iteration 36Q (1652.795936 sec): 3 clusters Score: Raw -1334284.356856 + Penalty 3036.997923 = -1331247.358933 nChanged 1 SP:Iteration 37Q (1652.857902 sec): 3 clusters Score: Raw -1334284.410470 + Penalty 3036.997923 = -1331247.412548 nChanged 0 SP:Iteration 38F (1652.911971 sec): 3 clusters Score: Raw -1334284.410470 + Penalty 3036.997923 = -1331247.412548 nChanged 0 Trying to split cluster 15 (25425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1652.965898 sec): 2 clusters Score: Raw -3107292.315662 + Penalty 1648.316836 = -3105643.998826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1653.066055 sec): 3 clusters Score: Raw -3091735.210555 + Penalty 3296.633672 = -3088438.576883 nChanged 11686 SP:Iteration 1F (1653.135749 sec): 3 clusters Score: Raw -3098122.657190 + Penalty 3296.633672 = -3094826.023518 nChanged 1151 SP:Iteration 2Q (1653.231451 sec): 3 clusters Score: Raw -3098483.195486 + Penalty 3296.633672 = -3095186.561814 nChanged 1090 SP:Iteration 3Q (1653.317353 sec): 3 clusters Score: Raw -3098863.479799 + Penalty 3296.633672 = -3095566.846127 nChanged 1086 SP:Iteration 4Q (1653.401618 sec): 3 clusters Score: Raw -3099279.588152 + Penalty 3296.633672 = -3095982.954480 nChanged 1203 SP:Iteration 5Q (1653.494133 sec): 3 clusters Score: Raw -3099850.068879 + Penalty 3296.633672 = -3096553.435207 nChanged 1365 SP:Iteration 6F (1653.565808 sec): 3 clusters Score: Raw -3100629.660256 + Penalty 3296.633672 = -3097333.026584 nChanged 1569 SP:Iteration 7F (1653.655056 sec): 3 clusters Score: Raw -3101755.798657 + Penalty 3296.633672 = -3098459.164986 nChanged 1661 SP:Iteration 8F (1653.729540 sec): 3 clusters Score: Raw -3103208.087844 + Penalty 3296.633672 = -3099911.454172 nChanged 1517 SP:Iteration 9F (1653.815905 sec): 3 clusters Score: Raw -3104686.008982 + Penalty 3296.633672 = -3101389.375310 nChanged 1271 SP:Iteration 10Q (1653.903760 sec): 3 clusters Score: Raw -3105604.493380 + Penalty 3296.633672 = -3102307.859708 nChanged 814 SP:Iteration 11Q (1653.982966 sec): 3 clusters Score: Raw -3105964.992672 + Penalty 3296.633672 = -3102668.359001 nChanged 429 SP:Iteration 12Q (1654.072031 sec): 3 clusters Score: Raw -3106096.799448 + Penalty 3296.633672 = -3102800.165776 nChanged 270 SP:Iteration 13Q (1654.152220 sec): 3 clusters Score: Raw -3106168.359537 + Penalty 3296.633672 = -3102871.725866 nChanged 229 SP:Iteration 14Q (1654.234795 sec): 3 clusters Score: Raw -3106219.286964 + Penalty 3296.633672 = -3102922.653292 nChanged 176 SP:Iteration 15Q (1654.323588 sec): 3 clusters Score: Raw -3106248.864271 + Penalty 3296.633672 = -3102952.230599 nChanged 124 SP:Iteration 16Q (1654.400954 sec): 3 clusters Score: Raw -3106266.710873 + Penalty 3296.633672 = -3102970.077201 nChanged 103 SP:Iteration 17Q (1654.480706 sec): 3 clusters Score: Raw -3106279.110214 + Penalty 3296.633672 = -3102982.476543 nChanged 80 SP:Iteration 18Q (1654.566746 sec): 3 clusters Score: Raw -3106287.091665 + Penalty 3296.633672 = -3102990.457993 nChanged 61 SP:Iteration 19Q (1654.652782 sec): 3 clusters Score: Raw -3106292.613390 + Penalty 3296.633672 = -3102995.979718 nChanged 40 SP:Iteration 20F (1654.739743 sec): 3 clusters Score: Raw -3106296.018681 + Penalty 3296.633672 = -3102999.385009 nChanged 31 SP:Iteration 21Q (1654.839951 sec): 3 clusters Score: Raw -3106298.348211 + Penalty 3296.633672 = -3103001.714540 nChanged 33 SP:Iteration 22Q (1654.928816 sec): 3 clusters Score: Raw -3106300.384513 + Penalty 3296.633672 = -3103003.750841 nChanged 30 SP:Iteration 23Q (1655.018287 sec): 3 clusters Score: Raw -3106302.616732 + Penalty 3296.633672 = -3103005.983060 nChanged 28 SP:Iteration 24Q (1655.100488 sec): 3 clusters Score: Raw -3106305.697413 + Penalty 3296.633672 = -3103009.063741 nChanged 35 SP:Iteration 25Q (1655.185835 sec): 3 clusters Score: Raw -3106309.359204 + Penalty 3296.633672 = -3103012.725532 nChanged 35 SP:Iteration 26Q (1655.267519 sec): 3 clusters Score: Raw -3106312.296544 + Penalty 3296.633672 = -3103015.662872 nChanged 40 SP:Iteration 27Q (1655.356062 sec): 3 clusters Score: Raw -3106315.514141 + Penalty 3296.633672 = -3103018.880469 nChanged 38 SP:Iteration 28Q (1655.448175 sec): 3 clusters Score: Raw -3106319.088039 + Penalty 3296.633672 = -3103022.454368 nChanged 53 SP:Iteration 29Q (1655.523146 sec): 3 clusters Score: Raw -3106324.808151 + Penalty 3296.633672 = -3103028.174479 nChanged 44 SP:Iteration 30Q (1655.608020 sec): 3 clusters Score: Raw -3106329.685021 + Penalty 3296.633672 = -3103033.051349 nChanged 40 SP:Iteration 31Q (1655.685344 sec): 3 clusters Score: Raw -3106333.798687 + Penalty 3296.633672 = -3103037.165015 nChanged 39 SP:Iteration 32Q (1655.755573 sec): 3 clusters Score: Raw -3106337.481719 + Penalty 3296.633672 = -3103040.848047 nChanged 33 SP:Iteration 33Q (1655.831131 sec): 3 clusters Score: Raw -3106340.339913 + Penalty 3296.633672 = -3103043.706241 nChanged 31 SP:Iteration 34Q (1655.913261 sec): 3 clusters Score: Raw -3106343.095395 + Penalty 3296.633672 = -3103046.461723 nChanged 31 SP:Iteration 35Q (1656.000756 sec): 3 clusters Score: Raw -3106345.774380 + Penalty 3296.633672 = -3103049.140708 nChanged 26 SP:Iteration 36Q (1656.085001 sec): 3 clusters Score: Raw -3106348.121799 + Penalty 3296.633672 = -3103051.488127 nChanged 35 SP:Iteration 37Q (1656.169618 sec): 3 clusters Score: Raw -3106351.146621 + Penalty 3296.633672 = -3103054.512949 nChanged 29 SP:Iteration 38Q (1656.247949 sec): 3 clusters Score: Raw -3106353.148962 + Penalty 3296.633672 = -3103056.515290 nChanged 33 SP:Iteration 39Q (1656.331857 sec): 3 clusters Score: Raw -3106355.522736 + Penalty 3296.633672 = -3103058.889065 nChanged 25 SP:Iteration 40F (1656.421900 sec): 3 clusters Score: Raw -3106357.735098 + Penalty 3296.633672 = -3103061.101427 nChanged 27 SP:Iteration 41Q (1656.497816 sec): 3 clusters Score: Raw -3106360.141498 + Penalty 3296.633672 = -3103063.507826 nChanged 30 SP:Iteration 42Q (1656.585476 sec): 3 clusters Score: Raw -3106362.967840 + Penalty 3296.633672 = -3103066.334169 nChanged 35 SP:Iteration 43Q (1656.667766 sec): 3 clusters Score: Raw -3106365.787290 + Penalty 3296.633672 = -3103069.153618 nChanged 31 SP:Iteration 44Q (1656.743029 sec): 3 clusters Score: Raw -3106368.335891 + Penalty 3296.633672 = -3103071.702219 nChanged 31 SP:Iteration 45Q (1656.832399 sec): 3 clusters Score: Raw -3106370.892606 + Penalty 3296.633672 = -3103074.258934 nChanged 32 SP:Iteration 46Q (1656.906608 sec): 3 clusters Score: Raw -3106373.495834 + Penalty 3296.633672 = -3103076.862162 nChanged 36 SP:Iteration 47Q (1656.993389 sec): 3 clusters Score: Raw -3106376.768317 + Penalty 3296.633672 = -3103080.134645 nChanged 39 SP:Iteration 48Q (1657.076535 sec): 3 clusters Score: Raw -3106380.213997 + Penalty 3296.633672 = -3103083.580326 nChanged 27 SP:Iteration 49Q (1657.158391 sec): 3 clusters Score: Raw -3106382.252271 + Penalty 3296.633672 = -3103085.618599 nChanged 27 SP:Iteration 50Q (1657.227287 sec): 3 clusters Score: Raw -3106384.165131 + Penalty 3296.633672 = -3103087.531460 nChanged 30 SP:Iteration 51Q (1657.313316 sec): 3 clusters Score: Raw -3106385.850877 + Penalty 3296.633672 = -3103089.217205 nChanged 14 SP:Iteration 52Q (1657.392120 sec): 3 clusters Score: Raw -3106386.443240 + Penalty 3296.633672 = -3103089.809568 nChanged 16 SP:Iteration 53Q (1657.470738 sec): 3 clusters Score: Raw -3106387.385572 + Penalty 3296.633672 = -3103090.751900 nChanged 17 SP:Iteration 54Q (1657.553710 sec): 3 clusters Score: Raw -3106388.724627 + Penalty 3296.633672 = -3103092.090955 nChanged 18 SP:Iteration 55Q (1657.634848 sec): 3 clusters Score: Raw -3106390.161590 + Penalty 3296.633672 = -3103093.527918 nChanged 18 SP:Iteration 56Q (1657.719924 sec): 3 clusters Score: Raw -3106391.525297 + Penalty 3296.633672 = -3103094.891626 nChanged 18 SP:Iteration 57Q (1657.796855 sec): 3 clusters Score: Raw -3106392.892939 + Penalty 3296.633672 = -3103096.259267 nChanged 21 SP:Iteration 58Q (1657.876580 sec): 3 clusters Score: Raw -3106394.243116 + Penalty 3296.633672 = -3103097.609444 nChanged 20 SP:Iteration 59Q (1657.957503 sec): 3 clusters Score: Raw -3106395.957881 + Penalty 3296.633672 = -3103099.324209 nChanged 32 SP:Iteration 60F (1658.039713 sec): 3 clusters Score: Raw -3106398.833772 + Penalty 3296.633672 = -3103102.200100 nChanged 31 SP:Iteration 61Q (1658.129566 sec): 3 clusters Score: Raw -3106401.549338 + Penalty 3296.633672 = -3103104.915666 nChanged 31 SP:Iteration 62Q (1658.210245 sec): 3 clusters Score: Raw -3106404.365266 + Penalty 3296.633672 = -3103107.731594 nChanged 27 SP:Iteration 63Q (1658.298470 sec): 3 clusters Score: Raw -3106406.598865 + Penalty 3296.633672 = -3103109.965193 nChanged 27 SP:Iteration 64Q (1658.391195 sec): 3 clusters Score: Raw -3106409.050253 + Penalty 3296.633672 = -3103112.416581 nChanged 26 SP:Iteration 65Q (1658.472720 sec): 3 clusters Score: Raw -3106410.740574 + Penalty 3296.633672 = -3103114.106902 nChanged 17 SP:Iteration 66Q (1658.558921 sec): 3 clusters Score: Raw -3106411.823384 + Penalty 3296.633672 = -3103115.189712 nChanged 13 SP:Iteration 67Q (1658.638770 sec): 3 clusters Score: Raw -3106412.511525 + Penalty 3296.633672 = -3103115.877853 nChanged 13 SP:Iteration 68Q (1658.712380 sec): 3 clusters Score: Raw -3106413.215627 + Penalty 3296.633672 = -3103116.581956 nChanged 17 SP:Iteration 69Q (1658.804519 sec): 3 clusters Score: Raw -3106414.617061 + Penalty 3296.633672 = -3103117.983389 nChanged 31 SP:Iteration 70Q (1658.886225 sec): 3 clusters Score: Raw -3106417.706971 + Penalty 3296.633672 = -3103121.073300 nChanged 33 SP:Iteration 71Q (1658.967670 sec): 3 clusters Score: Raw -3106420.478029 + Penalty 3296.633672 = -3103123.844357 nChanged 26 SP:Iteration 72Q (1659.058444 sec): 3 clusters Score: Raw -3106423.027101 + Penalty 3296.633672 = -3103126.393430 nChanged 28 SP:Iteration 73Q (1659.133497 sec): 3 clusters Score: Raw -3106425.441342 + Penalty 3296.633672 = -3103128.807670 nChanged 28 SP:Iteration 74Q (1659.221057 sec): 3 clusters Score: Raw -3106429.040651 + Penalty 3296.633672 = -3103132.406980 nChanged 35 SP:Iteration 75Q (1659.294292 sec): 3 clusters Score: Raw -3106432.264480 + Penalty 3296.633672 = -3103135.630808 nChanged 43 SP:Iteration 76Q (1659.380171 sec): 3 clusters Score: Raw -3106436.754165 + Penalty 3296.633672 = -3103140.120494 nChanged 41 SP:Iteration 77Q (1659.458014 sec): 3 clusters Score: Raw -3106441.332561 + Penalty 3296.633672 = -3103144.698889 nChanged 38 SP:Iteration 78Q (1659.535422 sec): 3 clusters Score: Raw -3106446.378752 + Penalty 3296.633672 = -3103149.745080 nChanged 42 SP:Iteration 79Q (1659.622863 sec): 3 clusters Score: Raw -3106450.552206 + Penalty 3296.633672 = -3103153.918534 nChanged 38 SP:Iteration 80F (1659.700422 sec): 3 clusters Score: Raw -3106453.694034 + Penalty 3296.633672 = -3103157.060362 nChanged 34 SP:Iteration 81Q (1659.784071 sec): 3 clusters Score: Raw -3106457.198693 + Penalty 3296.633672 = -3103160.565021 nChanged 37 SP:Iteration 82Q (1659.866290 sec): 3 clusters Score: Raw -3106460.473225 + Penalty 3296.633672 = -3103163.839553 nChanged 31 SP:Iteration 83Q (1659.951044 sec): 3 clusters Score: Raw -3106463.337745 + Penalty 3296.633672 = -3103166.704074 nChanged 30 SP:Iteration 84Q (1660.039228 sec): 3 clusters Score: Raw -3106465.711334 + Penalty 3296.633672 = -3103169.077662 nChanged 34 SP:Iteration 85Q (1660.110942 sec): 3 clusters Score: Raw -3106468.233241 + Penalty 3296.633672 = -3103171.599569 nChanged 27 SP:Iteration 86Q (1660.197382 sec): 3 clusters Score: Raw -3106470.549571 + Penalty 3296.633672 = -3103173.915899 nChanged 27 SP:Iteration 87Q (1660.281037 sec): 3 clusters Score: Raw -3106473.044003 + Penalty 3296.633672 = -3103176.410331 nChanged 26 SP:Iteration 88Q (1660.358155 sec): 3 clusters Score: Raw -3106475.625434 + Penalty 3296.633672 = -3103178.991762 nChanged 25 SP:Iteration 89Q (1660.438514 sec): 3 clusters Score: Raw -3106477.657791 + Penalty 3296.633672 = -3103181.024119 nChanged 29 SP:Iteration 90Q (1660.524551 sec): 3 clusters Score: Raw -3106480.601744 + Penalty 3296.633672 = -3103183.968073 nChanged 25 SP:Iteration 91Q (1660.603040 sec): 3 clusters Score: Raw -3106483.851472 + Penalty 3296.633672 = -3103187.217800 nChanged 26 SP:Iteration 92Q (1660.686131 sec): 3 clusters Score: Raw -3106487.209329 + Penalty 3296.633672 = -3103190.575657 nChanged 42 SP:Iteration 93Q (1660.755521 sec): 3 clusters Score: Raw -3106492.883659 + Penalty 3296.633672 = -3103196.249988 nChanged 49 SP:Iteration 94Q (1660.847546 sec): 3 clusters Score: Raw -3106501.441805 + Penalty 3296.633672 = -3103204.808133 nChanged 70 SP:Iteration 95Q (1660.931432 sec): 3 clusters Score: Raw -3106515.386152 + Penalty 3296.633672 = -3103218.752480 nChanged 74 SP:Iteration 96Q (1661.019479 sec): 3 clusters Score: Raw -3106531.680560 + Penalty 3296.633672 = -3103235.046888 nChanged 64 SP:Iteration 97Q (1661.094787 sec): 3 clusters Score: Raw -3106543.404930 + Penalty 3296.633672 = -3103246.771258 nChanged 78 SP:Iteration 98Q (1661.185071 sec): 3 clusters Score: Raw -3106558.827447 + Penalty 3296.633672 = -3103262.193775 nChanged 81 SP:Iteration 99Q (1661.265130 sec): 3 clusters Score: Raw -3106578.211299 + Penalty 3296.633672 = -3103281.577627 nChanged 91 SP:Iteration 100F (1661.354321 sec): 3 clusters Score: Raw -3106600.924265 + Penalty 3296.633672 = -3103304.290593 nChanged 108 SP:Iteration 101Q (1661.423234 sec): 3 clusters Score: Raw -3106627.869448 + Penalty 3296.633672 = -3103331.235776 nChanged 107 SP:Iteration 102Q (1661.511519 sec): 3 clusters Score: Raw -3106658.122300 + Penalty 3296.633672 = -3103361.488628 nChanged 120 SP:Iteration 103Q (1661.589865 sec): 3 clusters Score: Raw -3106696.515488 + Penalty 3296.633672 = -3103399.881817 nChanged 138 SP:Iteration 104Q (1661.664024 sec): 3 clusters Score: Raw -3106753.586720 + Penalty 3296.633672 = -3103456.953048 nChanged 157 SP:Iteration 105Q (1661.753031 sec): 3 clusters Score: Raw -3106817.603742 + Penalty 3296.633672 = -3103520.970070 nChanged 157 SP:Iteration 106Q (1661.829808 sec): 3 clusters Score: Raw -3106875.590513 + Penalty 3296.633672 = -3103578.956842 nChanged 157 SP:Iteration 107Q (1661.915740 sec): 3 clusters Score: Raw -3106929.881561 + Penalty 3296.633672 = -3103633.247890 nChanged 141 SP:Iteration 108Q (1661.992499 sec): 3 clusters Score: Raw -3106973.575419 + Penalty 3296.633672 = -3103676.941747 nChanged 121 SP:Iteration 109Q (1662.082544 sec): 3 clusters Score: Raw -3107007.966838 + Penalty 3296.633672 = -3103711.333167 nChanged 99 SP:Iteration 110Q (1662.162025 sec): 3 clusters Score: Raw -3107033.503605 + Penalty 3296.633672 = -3103736.869933 nChanged 103 SP:Iteration 111Q (1662.240747 sec): 3 clusters Score: Raw -3107064.030219 + Penalty 3296.633672 = -3103767.396547 nChanged 107 SP:Iteration 112Q (1662.323838 sec): 3 clusters Score: Raw -3107098.063372 + Penalty 3296.633672 = -3103801.429701 nChanged 102 SP:Iteration 113Q (1662.416400 sec): 3 clusters Score: Raw -3107130.496214 + Penalty 3296.633672 = -3103833.862542 nChanged 116 SP:Iteration 114Q (1662.491698 sec): 3 clusters Score: Raw -3107160.180370 + Penalty 3296.633672 = -3103863.546699 nChanged 95 SP:Iteration 115Q (1662.584591 sec): 3 clusters Score: Raw -3107181.457574 + Penalty 3296.633672 = -3103884.823902 nChanged 81 SP:Iteration 116Q (1662.666189 sec): 3 clusters Score: Raw -3107197.012274 + Penalty 3296.633672 = -3103900.378602 nChanged 81 SP:Iteration 117Q (1662.736153 sec): 3 clusters Score: Raw -3107216.333438 + Penalty 3296.633672 = -3103919.699766 nChanged 74 SP:Iteration 118Q (1662.819674 sec): 3 clusters Score: Raw -3107233.286895 + Penalty 3296.633672 = -3103936.653223 nChanged 65 SP:Iteration 119Q (1662.887675 sec): 3 clusters Score: Raw -3107245.724328 + Penalty 3296.633672 = -3103949.090656 nChanged 71 SP:Iteration 120F (1662.967302 sec): 3 clusters Score: Raw -3107261.318271 + Penalty 3296.633672 = -3103964.684599 nChanged 55 SP:Iteration 121Q (1663.044141 sec): 3 clusters Score: Raw -3107272.443521 + Penalty 3296.633672 = -3103975.809849 nChanged 47 SP:Iteration 122Q (1663.130216 sec): 3 clusters Score: Raw -3107280.773223 + Penalty 3296.633672 = -3103984.139552 nChanged 31 SP:Iteration 123Q (1663.202168 sec): 3 clusters Score: Raw -3107286.258660 + Penalty 3296.633672 = -3103989.624988 nChanged 34 SP:Iteration 124Q (1663.290805 sec): 3 clusters Score: Raw -3107291.958746 + Penalty 3296.633672 = -3103995.325074 nChanged 36 SP:Iteration 125Q (1663.370572 sec): 3 clusters Score: Raw -3107299.463459 + Penalty 3296.633672 = -3104002.829787 nChanged 31 SP:Iteration 126Q (1663.441266 sec): 3 clusters Score: Raw -3107305.583613 + Penalty 3296.633672 = -3104008.949941 nChanged 29 SP:Iteration 127Q (1663.509990 sec): 3 clusters Score: Raw -3107311.681063 + Penalty 3296.633672 = -3104015.047391 nChanged 33 SP:Iteration 128Q (1663.590776 sec): 3 clusters Score: Raw -3107318.156818 + Penalty 3296.633672 = -3104021.523146 nChanged 30 SP:Iteration 129Q (1663.665535 sec): 3 clusters Score: Raw -3107323.450167 + Penalty 3296.633672 = -3104026.816495 nChanged 24 SP:Iteration 130Q (1663.751707 sec): 3 clusters Score: Raw -3107328.736433 + Penalty 3296.633672 = -3104032.102761 nChanged 32 SP:Iteration 131Q (1663.829319 sec): 3 clusters Score: Raw -3107334.932188 + Penalty 3296.633672 = -3104038.298517 nChanged 29 SP:Iteration 132Q (1663.903846 sec): 3 clusters Score: Raw -3107339.668801 + Penalty 3296.633672 = -3104043.035129 nChanged 29 SP:Iteration 133Q (1663.979320 sec): 3 clusters Score: Raw -3107344.044856 + Penalty 3296.633672 = -3104047.411184 nChanged 25 SP:Iteration 134Q (1664.069796 sec): 3 clusters Score: Raw -3107348.472817 + Penalty 3296.633672 = -3104051.839145 nChanged 30 SP:Iteration 135Q (1664.155074 sec): 3 clusters Score: Raw -3107353.360729 + Penalty 3296.633672 = -3104056.727058 nChanged 31 SP:Iteration 136Q (1664.242239 sec): 3 clusters Score: Raw -3107358.714393 + Penalty 3296.633672 = -3104062.080721 nChanged 39 SP:Iteration 137Q (1664.320139 sec): 3 clusters Score: Raw -3107366.673884 + Penalty 3296.633672 = -3104070.040212 nChanged 31 SP:Iteration 138Q (1664.412275 sec): 3 clusters Score: Raw -3107371.551340 + Penalty 3296.633672 = -3104074.917668 nChanged 26 SP:Iteration 139Q (1664.490306 sec): 3 clusters Score: Raw -3107375.993496 + Penalty 3296.633672 = -3104079.359824 nChanged 19 SP:Iteration 140F (1664.579628 sec): 3 clusters Score: Raw -3107378.909169 + Penalty 3296.633672 = -3104082.275498 nChanged 18 SP:Iteration 141Q (1664.659790 sec): 3 clusters Score: Raw -3107381.428825 + Penalty 3296.633672 = -3104084.795153 nChanged 13 SP:Iteration 142Q (1664.753474 sec): 3 clusters Score: Raw -3107383.155626 + Penalty 3296.633672 = -3104086.521954 nChanged 8 SP:Iteration 143Q (1664.836691 sec): 3 clusters Score: Raw -3107384.135161 + Penalty 3296.633672 = -3104087.501490 nChanged 8 SP:Iteration 144Q (1664.912888 sec): 3 clusters Score: Raw -3107385.471696 + Penalty 3296.633672 = -3104088.838024 nChanged 8 SP:Iteration 145Q (1665.005557 sec): 3 clusters Score: Raw -3107386.685836 + Penalty 3296.633672 = -3104090.052164 nChanged 10 SP:Iteration 146Q (1665.087469 sec): 3 clusters Score: Raw -3107387.985364 + Penalty 3296.633672 = -3104091.351692 nChanged 11 SP:Iteration 147Q (1665.167036 sec): 3 clusters Score: Raw -3107389.429090 + Penalty 3296.633672 = -3104092.795418 nChanged 9 SP:Iteration 148Q (1665.254770 sec): 3 clusters Score: Raw -3107390.419564 + Penalty 3296.633672 = -3104093.785893 nChanged 6 SP:Iteration 149Q (1665.343470 sec): 3 clusters Score: Raw -3107391.051588 + Penalty 3296.633672 = -3104094.417916 nChanged 3 SP:Iteration 150Q (1665.428289 sec): 3 clusters Score: Raw -3107391.528402 + Penalty 3296.633672 = -3104094.894730 nChanged 4 SP:Iteration 151Q (1665.511630 sec): 3 clusters Score: Raw -3107391.991717 + Penalty 3296.633672 = -3104095.358046 nChanged 4 SP:Iteration 152Q (1665.584788 sec): 3 clusters Score: Raw -3107392.441119 + Penalty 3296.633672 = -3104095.807447 nChanged 5 SP:Iteration 153Q (1665.669457 sec): 3 clusters Score: Raw -3107393.130654 + Penalty 3296.633672 = -3104096.496982 nChanged 9 SP:Iteration 154Q (1665.757854 sec): 3 clusters Score: Raw -3107394.921772 + Penalty 3296.633672 = -3104098.288100 nChanged 11 SP:Iteration 155Q (1665.843846 sec): 3 clusters Score: Raw -3107396.908962 + Penalty 3296.633672 = -3104100.275290 nChanged 14 SP:Iteration 156Q (1665.913093 sec): 3 clusters Score: Raw -3107399.590772 + Penalty 3296.633672 = -3104102.957100 nChanged 16 SP:Iteration 157Q (1665.991054 sec): 3 clusters Score: Raw -3107402.260427 + Penalty 3296.633672 = -3104105.626755 nChanged 13 SP:Iteration 158Q (1666.071245 sec): 3 clusters Score: Raw -3107403.981502 + Penalty 3296.633672 = -3104107.347830 nChanged 12 SP:Iteration 159Q (1666.156870 sec): 3 clusters Score: Raw -3107406.238528 + Penalty 3296.633672 = -3104109.604856 nChanged 15 SP:Iteration 160F (1666.242383 sec): 3 clusters Score: Raw -3107408.793073 + Penalty 3296.633672 = -3104112.159402 nChanged 15 SP:Iteration 161Q (1666.331148 sec): 3 clusters Score: Raw -3107411.119580 + Penalty 3296.633672 = -3104114.485908 nChanged 18 SP:Iteration 162Q (1666.415118 sec): 3 clusters Score: Raw -3107413.413537 + Penalty 3296.633672 = -3104116.779865 nChanged 12 SP:Iteration 163Q (1666.496570 sec): 3 clusters Score: Raw -3107415.153857 + Penalty 3296.633672 = -3104118.520186 nChanged 14 SP:Iteration 164Q (1666.583062 sec): 3 clusters Score: Raw -3107418.070926 + Penalty 3296.633672 = -3104121.437254 nChanged 13 SP:Iteration 165Q (1666.645471 sec): 3 clusters Score: Raw -3107419.761980 + Penalty 3296.633672 = -3104123.128309 nChanged 7 SP:Iteration 166Q (1666.730344 sec): 3 clusters Score: Raw -3107420.785150 + Penalty 3296.633672 = -3104124.151478 nChanged 7 SP:Iteration 167Q (1666.815061 sec): 3 clusters Score: Raw -3107421.797671 + Penalty 3296.633672 = -3104125.163999 nChanged 9 SP:Iteration 168Q (1666.898120 sec): 3 clusters Score: Raw -3107423.241821 + Penalty 3296.633672 = -3104126.608149 nChanged 6 SP:Iteration 169Q (1666.984568 sec): 3 clusters Score: Raw -3107424.717614 + Penalty 3296.633672 = -3104128.083942 nChanged 6 SP:Iteration 170Q (1667.068574 sec): 3 clusters Score: Raw -3107425.785646 + Penalty 3296.633672 = -3104129.151975 nChanged 7 SP:Iteration 171Q (1667.149434 sec): 3 clusters Score: Raw -3107426.515299 + Penalty 3296.633672 = -3104129.881628 nChanged 5 SP:Iteration 172Q (1667.234944 sec): 3 clusters Score: Raw -3107427.783588 + Penalty 3296.633672 = -3104131.149916 nChanged 7 SP:Iteration 173Q (1667.315154 sec): 3 clusters Score: Raw -3107429.505720 + Penalty 3296.633672 = -3104132.872048 nChanged 8 SP:Iteration 174Q (1667.403995 sec): 3 clusters Score: Raw -3107430.811286 + Penalty 3296.633672 = -3104134.177614 nChanged 7 SP:Iteration 175Q (1667.490844 sec): 3 clusters Score: Raw -3107431.798221 + Penalty 3296.633672 = -3104135.164549 nChanged 8 SP:Iteration 176Q (1667.572638 sec): 3 clusters Score: Raw -3107433.022346 + Penalty 3296.633672 = -3104136.388674 nChanged 0 SP:Iteration 177F (1667.665644 sec): 3 clusters Score: Raw -3107433.022346 + Penalty 3296.633672 = -3104136.388674 nChanged 0 Trying to split cluster 16 (5987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1667.698887 sec): 2 clusters Score: Raw -717686.731592 + Penalty 1413.318681 = -716273.412911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1667.758286 sec): 3 clusters Score: Raw -714500.654106 + Penalty 2826.637363 = -711674.016744 nChanged 2442 SP:Iteration 1F (1667.811627 sec): 3 clusters Score: Raw -715817.149773 + Penalty 2826.637363 = -712990.512410 nChanged 430 SP:Iteration 2F (1667.863536 sec): 3 clusters Score: Raw -716126.579568 + Penalty 2826.637363 = -713299.942206 nChanged 381 SP:Iteration 3F (1667.931641 sec): 3 clusters Score: Raw -716401.733434 + Penalty 2826.637363 = -713575.096071 nChanged 353 SP:Iteration 4F (1667.985110 sec): 3 clusters Score: Raw -716616.342246 + Penalty 2826.637363 = -713789.704883 nChanged 270 SP:Iteration 5Q (1668.034569 sec): 3 clusters Score: Raw -716768.243080 + Penalty 2826.637363 = -713941.605718 nChanged 245 SP:Iteration 6Q (1668.087914 sec): 3 clusters Score: Raw -716905.329894 + Penalty 2826.637363 = -714078.692531 nChanged 220 SP:Iteration 7Q (1668.151713 sec): 3 clusters Score: Raw -717028.648593 + Penalty 2826.637363 = -714202.011230 nChanged 194 SP:Iteration 8Q (1668.200725 sec): 3 clusters Score: Raw -717133.815299 + Penalty 2826.637363 = -714307.177936 nChanged 167 SP:Iteration 9Q (1668.255239 sec): 3 clusters Score: Raw -717234.167521 + Penalty 2826.637363 = -714407.530158 nChanged 162 SP:Iteration 10Q (1668.314781 sec): 3 clusters Score: Raw -717326.289182 + Penalty 2826.637363 = -714499.651820 nChanged 126 SP:Iteration 11Q (1668.357613 sec): 3 clusters Score: Raw -717393.638456 + Penalty 2826.637363 = -714567.001094 nChanged 115 SP:Iteration 12Q (1668.411605 sec): 3 clusters Score: Raw -717453.408410 + Penalty 2826.637363 = -714626.771047 nChanged 106 SP:Iteration 13Q (1668.461930 sec): 3 clusters Score: Raw -717512.143174 + Penalty 2826.637363 = -714685.505812 nChanged 98 SP:Iteration 14Q (1668.507805 sec): 3 clusters Score: Raw -717573.350899 + Penalty 2826.637363 = -714746.713537 nChanged 90 SP:Iteration 15Q (1668.567169 sec): 3 clusters Score: Raw -717631.426131 + Penalty 2826.637363 = -714804.788768 nChanged 77 SP:Iteration 16Q (1668.613762 sec): 3 clusters Score: Raw -717682.919794 + Penalty 2826.637363 = -714856.282431 nChanged 68 SP:Iteration 17Q (1668.659039 sec): 3 clusters Score: Raw -717726.834639 + Penalty 2826.637363 = -714900.197276 nChanged 52 SP:Iteration 18Q (1668.704764 sec): 3 clusters Score: Raw -717754.087233 + Penalty 2826.637363 = -714927.449870 nChanged 32 SP:Iteration 19Q (1668.764710 sec): 3 clusters Score: Raw -717766.769272 + Penalty 2826.637363 = -714940.131909 nChanged 27 SP:Iteration 20F (1668.818329 sec): 3 clusters Score: Raw -717779.489246 + Penalty 2826.637363 = -714952.851883 nChanged 28 SP:Iteration 21Q (1668.859185 sec): 3 clusters Score: Raw -717795.571094 + Penalty 2826.637363 = -714968.933731 nChanged 32 SP:Iteration 22Q (1668.918326 sec): 3 clusters Score: Raw -717813.762329 + Penalty 2826.637363 = -714987.124966 nChanged 32 SP:Iteration 23Q (1668.975860 sec): 3 clusters Score: Raw -717836.211135 + Penalty 2826.637363 = -715009.573773 nChanged 38 SP:Iteration 24Q (1669.028905 sec): 3 clusters Score: Raw -717855.317642 + Penalty 2826.637363 = -715028.680279 nChanged 23 SP:Iteration 25Q (1669.090353 sec): 3 clusters Score: Raw -717869.663948 + Penalty 2826.637363 = -715043.026586 nChanged 28 SP:Iteration 26Q (1669.150082 sec): 3 clusters Score: Raw -717891.141983 + Penalty 2826.637363 = -715064.504620 nChanged 28 SP:Iteration 27Q (1669.201724 sec): 3 clusters Score: Raw -717906.285195 + Penalty 2826.637363 = -715079.647832 nChanged 17 SP:Iteration 28Q (1669.247429 sec): 3 clusters Score: Raw -717915.750149 + Penalty 2826.637363 = -715089.112787 nChanged 15 SP:Iteration 29Q (1669.308920 sec): 3 clusters Score: Raw -717925.410548 + Penalty 2826.637363 = -715098.773185 nChanged 11 SP:Iteration 30Q (1669.368278 sec): 3 clusters Score: Raw -717931.424384 + Penalty 2826.637363 = -715104.787021 nChanged 15 SP:Iteration 31Q (1669.422016 sec): 3 clusters Score: Raw -717940.061123 + Penalty 2826.637363 = -715113.423760 nChanged 16 SP:Iteration 32Q (1669.471324 sec): 3 clusters Score: Raw -717948.104184 + Penalty 2826.637363 = -715121.466821 nChanged 10 SP:Iteration 33Q (1669.529481 sec): 3 clusters Score: Raw -717954.647654 + Penalty 2826.637363 = -715128.010292 nChanged 11 SP:Iteration 34Q (1669.586752 sec): 3 clusters Score: Raw -717961.627863 + Penalty 2826.637363 = -715134.990501 nChanged 8 SP:Iteration 35Q (1669.646374 sec): 3 clusters Score: Raw -717964.751115 + Penalty 2826.637363 = -715138.113752 nChanged 6 SP:Iteration 36Q (1669.715967 sec): 3 clusters Score: Raw -717968.202175 + Penalty 2826.637363 = -715141.564812 nChanged 3 SP:Iteration 37Q (1669.760511 sec): 3 clusters Score: Raw -717970.054312 + Penalty 2826.637363 = -715143.416950 nChanged 4 SP:Iteration 38Q (1669.822948 sec): 3 clusters Score: Raw -717972.538183 + Penalty 2826.637363 = -715145.900820 nChanged 5 SP:Iteration 39Q (1669.875435 sec): 3 clusters Score: Raw -717975.948851 + Penalty 2826.637363 = -715149.311489 nChanged 5 SP:Iteration 40F (1669.941735 sec): 3 clusters Score: Raw -717978.389544 + Penalty 2826.637363 = -715151.752182 nChanged 3 SP:Iteration 41Q (1669.997849 sec): 3 clusters Score: Raw -717980.376999 + Penalty 2826.637363 = -715153.739637 nChanged 4 SP:Iteration 42Q (1670.052395 sec): 3 clusters Score: Raw -717982.565281 + Penalty 2826.637363 = -715155.927919 nChanged 3 SP:Iteration 43Q (1670.105821 sec): 3 clusters Score: Raw -717983.940351 + Penalty 2826.637363 = -715157.302989 nChanged 4 SP:Iteration 44Q (1670.155625 sec): 3 clusters Score: Raw -717986.137038 + Penalty 2826.637363 = -715159.499675 nChanged 6 SP:Iteration 45Q (1670.197884 sec): 3 clusters Score: Raw -717987.989821 + Penalty 2826.637363 = -715161.352458 nChanged 5 SP:Iteration 46Q (1670.259462 sec): 3 clusters Score: Raw -717990.380146 + Penalty 2826.637363 = -715163.742783 nChanged 2 SP:Iteration 47Q (1670.321806 sec): 3 clusters Score: Raw -717991.169028 + Penalty 2826.637363 = -715164.531665 nChanged 2 SP:Iteration 48Q (1670.367197 sec): 3 clusters Score: Raw -717992.194234 + Penalty 2826.637363 = -715165.556872 nChanged 1 SP:Iteration 49Q (1670.421865 sec): 3 clusters Score: Raw -717992.825985 + Penalty 2826.637363 = -715166.188622 nChanged 1 SP:Iteration 50Q (1670.483449 sec): 3 clusters Score: Raw -717993.115187 + Penalty 2826.637363 = -715166.477824 nChanged 0 SP:Iteration 51F (1670.537696 sec): 3 clusters Score: Raw -717993.115187 + Penalty 2826.637363 = -715166.477824 nChanged 0 Trying to split cluster 17 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1670.565583 sec): 2 clusters Score: Raw -107455.190516 + Penalty 1118.729081 = -106336.461435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1670.608929 sec): 3 clusters Score: Raw -107172.310528 + Penalty 2237.458162 = -104934.852366 nChanged 269 SP:Iteration 1F (1670.638265 sec): 3 clusters Score: Raw -107448.682145 + Penalty 2237.458162 = -105211.223983 nChanged 66 SP:Iteration 2F (1670.681371 sec): 3 clusters Score: Raw -107524.213941 + Penalty 2237.458162 = -105286.755779 nChanged 38 SP:Iteration 3Q (1670.728024 sec): 3 clusters Score: Raw -107563.811714 + Penalty 2237.458162 = -105326.353552 nChanged 24 SP:Iteration 4Q (1670.773156 sec): 3 clusters Score: Raw -107590.897899 + Penalty 2237.458162 = -105353.439737 nChanged 26 SP:Iteration 5Q (1670.818837 sec): 3 clusters Score: Raw -107617.955811 + Penalty 2237.458162 = -105380.497649 nChanged 19 SP:Iteration 6Q (1670.857583 sec): 3 clusters Score: Raw -107641.855867 + Penalty 2237.458162 = -105404.397705 nChanged 18 SP:Iteration 7Q (1670.901521 sec): 3 clusters Score: Raw -107662.496110 + Penalty 2237.458162 = -105425.037948 nChanged 12 SP:Iteration 8Q (1670.945964 sec): 3 clusters Score: Raw -107680.729023 + Penalty 2237.458162 = -105443.270861 nChanged 20 SP:Iteration 9Q (1670.988293 sec): 3 clusters Score: Raw -107710.311113 + Penalty 2237.458162 = -105472.852951 nChanged 23 SP:Iteration 10Q (1671.031318 sec): 3 clusters Score: Raw -107757.505956 + Penalty 2237.458162 = -105520.047794 nChanged 24 SP:Iteration 11Q (1671.078382 sec): 3 clusters Score: Raw -107803.452443 + Penalty 2237.458162 = -105565.994281 nChanged 31 SP:Iteration 12Q (1671.127620 sec): 3 clusters Score: Raw -107848.569878 + Penalty 2237.458162 = -105611.111716 nChanged 16 SP:Iteration 13Q (1671.166594 sec): 3 clusters Score: Raw -107874.183315 + Penalty 2237.458162 = -105636.725153 nChanged 21 SP:Iteration 14Q (1671.207560 sec): 3 clusters Score: Raw -107906.494442 + Penalty 2237.458162 = -105669.036280 nChanged 17 SP:Iteration 15Q (1671.252540 sec): 3 clusters Score: Raw -107924.541099 + Penalty 2237.458162 = -105687.082937 nChanged 17 SP:Iteration 16Q (1671.296210 sec): 3 clusters Score: Raw -107939.385482 + Penalty 2237.458162 = -105701.927320 nChanged 6 SP:Iteration 17Q (1671.351075 sec): 3 clusters Score: Raw -107942.917119 + Penalty 2237.458162 = -105705.458957 nChanged 1 SP:Iteration 18Q (1671.398465 sec): 3 clusters Score: Raw -107943.615765 + Penalty 2237.458162 = -105706.157603 nChanged 1 SP:Iteration 19Q (1671.448544 sec): 3 clusters Score: Raw -107944.821628 + Penalty 2237.458162 = -105707.363466 nChanged 2 SP:Iteration 20F (1671.489759 sec): 3 clusters Score: Raw -107952.490042 + Penalty 2237.458162 = -105715.031880 nChanged 3 SP:Iteration 21Q (1671.544442 sec): 3 clusters Score: Raw -107958.297381 + Penalty 2237.458162 = -105720.839219 nChanged 2 SP:Iteration 22Q (1671.593302 sec): 3 clusters Score: Raw -107959.611565 + Penalty 2237.458162 = -105722.153403 nChanged 5 SP:Iteration 23Q (1671.645706 sec): 3 clusters Score: Raw -107962.969342 + Penalty 2237.458162 = -105725.511180 nChanged 4 SP:Iteration 24Q (1671.686767 sec): 3 clusters Score: Raw -107966.751210 + Penalty 2237.458162 = -105729.293048 nChanged 3 SP:Iteration 25Q (1671.722784 sec): 3 clusters Score: Raw -107973.441458 + Penalty 2237.458162 = -105735.983296 nChanged 6 SP:Iteration 26Q (1671.766876 sec): 3 clusters Score: Raw -107981.082576 + Penalty 2237.458162 = -105743.624414 nChanged 8 SP:Iteration 27Q (1671.823742 sec): 3 clusters Score: Raw -107990.505741 + Penalty 2237.458162 = -105753.047579 nChanged 9 SP:Iteration 28Q (1671.865183 sec): 3 clusters Score: Raw -107999.125838 + Penalty 2237.458162 = -105761.667676 nChanged 4 SP:Iteration 29Q (1671.916536 sec): 3 clusters Score: Raw -108001.795584 + Penalty 2237.458162 = -105764.337422 nChanged 0 SP:Iteration 30F (1671.961362 sec): 3 clusters Score: Raw -108001.795584 + Penalty 2237.458162 = -105764.337422 nChanged 0 Trying to split cluster 18 (4654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1671.993538 sec): 2 clusters Score: Raw -479047.746207 + Penalty 1372.390881 = -477675.355326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1672.055375 sec): 3 clusters Score: Raw -476735.894872 + Penalty 2744.781762 = -473991.113111 nChanged 1807 SP:Iteration 1F (1672.112361 sec): 3 clusters Score: Raw -477742.862323 + Penalty 2744.781762 = -474998.080562 nChanged 373 SP:Iteration 2F (1672.171095 sec): 3 clusters Score: Raw -477945.515591 + Penalty 2744.781762 = -475200.733829 nChanged 249 SP:Iteration 3F (1672.222945 sec): 3 clusters Score: Raw -478084.049350 + Penalty 2744.781762 = -475339.267588 nChanged 194 SP:Iteration 4Q (1672.274010 sec): 3 clusters Score: Raw -478186.614607 + Penalty 2744.781762 = -475441.832846 nChanged 167 SP:Iteration 5Q (1672.343663 sec): 3 clusters Score: Raw -478269.914746 + Penalty 2744.781762 = -475525.132984 nChanged 153 SP:Iteration 6Q (1672.399625 sec): 3 clusters Score: Raw -478351.955144 + Penalty 2744.781762 = -475607.173382 nChanged 157 SP:Iteration 7Q (1672.441569 sec): 3 clusters Score: Raw -478448.113892 + Penalty 2744.781762 = -475703.332130 nChanged 179 SP:Iteration 8Q (1672.490858 sec): 3 clusters Score: Raw -478564.892446 + Penalty 2744.781762 = -475820.110684 nChanged 172 SP:Iteration 9Q (1672.546388 sec): 3 clusters Score: Raw -478665.226314 + Penalty 2744.781762 = -475920.444552 nChanged 178 SP:Iteration 10Q (1672.607872 sec): 3 clusters Score: Raw -478771.529073 + Penalty 2744.781762 = -476026.747312 nChanged 181 SP:Iteration 11Q (1672.658481 sec): 3 clusters Score: Raw -478890.677508 + Penalty 2744.781762 = -476145.895746 nChanged 190 SP:Iteration 12Q (1672.702648 sec): 3 clusters Score: Raw -479012.384053 + Penalty 2744.781762 = -476267.602292 nChanged 181 SP:Iteration 13Q (1672.749430 sec): 3 clusters Score: Raw -479144.308784 + Penalty 2744.781762 = -476399.527022 nChanged 187 SP:Iteration 14Q (1672.801652 sec): 3 clusters Score: Raw -479288.583085 + Penalty 2744.781762 = -476543.801323 nChanged 186 SP:Iteration 15Q (1672.857158 sec): 3 clusters Score: Raw -479441.438074 + Penalty 2744.781762 = -476696.656312 nChanged 161 SP:Iteration 16Q (1672.908895 sec): 3 clusters Score: Raw -479557.062533 + Penalty 2744.781762 = -476812.280771 nChanged 128 SP:Iteration 17Q (1672.956547 sec): 3 clusters Score: Raw -479644.623743 + Penalty 2744.781762 = -476899.841981 nChanged 110 SP:Iteration 18Q (1673.010078 sec): 3 clusters Score: Raw -479728.903886 + Penalty 2744.781762 = -476984.122124 nChanged 86 SP:Iteration 19Q (1673.052869 sec): 3 clusters Score: Raw -479781.691136 + Penalty 2744.781762 = -477036.909374 nChanged 54 SP:Iteration 20F (1673.110792 sec): 3 clusters Score: Raw -479819.105747 + Penalty 2744.781762 = -477074.323985 nChanged 49 SP:Iteration 21Q (1673.152990 sec): 3 clusters Score: Raw -479860.617689 + Penalty 2744.781762 = -477115.835927 nChanged 35 SP:Iteration 22Q (1673.203775 sec): 3 clusters Score: Raw -479883.348933 + Penalty 2744.781762 = -477138.567171 nChanged 23 SP:Iteration 23Q (1673.255665 sec): 3 clusters Score: Raw -479897.668033 + Penalty 2744.781762 = -477152.886271 nChanged 20 SP:Iteration 24Q (1673.301834 sec): 3 clusters Score: Raw -479909.313754 + Penalty 2744.781762 = -477164.531992 nChanged 11 SP:Iteration 25Q (1673.353893 sec): 3 clusters Score: Raw -479913.972346 + Penalty 2744.781762 = -477169.190584 nChanged 5 SP:Iteration 26Q (1673.412977 sec): 3 clusters Score: Raw -479915.686189 + Penalty 2744.781762 = -477170.904427 nChanged 4 SP:Iteration 27Q (1673.473138 sec): 3 clusters Score: Raw -479917.536883 + Penalty 2744.781762 = -477172.755121 nChanged 2 SP:Iteration 28Q (1673.530352 sec): 3 clusters Score: Raw -479917.942698 + Penalty 2744.781762 = -477173.160936 nChanged 0 SP:Iteration 29F (1673.577301 sec): 3 clusters Score: Raw -479917.942698 + Penalty 2744.781762 = -477173.160936 nChanged 0 Trying to split cluster 19 (26847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1673.654225 sec): 2 clusters Score: Raw -3163074.390242 + Penalty 1657.160271 = -3161417.229971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1673.747486 sec): 3 clusters Score: Raw -3146634.968770 + Penalty 3314.320543 = -3143320.648228 nChanged 12197 SP:Iteration 1F (1673.838762 sec): 3 clusters Score: Raw -3153406.359769 + Penalty 3314.320543 = -3150092.039226 nChanged 1269 SP:Iteration 2Q (1673.925365 sec): 3 clusters Score: Raw -3153860.578290 + Penalty 3314.320543 = -3150546.257748 nChanged 1251 SP:Iteration 3Q (1674.014914 sec): 3 clusters Score: Raw -3154351.471222 + Penalty 3314.320543 = -3151037.150679 nChanged 1252 SP:Iteration 4Q (1674.111105 sec): 3 clusters Score: Raw -3154933.741265 + Penalty 3314.320543 = -3151619.420723 nChanged 1292 SP:Iteration 5Q (1674.200191 sec): 3 clusters Score: Raw -3155648.187096 + Penalty 3314.320543 = -3152333.866553 nChanged 1457 SP:Iteration 6F (1674.289220 sec): 3 clusters Score: Raw -3156537.631548 + Penalty 3314.320543 = -3153223.311006 nChanged 1586 SP:Iteration 7F (1674.380406 sec): 3 clusters Score: Raw -3157597.717216 + Penalty 3314.320543 = -3154283.396674 nChanged 1585 SP:Iteration 8F (1674.473714 sec): 3 clusters Score: Raw -3158701.666313 + Penalty 3314.320543 = -3155387.345771 nChanged 1479 SP:Iteration 9F (1674.556159 sec): 3 clusters Score: Raw -3159636.861034 + Penalty 3314.320543 = -3156322.540491 nChanged 1164 SP:Iteration 10Q (1674.655816 sec): 3 clusters Score: Raw -3160218.275305 + Penalty 3314.320543 = -3156903.954762 nChanged 870 SP:Iteration 11Q (1674.751097 sec): 3 clusters Score: Raw -3160545.858107 + Penalty 3314.320543 = -3157231.537565 nChanged 579 SP:Iteration 12Q (1674.847143 sec): 3 clusters Score: Raw -3160728.983563 + Penalty 3314.320543 = -3157414.663020 nChanged 454 SP:Iteration 13Q (1674.926956 sec): 3 clusters Score: Raw -3160859.498090 + Penalty 3314.320543 = -3157545.177547 nChanged 331 SP:Iteration 14Q (1675.011615 sec): 3 clusters Score: Raw -3160937.357410 + Penalty 3314.320543 = -3157623.036867 nChanged 272 SP:Iteration 15Q (1675.106889 sec): 3 clusters Score: Raw -3160990.959626 + Penalty 3314.320543 = -3157676.639083 nChanged 226 SP:Iteration 16Q (1675.207892 sec): 3 clusters Score: Raw -3161038.943964 + Penalty 3314.320543 = -3157724.623422 nChanged 222 SP:Iteration 17Q (1675.294853 sec): 3 clusters Score: Raw -3161083.082951 + Penalty 3314.320543 = -3157768.762409 nChanged 217 SP:Iteration 18Q (1675.391079 sec): 3 clusters Score: Raw -3161136.906660 + Penalty 3314.320543 = -3157822.586118 nChanged 254 SP:Iteration 19Q (1675.489405 sec): 3 clusters Score: Raw -3161200.669016 + Penalty 3314.320543 = -3157886.348473 nChanged 258 SP:Iteration 20F (1675.574409 sec): 3 clusters Score: Raw -3161276.051665 + Penalty 3314.320543 = -3157961.731122 nChanged 279 SP:Iteration 21Q (1675.665226 sec): 3 clusters Score: Raw -3161356.295380 + Penalty 3314.320543 = -3158041.974838 nChanged 278 SP:Iteration 22Q (1675.766302 sec): 3 clusters Score: Raw -3161438.954810 + Penalty 3314.320543 = -3158124.634267 nChanged 280 SP:Iteration 23Q (1675.857518 sec): 3 clusters Score: Raw -3161525.508701 + Penalty 3314.320543 = -3158211.188158 nChanged 310 SP:Iteration 24Q (1675.947993 sec): 3 clusters Score: Raw -3161628.942902 + Penalty 3314.320543 = -3158314.622359 nChanged 334 SP:Iteration 25Q (1676.035792 sec): 3 clusters Score: Raw -3161749.618088 + Penalty 3314.320543 = -3158435.297545 nChanged 359 SP:Iteration 26Q (1676.126099 sec): 3 clusters Score: Raw -3161890.308090 + Penalty 3314.320543 = -3158575.987547 nChanged 340 SP:Iteration 27Q (1676.220719 sec): 3 clusters Score: Raw -3162023.792391 + Penalty 3314.320543 = -3158709.471848 nChanged 315 SP:Iteration 28Q (1676.323766 sec): 3 clusters Score: Raw -3162148.386427 + Penalty 3314.320543 = -3158834.065884 nChanged 306 SP:Iteration 29Q (1676.418515 sec): 3 clusters Score: Raw -3162266.852155 + Penalty 3314.320543 = -3158952.531612 nChanged 280 SP:Iteration 30Q (1676.515752 sec): 3 clusters Score: Raw -3162377.442530 + Penalty 3314.320543 = -3159063.121988 nChanged 287 SP:Iteration 31Q (1676.597720 sec): 3 clusters Score: Raw -3162485.867740 + Penalty 3314.320543 = -3159171.547197 nChanged 276 SP:Iteration 32Q (1676.696005 sec): 3 clusters Score: Raw -3162580.788733 + Penalty 3314.320543 = -3159266.468190 nChanged 267 SP:Iteration 33Q (1676.786842 sec): 3 clusters Score: Raw -3162676.282083 + Penalty 3314.320543 = -3159361.961541 nChanged 255 SP:Iteration 34Q (1676.876942 sec): 3 clusters Score: Raw -3162767.019466 + Penalty 3314.320543 = -3159452.698924 nChanged 238 SP:Iteration 35Q (1676.952397 sec): 3 clusters Score: Raw -3162838.215832 + Penalty 3314.320543 = -3159523.895289 nChanged 199 SP:Iteration 36Q (1677.040393 sec): 3 clusters Score: Raw -3162888.069019 + Penalty 3314.320543 = -3159573.748477 nChanged 168 SP:Iteration 37Q (1677.129912 sec): 3 clusters Score: Raw -3162927.110933 + Penalty 3314.320543 = -3159612.790391 nChanged 147 SP:Iteration 38Q (1677.216124 sec): 3 clusters Score: Raw -3162959.206577 + Penalty 3314.320543 = -3159644.886035 nChanged 125 SP:Iteration 39Q (1677.293418 sec): 3 clusters Score: Raw -3162984.752901 + Penalty 3314.320543 = -3159670.432358 nChanged 119 SP:Iteration 40F (1677.389602 sec): 3 clusters Score: Raw -3163014.774009 + Penalty 3314.320543 = -3159700.453466 nChanged 120 SP:Iteration 41Q (1677.476457 sec): 3 clusters Score: Raw -3163038.938523 + Penalty 3314.320543 = -3159724.617980 nChanged 98 SP:Iteration 42Q (1677.554637 sec): 3 clusters Score: Raw -3163055.477301 + Penalty 3314.320543 = -3159741.156758 nChanged 90 SP:Iteration 43Q (1677.646752 sec): 3 clusters Score: Raw -3163071.160304 + Penalty 3314.320543 = -3159756.839761 nChanged 89 SP:Iteration 44Q (1677.739612 sec): 3 clusters Score: Raw -3163086.142121 + Penalty 3314.320543 = -3159771.821578 nChanged 91 SP:Iteration 45Q (1677.826128 sec): 3 clusters Score: Raw -3163101.358072 + Penalty 3314.320543 = -3159787.037529 nChanged 86 SP:Iteration 46Q (1677.922231 sec): 3 clusters Score: Raw -3163115.888269 + Penalty 3314.320543 = -3159801.567727 nChanged 95 SP:Iteration 47Q (1678.015266 sec): 3 clusters Score: Raw -3163129.332722 + Penalty 3314.320543 = -3159815.012179 nChanged 69 SP:Iteration 48Q (1678.097714 sec): 3 clusters Score: Raw -3163138.216896 + Penalty 3314.320543 = -3159823.896353 nChanged 67 SP:Iteration 49Q (1678.192849 sec): 3 clusters Score: Raw -3163145.678986 + Penalty 3314.320543 = -3159831.358444 nChanged 43 SP:Iteration 50Q (1678.270264 sec): 3 clusters Score: Raw -3163150.475097 + Penalty 3314.320543 = -3159836.154555 nChanged 43 SP:Iteration 51Q (1678.368003 sec): 3 clusters Score: Raw -3163155.450352 + Penalty 3314.320543 = -3159841.129809 nChanged 40 SP:Iteration 52Q (1678.459534 sec): 3 clusters Score: Raw -3163160.328367 + Penalty 3314.320543 = -3159846.007824 nChanged 45 SP:Iteration 53Q (1678.541318 sec): 3 clusters Score: Raw -3163165.779237 + Penalty 3314.320543 = -3159851.458694 nChanged 42 SP:Iteration 54Q (1678.633696 sec): 3 clusters Score: Raw -3163170.339849 + Penalty 3314.320543 = -3159856.019306 nChanged 25 SP:Iteration 55Q (1678.718625 sec): 3 clusters Score: Raw -3163172.430836 + Penalty 3314.320543 = -3159858.110294 nChanged 24 SP:Iteration 56Q (1678.809272 sec): 3 clusters Score: Raw -3163174.532411 + Penalty 3314.320543 = -3159860.211868 nChanged 21 SP:Iteration 57Q (1678.901343 sec): 3 clusters Score: Raw -3163176.009926 + Penalty 3314.320543 = -3159861.689383 nChanged 16 SP:Iteration 58Q (1678.984766 sec): 3 clusters Score: Raw -3163177.049266 + Penalty 3314.320543 = -3159862.728724 nChanged 12 SP:Iteration 59Q (1679.062341 sec): 3 clusters Score: Raw -3163177.847576 + Penalty 3314.320543 = -3159863.527033 nChanged 13 SP:Iteration 60F (1679.162038 sec): 3 clusters Score: Raw -3163178.604304 + Penalty 3314.320543 = -3159864.283762 nChanged 9 SP:Iteration 61Q (1679.237449 sec): 3 clusters Score: Raw -3163179.248134 + Penalty 3314.320543 = -3159864.927591 nChanged 12 SP:Iteration 62Q (1679.319222 sec): 3 clusters Score: Raw -3163180.195323 + Penalty 3314.320543 = -3159865.874780 nChanged 13 SP:Iteration 63Q (1679.399275 sec): 3 clusters Score: Raw -3163181.332845 + Penalty 3314.320543 = -3159867.012303 nChanged 12 SP:Iteration 64Q (1679.483957 sec): 3 clusters Score: Raw -3163182.070059 + Penalty 3314.320543 = -3159867.749516 nChanged 8 SP:Iteration 65Q (1679.565619 sec): 3 clusters Score: Raw -3163182.472028 + Penalty 3314.320543 = -3159868.151485 nChanged 5 SP:Iteration 66Q (1679.659334 sec): 3 clusters Score: Raw -3163182.796909 + Penalty 3314.320543 = -3159868.476366 nChanged 4 SP:Iteration 67Q (1679.747543 sec): 3 clusters Score: Raw -3163183.129131 + Penalty 3314.320543 = -3159868.808589 nChanged 8 SP:Iteration 68Q (1679.841856 sec): 3 clusters Score: Raw -3163183.774001 + Penalty 3314.320543 = -3159869.453458 nChanged 9 SP:Iteration 69Q (1679.935987 sec): 3 clusters Score: Raw -3163184.333183 + Penalty 3314.320543 = -3159870.012640 nChanged 10 SP:Iteration 70Q (1680.025858 sec): 3 clusters Score: Raw -3163184.981864 + Penalty 3314.320543 = -3159870.661321 nChanged 13 SP:Iteration 71Q (1680.116015 sec): 3 clusters Score: Raw -3163185.679053 + Penalty 3314.320543 = -3159871.358510 nChanged 10 SP:Iteration 72Q (1680.209941 sec): 3 clusters Score: Raw -3163186.306380 + Penalty 3314.320543 = -3159871.985837 nChanged 8 SP:Iteration 73Q (1680.297038 sec): 3 clusters Score: Raw -3163186.811864 + Penalty 3314.320543 = -3159872.491321 nChanged 8 SP:Iteration 74Q (1680.393138 sec): 3 clusters Score: Raw -3163187.328781 + Penalty 3314.320543 = -3159873.008239 nChanged 9 SP:Iteration 75Q (1680.486218 sec): 3 clusters Score: Raw -3163187.861421 + Penalty 3314.320543 = -3159873.540878 nChanged 11 SP:Iteration 76Q (1680.568323 sec): 3 clusters Score: Raw -3163188.665715 + Penalty 3314.320543 = -3159874.345173 nChanged 12 SP:Iteration 77Q (1680.660574 sec): 3 clusters Score: Raw -3163189.553885 + Penalty 3314.320543 = -3159875.233343 nChanged 9 SP:Iteration 78Q (1680.753146 sec): 3 clusters Score: Raw -3163189.969317 + Penalty 3314.320543 = -3159875.648774 nChanged 4 SP:Iteration 79Q (1680.847565 sec): 3 clusters Score: Raw -3163190.261039 + Penalty 3314.320543 = -3159875.940497 nChanged 7 SP:Iteration 80F (1680.937640 sec): 3 clusters Score: Raw -3163190.857413 + Penalty 3314.320543 = -3159876.536870 nChanged 5 SP:Iteration 81Q (1681.028167 sec): 3 clusters Score: Raw -3163191.341684 + Penalty 3314.320543 = -3159877.021141 nChanged 10 SP:Iteration 82Q (1681.109078 sec): 3 clusters Score: Raw -3163192.355589 + Penalty 3314.320543 = -3159878.035046 nChanged 17 SP:Iteration 83Q (1681.198255 sec): 3 clusters Score: Raw -3163193.931184 + Penalty 3314.320543 = -3159879.610641 nChanged 21 SP:Iteration 84Q (1681.270359 sec): 3 clusters Score: Raw -3163195.678630 + Penalty 3314.320543 = -3159881.358087 nChanged 17 SP:Iteration 85Q (1681.353790 sec): 3 clusters Score: Raw -3163197.177448 + Penalty 3314.320543 = -3159882.856906 nChanged 15 SP:Iteration 86Q (1681.429327 sec): 3 clusters Score: Raw -3163198.248910 + Penalty 3314.320543 = -3159883.928368 nChanged 16 SP:Iteration 87Q (1681.513519 sec): 3 clusters Score: Raw -3163199.504569 + Penalty 3314.320543 = -3159885.184026 nChanged 16 SP:Iteration 88Q (1681.606689 sec): 3 clusters Score: Raw -3163201.058744 + Penalty 3314.320543 = -3159886.738202 nChanged 20 SP:Iteration 89Q (1681.697383 sec): 3 clusters Score: Raw -3163203.549374 + Penalty 3314.320543 = -3159889.228832 nChanged 24 SP:Iteration 90Q (1681.786900 sec): 3 clusters Score: Raw -3163206.367300 + Penalty 3314.320543 = -3159892.046757 nChanged 29 SP:Iteration 91Q (1681.872921 sec): 3 clusters Score: Raw -3163210.001330 + Penalty 3314.320543 = -3159895.680787 nChanged 29 SP:Iteration 92Q (1681.950084 sec): 3 clusters Score: Raw -3163212.880275 + Penalty 3314.320543 = -3159898.559732 nChanged 29 SP:Iteration 93Q (1682.044687 sec): 3 clusters Score: Raw -3163215.646276 + Penalty 3314.320543 = -3159901.325733 nChanged 29 SP:Iteration 94Q (1682.132363 sec): 3 clusters Score: Raw -3163218.356913 + Penalty 3314.320543 = -3159904.036370 nChanged 24 SP:Iteration 95Q (1682.222326 sec): 3 clusters Score: Raw -3163220.668585 + Penalty 3314.320543 = -3159906.348042 nChanged 23 SP:Iteration 96Q (1682.309940 sec): 3 clusters Score: Raw -3163224.097420 + Penalty 3314.320543 = -3159909.776878 nChanged 31 SP:Iteration 97Q (1682.403013 sec): 3 clusters Score: Raw -3163228.065051 + Penalty 3314.320543 = -3159913.744509 nChanged 40 SP:Iteration 98Q (1682.477429 sec): 3 clusters Score: Raw -3163233.609382 + Penalty 3314.320543 = -3159919.288839 nChanged 37 SP:Iteration 99Q (1682.573548 sec): 3 clusters Score: Raw -3163238.430453 + Penalty 3314.320543 = -3159924.109911 nChanged 34 SP:Iteration 100F (1682.655676 sec): 3 clusters Score: Raw -3163242.788358 + Penalty 3314.320543 = -3159928.467815 nChanged 34 SP:Iteration 101Q (1682.732323 sec): 3 clusters Score: Raw -3163247.098004 + Penalty 3314.320543 = -3159932.777461 nChanged 37 SP:Iteration 102Q (1682.812325 sec): 3 clusters Score: Raw -3163252.110807 + Penalty 3314.320543 = -3159937.790264 nChanged 36 SP:Iteration 103Q (1682.911352 sec): 3 clusters Score: Raw -3163256.742601 + Penalty 3314.320543 = -3159942.422059 nChanged 29 SP:Iteration 104Q (1682.998810 sec): 3 clusters Score: Raw -3163260.042586 + Penalty 3314.320543 = -3159945.722044 nChanged 26 SP:Iteration 105Q (1683.082612 sec): 3 clusters Score: Raw -3163262.607375 + Penalty 3314.320543 = -3159948.286832 nChanged 26 SP:Iteration 106Q (1683.159392 sec): 3 clusters Score: Raw -3163266.055490 + Penalty 3314.320543 = -3159951.734948 nChanged 32 SP:Iteration 107Q (1683.246413 sec): 3 clusters Score: Raw -3163270.263265 + Penalty 3314.320543 = -3159955.942723 nChanged 32 SP:Iteration 108Q (1683.338358 sec): 3 clusters Score: Raw -3163274.179226 + Penalty 3314.320543 = -3159959.858683 nChanged 19 SP:Iteration 109Q (1683.410245 sec): 3 clusters Score: Raw -3163276.322550 + Penalty 3314.320543 = -3159962.002007 nChanged 23 SP:Iteration 110Q (1683.500256 sec): 3 clusters Score: Raw -3163278.701382 + Penalty 3314.320543 = -3159964.380840 nChanged 23 SP:Iteration 111Q (1683.588355 sec): 3 clusters Score: Raw -3163281.473220 + Penalty 3314.320543 = -3159967.152678 nChanged 24 SP:Iteration 112Q (1683.660581 sec): 3 clusters Score: Raw -3163284.001422 + Penalty 3314.320543 = -3159969.680879 nChanged 23 SP:Iteration 113Q (1683.746906 sec): 3 clusters Score: Raw -3163286.651047 + Penalty 3314.320543 = -3159972.330504 nChanged 23 SP:Iteration 114Q (1683.834552 sec): 3 clusters Score: Raw -3163289.328094 + Penalty 3314.320543 = -3159975.007552 nChanged 24 SP:Iteration 115Q (1683.907546 sec): 3 clusters Score: Raw -3163292.106483 + Penalty 3314.320543 = -3159977.785941 nChanged 27 SP:Iteration 116Q (1683.998222 sec): 3 clusters Score: Raw -3163295.123731 + Penalty 3314.320543 = -3159980.803189 nChanged 31 SP:Iteration 117Q (1684.087072 sec): 3 clusters Score: Raw -3163299.127744 + Penalty 3314.320543 = -3159984.807201 nChanged 27 SP:Iteration 118Q (1684.169966 sec): 3 clusters Score: Raw -3163302.421197 + Penalty 3314.320543 = -3159988.100654 nChanged 24 SP:Iteration 119Q (1684.258622 sec): 3 clusters Score: Raw -3163305.429355 + Penalty 3314.320543 = -3159991.108812 nChanged 23 SP:Iteration 120F (1684.352217 sec): 3 clusters Score: Raw -3163308.550753 + Penalty 3314.320543 = -3159994.230211 nChanged 29 SP:Iteration 121Q (1684.434108 sec): 3 clusters Score: Raw -3163312.669757 + Penalty 3314.320543 = -3159998.349214 nChanged 31 SP:Iteration 122Q (1684.530686 sec): 3 clusters Score: Raw -3163317.619496 + Penalty 3314.320543 = -3160003.298954 nChanged 31 SP:Iteration 123Q (1684.611505 sec): 3 clusters Score: Raw -3163322.631837 + Penalty 3314.320543 = -3160008.311295 nChanged 28 SP:Iteration 124Q (1684.699717 sec): 3 clusters Score: Raw -3163326.792414 + Penalty 3314.320543 = -3160012.471872 nChanged 28 SP:Iteration 125Q (1684.788172 sec): 3 clusters Score: Raw -3163331.293861 + Penalty 3314.320543 = -3160016.973318 nChanged 28 SP:Iteration 126Q (1684.868107 sec): 3 clusters Score: Raw -3163335.092327 + Penalty 3314.320543 = -3160020.771784 nChanged 27 SP:Iteration 127Q (1684.953817 sec): 3 clusters Score: Raw -3163338.456441 + Penalty 3314.320543 = -3160024.135899 nChanged 19 SP:Iteration 128Q (1685.036035 sec): 3 clusters Score: Raw -3163340.800677 + Penalty 3314.320543 = -3160026.480135 nChanged 15 SP:Iteration 129Q (1685.120717 sec): 3 clusters Score: Raw -3163342.529366 + Penalty 3314.320543 = -3160028.208823 nChanged 18 SP:Iteration 130Q (1685.208313 sec): 3 clusters Score: Raw -3163344.673626 + Penalty 3314.320543 = -3160030.353083 nChanged 17 SP:Iteration 131Q (1685.287921 sec): 3 clusters Score: Raw -3163347.331937 + Penalty 3314.320543 = -3160033.011394 nChanged 28 SP:Iteration 132Q (1685.368205 sec): 3 clusters Score: Raw -3163350.961062 + Penalty 3314.320543 = -3160036.640519 nChanged 23 SP:Iteration 133Q (1685.439278 sec): 3 clusters Score: Raw -3163354.491363 + Penalty 3314.320543 = -3160040.170821 nChanged 20 SP:Iteration 134Q (1685.520562 sec): 3 clusters Score: Raw -3163357.276436 + Penalty 3314.320543 = -3160042.955894 nChanged 23 SP:Iteration 135Q (1685.598198 sec): 3 clusters Score: Raw -3163359.551921 + Penalty 3314.320543 = -3160045.231378 nChanged 16 SP:Iteration 136Q (1685.681535 sec): 3 clusters Score: Raw -3163361.972796 + Penalty 3314.320543 = -3160047.652254 nChanged 26 SP:Iteration 137Q (1685.771290 sec): 3 clusters Score: Raw -3163365.837269 + Penalty 3314.320543 = -3160051.516727 nChanged 20 SP:Iteration 138Q (1685.861582 sec): 3 clusters Score: Raw -3163368.000898 + Penalty 3314.320543 = -3160053.680355 nChanged 16 SP:Iteration 139Q (1685.953427 sec): 3 clusters Score: Raw -3163369.607449 + Penalty 3314.320543 = -3160055.286907 nChanged 15 SP:Iteration 140F (1686.047486 sec): 3 clusters Score: Raw -3163371.221523 + Penalty 3314.320543 = -3160056.900980 nChanged 19 SP:Iteration 141Q (1686.136646 sec): 3 clusters Score: Raw -3163374.258126 + Penalty 3314.320543 = -3160059.937583 nChanged 28 SP:Iteration 142Q (1686.217100 sec): 3 clusters Score: Raw -3163378.001981 + Penalty 3314.320543 = -3160063.681438 nChanged 20 SP:Iteration 143Q (1686.314474 sec): 3 clusters Score: Raw -3163380.440083 + Penalty 3314.320543 = -3160066.119540 nChanged 17 SP:Iteration 144Q (1686.402528 sec): 3 clusters Score: Raw -3163382.609915 + Penalty 3314.320543 = -3160068.289372 nChanged 19 SP:Iteration 145Q (1686.473851 sec): 3 clusters Score: Raw -3163384.696291 + Penalty 3314.320543 = -3160070.375749 nChanged 23 SP:Iteration 146Q (1686.555390 sec): 3 clusters Score: Raw -3163387.416165 + Penalty 3314.320543 = -3160073.095623 nChanged 17 SP:Iteration 147Q (1686.649425 sec): 3 clusters Score: Raw -3163389.715388 + Penalty 3314.320543 = -3160075.394846 nChanged 21 SP:Iteration 148Q (1686.730149 sec): 3 clusters Score: Raw -3163392.448842 + Penalty 3314.320543 = -3160078.128300 nChanged 24 SP:Iteration 149Q (1686.811091 sec): 3 clusters Score: Raw -3163396.067595 + Penalty 3314.320543 = -3160081.747052 nChanged 26 SP:Iteration 150Q (1686.896936 sec): 3 clusters Score: Raw -3163399.116631 + Penalty 3314.320543 = -3160084.796088 nChanged 17 SP:Iteration 151Q (1686.986133 sec): 3 clusters Score: Raw -3163400.775089 + Penalty 3314.320543 = -3160086.454547 nChanged 17 SP:Iteration 152Q (1687.081697 sec): 3 clusters Score: Raw -3163402.871150 + Penalty 3314.320543 = -3160088.550607 nChanged 19 SP:Iteration 153Q (1687.171926 sec): 3 clusters Score: Raw -3163404.721142 + Penalty 3314.320543 = -3160090.400600 nChanged 17 SP:Iteration 154Q (1687.250455 sec): 3 clusters Score: Raw -3163406.815496 + Penalty 3314.320543 = -3160092.494953 nChanged 13 SP:Iteration 155Q (1687.341217 sec): 3 clusters Score: Raw -3163408.490808 + Penalty 3314.320543 = -3160094.170266 nChanged 9 SP:Iteration 156Q (1687.426070 sec): 3 clusters Score: Raw -3163409.775615 + Penalty 3314.320543 = -3160095.455072 nChanged 13 SP:Iteration 157Q (1687.510634 sec): 3 clusters Score: Raw -3163411.377534 + Penalty 3314.320543 = -3160097.056991 nChanged 8 SP:Iteration 158Q (1687.580598 sec): 3 clusters Score: Raw -3163411.989047 + Penalty 3314.320543 = -3160097.668504 nChanged 7 SP:Iteration 159Q (1687.655671 sec): 3 clusters Score: Raw -3163412.657123 + Penalty 3314.320543 = -3160098.336580 nChanged 11 SP:Iteration 160F (1687.741969 sec): 3 clusters Score: Raw -3163413.828946 + Penalty 3314.320543 = -3160099.508404 nChanged 9 SP:Iteration 161Q (1687.825042 sec): 3 clusters Score: Raw -3163414.521280 + Penalty 3314.320543 = -3160100.200737 nChanged 8 SP:Iteration 162Q (1687.903151 sec): 3 clusters Score: Raw -3163415.268761 + Penalty 3314.320543 = -3160100.948219 nChanged 14 SP:Iteration 163Q (1687.983180 sec): 3 clusters Score: Raw -3163416.743280 + Penalty 3314.320543 = -3160102.422738 nChanged 14 SP:Iteration 164Q (1688.070011 sec): 3 clusters Score: Raw -3163418.443637 + Penalty 3314.320543 = -3160104.123094 nChanged 16 SP:Iteration 165Q (1688.161329 sec): 3 clusters Score: Raw -3163420.514469 + Penalty 3314.320543 = -3160106.193926 nChanged 17 SP:Iteration 166Q (1688.246350 sec): 3 clusters Score: Raw -3163422.558605 + Penalty 3314.320543 = -3160108.238063 nChanged 14 SP:Iteration 167Q (1688.330648 sec): 3 clusters Score: Raw -3163424.339900 + Penalty 3314.320543 = -3160110.019358 nChanged 16 SP:Iteration 168Q (1688.408064 sec): 3 clusters Score: Raw -3163426.678695 + Penalty 3314.320543 = -3160112.358152 nChanged 15 SP:Iteration 169Q (1688.499764 sec): 3 clusters Score: Raw -3163428.244607 + Penalty 3314.320543 = -3160113.924064 nChanged 12 SP:Iteration 170Q (1688.593734 sec): 3 clusters Score: Raw -3163429.642084 + Penalty 3314.320543 = -3160115.321541 nChanged 10 SP:Iteration 171Q (1688.675250 sec): 3 clusters Score: Raw -3163430.632750 + Penalty 3314.320543 = -3160116.312207 nChanged 9 SP:Iteration 172Q (1688.767993 sec): 3 clusters Score: Raw -3163431.517393 + Penalty 3314.320543 = -3160117.196850 nChanged 3 SP:Iteration 173Q (1688.844085 sec): 3 clusters Score: Raw -3163431.728538 + Penalty 3314.320543 = -3160117.407995 nChanged 2 SP:Iteration 174Q (1688.937403 sec): 3 clusters Score: Raw -3163431.854379 + Penalty 3314.320543 = -3160117.533836 nChanged 5 SP:Iteration 175Q (1689.027210 sec): 3 clusters Score: Raw -3163432.194178 + Penalty 3314.320543 = -3160117.873636 nChanged 3 SP:Iteration 176Q (1689.111718 sec): 3 clusters Score: Raw -3163432.478758 + Penalty 3314.320543 = -3160118.158216 nChanged 3 SP:Iteration 177Q (1689.203992 sec): 3 clusters Score: Raw -3163432.782571 + Penalty 3314.320543 = -3160118.462028 nChanged 5 SP:Iteration 178Q (1689.283846 sec): 3 clusters Score: Raw -3163433.279497 + Penalty 3314.320543 = -3160118.958954 nChanged 5 SP:Iteration 179Q (1689.372820 sec): 3 clusters Score: Raw -3163433.865087 + Penalty 3314.320543 = -3160119.544545 nChanged 2 SP:Iteration 180F (1689.462035 sec): 3 clusters Score: Raw -3163434.056227 + Penalty 3314.320543 = -3160119.735685 nChanged 0 Trying to split cluster 20 (2124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1689.497031 sec): 2 clusters Score: Raw -242504.725239 + Penalty 1244.921662 = -241259.803577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1689.545586 sec): 3 clusters Score: Raw -241548.977434 + Penalty 2489.843324 = -239059.134109 nChanged 767 SP:Iteration 1F (1689.586440 sec): 3 clusters Score: Raw -242006.305298 + Penalty 2489.843324 = -239516.461973 nChanged 144 SP:Iteration 2F (1689.646136 sec): 3 clusters Score: Raw -242109.120795 + Penalty 2489.843324 = -239619.277470 nChanged 99 SP:Iteration 3Q (1689.696307 sec): 3 clusters Score: Raw -242183.070236 + Penalty 2489.843324 = -239693.226911 nChanged 73 SP:Iteration 4Q (1689.736479 sec): 3 clusters Score: Raw -242227.433969 + Penalty 2489.843324 = -239737.590645 nChanged 50 SP:Iteration 5Q (1689.778930 sec): 3 clusters Score: Raw -242253.703966 + Penalty 2489.843324 = -239763.860642 nChanged 35 SP:Iteration 6Q (1689.824058 sec): 3 clusters Score: Raw -242273.547059 + Penalty 2489.843324 = -239783.703735 nChanged 28 SP:Iteration 7Q (1689.874852 sec): 3 clusters Score: Raw -242289.250474 + Penalty 2489.843324 = -239799.407150 nChanged 23 SP:Iteration 8Q (1689.922639 sec): 3 clusters Score: Raw -242302.445977 + Penalty 2489.843324 = -239812.602653 nChanged 17 SP:Iteration 9Q (1689.962574 sec): 3 clusters Score: Raw -242310.735190 + Penalty 2489.843324 = -239820.891865 nChanged 18 SP:Iteration 10Q (1690.012823 sec): 3 clusters Score: Raw -242320.075393 + Penalty 2489.843324 = -239830.232069 nChanged 17 SP:Iteration 11Q (1690.054138 sec): 3 clusters Score: Raw -242328.000114 + Penalty 2489.843324 = -239838.156790 nChanged 14 SP:Iteration 12Q (1690.110834 sec): 3 clusters Score: Raw -242335.554606 + Penalty 2489.843324 = -239845.711282 nChanged 13 SP:Iteration 13Q (1690.164329 sec): 3 clusters Score: Raw -242340.910657 + Penalty 2489.843324 = -239851.067333 nChanged 13 SP:Iteration 14Q (1690.217668 sec): 3 clusters Score: Raw -242349.550451 + Penalty 2489.843324 = -239859.707127 nChanged 17 SP:Iteration 15Q (1690.260741 sec): 3 clusters Score: Raw -242360.665087 + Penalty 2489.843324 = -239870.821763 nChanged 20 SP:Iteration 16Q (1690.313260 sec): 3 clusters Score: Raw -242371.274721 + Penalty 2489.843324 = -239881.431397 nChanged 18 SP:Iteration 17Q (1690.371468 sec): 3 clusters Score: Raw -242378.015627 + Penalty 2489.843324 = -239888.172303 nChanged 12 SP:Iteration 18Q (1690.418551 sec): 3 clusters Score: Raw -242385.433499 + Penalty 2489.843324 = -239895.590174 nChanged 13 SP:Iteration 19Q (1690.474783 sec): 3 clusters Score: Raw -242394.635712 + Penalty 2489.843324 = -239904.792388 nChanged 17 SP:Iteration 20F (1690.524161 sec): 3 clusters Score: Raw -242404.602189 + Penalty 2489.843324 = -239914.758865 nChanged 16 SP:Iteration 21Q (1690.571513 sec): 3 clusters Score: Raw -242413.510805 + Penalty 2489.843324 = -239923.667481 nChanged 16 SP:Iteration 22Q (1690.624928 sec): 3 clusters Score: Raw -242423.615878 + Penalty 2489.843324 = -239933.772553 nChanged 16 SP:Iteration 23Q (1690.675504 sec): 3 clusters Score: Raw -242431.767679 + Penalty 2489.843324 = -239941.924355 nChanged 15 SP:Iteration 24Q (1690.715902 sec): 3 clusters Score: Raw -242440.817177 + Penalty 2489.843324 = -239950.973853 nChanged 8 SP:Iteration 25Q (1690.764062 sec): 3 clusters Score: Raw -242443.655042 + Penalty 2489.843324 = -239953.811718 nChanged 4 SP:Iteration 26Q (1690.813130 sec): 3 clusters Score: Raw -242446.948654 + Penalty 2489.843324 = -239957.105330 nChanged 6 SP:Iteration 27Q (1690.861909 sec): 3 clusters Score: Raw -242452.367264 + Penalty 2489.843324 = -239962.523939 nChanged 7 SP:Iteration 28Q (1690.900219 sec): 3 clusters Score: Raw -242456.664880 + Penalty 2489.843324 = -239966.821555 nChanged 6 SP:Iteration 29Q (1690.940261 sec): 3 clusters Score: Raw -242459.269741 + Penalty 2489.843324 = -239969.426417 nChanged 5 SP:Iteration 30Q (1690.979281 sec): 3 clusters Score: Raw -242460.562245 + Penalty 2489.843324 = -239970.718921 nChanged 4 SP:Iteration 31Q (1691.015767 sec): 3 clusters Score: Raw -242462.362765 + Penalty 2489.843324 = -239972.519440 nChanged 6 SP:Iteration 32Q (1691.062825 sec): 3 clusters Score: Raw -242465.543419 + Penalty 2489.843324 = -239975.700095 nChanged 4 SP:Iteration 33Q (1691.111123 sec): 3 clusters Score: Raw -242467.639295 + Penalty 2489.843324 = -239977.795971 nChanged 3 SP:Iteration 34Q (1691.150015 sec): 3 clusters Score: Raw -242470.073850 + Penalty 2489.843324 = -239980.230526 nChanged 8 SP:Iteration 35Q (1691.197289 sec): 3 clusters Score: Raw -242473.819746 + Penalty 2489.843324 = -239983.976422 nChanged 8 SP:Iteration 36Q (1691.244498 sec): 3 clusters Score: Raw -242478.614535 + Penalty 2489.843324 = -239988.771211 nChanged 10 SP:Iteration 37Q (1691.291767 sec): 3 clusters Score: Raw -242485.230444 + Penalty 2489.843324 = -239995.387119 nChanged 9 SP:Iteration 38Q (1691.330147 sec): 3 clusters Score: Raw -242490.454176 + Penalty 2489.843324 = -240000.610852 nChanged 15 SP:Iteration 39Q (1691.373230 sec): 3 clusters Score: Raw -242497.957774 + Penalty 2489.843324 = -240008.114450 nChanged 11 SP:Iteration 40F (1691.422496 sec): 3 clusters Score: Raw -242502.480061 + Penalty 2489.843324 = -240012.636736 nChanged 7 SP:Iteration 41Q (1691.470175 sec): 3 clusters Score: Raw -242505.731398 + Penalty 2489.843324 = -240015.888074 nChanged 6 SP:Iteration 42Q (1691.521805 sec): 3 clusters Score: Raw -242508.807638 + Penalty 2489.843324 = -240018.964314 nChanged 5 SP:Iteration 43Q (1691.569265 sec): 3 clusters Score: Raw -242510.532669 + Penalty 2489.843324 = -240020.689345 nChanged 5 SP:Iteration 44Q (1691.615615 sec): 3 clusters Score: Raw -242512.676074 + Penalty 2489.843324 = -240022.832750 nChanged 5 SP:Iteration 45Q (1691.656124 sec): 3 clusters Score: Raw -242514.959185 + Penalty 2489.843324 = -240025.115860 nChanged 5 SP:Iteration 46Q (1691.704187 sec): 3 clusters Score: Raw -242517.278796 + Penalty 2489.843324 = -240027.435471 nChanged 5 SP:Iteration 47Q (1691.754561 sec): 3 clusters Score: Raw -242519.943318 + Penalty 2489.843324 = -240030.099994 nChanged 3 SP:Iteration 48Q (1691.806869 sec): 3 clusters Score: Raw -242521.585838 + Penalty 2489.843324 = -240031.742514 nChanged 4 SP:Iteration 49Q (1691.851681 sec): 3 clusters Score: Raw -242522.964262 + Penalty 2489.843324 = -240033.120937 nChanged 1 SP:Iteration 50Q (1691.900859 sec): 3 clusters Score: Raw -242523.170910 + Penalty 2489.843324 = -240033.327586 nChanged 0 SP:Iteration 51F (1691.953284 sec): 3 clusters Score: Raw -242523.170910 + Penalty 2489.843324 = -240033.327586 nChanged 0 Trying to split cluster 21 (14233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1692.006529 sec): 2 clusters Score: Raw -1743177.251059 + Penalty 1554.039255 = -1741623.211804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1692.078371 sec): 3 clusters Score: Raw -1734751.087741 + Penalty 3108.078510 = -1731643.009232 nChanged 6382 SP:Iteration 1F (1692.146026 sec): 3 clusters Score: Raw -1738398.497781 + Penalty 3108.078510 = -1735290.419272 nChanged 897 SP:Iteration 2F (1692.207788 sec): 3 clusters Score: Raw -1738859.540019 + Penalty 3108.078510 = -1735751.461509 nChanged 859 SP:Iteration 3F (1692.284294 sec): 3 clusters Score: Raw -1739332.626062 + Penalty 3108.078510 = -1736224.547553 nChanged 830 SP:Iteration 4F (1692.342614 sec): 3 clusters Score: Raw -1739851.689856 + Penalty 3108.078510 = -1736743.611346 nChanged 828 SP:Iteration 5F (1692.414685 sec): 3 clusters Score: Raw -1740453.634745 + Penalty 3108.078510 = -1737345.556236 nChanged 821 SP:Iteration 6F (1692.494206 sec): 3 clusters Score: Raw -1741143.550742 + Penalty 3108.078510 = -1738035.472232 nChanged 752 SP:Iteration 7F (1692.557672 sec): 3 clusters Score: Raw -1741767.981092 + Penalty 3108.078510 = -1738659.902582 nChanged 598 SP:Iteration 8Q (1692.632959 sec): 3 clusters Score: Raw -1742225.474488 + Penalty 3108.078510 = -1739117.395979 nChanged 466 SP:Iteration 9Q (1692.704242 sec): 3 clusters Score: Raw -1742584.043453 + Penalty 3108.078510 = -1739475.964943 nChanged 322 SP:Iteration 10Q (1692.768487 sec): 3 clusters Score: Raw -1742797.514802 + Penalty 3108.078510 = -1739689.436292 nChanged 250 SP:Iteration 11Q (1692.831541 sec): 3 clusters Score: Raw -1742956.070009 + Penalty 3108.078510 = -1739847.991499 nChanged 183 SP:Iteration 12Q (1692.890884 sec): 3 clusters Score: Raw -1743051.300388 + Penalty 3108.078510 = -1739943.221879 nChanged 143 SP:Iteration 13Q (1692.962005 sec): 3 clusters Score: Raw -1743121.860025 + Penalty 3108.078510 = -1740013.781515 nChanged 142 SP:Iteration 14Q (1693.022865 sec): 3 clusters Score: Raw -1743197.655189 + Penalty 3108.078510 = -1740089.576679 nChanged 121 SP:Iteration 15Q (1693.079218 sec): 3 clusters Score: Raw -1743258.367565 + Penalty 3108.078510 = -1740150.289056 nChanged 112 SP:Iteration 16Q (1693.139069 sec): 3 clusters Score: Raw -1743316.189198 + Penalty 3108.078510 = -1740208.110688 nChanged 104 SP:Iteration 17Q (1693.200113 sec): 3 clusters Score: Raw -1743374.525917 + Penalty 3108.078510 = -1740266.447408 nChanged 97 SP:Iteration 18Q (1693.266109 sec): 3 clusters Score: Raw -1743432.137300 + Penalty 3108.078510 = -1740324.058790 nChanged 77 SP:Iteration 19Q (1693.338847 sec): 3 clusters Score: Raw -1743473.463356 + Penalty 3108.078510 = -1740365.384847 nChanged 46 SP:Iteration 20F (1693.406557 sec): 3 clusters Score: Raw -1743495.165454 + Penalty 3108.078510 = -1740387.086944 nChanged 43 SP:Iteration 21Q (1693.473429 sec): 3 clusters Score: Raw -1743516.293290 + Penalty 3108.078510 = -1740408.214780 nChanged 39 SP:Iteration 22Q (1693.547464 sec): 3 clusters Score: Raw -1743535.116800 + Penalty 3108.078510 = -1740427.038291 nChanged 39 SP:Iteration 23Q (1693.611959 sec): 3 clusters Score: Raw -1743551.986473 + Penalty 3108.078510 = -1740443.907963 nChanged 27 SP:Iteration 24Q (1693.675490 sec): 3 clusters Score: Raw -1743558.581906 + Penalty 3108.078510 = -1740450.503396 nChanged 14 SP:Iteration 25Q (1693.748347 sec): 3 clusters Score: Raw -1743563.970222 + Penalty 3108.078510 = -1740455.891712 nChanged 12 SP:Iteration 26Q (1693.813695 sec): 3 clusters Score: Raw -1743570.335884 + Penalty 3108.078510 = -1740462.257374 nChanged 12 SP:Iteration 27Q (1693.872622 sec): 3 clusters Score: Raw -1743573.397609 + Penalty 3108.078510 = -1740465.319100 nChanged 8 SP:Iteration 28Q (1693.935309 sec): 3 clusters Score: Raw -1743575.419053 + Penalty 3108.078510 = -1740467.340544 nChanged 5 SP:Iteration 29Q (1694.006182 sec): 3 clusters Score: Raw -1743576.939666 + Penalty 3108.078510 = -1740468.861156 nChanged 4 SP:Iteration 30Q (1694.064650 sec): 3 clusters Score: Raw -1743578.532784 + Penalty 3108.078510 = -1740470.454275 nChanged 4 SP:Iteration 31Q (1694.135241 sec): 3 clusters Score: Raw -1743579.465884 + Penalty 3108.078510 = -1740471.387375 nChanged 2 SP:Iteration 32Q (1694.191021 sec): 3 clusters Score: Raw -1743579.634665 + Penalty 3108.078510 = -1740471.556155 nChanged 1 SP:Iteration 33Q (1694.260860 sec): 3 clusters Score: Raw -1743580.000349 + Penalty 3108.078510 = -1740471.921839 nChanged 1 SP:Iteration 34Q (1694.330576 sec): 3 clusters Score: Raw -1743580.280075 + Penalty 3108.078510 = -1740472.201566 nChanged 0 SP:Iteration 35F (1694.400799 sec): 3 clusters Score: Raw -1743580.280075 + Penalty 3108.078510 = -1740472.201566 nChanged 0 Trying to split cluster 22 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1694.424039 sec): 2 clusters Score: Raw -21015.304361 + Penalty 880.116315 = -20135.188046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1694.457897 sec): 3 clusters Score: Raw -21196.830435 + Penalty 1760.232631 = -19436.597805 nChanged 43 SP:Iteration 1F (1694.502136 sec): 3 clusters Score: Raw -21369.770367 + Penalty 1760.232631 = -19609.537737 nChanged 15 SP:Iteration 2F (1694.535275 sec): 3 clusters Score: Raw -21471.524944 + Penalty 1760.232631 = -19711.292313 nChanged 5 SP:Iteration 3Q (1694.574670 sec): 3 clusters Score: Raw -21525.090124 + Penalty 1760.232631 = -19764.857493 nChanged 9 SP:Iteration 4Q (1694.614537 sec): 3 clusters Score: Raw -21570.957619 + Penalty 1760.232631 = -19810.724989 nChanged 7 SP:Iteration 5Q (1694.656760 sec): 3 clusters Score: Raw -21605.467364 + Penalty 1760.232631 = -19845.234733 nChanged 5 SP:Iteration 6Q (1694.706804 sec): 3 clusters Score: Raw -21621.875490 + Penalty 1760.232631 = -19861.642859 nChanged 3 SP:Iteration 7Q (1694.740377 sec): 3 clusters Score: Raw -21641.602836 + Penalty 1760.232631 = -19881.370205 nChanged 4 SP:Iteration 8Q (1694.777141 sec): 3 clusters Score: Raw -21649.953149 + Penalty 1760.232631 = -19889.720519 nChanged 2 SP:Iteration 9Q (1694.821055 sec): 3 clusters Score: Raw -21664.702985 + Penalty 1760.232631 = -19904.470354 nChanged 2 SP:Iteration 10Q (1694.861422 sec): 3 clusters Score: Raw -21668.799165 + Penalty 1760.232631 = -19908.566535 nChanged 0 SP:Iteration 11F (1694.911263 sec): 3 clusters Score: Raw -21668.799165 + Penalty 1760.232631 = -19908.566535 nChanged 0 Trying to split cluster 23 (974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1694.934152 sec): 2 clusters Score: Raw -106759.039661 + Penalty 1118.229337 = -105640.810325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1694.970730 sec): 3 clusters Score: Raw -106441.977489 + Penalty 2236.458674 = -104205.518815 nChanged 306 SP:Iteration 1F (1695.008083 sec): 3 clusters Score: Raw -106796.916232 + Penalty 2236.458674 = -104560.457559 nChanged 91 SP:Iteration 2F (1695.060910 sec): 3 clusters Score: Raw -106907.774964 + Penalty 2236.458674 = -104671.316290 nChanged 45 SP:Iteration 3Q (1695.104420 sec): 3 clusters Score: Raw -106966.371921 + Penalty 2236.458674 = -104729.913247 nChanged 31 SP:Iteration 4Q (1695.142928 sec): 3 clusters Score: Raw -107005.216913 + Penalty 2236.458674 = -104768.758239 nChanged 32 SP:Iteration 5Q (1695.187576 sec): 3 clusters Score: Raw -107055.827287 + Penalty 2236.458674 = -104819.368613 nChanged 28 SP:Iteration 6Q (1695.223601 sec): 3 clusters Score: Raw -107092.836716 + Penalty 2236.458674 = -104856.378042 nChanged 17 SP:Iteration 7Q (1695.272662 sec): 3 clusters Score: Raw -107115.075364 + Penalty 2236.458674 = -104878.616690 nChanged 14 SP:Iteration 8Q (1695.316164 sec): 3 clusters Score: Raw -107127.935479 + Penalty 2236.458674 = -104891.476805 nChanged 11 SP:Iteration 9Q (1695.365190 sec): 3 clusters Score: Raw -107139.416066 + Penalty 2236.458674 = -104902.957392 nChanged 8 SP:Iteration 10Q (1695.420196 sec): 3 clusters Score: Raw -107149.622153 + Penalty 2236.458674 = -104913.163479 nChanged 7 SP:Iteration 11Q (1695.477995 sec): 3 clusters Score: Raw -107160.825795 + Penalty 2236.458674 = -104924.367122 nChanged 7 SP:Iteration 12Q (1695.525460 sec): 3 clusters Score: Raw -107168.173408 + Penalty 2236.458674 = -104931.714734 nChanged 4 SP:Iteration 13Q (1695.565341 sec): 3 clusters Score: Raw -107173.354384 + Penalty 2236.458674 = -104936.895711 nChanged 3 SP:Iteration 14Q (1695.615035 sec): 3 clusters Score: Raw -107175.577031 + Penalty 2236.458674 = -104939.118358 nChanged 3 SP:Iteration 15Q (1695.664684 sec): 3 clusters Score: Raw -107177.043082 + Penalty 2236.458674 = -104940.584409 nChanged 4 SP:Iteration 16Q (1695.716867 sec): 3 clusters Score: Raw -107179.352292 + Penalty 2236.458674 = -104942.893618 nChanged 4 SP:Iteration 17Q (1695.750192 sec): 3 clusters Score: Raw -107181.968737 + Penalty 2236.458674 = -104945.510063 nChanged 2 SP:Iteration 18Q (1695.806828 sec): 3 clusters Score: Raw -107185.971513 + Penalty 2236.458674 = -104949.512840 nChanged 0 SP:Iteration 19F (1695.854299 sec): 3 clusters Score: Raw -107185.971513 + Penalty 2236.458674 = -104949.512840 nChanged 0 Trying to split cluster 24 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1695.877150 sec): 2 clusters Score: Raw -20454.064362 + Penalty 867.349938 = -19586.714424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1695.919433 sec): 3 clusters Score: Raw -20490.072572 + Penalty 1734.699876 = -18755.372696 nChanged 25 SP:Iteration 1F (1695.955943 sec): 3 clusters Score: Raw -20568.136017 + Penalty 1734.699876 = -18833.436141 nChanged 8 SP:Iteration 2Q (1696.012046 sec): 3 clusters Score: Raw -20599.795862 + Penalty 1734.699876 = -18865.095986 nChanged 5 SP:Iteration 3Q (1696.058616 sec): 3 clusters Score: Raw -20616.346953 + Penalty 1734.699876 = -18881.647077 nChanged 4 SP:Iteration 4Q (1696.098616 sec): 3 clusters Score: Raw -20629.009089 + Penalty 1734.699876 = -18894.309213 nChanged 0 SP:Iteration 5F (1696.126974 sec): 3 clusters Score: Raw -20629.009089 + Penalty 1734.699876 = -18894.309213 nChanged 0 Trying to split cluster 25 (85735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1696.268918 sec): 2 clusters Score: Raw -10351267.873265 + Penalty 1845.840169 = -10349422.033096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1696.483295 sec): 3 clusters Score: Raw -10295858.698427 + Penalty 3691.680337 = -10292167.018089 nChanged 40846 SP:Iteration 1F (1696.677361 sec): 3 clusters Score: Raw -10319348.629985 + Penalty 3691.680337 = -10315656.949648 nChanged 3171 SP:Iteration 2Q (1696.883070 sec): 3 clusters Score: Raw -10320176.378016 + Penalty 3691.680337 = -10316484.697678 nChanged 3284 SP:Iteration 3Q (1697.084990 sec): 3 clusters Score: Raw -10321254.379472 + Penalty 3691.680337 = -10317562.699134 nChanged 3714 SP:Iteration 4Q (1697.287753 sec): 3 clusters Score: Raw -10322791.808856 + Penalty 3691.680337 = -10319100.128519 nChanged 4174 SP:Iteration 5Q (1697.489241 sec): 3 clusters Score: Raw -10325052.743491 + Penalty 3691.680337 = -10321361.063154 nChanged 4780 SP:Iteration 6F (1697.676510 sec): 3 clusters Score: Raw -10328327.962200 + Penalty 3691.680337 = -10324636.281863 nChanged 5186 SP:Iteration 7F (1697.878876 sec): 3 clusters Score: Raw -10332581.557862 + Penalty 3691.680337 = -10328889.877524 nChanged 5184 SP:Iteration 8F (1698.077043 sec): 3 clusters Score: Raw -10337029.490799 + Penalty 3691.680337 = -10333337.810461 nChanged 4706 SP:Iteration 9F (1698.256149 sec): 3 clusters Score: Raw -10340589.555714 + Penalty 3691.680337 = -10336897.875377 nChanged 3734 SP:Iteration 10Q (1698.449407 sec): 3 clusters Score: Raw -10342727.169353 + Penalty 3691.680337 = -10339035.489016 nChanged 2559 SP:Iteration 11Q (1698.633588 sec): 3 clusters Score: Raw -10343822.562531 + Penalty 3691.680337 = -10340130.882193 nChanged 1765 SP:Iteration 12Q (1698.826340 sec): 3 clusters Score: Raw -10344439.239565 + Penalty 3691.680337 = -10340747.559227 nChanged 1368 SP:Iteration 13Q (1699.012019 sec): 3 clusters Score: Raw -10344913.134729 + Penalty 3691.680337 = -10341221.454392 nChanged 1239 SP:Iteration 14Q (1699.199501 sec): 3 clusters Score: Raw -10345338.026197 + Penalty 3691.680337 = -10341646.345859 nChanged 1250 SP:Iteration 15Q (1699.395482 sec): 3 clusters Score: Raw -10345789.330550 + Penalty 3691.680337 = -10342097.650212 nChanged 1249 SP:Iteration 16Q (1699.560048 sec): 3 clusters Score: Raw -10346254.814384 + Penalty 3691.680337 = -10342563.134047 nChanged 1278 SP:Iteration 17Q (1699.738530 sec): 3 clusters Score: Raw -10346753.393195 + Penalty 3691.680337 = -10343061.712857 nChanged 1215 SP:Iteration 18Q (1699.915680 sec): 3 clusters Score: Raw -10347237.059227 + Penalty 3691.680337 = -10343545.378890 nChanged 1237 SP:Iteration 19Q (1700.078255 sec): 3 clusters Score: Raw -10347732.561449 + Penalty 3691.680337 = -10344040.881111 nChanged 1185 SP:Iteration 20F (1700.266695 sec): 3 clusters Score: Raw -10348218.063514 + Penalty 3691.680337 = -10344526.383177 nChanged 1137 SP:Iteration 21Q (1700.438417 sec): 3 clusters Score: Raw -10348683.191135 + Penalty 3691.680337 = -10344991.510798 nChanged 1062 SP:Iteration 22Q (1700.617689 sec): 3 clusters Score: Raw -10349110.761087 + Penalty 3691.680337 = -10345419.080750 nChanged 949 SP:Iteration 23Q (1700.795009 sec): 3 clusters Score: Raw -10349503.917287 + Penalty 3691.680337 = -10345812.236949 nChanged 867 SP:Iteration 24Q (1700.973238 sec): 3 clusters Score: Raw -10349851.277373 + Penalty 3691.680337 = -10346159.597036 nChanged 801 SP:Iteration 25Q (1701.156179 sec): 3 clusters Score: Raw -10350162.773983 + Penalty 3691.680337 = -10346471.093646 nChanged 684 SP:Iteration 26Q (1701.315438 sec): 3 clusters Score: Raw -10350424.712323 + Penalty 3691.680337 = -10346733.031986 nChanged 584 SP:Iteration 27Q (1701.480735 sec): 3 clusters Score: Raw -10350640.402135 + Penalty 3691.680337 = -10346948.721798 nChanged 471 SP:Iteration 28Q (1701.639764 sec): 3 clusters Score: Raw -10350804.535368 + Penalty 3691.680337 = -10347112.855031 nChanged 396 SP:Iteration 29Q (1701.807795 sec): 3 clusters Score: Raw -10350935.701627 + Penalty 3691.680337 = -10347244.021289 nChanged 335 SP:Iteration 30Q (1701.991345 sec): 3 clusters Score: Raw -10351048.165347 + Penalty 3691.680337 = -10347356.485010 nChanged 279 SP:Iteration 31Q (1702.162558 sec): 3 clusters Score: Raw -10351138.562473 + Penalty 3691.680337 = -10347446.882136 nChanged 222 SP:Iteration 32Q (1702.344732 sec): 3 clusters Score: Raw -10351209.870358 + Penalty 3691.680337 = -10347518.190021 nChanged 187 SP:Iteration 33Q (1702.503295 sec): 3 clusters Score: Raw -10351268.240235 + Penalty 3691.680337 = -10347576.559898 nChanged 162 SP:Iteration 34Q (1702.681975 sec): 3 clusters Score: Raw -10351317.203728 + Penalty 3691.680337 = -10347625.523391 nChanged 145 SP:Iteration 35Q (1702.850637 sec): 3 clusters Score: Raw -10351361.793301 + Penalty 3691.680337 = -10347670.112963 nChanged 116 SP:Iteration 36Q (1703.033973 sec): 3 clusters Score: Raw -10351396.855820 + Penalty 3691.680337 = -10347705.175483 nChanged 107 SP:Iteration 37Q (1703.212318 sec): 3 clusters Score: Raw -10351432.246525 + Penalty 3691.680337 = -10347740.566188 nChanged 92 SP:Iteration 38Q (1703.377192 sec): 3 clusters Score: Raw -10351460.259810 + Penalty 3691.680337 = -10347768.579472 nChanged 74 SP:Iteration 39Q (1703.532022 sec): 3 clusters Score: Raw -10351481.997205 + Penalty 3691.680337 = -10347790.316867 nChanged 55 SP:Iteration 40F (1703.701819 sec): 3 clusters Score: Raw -10351500.546456 + Penalty 3691.680337 = -10347808.866119 nChanged 48 SP:Iteration 41Q (1703.864579 sec): 3 clusters Score: Raw -10351516.074106 + Penalty 3691.680337 = -10347824.393769 nChanged 47 SP:Iteration 42Q (1704.019424 sec): 3 clusters Score: Raw -10351531.177907 + Penalty 3691.680337 = -10347839.497570 nChanged 50 SP:Iteration 43Q (1704.183906 sec): 3 clusters Score: Raw -10351548.256106 + Penalty 3691.680337 = -10347856.575768 nChanged 47 SP:Iteration 44Q (1704.343837 sec): 3 clusters Score: Raw -10351559.682310 + Penalty 3691.680337 = -10347868.001973 nChanged 34 SP:Iteration 45Q (1704.506767 sec): 3 clusters Score: Raw -10351568.244725 + Penalty 3691.680337 = -10347876.564387 nChanged 29 SP:Iteration 46Q (1704.685615 sec): 3 clusters Score: Raw -10351575.373159 + Penalty 3691.680337 = -10347883.692822 nChanged 32 SP:Iteration 47Q (1704.844138 sec): 3 clusters Score: Raw -10351582.881255 + Penalty 3691.680337 = -10347891.200917 nChanged 28 SP:Iteration 48Q (1705.005194 sec): 3 clusters Score: Raw -10351589.795930 + Penalty 3691.680337 = -10347898.115593 nChanged 19 SP:Iteration 49Q (1705.174433 sec): 3 clusters Score: Raw -10351595.355990 + Penalty 3691.680337 = -10347903.675652 nChanged 22 SP:Iteration 50Q (1705.335614 sec): 3 clusters Score: Raw -10351602.732629 + Penalty 3691.680337 = -10347911.052291 nChanged 25 SP:Iteration 51Q (1705.494811 sec): 3 clusters Score: Raw -10351609.465940 + Penalty 3691.680337 = -10347917.785602 nChanged 30 SP:Iteration 52Q (1705.668798 sec): 3 clusters Score: Raw -10351617.502210 + Penalty 3691.680337 = -10347925.821872 nChanged 28 SP:Iteration 53Q (1705.834029 sec): 3 clusters Score: Raw -10351626.351343 + Penalty 3691.680337 = -10347934.671005 nChanged 21 SP:Iteration 54Q (1706.003039 sec): 3 clusters Score: Raw -10351632.299648 + Penalty 3691.680337 = -10347940.619311 nChanged 23 SP:Iteration 55Q (1706.166739 sec): 3 clusters Score: Raw -10351639.583197 + Penalty 3691.680337 = -10347947.902859 nChanged 16 SP:Iteration 56Q (1706.340951 sec): 3 clusters Score: Raw -10351642.851440 + Penalty 3691.680337 = -10347951.171103 nChanged 11 SP:Iteration 57Q (1706.499903 sec): 3 clusters Score: Raw -10351645.505463 + Penalty 3691.680337 = -10347953.825125 nChanged 14 SP:Iteration 58Q (1706.665599 sec): 3 clusters Score: Raw -10351649.048891 + Penalty 3691.680337 = -10347957.368554 nChanged 9 SP:Iteration 59Q (1706.828615 sec): 3 clusters Score: Raw -10351651.705464 + Penalty 3691.680337 = -10347960.025127 nChanged 8 SP:Iteration 60F (1707.018517 sec): 3 clusters Score: Raw -10351654.658839 + Penalty 3691.680337 = -10347962.978502 nChanged 11 SP:Iteration 61Q (1707.180845 sec): 3 clusters Score: Raw -10351656.595307 + Penalty 3691.680337 = -10347964.914970 nChanged 6 SP:Iteration 62Q (1707.339872 sec): 3 clusters Score: Raw -10351658.027557 + Penalty 3691.680337 = -10347966.347220 nChanged 1 SP:Iteration 63Q (1707.510499 sec): 3 clusters Score: Raw -10351658.218661 + Penalty 3691.680337 = -10347966.538324 nChanged 2 SP:Iteration 64Q (1707.673723 sec): 3 clusters Score: Raw -10351658.582776 + Penalty 3691.680337 = -10347966.902439 nChanged 3 SP:Iteration 65Q (1707.844742 sec): 3 clusters Score: Raw -10351659.790233 + Penalty 3691.680337 = -10347968.109896 nChanged 4 SP:Iteration 66Q (1708.022972 sec): 3 clusters Score: Raw -10351660.769801 + Penalty 3691.680337 = -10347969.089464 nChanged 6 SP:Iteration 67Q (1708.187643 sec): 3 clusters Score: Raw -10351662.160561 + Penalty 3691.680337 = -10347970.480224 nChanged 4 SP:Iteration 68Q (1708.351911 sec): 3 clusters Score: Raw -10351662.944221 + Penalty 3691.680337 = -10347971.263883 nChanged 5 SP:Iteration 69Q (1708.508271 sec): 3 clusters Score: Raw -10351663.522125 + Penalty 3691.680337 = -10347971.841788 nChanged 3 SP:Iteration 70Q (1708.675501 sec): 3 clusters Score: Raw -10351664.134396 + Penalty 3691.680337 = -10347972.454059 nChanged 2 SP:Iteration 71Q (1708.821362 sec): 3 clusters Score: Raw -10351664.465067 + Penalty 3691.680337 = -10347972.784730 nChanged 0 SP:Iteration 72F (1709.006562 sec): 3 clusters Score: Raw -10351664.465067 + Penalty 3691.680337 = -10347972.784730 nChanged 0 Trying to split cluster 26 (2313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1709.039461 sec): 2 clusters Score: Raw -297092.067230 + Penalty 1258.773858 = -295833.293372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1709.079941 sec): 3 clusters Score: Raw -296118.099183 + Penalty 2517.547715 = -293600.551468 nChanged 831 SP:Iteration 1F (1709.113509 sec): 3 clusters Score: Raw -296716.417384 + Penalty 2517.547715 = -294198.869669 nChanged 216 SP:Iteration 2F (1709.154122 sec): 3 clusters Score: Raw -296888.453657 + Penalty 2517.547715 = -294370.905941 nChanged 118 SP:Iteration 3F (1709.201144 sec): 3 clusters Score: Raw -296968.786344 + Penalty 2517.547715 = -294451.238629 nChanged 89 SP:Iteration 4Q (1709.251694 sec): 3 clusters Score: Raw -297024.526129 + Penalty 2517.547715 = -294506.978414 nChanged 61 SP:Iteration 5Q (1709.301683 sec): 3 clusters Score: Raw -297059.537007 + Penalty 2517.547715 = -294541.989292 nChanged 50 SP:Iteration 6Q (1709.347986 sec): 3 clusters Score: Raw -297093.207556 + Penalty 2517.547715 = -294575.659841 nChanged 39 SP:Iteration 7Q (1709.395864 sec): 3 clusters Score: Raw -297111.677180 + Penalty 2517.547715 = -294594.129465 nChanged 30 SP:Iteration 8Q (1709.449207 sec): 3 clusters Score: Raw -297127.542007 + Penalty 2517.547715 = -294609.994292 nChanged 31 SP:Iteration 9Q (1709.504580 sec): 3 clusters Score: Raw -297151.598173 + Penalty 2517.547715 = -294634.050458 nChanged 32 SP:Iteration 10Q (1709.559352 sec): 3 clusters Score: Raw -297170.024719 + Penalty 2517.547715 = -294652.477004 nChanged 29 SP:Iteration 11Q (1709.610847 sec): 3 clusters Score: Raw -297181.862046 + Penalty 2517.547715 = -294664.314330 nChanged 20 SP:Iteration 12Q (1709.654758 sec): 3 clusters Score: Raw -297191.502044 + Penalty 2517.547715 = -294673.954329 nChanged 16 SP:Iteration 13Q (1709.698416 sec): 3 clusters Score: Raw -297199.629464 + Penalty 2517.547715 = -294682.081749 nChanged 14 SP:Iteration 14Q (1709.752308 sec): 3 clusters Score: Raw -297206.818982 + Penalty 2517.547715 = -294689.271266 nChanged 8 SP:Iteration 15Q (1709.812003 sec): 3 clusters Score: Raw -297210.044353 + Penalty 2517.547715 = -294692.496638 nChanged 9 SP:Iteration 16Q (1709.860766 sec): 3 clusters Score: Raw -297212.165597 + Penalty 2517.547715 = -294694.617882 nChanged 9 SP:Iteration 17Q (1709.907178 sec): 3 clusters Score: Raw -297215.521648 + Penalty 2517.547715 = -294697.973933 nChanged 8 SP:Iteration 18Q (1709.957333 sec): 3 clusters Score: Raw -297221.091357 + Penalty 2517.547715 = -294703.543642 nChanged 8 SP:Iteration 19Q (1710.009884 sec): 3 clusters Score: Raw -297225.292534 + Penalty 2517.547715 = -294707.744819 nChanged 10 SP:Iteration 20F (1710.063302 sec): 3 clusters Score: Raw -297230.021310 + Penalty 2517.547715 = -294712.473595 nChanged 7 SP:Iteration 21Q (1710.113024 sec): 3 clusters Score: Raw -297233.296320 + Penalty 2517.547715 = -294715.748604 nChanged 5 SP:Iteration 22Q (1710.163385 sec): 3 clusters Score: Raw -297236.005276 + Penalty 2517.547715 = -294718.457561 nChanged 6 SP:Iteration 23Q (1710.218822 sec): 3 clusters Score: Raw -297239.010187 + Penalty 2517.547715 = -294721.462472 nChanged 5 SP:Iteration 24Q (1710.262029 sec): 3 clusters Score: Raw -297240.463117 + Penalty 2517.547715 = -294722.915402 nChanged 5 SP:Iteration 25Q (1710.312331 sec): 3 clusters Score: Raw -297242.424985 + Penalty 2517.547715 = -294724.877270 nChanged 5 SP:Iteration 26Q (1710.353010 sec): 3 clusters Score: Raw -297244.326719 + Penalty 2517.547715 = -294726.779003 nChanged 2 SP:Iteration 27Q (1710.400395 sec): 3 clusters Score: Raw -297244.739442 + Penalty 2517.547715 = -294727.191727 nChanged 1 SP:Iteration 28Q (1710.451115 sec): 3 clusters Score: Raw -297244.823173 + Penalty 2517.547715 = -294727.275458 nChanged 0 SP:Iteration 29F (1710.498627 sec): 3 clusters Score: Raw -297244.823173 + Penalty 2517.547715 = -294727.275458 nChanged 0 Trying to split cluster 27 (3148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1710.524555 sec): 2 clusters Score: Raw -379512.732798 + Penalty 1308.859924 = -378203.872874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1710.559651 sec): 3 clusters Score: Raw -378078.528099 + Penalty 2617.719848 = -375460.808251 nChanged 1174 SP:Iteration 1F (1710.604485 sec): 3 clusters Score: Raw -378917.013085 + Penalty 2617.719848 = -376299.293237 nChanged 280 SP:Iteration 2F (1710.660520 sec): 3 clusters Score: Raw -379122.813785 + Penalty 2617.719848 = -376505.093937 nChanged 202 SP:Iteration 3F (1710.704926 sec): 3 clusters Score: Raw -379260.648582 + Penalty 2617.719848 = -376642.928734 nChanged 138 SP:Iteration 4Q (1710.734541 sec): 3 clusters Score: Raw -379342.401861 + Penalty 2617.719848 = -376724.682013 nChanged 106 SP:Iteration 5Q (1710.786334 sec): 3 clusters Score: Raw -379401.724800 + Penalty 2617.719848 = -376784.004952 nChanged 92 SP:Iteration 6Q (1710.836898 sec): 3 clusters Score: Raw -379465.871503 + Penalty 2617.719848 = -376848.151654 nChanged 104 SP:Iteration 7Q (1710.880375 sec): 3 clusters Score: Raw -379534.375411 + Penalty 2617.719848 = -376916.655563 nChanged 89 SP:Iteration 8Q (1710.934851 sec): 3 clusters Score: Raw -379599.050151 + Penalty 2617.719848 = -376981.330302 nChanged 81 SP:Iteration 9Q (1710.983582 sec): 3 clusters Score: Raw -379662.886723 + Penalty 2617.719848 = -377045.166875 nChanged 95 SP:Iteration 10Q (1711.024369 sec): 3 clusters Score: Raw -379741.405161 + Penalty 2617.719848 = -377123.685312 nChanged 94 SP:Iteration 11Q (1711.076274 sec): 3 clusters Score: Raw -379816.290194 + Penalty 2617.719848 = -377198.570346 nChanged 100 SP:Iteration 12Q (1711.123168 sec): 3 clusters Score: Raw -379881.758343 + Penalty 2617.719848 = -377264.038495 nChanged 65 SP:Iteration 13Q (1711.164347 sec): 3 clusters Score: Raw -379925.063322 + Penalty 2617.719848 = -377307.343474 nChanged 62 SP:Iteration 14Q (1711.208503 sec): 3 clusters Score: Raw -379964.678071 + Penalty 2617.719848 = -377346.958223 nChanged 43 SP:Iteration 15Q (1711.265252 sec): 3 clusters Score: Raw -379990.012697 + Penalty 2617.719848 = -377372.292849 nChanged 31 SP:Iteration 16Q (1711.300964 sec): 3 clusters Score: Raw -380005.095311 + Penalty 2617.719848 = -377387.375463 nChanged 21 SP:Iteration 17Q (1711.355296 sec): 3 clusters Score: Raw -380014.874718 + Penalty 2617.719848 = -377397.154870 nChanged 15 SP:Iteration 18Q (1711.394485 sec): 3 clusters Score: Raw -380020.950033 + Penalty 2617.719848 = -377403.230185 nChanged 14 SP:Iteration 19Q (1711.435189 sec): 3 clusters Score: Raw -380026.624855 + Penalty 2617.719848 = -377408.905007 nChanged 14 SP:Iteration 20F (1711.484089 sec): 3 clusters Score: Raw -380030.999823 + Penalty 2617.719848 = -377413.279975 nChanged 8 SP:Iteration 21Q (1711.532199 sec): 3 clusters Score: Raw -380033.833394 + Penalty 2617.719848 = -377416.113546 nChanged 8 SP:Iteration 22Q (1711.577722 sec): 3 clusters Score: Raw -380037.052296 + Penalty 2617.719848 = -377419.332448 nChanged 10 SP:Iteration 23Q (1711.626497 sec): 3 clusters Score: Raw -380040.365037 + Penalty 2617.719848 = -377422.645188 nChanged 5 SP:Iteration 24Q (1711.679717 sec): 3 clusters Score: Raw -380042.403536 + Penalty 2617.719848 = -377424.683688 nChanged 6 SP:Iteration 25Q (1711.719943 sec): 3 clusters Score: Raw -380045.352680 + Penalty 2617.719848 = -377427.632832 nChanged 7 SP:Iteration 26Q (1711.775808 sec): 3 clusters Score: Raw -380047.992953 + Penalty 2617.719848 = -377430.273105 nChanged 4 SP:Iteration 27Q (1711.815867 sec): 3 clusters Score: Raw -380048.811978 + Penalty 2617.719848 = -377431.092130 nChanged 3 SP:Iteration 28Q (1711.864027 sec): 3 clusters Score: Raw -380050.108214 + Penalty 2617.719848 = -377432.388366 nChanged 4 SP:Iteration 29Q (1711.923818 sec): 3 clusters Score: Raw -380051.526570 + Penalty 2617.719848 = -377433.806722 nChanged 1 SP:Iteration 30Q (1711.961903 sec): 3 clusters Score: Raw -380051.899976 + Penalty 2617.719848 = -377434.180128 nChanged 0 SP:Iteration 31F (1712.004157 sec): 3 clusters Score: Raw -380051.899976 + Penalty 2617.719848 = -377434.180128 nChanged 0 Trying to split cluster 28 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1712.026106 sec): 2 clusters Score: Raw -47891.903976 + Penalty 986.869737 = -46905.034239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1712.068318 sec): 3 clusters Score: Raw -47885.131268 + Penalty 1973.739474 = -45911.391795 nChanged 99 SP:Iteration 1F (1712.126049 sec): 3 clusters Score: Raw -48061.802832 + Penalty 1973.739474 = -46088.063359 nChanged 30 SP:Iteration 2F (1712.160830 sec): 3 clusters Score: Raw -48113.857129 + Penalty 1973.739474 = -46140.117655 nChanged 19 SP:Iteration 3Q (1712.202152 sec): 3 clusters Score: Raw -48155.915388 + Penalty 1973.739474 = -46182.175914 nChanged 10 SP:Iteration 4Q (1712.240507 sec): 3 clusters Score: Raw -48174.270992 + Penalty 1973.739474 = -46200.531518 nChanged 6 SP:Iteration 5Q (1712.279320 sec): 3 clusters Score: Raw -48187.994919 + Penalty 1973.739474 = -46214.255445 nChanged 6 SP:Iteration 6Q (1712.334431 sec): 3 clusters Score: Raw -48218.100744 + Penalty 1973.739474 = -46244.361270 nChanged 10 SP:Iteration 7Q (1712.371121 sec): 3 clusters Score: Raw -48242.139221 + Penalty 1973.739474 = -46268.399748 nChanged 5 SP:Iteration 8Q (1712.414683 sec): 3 clusters Score: Raw -48254.764810 + Penalty 1973.739474 = -46281.025336 nChanged 6 SP:Iteration 9Q (1712.466747 sec): 3 clusters Score: Raw -48275.414845 + Penalty 1973.739474 = -46301.675372 nChanged 4 SP:Iteration 10Q (1712.517912 sec): 3 clusters Score: Raw -48279.225418 + Penalty 1973.739474 = -46305.485944 nChanged 1 SP:Iteration 11Q (1712.558547 sec): 3 clusters Score: Raw -48280.165422 + Penalty 1973.739474 = -46306.425948 nChanged 1 SP:Iteration 12Q (1712.601088 sec): 3 clusters Score: Raw -48282.188967 + Penalty 1973.739474 = -46308.449493 nChanged 1 SP:Iteration 13Q (1712.649949 sec): 3 clusters Score: Raw -48283.990495 + Penalty 1973.739474 = -46310.251021 nChanged 2 SP:Iteration 14Q (1712.685543 sec): 3 clusters Score: Raw -48292.087755 + Penalty 1973.739474 = -46318.348281 nChanged 1 SP:Iteration 15Q (1712.726370 sec): 3 clusters Score: Raw -48295.529130 + Penalty 1973.739474 = -46321.789656 nChanged 2 SP:Iteration 16Q (1712.759945 sec): 3 clusters Score: Raw -48298.544036 + Penalty 1973.739474 = -46324.804562 nChanged 1 SP:Iteration 17Q (1712.801790 sec): 3 clusters Score: Raw -48299.584880 + Penalty 1973.739474 = -46325.845406 nChanged 0 SP:Iteration 18F (1712.844236 sec): 3 clusters Score: Raw -48299.584880 + Penalty 1973.739474 = -46325.845406 nChanged 0 Trying to split cluster 29 (11996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1712.885661 sec): 2 clusters Score: Raw -1457341.808045 + Penalty 1526.253388 = -1455815.554657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1712.952263 sec): 3 clusters Score: Raw -1450395.027171 + Penalty 3052.506775 = -1447342.520396 nChanged 5241 SP:Iteration 1F (1713.003281 sec): 3 clusters Score: Raw -1453080.838959 + Penalty 3052.506775 = -1450028.332183 nChanged 729 SP:Iteration 2F (1713.076447 sec): 3 clusters Score: Raw -1453439.200529 + Penalty 3052.506775 = -1450386.693753 nChanged 685 SP:Iteration 3F (1713.134766 sec): 3 clusters Score: Raw -1453774.610684 + Penalty 3052.506775 = -1450722.103909 nChanged 636 SP:Iteration 4F (1713.203474 sec): 3 clusters Score: Raw -1454070.343703 + Penalty 3052.506775 = -1451017.836927 nChanged 590 SP:Iteration 5Q (1713.258311 sec): 3 clusters Score: Raw -1454370.156017 + Penalty 3052.506775 = -1451317.649241 nChanged 587 SP:Iteration 6Q (1713.327396 sec): 3 clusters Score: Raw -1454715.884419 + Penalty 3052.506775 = -1451663.377644 nChanged 618 SP:Iteration 7F (1713.386331 sec): 3 clusters Score: Raw -1455112.508044 + Penalty 3052.506775 = -1452060.001269 nChanged 623 SP:Iteration 8F (1713.454795 sec): 3 clusters Score: Raw -1455528.487969 + Penalty 3052.506775 = -1452475.981194 nChanged 610 SP:Iteration 9F (1713.527155 sec): 3 clusters Score: Raw -1455972.318218 + Penalty 3052.506775 = -1452919.811443 nChanged 587 SP:Iteration 10Q (1713.576838 sec): 3 clusters Score: Raw -1456353.601291 + Penalty 3052.506775 = -1453301.094516 nChanged 451 SP:Iteration 11Q (1713.641752 sec): 3 clusters Score: Raw -1456611.463142 + Penalty 3052.506775 = -1453558.956367 nChanged 336 SP:Iteration 12Q (1713.713127 sec): 3 clusters Score: Raw -1456770.407300 + Penalty 3052.506775 = -1453717.900525 nChanged 235 SP:Iteration 13Q (1713.770113 sec): 3 clusters Score: Raw -1456853.301196 + Penalty 3052.506775 = -1453800.794420 nChanged 180 SP:Iteration 14Q (1713.842150 sec): 3 clusters Score: Raw -1456913.710296 + Penalty 3052.506775 = -1453861.203520 nChanged 148 SP:Iteration 15Q (1713.890725 sec): 3 clusters Score: Raw -1456962.696224 + Penalty 3052.506775 = -1453910.189449 nChanged 130 SP:Iteration 16Q (1713.956047 sec): 3 clusters Score: Raw -1456999.600014 + Penalty 3052.506775 = -1453947.093238 nChanged 100 SP:Iteration 17Q (1714.023545 sec): 3 clusters Score: Raw -1457026.203679 + Penalty 3052.506775 = -1453973.696904 nChanged 91 SP:Iteration 18Q (1714.086849 sec): 3 clusters Score: Raw -1457051.248222 + Penalty 3052.506775 = -1453998.741447 nChanged 89 SP:Iteration 19Q (1714.148601 sec): 3 clusters Score: Raw -1457077.500056 + Penalty 3052.506775 = -1454024.993281 nChanged 94 SP:Iteration 20F (1714.208991 sec): 3 clusters Score: Raw -1457101.886954 + Penalty 3052.506775 = -1454049.380179 nChanged 77 SP:Iteration 21Q (1714.275959 sec): 3 clusters Score: Raw -1457121.169947 + Penalty 3052.506775 = -1454068.663171 nChanged 79 SP:Iteration 22Q (1714.337424 sec): 3 clusters Score: Raw -1457144.507371 + Penalty 3052.506775 = -1454092.000595 nChanged 92 SP:Iteration 23Q (1714.396799 sec): 3 clusters Score: Raw -1457171.492905 + Penalty 3052.506775 = -1454118.986130 nChanged 79 SP:Iteration 24Q (1714.461187 sec): 3 clusters Score: Raw -1457190.853423 + Penalty 3052.506775 = -1454138.346647 nChanged 70 SP:Iteration 25Q (1714.517120 sec): 3 clusters Score: Raw -1457208.927676 + Penalty 3052.506775 = -1454156.420901 nChanged 73 SP:Iteration 26Q (1714.578572 sec): 3 clusters Score: Raw -1457226.332316 + Penalty 3052.506775 = -1454173.825541 nChanged 67 SP:Iteration 27Q (1714.644691 sec): 3 clusters Score: Raw -1457242.911995 + Penalty 3052.506775 = -1454190.405220 nChanged 60 SP:Iteration 28Q (1714.698462 sec): 3 clusters Score: Raw -1457257.050084 + Penalty 3052.506775 = -1454204.543309 nChanged 60 SP:Iteration 29Q (1714.759098 sec): 3 clusters Score: Raw -1457271.629289 + Penalty 3052.506775 = -1454219.122513 nChanged 63 SP:Iteration 30Q (1714.823411 sec): 3 clusters Score: Raw -1457286.939425 + Penalty 3052.506775 = -1454234.432650 nChanged 47 SP:Iteration 31Q (1714.889039 sec): 3 clusters Score: Raw -1457297.121269 + Penalty 3052.506775 = -1454244.614494 nChanged 54 SP:Iteration 32Q (1714.953955 sec): 3 clusters Score: Raw -1457308.466759 + Penalty 3052.506775 = -1454255.959983 nChanged 46 SP:Iteration 33Q (1715.007783 sec): 3 clusters Score: Raw -1457317.888824 + Penalty 3052.506775 = -1454265.382048 nChanged 48 SP:Iteration 34Q (1715.068942 sec): 3 clusters Score: Raw -1457327.827255 + Penalty 3052.506775 = -1454275.320480 nChanged 47 SP:Iteration 35Q (1715.136462 sec): 3 clusters Score: Raw -1457337.955732 + Penalty 3052.506775 = -1454285.448957 nChanged 51 SP:Iteration 36Q (1715.186876 sec): 3 clusters Score: Raw -1457348.453224 + Penalty 3052.506775 = -1454295.946448 nChanged 53 SP:Iteration 37Q (1715.253497 sec): 3 clusters Score: Raw -1457359.296497 + Penalty 3052.506775 = -1454306.789722 nChanged 51 SP:Iteration 38Q (1715.311500 sec): 3 clusters Score: Raw -1457369.291398 + Penalty 3052.506775 = -1454316.784623 nChanged 48 SP:Iteration 39Q (1715.376338 sec): 3 clusters Score: Raw -1457378.346338 + Penalty 3052.506775 = -1454325.839563 nChanged 42 SP:Iteration 40F (1715.431298 sec): 3 clusters Score: Raw -1457387.757491 + Penalty 3052.506775 = -1454335.250716 nChanged 48 SP:Iteration 41Q (1715.503789 sec): 3 clusters Score: Raw -1457399.277225 + Penalty 3052.506775 = -1454346.770450 nChanged 49 SP:Iteration 42Q (1715.570009 sec): 3 clusters Score: Raw -1457411.258886 + Penalty 3052.506775 = -1454358.752111 nChanged 51 SP:Iteration 43Q (1715.636429 sec): 3 clusters Score: Raw -1457424.611991 + Penalty 3052.506775 = -1454372.105216 nChanged 55 SP:Iteration 44Q (1715.694676 sec): 3 clusters Score: Raw -1457437.595395 + Penalty 3052.506775 = -1454385.088619 nChanged 43 SP:Iteration 45Q (1715.754355 sec): 3 clusters Score: Raw -1457446.102442 + Penalty 3052.506775 = -1454393.595666 nChanged 30 SP:Iteration 46Q (1715.812903 sec): 3 clusters Score: Raw -1457452.580224 + Penalty 3052.506775 = -1454400.073448 nChanged 36 SP:Iteration 47Q (1715.867032 sec): 3 clusters Score: Raw -1457459.785267 + Penalty 3052.506775 = -1454407.278492 nChanged 32 SP:Iteration 48Q (1715.936756 sec): 3 clusters Score: Raw -1457468.083172 + Penalty 3052.506775 = -1454415.576396 nChanged 29 SP:Iteration 49Q (1715.991257 sec): 3 clusters Score: Raw -1457474.517839 + Penalty 3052.506775 = -1454422.011063 nChanged 32 SP:Iteration 50Q (1716.054323 sec): 3 clusters Score: Raw -1457482.132967 + Penalty 3052.506775 = -1454429.626191 nChanged 36 SP:Iteration 51Q (1716.118651 sec): 3 clusters Score: Raw -1457490.419513 + Penalty 3052.506775 = -1454437.912738 nChanged 32 SP:Iteration 52Q (1716.184725 sec): 3 clusters Score: Raw -1457498.153136 + Penalty 3052.506775 = -1454445.646360 nChanged 38 SP:Iteration 53Q (1716.237797 sec): 3 clusters Score: Raw -1457508.082808 + Penalty 3052.506775 = -1454455.576033 nChanged 42 SP:Iteration 54Q (1716.310420 sec): 3 clusters Score: Raw -1457518.077434 + Penalty 3052.506775 = -1454465.570658 nChanged 25 SP:Iteration 55Q (1716.368605 sec): 3 clusters Score: Raw -1457524.442439 + Penalty 3052.506775 = -1454471.935664 nChanged 20 SP:Iteration 56Q (1716.427101 sec): 3 clusters Score: Raw -1457528.971467 + Penalty 3052.506775 = -1454476.464692 nChanged 23 SP:Iteration 57Q (1716.482235 sec): 3 clusters Score: Raw -1457533.991123 + Penalty 3052.506775 = -1454481.484347 nChanged 15 SP:Iteration 58Q (1716.545350 sec): 3 clusters Score: Raw -1457537.094808 + Penalty 3052.506775 = -1454484.588032 nChanged 11 SP:Iteration 59Q (1716.604085 sec): 3 clusters Score: Raw -1457538.658070 + Penalty 3052.506775 = -1454486.151295 nChanged 13 SP:Iteration 60F (1716.669267 sec): 3 clusters Score: Raw -1457540.560351 + Penalty 3052.506775 = -1454488.053576 nChanged 6 SP:Iteration 61Q (1716.717637 sec): 3 clusters Score: Raw -1457541.269806 + Penalty 3052.506775 = -1454488.763031 nChanged 7 SP:Iteration 62Q (1716.772796 sec): 3 clusters Score: Raw -1457542.586375 + Penalty 3052.506775 = -1454490.079599 nChanged 9 SP:Iteration 63Q (1716.832112 sec): 3 clusters Score: Raw -1457544.390035 + Penalty 3052.506775 = -1454491.883260 nChanged 10 SP:Iteration 64Q (1716.895813 sec): 3 clusters Score: Raw -1457546.052167 + Penalty 3052.506775 = -1454493.545392 nChanged 8 SP:Iteration 65Q (1716.961714 sec): 3 clusters Score: Raw -1457547.602645 + Penalty 3052.506775 = -1454495.095869 nChanged 10 SP:Iteration 66Q (1717.017901 sec): 3 clusters Score: Raw -1457550.036557 + Penalty 3052.506775 = -1454497.529782 nChanged 12 SP:Iteration 67Q (1717.074425 sec): 3 clusters Score: Raw -1457552.088944 + Penalty 3052.506775 = -1454499.582169 nChanged 14 SP:Iteration 68Q (1717.130656 sec): 3 clusters Score: Raw -1457555.442221 + Penalty 3052.506775 = -1454502.935446 nChanged 13 SP:Iteration 69Q (1717.192464 sec): 3 clusters Score: Raw -1457558.372871 + Penalty 3052.506775 = -1454505.866095 nChanged 19 SP:Iteration 70Q (1717.257513 sec): 3 clusters Score: Raw -1457562.638838 + Penalty 3052.506775 = -1454510.132063 nChanged 15 SP:Iteration 71Q (1717.312938 sec): 3 clusters Score: Raw -1457564.809556 + Penalty 3052.506775 = -1454512.302781 nChanged 9 SP:Iteration 72Q (1717.376583 sec): 3 clusters Score: Raw -1457566.588089 + Penalty 3052.506775 = -1454514.081314 nChanged 15 SP:Iteration 73Q (1717.436619 sec): 3 clusters Score: Raw -1457569.087582 + Penalty 3052.506775 = -1454516.580806 nChanged 5 SP:Iteration 74Q (1717.499510 sec): 3 clusters Score: Raw -1457570.143444 + Penalty 3052.506775 = -1454517.636668 nChanged 8 SP:Iteration 75Q (1717.552067 sec): 3 clusters Score: Raw -1457571.658506 + Penalty 3052.506775 = -1454519.151730 nChanged 8 SP:Iteration 76Q (1717.619808 sec): 3 clusters Score: Raw -1457572.846147 + Penalty 3052.506775 = -1454520.339372 nChanged 5 SP:Iteration 77Q (1717.677893 sec): 3 clusters Score: Raw -1457573.640044 + Penalty 3052.506775 = -1454521.133269 nChanged 4 SP:Iteration 78Q (1717.730052 sec): 3 clusters Score: Raw -1457574.076739 + Penalty 3052.506775 = -1454521.569964 nChanged 3 SP:Iteration 79Q (1717.788966 sec): 3 clusters Score: Raw -1457574.398486 + Penalty 3052.506775 = -1454521.891710 nChanged 5 SP:Iteration 80F (1717.842303 sec): 3 clusters Score: Raw -1457575.072128 + Penalty 3052.506775 = -1454522.565353 nChanged 3 SP:Iteration 81Q (1717.901936 sec): 3 clusters Score: Raw -1457575.846115 + Penalty 3052.506775 = -1454523.339339 nChanged 2 SP:Iteration 82Q (1717.971758 sec): 3 clusters Score: Raw -1457576.061328 + Penalty 3052.506775 = -1454523.554552 nChanged 1 SP:Iteration 83Q (1718.023048 sec): 3 clusters Score: Raw -1457576.192188 + Penalty 3052.506775 = -1454523.685412 nChanged 2 SP:Iteration 84Q (1718.091461 sec): 3 clusters Score: Raw -1457576.372843 + Penalty 3052.506775 = -1454523.866068 nChanged 1 SP:Iteration 85Q (1718.146037 sec): 3 clusters Score: Raw -1457576.442928 + Penalty 3052.506775 = -1454523.936153 nChanged 0 SP:Iteration 86F (1718.209749 sec): 3 clusters Score: Raw -1457576.442928 + Penalty 3052.506775 = -1454523.936153 nChanged 0 Trying to split cluster 30 (12966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1718.260962 sec): 2 clusters Score: Raw -1593813.294559 + Penalty 1538.888947 = -1592274.405613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1718.320308 sec): 3 clusters Score: Raw -1586355.543867 + Penalty 3077.777893 = -1583277.765974 nChanged 5628 SP:Iteration 1F (1718.383121 sec): 3 clusters Score: Raw -1589317.030615 + Penalty 3077.777893 = -1586239.252721 nChanged 732 SP:Iteration 2F (1718.458917 sec): 3 clusters Score: Raw -1589611.314394 + Penalty 3077.777893 = -1586533.536501 nChanged 656 SP:Iteration 3F (1718.516987 sec): 3 clusters Score: Raw -1589893.781229 + Penalty 3077.777893 = -1586816.003336 nChanged 647 SP:Iteration 4Q (1718.597780 sec): 3 clusters Score: Raw -1590190.264742 + Penalty 3077.777893 = -1587112.486848 nChanged 594 SP:Iteration 5Q (1718.661764 sec): 3 clusters Score: Raw -1590475.875995 + Penalty 3077.777893 = -1587398.098101 nChanged 575 SP:Iteration 6Q (1718.721172 sec): 3 clusters Score: Raw -1590792.764960 + Penalty 3077.777893 = -1587714.987067 nChanged 587 SP:Iteration 7Q (1718.781960 sec): 3 clusters Score: Raw -1591152.086930 + Penalty 3077.777893 = -1588074.309037 nChanged 617 SP:Iteration 8Q (1718.853959 sec): 3 clusters Score: Raw -1591561.464857 + Penalty 3077.777893 = -1588483.686964 nChanged 605 SP:Iteration 9Q (1718.927339 sec): 3 clusters Score: Raw -1591915.632326 + Penalty 3077.777893 = -1588837.854433 nChanged 517 SP:Iteration 10Q (1718.997905 sec): 3 clusters Score: Raw -1592204.751438 + Penalty 3077.777893 = -1589126.973545 nChanged 484 SP:Iteration 11Q (1719.057324 sec): 3 clusters Score: Raw -1592443.133863 + Penalty 3077.777893 = -1589365.355969 nChanged 367 SP:Iteration 12Q (1719.130887 sec): 3 clusters Score: Raw -1592573.262099 + Penalty 3077.777893 = -1589495.484206 nChanged 259 SP:Iteration 13Q (1719.198272 sec): 3 clusters Score: Raw -1592650.962268 + Penalty 3077.777893 = -1589573.184375 nChanged 174 SP:Iteration 14Q (1719.262488 sec): 3 clusters Score: Raw -1592697.813593 + Penalty 3077.777893 = -1589620.035699 nChanged 143 SP:Iteration 15Q (1719.318668 sec): 3 clusters Score: Raw -1592737.025561 + Penalty 3077.777893 = -1589659.247667 nChanged 115 SP:Iteration 16Q (1719.389667 sec): 3 clusters Score: Raw -1592763.370350 + Penalty 3077.777893 = -1589685.592456 nChanged 95 SP:Iteration 17Q (1719.443699 sec): 3 clusters Score: Raw -1592786.430992 + Penalty 3077.777893 = -1589708.653099 nChanged 105 SP:Iteration 18Q (1719.515163 sec): 3 clusters Score: Raw -1592808.654878 + Penalty 3077.777893 = -1589730.876985 nChanged 84 SP:Iteration 19Q (1719.575402 sec): 3 clusters Score: Raw -1592826.970713 + Penalty 3077.777893 = -1589749.192819 nChanged 81 SP:Iteration 20F (1719.645797 sec): 3 clusters Score: Raw -1592844.958086 + Penalty 3077.777893 = -1589767.180192 nChanged 76 SP:Iteration 21Q (1719.703728 sec): 3 clusters Score: Raw -1592860.809230 + Penalty 3077.777893 = -1589783.031336 nChanged 93 SP:Iteration 22Q (1719.782865 sec): 3 clusters Score: Raw -1592878.715307 + Penalty 3077.777893 = -1589800.937413 nChanged 79 SP:Iteration 23Q (1719.840267 sec): 3 clusters Score: Raw -1592891.375838 + Penalty 3077.777893 = -1589813.597945 nChanged 68 SP:Iteration 24Q (1719.902015 sec): 3 clusters Score: Raw -1592902.909029 + Penalty 3077.777893 = -1589825.131136 nChanged 59 SP:Iteration 25Q (1719.971178 sec): 3 clusters Score: Raw -1592912.427814 + Penalty 3077.777893 = -1589834.649920 nChanged 51 SP:Iteration 26Q (1720.038986 sec): 3 clusters Score: Raw -1592925.235360 + Penalty 3077.777893 = -1589847.457466 nChanged 62 SP:Iteration 27Q (1720.101808 sec): 3 clusters Score: Raw -1592938.235916 + Penalty 3077.777893 = -1589860.458022 nChanged 64 SP:Iteration 28Q (1720.181133 sec): 3 clusters Score: Raw -1592952.165384 + Penalty 3077.777893 = -1589874.387491 nChanged 60 SP:Iteration 29Q (1720.246756 sec): 3 clusters Score: Raw -1592968.746182 + Penalty 3077.777893 = -1589890.968288 nChanged 55 SP:Iteration 30Q (1720.306054 sec): 3 clusters Score: Raw -1592980.597282 + Penalty 3077.777893 = -1589902.819388 nChanged 50 SP:Iteration 31Q (1720.374790 sec): 3 clusters Score: Raw -1592988.639221 + Penalty 3077.777893 = -1589910.861328 nChanged 50 SP:Iteration 32Q (1720.441194 sec): 3 clusters Score: Raw -1592998.797586 + Penalty 3077.777893 = -1589921.019693 nChanged 59 SP:Iteration 33Q (1720.509809 sec): 3 clusters Score: Raw -1593009.963084 + Penalty 3077.777893 = -1589932.185190 nChanged 50 SP:Iteration 34Q (1720.586974 sec): 3 clusters Score: Raw -1593021.078783 + Penalty 3077.777893 = -1589943.300890 nChanged 54 SP:Iteration 35Q (1720.652962 sec): 3 clusters Score: Raw -1593030.367813 + Penalty 3077.777893 = -1589952.589920 nChanged 46 SP:Iteration 36Q (1720.706889 sec): 3 clusters Score: Raw -1593039.119041 + Penalty 3077.777893 = -1589961.341147 nChanged 56 SP:Iteration 37Q (1720.773803 sec): 3 clusters Score: Raw -1593049.855942 + Penalty 3077.777893 = -1589972.078049 nChanged 55 SP:Iteration 38Q (1720.847819 sec): 3 clusters Score: Raw -1593061.573365 + Penalty 3077.777893 = -1589983.795471 nChanged 48 SP:Iteration 39Q (1720.904094 sec): 3 clusters Score: Raw -1593073.528450 + Penalty 3077.777893 = -1589995.750556 nChanged 59 SP:Iteration 40F (1720.975890 sec): 3 clusters Score: Raw -1593086.539078 + Penalty 3077.777893 = -1590008.761185 nChanged 63 SP:Iteration 41Q (1721.033975 sec): 3 clusters Score: Raw -1593098.150324 + Penalty 3077.777893 = -1590020.372431 nChanged 43 SP:Iteration 42Q (1721.101468 sec): 3 clusters Score: Raw -1593106.345819 + Penalty 3077.777893 = -1590028.567926 nChanged 41 SP:Iteration 43Q (1721.168523 sec): 3 clusters Score: Raw -1593114.201177 + Penalty 3077.777893 = -1590036.423284 nChanged 49 SP:Iteration 44Q (1721.236188 sec): 3 clusters Score: Raw -1593123.893885 + Penalty 3077.777893 = -1590046.115991 nChanged 48 SP:Iteration 45Q (1721.297421 sec): 3 clusters Score: Raw -1593133.477428 + Penalty 3077.777893 = -1590055.699535 nChanged 51 SP:Iteration 46Q (1721.369914 sec): 3 clusters Score: Raw -1593143.270401 + Penalty 3077.777893 = -1590065.492508 nChanged 44 SP:Iteration 47Q (1721.435422 sec): 3 clusters Score: Raw -1593154.678774 + Penalty 3077.777893 = -1590076.900880 nChanged 55 SP:Iteration 48Q (1721.496956 sec): 3 clusters Score: Raw -1593167.588124 + Penalty 3077.777893 = -1590089.810231 nChanged 60 SP:Iteration 49Q (1721.569227 sec): 3 clusters Score: Raw -1593181.013095 + Penalty 3077.777893 = -1590103.235202 nChanged 65 SP:Iteration 50Q (1721.634769 sec): 3 clusters Score: Raw -1593193.851543 + Penalty 3077.777893 = -1590116.073650 nChanged 65 SP:Iteration 51Q (1721.697240 sec): 3 clusters Score: Raw -1593209.077443 + Penalty 3077.777893 = -1590131.299550 nChanged 66 SP:Iteration 52Q (1721.757113 sec): 3 clusters Score: Raw -1593228.125482 + Penalty 3077.777893 = -1590150.347589 nChanged 82 SP:Iteration 53Q (1721.824089 sec): 3 clusters Score: Raw -1593248.315297 + Penalty 3077.777893 = -1590170.537403 nChanged 74 SP:Iteration 54Q (1721.883981 sec): 3 clusters Score: Raw -1593266.981649 + Penalty 3077.777893 = -1590189.203756 nChanged 74 SP:Iteration 55Q (1721.960612 sec): 3 clusters Score: Raw -1593284.813102 + Penalty 3077.777893 = -1590207.035209 nChanged 59 SP:Iteration 56Q (1722.022710 sec): 3 clusters Score: Raw -1593295.858391 + Penalty 3077.777893 = -1590218.080498 nChanged 45 SP:Iteration 57Q (1722.077581 sec): 3 clusters Score: Raw -1593303.954103 + Penalty 3077.777893 = -1590226.176209 nChanged 37 SP:Iteration 58Q (1722.151038 sec): 3 clusters Score: Raw -1593311.970093 + Penalty 3077.777893 = -1590234.192199 nChanged 48 SP:Iteration 59Q (1722.206615 sec): 3 clusters Score: Raw -1593323.556019 + Penalty 3077.777893 = -1590245.778126 nChanged 48 SP:Iteration 60F (1722.267563 sec): 3 clusters Score: Raw -1593332.652137 + Penalty 3077.777893 = -1590254.874244 nChanged 53 SP:Iteration 61Q (1722.328756 sec): 3 clusters Score: Raw -1593343.731479 + Penalty 3077.777893 = -1590265.953585 nChanged 43 SP:Iteration 62Q (1722.392928 sec): 3 clusters Score: Raw -1593352.395777 + Penalty 3077.777893 = -1590274.617884 nChanged 48 SP:Iteration 63Q (1722.463611 sec): 3 clusters Score: Raw -1593361.710389 + Penalty 3077.777893 = -1590283.932496 nChanged 47 SP:Iteration 64Q (1722.520078 sec): 3 clusters Score: Raw -1593371.735876 + Penalty 3077.777893 = -1590293.957983 nChanged 36 SP:Iteration 65Q (1722.584515 sec): 3 clusters Score: Raw -1593379.092280 + Penalty 3077.777893 = -1590301.314387 nChanged 30 SP:Iteration 66Q (1722.652658 sec): 3 clusters Score: Raw -1593384.325756 + Penalty 3077.777893 = -1590306.547863 nChanged 35 SP:Iteration 67Q (1722.728505 sec): 3 clusters Score: Raw -1593389.821824 + Penalty 3077.777893 = -1590312.043931 nChanged 26 SP:Iteration 68Q (1722.786734 sec): 3 clusters Score: Raw -1593393.882872 + Penalty 3077.777893 = -1590316.104978 nChanged 23 SP:Iteration 69Q (1722.859144 sec): 3 clusters Score: Raw -1593397.931298 + Penalty 3077.777893 = -1590320.153405 nChanged 15 SP:Iteration 70Q (1722.918845 sec): 3 clusters Score: Raw -1593400.982187 + Penalty 3077.777893 = -1590323.204294 nChanged 16 SP:Iteration 71Q (1722.986971 sec): 3 clusters Score: Raw -1593403.680672 + Penalty 3077.777893 = -1590325.902778 nChanged 18 SP:Iteration 72Q (1723.052741 sec): 3 clusters Score: Raw -1593406.081569 + Penalty 3077.777893 = -1590328.303675 nChanged 16 SP:Iteration 73Q (1723.115939 sec): 3 clusters Score: Raw -1593407.855974 + Penalty 3077.777893 = -1590330.078081 nChanged 14 SP:Iteration 74Q (1723.186416 sec): 3 clusters Score: Raw -1593409.887805 + Penalty 3077.777893 = -1590332.109912 nChanged 19 SP:Iteration 75Q (1723.249914 sec): 3 clusters Score: Raw -1593412.062336 + Penalty 3077.777893 = -1590334.284442 nChanged 11 SP:Iteration 76Q (1723.315307 sec): 3 clusters Score: Raw -1593413.493296 + Penalty 3077.777893 = -1590335.715403 nChanged 11 SP:Iteration 77Q (1723.384477 sec): 3 clusters Score: Raw -1593414.992308 + Penalty 3077.777893 = -1590337.214415 nChanged 14 SP:Iteration 78Q (1723.449807 sec): 3 clusters Score: Raw -1593417.251363 + Penalty 3077.777893 = -1590339.473470 nChanged 12 SP:Iteration 79Q (1723.509483 sec): 3 clusters Score: Raw -1593419.409253 + Penalty 3077.777893 = -1590341.631359 nChanged 10 SP:Iteration 80F (1723.577251 sec): 3 clusters Score: Raw -1593420.650285 + Penalty 3077.777893 = -1590342.872392 nChanged 12 SP:Iteration 81Q (1723.638196 sec): 3 clusters Score: Raw -1593422.216075 + Penalty 3077.777893 = -1590344.438182 nChanged 8 SP:Iteration 82Q (1723.700124 sec): 3 clusters Score: Raw -1593423.203490 + Penalty 3077.777893 = -1590345.425597 nChanged 9 SP:Iteration 83Q (1723.764679 sec): 3 clusters Score: Raw -1593424.286402 + Penalty 3077.777893 = -1590346.508508 nChanged 6 SP:Iteration 84Q (1723.835247 sec): 3 clusters Score: Raw -1593425.371805 + Penalty 3077.777893 = -1590347.593912 nChanged 12 SP:Iteration 85Q (1723.902021 sec): 3 clusters Score: Raw -1593427.513907 + Penalty 3077.777893 = -1590349.736013 nChanged 12 SP:Iteration 86Q (1723.973251 sec): 3 clusters Score: Raw -1593429.788536 + Penalty 3077.777893 = -1590352.010643 nChanged 11 SP:Iteration 87Q (1724.027217 sec): 3 clusters Score: Raw -1593431.360642 + Penalty 3077.777893 = -1590353.582748 nChanged 13 SP:Iteration 88Q (1724.099997 sec): 3 clusters Score: Raw -1593433.231989 + Penalty 3077.777893 = -1590355.454096 nChanged 8 SP:Iteration 89Q (1724.153864 sec): 3 clusters Score: Raw -1593434.425520 + Penalty 3077.777893 = -1590356.647627 nChanged 7 SP:Iteration 90Q (1724.227439 sec): 3 clusters Score: Raw -1593435.299665 + Penalty 3077.777893 = -1590357.521772 nChanged 2 SP:Iteration 91Q (1724.286718 sec): 3 clusters Score: Raw -1593435.541641 + Penalty 3077.777893 = -1590357.763747 nChanged 5 SP:Iteration 92Q (1724.357078 sec): 3 clusters Score: Raw -1593436.439888 + Penalty 3077.777893 = -1590358.661995 nChanged 11 SP:Iteration 93Q (1724.422623 sec): 3 clusters Score: Raw -1593438.641780 + Penalty 3077.777893 = -1590360.863886 nChanged 18 SP:Iteration 94Q (1724.492428 sec): 3 clusters Score: Raw -1593441.691034 + Penalty 3077.777893 = -1590363.913141 nChanged 20 SP:Iteration 95Q (1724.556940 sec): 3 clusters Score: Raw -1593444.721452 + Penalty 3077.777893 = -1590366.943559 nChanged 16 SP:Iteration 96Q (1724.624396 sec): 3 clusters Score: Raw -1593446.673422 + Penalty 3077.777893 = -1590368.895528 nChanged 14 SP:Iteration 97Q (1724.689788 sec): 3 clusters Score: Raw -1593448.792945 + Penalty 3077.777893 = -1590371.015052 nChanged 19 SP:Iteration 98Q (1724.762358 sec): 3 clusters Score: Raw -1593451.228815 + Penalty 3077.777893 = -1590373.450922 nChanged 18 SP:Iteration 99Q (1724.831927 sec): 3 clusters Score: Raw -1593454.601431 + Penalty 3077.777893 = -1590376.823538 nChanged 19 SP:Iteration 100F (1724.902293 sec): 3 clusters Score: Raw -1593457.744763 + Penalty 3077.777893 = -1590379.966870 nChanged 19 SP:Iteration 101Q (1724.958441 sec): 3 clusters Score: Raw -1593460.591128 + Penalty 3077.777893 = -1590382.813234 nChanged 18 SP:Iteration 102Q (1725.032922 sec): 3 clusters Score: Raw -1593462.607615 + Penalty 3077.777893 = -1590384.829722 nChanged 12 SP:Iteration 103Q (1725.097415 sec): 3 clusters Score: Raw -1593464.085663 + Penalty 3077.777893 = -1590386.307770 nChanged 10 SP:Iteration 104Q (1725.168469 sec): 3 clusters Score: Raw -1593465.549412 + Penalty 3077.777893 = -1590387.771519 nChanged 11 SP:Iteration 105Q (1725.235514 sec): 3 clusters Score: Raw -1593467.331927 + Penalty 3077.777893 = -1590389.554033 nChanged 13 SP:Iteration 106Q (1725.301487 sec): 3 clusters Score: Raw -1593469.293857 + Penalty 3077.777893 = -1590391.515964 nChanged 14 SP:Iteration 107Q (1725.370677 sec): 3 clusters Score: Raw -1593471.714029 + Penalty 3077.777893 = -1590393.936135 nChanged 18 SP:Iteration 108Q (1725.419738 sec): 3 clusters Score: Raw -1593475.325046 + Penalty 3077.777893 = -1590397.547153 nChanged 20 SP:Iteration 109Q (1725.487782 sec): 3 clusters Score: Raw -1593478.463675 + Penalty 3077.777893 = -1590400.685781 nChanged 13 SP:Iteration 110Q (1725.561387 sec): 3 clusters Score: Raw -1593480.495174 + Penalty 3077.777893 = -1590402.717281 nChanged 14 SP:Iteration 111Q (1725.631703 sec): 3 clusters Score: Raw -1593484.581548 + Penalty 3077.777893 = -1590406.803655 nChanged 16 SP:Iteration 112Q (1725.696480 sec): 3 clusters Score: Raw -1593488.953906 + Penalty 3077.777893 = -1590411.176012 nChanged 24 SP:Iteration 113Q (1725.765649 sec): 3 clusters Score: Raw -1593494.612773 + Penalty 3077.777893 = -1590416.834880 nChanged 22 SP:Iteration 114Q (1725.818846 sec): 3 clusters Score: Raw -1593498.389402 + Penalty 3077.777893 = -1590420.611509 nChanged 18 SP:Iteration 115Q (1725.877177 sec): 3 clusters Score: Raw -1593501.359145 + Penalty 3077.777893 = -1590423.581251 nChanged 18 SP:Iteration 116Q (1725.941485 sec): 3 clusters Score: Raw -1593504.815093 + Penalty 3077.777893 = -1590427.037199 nChanged 18 SP:Iteration 117Q (1726.006999 sec): 3 clusters Score: Raw -1593507.906872 + Penalty 3077.777893 = -1590430.128979 nChanged 15 SP:Iteration 118Q (1726.064166 sec): 3 clusters Score: Raw -1593509.889138 + Penalty 3077.777893 = -1590432.111244 nChanged 15 SP:Iteration 119Q (1726.133328 sec): 3 clusters Score: Raw -1593512.464069 + Penalty 3077.777893 = -1590434.686176 nChanged 14 SP:Iteration 120F (1726.188398 sec): 3 clusters Score: Raw -1593514.258390 + Penalty 3077.777893 = -1590436.480497 nChanged 14 SP:Iteration 121Q (1726.262909 sec): 3 clusters Score: Raw -1593516.485845 + Penalty 3077.777893 = -1590438.707951 nChanged 14 SP:Iteration 122Q (1726.323488 sec): 3 clusters Score: Raw -1593518.878092 + Penalty 3077.777893 = -1590441.100199 nChanged 18 SP:Iteration 123Q (1726.379867 sec): 3 clusters Score: Raw -1593522.392370 + Penalty 3077.777893 = -1590444.614477 nChanged 24 SP:Iteration 124Q (1726.447018 sec): 3 clusters Score: Raw -1593527.985075 + Penalty 3077.777893 = -1590450.207182 nChanged 33 SP:Iteration 125Q (1726.507232 sec): 3 clusters Score: Raw -1593535.224575 + Penalty 3077.777893 = -1590457.446682 nChanged 36 SP:Iteration 126Q (1726.574569 sec): 3 clusters Score: Raw -1593542.848204 + Penalty 3077.777893 = -1590465.070311 nChanged 39 SP:Iteration 127Q (1726.636432 sec): 3 clusters Score: Raw -1593551.647414 + Penalty 3077.777893 = -1590473.869521 nChanged 35 SP:Iteration 128Q (1726.702473 sec): 3 clusters Score: Raw -1593560.314349 + Penalty 3077.777893 = -1590482.536456 nChanged 39 SP:Iteration 129Q (1726.760526 sec): 3 clusters Score: Raw -1593569.687938 + Penalty 3077.777893 = -1590491.910045 nChanged 39 SP:Iteration 130Q (1726.839099 sec): 3 clusters Score: Raw -1593580.162505 + Penalty 3077.777893 = -1590502.384612 nChanged 38 SP:Iteration 131Q (1726.891466 sec): 3 clusters Score: Raw -1593589.444605 + Penalty 3077.777893 = -1590511.666711 nChanged 43 SP:Iteration 132Q (1726.952475 sec): 3 clusters Score: Raw -1593600.064796 + Penalty 3077.777893 = -1590522.286903 nChanged 38 SP:Iteration 133Q (1727.024565 sec): 3 clusters Score: Raw -1593610.926769 + Penalty 3077.777893 = -1590533.148875 nChanged 43 SP:Iteration 134Q (1727.089497 sec): 3 clusters Score: Raw -1593621.214112 + Penalty 3077.777893 = -1590543.436219 nChanged 36 SP:Iteration 135Q (1727.154482 sec): 3 clusters Score: Raw -1593630.163431 + Penalty 3077.777893 = -1590552.385538 nChanged 28 SP:Iteration 136Q (1727.212893 sec): 3 clusters Score: Raw -1593637.092616 + Penalty 3077.777893 = -1590559.314722 nChanged 31 SP:Iteration 137Q (1727.279720 sec): 3 clusters Score: Raw -1593643.607515 + Penalty 3077.777893 = -1590565.829622 nChanged 18 SP:Iteration 138Q (1727.339631 sec): 3 clusters Score: Raw -1593647.976592 + Penalty 3077.777893 = -1590570.198699 nChanged 23 SP:Iteration 139Q (1727.404460 sec): 3 clusters Score: Raw -1593652.568013 + Penalty 3077.777893 = -1590574.790120 nChanged 22 SP:Iteration 140F (1727.465385 sec): 3 clusters Score: Raw -1593657.072625 + Penalty 3077.777893 = -1590579.294732 nChanged 24 SP:Iteration 141Q (1727.525673 sec): 3 clusters Score: Raw -1593661.434081 + Penalty 3077.777893 = -1590583.656188 nChanged 14 SP:Iteration 142Q (1727.597751 sec): 3 clusters Score: Raw -1593663.931672 + Penalty 3077.777893 = -1590586.153778 nChanged 13 SP:Iteration 143Q (1727.656878 sec): 3 clusters Score: Raw -1593665.858911 + Penalty 3077.777893 = -1590588.081018 nChanged 13 SP:Iteration 144Q (1727.731515 sec): 3 clusters Score: Raw -1593667.613873 + Penalty 3077.777893 = -1590589.835979 nChanged 9 SP:Iteration 145Q (1727.788062 sec): 3 clusters Score: Raw -1593668.844354 + Penalty 3077.777893 = -1590591.066461 nChanged 6 SP:Iteration 146Q (1727.851243 sec): 3 clusters Score: Raw -1593669.523987 + Penalty 3077.777893 = -1590591.746094 nChanged 4 SP:Iteration 147Q (1727.909412 sec): 3 clusters Score: Raw -1593669.916584 + Penalty 3077.777893 = -1590592.138691 nChanged 4 SP:Iteration 148Q (1727.979924 sec): 3 clusters Score: Raw -1593670.426689 + Penalty 3077.777893 = -1590592.648796 nChanged 5 SP:Iteration 149Q (1728.041425 sec): 3 clusters Score: Raw -1593671.037850 + Penalty 3077.777893 = -1590593.259956 nChanged 5 SP:Iteration 150Q (1728.098602 sec): 3 clusters Score: Raw -1593671.746293 + Penalty 3077.777893 = -1590593.968400 nChanged 10 SP:Iteration 151Q (1728.170220 sec): 3 clusters Score: Raw -1593673.170175 + Penalty 3077.777893 = -1590595.392282 nChanged 8 SP:Iteration 152Q (1728.226866 sec): 3 clusters Score: Raw -1593675.052651 + Penalty 3077.777893 = -1590597.274758 nChanged 10 SP:Iteration 153Q (1728.296926 sec): 3 clusters Score: Raw -1593676.838085 + Penalty 3077.777893 = -1590599.060191 nChanged 4 SP:Iteration 154Q (1728.348985 sec): 3 clusters Score: Raw -1593677.607731 + Penalty 3077.777893 = -1590599.829838 nChanged 6 SP:Iteration 155Q (1728.415657 sec): 3 clusters Score: Raw -1593678.360668 + Penalty 3077.777893 = -1590600.582775 nChanged 4 SP:Iteration 156Q (1728.478322 sec): 3 clusters Score: Raw -1593678.890528 + Penalty 3077.777893 = -1590601.112635 nChanged 3 SP:Iteration 157Q (1728.537577 sec): 3 clusters Score: Raw -1593679.416021 + Penalty 3077.777893 = -1590601.638128 nChanged 4 SP:Iteration 158Q (1728.606789 sec): 3 clusters Score: Raw -1593680.218358 + Penalty 3077.777893 = -1590602.440464 nChanged 5 SP:Iteration 159Q (1728.678397 sec): 3 clusters Score: Raw -1593680.994034 + Penalty 3077.777893 = -1590603.216141 nChanged 9 SP:Iteration 160F (1728.734177 sec): 3 clusters Score: Raw -1593682.158272 + Penalty 3077.777893 = -1590604.380379 nChanged 6 SP:Iteration 161Q (1728.805135 sec): 3 clusters Score: Raw -1593683.493801 + Penalty 3077.777893 = -1590605.715907 nChanged 5 SP:Iteration 162Q (1728.875231 sec): 3 clusters Score: Raw -1593684.064135 + Penalty 3077.777893 = -1590606.286241 nChanged 1 SP:Iteration 163Q (1728.927503 sec): 3 clusters Score: Raw -1593684.170793 + Penalty 3077.777893 = -1590606.392900 nChanged 0 SP:Iteration 164F (1728.987265 sec): 3 clusters Score: Raw -1593684.170793 + Penalty 3077.777893 = -1590606.392900 nChanged 0 Trying to split cluster 31 (12610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1729.037942 sec): 2 clusters Score: Raw -1549962.988549 + Penalty 1534.364882 = -1548428.623667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1729.094688 sec): 3 clusters Score: Raw -1542701.156594 + Penalty 3068.729764 = -1539632.426829 nChanged 5499 SP:Iteration 1F (1729.171864 sec): 3 clusters Score: Raw -1545704.572015 + Penalty 3068.729764 = -1542635.842251 nChanged 718 SP:Iteration 2F (1729.222985 sec): 3 clusters Score: Raw -1546000.106150 + Penalty 3068.729764 = -1542931.376385 nChanged 623 SP:Iteration 3Q (1729.290121 sec): 3 clusters Score: Raw -1546269.481209 + Penalty 3068.729764 = -1543200.751445 nChanged 605 SP:Iteration 4Q (1729.357917 sec): 3 clusters Score: Raw -1546560.416807 + Penalty 3068.729764 = -1543491.687042 nChanged 671 SP:Iteration 5F (1729.424944 sec): 3 clusters Score: Raw -1546923.119826 + Penalty 3068.729764 = -1543854.390062 nChanged 688 SP:Iteration 6F (1729.481041 sec): 3 clusters Score: Raw -1547363.107102 + Penalty 3068.729764 = -1544294.377338 nChanged 731 SP:Iteration 7F (1729.547341 sec): 3 clusters Score: Raw -1547880.903087 + Penalty 3068.729764 = -1544812.173322 nChanged 725 SP:Iteration 8F (1729.610411 sec): 3 clusters Score: Raw -1548414.808234 + Penalty 3068.729764 = -1545346.078470 nChanged 651 SP:Iteration 9F (1729.682006 sec): 3 clusters Score: Raw -1548892.990519 + Penalty 3068.729764 = -1545824.260754 nChanged 494 SP:Iteration 10Q (1729.745645 sec): 3 clusters Score: Raw -1549184.123125 + Penalty 3068.729764 = -1546115.393361 nChanged 343 SP:Iteration 11Q (1729.807488 sec): 3 clusters Score: Raw -1549359.337358 + Penalty 3068.729764 = -1546290.607593 nChanged 253 SP:Iteration 12Q (1729.867063 sec): 3 clusters Score: Raw -1549453.998853 + Penalty 3068.729764 = -1546385.269089 nChanged 173 SP:Iteration 13Q (1729.930592 sec): 3 clusters Score: Raw -1549512.101930 + Penalty 3068.729764 = -1546443.372165 nChanged 122 SP:Iteration 14Q (1730.013339 sec): 3 clusters Score: Raw -1549543.440783 + Penalty 3068.729764 = -1546474.711019 nChanged 94 SP:Iteration 15Q (1730.074989 sec): 3 clusters Score: Raw -1549571.011547 + Penalty 3068.729764 = -1546502.281783 nChanged 98 SP:Iteration 16Q (1730.137286 sec): 3 clusters Score: Raw -1549597.896020 + Penalty 3068.729764 = -1546529.166256 nChanged 98 SP:Iteration 17Q (1730.205963 sec): 3 clusters Score: Raw -1549624.333670 + Penalty 3068.729764 = -1546555.603906 nChanged 97 SP:Iteration 18Q (1730.275664 sec): 3 clusters Score: Raw -1549649.699215 + Penalty 3068.729764 = -1546580.969450 nChanged 87 SP:Iteration 19Q (1730.338296 sec): 3 clusters Score: Raw -1549673.882618 + Penalty 3068.729764 = -1546605.152853 nChanged 75 SP:Iteration 20F (1730.404659 sec): 3 clusters Score: Raw -1549696.591232 + Penalty 3068.729764 = -1546627.861468 nChanged 89 SP:Iteration 21Q (1730.479253 sec): 3 clusters Score: Raw -1549726.175978 + Penalty 3068.729764 = -1546657.446214 nChanged 97 SP:Iteration 22Q (1730.538750 sec): 3 clusters Score: Raw -1549758.935651 + Penalty 3068.729764 = -1546690.205887 nChanged 102 SP:Iteration 23Q (1730.610356 sec): 3 clusters Score: Raw -1549791.257962 + Penalty 3068.729764 = -1546722.528198 nChanged 89 SP:Iteration 24Q (1730.666882 sec): 3 clusters Score: Raw -1549818.639091 + Penalty 3068.729764 = -1546749.909326 nChanged 81 SP:Iteration 25Q (1730.741661 sec): 3 clusters Score: Raw -1549842.867934 + Penalty 3068.729764 = -1546774.138170 nChanged 88 SP:Iteration 26Q (1730.798750 sec): 3 clusters Score: Raw -1549874.469454 + Penalty 3068.729764 = -1546805.739690 nChanged 90 SP:Iteration 27Q (1730.867290 sec): 3 clusters Score: Raw -1549905.060263 + Penalty 3068.729764 = -1546836.330499 nChanged 69 SP:Iteration 28Q (1730.930558 sec): 3 clusters Score: Raw -1549922.409305 + Penalty 3068.729764 = -1546853.679541 nChanged 54 SP:Iteration 29Q (1730.998126 sec): 3 clusters Score: Raw -1549937.361068 + Penalty 3068.729764 = -1546868.631304 nChanged 58 SP:Iteration 30Q (1731.064716 sec): 3 clusters Score: Raw -1549957.365011 + Penalty 3068.729764 = -1546888.635247 nChanged 54 SP:Iteration 31Q (1731.136861 sec): 3 clusters Score: Raw -1549973.573257 + Penalty 3068.729764 = -1546904.843492 nChanged 55 SP:Iteration 32Q (1731.208186 sec): 3 clusters Score: Raw -1549988.532586 + Penalty 3068.729764 = -1546919.802821 nChanged 51 SP:Iteration 33Q (1731.274123 sec): 3 clusters Score: Raw -1550001.710285 + Penalty 3068.729764 = -1546932.980520 nChanged 52 SP:Iteration 34Q (1731.346966 sec): 3 clusters Score: Raw -1550017.311721 + Penalty 3068.729764 = -1546948.581956 nChanged 55 SP:Iteration 35Q (1731.412630 sec): 3 clusters Score: Raw -1550037.071085 + Penalty 3068.729764 = -1546968.341321 nChanged 57 SP:Iteration 36Q (1731.465893 sec): 3 clusters Score: Raw -1550056.652283 + Penalty 3068.729764 = -1546987.922518 nChanged 56 SP:Iteration 37Q (1731.529262 sec): 3 clusters Score: Raw -1550071.892130 + Penalty 3068.729764 = -1547003.162366 nChanged 51 SP:Iteration 38Q (1731.592270 sec): 3 clusters Score: Raw -1550089.092638 + Penalty 3068.729764 = -1547020.362874 nChanged 54 SP:Iteration 39Q (1731.662789 sec): 3 clusters Score: Raw -1550108.388010 + Penalty 3068.729764 = -1547039.658245 nChanged 63 SP:Iteration 40F (1731.721612 sec): 3 clusters Score: Raw -1550132.566953 + Penalty 3068.729764 = -1547063.837189 nChanged 49 SP:Iteration 41Q (1731.783243 sec): 3 clusters Score: Raw -1550148.962244 + Penalty 3068.729764 = -1547080.232480 nChanged 37 SP:Iteration 42Q (1731.851270 sec): 3 clusters Score: Raw -1550159.936038 + Penalty 3068.729764 = -1547091.206274 nChanged 28 SP:Iteration 43Q (1731.906186 sec): 3 clusters Score: Raw -1550168.200907 + Penalty 3068.729764 = -1547099.471143 nChanged 29 SP:Iteration 44Q (1731.965328 sec): 3 clusters Score: Raw -1550176.807071 + Penalty 3068.729764 = -1547108.077307 nChanged 25 SP:Iteration 45Q (1732.026567 sec): 3 clusters Score: Raw -1550183.949533 + Penalty 3068.729764 = -1547115.219769 nChanged 19 SP:Iteration 46Q (1732.088392 sec): 3 clusters Score: Raw -1550187.861031 + Penalty 3068.729764 = -1547119.131267 nChanged 16 SP:Iteration 47Q (1732.150642 sec): 3 clusters Score: Raw -1550191.133582 + Penalty 3068.729764 = -1547122.403817 nChanged 16 SP:Iteration 48Q (1732.214248 sec): 3 clusters Score: Raw -1550196.479883 + Penalty 3068.729764 = -1547127.750119 nChanged 30 SP:Iteration 49Q (1732.279948 sec): 3 clusters Score: Raw -1550205.296152 + Penalty 3068.729764 = -1547136.566388 nChanged 28 SP:Iteration 50Q (1732.338269 sec): 3 clusters Score: Raw -1550211.892424 + Penalty 3068.729764 = -1547143.162659 nChanged 23 SP:Iteration 51Q (1732.399780 sec): 3 clusters Score: Raw -1550217.714610 + Penalty 3068.729764 = -1547148.984846 nChanged 19 SP:Iteration 52Q (1732.461299 sec): 3 clusters Score: Raw -1550222.894334 + Penalty 3068.729764 = -1547154.164569 nChanged 18 SP:Iteration 53Q (1732.530363 sec): 3 clusters Score: Raw -1550227.753851 + Penalty 3068.729764 = -1547159.024087 nChanged 15 SP:Iteration 54Q (1732.591516 sec): 3 clusters Score: Raw -1550232.668309 + Penalty 3068.729764 = -1547163.938545 nChanged 12 SP:Iteration 55Q (1732.660843 sec): 3 clusters Score: Raw -1550235.420921 + Penalty 3068.729764 = -1547166.691157 nChanged 8 SP:Iteration 56Q (1732.723417 sec): 3 clusters Score: Raw -1550238.413793 + Penalty 3068.729764 = -1547169.684029 nChanged 15 SP:Iteration 57Q (1732.784649 sec): 3 clusters Score: Raw -1550242.805857 + Penalty 3068.729764 = -1547174.076093 nChanged 8 SP:Iteration 58Q (1732.846394 sec): 3 clusters Score: Raw -1550245.220561 + Penalty 3068.729764 = -1547176.490796 nChanged 11 SP:Iteration 59Q (1732.901623 sec): 3 clusters Score: Raw -1550247.876885 + Penalty 3068.729764 = -1547179.147120 nChanged 10 SP:Iteration 60F (1732.973313 sec): 3 clusters Score: Raw -1550249.999286 + Penalty 3068.729764 = -1547181.269521 nChanged 8 SP:Iteration 61Q (1733.030907 sec): 3 clusters Score: Raw -1550252.764380 + Penalty 3068.729764 = -1547184.034615 nChanged 10 SP:Iteration 62Q (1733.094426 sec): 3 clusters Score: Raw -1550257.239119 + Penalty 3068.729764 = -1547188.509354 nChanged 14 SP:Iteration 63Q (1733.160345 sec): 3 clusters Score: Raw -1550262.028081 + Penalty 3068.729764 = -1547193.298316 nChanged 8 SP:Iteration 64Q (1733.219696 sec): 3 clusters Score: Raw -1550265.837463 + Penalty 3068.729764 = -1547197.107699 nChanged 7 SP:Iteration 65Q (1733.276174 sec): 3 clusters Score: Raw -1550268.482583 + Penalty 3068.729764 = -1547199.752819 nChanged 7 SP:Iteration 66Q (1733.347776 sec): 3 clusters Score: Raw -1550270.604965 + Penalty 3068.729764 = -1547201.875201 nChanged 5 SP:Iteration 67Q (1733.414035 sec): 3 clusters Score: Raw -1550272.709440 + Penalty 3068.729764 = -1547203.979676 nChanged 5 SP:Iteration 68Q (1733.474410 sec): 3 clusters Score: Raw -1550276.089416 + Penalty 3068.729764 = -1547207.359652 nChanged 4 SP:Iteration 69Q (1733.528570 sec): 3 clusters Score: Raw -1550277.816091 + Penalty 3068.729764 = -1547209.086327 nChanged 5 SP:Iteration 70Q (1733.598057 sec): 3 clusters Score: Raw -1550279.087173 + Penalty 3068.729764 = -1547210.357408 nChanged 4 SP:Iteration 71Q (1733.651598 sec): 3 clusters Score: Raw -1550280.127772 + Penalty 3068.729764 = -1547211.398008 nChanged 5 SP:Iteration 72Q (1733.707355 sec): 3 clusters Score: Raw -1550281.720469 + Penalty 3068.729764 = -1547212.990704 nChanged 9 SP:Iteration 73Q (1733.770314 sec): 3 clusters Score: Raw -1550284.450267 + Penalty 3068.729764 = -1547215.720503 nChanged 5 SP:Iteration 74Q (1733.818673 sec): 3 clusters Score: Raw -1550285.701363 + Penalty 3068.729764 = -1547216.971598 nChanged 3 SP:Iteration 75Q (1733.881020 sec): 3 clusters Score: Raw -1550286.591066 + Penalty 3068.729764 = -1547217.861302 nChanged 3 SP:Iteration 76Q (1733.946089 sec): 3 clusters Score: Raw -1550287.350841 + Penalty 3068.729764 = -1547218.621076 nChanged 3 SP:Iteration 77Q (1734.001292 sec): 3 clusters Score: Raw -1550288.041274 + Penalty 3068.729764 = -1547219.311510 nChanged 4 SP:Iteration 78Q (1734.056817 sec): 3 clusters Score: Raw -1550288.880688 + Penalty 3068.729764 = -1547220.150924 nChanged 4 SP:Iteration 79Q (1734.127940 sec): 3 clusters Score: Raw -1550289.864588 + Penalty 3068.729764 = -1547221.134823 nChanged 3 SP:Iteration 80F (1734.187419 sec): 3 clusters Score: Raw -1550290.652836 + Penalty 3068.729764 = -1547221.923071 nChanged 1 SP:Iteration 81Q (1734.253817 sec): 3 clusters Score: Raw -1550290.964223 + Penalty 3068.729764 = -1547222.234458 nChanged 1 SP:Iteration 82Q (1734.306408 sec): 3 clusters Score: Raw -1550291.403027 + Penalty 3068.729764 = -1547222.673263 nChanged 2 SP:Iteration 83Q (1734.368890 sec): 3 clusters Score: Raw -1550291.932189 + Penalty 3068.729764 = -1547223.202425 nChanged 3 SP:Iteration 84Q (1734.424922 sec): 3 clusters Score: Raw -1550293.256045 + Penalty 3068.729764 = -1547224.526281 nChanged 7 SP:Iteration 85Q (1734.486738 sec): 3 clusters Score: Raw -1550295.381583 + Penalty 3068.729764 = -1547226.651819 nChanged 4 SP:Iteration 86Q (1734.551510 sec): 3 clusters Score: Raw -1550296.419846 + Penalty 3068.729764 = -1547227.690082 nChanged 2 SP:Iteration 87Q (1734.617124 sec): 3 clusters Score: Raw -1550297.178190 + Penalty 3068.729764 = -1547228.448426 nChanged 2 SP:Iteration 88Q (1734.673872 sec): 3 clusters Score: Raw -1550297.742335 + Penalty 3068.729764 = -1547229.012571 nChanged 3 SP:Iteration 89Q (1734.733863 sec): 3 clusters Score: Raw -1550298.576555 + Penalty 3068.729764 = -1547229.846791 nChanged 2 SP:Iteration 90Q (1734.793458 sec): 3 clusters Score: Raw -1550298.950762 + Penalty 3068.729764 = -1547230.220998 nChanged 2 SP:Iteration 91Q (1734.850583 sec): 3 clusters Score: Raw -1550299.778995 + Penalty 3068.729764 = -1547231.049231 nChanged 1 SP:Iteration 92Q (1734.918210 sec): 3 clusters Score: Raw -1550299.940588 + Penalty 3068.729764 = -1547231.210823 nChanged 1 SP:Iteration 93Q (1734.970357 sec): 3 clusters Score: Raw -1550300.171438 + Penalty 3068.729764 = -1547231.441673 nChanged 1 SP:Iteration 94Q (1735.031498 sec): 3 clusters Score: Raw -1550300.282068 + Penalty 3068.729764 = -1547231.552304 nChanged 1 SP:Iteration 95Q (1735.104270 sec): 3 clusters Score: Raw -1550300.599477 + Penalty 3068.729764 = -1547231.869713 nChanged 1 SP:Iteration 96Q (1735.160621 sec): 3 clusters Score: Raw -1550300.915793 + Penalty 3068.729764 = -1547232.186028 nChanged 1 SP:Iteration 97Q (1735.216829 sec): 3 clusters Score: Raw -1550301.020049 + Penalty 3068.729764 = -1547232.290285 nChanged 0 SP:Iteration 98F (1735.285449 sec): 3 clusters Score: Raw -1550301.020049 + Penalty 3068.729764 = -1547232.290285 nChanged 0 Time taken for this iteration:1731.882511 seconds. 20->32 Clusters: Score -42633681.681025, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 366436 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 2 (293 points): Lose 32.546358 but Gain 2081.881614 Iteration 0F (1740.603280 sec): 20 clusters Score: Raw -40455606.244206 + Penalty 39555.750657 = -40416050.493548 nChanged 346993 Deleting Class 8 (675 points): Lose 754.023106 but Gain 2081.881614 Iteration 1F (1745.580978 sec): 19 clusters Score: Raw -41936220.255102 + Penalty 37473.869044 = -41898746.386059 nChanged 124822 Deleting Class 11 (880 points): Lose 1556.593308 but Gain 2081.881614 Iteration 2F (1750.183146 sec): 18 clusters Score: Raw -42127252.383789 + Penalty 35391.987430 = -42091860.396359 nChanged 64427 Deleting Class 10 (1602 points): Lose 1834.329488 but Gain 2081.881614 Iteration 3F (1754.640802 sec): 17 clusters Score: Raw -42204082.171898 + Penalty 33310.105817 = -42170772.066082 nChanged 48315 Deleting Class 13 (1411 points): Lose 2063.602537 but Gain 2081.881614 Iteration 4F (1758.870758 sec): 16 clusters Score: Raw -42257456.760599 + Penalty 31228.224203 = -42226228.536396 nChanged 42070 Iteration 5F (1762.750651 sec): 16 clusters Score: Raw -42309146.727034 + Penalty 31228.224203 = -42277918.502830 nChanged 36227 Iteration 6F (1766.649444 sec): 16 clusters Score: Raw -42354601.269307 + Penalty 31228.224203 = -42323373.045104 nChanged 27063 Iteration 7F (1770.596698 sec): 16 clusters Score: Raw -42390565.862334 + Penalty 31228.224203 = -42359337.638131 nChanged 17569 Iteration 8Q (1772.946043 sec): 16 clusters Score: Raw -42411412.991341 + Penalty 31228.224203 = -42380184.767138 nChanged 12739 Iteration 9Q (1775.246777 sec): 16 clusters Score: Raw -42420670.596549 + Penalty 31228.224203 = -42389442.372346 nChanged 10923 Iteration 10Q (1777.509729 sec): 16 clusters Score: Raw -42427118.804919 + Penalty 31228.224203 = -42395890.580716 nChanged 9957 Iteration 11Q (1779.787364 sec): 16 clusters Score: Raw -42432755.303828 + Penalty 31228.224203 = -42401527.079625 nChanged 10114 Iteration 12Q (1781.884992 sec): 16 clusters Score: Raw -42438171.584710 + Penalty 31228.224203 = -42406943.360507 nChanged 10422 Iteration 13Q (1784.066071 sec): 16 clusters Score: Raw -42443537.670358 + Penalty 31228.224203 = -42412309.446155 nChanged 11166 Iteration 14Q (1786.209957 sec): 16 clusters Score: Raw -42449150.610890 + Penalty 31228.224203 = -42417922.386687 nChanged 11985 Iteration 15Q (1788.389139 sec): 16 clusters Score: Raw -42455340.445667 + Penalty 31228.224203 = -42424112.221464 nChanged 13165 Iteration 16Q (1790.482355 sec): 16 clusters Score: Raw -42462327.122885 + Penalty 31228.224203 = -42431098.898682 nChanged 14343 Iteration 17Q (1792.735947 sec): 16 clusters Score: Raw -42470285.138898 + Penalty 31228.224203 = -42439056.914695 nChanged 15862 Iteration 18Q (1794.776598 sec): 16 clusters Score: Raw -42479735.330517 + Penalty 31228.224203 = -42448507.106314 nChanged 17412 Iteration 19Q (1796.946700 sec): 16 clusters Score: Raw -42490844.142596 + Penalty 31228.224203 = -42459615.918393 nChanged 18536 Writing temp clu file Because OldScore, -42448507.106314, is greater than current (better) Score,-42459615.918393 Compute initial score before splitting: Score: Raw -42490844.142596 + Penalty 31228.224203 = -42459615.918393 Trying to split cluster 1 (44472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1797.143397 sec): 2 clusters Score: Raw -5043794.346363 + Penalty 1739.174947 = -5042055.171417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1797.270826 sec): 3 clusters Score: Raw -5015665.401308 + Penalty 3478.349893 = -5012187.051415 nChanged 20993 SP:Iteration 1F (1797.377366 sec): 3 clusters Score: Raw -5028311.446729 + Penalty 3478.349893 = -5024833.096835 nChanged 2363 SP:Iteration 2F (1797.509367 sec): 3 clusters Score: Raw -5029401.485355 + Penalty 3478.349893 = -5025923.135461 nChanged 2401 SP:Iteration 3F (1797.625351 sec): 3 clusters Score: Raw -5030640.162038 + Penalty 3478.349893 = -5027161.812144 nChanged 2514 SP:Iteration 4F (1797.755532 sec): 3 clusters Score: Raw -5032156.165093 + Penalty 3478.349893 = -5028677.815200 nChanged 2759 SP:Iteration 5F (1797.870096 sec): 3 clusters Score: Raw -5034043.436993 + Penalty 3478.349893 = -5030565.087100 nChanged 2882 SP:Iteration 6F (1798.002690 sec): 3 clusters Score: Raw -5036163.761618 + Penalty 3478.349893 = -5032685.411724 nChanged 2760 SP:Iteration 7F (1798.123543 sec): 3 clusters Score: Raw -5038198.415053 + Penalty 3478.349893 = -5034720.065159 nChanged 2326 SP:Iteration 8F (1798.248444 sec): 3 clusters Score: Raw -5039587.798507 + Penalty 3478.349893 = -5036109.448614 nChanged 1784 SP:Iteration 9Q (1798.378804 sec): 3 clusters Score: Raw -5040411.131426 + Penalty 3478.349893 = -5036932.781533 nChanged 1275 SP:Iteration 10Q (1798.513313 sec): 3 clusters Score: Raw -5040871.728714 + Penalty 3478.349893 = -5037393.378820 nChanged 943 SP:Iteration 11Q (1798.635649 sec): 3 clusters Score: Raw -5041142.313574 + Penalty 3478.349893 = -5037663.963681 nChanged 726 SP:Iteration 12Q (1798.762865 sec): 3 clusters Score: Raw -5041331.194589 + Penalty 3478.349893 = -5037852.844696 nChanged 603 SP:Iteration 13Q (1798.885935 sec): 3 clusters Score: Raw -5041472.950849 + Penalty 3478.349893 = -5037994.600956 nChanged 495 SP:Iteration 14Q (1799.009098 sec): 3 clusters Score: Raw -5041579.146003 + Penalty 3478.349893 = -5038100.796110 nChanged 432 SP:Iteration 15Q (1799.135569 sec): 3 clusters Score: Raw -5041653.393157 + Penalty 3478.349893 = -5038175.043264 nChanged 344 SP:Iteration 16Q (1799.256210 sec): 3 clusters Score: Raw -5041702.147746 + Penalty 3478.349893 = -5038223.797852 nChanged 281 SP:Iteration 17Q (1799.386899 sec): 3 clusters Score: Raw -5041742.268262 + Penalty 3478.349893 = -5038263.918368 nChanged 262 SP:Iteration 18Q (1799.519838 sec): 3 clusters Score: Raw -5041775.637009 + Penalty 3478.349893 = -5038297.287116 nChanged 227 SP:Iteration 19Q (1799.633055 sec): 3 clusters Score: Raw -5041804.194264 + Penalty 3478.349893 = -5038325.844370 nChanged 242 SP:Iteration 20F (1799.761360 sec): 3 clusters Score: Raw -5041834.621186 + Penalty 3478.349893 = -5038356.271292 nChanged 233 SP:Iteration 21Q (1799.873273 sec): 3 clusters Score: Raw -5041865.551873 + Penalty 3478.349893 = -5038387.201979 nChanged 244 SP:Iteration 22Q (1799.993376 sec): 3 clusters Score: Raw -5041895.044673 + Penalty 3478.349893 = -5038416.694780 nChanged 231 SP:Iteration 23Q (1800.112188 sec): 3 clusters Score: Raw -5041924.764085 + Penalty 3478.349893 = -5038446.414191 nChanged 223 SP:Iteration 24Q (1800.238071 sec): 3 clusters Score: Raw -5041950.726607 + Penalty 3478.349893 = -5038472.376714 nChanged 210 SP:Iteration 25Q (1800.360794 sec): 3 clusters Score: Raw -5041976.052343 + Penalty 3478.349893 = -5038497.702450 nChanged 214 SP:Iteration 26Q (1800.481570 sec): 3 clusters Score: Raw -5041999.756217 + Penalty 3478.349893 = -5038521.406324 nChanged 204 SP:Iteration 27Q (1800.611074 sec): 3 clusters Score: Raw -5042021.010448 + Penalty 3478.349893 = -5038542.660555 nChanged 205 SP:Iteration 28Q (1800.723913 sec): 3 clusters Score: Raw -5042041.448490 + Penalty 3478.349893 = -5038563.098597 nChanged 182 SP:Iteration 29Q (1800.839117 sec): 3 clusters Score: Raw -5042059.820221 + Penalty 3478.349893 = -5038581.470328 nChanged 186 SP:Iteration 30Q (1800.966473 sec): 3 clusters Score: Raw -5042078.662206 + Penalty 3478.349893 = -5038600.312313 nChanged 187 SP:Iteration 31Q (1801.068644 sec): 3 clusters Score: Raw -5042097.585494 + Penalty 3478.349893 = -5038619.235600 nChanged 185 SP:Iteration 32Q (1801.198126 sec): 3 clusters Score: Raw -5042116.348513 + Penalty 3478.349893 = -5038637.998620 nChanged 185 SP:Iteration 33Q (1801.320560 sec): 3 clusters Score: Raw -5042135.394227 + Penalty 3478.349893 = -5038657.044334 nChanged 181 SP:Iteration 34Q (1801.438541 sec): 3 clusters Score: Raw -5042152.536100 + Penalty 3478.349893 = -5038674.186207 nChanged 172 SP:Iteration 35Q (1801.567973 sec): 3 clusters Score: Raw -5042168.594115 + Penalty 3478.349893 = -5038690.244222 nChanged 170 SP:Iteration 36Q (1801.686122 sec): 3 clusters Score: Raw -5042185.746003 + Penalty 3478.349893 = -5038707.396110 nChanged 188 SP:Iteration 37Q (1801.814431 sec): 3 clusters Score: Raw -5042203.136713 + Penalty 3478.349893 = -5038724.786820 nChanged 168 SP:Iteration 38Q (1801.930646 sec): 3 clusters Score: Raw -5042216.481626 + Penalty 3478.349893 = -5038738.131732 nChanged 148 SP:Iteration 39Q (1802.043932 sec): 3 clusters Score: Raw -5042228.569056 + Penalty 3478.349893 = -5038750.219162 nChanged 142 SP:Iteration 40F (1802.153862 sec): 3 clusters Score: Raw -5042240.094465 + Penalty 3478.349893 = -5038761.744572 nChanged 134 SP:Iteration 41Q (1802.288420 sec): 3 clusters Score: Raw -5042253.256884 + Penalty 3478.349893 = -5038774.906991 nChanged 143 SP:Iteration 42Q (1802.407300 sec): 3 clusters Score: Raw -5042266.362427 + Penalty 3478.349893 = -5038788.012533 nChanged 143 SP:Iteration 43Q (1802.525833 sec): 3 clusters Score: Raw -5042277.898891 + Penalty 3478.349893 = -5038799.548997 nChanged 133 SP:Iteration 44Q (1802.643549 sec): 3 clusters Score: Raw -5042288.344817 + Penalty 3478.349893 = -5038809.994923 nChanged 126 SP:Iteration 45Q (1802.772863 sec): 3 clusters Score: Raw -5042298.204268 + Penalty 3478.349893 = -5038819.854374 nChanged 124 SP:Iteration 46Q (1802.894823 sec): 3 clusters Score: Raw -5042308.805307 + Penalty 3478.349893 = -5038830.455413 nChanged 124 SP:Iteration 47Q (1803.017402 sec): 3 clusters Score: Raw -5042319.998168 + Penalty 3478.349893 = -5038841.648274 nChanged 132 SP:Iteration 48Q (1803.126672 sec): 3 clusters Score: Raw -5042332.117337 + Penalty 3478.349893 = -5038853.767444 nChanged 121 SP:Iteration 49Q (1803.245974 sec): 3 clusters Score: Raw -5042344.185588 + Penalty 3478.349893 = -5038865.835694 nChanged 139 SP:Iteration 50Q (1803.359770 sec): 3 clusters Score: Raw -5042359.120158 + Penalty 3478.349893 = -5038880.770265 nChanged 150 SP:Iteration 51Q (1803.494753 sec): 3 clusters Score: Raw -5042374.089326 + Penalty 3478.349893 = -5038895.739432 nChanged 135 SP:Iteration 52Q (1803.606126 sec): 3 clusters Score: Raw -5042386.705345 + Penalty 3478.349893 = -5038908.355451 nChanged 132 SP:Iteration 53Q (1803.731787 sec): 3 clusters Score: Raw -5042398.997961 + Penalty 3478.349893 = -5038920.648068 nChanged 132 SP:Iteration 54Q (1803.836469 sec): 3 clusters Score: Raw -5042410.702816 + Penalty 3478.349893 = -5038932.352922 nChanged 130 SP:Iteration 55Q (1803.951652 sec): 3 clusters Score: Raw -5042421.293779 + Penalty 3478.349893 = -5038942.943886 nChanged 129 SP:Iteration 56Q (1804.078924 sec): 3 clusters Score: Raw -5042431.835713 + Penalty 3478.349893 = -5038953.485820 nChanged 131 SP:Iteration 57Q (1804.200071 sec): 3 clusters Score: Raw -5042442.523388 + Penalty 3478.349893 = -5038964.173495 nChanged 137 SP:Iteration 58Q (1804.318489 sec): 3 clusters Score: Raw -5042453.889710 + Penalty 3478.349893 = -5038975.539817 nChanged 121 SP:Iteration 59Q (1804.445994 sec): 3 clusters Score: Raw -5042463.730157 + Penalty 3478.349893 = -5038985.380263 nChanged 126 SP:Iteration 60F (1804.566323 sec): 3 clusters Score: Raw -5042474.468324 + Penalty 3478.349893 = -5038996.118431 nChanged 113 SP:Iteration 61Q (1804.695057 sec): 3 clusters Score: Raw -5042482.596094 + Penalty 3478.349893 = -5039004.246201 nChanged 121 SP:Iteration 62Q (1804.825416 sec): 3 clusters Score: Raw -5042495.002184 + Penalty 3478.349893 = -5039016.652290 nChanged 128 SP:Iteration 63Q (1804.950842 sec): 3 clusters Score: Raw -5042506.586083 + Penalty 3478.349893 = -5039028.236189 nChanged 126 SP:Iteration 64Q (1805.058799 sec): 3 clusters Score: Raw -5042516.683875 + Penalty 3478.349893 = -5039038.333981 nChanged 118 SP:Iteration 65Q (1805.187833 sec): 3 clusters Score: Raw -5042527.874217 + Penalty 3478.349893 = -5039049.524323 nChanged 117 SP:Iteration 66Q (1805.310107 sec): 3 clusters Score: Raw -5042538.732682 + Penalty 3478.349893 = -5039060.382789 nChanged 135 SP:Iteration 67Q (1805.426161 sec): 3 clusters Score: Raw -5042554.575477 + Penalty 3478.349893 = -5039076.225584 nChanged 157 SP:Iteration 68Q (1805.539752 sec): 3 clusters Score: Raw -5042571.005166 + Penalty 3478.349893 = -5039092.655273 nChanged 138 SP:Iteration 69Q (1805.665101 sec): 3 clusters Score: Raw -5042584.447678 + Penalty 3478.349893 = -5039106.097784 nChanged 124 SP:Iteration 70Q (1805.786483 sec): 3 clusters Score: Raw -5042595.295433 + Penalty 3478.349893 = -5039116.945540 nChanged 142 SP:Iteration 71Q (1805.920071 sec): 3 clusters Score: Raw -5042608.974438 + Penalty 3478.349893 = -5039130.624545 nChanged 142 SP:Iteration 72Q (1806.045338 sec): 3 clusters Score: Raw -5042626.162695 + Penalty 3478.349893 = -5039147.812801 nChanged 145 SP:Iteration 73Q (1806.170391 sec): 3 clusters Score: Raw -5042642.654154 + Penalty 3478.349893 = -5039164.304261 nChanged 149 SP:Iteration 74Q (1806.271894 sec): 3 clusters Score: Raw -5042660.298498 + Penalty 3478.349893 = -5039181.948604 nChanged 154 SP:Iteration 75Q (1806.389664 sec): 3 clusters Score: Raw -5042678.574349 + Penalty 3478.349893 = -5039200.224455 nChanged 144 SP:Iteration 76Q (1806.497227 sec): 3 clusters Score: Raw -5042698.072965 + Penalty 3478.349893 = -5039219.723071 nChanged 154 SP:Iteration 77Q (1806.610697 sec): 3 clusters Score: Raw -5042716.840033 + Penalty 3478.349893 = -5039238.490139 nChanged 153 SP:Iteration 78Q (1806.737735 sec): 3 clusters Score: Raw -5042734.950338 + Penalty 3478.349893 = -5039256.600445 nChanged 165 SP:Iteration 79Q (1806.869587 sec): 3 clusters Score: Raw -5042753.714669 + Penalty 3478.349893 = -5039275.364776 nChanged 157 SP:Iteration 80F (1806.993353 sec): 3 clusters Score: Raw -5042772.752771 + Penalty 3478.349893 = -5039294.402878 nChanged 160 SP:Iteration 81Q (1807.128807 sec): 3 clusters Score: Raw -5042796.116161 + Penalty 3478.349893 = -5039317.766267 nChanged 163 SP:Iteration 82Q (1807.254944 sec): 3 clusters Score: Raw -5042824.802735 + Penalty 3478.349893 = -5039346.452842 nChanged 177 SP:Iteration 83Q (1807.378763 sec): 3 clusters Score: Raw -5042858.449057 + Penalty 3478.349893 = -5039380.099164 nChanged 211 SP:Iteration 84Q (1807.504131 sec): 3 clusters Score: Raw -5042902.444551 + Penalty 3478.349893 = -5039424.094658 nChanged 231 SP:Iteration 85Q (1807.629513 sec): 3 clusters Score: Raw -5042951.498443 + Penalty 3478.349893 = -5039473.148550 nChanged 231 SP:Iteration 86Q (1807.745767 sec): 3 clusters Score: Raw -5042998.539322 + Penalty 3478.349893 = -5039520.189429 nChanged 245 SP:Iteration 87Q (1807.857624 sec): 3 clusters Score: Raw -5043047.726841 + Penalty 3478.349893 = -5039569.376948 nChanged 260 SP:Iteration 88Q (1807.986726 sec): 3 clusters Score: Raw -5043106.881715 + Penalty 3478.349893 = -5039628.531822 nChanged 269 SP:Iteration 89Q (1808.107554 sec): 3 clusters Score: Raw -5043175.861174 + Penalty 3478.349893 = -5039697.511281 nChanged 273 SP:Iteration 90Q (1808.228498 sec): 3 clusters Score: Raw -5043252.265879 + Penalty 3478.349893 = -5039773.915985 nChanged 300 SP:Iteration 91Q (1808.347470 sec): 3 clusters Score: Raw -5043349.870843 + Penalty 3478.349893 = -5039871.520950 nChanged 309 SP:Iteration 92Q (1808.472251 sec): 3 clusters Score: Raw -5043451.733438 + Penalty 3478.349893 = -5039973.383544 nChanged 349 SP:Iteration 93Q (1808.592518 sec): 3 clusters Score: Raw -5043565.578554 + Penalty 3478.349893 = -5040087.228661 nChanged 340 SP:Iteration 94Q (1808.714071 sec): 3 clusters Score: Raw -5043675.117100 + Penalty 3478.349893 = -5040196.767206 nChanged 365 SP:Iteration 95Q (1808.828280 sec): 3 clusters Score: Raw -5043804.859068 + Penalty 3478.349893 = -5040326.509175 nChanged 361 SP:Iteration 96Q (1808.940063 sec): 3 clusters Score: Raw -5043931.536049 + Penalty 3478.349893 = -5040453.186156 nChanged 340 SP:Iteration 97Q (1809.051832 sec): 3 clusters Score: Raw -5044041.215935 + Penalty 3478.349893 = -5040562.866042 nChanged 321 SP:Iteration 98Q (1809.171518 sec): 3 clusters Score: Raw -5044150.606987 + Penalty 3478.349893 = -5040672.257093 nChanged 326 SP:Iteration 99Q (1809.294619 sec): 3 clusters Score: Raw -5044262.060473 + Penalty 3478.349893 = -5040783.710580 nChanged 337 SP:Iteration 100F (1809.406193 sec): 3 clusters Score: Raw -5044371.046751 + Penalty 3478.349893 = -5040892.696858 nChanged 327 SP:Iteration 101Q (1809.533451 sec): 3 clusters Score: Raw -5044472.033865 + Penalty 3478.349893 = -5040993.683971 nChanged 279 SP:Iteration 102Q (1809.645516 sec): 3 clusters Score: Raw -5044557.982293 + Penalty 3478.349893 = -5041079.632400 nChanged 275 SP:Iteration 103Q (1809.751679 sec): 3 clusters Score: Raw -5044650.947488 + Penalty 3478.349893 = -5041172.597594 nChanged 285 SP:Iteration 104Q (1809.877337 sec): 3 clusters Score: Raw -5044747.163652 + Penalty 3478.349893 = -5041268.813758 nChanged 275 SP:Iteration 105Q (1809.998019 sec): 3 clusters Score: Raw -5044846.517998 + Penalty 3478.349893 = -5041368.168105 nChanged 305 SP:Iteration 106Q (1810.111211 sec): 3 clusters Score: Raw -5044955.686753 + Penalty 3478.349893 = -5041477.336859 nChanged 293 SP:Iteration 107Q (1810.216895 sec): 3 clusters Score: Raw -5045050.515615 + Penalty 3478.349893 = -5041572.165722 nChanged 267 SP:Iteration 108Q (1810.329231 sec): 3 clusters Score: Raw -5045132.708056 + Penalty 3478.349893 = -5041654.358163 nChanged 255 SP:Iteration 109Q (1810.426734 sec): 3 clusters Score: Raw -5045212.586125 + Penalty 3478.349893 = -5041734.236232 nChanged 230 SP:Iteration 110Q (1810.544236 sec): 3 clusters Score: Raw -5045275.008086 + Penalty 3478.349893 = -5041796.658193 nChanged 239 SP:Iteration 111Q (1810.665429 sec): 3 clusters Score: Raw -5045338.110812 + Penalty 3478.349893 = -5041859.760918 nChanged 210 SP:Iteration 112Q (1810.781569 sec): 3 clusters Score: Raw -5045390.364163 + Penalty 3478.349893 = -5041912.014270 nChanged 169 SP:Iteration 113Q (1810.887887 sec): 3 clusters Score: Raw -5045430.843170 + Penalty 3478.349893 = -5041952.493276 nChanged 173 SP:Iteration 114Q (1811.012728 sec): 3 clusters Score: Raw -5045474.806265 + Penalty 3478.349893 = -5041996.456372 nChanged 171 SP:Iteration 115Q (1811.133628 sec): 3 clusters Score: Raw -5045515.135619 + Penalty 3478.349893 = -5042036.785726 nChanged 158 SP:Iteration 116Q (1811.243367 sec): 3 clusters Score: Raw -5045548.680005 + Penalty 3478.349893 = -5042070.330112 nChanged 118 SP:Iteration 117Q (1811.349341 sec): 3 clusters Score: Raw -5045570.770492 + Penalty 3478.349893 = -5042092.420599 nChanged 112 SP:Iteration 118Q (1811.467784 sec): 3 clusters Score: Raw -5045594.551081 + Penalty 3478.349893 = -5042116.201187 nChanged 119 SP:Iteration 119Q (1811.577730 sec): 3 clusters Score: Raw -5045620.981612 + Penalty 3478.349893 = -5042142.631719 nChanged 110 SP:Iteration 120F (1811.693316 sec): 3 clusters Score: Raw -5045642.583196 + Penalty 3478.349893 = -5042164.233303 nChanged 104 SP:Iteration 121Q (1811.808833 sec): 3 clusters Score: Raw -5045663.393915 + Penalty 3478.349893 = -5042185.044022 nChanged 100 SP:Iteration 122Q (1811.927792 sec): 3 clusters Score: Raw -5045682.968879 + Penalty 3478.349893 = -5042204.618985 nChanged 82 SP:Iteration 123Q (1812.033951 sec): 3 clusters Score: Raw -5045697.824049 + Penalty 3478.349893 = -5042219.474155 nChanged 77 SP:Iteration 124Q (1812.154560 sec): 3 clusters Score: Raw -5045710.091375 + Penalty 3478.349893 = -5042231.741482 nChanged 76 SP:Iteration 125Q (1812.269454 sec): 3 clusters Score: Raw -5045722.170831 + Penalty 3478.349893 = -5042243.820938 nChanged 68 SP:Iteration 126Q (1812.379812 sec): 3 clusters Score: Raw -5045731.988526 + Penalty 3478.349893 = -5042253.638633 nChanged 68 SP:Iteration 127Q (1812.482364 sec): 3 clusters Score: Raw -5045740.786697 + Penalty 3478.349893 = -5042262.436803 nChanged 51 SP:Iteration 128Q (1812.596574 sec): 3 clusters Score: Raw -5045747.647307 + Penalty 3478.349893 = -5042269.297413 nChanged 45 SP:Iteration 129Q (1812.705202 sec): 3 clusters Score: Raw -5045752.930918 + Penalty 3478.349893 = -5042274.581025 nChanged 32 SP:Iteration 130Q (1812.820032 sec): 3 clusters Score: Raw -5045756.964731 + Penalty 3478.349893 = -5042278.614838 nChanged 35 SP:Iteration 131Q (1812.932822 sec): 3 clusters Score: Raw -5045760.164745 + Penalty 3478.349893 = -5042281.814852 nChanged 21 SP:Iteration 132Q (1813.035967 sec): 3 clusters Score: Raw -5045762.502783 + Penalty 3478.349893 = -5042284.152889 nChanged 16 SP:Iteration 133Q (1813.148810 sec): 3 clusters Score: Raw -5045763.953232 + Penalty 3478.349893 = -5042285.603338 nChanged 11 SP:Iteration 134Q (1813.266877 sec): 3 clusters Score: Raw -5045764.895912 + Penalty 3478.349893 = -5042286.546018 nChanged 11 SP:Iteration 135Q (1813.361579 sec): 3 clusters Score: Raw -5045765.826102 + Penalty 3478.349893 = -5042287.476209 nChanged 10 SP:Iteration 136Q (1813.479374 sec): 3 clusters Score: Raw -5045766.501867 + Penalty 3478.349893 = -5042288.151973 nChanged 9 SP:Iteration 137Q (1813.585698 sec): 3 clusters Score: Raw -5045767.286736 + Penalty 3478.349893 = -5042288.936843 nChanged 8 SP:Iteration 138Q (1813.699733 sec): 3 clusters Score: Raw -5045768.077119 + Penalty 3478.349893 = -5042289.727225 nChanged 6 SP:Iteration 139Q (1813.816276 sec): 3 clusters Score: Raw -5045768.431473 + Penalty 3478.349893 = -5042290.081580 nChanged 4 SP:Iteration 140F (1813.937584 sec): 3 clusters Score: Raw -5045768.678545 + Penalty 3478.349893 = -5042290.328651 nChanged 4 SP:Iteration 141Q (1814.052373 sec): 3 clusters Score: Raw -5045769.020977 + Penalty 3478.349893 = -5042290.671084 nChanged 3 SP:Iteration 142Q (1814.168387 sec): 3 clusters Score: Raw -5045769.161447 + Penalty 3478.349893 = -5042290.811554 nChanged 1 SP:Iteration 143Q (1814.282263 sec): 3 clusters Score: Raw -5045769.233976 + Penalty 3478.349893 = -5042290.884083 nChanged 2 SP:Iteration 144Q (1814.385202 sec): 3 clusters Score: Raw -5045769.361373 + Penalty 3478.349893 = -5042291.011480 nChanged 2 SP:Iteration 145Q (1814.494871 sec): 3 clusters Score: Raw -5045769.460798 + Penalty 3478.349893 = -5042291.110904 nChanged 2 SP:Iteration 146Q (1814.614365 sec): 3 clusters Score: Raw -5045769.596658 + Penalty 3478.349893 = -5042291.246764 nChanged 1 SP:Iteration 147Q (1814.723528 sec): 3 clusters Score: Raw -5045769.657130 + Penalty 3478.349893 = -5042291.307236 nChanged 0 SP:Iteration 148F (1814.835082 sec): 3 clusters Score: Raw -5045769.657130 + Penalty 3478.349893 = -5042291.307236 nChanged 0 Score: Raw -42498571.404426 + Penalty 33310.105817 = -42465261.298609 Splitting cluster 1 changes total score from -42459615.918393 to -42465261.298609 So it's getting split into cluster 2. Trying to split cluster 3 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1819.040095 sec): 2 clusters Score: Raw -174763.280486 + Penalty 1211.109629 = -173552.170858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1819.075960 sec): 3 clusters Score: Raw -174105.733416 + Penalty 2422.219257 = -171683.514159 nChanged 628 SP:Iteration 1F (1819.122589 sec): 3 clusters Score: Raw -174561.570008 + Penalty 2422.219257 = -172139.350751 nChanged 142 SP:Iteration 2F (1819.165012 sec): 3 clusters Score: Raw -174673.685007 + Penalty 2422.219257 = -172251.465750 nChanged 89 SP:Iteration 3F (1819.205932 sec): 3 clusters Score: Raw -174768.496625 + Penalty 2422.219257 = -172346.277368 nChanged 82 SP:Iteration 4Q (1819.258402 sec): 3 clusters Score: Raw -174859.054186 + Penalty 2422.219257 = -172436.834929 nChanged 84 SP:Iteration 5Q (1819.302071 sec): 3 clusters Score: Raw -174935.715242 + Penalty 2422.219257 = -172513.495985 nChanged 66 SP:Iteration 6Q (1819.348216 sec): 3 clusters Score: Raw -175004.701262 + Penalty 2422.219257 = -172582.482004 nChanged 51 SP:Iteration 7Q (1819.390595 sec): 3 clusters Score: Raw -175057.937844 + Penalty 2422.219257 = -172635.718586 nChanged 47 SP:Iteration 8Q (1819.437683 sec): 3 clusters Score: Raw -175116.389893 + Penalty 2422.219257 = -172694.170636 nChanged 53 SP:Iteration 9Q (1819.483102 sec): 3 clusters Score: Raw -175180.910070 + Penalty 2422.219257 = -172758.690813 nChanged 45 SP:Iteration 10Q (1819.527124 sec): 3 clusters Score: Raw -175243.015494 + Penalty 2422.219257 = -172820.796237 nChanged 52 SP:Iteration 11Q (1819.567365 sec): 3 clusters Score: Raw -175301.925777 + Penalty 2422.219257 = -172879.706520 nChanged 47 SP:Iteration 12Q (1819.614347 sec): 3 clusters Score: Raw -175352.981700 + Penalty 2422.219257 = -172930.762443 nChanged 38 SP:Iteration 13Q (1819.664826 sec): 3 clusters Score: Raw -175417.470784 + Penalty 2422.219257 = -172995.251526 nChanged 42 SP:Iteration 14Q (1819.718461 sec): 3 clusters Score: Raw -175469.632565 + Penalty 2422.219257 = -173047.413308 nChanged 37 SP:Iteration 15Q (1819.768203 sec): 3 clusters Score: Raw -175513.707572 + Penalty 2422.219257 = -173091.488315 nChanged 26 SP:Iteration 16Q (1819.816647 sec): 3 clusters Score: Raw -175533.142669 + Penalty 2422.219257 = -173110.923411 nChanged 22 SP:Iteration 17Q (1819.853451 sec): 3 clusters Score: Raw -175558.256180 + Penalty 2422.219257 = -173136.036923 nChanged 25 SP:Iteration 18Q (1819.904110 sec): 3 clusters Score: Raw -175580.162729 + Penalty 2422.219257 = -173157.943472 nChanged 31 SP:Iteration 19Q (1819.953730 sec): 3 clusters Score: Raw -175603.935885 + Penalty 2422.219257 = -173181.716628 nChanged 25 SP:Iteration 20F (1819.996870 sec): 3 clusters Score: Raw -175630.785868 + Penalty 2422.219257 = -173208.566611 nChanged 26 SP:Iteration 21Q (1820.047373 sec): 3 clusters Score: Raw -175662.196706 + Penalty 2422.219257 = -173239.977449 nChanged 27 SP:Iteration 22Q (1820.085570 sec): 3 clusters Score: Raw -175689.347847 + Penalty 2422.219257 = -173267.128589 nChanged 30 SP:Iteration 23Q (1820.127194 sec): 3 clusters Score: Raw -175729.293483 + Penalty 2422.219257 = -173307.074226 nChanged 34 SP:Iteration 24Q (1820.170042 sec): 3 clusters Score: Raw -175772.149536 + Penalty 2422.219257 = -173349.930279 nChanged 35 SP:Iteration 25Q (1820.211150 sec): 3 clusters Score: Raw -175816.137768 + Penalty 2422.219257 = -173393.918511 nChanged 25 SP:Iteration 26Q (1820.257691 sec): 3 clusters Score: Raw -175845.920071 + Penalty 2422.219257 = -173423.700814 nChanged 25 SP:Iteration 27Q (1820.301071 sec): 3 clusters Score: Raw -175876.473874 + Penalty 2422.219257 = -173454.254617 nChanged 23 SP:Iteration 28Q (1820.340623 sec): 3 clusters Score: Raw -175906.902792 + Penalty 2422.219257 = -173484.683535 nChanged 25 SP:Iteration 29Q (1820.383711 sec): 3 clusters Score: Raw -175937.713409 + Penalty 2422.219257 = -173515.494151 nChanged 19 SP:Iteration 30Q (1820.429926 sec): 3 clusters Score: Raw -175966.879465 + Penalty 2422.219257 = -173544.660208 nChanged 16 SP:Iteration 31Q (1820.473947 sec): 3 clusters Score: Raw -175992.273276 + Penalty 2422.219257 = -173570.054019 nChanged 20 SP:Iteration 32Q (1820.515205 sec): 3 clusters Score: Raw -176036.582307 + Penalty 2422.219257 = -173614.363050 nChanged 18 SP:Iteration 33Q (1820.559839 sec): 3 clusters Score: Raw -176090.493485 + Penalty 2422.219257 = -173668.274228 nChanged 17 SP:Iteration 34Q (1820.609016 sec): 3 clusters Score: Raw -176125.707883 + Penalty 2422.219257 = -173703.488626 nChanged 12 SP:Iteration 35Q (1820.648562 sec): 3 clusters Score: Raw -176144.375980 + Penalty 2422.219257 = -173722.156723 nChanged 11 SP:Iteration 36Q (1820.681146 sec): 3 clusters Score: Raw -176166.403908 + Penalty 2422.219257 = -173744.184651 nChanged 9 SP:Iteration 37Q (1820.724359 sec): 3 clusters Score: Raw -176187.289620 + Penalty 2422.219257 = -173765.070363 nChanged 9 SP:Iteration 38Q (1820.773903 sec): 3 clusters Score: Raw -176209.654416 + Penalty 2422.219257 = -173787.435159 nChanged 3 SP:Iteration 39Q (1820.808838 sec): 3 clusters Score: Raw -176214.498632 + Penalty 2422.219257 = -173792.279375 nChanged 3 SP:Iteration 40F (1820.859046 sec): 3 clusters Score: Raw -176216.640365 + Penalty 2422.219257 = -173794.421108 nChanged 2 SP:Iteration 41Q (1820.898425 sec): 3 clusters Score: Raw -176220.264312 + Penalty 2422.219257 = -173798.045055 nChanged 3 SP:Iteration 42Q (1820.944338 sec): 3 clusters Score: Raw -176224.146226 + Penalty 2422.219257 = -173801.926969 nChanged 1 SP:Iteration 43Q (1820.990674 sec): 3 clusters Score: Raw -176224.600167 + Penalty 2422.219257 = -173802.380910 nChanged 0 SP:Iteration 44F (1821.041319 sec): 3 clusters Score: Raw -176224.600167 + Penalty 2422.219257 = -173802.380910 nChanged 0 Score: Raw -42500032.724106 + Penalty 35391.987430 = -42464640.736676 Splitting cluster 3 changes total score from -42459615.918393 to -42464640.736676 So it's getting split into cluster 8. Trying to split cluster 4 (34063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1825.302279 sec): 2 clusters Score: Raw -4070811.196931 + Penalty 1695.844642 = -4069115.352289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1825.407809 sec): 3 clusters Score: Raw -4049483.916637 + Penalty 3391.689285 = -4046092.227352 nChanged 15828 SP:Iteration 1F (1825.521501 sec): 3 clusters Score: Raw -4059133.714864 + Penalty 3391.689285 = -4055742.025579 nChanged 2576 SP:Iteration 2F (1825.620585 sec): 3 clusters Score: Raw -4062137.860725 + Penalty 3391.689285 = -4058746.171440 nChanged 3377 SP:Iteration 3F (1825.716310 sec): 3 clusters Score: Raw -4066705.109457 + Penalty 3391.689285 = -4063313.420172 nChanged 3988 SP:Iteration 4F (1825.821528 sec): 3 clusters Score: Raw -4070926.961371 + Penalty 3391.689285 = -4067535.272086 nChanged 3175 SP:Iteration 5F (1825.926499 sec): 3 clusters Score: Raw -4073621.243160 + Penalty 3391.689285 = -4070229.553875 nChanged 1969 SP:Iteration 6F (1826.013292 sec): 3 clusters Score: Raw -4075049.745864 + Penalty 3391.689285 = -4071658.056579 nChanged 1180 SP:Iteration 7Q (1826.119701 sec): 3 clusters Score: Raw -4075879.873286 + Penalty 3391.689285 = -4072488.184002 nChanged 838 SP:Iteration 8Q (1826.219768 sec): 3 clusters Score: Raw -4076550.727096 + Penalty 3391.689285 = -4073159.037811 nChanged 677 SP:Iteration 9Q (1826.336279 sec): 3 clusters Score: Raw -4077132.479843 + Penalty 3391.689285 = -4073740.790558 nChanged 499 SP:Iteration 10Q (1826.439277 sec): 3 clusters Score: Raw -4077560.778134 + Penalty 3391.689285 = -4074169.088850 nChanged 353 SP:Iteration 11Q (1826.542187 sec): 3 clusters Score: Raw -4077828.328641 + Penalty 3391.689285 = -4074436.639357 nChanged 246 SP:Iteration 12Q (1826.640822 sec): 3 clusters Score: Raw -4077976.796525 + Penalty 3391.689285 = -4074585.107240 nChanged 164 SP:Iteration 13Q (1826.745144 sec): 3 clusters Score: Raw -4078048.579835 + Penalty 3391.689285 = -4074656.890550 nChanged 116 SP:Iteration 14Q (1826.851374 sec): 3 clusters Score: Raw -4078081.479459 + Penalty 3391.689285 = -4074689.790174 nChanged 85 SP:Iteration 15Q (1826.947334 sec): 3 clusters Score: Raw -4078101.435229 + Penalty 3391.689285 = -4074709.745945 nChanged 58 SP:Iteration 16Q (1827.051931 sec): 3 clusters Score: Raw -4078109.688711 + Penalty 3391.689285 = -4074717.999426 nChanged 28 SP:Iteration 17Q (1827.152582 sec): 3 clusters Score: Raw -4078112.229331 + Penalty 3391.689285 = -4074720.540046 nChanged 18 SP:Iteration 18Q (1827.247835 sec): 3 clusters Score: Raw -4078114.263532 + Penalty 3391.689285 = -4074722.574247 nChanged 14 SP:Iteration 19Q (1827.347715 sec): 3 clusters Score: Raw -4078115.744680 + Penalty 3391.689285 = -4074724.055395 nChanged 8 SP:Iteration 20F (1827.446320 sec): 3 clusters Score: Raw -4078116.595383 + Penalty 3391.689285 = -4074724.906098 nChanged 8 SP:Iteration 21Q (1827.550817 sec): 3 clusters Score: Raw -4078117.214386 + Penalty 3391.689285 = -4074725.525101 nChanged 4 SP:Iteration 22Q (1827.649509 sec): 3 clusters Score: Raw -4078117.358266 + Penalty 3391.689285 = -4074725.668981 nChanged 1 SP:Iteration 23Q (1827.748527 sec): 3 clusters Score: Raw -4078117.385435 + Penalty 3391.689285 = -4074725.696150 nChanged 0 SP:Iteration 24F (1827.852220 sec): 3 clusters Score: Raw -4078117.385435 + Penalty 3391.689285 = -4074725.696150 nChanged 0 Score: Raw -42507338.912610 + Penalty 37473.869044 = -42469865.043566 Splitting cluster 4 changes total score from -42459615.918393 to -42469865.043566 So it's getting split into cluster 10. Trying to split cluster 5 (7114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1832.397958 sec): 2 clusters Score: Raw -749743.404943 + Penalty 1441.345742 = -748302.059200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1832.451881 sec): 3 clusters Score: Raw -745923.696512 + Penalty 2882.691485 = -743041.005027 nChanged 2996 SP:Iteration 1F (1832.509775 sec): 3 clusters Score: Raw -747779.718208 + Penalty 2882.691485 = -744897.026724 nChanged 633 SP:Iteration 2F (1832.565671 sec): 3 clusters Score: Raw -748451.772174 + Penalty 2882.691485 = -745569.080689 nChanged 647 SP:Iteration 3F (1832.614559 sec): 3 clusters Score: Raw -749207.391893 + Penalty 2882.691485 = -746324.700408 nChanged 632 SP:Iteration 4F (1832.669926 sec): 3 clusters Score: Raw -749867.102983 + Penalty 2882.691485 = -746984.411498 nChanged 501 SP:Iteration 5F (1832.716261 sec): 3 clusters Score: Raw -750306.105259 + Penalty 2882.691485 = -747423.413774 nChanged 409 SP:Iteration 6F (1832.772619 sec): 3 clusters Score: Raw -750651.770139 + Penalty 2882.691485 = -747769.078655 nChanged 321 SP:Iteration 7Q (1832.832426 sec): 3 clusters Score: Raw -750940.930043 + Penalty 2882.691485 = -748058.238559 nChanged 268 SP:Iteration 8Q (1832.884906 sec): 3 clusters Score: Raw -751182.846394 + Penalty 2882.691485 = -748300.154910 nChanged 233 SP:Iteration 9Q (1832.950412 sec): 3 clusters Score: Raw -751351.680964 + Penalty 2882.691485 = -748468.989479 nChanged 196 SP:Iteration 10Q (1833.003228 sec): 3 clusters Score: Raw -751501.465616 + Penalty 2882.691485 = -748618.774131 nChanged 162 SP:Iteration 11Q (1833.066040 sec): 3 clusters Score: Raw -751634.560545 + Penalty 2882.691485 = -748751.869060 nChanged 151 SP:Iteration 12Q (1833.129349 sec): 3 clusters Score: Raw -751748.484279 + Penalty 2882.691485 = -748865.792794 nChanged 130 SP:Iteration 13Q (1833.181680 sec): 3 clusters Score: Raw -751849.614456 + Penalty 2882.691485 = -748966.922971 nChanged 130 SP:Iteration 14Q (1833.232187 sec): 3 clusters Score: Raw -751943.546674 + Penalty 2882.691485 = -749060.855189 nChanged 100 SP:Iteration 15Q (1833.298667 sec): 3 clusters Score: Raw -752004.257505 + Penalty 2882.691485 = -749121.566021 nChanged 84 SP:Iteration 16Q (1833.346555 sec): 3 clusters Score: Raw -752071.677345 + Penalty 2882.691485 = -749188.985860 nChanged 81 SP:Iteration 17Q (1833.409862 sec): 3 clusters Score: Raw -752142.550488 + Penalty 2882.691485 = -749259.859004 nChanged 57 SP:Iteration 18Q (1833.465697 sec): 3 clusters Score: Raw -752186.178427 + Penalty 2882.691485 = -749303.486943 nChanged 52 SP:Iteration 19Q (1833.520553 sec): 3 clusters Score: Raw -752220.663288 + Penalty 2882.691485 = -749337.971803 nChanged 38 SP:Iteration 20F (1833.570395 sec): 3 clusters Score: Raw -752242.522953 + Penalty 2882.691485 = -749359.831468 nChanged 33 SP:Iteration 21Q (1833.622875 sec): 3 clusters Score: Raw -752255.106513 + Penalty 2882.691485 = -749372.415029 nChanged 22 SP:Iteration 22Q (1833.674916 sec): 3 clusters Score: Raw -752261.333076 + Penalty 2882.691485 = -749378.641592 nChanged 14 SP:Iteration 23Q (1833.738262 sec): 3 clusters Score: Raw -752267.261899 + Penalty 2882.691485 = -749384.570415 nChanged 14 SP:Iteration 24Q (1833.797873 sec): 3 clusters Score: Raw -752272.681289 + Penalty 2882.691485 = -749389.989804 nChanged 7 SP:Iteration 25Q (1833.852941 sec): 3 clusters Score: Raw -752275.418357 + Penalty 2882.691485 = -749392.726872 nChanged 7 SP:Iteration 26Q (1833.901336 sec): 3 clusters Score: Raw -752277.662966 + Penalty 2882.691485 = -749394.971482 nChanged 3 SP:Iteration 27Q (1833.956012 sec): 3 clusters Score: Raw -752278.409122 + Penalty 2882.691485 = -749395.717638 nChanged 1 SP:Iteration 28Q (1834.008382 sec): 3 clusters Score: Raw -752278.572489 + Penalty 2882.691485 = -749395.881004 nChanged 2 SP:Iteration 29Q (1834.070060 sec): 3 clusters Score: Raw -752279.519679 + Penalty 2882.691485 = -749396.828195 nChanged 4 SP:Iteration 30Q (1834.116778 sec): 3 clusters Score: Raw -752280.266427 + Penalty 2882.691485 = -749397.574942 nChanged 3 SP:Iteration 31Q (1834.171353 sec): 3 clusters Score: Raw -752280.891408 + Penalty 2882.691485 = -749398.199923 nChanged 2 SP:Iteration 32Q (1834.220706 sec): 3 clusters Score: Raw -752281.333267 + Penalty 2882.691485 = -749398.641782 nChanged 1 SP:Iteration 33Q (1834.280334 sec): 3 clusters Score: Raw -752281.821442 + Penalty 2882.691485 = -749399.129958 nChanged 2 SP:Iteration 34Q (1834.340570 sec): 3 clusters Score: Raw -752282.130927 + Penalty 2882.691485 = -749399.439443 nChanged 2 SP:Iteration 35Q (1834.397396 sec): 3 clusters Score: Raw -752282.473157 + Penalty 2882.691485 = -749399.781672 nChanged 1 SP:Iteration 36Q (1834.456874 sec): 3 clusters Score: Raw -752282.695740 + Penalty 2882.691485 = -749400.004255 nChanged 2 SP:Iteration 37Q (1834.503701 sec): 3 clusters Score: Raw -752283.000758 + Penalty 2882.691485 = -749400.309273 nChanged 1 SP:Iteration 38Q (1834.560404 sec): 3 clusters Score: Raw -752283.132109 + Penalty 2882.691485 = -749400.440624 nChanged 0 SP:Iteration 39F (1834.608841 sec): 3 clusters Score: Raw -752283.132109 + Penalty 2882.691485 = -749400.440624 nChanged 0 Score: Raw -42509878.639776 + Penalty 39555.750657 = -42470322.889119 Splitting cluster 5 changes total score from -42459615.918393 to -42470322.889119 So it's getting split into cluster 11. Trying to split cluster 6 (132382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.809084 sec): 2 clusters Score: Raw -15705128.717211 + Penalty 1916.435131 = -15703212.282080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.085926 sec): 3 clusters Score: Raw -15618403.637531 + Penalty 3832.870263 = -15614570.767268 nChanged 63481 SP:Iteration 1F (1840.355495 sec): 3 clusters Score: Raw -15656029.958448 + Penalty 3832.870263 = -15652197.088185 nChanged 4579 SP:Iteration 2Q (1840.650874 sec): 3 clusters Score: Raw -15657179.291071 + Penalty 3832.870263 = -15653346.420809 nChanged 4666 SP:Iteration 3Q (1840.949910 sec): 3 clusters Score: Raw -15658412.194057 + Penalty 3832.870263 = -15654579.323795 nChanged 4678 SP:Iteration 4Q (1841.260413 sec): 3 clusters Score: Raw -15659738.223759 + Penalty 3832.870263 = -15655905.353497 nChanged 4798 SP:Iteration 5Q (1841.560448 sec): 3 clusters Score: Raw -15661162.372217 + Penalty 3832.870263 = -15657329.501955 nChanged 4856 SP:Iteration 6Q (1841.859519 sec): 3 clusters Score: Raw -15662694.793358 + Penalty 3832.870263 = -15658861.923095 nChanged 5055 SP:Iteration 7Q (1842.161381 sec): 3 clusters Score: Raw -15664384.882608 + Penalty 3832.870263 = -15660552.012346 nChanged 4968 SP:Iteration 8Q (1842.465216 sec): 3 clusters Score: Raw -15666144.863318 + Penalty 3832.870263 = -15662311.993055 nChanged 5191 SP:Iteration 9Q (1842.762909 sec): 3 clusters Score: Raw -15668043.328726 + Penalty 3832.870263 = -15664210.458463 nChanged 5305 SP:Iteration 10Q (1843.067446 sec): 3 clusters Score: Raw -15670094.884089 + Penalty 3832.870263 = -15666262.013826 nChanged 5232 SP:Iteration 11Q (1843.367161 sec): 3 clusters Score: Raw -15672183.628232 + Penalty 3832.870263 = -15668350.757969 nChanged 5210 SP:Iteration 12Q (1843.657583 sec): 3 clusters Score: Raw -15674289.812617 + Penalty 3832.870263 = -15670456.942354 nChanged 5115 SP:Iteration 13Q (1843.964837 sec): 3 clusters Score: Raw -15676319.797093 + Penalty 3832.870263 = -15672486.926830 nChanged 4773 SP:Iteration 14Q (1844.234081 sec): 3 clusters Score: Raw -15678161.193129 + Penalty 3832.870263 = -15674328.322866 nChanged 4363 SP:Iteration 15Q (1844.536518 sec): 3 clusters Score: Raw -15679834.253360 + Penalty 3832.870263 = -15676001.383097 nChanged 4086 SP:Iteration 16Q (1844.826397 sec): 3 clusters Score: Raw -15681423.329618 + Penalty 3832.870263 = -15677590.459356 nChanged 4018 SP:Iteration 17Q (1845.113135 sec): 3 clusters Score: Raw -15683066.467288 + Penalty 3832.870263 = -15679233.597025 nChanged 4010 SP:Iteration 18Q (1845.386665 sec): 3 clusters Score: Raw -15684833.174234 + Penalty 3832.870263 = -15681000.303971 nChanged 4147 SP:Iteration 19Q (1845.667530 sec): 3 clusters Score: Raw -15686822.528958 + Penalty 3832.870263 = -15682989.658696 nChanged 4233 SP:Iteration 20F (1845.943073 sec): 3 clusters Score: Raw -15689043.062326 + Penalty 3832.870263 = -15685210.192064 nChanged 4274 SP:Iteration 21Q (1846.209134 sec): 3 clusters Score: Raw -15691528.505855 + Penalty 3832.870263 = -15687695.635593 nChanged 4202 SP:Iteration 22Q (1846.484199 sec): 3 clusters Score: Raw -15694163.643652 + Penalty 3832.870263 = -15690330.773389 nChanged 4014 SP:Iteration 23Q (1846.754070 sec): 3 clusters Score: Raw -15696905.281071 + Penalty 3832.870263 = -15693072.410808 nChanged 3544 SP:Iteration 24Q (1847.017859 sec): 3 clusters Score: Raw -15699407.523760 + Penalty 3832.870263 = -15695574.653498 nChanged 2933 SP:Iteration 25Q (1847.263658 sec): 3 clusters Score: Raw -15701526.544848 + Penalty 3832.870263 = -15697693.674586 nChanged 2129 SP:Iteration 26Q (1847.513934 sec): 3 clusters Score: Raw -15703081.749504 + Penalty 3832.870263 = -15699248.879242 nChanged 1465 SP:Iteration 27Q (1847.742058 sec): 3 clusters Score: Raw -15704141.901578 + Penalty 3832.870263 = -15700309.031315 nChanged 881 SP:Iteration 28Q (1847.989626 sec): 3 clusters Score: Raw -15704746.743156 + Penalty 3832.870263 = -15700913.872894 nChanged 513 SP:Iteration 29Q (1848.234512 sec): 3 clusters Score: Raw -15705086.225838 + Penalty 3832.870263 = -15701253.355576 nChanged 336 SP:Iteration 30Q (1848.467501 sec): 3 clusters Score: Raw -15705324.015520 + Penalty 3832.870263 = -15701491.145258 nChanged 213 SP:Iteration 31Q (1848.693705 sec): 3 clusters Score: Raw -15705531.221622 + Penalty 3832.870263 = -15701698.351359 nChanged 184 SP:Iteration 32Q (1848.930989 sec): 3 clusters Score: Raw -15705989.161283 + Penalty 3832.870263 = -15702156.291021 nChanged 144 SP:Iteration 33Q (1849.147151 sec): 3 clusters Score: Raw -15706832.761046 + Penalty 3832.870263 = -15702999.890784 nChanged 356 SP:Iteration 34Q (1849.381142 sec): 3 clusters Score: Raw -15707157.375789 + Penalty 3832.870263 = -15703324.505526 nChanged 372 SP:Iteration 35Q (1849.614663 sec): 3 clusters Score: Raw -15707499.291791 + Penalty 3832.870263 = -15703666.421529 nChanged 461 SP:Iteration 36Q (1849.862054 sec): 3 clusters Score: Raw -15707879.224342 + Penalty 3832.870263 = -15704046.354079 nChanged 492 SP:Iteration 37Q (1850.111025 sec): 3 clusters Score: Raw -15708241.674223 + Penalty 3832.870263 = -15704408.803961 nChanged 576 SP:Iteration 38Q (1850.328256 sec): 3 clusters Score: Raw -15708639.270619 + Penalty 3832.870263 = -15704806.400357 nChanged 614 SP:Iteration 39Q (1850.546836 sec): 3 clusters Score: Raw -15709018.470082 + Penalty 3832.870263 = -15705185.599820 nChanged 598 SP:Iteration 40F (1850.819528 sec): 3 clusters Score: Raw -15709541.908679 + Penalty 3832.870263 = -15705709.038417 nChanged 890 SP:Iteration 41Q (1851.049624 sec): 3 clusters Score: Raw -15710168.852851 + Penalty 3832.870263 = -15706335.982588 nChanged 991 SP:Iteration 42Q (1851.286321 sec): 3 clusters Score: Raw -15710892.251544 + Penalty 3832.870263 = -15707059.381281 nChanged 1164 SP:Iteration 43Q (1851.512479 sec): 3 clusters Score: Raw -15711761.301279 + Penalty 3832.870263 = -15707928.431016 nChanged 1388 SP:Iteration 44Q (1851.757465 sec): 3 clusters Score: Raw -15712785.874946 + Penalty 3832.870263 = -15708953.004684 nChanged 1434 SP:Iteration 45Q (1852.009482 sec): 3 clusters Score: Raw -15713661.428445 + Penalty 3832.870263 = -15709828.558182 nChanged 1277 SP:Iteration 46Q (1852.235258 sec): 3 clusters Score: Raw -15714216.198146 + Penalty 3832.870263 = -15710383.327883 nChanged 986 SP:Iteration 47Q (1852.467646 sec): 3 clusters Score: Raw -15714523.958751 + Penalty 3832.870263 = -15710691.088489 nChanged 729 SP:Iteration 48Q (1852.707644 sec): 3 clusters Score: Raw -15714699.166952 + Penalty 3832.870263 = -15710866.296689 nChanged 584 SP:Iteration 49Q (1852.957121 sec): 3 clusters Score: Raw -15714820.634268 + Penalty 3832.870263 = -15710987.764005 nChanged 513 SP:Iteration 50Q (1853.203768 sec): 3 clusters Score: Raw -15714920.714400 + Penalty 3832.870263 = -15711087.844138 nChanged 480 SP:Iteration 51Q (1853.440138 sec): 3 clusters Score: Raw -15715023.275283 + Penalty 3832.870263 = -15711190.405021 nChanged 457 SP:Iteration 52Q (1853.689639 sec): 3 clusters Score: Raw -15715127.419979 + Penalty 3832.870263 = -15711294.549717 nChanged 496 SP:Iteration 53Q (1853.924381 sec): 3 clusters Score: Raw -15715246.066411 + Penalty 3832.870263 = -15711413.196148 nChanged 542 SP:Iteration 54Q (1854.175679 sec): 3 clusters Score: Raw -15715375.277935 + Penalty 3832.870263 = -15711542.407672 nChanged 520 SP:Iteration 55Q (1854.420633 sec): 3 clusters Score: Raw -15715486.737319 + Penalty 3832.870263 = -15711653.867057 nChanged 487 SP:Iteration 56Q (1854.661633 sec): 3 clusters Score: Raw -15715592.033476 + Penalty 3832.870263 = -15711759.163213 nChanged 487 SP:Iteration 57Q (1854.891526 sec): 3 clusters Score: Raw -15715677.861145 + Penalty 3832.870263 = -15711844.990882 nChanged 434 SP:Iteration 58Q (1855.143260 sec): 3 clusters Score: Raw -15715745.607250 + Penalty 3832.870263 = -15711912.736987 nChanged 348 SP:Iteration 59Q (1855.377331 sec): 3 clusters Score: Raw -15715797.774581 + Penalty 3832.870263 = -15711964.904319 nChanged 322 SP:Iteration 60F (1855.631293 sec): 3 clusters Score: Raw -15716779.283116 + Penalty 3832.870263 = -15712946.412854 nChanged 1905 SP:Iteration 61Q (1855.889850 sec): 3 clusters Score: Raw -15717957.401965 + Penalty 3832.870263 = -15714124.531702 nChanged 1870 SP:Iteration 62Q (1856.138494 sec): 3 clusters Score: Raw -15718816.281295 + Penalty 3832.870263 = -15714983.411032 nChanged 1870 SP:Iteration 63Q (1856.384739 sec): 3 clusters Score: Raw -15719632.737851 + Penalty 3832.870263 = -15715799.867589 nChanged 2056 SP:Iteration 64Q (1856.621530 sec): 3 clusters Score: Raw -15720531.787792 + Penalty 3832.870263 = -15716698.917530 nChanged 2220 SP:Iteration 65Q (1856.884946 sec): 3 clusters Score: Raw -15721605.502615 + Penalty 3832.870263 = -15717772.632353 nChanged 2546 SP:Iteration 66Q (1857.111032 sec): 3 clusters Score: Raw -15722941.365592 + Penalty 3832.870263 = -15719108.495329 nChanged 2859 SP:Iteration 67Q (1857.346524 sec): 3 clusters Score: Raw -15724579.650467 + Penalty 3832.870263 = -15720746.780205 nChanged 3219 SP:Iteration 68Q (1857.596697 sec): 3 clusters Score: Raw -15726481.741881 + Penalty 3832.870263 = -15722648.871618 nChanged 3259 SP:Iteration 69Q (1857.840225 sec): 3 clusters Score: Raw -15728250.844226 + Penalty 3832.870263 = -15724417.973963 nChanged 2723 SP:Iteration 70Q (1858.107783 sec): 3 clusters Score: Raw -15729679.830051 + Penalty 3832.870263 = -15725846.959788 nChanged 2158 SP:Iteration 71Q (1858.374171 sec): 3 clusters Score: Raw -15730909.984003 + Penalty 3832.870263 = -15727077.113740 nChanged 1787 SP:Iteration 72Q (1858.621716 sec): 3 clusters Score: Raw -15731955.342284 + Penalty 3832.870263 = -15728122.472021 nChanged 1229 SP:Iteration 73Q (1858.867093 sec): 3 clusters Score: Raw -15732624.700521 + Penalty 3832.870263 = -15728791.830259 nChanged 689 SP:Iteration 74Q (1859.112907 sec): 3 clusters Score: Raw -15732929.517130 + Penalty 3832.870263 = -15729096.646867 nChanged 303 SP:Iteration 75Q (1859.361501 sec): 3 clusters Score: Raw -15733019.079491 + Penalty 3832.870263 = -15729186.209229 nChanged 87 SP:Iteration 76Q (1859.596421 sec): 3 clusters Score: Raw -15733044.218987 + Penalty 3832.870263 = -15729211.348725 nChanged 24 SP:Iteration 77Q (1859.843698 sec): 3 clusters Score: Raw -15733052.020558 + Penalty 3832.870263 = -15729219.150295 nChanged 9 SP:Iteration 78Q (1860.081670 sec): 3 clusters Score: Raw -15733055.080632 + Penalty 3832.870263 = -15729222.210369 nChanged 3 SP:Iteration 79Q (1860.346233 sec): 3 clusters Score: Raw -15733056.669452 + Penalty 3832.870263 = -15729223.799190 nChanged 2 SP:Iteration 80F (1860.622764 sec): 3 clusters Score: Raw -15736534.886931 + Penalty 3832.870263 = -15732702.016669 nChanged 4315 SP:Iteration 81Q (1860.880095 sec): 3 clusters Score: Raw -15742788.089432 + Penalty 3832.870263 = -15738955.219169 nChanged 2990 SP:Iteration 82Q (1861.125036 sec): 3 clusters Score: Raw -15750278.156766 + Penalty 3832.870263 = -15746445.286504 nChanged 1969 SP:Iteration 83Q (1861.397098 sec): 3 clusters Score: Raw -15759609.519235 + Penalty 3832.870263 = -15755776.648972 nChanged 557 SP:Iteration 84Q (1861.630220 sec): 3 clusters Score: Raw -15763239.476692 + Penalty 3832.870263 = -15759406.606430 nChanged 172 SP:Iteration 85Q (1861.870317 sec): 3 clusters Score: Raw -15764689.496026 + Penalty 3832.870263 = -15760856.625763 nChanged 71 SP:Iteration 86Q (1862.086767 sec): 3 clusters Score: Raw -15765403.692941 + Penalty 3832.870263 = -15761570.822679 nChanged 35 SP:Iteration 87Q (1862.310695 sec): 3 clusters Score: Raw -15765680.455460 + Penalty 3832.870263 = -15761847.585197 nChanged 13 SP:Iteration 88Q (1862.529149 sec): 3 clusters Score: Raw -15765838.378382 + Penalty 3832.870263 = -15762005.508120 nChanged 8 SP:Iteration 89Q (1862.761644 sec): 3 clusters Score: Raw -15765861.339449 + Penalty 3832.870263 = -15762028.469187 nChanged 1 SP:Iteration 90Q (1862.985034 sec): 3 clusters Score: Raw -15765882.988794 + Penalty 3832.870263 = -15762050.118531 nChanged 1 SP:Iteration 91Q (1863.207982 sec): 3 clusters Score: Raw -15765922.130642 + Penalty 3832.870263 = -15762089.260379 nChanged 2 SP:Iteration 92Q (1863.425395 sec): 3 clusters Score: Raw -15765945.545625 + Penalty 3832.870263 = -15762112.675363 nChanged 1 SP:Iteration 93Q (1863.648001 sec): 3 clusters Score: Raw -15765945.601550 + Penalty 3832.870263 = -15762112.731287 nChanged 0 SP:Iteration 94F (1863.910002 sec): 3 clusters Score: Raw -15769162.641796 + Penalty 3832.870263 = -15765329.771534 nChanged 164 SP:Iteration 95Q (1864.143775 sec): 3 clusters Score: Raw -15770133.037327 + Penalty 3832.870263 = -15766300.167065 nChanged 0 SP:Iteration 96F (1864.410682 sec): 3 clusters Score: Raw -15770133.037327 + Penalty 3832.870263 = -15766300.167065 nChanged 0 Score: Raw -42574882.959892 + Penalty 41637.632271 = -42533245.327622 Splitting cluster 6 changes total score from -42459615.918393 to -42533245.327622 So it's getting split into cluster 13. Trying to split cluster 7 (106024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1869.659993 sec): 2 clusters Score: Raw -12663305.419525 + Penalty 1880.355874 = -12661425.063651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1869.886218 sec): 3 clusters Score: Raw -12594146.326896 + Penalty 3760.711748 = -12590385.615148 nChanged 50858 SP:Iteration 1F (1870.112908 sec): 3 clusters Score: Raw -12624436.138939 + Penalty 3760.711748 = -12620675.427191 nChanged 5358 SP:Iteration 2F (1870.336473 sec): 3 clusters Score: Raw -12626915.608660 + Penalty 3760.711748 = -12623154.896912 nChanged 6512 SP:Iteration 3F (1870.563679 sec): 3 clusters Score: Raw -12630946.601765 + Penalty 3760.711748 = -12627185.890017 nChanged 7834 SP:Iteration 4F (1870.800873 sec): 3 clusters Score: Raw -12637011.609490 + Penalty 3760.711748 = -12633250.897742 nChanged 8382 SP:Iteration 5F (1871.019430 sec): 3 clusters Score: Raw -12644402.622151 + Penalty 3760.711748 = -12640641.910403 nChanged 7663 SP:Iteration 6F (1871.239157 sec): 3 clusters Score: Raw -12651498.743016 + Penalty 3760.711748 = -12647738.031269 nChanged 6064 SP:Iteration 7F (1871.482520 sec): 3 clusters Score: Raw -12656613.779916 + Penalty 3760.711748 = -12652853.068168 nChanged 4201 SP:Iteration 8Q (1871.719866 sec): 3 clusters Score: Raw -12659693.711727 + Penalty 3760.711748 = -12655932.999980 nChanged 2697 SP:Iteration 9Q (1871.959620 sec): 3 clusters Score: Raw -12661373.029548 + Penalty 3760.711748 = -12657612.317800 nChanged 1928 SP:Iteration 10Q (1872.202940 sec): 3 clusters Score: Raw -12662410.825672 + Penalty 3760.711748 = -12658650.113924 nChanged 1569 SP:Iteration 11Q (1872.402573 sec): 3 clusters Score: Raw -12663111.517496 + Penalty 3760.711748 = -12659350.805748 nChanged 1255 SP:Iteration 12Q (1872.621407 sec): 3 clusters Score: Raw -12663560.885665 + Penalty 3760.711748 = -12659800.173917 nChanged 1026 SP:Iteration 13Q (1872.832871 sec): 3 clusters Score: Raw -12663874.928875 + Penalty 3760.711748 = -12660114.217127 nChanged 805 SP:Iteration 14Q (1873.043306 sec): 3 clusters Score: Raw -12664092.484878 + Penalty 3760.711748 = -12660331.773130 nChanged 678 SP:Iteration 15Q (1873.263405 sec): 3 clusters Score: Raw -12664247.052782 + Penalty 3760.711748 = -12660486.341034 nChanged 551 SP:Iteration 16Q (1873.455592 sec): 3 clusters Score: Raw -12664350.592556 + Penalty 3760.711748 = -12660589.880808 nChanged 475 SP:Iteration 17Q (1873.680252 sec): 3 clusters Score: Raw -12664430.406022 + Penalty 3760.711748 = -12660669.694274 nChanged 405 SP:Iteration 18Q (1873.892400 sec): 3 clusters Score: Raw -12664494.037263 + Penalty 3760.711748 = -12660733.325515 nChanged 387 SP:Iteration 19Q (1874.095334 sec): 3 clusters Score: Raw -12664550.019547 + Penalty 3760.711748 = -12660789.307799 nChanged 355 SP:Iteration 20F (1874.320364 sec): 3 clusters Score: Raw -12664602.999447 + Penalty 3760.711748 = -12660842.287699 nChanged 310 SP:Iteration 21Q (1874.523308 sec): 3 clusters Score: Raw -12664643.582850 + Penalty 3760.711748 = -12660882.871102 nChanged 273 SP:Iteration 22Q (1874.740071 sec): 3 clusters Score: Raw -12664677.270820 + Penalty 3760.711748 = -12660916.559072 nChanged 279 SP:Iteration 23Q (1874.938339 sec): 3 clusters Score: Raw -12664713.786879 + Penalty 3760.711748 = -12660953.075131 nChanged 295 SP:Iteration 24Q (1875.135949 sec): 3 clusters Score: Raw -12664752.081631 + Penalty 3760.711748 = -12660991.369883 nChanged 272 SP:Iteration 25Q (1875.346036 sec): 3 clusters Score: Raw -12664786.833251 + Penalty 3760.711748 = -12661026.121503 nChanged 258 SP:Iteration 26Q (1875.546142 sec): 3 clusters Score: Raw -12664823.288870 + Penalty 3760.711748 = -12661062.577122 nChanged 273 SP:Iteration 27Q (1875.750584 sec): 3 clusters Score: Raw -12664863.678714 + Penalty 3760.711748 = -12661102.966966 nChanged 287 SP:Iteration 28Q (1875.951343 sec): 3 clusters Score: Raw -12664903.032230 + Penalty 3760.711748 = -12661142.320482 nChanged 267 SP:Iteration 29Q (1876.170552 sec): 3 clusters Score: Raw -12664940.520303 + Penalty 3760.711748 = -12661179.808555 nChanged 291 SP:Iteration 30Q (1876.382124 sec): 3 clusters Score: Raw -12664983.666630 + Penalty 3760.711748 = -12661222.954882 nChanged 290 SP:Iteration 31Q (1876.594525 sec): 3 clusters Score: Raw -12665024.846769 + Penalty 3760.711748 = -12661264.135021 nChanged 306 SP:Iteration 32Q (1876.797514 sec): 3 clusters Score: Raw -12665068.836069 + Penalty 3760.711748 = -12661308.124321 nChanged 262 SP:Iteration 33Q (1877.006892 sec): 3 clusters Score: Raw -12665109.424726 + Penalty 3760.711748 = -12661348.712978 nChanged 267 SP:Iteration 34Q (1877.225179 sec): 3 clusters Score: Raw -12665155.388285 + Penalty 3760.711748 = -12661394.676537 nChanged 282 SP:Iteration 35Q (1877.436296 sec): 3 clusters Score: Raw -12665210.603440 + Penalty 3760.711748 = -12661449.891692 nChanged 312 SP:Iteration 36Q (1877.636941 sec): 3 clusters Score: Raw -12665269.895727 + Penalty 3760.711748 = -12661509.183979 nChanged 304 SP:Iteration 37Q (1877.831724 sec): 3 clusters Score: Raw -12665325.240438 + Penalty 3760.711748 = -12661564.528690 nChanged 294 SP:Iteration 38Q (1878.035168 sec): 3 clusters Score: Raw -12665382.302557 + Penalty 3760.711748 = -12661621.590810 nChanged 277 SP:Iteration 39Q (1878.220757 sec): 3 clusters Score: Raw -12665433.784247 + Penalty 3760.711748 = -12661673.072499 nChanged 284 SP:Iteration 40F (1878.448806 sec): 3 clusters Score: Raw -12665487.179832 + Penalty 3760.711748 = -12661726.468084 nChanged 260 SP:Iteration 41Q (1878.647712 sec): 3 clusters Score: Raw -12665531.154089 + Penalty 3760.711748 = -12661770.442341 nChanged 244 SP:Iteration 42Q (1878.863583 sec): 3 clusters Score: Raw -12665571.842433 + Penalty 3760.711748 = -12661811.130685 nChanged 228 SP:Iteration 43Q (1879.047380 sec): 3 clusters Score: Raw -12665612.301222 + Penalty 3760.711748 = -12661851.589474 nChanged 228 SP:Iteration 44Q (1879.238365 sec): 3 clusters Score: Raw -12665658.020274 + Penalty 3760.711748 = -12661897.308526 nChanged 245 SP:Iteration 45Q (1879.435264 sec): 3 clusters Score: Raw -12665708.095851 + Penalty 3760.711748 = -12661947.384103 nChanged 240 SP:Iteration 46Q (1879.629674 sec): 3 clusters Score: Raw -12665757.958930 + Penalty 3760.711748 = -12661997.247182 nChanged 229 SP:Iteration 47Q (1879.836539 sec): 3 clusters Score: Raw -12665806.109401 + Penalty 3760.711748 = -12662045.397654 nChanged 232 SP:Iteration 48Q (1880.041417 sec): 3 clusters Score: Raw -12665849.328224 + Penalty 3760.711748 = -12662088.616476 nChanged 220 SP:Iteration 49Q (1880.244432 sec): 3 clusters Score: Raw -12665890.853454 + Penalty 3760.711748 = -12662130.141706 nChanged 211 SP:Iteration 50Q (1880.458489 sec): 3 clusters Score: Raw -12665934.411890 + Penalty 3760.711748 = -12662173.700143 nChanged 226 SP:Iteration 51Q (1880.664066 sec): 3 clusters Score: Raw -12665980.877470 + Penalty 3760.711748 = -12662220.165723 nChanged 219 SP:Iteration 52Q (1880.859109 sec): 3 clusters Score: Raw -12666022.579278 + Penalty 3760.711748 = -12662261.867530 nChanged 196 SP:Iteration 53Q (1881.064384 sec): 3 clusters Score: Raw -12666062.334866 + Penalty 3760.711748 = -12662301.623118 nChanged 213 SP:Iteration 54Q (1881.262910 sec): 3 clusters Score: Raw -12666104.748292 + Penalty 3760.711748 = -12662344.036544 nChanged 209 SP:Iteration 55Q (1881.459489 sec): 3 clusters Score: Raw -12666145.142715 + Penalty 3760.711748 = -12662384.430967 nChanged 198 SP:Iteration 56Q (1881.633722 sec): 3 clusters Score: Raw -12666181.630618 + Penalty 3760.711748 = -12662420.918870 nChanged 184 SP:Iteration 57Q (1881.827394 sec): 3 clusters Score: Raw -12666215.541205 + Penalty 3760.711748 = -12662454.829457 nChanged 174 SP:Iteration 58Q (1882.033390 sec): 3 clusters Score: Raw -12666248.830068 + Penalty 3760.711748 = -12662488.118320 nChanged 188 SP:Iteration 59Q (1882.245141 sec): 3 clusters Score: Raw -12666287.443409 + Penalty 3760.711748 = -12662526.731661 nChanged 216 SP:Iteration 60F (1882.453887 sec): 3 clusters Score: Raw -12666344.681009 + Penalty 3760.711748 = -12662583.969261 nChanged 245 SP:Iteration 61Q (1882.653071 sec): 3 clusters Score: Raw -12666423.317428 + Penalty 3760.711748 = -12662662.605681 nChanged 264 SP:Iteration 62Q (1882.856644 sec): 3 clusters Score: Raw -12666512.137518 + Penalty 3760.711748 = -12662751.425770 nChanged 272 SP:Iteration 63Q (1883.038415 sec): 3 clusters Score: Raw -12666609.029950 + Penalty 3760.711748 = -12662848.318202 nChanged 278 SP:Iteration 64Q (1883.216745 sec): 3 clusters Score: Raw -12666708.791450 + Penalty 3760.711748 = -12662948.079702 nChanged 260 SP:Iteration 65Q (1883.410450 sec): 3 clusters Score: Raw -12666815.038388 + Penalty 3760.711748 = -12663054.326640 nChanged 284 SP:Iteration 66Q (1883.609839 sec): 3 clusters Score: Raw -12666935.923539 + Penalty 3760.711748 = -12663175.211791 nChanged 272 SP:Iteration 67Q (1883.806618 sec): 3 clusters Score: Raw -12667044.711529 + Penalty 3760.711748 = -12663283.999781 nChanged 241 SP:Iteration 68Q (1883.998730 sec): 3 clusters Score: Raw -12667144.441557 + Penalty 3760.711748 = -12663383.729809 nChanged 239 SP:Iteration 69Q (1884.187916 sec): 3 clusters Score: Raw -12667248.676291 + Penalty 3760.711748 = -12663487.964543 nChanged 258 SP:Iteration 70Q (1884.383525 sec): 3 clusters Score: Raw -12667362.198166 + Penalty 3760.711748 = -12663601.486418 nChanged 206 SP:Iteration 71Q (1884.580282 sec): 3 clusters Score: Raw -12667456.792421 + Penalty 3760.711748 = -12663696.080673 nChanged 204 SP:Iteration 72Q (1884.764851 sec): 3 clusters Score: Raw -12667541.466768 + Penalty 3760.711748 = -12663780.755020 nChanged 175 SP:Iteration 73Q (1884.955933 sec): 3 clusters Score: Raw -12667600.790487 + Penalty 3760.711748 = -12663840.078739 nChanged 144 SP:Iteration 74Q (1885.154976 sec): 3 clusters Score: Raw -12667637.104255 + Penalty 3760.711748 = -12663876.392507 nChanged 101 SP:Iteration 75Q (1885.340100 sec): 3 clusters Score: Raw -12667659.410340 + Penalty 3760.711748 = -12663898.698592 nChanged 85 SP:Iteration 76Q (1885.522350 sec): 3 clusters Score: Raw -12667674.568425 + Penalty 3760.711748 = -12663913.856677 nChanged 66 SP:Iteration 77Q (1885.707685 sec): 3 clusters Score: Raw -12667684.875757 + Penalty 3760.711748 = -12663924.164009 nChanged 52 SP:Iteration 78Q (1885.881648 sec): 3 clusters Score: Raw -12667693.066326 + Penalty 3760.711748 = -12663932.354578 nChanged 47 SP:Iteration 79Q (1886.075548 sec): 3 clusters Score: Raw -12667699.604320 + Penalty 3760.711748 = -12663938.892573 nChanged 35 SP:Iteration 80F (1886.306461 sec): 3 clusters Score: Raw -12667733.023547 + Penalty 3760.711748 = -12663972.311799 nChanged 55 SP:Iteration 81Q (1886.502128 sec): 3 clusters Score: Raw -12667743.690392 + Penalty 3760.711748 = -12663982.978644 nChanged 44 SP:Iteration 82Q (1886.699589 sec): 3 clusters Score: Raw -12667750.353756 + Penalty 3760.711748 = -12663989.642008 nChanged 42 SP:Iteration 83Q (1886.883477 sec): 3 clusters Score: Raw -12667759.409563 + Penalty 3760.711748 = -12663998.697815 nChanged 60 SP:Iteration 84Q (1887.072850 sec): 3 clusters Score: Raw -12667773.389863 + Penalty 3760.711748 = -12664012.678116 nChanged 73 SP:Iteration 85Q (1887.260515 sec): 3 clusters Score: Raw -12667787.642168 + Penalty 3760.711748 = -12664026.930420 nChanged 68 SP:Iteration 86Q (1887.443809 sec): 3 clusters Score: Raw -12667797.997789 + Penalty 3760.711748 = -12664037.286041 nChanged 50 SP:Iteration 87Q (1887.631440 sec): 3 clusters Score: Raw -12667803.109710 + Penalty 3760.711748 = -12664042.397963 nChanged 34 SP:Iteration 88Q (1887.821831 sec): 3 clusters Score: Raw -12667806.860101 + Penalty 3760.711748 = -12664046.148353 nChanged 31 SP:Iteration 89Q (1888.015454 sec): 3 clusters Score: Raw -12667810.610856 + Penalty 3760.711748 = -12664049.899108 nChanged 28 SP:Iteration 90Q (1888.201070 sec): 3 clusters Score: Raw -12667812.851642 + Penalty 3760.711748 = -12664052.139895 nChanged 15 SP:Iteration 91Q (1888.382535 sec): 3 clusters Score: Raw -12667813.949823 + Penalty 3760.711748 = -12664053.238075 nChanged 8 SP:Iteration 92Q (1888.571931 sec): 3 clusters Score: Raw -12667814.674152 + Penalty 3760.711748 = -12664053.962404 nChanged 10 SP:Iteration 93Q (1888.751460 sec): 3 clusters Score: Raw -12667815.418659 + Penalty 3760.711748 = -12664054.706911 nChanged 9 SP:Iteration 94Q (1888.941761 sec): 3 clusters Score: Raw -12667815.759145 + Penalty 3760.711748 = -12664055.047397 nChanged 3 SP:Iteration 95Q (1889.127755 sec): 3 clusters Score: Raw -12667816.056405 + Penalty 3760.711748 = -12664055.344658 nChanged 3 SP:Iteration 96Q (1889.314951 sec): 3 clusters Score: Raw -12667816.221300 + Penalty 3760.711748 = -12664055.509552 nChanged 2 SP:Iteration 97Q (1889.507156 sec): 3 clusters Score: Raw -12667816.286927 + Penalty 3760.711748 = -12664055.575179 nChanged 0 SP:Iteration 98F (1889.731554 sec): 3 clusters Score: Raw -12667816.286927 + Penalty 3760.711748 = -12664055.575179 nChanged 0 Score: Raw -42579393.827294 + Penalty 43719.513884 = -42535674.313410 Splitting cluster 7 changes total score from -42459615.918393 to -42535674.313410 So it's getting split into cluster 21. Trying to split cluster 9 (4086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1895.050159 sec): 2 clusters Score: Raw -468318.449174 + Penalty 1351.239788 = -466967.209386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1895.100900 sec): 3 clusters Score: Raw -466240.688879 + Penalty 2702.479577 = -463538.209302 nChanged 1629 SP:Iteration 1F (1895.142201 sec): 3 clusters Score: Raw -467154.130423 + Penalty 2702.479577 = -464451.650846 nChanged 306 SP:Iteration 2F (1895.186151 sec): 3 clusters Score: Raw -467361.085286 + Penalty 2702.479577 = -464658.605709 nChanged 257 SP:Iteration 3F (1895.238329 sec): 3 clusters Score: Raw -467588.558569 + Penalty 2702.479577 = -464886.078992 nChanged 260 SP:Iteration 4F (1895.279372 sec): 3 clusters Score: Raw -467832.485757 + Penalty 2702.479577 = -465130.006180 nChanged 231 SP:Iteration 5F (1895.331852 sec): 3 clusters Score: Raw -468016.175306 + Penalty 2702.479577 = -465313.695729 nChanged 220 SP:Iteration 6F (1895.381230 sec): 3 clusters Score: Raw -468159.806799 + Penalty 2702.479577 = -465457.327222 nChanged 197 SP:Iteration 7Q (1895.432848 sec): 3 clusters Score: Raw -468303.220001 + Penalty 2702.479577 = -465600.740424 nChanged 188 SP:Iteration 8Q (1895.495605 sec): 3 clusters Score: Raw -468465.982916 + Penalty 2702.479577 = -465763.503339 nChanged 180 SP:Iteration 9Q (1895.543968 sec): 3 clusters Score: Raw -468635.790171 + Penalty 2702.479577 = -465933.310594 nChanged 179 SP:Iteration 10Q (1895.591034 sec): 3 clusters Score: Raw -468830.928765 + Penalty 2702.479577 = -466128.449188 nChanged 176 SP:Iteration 11Q (1895.643073 sec): 3 clusters Score: Raw -469017.889304 + Penalty 2702.479577 = -466315.409727 nChanged 136 SP:Iteration 12Q (1895.697693 sec): 3 clusters Score: Raw -469150.196982 + Penalty 2702.479577 = -466447.717406 nChanged 100 SP:Iteration 13Q (1895.747329 sec): 3 clusters Score: Raw -469234.744676 + Penalty 2702.479577 = -466532.265099 nChanged 75 SP:Iteration 14Q (1895.786717 sec): 3 clusters Score: Raw -469290.414234 + Penalty 2702.479577 = -466587.934657 nChanged 53 SP:Iteration 15Q (1895.837309 sec): 3 clusters Score: Raw -469320.362582 + Penalty 2702.479577 = -466617.883005 nChanged 34 SP:Iteration 16Q (1895.893354 sec): 3 clusters Score: Raw -469340.789235 + Penalty 2702.479577 = -466638.309658 nChanged 22 SP:Iteration 17Q (1895.947497 sec): 3 clusters Score: Raw -469349.864880 + Penalty 2702.479577 = -466647.385303 nChanged 12 SP:Iteration 18Q (1895.996990 sec): 3 clusters Score: Raw -469353.530112 + Penalty 2702.479577 = -466651.050535 nChanged 3 SP:Iteration 19Q (1896.052105 sec): 3 clusters Score: Raw -469354.324838 + Penalty 2702.479577 = -466651.845261 nChanged 3 SP:Iteration 20F (1896.101206 sec): 3 clusters Score: Raw -469356.128380 + Penalty 2702.479577 = -466653.648803 nChanged 2 SP:Iteration 21Q (1896.151211 sec): 3 clusters Score: Raw -469357.043778 + Penalty 2702.479577 = -466654.564201 nChanged 4 SP:Iteration 22Q (1896.192316 sec): 3 clusters Score: Raw -469358.409931 + Penalty 2702.479577 = -466655.930354 nChanged 5 SP:Iteration 23Q (1896.246898 sec): 3 clusters Score: Raw -469359.925512 + Penalty 2702.479577 = -466657.445935 nChanged 2 SP:Iteration 24Q (1896.295507 sec): 3 clusters Score: Raw -469360.115790 + Penalty 2702.479577 = -466657.636213 nChanged 1 SP:Iteration 25Q (1896.343011 sec): 3 clusters Score: Raw -469360.242138 + Penalty 2702.479577 = -466657.762561 nChanged 0 SP:Iteration 26F (1896.383329 sec): 3 clusters Score: Raw -469360.242138 + Penalty 2702.479577 = -466657.762561 nChanged 0 Trying to split cluster 12 (4805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1896.424691 sec): 2 clusters Score: Raw -559220.750860 + Penalty 1377.579502 = -557843.171357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1896.470255 sec): 3 clusters Score: Raw -556819.918567 + Penalty 2755.159004 = -554064.759563 nChanged 1933 SP:Iteration 1F (1896.515327 sec): 3 clusters Score: Raw -558292.739480 + Penalty 2755.159004 = -555537.580475 nChanged 516 SP:Iteration 2F (1896.564257 sec): 3 clusters Score: Raw -559457.235725 + Penalty 2755.159004 = -556702.076720 nChanged 594 SP:Iteration 3F (1896.621172 sec): 3 clusters Score: Raw -561917.061992 + Penalty 2755.159004 = -559161.902987 nChanged 582 SP:Iteration 4F (1896.666379 sec): 3 clusters Score: Raw -563024.891587 + Penalty 2755.159004 = -560269.732582 nChanged 319 SP:Iteration 5F (1896.718466 sec): 3 clusters Score: Raw -563325.500573 + Penalty 2755.159004 = -560570.341568 nChanged 137 SP:Iteration 6Q (1896.761748 sec): 3 clusters Score: Raw -563432.526090 + Penalty 2755.159004 = -560677.367085 nChanged 54 SP:Iteration 7Q (1896.814423 sec): 3 clusters Score: Raw -563458.724022 + Penalty 2755.159004 = -560703.565018 nChanged 27 SP:Iteration 8Q (1896.878339 sec): 3 clusters Score: Raw -563470.977770 + Penalty 2755.159004 = -560715.818765 nChanged 18 SP:Iteration 9Q (1896.931094 sec): 3 clusters Score: Raw -563478.380113 + Penalty 2755.159004 = -560723.221108 nChanged 10 SP:Iteration 10Q (1896.990202 sec): 3 clusters Score: Raw -563484.507575 + Penalty 2755.159004 = -560729.348570 nChanged 13 SP:Iteration 11Q (1897.036827 sec): 3 clusters Score: Raw -563490.872116 + Penalty 2755.159004 = -560735.713112 nChanged 9 SP:Iteration 12Q (1897.090022 sec): 3 clusters Score: Raw -563494.786153 + Penalty 2755.159004 = -560739.627149 nChanged 6 SP:Iteration 13Q (1897.153754 sec): 3 clusters Score: Raw -563496.542898 + Penalty 2755.159004 = -560741.383894 nChanged 3 SP:Iteration 14Q (1897.201862 sec): 3 clusters Score: Raw -563497.314465 + Penalty 2755.159004 = -560742.155461 nChanged 1 SP:Iteration 15Q (1897.258490 sec): 3 clusters Score: Raw -563497.589678 + Penalty 2755.159004 = -560742.430673 nChanged 0 SP:Iteration 16F (1897.320841 sec): 3 clusters Score: Raw -563497.589678 + Penalty 2755.159004 = -560742.430673 nChanged 0 Score: Raw -42583670.666112 + Penalty 45801.395498 = -42537869.270614 Splitting cluster 12 changes total score from -42459615.918393 to -42537869.270614 So it's getting split into cluster 22. Trying to split cluster 14 (1752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1902.915615 sec): 2 clusters Score: Raw -199965.148485 + Penalty 1213.633407 = -198751.515078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1902.966332 sec): 3 clusters Score: Raw -199242.327765 + Penalty 2427.266813 = -196815.060952 nChanged 611 SP:Iteration 1F (1903.012177 sec): 3 clusters Score: Raw -200010.448158 + Penalty 2427.266813 = -197583.181344 nChanged 231 SP:Iteration 2F (1903.059213 sec): 3 clusters Score: Raw -200367.197242 + Penalty 2427.266813 = -197939.930428 nChanged 166 SP:Iteration 3F (1903.094668 sec): 3 clusters Score: Raw -200601.370045 + Penalty 2427.266813 = -198174.103232 nChanged 110 SP:Iteration 4F (1903.149509 sec): 3 clusters Score: Raw -200752.611129 + Penalty 2427.266813 = -198325.344316 nChanged 63 SP:Iteration 5Q (1903.186645 sec): 3 clusters Score: Raw -200828.179362 + Penalty 2427.266813 = -198400.912549 nChanged 36 SP:Iteration 6Q (1903.229868 sec): 3 clusters Score: Raw -200864.312793 + Penalty 2427.266813 = -198437.045980 nChanged 25 SP:Iteration 7Q (1903.284315 sec): 3 clusters Score: Raw -200881.886412 + Penalty 2427.266813 = -198454.619598 nChanged 12 SP:Iteration 8Q (1903.320435 sec): 3 clusters Score: Raw -200892.786787 + Penalty 2427.266813 = -198465.519974 nChanged 9 SP:Iteration 9Q (1903.372368 sec): 3 clusters Score: Raw -200899.719047 + Penalty 2427.266813 = -198472.452234 nChanged 3 SP:Iteration 10Q (1903.412579 sec): 3 clusters Score: Raw -200903.373528 + Penalty 2427.266813 = -198476.106715 nChanged 4 SP:Iteration 11Q (1903.457647 sec): 3 clusters Score: Raw -200912.148326 + Penalty 2427.266813 = -198484.881512 nChanged 6 SP:Iteration 12Q (1903.501100 sec): 3 clusters Score: Raw -200924.463932 + Penalty 2427.266813 = -198497.197119 nChanged 4 SP:Iteration 13Q (1903.538865 sec): 3 clusters Score: Raw -200927.957046 + Penalty 2427.266813 = -198500.690233 nChanged 6 SP:Iteration 14Q (1903.587712 sec): 3 clusters Score: Raw -200932.170868 + Penalty 2427.266813 = -198504.904055 nChanged 2 SP:Iteration 15Q (1903.621581 sec): 3 clusters Score: Raw -200934.793613 + Penalty 2427.266813 = -198507.526799 nChanged 3 SP:Iteration 16Q (1903.665457 sec): 3 clusters Score: Raw -200938.550428 + Penalty 2427.266813 = -198511.283615 nChanged 1 SP:Iteration 17Q (1903.721178 sec): 3 clusters Score: Raw -200940.808758 + Penalty 2427.266813 = -198513.541945 nChanged 3 SP:Iteration 18Q (1903.757535 sec): 3 clusters Score: Raw -200944.333415 + Penalty 2427.266813 = -198517.066602 nChanged 2 SP:Iteration 19Q (1903.802155 sec): 3 clusters Score: Raw -200947.036444 + Penalty 2427.266813 = -198519.769630 nChanged 3 SP:Iteration 20F (1903.811556 sec): 3 clusters Score: Raw -200948.499609 + Penalty 2427.266813 = -198521.232796 nChanged 3 SP:Iteration 21Q (1903.820221 sec): 3 clusters Score: Raw -200952.468081 + Penalty 2427.266813 = -198525.201267 nChanged 7 SP:Iteration 22Q (1903.828853 sec): 3 clusters Score: Raw -200959.613938 + Penalty 2427.266813 = -198532.347125 nChanged 4 SP:Iteration 23Q (1903.837540 sec): 3 clusters Score: Raw -200962.693302 + Penalty 2427.266813 = -198535.426489 nChanged 2 SP:Iteration 24Q (1903.846213 sec): 3 clusters Score: Raw -200964.026909 + Penalty 2427.266813 = -198536.760096 nChanged 4 SP:Iteration 25Q (1903.902386 sec): 3 clusters Score: Raw -200966.343031 + Penalty 2427.266813 = -198539.076218 nChanged 5 SP:Iteration 26Q (1903.934797 sec): 3 clusters Score: Raw -200968.719882 + Penalty 2427.266813 = -198541.453068 nChanged 3 SP:Iteration 27Q (1903.988376 sec): 3 clusters Score: Raw -200971.292802 + Penalty 2427.266813 = -198544.025988 nChanged 2 SP:Iteration 28Q (1904.034034 sec): 3 clusters Score: Raw -200972.245677 + Penalty 2427.266813 = -198544.978863 nChanged 1 SP:Iteration 29Q (1904.072252 sec): 3 clusters Score: Raw -200972.581130 + Penalty 2427.266813 = -198545.314316 nChanged 1 SP:Iteration 30Q (1904.123378 sec): 3 clusters Score: Raw -200972.981847 + Penalty 2427.266813 = -198545.715034 nChanged 1 SP:Iteration 31Q (1904.155578 sec): 3 clusters Score: Raw -200973.163701 + Penalty 2427.266813 = -198545.896888 nChanged 0 SP:Iteration 32F (1904.203723 sec): 3 clusters Score: Raw -200973.163701 + Penalty 2427.266813 = -198545.896888 nChanged 0 Trying to split cluster 15 (687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1904.235393 sec): 2 clusters Score: Raw -65712.434373 + Penalty 1061.504322 = -64650.930050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1904.271224 sec): 3 clusters Score: Raw -65712.688644 + Penalty 2123.008645 = -63589.679999 nChanged 207 SP:Iteration 1F (1904.313331 sec): 3 clusters Score: Raw -66136.301645 + Penalty 2123.008645 = -64013.293000 nChanged 65 SP:Iteration 2F (1904.361300 sec): 3 clusters Score: Raw -66357.577777 + Penalty 2123.008645 = -64234.569132 nChanged 49 SP:Iteration 3F (1904.411318 sec): 3 clusters Score: Raw -66504.025055 + Penalty 2123.008645 = -64381.016410 nChanged 33 SP:Iteration 4Q (1904.451733 sec): 3 clusters Score: Raw -66677.295967 + Penalty 2123.008645 = -64554.287322 nChanged 43 SP:Iteration 5F (1904.499294 sec): 3 clusters Score: Raw -66794.011348 + Penalty 2123.008645 = -64671.002703 nChanged 54 SP:Iteration 6F (1904.540971 sec): 3 clusters Score: Raw -66991.244535 + Penalty 2123.008645 = -64868.235890 nChanged 46 SP:Iteration 7F (1904.584831 sec): 3 clusters Score: Raw -67077.504342 + Penalty 2123.008645 = -64954.495697 nChanged 34 SP:Iteration 8Q (1904.623210 sec): 3 clusters Score: Raw -67294.016263 + Penalty 2123.008645 = -65171.007618 nChanged 28 SP:Iteration 9Q (1904.670083 sec): 3 clusters Score: Raw -67415.575899 + Penalty 2123.008645 = -65292.567254 nChanged 11 SP:Iteration 10Q (1904.711476 sec): 3 clusters Score: Raw -67431.608773 + Penalty 2123.008645 = -65308.600128 nChanged 3 SP:Iteration 11Q (1904.752799 sec): 3 clusters Score: Raw -67433.843099 + Penalty 2123.008645 = -65310.834454 nChanged 0 SP:Iteration 12F (1904.798036 sec): 3 clusters Score: Raw -67433.843099 + Penalty 2123.008645 = -65310.834454 nChanged 0 Score: Raw -42585392.074838 + Penalty 47883.277111 = -42537508.797727 Splitting cluster 15 changes total score from -42459615.918393 to -42537508.797727 So it's getting split into cluster 23. Trying to split cluster 16 (7539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.208950 sec): 2 clusters Score: Raw -829395.736311 + Penalty 1450.774784 = -827944.961527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.264657 sec): 3 clusters Score: Raw -825266.345484 + Penalty 2901.549569 = -822364.795915 nChanged 3176 SP:Iteration 1F (1910.323469 sec): 3 clusters Score: Raw -827025.368963 + Penalty 2901.549569 = -824123.819394 nChanged 537 SP:Iteration 2F (1910.383794 sec): 3 clusters Score: Raw -827313.574188 + Penalty 2901.549569 = -824412.024620 nChanged 436 SP:Iteration 3F (1910.441132 sec): 3 clusters Score: Raw -827519.577497 + Penalty 2901.549569 = -824618.027928 nChanged 356 SP:Iteration 4Q (1910.496072 sec): 3 clusters Score: Raw -827700.873321 + Penalty 2901.549569 = -824799.323752 nChanged 351 SP:Iteration 5Q (1910.546764 sec): 3 clusters Score: Raw -827891.805467 + Penalty 2901.549569 = -824990.255898 nChanged 335 SP:Iteration 6Q (1910.611302 sec): 3 clusters Score: Raw -828052.485456 + Penalty 2901.549569 = -825150.935887 nChanged 312 SP:Iteration 7Q (1910.671211 sec): 3 clusters Score: Raw -828216.194951 + Penalty 2901.549569 = -825314.645382 nChanged 300 SP:Iteration 8Q (1910.728808 sec): 3 clusters Score: Raw -828367.599860 + Penalty 2901.549569 = -825466.050291 nChanged 284 SP:Iteration 9Q (1910.783459 sec): 3 clusters Score: Raw -828518.950875 + Penalty 2901.549569 = -825617.401306 nChanged 287 SP:Iteration 10Q (1910.829612 sec): 3 clusters Score: Raw -828683.564955 + Penalty 2901.549569 = -825782.015386 nChanged 283 SP:Iteration 11Q (1910.885895 sec): 3 clusters Score: Raw -828860.024144 + Penalty 2901.549569 = -825958.474576 nChanged 278 SP:Iteration 12Q (1910.945696 sec): 3 clusters Score: Raw -829049.370278 + Penalty 2901.549569 = -826147.820710 nChanged 286 SP:Iteration 13Q (1911.012574 sec): 3 clusters Score: Raw -829270.578731 + Penalty 2901.549569 = -826369.029162 nChanged 245 SP:Iteration 14Q (1911.059892 sec): 3 clusters Score: Raw -829442.559387 + Penalty 2901.549569 = -826541.009818 nChanged 209 SP:Iteration 15Q (1911.112415 sec): 3 clusters Score: Raw -829592.516896 + Penalty 2901.549569 = -826690.967328 nChanged 167 SP:Iteration 16Q (1911.182459 sec): 3 clusters Score: Raw -829708.084682 + Penalty 2901.549569 = -826806.535114 nChanged 130 SP:Iteration 17Q (1911.229406 sec): 3 clusters Score: Raw -829790.185199 + Penalty 2901.549569 = -826888.635631 nChanged 128 SP:Iteration 18Q (1911.291242 sec): 3 clusters Score: Raw -829880.063380 + Penalty 2901.549569 = -826978.513812 nChanged 103 SP:Iteration 19Q (1911.346070 sec): 3 clusters Score: Raw -829955.642449 + Penalty 2901.549569 = -827054.092880 nChanged 97 SP:Iteration 20F (1911.401441 sec): 3 clusters Score: Raw -830027.537849 + Penalty 2901.549569 = -827125.988280 nChanged 69 SP:Iteration 21Q (1911.457163 sec): 3 clusters Score: Raw -830085.615382 + Penalty 2901.549569 = -827184.065814 nChanged 55 SP:Iteration 22Q (1911.506671 sec): 3 clusters Score: Raw -830129.784378 + Penalty 2901.549569 = -827228.234810 nChanged 42 SP:Iteration 23Q (1911.563325 sec): 3 clusters Score: Raw -830153.178242 + Penalty 2901.549569 = -827251.628673 nChanged 17 SP:Iteration 24Q (1911.625414 sec): 3 clusters Score: Raw -830161.762182 + Penalty 2901.549569 = -827260.212613 nChanged 8 SP:Iteration 25Q (1911.685141 sec): 3 clusters Score: Raw -830165.631063 + Penalty 2901.549569 = -827264.081495 nChanged 7 SP:Iteration 26Q (1911.732437 sec): 3 clusters Score: Raw -830168.881912 + Penalty 2901.549569 = -827267.332344 nChanged 10 SP:Iteration 27Q (1911.785183 sec): 3 clusters Score: Raw -830175.328876 + Penalty 2901.549569 = -827273.779307 nChanged 3 SP:Iteration 28Q (1911.841989 sec): 3 clusters Score: Raw -830177.541374 + Penalty 2901.549569 = -827275.991806 nChanged 6 SP:Iteration 29Q (1911.904463 sec): 3 clusters Score: Raw -830181.590696 + Penalty 2901.549569 = -827280.041127 nChanged 3 SP:Iteration 30Q (1911.958096 sec): 3 clusters Score: Raw -830182.357450 + Penalty 2901.549569 = -827280.807882 nChanged 2 SP:Iteration 31Q (1912.016005 sec): 3 clusters Score: Raw -830183.472021 + Penalty 2901.549569 = -827281.922453 nChanged 1 SP:Iteration 32Q (1912.070109 sec): 3 clusters Score: Raw -830183.794642 + Penalty 2901.549569 = -827282.245074 nChanged 2 SP:Iteration 33Q (1912.129464 sec): 3 clusters Score: Raw -830184.848833 + Penalty 2901.549569 = -827283.299265 nChanged 2 SP:Iteration 34Q (1912.175595 sec): 3 clusters Score: Raw -830185.708607 + Penalty 2901.549569 = -827284.159039 nChanged 1 SP:Iteration 35Q (1912.233707 sec): 3 clusters Score: Raw -830186.751149 + Penalty 2901.549569 = -827285.201580 nChanged 2 SP:Iteration 36Q (1912.283027 sec): 3 clusters Score: Raw -830188.129069 + Penalty 2901.549569 = -827286.579501 nChanged 2 SP:Iteration 37Q (1912.344295 sec): 3 clusters Score: Raw -830189.472821 + Penalty 2901.549569 = -827287.923252 nChanged 1 SP:Iteration 38Q (1912.399989 sec): 3 clusters Score: Raw -830189.694358 + Penalty 2901.549569 = -827288.144789 nChanged 1 SP:Iteration 39Q (1912.454429 sec): 3 clusters Score: Raw -830190.008732 + Penalty 2901.549569 = -827288.459164 nChanged 1 SP:Iteration 40F (1912.514083 sec): 3 clusters Score: Raw -830190.749811 + Penalty 2901.549569 = -827289.200242 nChanged 1 SP:Iteration 41Q (1912.570782 sec): 3 clusters Score: Raw -830191.280229 + Penalty 2901.549569 = -827289.730660 nChanged 0 SP:Iteration 42F (1912.631371 sec): 3 clusters Score: Raw -830191.280229 + Penalty 2901.549569 = -827289.730660 nChanged 0 Trying to split cluster 17 (4004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1912.662455 sec): 2 clusters Score: Raw -474923.631118 + Penalty 1347.945485 = -473575.685633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1912.705627 sec): 3 clusters Score: Raw -472948.520905 + Penalty 2695.890971 = -470252.629934 nChanged 1537 SP:Iteration 1F (1912.751735 sec): 3 clusters Score: Raw -473808.376977 + Penalty 2695.890971 = -471112.486006 nChanged 309 SP:Iteration 2F (1912.800826 sec): 3 clusters Score: Raw -473973.581867 + Penalty 2695.890971 = -471277.690897 nChanged 190 SP:Iteration 3Q (1912.850324 sec): 3 clusters Score: Raw -474062.030276 + Penalty 2695.890971 = -471366.139305 nChanged 136 SP:Iteration 4Q (1912.902467 sec): 3 clusters Score: Raw -474119.252084 + Penalty 2695.890971 = -471423.361113 nChanged 91 SP:Iteration 5Q (1912.944621 sec): 3 clusters Score: Raw -474164.630916 + Penalty 2695.890971 = -471468.739945 nChanged 96 SP:Iteration 6Q (1913.008152 sec): 3 clusters Score: Raw -474203.535884 + Penalty 2695.890971 = -471507.644913 nChanged 77 SP:Iteration 7Q (1913.058580 sec): 3 clusters Score: Raw -474234.453565 + Penalty 2695.890971 = -471538.562594 nChanged 62 SP:Iteration 8Q (1913.099541 sec): 3 clusters Score: Raw -474262.272141 + Penalty 2695.890971 = -471566.381170 nChanged 58 SP:Iteration 9Q (1913.149907 sec): 3 clusters Score: Raw -474284.993097 + Penalty 2695.890971 = -471589.102127 nChanged 70 SP:Iteration 10Q (1913.207763 sec): 3 clusters Score: Raw -474313.210246 + Penalty 2695.890971 = -471617.319275 nChanged 71 SP:Iteration 11Q (1913.256977 sec): 3 clusters Score: Raw -474346.319814 + Penalty 2695.890971 = -471650.428843 nChanged 70 SP:Iteration 12Q (1913.298786 sec): 3 clusters Score: Raw -474372.612842 + Penalty 2695.890971 = -471676.721872 nChanged 69 SP:Iteration 13Q (1913.359358 sec): 3 clusters Score: Raw -474401.722455 + Penalty 2695.890971 = -471705.831484 nChanged 66 SP:Iteration 14Q (1913.409972 sec): 3 clusters Score: Raw -474431.515476 + Penalty 2695.890971 = -471735.624505 nChanged 61 SP:Iteration 15Q (1913.443339 sec): 3 clusters Score: Raw -474453.216530 + Penalty 2695.890971 = -471757.325559 nChanged 57 SP:Iteration 16Q (1913.489245 sec): 3 clusters Score: Raw -474475.431042 + Penalty 2695.890971 = -471779.540071 nChanged 58 SP:Iteration 17Q (1913.552360 sec): 3 clusters Score: Raw -474501.894204 + Penalty 2695.890971 = -471806.003233 nChanged 52 SP:Iteration 18Q (1913.599634 sec): 3 clusters Score: Raw -474523.787862 + Penalty 2695.890971 = -471827.896892 nChanged 57 SP:Iteration 19Q (1913.651074 sec): 3 clusters Score: Raw -474551.522428 + Penalty 2695.890971 = -471855.631457 nChanged 64 SP:Iteration 20F (1913.687395 sec): 3 clusters Score: Raw -474583.064519 + Penalty 2695.890971 = -471887.173548 nChanged 65 SP:Iteration 21Q (1913.748754 sec): 3 clusters Score: Raw -474614.049607 + Penalty 2695.890971 = -471918.158637 nChanged 68 SP:Iteration 22Q (1913.798893 sec): 3 clusters Score: Raw -474650.377002 + Penalty 2695.890971 = -471954.486031 nChanged 71 SP:Iteration 23Q (1913.846638 sec): 3 clusters Score: Raw -474684.495722 + Penalty 2695.890971 = -471988.604751 nChanged 68 SP:Iteration 24Q (1913.897175 sec): 3 clusters Score: Raw -474719.510850 + Penalty 2695.890971 = -472023.619880 nChanged 53 SP:Iteration 25Q (1913.942595 sec): 3 clusters Score: Raw -474747.743961 + Penalty 2695.890971 = -472051.852990 nChanged 53 SP:Iteration 26Q (1913.989369 sec): 3 clusters Score: Raw -474772.223591 + Penalty 2695.890971 = -472076.332620 nChanged 57 SP:Iteration 27Q (1914.045417 sec): 3 clusters Score: Raw -474814.485278 + Penalty 2695.890971 = -472118.594307 nChanged 70 SP:Iteration 28Q (1914.091840 sec): 3 clusters Score: Raw -474867.510870 + Penalty 2695.890971 = -472171.619899 nChanged 66 SP:Iteration 29Q (1914.135721 sec): 3 clusters Score: Raw -474900.597527 + Penalty 2695.890971 = -472204.706557 nChanged 43 SP:Iteration 30Q (1914.194994 sec): 3 clusters Score: Raw -474920.566468 + Penalty 2695.890971 = -472224.675498 nChanged 30 SP:Iteration 31Q (1914.234831 sec): 3 clusters Score: Raw -474936.618089 + Penalty 2695.890971 = -472240.727118 nChanged 33 SP:Iteration 32Q (1914.288835 sec): 3 clusters Score: Raw -474956.093758 + Penalty 2695.890971 = -472260.202787 nChanged 47 SP:Iteration 33Q (1914.339572 sec): 3 clusters Score: Raw -474989.049888 + Penalty 2695.890971 = -472293.158917 nChanged 40 SP:Iteration 34Q (1914.398968 sec): 3 clusters Score: Raw -475008.786256 + Penalty 2695.890971 = -472312.895285 nChanged 32 SP:Iteration 35Q (1914.440712 sec): 3 clusters Score: Raw -475020.353827 + Penalty 2695.890971 = -472324.462856 nChanged 22 SP:Iteration 36Q (1914.498473 sec): 3 clusters Score: Raw -475028.678074 + Penalty 2695.890971 = -472332.787103 nChanged 15 SP:Iteration 37Q (1914.545298 sec): 3 clusters Score: Raw -475035.299092 + Penalty 2695.890971 = -472339.408121 nChanged 17 SP:Iteration 38Q (1914.595581 sec): 3 clusters Score: Raw -475043.944410 + Penalty 2695.890971 = -472348.053439 nChanged 13 SP:Iteration 39Q (1914.638561 sec): 3 clusters Score: Raw -475049.849443 + Penalty 2695.890971 = -472353.958472 nChanged 11 SP:Iteration 40F (1914.683869 sec): 3 clusters Score: Raw -475054.067538 + Penalty 2695.890971 = -472358.176567 nChanged 13 SP:Iteration 41Q (1914.739042 sec): 3 clusters Score: Raw -475058.617759 + Penalty 2695.890971 = -472362.726788 nChanged 8 SP:Iteration 42Q (1914.790714 sec): 3 clusters Score: Raw -475062.216821 + Penalty 2695.890971 = -472366.325850 nChanged 5 SP:Iteration 43Q (1914.840151 sec): 3 clusters Score: Raw -475063.506979 + Penalty 2695.890971 = -472367.616009 nChanged 1 SP:Iteration 44Q (1914.886213 sec): 3 clusters Score: Raw -475063.717614 + Penalty 2695.890971 = -472367.826643 nChanged 1 SP:Iteration 45Q (1914.941421 sec): 3 clusters Score: Raw -475063.913492 + Penalty 2695.890971 = -472368.022521 nChanged 3 SP:Iteration 46Q (1914.992597 sec): 3 clusters Score: Raw -475064.654010 + Penalty 2695.890971 = -472368.763039 nChanged 1 SP:Iteration 47Q (1915.045417 sec): 3 clusters Score: Raw -475064.721238 + Penalty 2695.890971 = -472368.830268 nChanged 0 SP:Iteration 48F (1915.079562 sec): 3 clusters Score: Raw -475064.721238 + Penalty 2695.890971 = -472368.830268 nChanged 0 Trying to split cluster 18 (4269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1915.109606 sec): 2 clusters Score: Raw -537520.780267 + Penalty 1358.359419 = -536162.420848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1915.161089 sec): 3 clusters Score: Raw -535329.224068 + Penalty 2716.718838 = -532612.505230 nChanged 1707 SP:Iteration 1F (1915.205340 sec): 3 clusters Score: Raw -536336.688785 + Penalty 2716.718838 = -533619.969946 nChanged 359 SP:Iteration 2F (1915.253927 sec): 3 clusters Score: Raw -536573.461838 + Penalty 2716.718838 = -533856.743000 nChanged 280 SP:Iteration 3F (1915.298676 sec): 3 clusters Score: Raw -536796.735548 + Penalty 2716.718838 = -534080.016710 nChanged 294 SP:Iteration 4F (1915.345029 sec): 3 clusters Score: Raw -537088.070853 + Penalty 2716.718838 = -534371.352015 nChanged 299 SP:Iteration 5F (1915.399435 sec): 3 clusters Score: Raw -537420.449088 + Penalty 2716.718838 = -534703.730250 nChanged 266 SP:Iteration 6F (1915.452049 sec): 3 clusters Score: Raw -537699.545027 + Penalty 2716.718838 = -534982.826189 nChanged 205 SP:Iteration 7Q (1915.495126 sec): 3 clusters Score: Raw -537895.404812 + Penalty 2716.718838 = -535178.685974 nChanged 168 SP:Iteration 8Q (1915.546995 sec): 3 clusters Score: Raw -538025.933675 + Penalty 2716.718838 = -535309.214837 nChanged 121 SP:Iteration 9Q (1915.593815 sec): 3 clusters Score: Raw -538088.081877 + Penalty 2716.718838 = -535371.363039 nChanged 74 SP:Iteration 10Q (1915.657801 sec): 3 clusters Score: Raw -538124.881315 + Penalty 2716.718838 = -535408.162477 nChanged 55 SP:Iteration 11Q (1915.696745 sec): 3 clusters Score: Raw -538148.266595 + Penalty 2716.718838 = -535431.547757 nChanged 46 SP:Iteration 12Q (1915.751581 sec): 3 clusters Score: Raw -538169.039776 + Penalty 2716.718838 = -535452.320938 nChanged 53 SP:Iteration 13Q (1915.804924 sec): 3 clusters Score: Raw -538190.121726 + Penalty 2716.718838 = -535473.402888 nChanged 39 SP:Iteration 14Q (1915.855782 sec): 3 clusters Score: Raw -538204.668343 + Penalty 2716.718838 = -535487.949504 nChanged 31 SP:Iteration 15Q (1915.910745 sec): 3 clusters Score: Raw -538217.194704 + Penalty 2716.718838 = -535500.475866 nChanged 30 SP:Iteration 16Q (1915.951160 sec): 3 clusters Score: Raw -538227.755725 + Penalty 2716.718838 = -535511.036887 nChanged 25 SP:Iteration 17Q (1916.011590 sec): 3 clusters Score: Raw -538236.283006 + Penalty 2716.718838 = -535519.564168 nChanged 24 SP:Iteration 18Q (1916.053221 sec): 3 clusters Score: Raw -538243.134998 + Penalty 2716.718838 = -535526.416160 nChanged 20 SP:Iteration 19Q (1916.109541 sec): 3 clusters Score: Raw -538248.720082 + Penalty 2716.718838 = -535532.001244 nChanged 18 SP:Iteration 20F (1916.153901 sec): 3 clusters Score: Raw -538254.503709 + Penalty 2716.718838 = -535537.784871 nChanged 18 SP:Iteration 21Q (1916.210990 sec): 3 clusters Score: Raw -538260.107022 + Penalty 2716.718838 = -535543.388184 nChanged 16 SP:Iteration 22Q (1916.260213 sec): 3 clusters Score: Raw -538263.604879 + Penalty 2716.718838 = -535546.886041 nChanged 13 SP:Iteration 23Q (1916.306998 sec): 3 clusters Score: Raw -538266.646685 + Penalty 2716.718838 = -535549.927847 nChanged 10 SP:Iteration 24Q (1916.359430 sec): 3 clusters Score: Raw -538270.132684 + Penalty 2716.718838 = -535553.413846 nChanged 12 SP:Iteration 25Q (1916.403088 sec): 3 clusters Score: Raw -538273.617872 + Penalty 2716.718838 = -535556.899034 nChanged 12 SP:Iteration 26Q (1916.462763 sec): 3 clusters Score: Raw -538276.590025 + Penalty 2716.718838 = -535559.871187 nChanged 11 SP:Iteration 27Q (1916.509157 sec): 3 clusters Score: Raw -538279.563961 + Penalty 2716.718838 = -535562.845123 nChanged 8 SP:Iteration 28Q (1916.555399 sec): 3 clusters Score: Raw -538281.441806 + Penalty 2716.718838 = -535564.722968 nChanged 9 SP:Iteration 29Q (1916.610997 sec): 3 clusters Score: Raw -538283.602242 + Penalty 2716.718838 = -535566.883404 nChanged 12 SP:Iteration 30Q (1916.660527 sec): 3 clusters Score: Raw -538287.463569 + Penalty 2716.718838 = -535570.744730 nChanged 14 SP:Iteration 31Q (1916.715594 sec): 3 clusters Score: Raw -538291.641628 + Penalty 2716.718838 = -535574.922789 nChanged 15 SP:Iteration 32Q (1916.769590 sec): 3 clusters Score: Raw -538296.150060 + Penalty 2716.718838 = -535579.431222 nChanged 11 SP:Iteration 33Q (1916.810071 sec): 3 clusters Score: Raw -538299.042087 + Penalty 2716.718838 = -535582.323249 nChanged 11 SP:Iteration 34Q (1916.860613 sec): 3 clusters Score: Raw -538301.610950 + Penalty 2716.718838 = -535584.892112 nChanged 10 SP:Iteration 35Q (1916.920599 sec): 3 clusters Score: Raw -538304.644932 + Penalty 2716.718838 = -535587.926094 nChanged 15 SP:Iteration 36Q (1916.970013 sec): 3 clusters Score: Raw -538311.364921 + Penalty 2716.718838 = -535594.646083 nChanged 18 SP:Iteration 37Q (1917.016036 sec): 3 clusters Score: Raw -538316.958602 + Penalty 2716.718838 = -535600.239763 nChanged 14 SP:Iteration 38Q (1917.068858 sec): 3 clusters Score: Raw -538320.739647 + Penalty 2716.718838 = -535604.020809 nChanged 10 SP:Iteration 39Q (1917.122272 sec): 3 clusters Score: Raw -538323.507353 + Penalty 2716.718838 = -535606.788515 nChanged 10 SP:Iteration 40F (1917.172315 sec): 3 clusters Score: Raw -538326.574003 + Penalty 2716.718838 = -535609.855165 nChanged 15 SP:Iteration 41Q (1917.218582 sec): 3 clusters Score: Raw -538331.859117 + Penalty 2716.718838 = -535615.140279 nChanged 13 SP:Iteration 42Q (1917.264605 sec): 3 clusters Score: Raw -538335.473150 + Penalty 2716.718838 = -535618.754312 nChanged 14 SP:Iteration 43Q (1917.315470 sec): 3 clusters Score: Raw -538339.257543 + Penalty 2716.718838 = -535622.538705 nChanged 15 SP:Iteration 44Q (1917.365673 sec): 3 clusters Score: Raw -538343.137863 + Penalty 2716.718838 = -535626.419025 nChanged 13 SP:Iteration 45Q (1917.412932 sec): 3 clusters Score: Raw -538346.980141 + Penalty 2716.718838 = -535630.261303 nChanged 14 SP:Iteration 46Q (1917.453182 sec): 3 clusters Score: Raw -538351.496476 + Penalty 2716.718838 = -535634.777638 nChanged 16 SP:Iteration 47Q (1917.513461 sec): 3 clusters Score: Raw -538355.240608 + Penalty 2716.718838 = -535638.521770 nChanged 13 SP:Iteration 48Q (1917.556748 sec): 3 clusters Score: Raw -538358.766563 + Penalty 2716.718838 = -535642.047725 nChanged 7 SP:Iteration 49Q (1917.596997 sec): 3 clusters Score: Raw -538360.170900 + Penalty 2716.718838 = -535643.452061 nChanged 5 SP:Iteration 50Q (1917.645639 sec): 3 clusters Score: Raw -538361.660286 + Penalty 2716.718838 = -535644.941448 nChanged 4 SP:Iteration 51Q (1917.706843 sec): 3 clusters Score: Raw -538362.389633 + Penalty 2716.718838 = -535645.670795 nChanged 0 SP:Iteration 52F (1917.743816 sec): 3 clusters Score: Raw -538362.389633 + Penalty 2716.718838 = -535645.670795 nChanged 0 Trying to split cluster 19 (3082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1917.768318 sec): 2 clusters Score: Raw -339745.704331 + Penalty 1305.416778 = -338440.287554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1917.824615 sec): 3 clusters Score: Raw -338248.236513 + Penalty 2610.833555 = -335637.402958 nChanged 1189 SP:Iteration 1F (1917.869231 sec): 3 clusters Score: Raw -338977.788742 + Penalty 2610.833555 = -336366.955186 nChanged 230 SP:Iteration 2F (1917.920122 sec): 3 clusters Score: Raw -339116.359262 + Penalty 2610.833555 = -336505.525707 nChanged 144 SP:Iteration 3Q (1917.971219 sec): 3 clusters Score: Raw -339204.205905 + Penalty 2610.833555 = -336593.372350 nChanged 118 SP:Iteration 4Q (1918.017348 sec): 3 clusters Score: Raw -339263.086053 + Penalty 2610.833555 = -336652.252498 nChanged 98 SP:Iteration 5Q (1918.065927 sec): 3 clusters Score: Raw -339318.856590 + Penalty 2610.833555 = -336708.023035 nChanged 80 SP:Iteration 6Q (1918.113372 sec): 3 clusters Score: Raw -339361.326686 + Penalty 2610.833555 = -336750.493131 nChanged 62 SP:Iteration 7Q (1918.149533 sec): 3 clusters Score: Raw -339387.883540 + Penalty 2610.833555 = -336777.049984 nChanged 61 SP:Iteration 8Q (1918.199164 sec): 3 clusters Score: Raw -339427.308990 + Penalty 2610.833555 = -336816.475435 nChanged 74 SP:Iteration 9Q (1918.253851 sec): 3 clusters Score: Raw -339476.382291 + Penalty 2610.833555 = -336865.548735 nChanged 57 SP:Iteration 10Q (1918.297792 sec): 3 clusters Score: Raw -339530.100867 + Penalty 2610.833555 = -336919.267312 nChanged 63 SP:Iteration 11Q (1918.356025 sec): 3 clusters Score: Raw -339574.633975 + Penalty 2610.833555 = -336963.800420 nChanged 63 SP:Iteration 12Q (1918.399369 sec): 3 clusters Score: Raw -339613.953349 + Penalty 2610.833555 = -337003.119794 nChanged 51 SP:Iteration 13Q (1918.451214 sec): 3 clusters Score: Raw -339649.578718 + Penalty 2610.833555 = -337038.745162 nChanged 40 SP:Iteration 14Q (1918.489602 sec): 3 clusters Score: Raw -339678.187933 + Penalty 2610.833555 = -337067.354377 nChanged 47 SP:Iteration 15Q (1918.545565 sec): 3 clusters Score: Raw -339707.969859 + Penalty 2610.833555 = -337097.136304 nChanged 54 SP:Iteration 16Q (1918.594038 sec): 3 clusters Score: Raw -339743.521699 + Penalty 2610.833555 = -337132.688144 nChanged 49 SP:Iteration 17Q (1918.646492 sec): 3 clusters Score: Raw -339775.375504 + Penalty 2610.833555 = -337164.541949 nChanged 34 SP:Iteration 18Q (1918.681245 sec): 3 clusters Score: Raw -339794.294115 + Penalty 2610.833555 = -337183.460560 nChanged 46 SP:Iteration 19Q (1918.731097 sec): 3 clusters Score: Raw -339825.494603 + Penalty 2610.833555 = -337214.661048 nChanged 44 SP:Iteration 20F (1918.771689 sec): 3 clusters Score: Raw -339851.998228 + Penalty 2610.833555 = -337241.164673 nChanged 28 SP:Iteration 21Q (1918.818434 sec): 3 clusters Score: Raw -339865.409223 + Penalty 2610.833555 = -337254.575668 nChanged 19 SP:Iteration 22Q (1918.865944 sec): 3 clusters Score: Raw -339878.901387 + Penalty 2610.833555 = -337268.067832 nChanged 27 SP:Iteration 23Q (1918.915971 sec): 3 clusters Score: Raw -339891.003328 + Penalty 2610.833555 = -337280.169773 nChanged 27 SP:Iteration 24Q (1918.965465 sec): 3 clusters Score: Raw -339906.611879 + Penalty 2610.833555 = -337295.778324 nChanged 30 SP:Iteration 25Q (1919.015581 sec): 3 clusters Score: Raw -339920.187253 + Penalty 2610.833555 = -337309.353698 nChanged 19 SP:Iteration 26Q (1919.065258 sec): 3 clusters Score: Raw -339928.646199 + Penalty 2610.833555 = -337317.812644 nChanged 13 SP:Iteration 27Q (1919.110692 sec): 3 clusters Score: Raw -339934.106772 + Penalty 2610.833555 = -337323.273216 nChanged 10 SP:Iteration 28Q (1919.167296 sec): 3 clusters Score: Raw -339938.843615 + Penalty 2610.833555 = -337328.010060 nChanged 11 SP:Iteration 29Q (1919.212452 sec): 3 clusters Score: Raw -339945.786070 + Penalty 2610.833555 = -337334.952515 nChanged 17 SP:Iteration 30Q (1919.254991 sec): 3 clusters Score: Raw -339955.341030 + Penalty 2610.833555 = -337344.507474 nChanged 17 SP:Iteration 31Q (1919.297139 sec): 3 clusters Score: Raw -339964.757946 + Penalty 2610.833555 = -337353.924391 nChanged 15 SP:Iteration 32Q (1919.353686 sec): 3 clusters Score: Raw -339972.397558 + Penalty 2610.833555 = -337361.564003 nChanged 16 SP:Iteration 33Q (1919.394096 sec): 3 clusters Score: Raw -339980.718492 + Penalty 2610.833555 = -337369.884937 nChanged 15 SP:Iteration 34Q (1919.433096 sec): 3 clusters Score: Raw -339990.562476 + Penalty 2610.833555 = -337379.728921 nChanged 16 SP:Iteration 35Q (1919.492465 sec): 3 clusters Score: Raw -339997.361480 + Penalty 2610.833555 = -337386.527925 nChanged 15 SP:Iteration 36Q (1919.531867 sec): 3 clusters Score: Raw -340004.877858 + Penalty 2610.833555 = -337394.044303 nChanged 14 SP:Iteration 37Q (1919.585051 sec): 3 clusters Score: Raw -340009.723745 + Penalty 2610.833555 = -337398.890190 nChanged 9 SP:Iteration 38Q (1919.639170 sec): 3 clusters Score: Raw -340013.100055 + Penalty 2610.833555 = -337402.266500 nChanged 7 SP:Iteration 39Q (1919.688163 sec): 3 clusters Score: Raw -340016.928071 + Penalty 2610.833555 = -337406.094516 nChanged 7 SP:Iteration 40F (1919.734485 sec): 3 clusters Score: Raw -340021.966696 + Penalty 2610.833555 = -337411.133141 nChanged 13 SP:Iteration 41Q (1919.791562 sec): 3 clusters Score: Raw -340033.634861 + Penalty 2610.833555 = -337422.801306 nChanged 11 SP:Iteration 42Q (1919.840391 sec): 3 clusters Score: Raw -340039.259599 + Penalty 2610.833555 = -337428.426043 nChanged 10 SP:Iteration 43Q (1919.896224 sec): 3 clusters Score: Raw -340043.392329 + Penalty 2610.833555 = -337432.558774 nChanged 6 SP:Iteration 44Q (1919.931981 sec): 3 clusters Score: Raw -340047.497825 + Penalty 2610.833555 = -337436.664270 nChanged 10 SP:Iteration 45Q (1919.991678 sec): 3 clusters Score: Raw -340054.452589 + Penalty 2610.833555 = -337443.619034 nChanged 14 SP:Iteration 46Q (1920.038171 sec): 3 clusters Score: Raw -340060.155489 + Penalty 2610.833555 = -337449.321934 nChanged 9 SP:Iteration 47Q (1920.076205 sec): 3 clusters Score: Raw -340064.578271 + Penalty 2610.833555 = -337453.744715 nChanged 7 SP:Iteration 48Q (1920.116577 sec): 3 clusters Score: Raw -340067.341242 + Penalty 2610.833555 = -337456.507687 nChanged 4 SP:Iteration 49Q (1920.151486 sec): 3 clusters Score: Raw -340068.911080 + Penalty 2610.833555 = -337458.077525 nChanged 5 SP:Iteration 50Q (1920.208428 sec): 3 clusters Score: Raw -340071.879630 + Penalty 2610.833555 = -337461.046075 nChanged 7 SP:Iteration 51Q (1920.248823 sec): 3 clusters Score: Raw -340076.139185 + Penalty 2610.833555 = -337465.305630 nChanged 3 SP:Iteration 52Q (1920.303792 sec): 3 clusters Score: Raw -340078.240372 + Penalty 2610.833555 = -337467.406817 nChanged 1 SP:Iteration 53Q (1920.356628 sec): 3 clusters Score: Raw -340078.940259 + Penalty 2610.833555 = -337468.106704 nChanged 1 SP:Iteration 54Q (1920.394917 sec): 3 clusters Score: Raw -340079.555929 + Penalty 2610.833555 = -337468.722374 nChanged 0 SP:Iteration 55F (1920.450459 sec): 3 clusters Score: Raw -340079.555929 + Penalty 2610.833555 = -337468.722374 nChanged 0 Trying to split cluster 20 (10406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1920.490808 sec): 2 clusters Score: Raw -1263775.343385 + Penalty 1503.147399 = -1262272.195986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1920.539093 sec): 3 clusters Score: Raw -1257870.510048 + Penalty 3006.294799 = -1254864.215250 nChanged 4566 SP:Iteration 1F (1920.607640 sec): 3 clusters Score: Raw -1260687.965929 + Penalty 3006.294799 = -1257681.671131 nChanged 894 SP:Iteration 2F (1920.655597 sec): 3 clusters Score: Raw -1261397.233240 + Penalty 3006.294799 = -1258390.938442 nChanged 870 SP:Iteration 3F (1920.725490 sec): 3 clusters Score: Raw -1262093.425704 + Penalty 3006.294799 = -1259087.130906 nChanged 877 SP:Iteration 4F (1920.781036 sec): 3 clusters Score: Raw -1262859.455458 + Penalty 3006.294799 = -1259853.160659 nChanged 864 SP:Iteration 5F (1920.836532 sec): 3 clusters Score: Raw -1263789.304722 + Penalty 3006.294799 = -1260783.009923 nChanged 811 SP:Iteration 6F (1920.907415 sec): 3 clusters Score: Raw -1264687.787018 + Penalty 3006.294799 = -1261681.492220 nChanged 645 SP:Iteration 7F (1920.961562 sec): 3 clusters Score: Raw -1265310.713435 + Penalty 3006.294799 = -1262304.418636 nChanged 444 SP:Iteration 8Q (1921.022235 sec): 3 clusters Score: Raw -1265629.570438 + Penalty 3006.294799 = -1262623.275640 nChanged 267 SP:Iteration 9Q (1921.077324 sec): 3 clusters Score: Raw -1265769.504483 + Penalty 3006.294799 = -1262763.209685 nChanged 177 SP:Iteration 10Q (1921.145579 sec): 3 clusters Score: Raw -1265845.933297 + Penalty 3006.294799 = -1262839.638498 nChanged 120 SP:Iteration 11Q (1921.204709 sec): 3 clusters Score: Raw -1265889.146542 + Penalty 3006.294799 = -1262882.851743 nChanged 92 SP:Iteration 12Q (1921.261845 sec): 3 clusters Score: Raw -1265919.143540 + Penalty 3006.294799 = -1262912.848742 nChanged 73 SP:Iteration 13Q (1921.319512 sec): 3 clusters Score: Raw -1265943.558877 + Penalty 3006.294799 = -1262937.264078 nChanged 69 SP:Iteration 14Q (1921.377772 sec): 3 clusters Score: Raw -1265961.752094 + Penalty 3006.294799 = -1262955.457296 nChanged 51 SP:Iteration 15Q (1921.439967 sec): 3 clusters Score: Raw -1265975.957503 + Penalty 3006.294799 = -1262969.662704 nChanged 36 SP:Iteration 16Q (1921.502841 sec): 3 clusters Score: Raw -1265985.074085 + Penalty 3006.294799 = -1262978.779286 nChanged 30 SP:Iteration 17Q (1921.561646 sec): 3 clusters Score: Raw -1265991.625074 + Penalty 3006.294799 = -1262985.330275 nChanged 29 SP:Iteration 18Q (1921.631137 sec): 3 clusters Score: Raw -1265997.302819 + Penalty 3006.294799 = -1262991.008020 nChanged 19 SP:Iteration 19Q (1921.685952 sec): 3 clusters Score: Raw -1266000.775867 + Penalty 3006.294799 = -1262994.481068 nChanged 22 SP:Iteration 20F (1921.748847 sec): 3 clusters Score: Raw -1266004.389368 + Penalty 3006.294799 = -1262998.094569 nChanged 15 SP:Iteration 21Q (1921.815232 sec): 3 clusters Score: Raw -1266007.579122 + Penalty 3006.294799 = -1263001.284323 nChanged 12 SP:Iteration 22Q (1921.868426 sec): 3 clusters Score: Raw -1266009.934189 + Penalty 3006.294799 = -1263003.639391 nChanged 13 SP:Iteration 23Q (1921.923960 sec): 3 clusters Score: Raw -1266011.799579 + Penalty 3006.294799 = -1263005.504780 nChanged 8 SP:Iteration 24Q (1921.979944 sec): 3 clusters Score: Raw -1266013.254556 + Penalty 3006.294799 = -1263006.959757 nChanged 7 SP:Iteration 25Q (1922.048177 sec): 3 clusters Score: Raw -1266014.295643 + Penalty 3006.294799 = -1263008.000844 nChanged 4 SP:Iteration 26Q (1922.104232 sec): 3 clusters Score: Raw -1266015.075842 + Penalty 3006.294799 = -1263008.781043 nChanged 2 SP:Iteration 27Q (1922.175546 sec): 3 clusters Score: Raw -1266015.510065 + Penalty 3006.294799 = -1263009.215267 nChanged 2 SP:Iteration 28Q (1922.231453 sec): 3 clusters Score: Raw -1266015.810585 + Penalty 3006.294799 = -1263009.515786 nChanged 3 SP:Iteration 29Q (1922.292371 sec): 3 clusters Score: Raw -1266016.326092 + Penalty 3006.294799 = -1263010.031293 nChanged 2 SP:Iteration 30Q (1922.357403 sec): 3 clusters Score: Raw -1266016.673913 + Penalty 3006.294799 = -1263010.379115 nChanged 0 SP:Iteration 31F (1922.412748 sec): 3 clusters Score: Raw -1266016.673913 + Penalty 3006.294799 = -1263010.379115 nChanged 0 Score: Raw -42587633.405366 + Penalty 49965.158725 = -42537668.246641 Splitting cluster 20 changes total score from -42459615.918393 to -42537668.246641 So it's getting split into cluster 24. Iteration 20F (1934.385566 sec): 25 clusters Score: Raw -42605913.416384 + Penalty 49965.158725 = -42555948.257659 nChanged 20005 Iteration 21F (1940.463200 sec): 25 clusters Score: Raw -42619786.460873 + Penalty 49965.158725 = -42569821.302148 nChanged 12607 Iteration 22Q (1943.526047 sec): 25 clusters Score: Raw -42626316.562517 + Penalty 49965.158725 = -42576351.403792 nChanged 9743 Iteration 23Q (1946.602949 sec): 25 clusters Score: Raw -42630609.265814 + Penalty 49965.158725 = -42580644.107089 nChanged 8369 Iteration 24Q (1949.677942 sec): 25 clusters Score: Raw -42633772.073167 + Penalty 49965.158725 = -42583806.914442 nChanged 7448 Iteration 25Q (1952.651689 sec): 25 clusters Score: Raw -42636230.546338 + Penalty 49965.158725 = -42586265.387613 nChanged 6860 Iteration 26Q (1955.660234 sec): 25 clusters Score: Raw -42638197.368381 + Penalty 49965.158725 = -42588232.209656 nChanged 6314 Iteration 27Q (1958.725143 sec): 25 clusters Score: Raw -42639908.623381 + Penalty 49965.158725 = -42589943.464657 nChanged 6210 Iteration 28Q (1961.757067 sec): 25 clusters Score: Raw -42641590.411350 + Penalty 49965.158725 = -42591625.252625 nChanged 5982 Iteration 29Q (1964.760272 sec): 25 clusters Score: Raw -42643195.917332 + Penalty 49965.158725 = -42593230.758607 nChanged 5753 Iteration 30Q (1967.761478 sec): 25 clusters Score: Raw -42644743.866142 + Penalty 49965.158725 = -42594778.707417 nChanged 5502 Iteration 31Q (1970.732466 sec): 25 clusters Score: Raw -42646216.798731 + Penalty 49965.158725 = -42596251.640007 nChanged 5476 Iteration 32Q (1973.692866 sec): 25 clusters Score: Raw -42647726.833011 + Penalty 49965.158725 = -42597761.674286 nChanged 5224 Iteration 33Q (1976.659836 sec): 25 clusters Score: Raw -42649174.368607 + Penalty 49965.158725 = -42599209.209882 nChanged 5009 Iteration 34Q (1979.581109 sec): 25 clusters Score: Raw -42650571.850642 + Penalty 49965.158725 = -42600606.691917 nChanged 4841 Iteration 35Q (1982.504395 sec): 25 clusters Score: Raw -42651918.842387 + Penalty 49965.158725 = -42601953.683662 nChanged 4529 Iteration 36Q (1985.502358 sec): 25 clusters Score: Raw -42653145.189356 + Penalty 49965.158725 = -42603180.030631 nChanged 4274 Iteration 37Q (1988.429004 sec): 25 clusters Score: Raw -42654279.696716 + Penalty 49965.158725 = -42604314.537991 nChanged 3921 Iteration 38Q (1991.359502 sec): 25 clusters Score: Raw -42655341.841963 + Penalty 49965.158725 = -42605376.683238 nChanged 3693 Iteration 39Q (1994.171217 sec): 25 clusters Score: Raw -42656394.878524 + Penalty 49965.158725 = -42606429.719799 nChanged 3526 Iteration 40F (2000.235126 sec): 25 clusters Score: Raw -42657737.416102 + Penalty 49965.158725 = -42607772.257377 nChanged 3588 Iteration 41Q (2003.220767 sec): 25 clusters Score: Raw -42658951.851546 + Penalty 49965.158725 = -42608986.692822 nChanged 3361 Iteration 42Q (2006.191793 sec): 25 clusters Score: Raw -42660019.252940 + Penalty 49965.158725 = -42610054.094215 nChanged 3243 Iteration 43Q (2009.227635 sec): 25 clusters Score: Raw -42661003.468308 + Penalty 49965.158725 = -42611038.309583 nChanged 3014 Iteration 44Q (2012.251893 sec): 25 clusters Score: Raw -42661895.980834 + Penalty 49965.158725 = -42611930.822109 nChanged 2896 Iteration 45Q (2015.201118 sec): 25 clusters Score: Raw -42662704.160043 + Penalty 49965.158725 = -42612739.001318 nChanged 2699 Iteration 46Q (2018.170242 sec): 25 clusters Score: Raw -42663406.720081 + Penalty 49965.158725 = -42613441.561357 nChanged 2466 Iteration 47Q (2021.117480 sec): 25 clusters Score: Raw -42664002.940508 + Penalty 49965.158725 = -42614037.781783 nChanged 2248 Iteration 48Q (2024.061942 sec): 25 clusters Score: Raw -42664505.620773 + Penalty 49965.158725 = -42614540.462048 nChanged 2004 Iteration 49Q (2027.119001 sec): 25 clusters Score: Raw -42664949.890146 + Penalty 49965.158725 = -42614984.731421 nChanged 1880 Iteration 50Q (2030.044296 sec): 25 clusters Score: Raw -42665368.649521 + Penalty 49965.158725 = -42615403.490797 nChanged 1852 Iteration 51Q (2032.846408 sec): 25 clusters Score: Raw -42665760.944624 + Penalty 49965.158725 = -42615795.785899 nChanged 1754 Iteration 52Q (2035.805434 sec): 25 clusters Score: Raw -42666132.946136 + Penalty 49965.158725 = -42616167.787411 nChanged 1623 Iteration 53Q (2038.865328 sec): 25 clusters Score: Raw -42666446.783786 + Penalty 49965.158725 = -42616481.625061 nChanged 1525 Iteration 54Q (2041.823233 sec): 25 clusters Score: Raw -42666723.748097 + Penalty 49965.158725 = -42616758.589372 nChanged 1368 Iteration 55Q (2044.732431 sec): 25 clusters Score: Raw -42666973.473206 + Penalty 49965.158725 = -42617008.314481 nChanged 1217 Iteration 56Q (2047.751446 sec): 25 clusters Score: Raw -42667212.187799 + Penalty 49965.158725 = -42617247.029075 nChanged 1143 Iteration 57Q (2050.600753 sec): 25 clusters Score: Raw -42667439.710882 + Penalty 49965.158725 = -42617474.552157 nChanged 1071 Iteration 58Q (2053.550869 sec): 25 clusters Score: Raw -42667659.097966 + Penalty 49965.158725 = -42617693.939241 nChanged 1025 Writing temp clu file Because OldScore, -42617474.552157, is greater than current (better) Score,-42617693.939241 Compute initial score before splitting: Score: Raw -42667659.097966 + Penalty 49965.158725 = -42617693.939241 Trying to split cluster 1 (6698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2053.700351 sec): 2 clusters Score: Raw -799323.097551 + Penalty 1431.554191 = -797891.543359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2053.760233 sec): 3 clusters Score: Raw -795710.314345 + Penalty 2863.108382 = -792847.205962 nChanged 2822 SP:Iteration 1F (2053.808034 sec): 3 clusters Score: Raw -797351.890012 + Penalty 2863.108382 = -794488.781630 nChanged 448 SP:Iteration 2F (2053.869750 sec): 3 clusters Score: Raw -797609.577567 + Penalty 2863.108382 = -794746.469185 nChanged 387 SP:Iteration 3F (2053.930846 sec): 3 clusters Score: Raw -797843.540027 + Penalty 2863.108382 = -794980.431645 nChanged 346 SP:Iteration 4F (2053.978175 sec): 3 clusters Score: Raw -798084.689262 + Penalty 2863.108382 = -795221.580879 nChanged 375 SP:Iteration 5F (2054.031613 sec): 3 clusters Score: Raw -798384.357837 + Penalty 2863.108382 = -795521.249454 nChanged 370 SP:Iteration 6F (2054.095925 sec): 3 clusters Score: Raw -798662.699333 + Penalty 2863.108382 = -795799.590951 nChanged 336 SP:Iteration 7F (2054.145247 sec): 3 clusters Score: Raw -798926.930540 + Penalty 2863.108382 = -796063.822158 nChanged 295 SP:Iteration 8Q (2054.195764 sec): 3 clusters Score: Raw -799150.445255 + Penalty 2863.108382 = -796287.336872 nChanged 229 SP:Iteration 9Q (2054.256728 sec): 3 clusters Score: Raw -799308.902961 + Penalty 2863.108382 = -796445.794579 nChanged 188 SP:Iteration 10Q (2054.314202 sec): 3 clusters Score: Raw -799421.007863 + Penalty 2863.108382 = -796557.899480 nChanged 150 SP:Iteration 11Q (2054.358221 sec): 3 clusters Score: Raw -799491.853711 + Penalty 2863.108382 = -796628.745329 nChanged 104 SP:Iteration 12Q (2054.412912 sec): 3 clusters Score: Raw -799544.692315 + Penalty 2863.108382 = -796681.583932 nChanged 98 SP:Iteration 13Q (2054.472188 sec): 3 clusters Score: Raw -799596.946903 + Penalty 2863.108382 = -796733.838521 nChanged 77 SP:Iteration 14Q (2054.519087 sec): 3 clusters Score: Raw -799627.103830 + Penalty 2863.108382 = -796763.995448 nChanged 51 SP:Iteration 15Q (2054.577458 sec): 3 clusters Score: Raw -799651.409055 + Penalty 2863.108382 = -796788.300672 nChanged 42 SP:Iteration 16Q (2054.632464 sec): 3 clusters Score: Raw -799669.043330 + Penalty 2863.108382 = -796805.934948 nChanged 37 SP:Iteration 17Q (2054.690839 sec): 3 clusters Score: Raw -799680.561429 + Penalty 2863.108382 = -796817.453047 nChanged 28 SP:Iteration 18Q (2054.748115 sec): 3 clusters Score: Raw -799688.610850 + Penalty 2863.108382 = -796825.502468 nChanged 21 SP:Iteration 19Q (2054.800487 sec): 3 clusters Score: Raw -799694.381116 + Penalty 2863.108382 = -796831.272734 nChanged 15 SP:Iteration 20F (2054.854889 sec): 3 clusters Score: Raw -799700.543898 + Penalty 2863.108382 = -796837.435516 nChanged 21 SP:Iteration 21Q (2054.907930 sec): 3 clusters Score: Raw -799706.597047 + Penalty 2863.108382 = -796843.488664 nChanged 20 SP:Iteration 22Q (2054.959973 sec): 3 clusters Score: Raw -799713.122948 + Penalty 2863.108382 = -796850.014566 nChanged 24 SP:Iteration 23Q (2055.025425 sec): 3 clusters Score: Raw -799720.600200 + Penalty 2863.108382 = -796857.491818 nChanged 27 SP:Iteration 24Q (2055.081917 sec): 3 clusters Score: Raw -799729.197474 + Penalty 2863.108382 = -796866.089092 nChanged 18 SP:Iteration 25Q (2055.142036 sec): 3 clusters Score: Raw -799734.555773 + Penalty 2863.108382 = -796871.447391 nChanged 25 SP:Iteration 26Q (2055.200318 sec): 3 clusters Score: Raw -799742.472708 + Penalty 2863.108382 = -796879.364325 nChanged 20 SP:Iteration 27Q (2055.255450 sec): 3 clusters Score: Raw -799749.098311 + Penalty 2863.108382 = -796885.989929 nChanged 23 SP:Iteration 28Q (2055.299318 sec): 3 clusters Score: Raw -799756.170085 + Penalty 2863.108382 = -796893.061702 nChanged 27 SP:Iteration 29Q (2055.356193 sec): 3 clusters Score: Raw -799765.056694 + Penalty 2863.108382 = -796901.948312 nChanged 23 SP:Iteration 30Q (2055.422875 sec): 3 clusters Score: Raw -799775.876586 + Penalty 2863.108382 = -796912.768204 nChanged 28 SP:Iteration 31Q (2055.481538 sec): 3 clusters Score: Raw -799784.222159 + Penalty 2863.108382 = -796921.113777 nChanged 21 SP:Iteration 32Q (2055.539711 sec): 3 clusters Score: Raw -799790.274404 + Penalty 2863.108382 = -796927.166021 nChanged 18 SP:Iteration 33Q (2055.592792 sec): 3 clusters Score: Raw -799795.024684 + Penalty 2863.108382 = -796931.916302 nChanged 17 SP:Iteration 34Q (2055.645334 sec): 3 clusters Score: Raw -799799.644212 + Penalty 2863.108382 = -796936.535830 nChanged 10 SP:Iteration 35Q (2055.689786 sec): 3 clusters Score: Raw -799802.438831 + Penalty 2863.108382 = -796939.330448 nChanged 13 SP:Iteration 36Q (2055.750413 sec): 3 clusters Score: Raw -799805.422758 + Penalty 2863.108382 = -796942.314376 nChanged 10 SP:Iteration 37Q (2055.809991 sec): 3 clusters Score: Raw -799807.604124 + Penalty 2863.108382 = -796944.495741 nChanged 9 SP:Iteration 38Q (2055.864167 sec): 3 clusters Score: Raw -799809.541187 + Penalty 2863.108382 = -796946.432804 nChanged 4 SP:Iteration 39Q (2055.917039 sec): 3 clusters Score: Raw -799810.475386 + Penalty 2863.108382 = -796947.367004 nChanged 6 SP:Iteration 40F (2055.963228 sec): 3 clusters Score: Raw -799812.112530 + Penalty 2863.108382 = -796949.004147 nChanged 9 SP:Iteration 41Q (2056.016797 sec): 3 clusters Score: Raw -799814.834042 + Penalty 2863.108382 = -796951.725660 nChanged 8 SP:Iteration 42Q (2056.076499 sec): 3 clusters Score: Raw -799817.262253 + Penalty 2863.108382 = -796954.153871 nChanged 8 SP:Iteration 43Q (2056.124792 sec): 3 clusters Score: Raw -799818.525749 + Penalty 2863.108382 = -796955.417367 nChanged 3 SP:Iteration 44Q (2056.182085 sec): 3 clusters Score: Raw -799818.996714 + Penalty 2863.108382 = -796955.888332 nChanged 2 SP:Iteration 45Q (2056.231926 sec): 3 clusters Score: Raw -799819.617385 + Penalty 2863.108382 = -796956.509002 nChanged 1 SP:Iteration 46Q (2056.296183 sec): 3 clusters Score: Raw -799820.060927 + Penalty 2863.108382 = -796956.952544 nChanged 2 SP:Iteration 47Q (2056.342175 sec): 3 clusters Score: Raw -799820.212762 + Penalty 2863.108382 = -796957.104379 nChanged 1 SP:Iteration 48Q (2056.401983 sec): 3 clusters Score: Raw -799820.304084 + Penalty 2863.108382 = -796957.195702 nChanged 0 SP:Iteration 49F (2056.451703 sec): 3 clusters Score: Raw -799820.304084 + Penalty 2863.108382 = -796957.195702 nChanged 0 Trying to split cluster 2 (47896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2056.538778 sec): 2 clusters Score: Raw -5524403.041385 + Penalty 1751.227932 = -5522651.813453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2056.673562 sec): 3 clusters Score: Raw -5494046.646562 + Penalty 3502.455864 = -5490544.190699 nChanged 22457 SP:Iteration 1F (2056.805902 sec): 3 clusters Score: Raw -5507027.132825 + Penalty 3502.455864 = -5503524.676961 nChanged 1914 SP:Iteration 2Q (2056.946091 sec): 3 clusters Score: Raw -5507562.794096 + Penalty 3502.455864 = -5504060.338233 nChanged 1873 SP:Iteration 3Q (2057.073612 sec): 3 clusters Score: Raw -5508122.847807 + Penalty 3502.455864 = -5504620.391943 nChanged 1835 SP:Iteration 4Q (2057.206997 sec): 3 clusters Score: Raw -5508768.970091 + Penalty 3502.455864 = -5505266.514227 nChanged 2052 SP:Iteration 5Q (2057.339528 sec): 3 clusters Score: Raw -5509608.479994 + Penalty 3502.455864 = -5506106.024131 nChanged 2253 SP:Iteration 6Q (2057.476397 sec): 3 clusters Score: Raw -5510763.787993 + Penalty 3502.455864 = -5507261.332130 nChanged 2569 SP:Iteration 7F (2057.592061 sec): 3 clusters Score: Raw -5512263.208004 + Penalty 3502.455864 = -5508760.752140 nChanged 2684 SP:Iteration 8F (2057.732404 sec): 3 clusters Score: Raw -5514090.910792 + Penalty 3502.455864 = -5510588.454929 nChanged 2747 SP:Iteration 9F (2057.850114 sec): 3 clusters Score: Raw -5516163.168372 + Penalty 3502.455864 = -5512660.712509 nChanged 2560 SP:Iteration 10F (2057.976843 sec): 3 clusters Score: Raw -5518262.864149 + Penalty 3502.455864 = -5514760.408286 nChanged 2139 SP:Iteration 11Q (2058.106210 sec): 3 clusters Score: Raw -5519990.781498 + Penalty 3502.455864 = -5516488.325634 nChanged 1649 SP:Iteration 12Q (2058.239012 sec): 3 clusters Score: Raw -5521226.562670 + Penalty 3502.455864 = -5517724.106806 nChanged 1213 SP:Iteration 13Q (2058.361971 sec): 3 clusters Score: Raw -5522051.158347 + Penalty 3502.455864 = -5518548.702483 nChanged 958 SP:Iteration 14Q (2058.476470 sec): 3 clusters Score: Raw -5522682.043735 + Penalty 3502.455864 = -5519179.587872 nChanged 781 SP:Iteration 15Q (2058.601908 sec): 3 clusters Score: Raw -5523192.187930 + Penalty 3502.455864 = -5519689.732066 nChanged 593 SP:Iteration 16Q (2058.725134 sec): 3 clusters Score: Raw -5523556.169212 + Penalty 3502.455864 = -5520053.713349 nChanged 488 SP:Iteration 17Q (2058.846110 sec): 3 clusters Score: Raw -5523859.855369 + Penalty 3502.455864 = -5520357.399505 nChanged 410 SP:Iteration 18Q (2058.963094 sec): 3 clusters Score: Raw -5524108.079953 + Penalty 3502.455864 = -5520605.624090 nChanged 326 SP:Iteration 19Q (2059.085944 sec): 3 clusters Score: Raw -5524282.414467 + Penalty 3502.455864 = -5520779.958604 nChanged 283 SP:Iteration 20F (2059.205079 sec): 3 clusters Score: Raw -5524412.263636 + Penalty 3502.455864 = -5520909.807773 nChanged 213 SP:Iteration 21Q (2059.313797 sec): 3 clusters Score: Raw -5524515.716715 + Penalty 3502.455864 = -5521013.260852 nChanged 200 SP:Iteration 22Q (2059.442591 sec): 3 clusters Score: Raw -5524600.987475 + Penalty 3502.455864 = -5521098.531611 nChanged 172 SP:Iteration 23Q (2059.571004 sec): 3 clusters Score: Raw -5524661.743679 + Penalty 3502.455864 = -5521159.287816 nChanged 143 SP:Iteration 24Q (2059.679146 sec): 3 clusters Score: Raw -5524711.355099 + Penalty 3502.455864 = -5521208.899235 nChanged 123 SP:Iteration 25Q (2059.794661 sec): 3 clusters Score: Raw -5524754.359699 + Penalty 3502.455864 = -5521251.903835 nChanged 113 SP:Iteration 26Q (2059.909926 sec): 3 clusters Score: Raw -5524799.653753 + Penalty 3502.455864 = -5521297.197889 nChanged 116 SP:Iteration 27Q (2060.016566 sec): 3 clusters Score: Raw -5524846.270185 + Penalty 3502.455864 = -5521343.814321 nChanged 93 SP:Iteration 28Q (2060.132444 sec): 3 clusters Score: Raw -5524880.643508 + Penalty 3502.455864 = -5521378.187645 nChanged 68 SP:Iteration 29Q (2060.239885 sec): 3 clusters Score: Raw -5524902.150650 + Penalty 3502.455864 = -5521399.694787 nChanged 61 SP:Iteration 30Q (2060.339388 sec): 3 clusters Score: Raw -5524918.959075 + Penalty 3502.455864 = -5521416.503211 nChanged 44 SP:Iteration 31Q (2060.453433 sec): 3 clusters Score: Raw -5524933.718154 + Penalty 3502.455864 = -5521431.262290 nChanged 36 SP:Iteration 32Q (2060.563629 sec): 3 clusters Score: Raw -5524942.742931 + Penalty 3502.455864 = -5521440.287068 nChanged 32 SP:Iteration 33Q (2060.681581 sec): 3 clusters Score: Raw -5524951.796010 + Penalty 3502.455864 = -5521449.340146 nChanged 31 SP:Iteration 34Q (2060.801534 sec): 3 clusters Score: Raw -5524960.301965 + Penalty 3502.455864 = -5521457.846101 nChanged 29 SP:Iteration 35Q (2060.908983 sec): 3 clusters Score: Raw -5524967.016821 + Penalty 3502.455864 = -5521464.560958 nChanged 22 SP:Iteration 36Q (2061.010419 sec): 3 clusters Score: Raw -5524973.300331 + Penalty 3502.455864 = -5521470.844467 nChanged 22 SP:Iteration 37Q (2061.114735 sec): 3 clusters Score: Raw -5524979.744716 + Penalty 3502.455864 = -5521477.288853 nChanged 18 SP:Iteration 38Q (2061.210302 sec): 3 clusters Score: Raw -5524983.467915 + Penalty 3502.455864 = -5521481.012051 nChanged 15 SP:Iteration 39Q (2061.317155 sec): 3 clusters Score: Raw -5524987.194993 + Penalty 3502.455864 = -5521484.739130 nChanged 13 SP:Iteration 40F (2061.439967 sec): 3 clusters Score: Raw -5524991.172300 + Penalty 3502.455864 = -5521488.716437 nChanged 15 SP:Iteration 41Q (2061.552919 sec): 3 clusters Score: Raw -5524994.461363 + Penalty 3502.455864 = -5521492.005500 nChanged 14 SP:Iteration 42Q (2061.670392 sec): 3 clusters Score: Raw -5524997.224421 + Penalty 3502.455864 = -5521494.768558 nChanged 7 SP:Iteration 43Q (2061.780253 sec): 3 clusters Score: Raw -5524998.474405 + Penalty 3502.455864 = -5521496.018542 nChanged 4 SP:Iteration 44Q (2061.895873 sec): 3 clusters Score: Raw -5524999.273415 + Penalty 3502.455864 = -5521496.817551 nChanged 4 SP:Iteration 45Q (2062.002875 sec): 3 clusters Score: Raw -5524999.998636 + Penalty 3502.455864 = -5521497.542773 nChanged 6 SP:Iteration 46Q (2062.123648 sec): 3 clusters Score: Raw -5525001.832459 + Penalty 3502.455864 = -5521499.376596 nChanged 7 SP:Iteration 47Q (2062.240480 sec): 3 clusters Score: Raw -5525003.614516 + Penalty 3502.455864 = -5521501.158652 nChanged 10 SP:Iteration 48Q (2062.364203 sec): 3 clusters Score: Raw -5525005.520627 + Penalty 3502.455864 = -5521503.064763 nChanged 7 SP:Iteration 49Q (2062.472213 sec): 3 clusters Score: Raw -5525006.837996 + Penalty 3502.455864 = -5521504.382133 nChanged 3 SP:Iteration 50Q (2062.604535 sec): 3 clusters Score: Raw -5525007.454205 + Penalty 3502.455864 = -5521504.998341 nChanged 6 SP:Iteration 51Q (2062.717335 sec): 3 clusters Score: Raw -5525008.396443 + Penalty 3502.455864 = -5521505.940579 nChanged 1 SP:Iteration 52Q (2062.832862 sec): 3 clusters Score: Raw -5525008.510287 + Penalty 3502.455864 = -5521506.054424 nChanged 1 SP:Iteration 53Q (2062.946115 sec): 3 clusters Score: Raw -5525008.642552 + Penalty 3502.455864 = -5521506.186688 nChanged 2 SP:Iteration 54Q (2063.056553 sec): 3 clusters Score: Raw -5525009.046006 + Penalty 3502.455864 = -5521506.590142 nChanged 3 SP:Iteration 55Q (2063.180576 sec): 3 clusters Score: Raw -5525009.651168 + Penalty 3502.455864 = -5521507.195305 nChanged 3 SP:Iteration 56Q (2063.285212 sec): 3 clusters Score: Raw -5525010.132788 + Penalty 3502.455864 = -5521507.676924 nChanged 0 SP:Iteration 57F (2063.417957 sec): 3 clusters Score: Raw -5525010.132788 + Penalty 3502.455864 = -5521507.676924 nChanged 0 Trying to split cluster 3 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2063.439463 sec): 2 clusters Score: Raw -45806.038358 + Penalty 979.595260 = -44826.443098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2063.491011 sec): 3 clusters Score: Raw -45791.556514 + Penalty 1959.190519 = -43832.365995 nChanged 86 SP:Iteration 1F (2063.526374 sec): 3 clusters Score: Raw -45940.369598 + Penalty 1959.190519 = -43981.179079 nChanged 25 SP:Iteration 2F (2063.579518 sec): 3 clusters Score: Raw -46012.852527 + Penalty 1959.190519 = -44053.662008 nChanged 23 SP:Iteration 3F (2063.629725 sec): 3 clusters Score: Raw -46061.617947 + Penalty 1959.190519 = -44102.427428 nChanged 19 SP:Iteration 4Q (2063.668143 sec): 3 clusters Score: Raw -46097.600306 + Penalty 1959.190519 = -44138.409787 nChanged 18 SP:Iteration 5Q (2063.706854 sec): 3 clusters Score: Raw -46130.905195 + Penalty 1959.190519 = -44171.714676 nChanged 13 SP:Iteration 6Q (2063.753529 sec): 3 clusters Score: Raw -46162.457458 + Penalty 1959.190519 = -44203.266939 nChanged 9 SP:Iteration 7Q (2063.801130 sec): 3 clusters Score: Raw -46176.476867 + Penalty 1959.190519 = -44217.286348 nChanged 3 SP:Iteration 8Q (2063.847134 sec): 3 clusters Score: Raw -46183.967101 + Penalty 1959.190519 = -44224.776582 nChanged 1 SP:Iteration 9Q (2063.888566 sec): 3 clusters Score: Raw -46186.736650 + Penalty 1959.190519 = -44227.546131 nChanged 0 SP:Iteration 10F (2063.926980 sec): 3 clusters Score: Raw -46186.736650 + Penalty 1959.190519 = -44227.546131 nChanged 0 Trying to split cluster 4 (5588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2063.958132 sec): 2 clusters Score: Raw -684530.825897 + Penalty 1402.111217 = -683128.714680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2064.015570 sec): 3 clusters Score: Raw -681604.533029 + Penalty 2804.222434 = -678800.310595 nChanged 2225 SP:Iteration 1F (2064.072577 sec): 3 clusters Score: Raw -682778.325265 + Penalty 2804.222434 = -679974.102831 nChanged 368 SP:Iteration 2F (2064.123093 sec): 3 clusters Score: Raw -682961.712291 + Penalty 2804.222434 = -680157.489857 nChanged 278 SP:Iteration 3Q (2064.176551 sec): 3 clusters Score: Raw -683088.505639 + Penalty 2804.222434 = -680284.283205 nChanged 228 SP:Iteration 4Q (2064.228232 sec): 3 clusters Score: Raw -683177.001908 + Penalty 2804.222434 = -680372.779474 nChanged 185 SP:Iteration 5Q (2064.273410 sec): 3 clusters Score: Raw -683266.870093 + Penalty 2804.222434 = -680462.647659 nChanged 182 SP:Iteration 6Q (2064.337048 sec): 3 clusters Score: Raw -683339.737450 + Penalty 2804.222434 = -680535.515016 nChanged 135 SP:Iteration 7Q (2064.382144 sec): 3 clusters Score: Raw -683381.471216 + Penalty 2804.222434 = -680577.248782 nChanged 110 SP:Iteration 8Q (2064.442197 sec): 3 clusters Score: Raw -683421.091453 + Penalty 2804.222434 = -680616.869018 nChanged 98 SP:Iteration 9Q (2064.485745 sec): 3 clusters Score: Raw -683458.280876 + Penalty 2804.222434 = -680654.058442 nChanged 99 SP:Iteration 10Q (2064.540856 sec): 3 clusters Score: Raw -683496.157836 + Penalty 2804.222434 = -680691.935402 nChanged 101 SP:Iteration 11Q (2064.603953 sec): 3 clusters Score: Raw -683542.278677 + Penalty 2804.222434 = -680738.056243 nChanged 111 SP:Iteration 12Q (2064.655235 sec): 3 clusters Score: Raw -683591.734503 + Penalty 2804.222434 = -680787.512069 nChanged 127 SP:Iteration 13Q (2064.719260 sec): 3 clusters Score: Raw -683653.287595 + Penalty 2804.222434 = -680849.065160 nChanged 133 SP:Iteration 14Q (2064.769601 sec): 3 clusters Score: Raw -683722.059520 + Penalty 2804.222434 = -680917.837086 nChanged 133 SP:Iteration 15Q (2064.826652 sec): 3 clusters Score: Raw -683800.164167 + Penalty 2804.222434 = -680995.941733 nChanged 142 SP:Iteration 16Q (2064.883109 sec): 3 clusters Score: Raw -683887.263612 + Penalty 2804.222434 = -681083.041177 nChanged 161 SP:Iteration 17Q (2064.942178 sec): 3 clusters Score: Raw -683978.115971 + Penalty 2804.222434 = -681173.893536 nChanged 157 SP:Iteration 18Q (2064.988384 sec): 3 clusters Score: Raw -684087.478714 + Penalty 2804.222434 = -681283.256280 nChanged 143 SP:Iteration 19Q (2065.041812 sec): 3 clusters Score: Raw -684193.561095 + Penalty 2804.222434 = -681389.338661 nChanged 138 SP:Iteration 20F (2065.096179 sec): 3 clusters Score: Raw -684292.502426 + Penalty 2804.222434 = -681488.279992 nChanged 111 SP:Iteration 21Q (2065.154476 sec): 3 clusters Score: Raw -684366.229044 + Penalty 2804.222434 = -681562.006610 nChanged 104 SP:Iteration 22Q (2065.206090 sec): 3 clusters Score: Raw -684434.437804 + Penalty 2804.222434 = -681630.215370 nChanged 80 SP:Iteration 23Q (2065.266484 sec): 3 clusters Score: Raw -684487.127762 + Penalty 2804.222434 = -681682.905328 nChanged 73 SP:Iteration 24Q (2065.318758 sec): 3 clusters Score: Raw -684526.425766 + Penalty 2804.222434 = -681722.203332 nChanged 48 SP:Iteration 25Q (2065.365695 sec): 3 clusters Score: Raw -684552.338767 + Penalty 2804.222434 = -681748.116333 nChanged 47 SP:Iteration 26Q (2065.429685 sec): 3 clusters Score: Raw -684576.953433 + Penalty 2804.222434 = -681772.730999 nChanged 37 SP:Iteration 27Q (2065.483266 sec): 3 clusters Score: Raw -684598.894510 + Penalty 2804.222434 = -681794.672076 nChanged 34 SP:Iteration 28Q (2065.528169 sec): 3 clusters Score: Raw -684619.512146 + Penalty 2804.222434 = -681815.289712 nChanged 33 SP:Iteration 29Q (2065.583633 sec): 3 clusters Score: Raw -684638.726236 + Penalty 2804.222434 = -681834.503802 nChanged 34 SP:Iteration 30Q (2065.641546 sec): 3 clusters Score: Raw -684657.250250 + Penalty 2804.222434 = -681853.027815 nChanged 27 SP:Iteration 31Q (2065.702648 sec): 3 clusters Score: Raw -684669.610910 + Penalty 2804.222434 = -681865.388476 nChanged 23 SP:Iteration 32Q (2065.747853 sec): 3 clusters Score: Raw -684679.852556 + Penalty 2804.222434 = -681875.630121 nChanged 13 SP:Iteration 33Q (2065.803884 sec): 3 clusters Score: Raw -684688.137100 + Penalty 2804.222434 = -681883.914666 nChanged 17 SP:Iteration 34Q (2065.849172 sec): 3 clusters Score: Raw -684696.046090 + Penalty 2804.222434 = -681891.823656 nChanged 9 SP:Iteration 35Q (2065.901795 sec): 3 clusters Score: Raw -684698.076623 + Penalty 2804.222434 = -681893.854189 nChanged 3 SP:Iteration 36Q (2065.951085 sec): 3 clusters Score: Raw -684698.746180 + Penalty 2804.222434 = -681894.523746 nChanged 4 SP:Iteration 37Q (2066.003362 sec): 3 clusters Score: Raw -684699.522288 + Penalty 2804.222434 = -681895.299854 nChanged 3 SP:Iteration 38Q (2066.053550 sec): 3 clusters Score: Raw -684700.428040 + Penalty 2804.222434 = -681896.205606 nChanged 2 SP:Iteration 39Q (2066.099651 sec): 3 clusters Score: Raw -684701.004518 + Penalty 2804.222434 = -681896.782084 nChanged 2 SP:Iteration 40F (2066.158426 sec): 3 clusters Score: Raw -684701.444213 + Penalty 2804.222434 = -681897.221779 nChanged 2 SP:Iteration 41Q (2066.201104 sec): 3 clusters Score: Raw -684702.126823 + Penalty 2804.222434 = -681897.904389 nChanged 5 SP:Iteration 42Q (2066.251877 sec): 3 clusters Score: Raw -684704.268322 + Penalty 2804.222434 = -681900.045888 nChanged 3 SP:Iteration 43Q (2066.305559 sec): 3 clusters Score: Raw -684705.449456 + Penalty 2804.222434 = -681901.227022 nChanged 3 SP:Iteration 44Q (2066.354715 sec): 3 clusters Score: Raw -684706.677251 + Penalty 2804.222434 = -681902.454817 nChanged 3 SP:Iteration 45Q (2066.406336 sec): 3 clusters Score: Raw -684708.325454 + Penalty 2804.222434 = -681904.103020 nChanged 2 SP:Iteration 46Q (2066.450671 sec): 3 clusters Score: Raw -684709.124907 + Penalty 2804.222434 = -681904.902473 nChanged 2 SP:Iteration 47Q (2066.511607 sec): 3 clusters Score: Raw -684709.776319 + Penalty 2804.222434 = -681905.553885 nChanged 4 SP:Iteration 48Q (2066.564899 sec): 3 clusters Score: Raw -684711.666872 + Penalty 2804.222434 = -681907.444438 nChanged 5 SP:Iteration 49Q (2066.616155 sec): 3 clusters Score: Raw -684714.073201 + Penalty 2804.222434 = -681909.850767 nChanged 5 SP:Iteration 50Q (2066.657565 sec): 3 clusters Score: Raw -684717.218813 + Penalty 2804.222434 = -681912.996379 nChanged 6 SP:Iteration 51Q (2066.723726 sec): 3 clusters Score: Raw -684720.983929 + Penalty 2804.222434 = -681916.761495 nChanged 5 SP:Iteration 52Q (2066.777369 sec): 3 clusters Score: Raw -684723.184175 + Penalty 2804.222434 = -681918.961741 nChanged 7 SP:Iteration 53Q (2066.818226 sec): 3 clusters Score: Raw -684725.644048 + Penalty 2804.222434 = -681921.421614 nChanged 2 SP:Iteration 54Q (2066.877695 sec): 3 clusters Score: Raw -684725.893268 + Penalty 2804.222434 = -681921.670834 nChanged 1 SP:Iteration 55Q (2066.939115 sec): 3 clusters Score: Raw -684726.324720 + Penalty 2804.222434 = -681922.102286 nChanged 1 SP:Iteration 56Q (2066.989728 sec): 3 clusters Score: Raw -684726.667386 + Penalty 2804.222434 = -681922.444952 nChanged 3 SP:Iteration 57Q (2067.039380 sec): 3 clusters Score: Raw -684727.732228 + Penalty 2804.222434 = -681923.509794 nChanged 4 SP:Iteration 58Q (2067.089753 sec): 3 clusters Score: Raw -684729.701277 + Penalty 2804.222434 = -681925.478843 nChanged 5 SP:Iteration 59Q (2067.139700 sec): 3 clusters Score: Raw -684731.857730 + Penalty 2804.222434 = -681927.635295 nChanged 7 SP:Iteration 60F (2067.197575 sec): 3 clusters Score: Raw -684734.451639 + Penalty 2804.222434 = -681930.229205 nChanged 3 SP:Iteration 61Q (2067.254414 sec): 3 clusters Score: Raw -684735.822915 + Penalty 2804.222434 = -681931.600481 nChanged 5 SP:Iteration 62Q (2067.295998 sec): 3 clusters Score: Raw -684739.065140 + Penalty 2804.222434 = -681934.842706 nChanged 3 SP:Iteration 63Q (2067.357260 sec): 3 clusters Score: Raw -684739.786275 + Penalty 2804.222434 = -681935.563841 nChanged 0 SP:Iteration 64F (2067.405013 sec): 3 clusters Score: Raw -684739.786275 + Penalty 2804.222434 = -681935.563841 nChanged 0 Trying to split cluster 5 (3437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2067.444867 sec): 2 clusters Score: Raw -388834.401711 + Penalty 1323.132570 = -387511.269141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2067.486252 sec): 3 clusters Score: Raw -387146.669560 + Penalty 2646.265140 = -384500.404420 nChanged 1301 SP:Iteration 1F (2067.530547 sec): 3 clusters Score: Raw -388013.116443 + Penalty 2646.265140 = -385366.851303 nChanged 296 SP:Iteration 2F (2067.591651 sec): 3 clusters Score: Raw -388261.465941 + Penalty 2646.265140 = -385615.200802 nChanged 263 SP:Iteration 3F (2067.639198 sec): 3 clusters Score: Raw -388562.290972 + Penalty 2646.265140 = -385916.025832 nChanged 277 SP:Iteration 4F (2067.691348 sec): 3 clusters Score: Raw -388843.908986 + Penalty 2646.265140 = -386197.643846 nChanged 224 SP:Iteration 5F (2067.728711 sec): 3 clusters Score: Raw -389053.946615 + Penalty 2646.265140 = -386407.681475 nChanged 197 SP:Iteration 6F (2067.775384 sec): 3 clusters Score: Raw -389215.987322 + Penalty 2646.265140 = -386569.722182 nChanged 148 SP:Iteration 7Q (2067.818929 sec): 3 clusters Score: Raw -389327.134839 + Penalty 2646.265140 = -386680.869699 nChanged 86 SP:Iteration 8Q (2067.873949 sec): 3 clusters Score: Raw -389380.239976 + Penalty 2646.265140 = -386733.974836 nChanged 63 SP:Iteration 9Q (2067.914541 sec): 3 clusters Score: Raw -389417.280174 + Penalty 2646.265140 = -386771.015034 nChanged 44 SP:Iteration 10Q (2067.970974 sec): 3 clusters Score: Raw -389442.363016 + Penalty 2646.265140 = -386796.097876 nChanged 40 SP:Iteration 11Q (2068.012234 sec): 3 clusters Score: Raw -389467.190092 + Penalty 2646.265140 = -386820.924952 nChanged 27 SP:Iteration 12Q (2068.060843 sec): 3 clusters Score: Raw -389482.552843 + Penalty 2646.265140 = -386836.287703 nChanged 23 SP:Iteration 13Q (2068.110503 sec): 3 clusters Score: Raw -389494.766972 + Penalty 2646.265140 = -386848.501832 nChanged 21 SP:Iteration 14Q (2068.162093 sec): 3 clusters Score: Raw -389505.543522 + Penalty 2646.265140 = -386859.278382 nChanged 21 SP:Iteration 15Q (2068.208164 sec): 3 clusters Score: Raw -389518.030028 + Penalty 2646.265140 = -386871.764888 nChanged 18 SP:Iteration 16Q (2068.262038 sec): 3 clusters Score: Raw -389528.513159 + Penalty 2646.265140 = -386882.248019 nChanged 18 SP:Iteration 17Q (2068.303646 sec): 3 clusters Score: Raw -389543.462738 + Penalty 2646.265140 = -386897.197598 nChanged 20 SP:Iteration 18Q (2068.349795 sec): 3 clusters Score: Raw -389556.903034 + Penalty 2646.265140 = -386910.637894 nChanged 17 SP:Iteration 19Q (2068.401952 sec): 3 clusters Score: Raw -389570.800227 + Penalty 2646.265140 = -386924.535087 nChanged 14 SP:Iteration 20F (2068.454491 sec): 3 clusters Score: Raw -389576.807556 + Penalty 2646.265140 = -386930.542416 nChanged 8 SP:Iteration 21Q (2068.503277 sec): 3 clusters Score: Raw -389579.954293 + Penalty 2646.265140 = -386933.689153 nChanged 4 SP:Iteration 22Q (2068.542885 sec): 3 clusters Score: Raw -389580.985168 + Penalty 2646.265140 = -386934.720028 nChanged 2 SP:Iteration 23Q (2068.595793 sec): 3 clusters Score: Raw -389581.973659 + Penalty 2646.265140 = -386935.708519 nChanged 4 SP:Iteration 24Q (2068.650551 sec): 3 clusters Score: Raw -389584.054082 + Penalty 2646.265140 = -386937.788942 nChanged 3 SP:Iteration 25Q (2068.694884 sec): 3 clusters Score: Raw -389584.912744 + Penalty 2646.265140 = -386938.647604 nChanged 3 SP:Iteration 26Q (2068.742092 sec): 3 clusters Score: Raw -389587.054507 + Penalty 2646.265140 = -386940.789367 nChanged 3 SP:Iteration 27Q (2068.787687 sec): 3 clusters Score: Raw -389589.047594 + Penalty 2646.265140 = -386942.782454 nChanged 5 SP:Iteration 28Q (2068.831097 sec): 3 clusters Score: Raw -389590.928368 + Penalty 2646.265140 = -386944.663228 nChanged 1 SP:Iteration 29Q (2068.879598 sec): 3 clusters Score: Raw -389591.115250 + Penalty 2646.265140 = -386944.850110 nChanged 0 SP:Iteration 30F (2068.937387 sec): 3 clusters Score: Raw -389591.115250 + Penalty 2646.265140 = -386944.850110 nChanged 0 Trying to split cluster 6 (14668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2068.978135 sec): 2 clusters Score: Raw -1766967.602528 + Penalty 1558.931323 = -1765408.671204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2069.042012 sec): 3 clusters Score: Raw -1758392.159363 + Penalty 3117.862647 = -1755274.296716 nChanged 6480 SP:Iteration 1F (2069.116326 sec): 3 clusters Score: Raw -1761914.040781 + Penalty 3117.862647 = -1758796.178134 nChanged 789 SP:Iteration 2F (2069.181890 sec): 3 clusters Score: Raw -1762206.409800 + Penalty 3117.862647 = -1759088.547153 nChanged 643 SP:Iteration 3Q (2069.251198 sec): 3 clusters Score: Raw -1762419.235108 + Penalty 3117.862647 = -1759301.372461 nChanged 551 SP:Iteration 4Q (2069.312461 sec): 3 clusters Score: Raw -1762600.317810 + Penalty 3117.862647 = -1759482.455163 nChanged 525 SP:Iteration 5Q (2069.380484 sec): 3 clusters Score: Raw -1762774.238223 + Penalty 3117.862647 = -1759656.375576 nChanged 516 SP:Iteration 6Q (2069.453218 sec): 3 clusters Score: Raw -1762958.413663 + Penalty 3117.862647 = -1759840.551016 nChanged 502 SP:Iteration 7Q (2069.525882 sec): 3 clusters Score: Raw -1763144.956282 + Penalty 3117.862647 = -1760027.093635 nChanged 528 SP:Iteration 8Q (2069.601238 sec): 3 clusters Score: Raw -1763367.088144 + Penalty 3117.862647 = -1760249.225497 nChanged 550 SP:Iteration 9Q (2069.665183 sec): 3 clusters Score: Raw -1763639.624342 + Penalty 3117.862647 = -1760521.761695 nChanged 616 SP:Iteration 10Q (2069.747306 sec): 3 clusters Score: Raw -1763994.536745 + Penalty 3117.862647 = -1760876.674098 nChanged 659 SP:Iteration 11Q (2069.816358 sec): 3 clusters Score: Raw -1764416.176500 + Penalty 3117.862647 = -1761298.313853 nChanged 658 SP:Iteration 12Q (2069.883005 sec): 3 clusters Score: Raw -1764848.899059 + Penalty 3117.862647 = -1761731.036412 nChanged 627 SP:Iteration 13Q (2069.954701 sec): 3 clusters Score: Raw -1765302.344097 + Penalty 3117.862647 = -1762184.481450 nChanged 565 SP:Iteration 14Q (2070.029005 sec): 3 clusters Score: Raw -1765710.149808 + Penalty 3117.862647 = -1762592.287161 nChanged 448 SP:Iteration 15Q (2070.099897 sec): 3 clusters Score: Raw -1766026.789179 + Penalty 3117.862647 = -1762908.926532 nChanged 363 SP:Iteration 16Q (2070.165265 sec): 3 clusters Score: Raw -1766256.967891 + Penalty 3117.862647 = -1763139.105244 nChanged 268 SP:Iteration 17Q (2070.228564 sec): 3 clusters Score: Raw -1766425.564445 + Penalty 3117.862647 = -1763307.701798 nChanged 225 SP:Iteration 18Q (2070.297776 sec): 3 clusters Score: Raw -1766576.106675 + Penalty 3117.862647 = -1763458.244028 nChanged 193 SP:Iteration 19Q (2070.363940 sec): 3 clusters Score: Raw -1766696.831173 + Penalty 3117.862647 = -1763578.968526 nChanged 148 SP:Iteration 20F (2070.436636 sec): 3 clusters Score: Raw -1766790.853617 + Penalty 3117.862647 = -1763672.990970 nChanged 145 SP:Iteration 21Q (2070.496596 sec): 3 clusters Score: Raw -1766876.396626 + Penalty 3117.862647 = -1763758.533979 nChanged 115 SP:Iteration 22Q (2070.559455 sec): 3 clusters Score: Raw -1766950.981377 + Penalty 3117.862647 = -1763833.118730 nChanged 89 SP:Iteration 23Q (2070.637996 sec): 3 clusters Score: Raw -1767019.308867 + Penalty 3117.862647 = -1763901.446220 nChanged 87 SP:Iteration 24Q (2070.700285 sec): 3 clusters Score: Raw -1767083.127685 + Penalty 3117.862647 = -1763965.265038 nChanged 63 SP:Iteration 25Q (2070.758837 sec): 3 clusters Score: Raw -1767124.344818 + Penalty 3117.862647 = -1764006.482171 nChanged 48 SP:Iteration 26Q (2070.834732 sec): 3 clusters Score: Raw -1767153.275650 + Penalty 3117.862647 = -1764035.413003 nChanged 40 SP:Iteration 27Q (2070.899289 sec): 3 clusters Score: Raw -1767174.940735 + Penalty 3117.862647 = -1764057.078088 nChanged 31 SP:Iteration 28Q (2070.957843 sec): 3 clusters Score: Raw -1767193.819875 + Penalty 3117.862647 = -1764075.957228 nChanged 25 SP:Iteration 29Q (2071.017502 sec): 3 clusters Score: Raw -1767209.894301 + Penalty 3117.862647 = -1764092.031654 nChanged 29 SP:Iteration 30Q (2071.088988 sec): 3 clusters Score: Raw -1767230.079917 + Penalty 3117.862647 = -1764112.217270 nChanged 23 SP:Iteration 31Q (2071.151056 sec): 3 clusters Score: Raw -1767244.570962 + Penalty 3117.862647 = -1764126.708315 nChanged 19 SP:Iteration 32Q (2071.210818 sec): 3 clusters Score: Raw -1767258.427250 + Penalty 3117.862647 = -1764140.564603 nChanged 19 SP:Iteration 33Q (2071.264298 sec): 3 clusters Score: Raw -1767270.232753 + Penalty 3117.862647 = -1764152.370106 nChanged 13 SP:Iteration 34Q (2071.324809 sec): 3 clusters Score: Raw -1767277.773894 + Penalty 3117.862647 = -1764159.911247 nChanged 15 SP:Iteration 35Q (2071.388673 sec): 3 clusters Score: Raw -1767286.315933 + Penalty 3117.862647 = -1764168.453286 nChanged 8 SP:Iteration 36Q (2071.455970 sec): 3 clusters Score: Raw -1767291.401412 + Penalty 3117.862647 = -1764173.538765 nChanged 10 SP:Iteration 37Q (2071.511070 sec): 3 clusters Score: Raw -1767298.128455 + Penalty 3117.862647 = -1764180.265808 nChanged 10 SP:Iteration 38Q (2071.572387 sec): 3 clusters Score: Raw -1767303.685434 + Penalty 3117.862647 = -1764185.822787 nChanged 9 SP:Iteration 39Q (2071.631925 sec): 3 clusters Score: Raw -1767307.565127 + Penalty 3117.862647 = -1764189.702480 nChanged 6 SP:Iteration 40F (2071.708874 sec): 3 clusters Score: Raw -1767310.096370 + Penalty 3117.862647 = -1764192.233723 nChanged 5 SP:Iteration 41Q (2071.773548 sec): 3 clusters Score: Raw -1767312.668591 + Penalty 3117.862647 = -1764194.805944 nChanged 6 SP:Iteration 42Q (2071.830233 sec): 3 clusters Score: Raw -1767315.987120 + Penalty 3117.862647 = -1764198.124473 nChanged 5 SP:Iteration 43Q (2071.900855 sec): 3 clusters Score: Raw -1767317.936602 + Penalty 3117.862647 = -1764200.073955 nChanged 3 SP:Iteration 44Q (2071.970115 sec): 3 clusters Score: Raw -1767319.368337 + Penalty 3117.862647 = -1764201.505691 nChanged 1 SP:Iteration 45Q (2072.034853 sec): 3 clusters Score: Raw -1767320.240177 + Penalty 3117.862647 = -1764202.377530 nChanged 2 SP:Iteration 46Q (2072.100170 sec): 3 clusters Score: Raw -1767322.255420 + Penalty 3117.862647 = -1764204.392773 nChanged 5 SP:Iteration 47Q (2072.150524 sec): 3 clusters Score: Raw -1767325.037366 + Penalty 3117.862647 = -1764207.174719 nChanged 4 SP:Iteration 48Q (2072.218784 sec): 3 clusters Score: Raw -1767327.273382 + Penalty 3117.862647 = -1764209.410735 nChanged 2 SP:Iteration 49Q (2072.281886 sec): 3 clusters Score: Raw -1767328.016673 + Penalty 3117.862647 = -1764210.154026 nChanged 1 SP:Iteration 50Q (2072.345488 sec): 3 clusters Score: Raw -1767328.591025 + Penalty 3117.862647 = -1764210.728378 nChanged 2 SP:Iteration 51Q (2072.414590 sec): 3 clusters Score: Raw -1767330.745696 + Penalty 3117.862647 = -1764212.883049 nChanged 2 SP:Iteration 52Q (2072.481705 sec): 3 clusters Score: Raw -1767334.052374 + Penalty 3117.862647 = -1764216.189727 nChanged 2 SP:Iteration 53Q (2072.543318 sec): 3 clusters Score: Raw -1767335.196035 + Penalty 3117.862647 = -1764217.333388 nChanged 4 SP:Iteration 54Q (2072.600828 sec): 3 clusters Score: Raw -1767336.928790 + Penalty 3117.862647 = -1764219.066143 nChanged 1 SP:Iteration 55Q (2072.667666 sec): 3 clusters Score: Raw -1767337.514290 + Penalty 3117.862647 = -1764219.651643 nChanged 1 SP:Iteration 56Q (2072.727575 sec): 3 clusters Score: Raw -1767337.907257 + Penalty 3117.862647 = -1764220.044610 nChanged 0 SP:Iteration 57F (2072.795559 sec): 3 clusters Score: Raw -1767337.907257 + Penalty 3117.862647 = -1764220.044610 nChanged 0 Trying to split cluster 7 (133274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2073.008270 sec): 2 clusters Score: Raw -16005194.825589 + Penalty 1917.526396 = -16003277.299192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2073.289222 sec): 3 clusters Score: Raw -15917876.207034 + Penalty 3835.052792 = -15914041.154242 nChanged 64114 SP:Iteration 1F (2073.574150 sec): 3 clusters Score: Raw -15958496.921529 + Penalty 3835.052792 = -15954661.868736 nChanged 7476 SP:Iteration 2F (2073.846918 sec): 3 clusters Score: Raw -15962907.448068 + Penalty 3835.052792 = -15959072.395276 nChanged 8734 SP:Iteration 3F (2074.111915 sec): 3 clusters Score: Raw -15968890.854081 + Penalty 3835.052792 = -15965055.801288 nChanged 9466 SP:Iteration 4F (2074.388108 sec): 3 clusters Score: Raw -15975868.881205 + Penalty 3835.052792 = -15972033.828413 nChanged 9292 SP:Iteration 5F (2074.649526 sec): 3 clusters Score: Raw -15983022.327171 + Penalty 3835.052792 = -15979187.274378 nChanged 8476 SP:Iteration 6F (2074.915361 sec): 3 clusters Score: Raw -15989359.808672 + Penalty 3835.052792 = -15985524.755879 nChanged 6588 SP:Iteration 7Q (2075.208844 sec): 3 clusters Score: Raw -15993573.890353 + Penalty 3835.052792 = -15989738.837561 nChanged 4545 SP:Iteration 8Q (2075.477905 sec): 3 clusters Score: Raw -15995676.845208 + Penalty 3835.052792 = -15991841.792416 nChanged 3047 SP:Iteration 9Q (2075.767510 sec): 3 clusters Score: Raw -15996752.059248 + Penalty 3835.052792 = -15992917.006456 nChanged 2238 SP:Iteration 10Q (2076.041636 sec): 3 clusters Score: Raw -15997461.714353 + Penalty 3835.052792 = -15993626.661561 nChanged 1830 SP:Iteration 11Q (2076.324285 sec): 3 clusters Score: Raw -15997968.654801 + Penalty 3835.052792 = -15994133.602008 nChanged 1561 SP:Iteration 12Q (2076.581433 sec): 3 clusters Score: Raw -15998354.608345 + Penalty 3835.052792 = -15994519.555553 nChanged 1456 SP:Iteration 13Q (2076.843812 sec): 3 clusters Score: Raw -15998728.514288 + Penalty 3835.052792 = -15994893.461495 nChanged 1351 SP:Iteration 14Q (2077.113649 sec): 3 clusters Score: Raw -15999074.268729 + Penalty 3835.052792 = -15995239.215936 nChanged 1237 SP:Iteration 15Q (2077.359254 sec): 3 clusters Score: Raw -15999380.504321 + Penalty 3835.052792 = -15995545.451529 nChanged 1230 SP:Iteration 16Q (2077.616298 sec): 3 clusters Score: Raw -15999699.486535 + Penalty 3835.052792 = -15995864.433743 nChanged 1216 SP:Iteration 17Q (2077.875548 sec): 3 clusters Score: Raw -15999998.611242 + Penalty 3835.052792 = -15996163.558449 nChanged 1191 SP:Iteration 18Q (2078.140555 sec): 3 clusters Score: Raw -16000284.080973 + Penalty 3835.052792 = -15996449.028181 nChanged 1194 SP:Iteration 19Q (2078.408375 sec): 3 clusters Score: Raw -16000556.715753 + Penalty 3835.052792 = -15996721.662961 nChanged 1145 SP:Iteration 20F (2078.688739 sec): 3 clusters Score: Raw -16000810.384151 + Penalty 3835.052792 = -15996975.331358 nChanged 1124 SP:Iteration 21Q (2078.948128 sec): 3 clusters Score: Raw -16001049.123387 + Penalty 3835.052792 = -15997214.070594 nChanged 1111 SP:Iteration 22Q (2079.210388 sec): 3 clusters Score: Raw -16001277.720245 + Penalty 3835.052792 = -15997442.667453 nChanged 1057 SP:Iteration 23Q (2079.487711 sec): 3 clusters Score: Raw -16001494.929318 + Penalty 3835.052792 = -15997659.876526 nChanged 1021 SP:Iteration 24Q (2079.746408 sec): 3 clusters Score: Raw -16001702.238866 + Penalty 3835.052792 = -15997867.186074 nChanged 1055 SP:Iteration 25Q (2079.993679 sec): 3 clusters Score: Raw -16001917.170039 + Penalty 3835.052792 = -15998082.117247 nChanged 1043 SP:Iteration 26Q (2080.243014 sec): 3 clusters Score: Raw -16002134.251220 + Penalty 3835.052792 = -15998299.198427 nChanged 1050 SP:Iteration 27Q (2080.503089 sec): 3 clusters Score: Raw -16002364.787859 + Penalty 3835.052792 = -15998529.735067 nChanged 1110 SP:Iteration 28Q (2080.763536 sec): 3 clusters Score: Raw -16002624.085393 + Penalty 3835.052792 = -15998789.032600 nChanged 1154 SP:Iteration 29Q (2081.016762 sec): 3 clusters Score: Raw -16002909.387363 + Penalty 3835.052792 = -15999074.334570 nChanged 1142 SP:Iteration 30Q (2081.259836 sec): 3 clusters Score: Raw -16003201.511604 + Penalty 3835.052792 = -15999366.458811 nChanged 1079 SP:Iteration 31Q (2081.522609 sec): 3 clusters Score: Raw -16003479.419096 + Penalty 3835.052792 = -15999644.366304 nChanged 1002 SP:Iteration 32Q (2081.760345 sec): 3 clusters Score: Raw -16003750.735633 + Penalty 3835.052792 = -15999915.682840 nChanged 1009 SP:Iteration 33Q (2081.998384 sec): 3 clusters Score: Raw -16004036.642455 + Penalty 3835.052792 = -16000201.589663 nChanged 940 SP:Iteration 34Q (2082.247387 sec): 3 clusters Score: Raw -16004315.766336 + Penalty 3835.052792 = -16000480.713544 nChanged 914 SP:Iteration 35Q (2082.483114 sec): 3 clusters Score: Raw -16004608.469457 + Penalty 3835.052792 = -16000773.416665 nChanged 909 SP:Iteration 36Q (2082.709523 sec): 3 clusters Score: Raw -16004941.046264 + Penalty 3835.052792 = -16001105.993471 nChanged 882 SP:Iteration 37Q (2082.952118 sec): 3 clusters Score: Raw -16005282.726032 + Penalty 3835.052792 = -16001447.673240 nChanged 767 SP:Iteration 38Q (2083.183242 sec): 3 clusters Score: Raw -16005605.965478 + Penalty 3835.052792 = -16001770.912685 nChanged 735 SP:Iteration 39Q (2083.411539 sec): 3 clusters Score: Raw -16005956.498503 + Penalty 3835.052792 = -16002121.445710 nChanged 668 SP:Iteration 40F (2083.678293 sec): 3 clusters Score: Raw -16006330.283271 + Penalty 3835.052792 = -16002495.230479 nChanged 638 SP:Iteration 41Q (2083.909616 sec): 3 clusters Score: Raw -16006799.874143 + Penalty 3835.052792 = -16002964.821350 nChanged 584 SP:Iteration 42Q (2084.144311 sec): 3 clusters Score: Raw -16007255.361484 + Penalty 3835.052792 = -16003420.308692 nChanged 540 SP:Iteration 43Q (2084.365665 sec): 3 clusters Score: Raw -16007598.691587 + Penalty 3835.052792 = -16003763.638794 nChanged 460 SP:Iteration 44Q (2084.601875 sec): 3 clusters Score: Raw -16007813.171074 + Penalty 3835.052792 = -16003978.118281 nChanged 354 SP:Iteration 45Q (2084.826343 sec): 3 clusters Score: Raw -16007946.997273 + Penalty 3835.052792 = -16004111.944480 nChanged 267 SP:Iteration 46Q (2085.054912 sec): 3 clusters Score: Raw -16008004.882482 + Penalty 3835.052792 = -16004169.829690 nChanged 191 SP:Iteration 47Q (2085.301459 sec): 3 clusters Score: Raw -16008030.886646 + Penalty 3835.052792 = -16004195.833854 nChanged 115 SP:Iteration 48Q (2085.539578 sec): 3 clusters Score: Raw -16008043.341567 + Penalty 3835.052792 = -16004208.288775 nChanged 94 SP:Iteration 49Q (2085.769156 sec): 3 clusters Score: Raw -16008053.042326 + Penalty 3835.052792 = -16004217.989534 nChanged 65 SP:Iteration 50Q (2085.997614 sec): 3 clusters Score: Raw -16008058.120197 + Penalty 3835.052792 = -16004223.067404 nChanged 47 SP:Iteration 51Q (2086.218180 sec): 3 clusters Score: Raw -16008061.739538 + Penalty 3835.052792 = -16004226.686746 nChanged 33 SP:Iteration 52Q (2086.445090 sec): 3 clusters Score: Raw -16008063.707238 + Penalty 3835.052792 = -16004228.654445 nChanged 33 SP:Iteration 53Q (2086.662025 sec): 3 clusters Score: Raw -16008065.432415 + Penalty 3835.052792 = -16004230.379623 nChanged 23 SP:Iteration 54Q (2086.887706 sec): 3 clusters Score: Raw -16008066.712570 + Penalty 3835.052792 = -16004231.659778 nChanged 28 SP:Iteration 55Q (2087.115785 sec): 3 clusters Score: Raw -16008068.539114 + Penalty 3835.052792 = -16004233.486321 nChanged 32 SP:Iteration 56Q (2087.341237 sec): 3 clusters Score: Raw -16008070.765943 + Penalty 3835.052792 = -16004235.713150 nChanged 28 SP:Iteration 57Q (2087.583774 sec): 3 clusters Score: Raw -16008072.278308 + Penalty 3835.052792 = -16004237.225516 nChanged 22 SP:Iteration 58Q (2087.798449 sec): 3 clusters Score: Raw -16008073.769151 + Penalty 3835.052792 = -16004238.716359 nChanged 29 SP:Iteration 59Q (2088.029823 sec): 3 clusters Score: Raw -16008075.884349 + Penalty 3835.052792 = -16004240.831557 nChanged 36 SP:Iteration 60F (2088.292226 sec): 3 clusters Score: Raw -16008079.319366 + Penalty 3835.052792 = -16004244.266573 nChanged 38 SP:Iteration 61Q (2088.530362 sec): 3 clusters Score: Raw -16008081.848002 + Penalty 3835.052792 = -16004246.795210 nChanged 30 SP:Iteration 62Q (2088.764806 sec): 3 clusters Score: Raw -16008083.745549 + Penalty 3835.052792 = -16004248.692757 nChanged 38 SP:Iteration 63Q (2088.992813 sec): 3 clusters Score: Raw -16008086.329693 + Penalty 3835.052792 = -16004251.276901 nChanged 38 SP:Iteration 64Q (2089.232539 sec): 3 clusters Score: Raw -16008088.814089 + Penalty 3835.052792 = -16004253.761296 nChanged 36 SP:Iteration 65Q (2089.464998 sec): 3 clusters Score: Raw -16008091.546072 + Penalty 3835.052792 = -16004256.493279 nChanged 36 SP:Iteration 66Q (2089.690571 sec): 3 clusters Score: Raw -16008093.899226 + Penalty 3835.052792 = -16004258.846434 nChanged 28 SP:Iteration 67Q (2089.919420 sec): 3 clusters Score: Raw -16008095.620843 + Penalty 3835.052792 = -16004260.568050 nChanged 24 SP:Iteration 68Q (2090.152547 sec): 3 clusters Score: Raw -16008097.252970 + Penalty 3835.052792 = -16004262.200178 nChanged 22 SP:Iteration 69Q (2090.387264 sec): 3 clusters Score: Raw -16008098.674136 + Penalty 3835.052792 = -16004263.621343 nChanged 26 SP:Iteration 70Q (2090.603882 sec): 3 clusters Score: Raw -16008100.344561 + Penalty 3835.052792 = -16004265.291769 nChanged 26 SP:Iteration 71Q (2090.838540 sec): 3 clusters Score: Raw -16008101.995851 + Penalty 3835.052792 = -16004266.943058 nChanged 17 SP:Iteration 72Q (2091.067304 sec): 3 clusters Score: Raw -16008103.035946 + Penalty 3835.052792 = -16004267.983153 nChanged 17 SP:Iteration 73Q (2091.296637 sec): 3 clusters Score: Raw -16008103.667045 + Penalty 3835.052792 = -16004268.614253 nChanged 15 SP:Iteration 74Q (2091.535221 sec): 3 clusters Score: Raw -16008104.487333 + Penalty 3835.052792 = -16004269.434541 nChanged 19 SP:Iteration 75Q (2091.764530 sec): 3 clusters Score: Raw -16008105.538241 + Penalty 3835.052792 = -16004270.485449 nChanged 11 SP:Iteration 76Q (2091.991186 sec): 3 clusters Score: Raw -16008106.246434 + Penalty 3835.052792 = -16004271.193642 nChanged 12 SP:Iteration 77Q (2092.216185 sec): 3 clusters Score: Raw -16008106.784405 + Penalty 3835.052792 = -16004271.731612 nChanged 10 SP:Iteration 78Q (2092.448965 sec): 3 clusters Score: Raw -16008107.136798 + Penalty 3835.052792 = -16004272.084005 nChanged 13 SP:Iteration 79Q (2092.678340 sec): 3 clusters Score: Raw -16008107.804836 + Penalty 3835.052792 = -16004272.752043 nChanged 12 SP:Iteration 80F (2092.951245 sec): 3 clusters Score: Raw -16008108.366158 + Penalty 3835.052792 = -16004273.313366 nChanged 7 SP:Iteration 81Q (2093.174774 sec): 3 clusters Score: Raw -16008108.582886 + Penalty 3835.052792 = -16004273.530094 nChanged 7 SP:Iteration 82Q (2093.416216 sec): 3 clusters Score: Raw -16008108.850863 + Penalty 3835.052792 = -16004273.798071 nChanged 9 SP:Iteration 83Q (2093.660136 sec): 3 clusters Score: Raw -16008109.185136 + Penalty 3835.052792 = -16004274.132344 nChanged 6 SP:Iteration 84Q (2093.882697 sec): 3 clusters Score: Raw -16008109.355623 + Penalty 3835.052792 = -16004274.302831 nChanged 4 SP:Iteration 85Q (2094.106311 sec): 3 clusters Score: Raw -16008109.486869 + Penalty 3835.052792 = -16004274.434077 nChanged 5 SP:Iteration 86Q (2094.335654 sec): 3 clusters Score: Raw -16008109.618183 + Penalty 3835.052792 = -16004274.565390 nChanged 2 SP:Iteration 87Q (2094.567479 sec): 3 clusters Score: Raw -16008109.674645 + Penalty 3835.052792 = -16004274.621852 nChanged 2 SP:Iteration 88Q (2094.792647 sec): 3 clusters Score: Raw -16008109.712849 + Penalty 3835.052792 = -16004274.660056 nChanged 3 SP:Iteration 89Q (2095.021670 sec): 3 clusters Score: Raw -16008109.836226 + Penalty 3835.052792 = -16004274.783433 nChanged 3 SP:Iteration 90Q (2095.251047 sec): 3 clusters Score: Raw -16008110.022029 + Penalty 3835.052792 = -16004274.969236 nChanged 2 SP:Iteration 91Q (2095.486053 sec): 3 clusters Score: Raw -16008110.151464 + Penalty 3835.052792 = -16004275.098671 nChanged 5 SP:Iteration 92Q (2095.712765 sec): 3 clusters Score: Raw -16008110.318495 + Penalty 3835.052792 = -16004275.265703 nChanged 3 SP:Iteration 93Q (2095.956493 sec): 3 clusters Score: Raw -16008110.410210 + Penalty 3835.052792 = -16004275.357417 nChanged 4 SP:Iteration 94Q (2096.183745 sec): 3 clusters Score: Raw -16008110.540822 + Penalty 3835.052792 = -16004275.488029 nChanged 5 SP:Iteration 95Q (2096.419219 sec): 3 clusters Score: Raw -16008110.775442 + Penalty 3835.052792 = -16004275.722649 nChanged 6 SP:Iteration 96Q (2096.644185 sec): 3 clusters Score: Raw -16008110.933855 + Penalty 3835.052792 = -16004275.881062 nChanged 4 SP:Iteration 97Q (2096.860114 sec): 3 clusters Score: Raw -16008111.057008 + Penalty 3835.052792 = -16004276.004215 nChanged 6 SP:Iteration 98Q (2097.075805 sec): 3 clusters Score: Raw -16008111.342244 + Penalty 3835.052792 = -16004276.289451 nChanged 5 SP:Iteration 99Q (2097.304564 sec): 3 clusters Score: Raw -16008111.522420 + Penalty 3835.052792 = -16004276.469628 nChanged 3 SP:Iteration 100F (2097.585825 sec): 3 clusters Score: Raw -16008111.694499 + Penalty 3835.052792 = -16004276.641706 nChanged 3 SP:Iteration 101Q (2097.807664 sec): 3 clusters Score: Raw -16008111.790733 + Penalty 3835.052792 = -16004276.737941 nChanged 2 SP:Iteration 102Q (2098.041524 sec): 3 clusters Score: Raw -16008111.822843 + Penalty 3835.052792 = -16004276.770050 nChanged 0 SP:Iteration 103F (2098.304529 sec): 3 clusters Score: Raw -16008111.822843 + Penalty 3835.052792 = -16004276.770050 nChanged 0 Score: Raw -42670706.906864 + Penalty 52047.040338 = -42618659.866525 Splitting cluster 7 changes total score from -42617693.939241 to -42618659.866525 So it's getting split into cluster 25. Trying to split cluster 8 (2866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2104.665093 sec): 2 clusters Score: Raw -287421.647247 + Penalty 1293.609299 = -286128.037949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2104.698085 sec): 3 clusters Score: Raw -286142.308005 + Penalty 2587.218598 = -283555.089407 nChanged 1074 SP:Iteration 1F (2104.747613 sec): 3 clusters Score: Raw -286845.852371 + Penalty 2587.218598 = -284258.633773 nChanged 257 SP:Iteration 2F (2104.792402 sec): 3 clusters Score: Raw -287041.488800 + Penalty 2587.218598 = -284454.270203 nChanged 171 SP:Iteration 3F (2104.839181 sec): 3 clusters Score: Raw -287179.252067 + Penalty 2587.218598 = -284592.033470 nChanged 160 SP:Iteration 4F (2104.890227 sec): 3 clusters Score: Raw -287297.293870 + Penalty 2587.218598 = -284710.075272 nChanged 124 SP:Iteration 5Q (2104.928167 sec): 3 clusters Score: Raw -287381.275318 + Penalty 2587.218598 = -284794.056720 nChanged 108 SP:Iteration 6Q (2104.982847 sec): 3 clusters Score: Raw -287454.102311 + Penalty 2587.218598 = -284866.883713 nChanged 97 SP:Iteration 7Q (2105.041564 sec): 3 clusters Score: Raw -287516.096622 + Penalty 2587.218598 = -284928.878024 nChanged 76 SP:Iteration 8Q (2105.088731 sec): 3 clusters Score: Raw -287559.125687 + Penalty 2587.218598 = -284971.907090 nChanged 75 SP:Iteration 9Q (2105.131462 sec): 3 clusters Score: Raw -287608.631495 + Penalty 2587.218598 = -285021.412897 nChanged 64 SP:Iteration 10Q (2105.187999 sec): 3 clusters Score: Raw -287646.769828 + Penalty 2587.218598 = -285059.551230 nChanged 55 SP:Iteration 11Q (2105.231966 sec): 3 clusters Score: Raw -287676.563455 + Penalty 2587.218598 = -285089.344857 nChanged 45 SP:Iteration 12Q (2105.278324 sec): 3 clusters Score: Raw -287712.702235 + Penalty 2587.218598 = -285125.483638 nChanged 53 SP:Iteration 13Q (2105.329554 sec): 3 clusters Score: Raw -287760.973830 + Penalty 2587.218598 = -285173.755233 nChanged 66 SP:Iteration 14Q (2105.381310 sec): 3 clusters Score: Raw -287837.448867 + Penalty 2587.218598 = -285250.230269 nChanged 67 SP:Iteration 15Q (2105.440551 sec): 3 clusters Score: Raw -287901.043336 + Penalty 2587.218598 = -285313.824738 nChanged 55 SP:Iteration 16Q (2105.473141 sec): 3 clusters Score: Raw -287950.228193 + Penalty 2587.218598 = -285363.009595 nChanged 50 SP:Iteration 17Q (2105.522944 sec): 3 clusters Score: Raw -287986.628070 + Penalty 2587.218598 = -285399.409472 nChanged 39 SP:Iteration 18Q (2105.575844 sec): 3 clusters Score: Raw -288014.683205 + Penalty 2587.218598 = -285427.464607 nChanged 30 SP:Iteration 19Q (2105.615678 sec): 3 clusters Score: Raw -288042.768331 + Penalty 2587.218598 = -285455.549734 nChanged 28 SP:Iteration 20F (2105.663767 sec): 3 clusters Score: Raw -288085.354927 + Penalty 2587.218598 = -285498.136330 nChanged 33 SP:Iteration 21Q (2105.717464 sec): 3 clusters Score: Raw -288120.921740 + Penalty 2587.218598 = -285533.703143 nChanged 29 SP:Iteration 22Q (2105.768866 sec): 3 clusters Score: Raw -288139.980046 + Penalty 2587.218598 = -285552.761449 nChanged 27 SP:Iteration 23Q (2105.813846 sec): 3 clusters Score: Raw -288155.805258 + Penalty 2587.218598 = -285568.586661 nChanged 20 SP:Iteration 24Q (2105.869554 sec): 3 clusters Score: Raw -288164.039616 + Penalty 2587.218598 = -285576.821018 nChanged 17 SP:Iteration 25Q (2105.914115 sec): 3 clusters Score: Raw -288171.311695 + Penalty 2587.218598 = -285584.093097 nChanged 19 SP:Iteration 26Q (2105.963492 sec): 3 clusters Score: Raw -288181.043853 + Penalty 2587.218598 = -285593.825255 nChanged 15 SP:Iteration 27Q (2106.002414 sec): 3 clusters Score: Raw -288186.785647 + Penalty 2587.218598 = -285599.567049 nChanged 5 SP:Iteration 28Q (2106.041524 sec): 3 clusters Score: Raw -288187.985444 + Penalty 2587.218598 = -285600.766846 nChanged 7 SP:Iteration 29Q (2106.087824 sec): 3 clusters Score: Raw -288189.664134 + Penalty 2587.218598 = -285602.445536 nChanged 4 SP:Iteration 30Q (2106.135998 sec): 3 clusters Score: Raw -288191.116582 + Penalty 2587.218598 = -285603.897984 nChanged 4 SP:Iteration 31Q (2106.185254 sec): 3 clusters Score: Raw -288192.255046 + Penalty 2587.218598 = -285605.036448 nChanged 1 SP:Iteration 32Q (2106.232237 sec): 3 clusters Score: Raw -288192.342376 + Penalty 2587.218598 = -285605.123779 nChanged 0 SP:Iteration 33F (2106.275514 sec): 3 clusters Score: Raw -288192.342376 + Penalty 2587.218598 = -285605.123779 nChanged 0 Trying to split cluster 9 (13716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2106.318976 sec): 2 clusters Score: Raw -1602204.770963 + Penalty 1548.026726 = -1600656.744238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2106.396463 sec): 3 clusters Score: Raw -1594237.381897 + Penalty 3096.053452 = -1591141.328445 nChanged 6032 SP:Iteration 1F (2106.447470 sec): 3 clusters Score: Raw -1597580.883001 + Penalty 3096.053452 = -1594484.829549 nChanged 865 SP:Iteration 2F (2106.510742 sec): 3 clusters Score: Raw -1598103.094100 + Penalty 3096.053452 = -1595007.040648 nChanged 890 SP:Iteration 3F (2106.565413 sec): 3 clusters Score: Raw -1598820.139001 + Penalty 3096.053452 = -1595724.085549 nChanged 972 SP:Iteration 4F (2106.634710 sec): 3 clusters Score: Raw -1599693.042269 + Penalty 3096.053452 = -1596596.988817 nChanged 988 SP:Iteration 5F (2106.700482 sec): 3 clusters Score: Raw -1600515.695165 + Penalty 3096.053452 = -1597419.641713 nChanged 881 SP:Iteration 6F (2106.757207 sec): 3 clusters Score: Raw -1601138.077266 + Penalty 3096.053452 = -1598042.023814 nChanged 716 SP:Iteration 7F (2106.822161 sec): 3 clusters Score: Raw -1601589.070430 + Penalty 3096.053452 = -1598493.016978 nChanged 545 SP:Iteration 8Q (2106.881377 sec): 3 clusters Score: Raw -1601863.026047 + Penalty 3096.053452 = -1598766.972595 nChanged 394 SP:Iteration 9Q (2106.943328 sec): 3 clusters Score: Raw -1602053.077775 + Penalty 3096.053452 = -1598957.024323 nChanged 335 SP:Iteration 10Q (2107.018432 sec): 3 clusters Score: Raw -1602198.860792 + Penalty 3096.053452 = -1599102.807340 nChanged 268 SP:Iteration 11Q (2107.082561 sec): 3 clusters Score: Raw -1602305.669329 + Penalty 3096.053452 = -1599209.615877 nChanged 219 SP:Iteration 12Q (2107.141965 sec): 3 clusters Score: Raw -1602383.598833 + Penalty 3096.053452 = -1599287.545381 nChanged 196 SP:Iteration 13Q (2107.212125 sec): 3 clusters Score: Raw -1602450.052418 + Penalty 3096.053452 = -1599353.998966 nChanged 165 SP:Iteration 14Q (2107.279220 sec): 3 clusters Score: Raw -1602507.769278 + Penalty 3096.053452 = -1599411.715826 nChanged 151 SP:Iteration 15Q (2107.350770 sec): 3 clusters Score: Raw -1602554.717415 + Penalty 3096.053452 = -1599458.663963 nChanged 140 SP:Iteration 16Q (2107.412177 sec): 3 clusters Score: Raw -1602595.513871 + Penalty 3096.053452 = -1599499.460419 nChanged 120 SP:Iteration 17Q (2107.488002 sec): 3 clusters Score: Raw -1602629.119029 + Penalty 3096.053452 = -1599533.065578 nChanged 95 SP:Iteration 18Q (2107.547600 sec): 3 clusters Score: Raw -1602653.504713 + Penalty 3096.053452 = -1599557.451261 nChanged 93 SP:Iteration 19Q (2107.609890 sec): 3 clusters Score: Raw -1602674.742878 + Penalty 3096.053452 = -1599578.689426 nChanged 97 SP:Iteration 20F (2107.676091 sec): 3 clusters Score: Raw -1602695.527823 + Penalty 3096.053452 = -1599599.474371 nChanged 75 SP:Iteration 21Q (2107.730008 sec): 3 clusters Score: Raw -1602713.890858 + Penalty 3096.053452 = -1599617.837406 nChanged 78 SP:Iteration 22Q (2107.803656 sec): 3 clusters Score: Raw -1602733.292429 + Penalty 3096.053452 = -1599637.238977 nChanged 82 SP:Iteration 23Q (2107.864511 sec): 3 clusters Score: Raw -1602755.379125 + Penalty 3096.053452 = -1599659.325673 nChanged 66 SP:Iteration 24Q (2107.932814 sec): 3 clusters Score: Raw -1602771.566552 + Penalty 3096.053452 = -1599675.513100 nChanged 75 SP:Iteration 25Q (2107.999580 sec): 3 clusters Score: Raw -1602789.599912 + Penalty 3096.053452 = -1599693.546460 nChanged 58 SP:Iteration 26Q (2108.062367 sec): 3 clusters Score: Raw -1602801.008580 + Penalty 3096.053452 = -1599704.955128 nChanged 65 SP:Iteration 27Q (2108.126776 sec): 3 clusters Score: Raw -1602814.848325 + Penalty 3096.053452 = -1599718.794873 nChanged 51 SP:Iteration 28Q (2108.192928 sec): 3 clusters Score: Raw -1602825.381804 + Penalty 3096.053452 = -1599729.328352 nChanged 36 SP:Iteration 29Q (2108.266370 sec): 3 clusters Score: Raw -1602830.532670 + Penalty 3096.053452 = -1599734.479218 nChanged 32 SP:Iteration 30Q (2108.336686 sec): 3 clusters Score: Raw -1602834.435135 + Penalty 3096.053452 = -1599738.381683 nChanged 28 SP:Iteration 31Q (2108.408983 sec): 3 clusters Score: Raw -1602837.684360 + Penalty 3096.053452 = -1599741.630908 nChanged 27 SP:Iteration 32Q (2108.463905 sec): 3 clusters Score: Raw -1602840.739590 + Penalty 3096.053452 = -1599744.686138 nChanged 23 SP:Iteration 33Q (2108.542635 sec): 3 clusters Score: Raw -1602844.514550 + Penalty 3096.053452 = -1599748.461099 nChanged 25 SP:Iteration 34Q (2108.599972 sec): 3 clusters Score: Raw -1602850.154727 + Penalty 3096.053452 = -1599754.101275 nChanged 33 SP:Iteration 35Q (2108.671724 sec): 3 clusters Score: Raw -1602857.062967 + Penalty 3096.053452 = -1599761.009515 nChanged 38 SP:Iteration 36Q (2108.735355 sec): 3 clusters Score: Raw -1602864.576729 + Penalty 3096.053452 = -1599768.523277 nChanged 45 SP:Iteration 37Q (2108.806867 sec): 3 clusters Score: Raw -1602874.299331 + Penalty 3096.053452 = -1599778.245880 nChanged 48 SP:Iteration 38Q (2108.873740 sec): 3 clusters Score: Raw -1602884.482385 + Penalty 3096.053452 = -1599788.428933 nChanged 57 SP:Iteration 39Q (2108.939601 sec): 3 clusters Score: Raw -1602897.333374 + Penalty 3096.053452 = -1599801.279922 nChanged 53 SP:Iteration 40F (2109.002731 sec): 3 clusters Score: Raw -1602907.929235 + Penalty 3096.053452 = -1599811.875783 nChanged 44 SP:Iteration 41Q (2109.063906 sec): 3 clusters Score: Raw -1602915.003695 + Penalty 3096.053452 = -1599818.950243 nChanged 28 SP:Iteration 42Q (2109.134940 sec): 3 clusters Score: Raw -1602919.599396 + Penalty 3096.053452 = -1599823.545945 nChanged 24 SP:Iteration 43Q (2109.185316 sec): 3 clusters Score: Raw -1602924.177820 + Penalty 3096.053452 = -1599828.124368 nChanged 26 SP:Iteration 44Q (2109.256903 sec): 3 clusters Score: Raw -1602928.189315 + Penalty 3096.053452 = -1599832.135863 nChanged 25 SP:Iteration 45Q (2109.314457 sec): 3 clusters Score: Raw -1602931.866896 + Penalty 3096.053452 = -1599835.813444 nChanged 25 SP:Iteration 46Q (2109.381510 sec): 3 clusters Score: Raw -1602936.743515 + Penalty 3096.053452 = -1599840.690063 nChanged 23 SP:Iteration 47Q (2109.451028 sec): 3 clusters Score: Raw -1602941.131553 + Penalty 3096.053452 = -1599845.078101 nChanged 28 SP:Iteration 48Q (2109.519321 sec): 3 clusters Score: Raw -1602946.205972 + Penalty 3096.053452 = -1599850.152520 nChanged 33 SP:Iteration 49Q (2109.582889 sec): 3 clusters Score: Raw -1602952.102720 + Penalty 3096.053452 = -1599856.049268 nChanged 34 SP:Iteration 50Q (2109.644980 sec): 3 clusters Score: Raw -1602957.436400 + Penalty 3096.053452 = -1599861.382948 nChanged 23 SP:Iteration 51Q (2109.700226 sec): 3 clusters Score: Raw -1602960.070539 + Penalty 3096.053452 = -1599864.017087 nChanged 25 SP:Iteration 52Q (2109.763238 sec): 3 clusters Score: Raw -1602963.970870 + Penalty 3096.053452 = -1599867.917418 nChanged 24 SP:Iteration 53Q (2109.831190 sec): 3 clusters Score: Raw -1602967.622650 + Penalty 3096.053452 = -1599871.569198 nChanged 23 SP:Iteration 54Q (2109.899166 sec): 3 clusters Score: Raw -1602971.096501 + Penalty 3096.053452 = -1599875.043049 nChanged 22 SP:Iteration 55Q (2109.962610 sec): 3 clusters Score: Raw -1602974.052249 + Penalty 3096.053452 = -1599877.998797 nChanged 21 SP:Iteration 56Q (2110.030026 sec): 3 clusters Score: Raw -1602977.092896 + Penalty 3096.053452 = -1599881.039444 nChanged 16 SP:Iteration 57Q (2110.091538 sec): 3 clusters Score: Raw -1602979.709054 + Penalty 3096.053452 = -1599883.655602 nChanged 10 SP:Iteration 58Q (2110.155663 sec): 3 clusters Score: Raw -1602980.905212 + Penalty 3096.053452 = -1599884.851760 nChanged 7 SP:Iteration 59Q (2110.224988 sec): 3 clusters Score: Raw -1602982.098411 + Penalty 3096.053452 = -1599886.044959 nChanged 6 SP:Iteration 60F (2110.286433 sec): 3 clusters Score: Raw -1602982.831350 + Penalty 3096.053452 = -1599886.777898 nChanged 6 SP:Iteration 61Q (2110.353304 sec): 3 clusters Score: Raw -1602983.393039 + Penalty 3096.053452 = -1599887.339587 nChanged 2 SP:Iteration 62Q (2110.424273 sec): 3 clusters Score: Raw -1602983.508714 + Penalty 3096.053452 = -1599887.455262 nChanged 0 SP:Iteration 63F (2110.496033 sec): 3 clusters Score: Raw -1602983.508714 + Penalty 3096.053452 = -1599887.455262 nChanged 0 Trying to split cluster 10 (6684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2110.531859 sec): 2 clusters Score: Raw -792586.149358 + Penalty 1431.214182 = -791154.935176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2110.591363 sec): 3 clusters Score: Raw -789069.641441 + Penalty 2862.428364 = -786207.213077 nChanged 2740 SP:Iteration 1F (2110.637953 sec): 3 clusters Score: Raw -790688.227444 + Penalty 2862.428364 = -787825.799079 nChanged 516 SP:Iteration 2F (2110.700587 sec): 3 clusters Score: Raw -791137.994898 + Penalty 2862.428364 = -788275.566534 nChanged 469 SP:Iteration 3F (2110.758176 sec): 3 clusters Score: Raw -791640.373447 + Penalty 2862.428364 = -788777.945082 nChanged 462 SP:Iteration 4F (2110.802568 sec): 3 clusters Score: Raw -792053.439232 + Penalty 2862.428364 = -789191.010868 nChanged 401 SP:Iteration 5F (2110.858868 sec): 3 clusters Score: Raw -792315.012900 + Penalty 2862.428364 = -789452.584536 nChanged 319 SP:Iteration 6Q (2110.910143 sec): 3 clusters Score: Raw -792499.215702 + Penalty 2862.428364 = -789636.787338 nChanged 287 SP:Iteration 7Q (2110.964742 sec): 3 clusters Score: Raw -792682.382387 + Penalty 2862.428364 = -789819.954022 nChanged 299 SP:Iteration 8Q (2111.030024 sec): 3 clusters Score: Raw -792865.148473 + Penalty 2862.428364 = -790002.720109 nChanged 239 SP:Iteration 9Q (2111.073134 sec): 3 clusters Score: Raw -792995.966013 + Penalty 2862.428364 = -790133.537649 nChanged 205 SP:Iteration 10Q (2111.128704 sec): 3 clusters Score: Raw -793108.735691 + Penalty 2862.428364 = -790246.307327 nChanged 170 SP:Iteration 11Q (2111.197034 sec): 3 clusters Score: Raw -793204.268263 + Penalty 2862.428364 = -790341.839899 nChanged 190 SP:Iteration 12Q (2111.249188 sec): 3 clusters Score: Raw -793315.057077 + Penalty 2862.428364 = -790452.628713 nChanged 180 SP:Iteration 13Q (2111.305157 sec): 3 clusters Score: Raw -793423.719506 + Penalty 2862.428364 = -790561.291142 nChanged 157 SP:Iteration 14Q (2111.350831 sec): 3 clusters Score: Raw -793510.398641 + Penalty 2862.428364 = -790647.970277 nChanged 142 SP:Iteration 15Q (2111.408070 sec): 3 clusters Score: Raw -793596.050029 + Penalty 2862.428364 = -790733.621665 nChanged 149 SP:Iteration 16Q (2111.457369 sec): 3 clusters Score: Raw -793688.503476 + Penalty 2862.428364 = -790826.075112 nChanged 134 SP:Iteration 17Q (2111.520850 sec): 3 clusters Score: Raw -793776.042536 + Penalty 2862.428364 = -790913.614171 nChanged 112 SP:Iteration 18Q (2111.569459 sec): 3 clusters Score: Raw -793863.248840 + Penalty 2862.428364 = -791000.820476 nChanged 108 SP:Iteration 19Q (2111.629200 sec): 3 clusters Score: Raw -793937.516010 + Penalty 2862.428364 = -791075.087646 nChanged 82 SP:Iteration 20F (2111.677820 sec): 3 clusters Score: Raw -793993.689715 + Penalty 2862.428364 = -791131.261351 nChanged 79 SP:Iteration 21Q (2111.737341 sec): 3 clusters Score: Raw -794066.888454 + Penalty 2862.428364 = -791204.460090 nChanged 65 SP:Iteration 22Q (2111.793364 sec): 3 clusters Score: Raw -794134.930697 + Penalty 2862.428364 = -791272.502333 nChanged 64 SP:Iteration 23Q (2111.847504 sec): 3 clusters Score: Raw -794216.945133 + Penalty 2862.428364 = -791354.516769 nChanged 54 SP:Iteration 24Q (2111.896481 sec): 3 clusters Score: Raw -794311.521325 + Penalty 2862.428364 = -791449.092961 nChanged 48 SP:Iteration 25Q (2111.940886 sec): 3 clusters Score: Raw -794396.806496 + Penalty 2862.428364 = -791534.378132 nChanged 30 SP:Iteration 26Q (2111.995217 sec): 3 clusters Score: Raw -794425.103788 + Penalty 2862.428364 = -791562.675424 nChanged 12 SP:Iteration 27Q (2112.046882 sec): 3 clusters Score: Raw -794435.180858 + Penalty 2862.428364 = -791572.752494 nChanged 13 SP:Iteration 28Q (2112.087030 sec): 3 clusters Score: Raw -794442.633962 + Penalty 2862.428364 = -791580.205598 nChanged 8 SP:Iteration 29Q (2112.139572 sec): 3 clusters Score: Raw -794446.826430 + Penalty 2862.428364 = -791584.398066 nChanged 4 SP:Iteration 30Q (2112.191051 sec): 3 clusters Score: Raw -794448.091566 + Penalty 2862.428364 = -791585.663202 nChanged 1 SP:Iteration 31Q (2112.245308 sec): 3 clusters Score: Raw -794448.371738 + Penalty 2862.428364 = -791585.943373 nChanged 0 SP:Iteration 32F (2112.305044 sec): 3 clusters Score: Raw -794448.371738 + Penalty 2862.428364 = -791585.943373 nChanged 0 Score: Raw -42672569.129243 + Penalty 54128.921952 = -42618440.207291 Splitting cluster 10 changes total score from -42617693.939241 to -42618440.207291 So it's getting split into cluster 26. Trying to split cluster 11 (11962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2118.747729 sec): 2 clusters Score: Raw -1303427.859260 + Penalty 1525.792164 = -1301902.067096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2118.807759 sec): 3 clusters Score: Raw -1296566.751524 + Penalty 3051.584327 = -1293515.167197 nChanged 5195 SP:Iteration 1F (2118.874556 sec): 3 clusters Score: Raw -1299278.003672 + Penalty 3051.584327 = -1296226.419345 nChanged 744 SP:Iteration 2F (2118.933759 sec): 3 clusters Score: Raw -1299641.506212 + Penalty 3051.584327 = -1296589.921885 nChanged 706 SP:Iteration 3F (2119.011013 sec): 3 clusters Score: Raw -1300026.143103 + Penalty 3051.584327 = -1296974.558776 nChanged 707 SP:Iteration 4F (2119.071072 sec): 3 clusters Score: Raw -1300375.018595 + Penalty 3051.584327 = -1297323.434267 nChanged 713 SP:Iteration 5F (2119.130153 sec): 3 clusters Score: Raw -1300757.189598 + Penalty 3051.584327 = -1297705.605271 nChanged 679 SP:Iteration 6F (2119.202908 sec): 3 clusters Score: Raw -1301114.899711 + Penalty 3051.584327 = -1298063.315384 nChanged 611 SP:Iteration 7F (2119.253158 sec): 3 clusters Score: Raw -1301445.654578 + Penalty 3051.584327 = -1298394.070251 nChanged 546 SP:Iteration 8Q (2119.326195 sec): 3 clusters Score: Raw -1301743.390782 + Penalty 3051.584327 = -1298691.806455 nChanged 506 SP:Iteration 9Q (2119.378540 sec): 3 clusters Score: Raw -1302036.760151 + Penalty 3051.584327 = -1298985.175824 nChanged 470 SP:Iteration 10Q (2119.451619 sec): 3 clusters Score: Raw -1302313.217139 + Penalty 3051.584327 = -1299261.632812 nChanged 415 SP:Iteration 11Q (2119.507272 sec): 3 clusters Score: Raw -1302558.735277 + Penalty 3051.584327 = -1299507.150950 nChanged 341 SP:Iteration 12Q (2119.583006 sec): 3 clusters Score: Raw -1302756.136582 + Penalty 3051.584327 = -1299704.552255 nChanged 304 SP:Iteration 13Q (2119.643693 sec): 3 clusters Score: Raw -1302941.400165 + Penalty 3051.584327 = -1299889.815838 nChanged 252 SP:Iteration 14Q (2119.711071 sec): 3 clusters Score: Raw -1303091.047164 + Penalty 3051.584327 = -1300039.462837 nChanged 209 SP:Iteration 15Q (2119.787988 sec): 3 clusters Score: Raw -1303212.226361 + Penalty 3051.584327 = -1300160.642033 nChanged 172 SP:Iteration 16Q (2119.851383 sec): 3 clusters Score: Raw -1303323.346578 + Penalty 3051.584327 = -1300271.762251 nChanged 132 SP:Iteration 17Q (2119.908608 sec): 3 clusters Score: Raw -1303398.728165 + Penalty 3051.584327 = -1300347.143838 nChanged 114 SP:Iteration 18Q (2119.974053 sec): 3 clusters Score: Raw -1303457.801175 + Penalty 3051.584327 = -1300406.216847 nChanged 90 SP:Iteration 19Q (2120.038341 sec): 3 clusters Score: Raw -1303506.273177 + Penalty 3051.584327 = -1300454.688849 nChanged 73 SP:Iteration 20F (2120.101716 sec): 3 clusters Score: Raw -1303540.422389 + Penalty 3051.584327 = -1300488.838062 nChanged 66 SP:Iteration 21Q (2120.156902 sec): 3 clusters Score: Raw -1303579.175227 + Penalty 3051.584327 = -1300527.590900 nChanged 65 SP:Iteration 22Q (2120.210363 sec): 3 clusters Score: Raw -1303611.714597 + Penalty 3051.584327 = -1300560.130269 nChanged 55 SP:Iteration 23Q (2120.286199 sec): 3 clusters Score: Raw -1303638.926605 + Penalty 3051.584327 = -1300587.342278 nChanged 42 SP:Iteration 24Q (2120.345607 sec): 3 clusters Score: Raw -1303655.609636 + Penalty 3051.584327 = -1300604.025309 nChanged 33 SP:Iteration 25Q (2120.413949 sec): 3 clusters Score: Raw -1303667.484473 + Penalty 3051.584327 = -1300615.900146 nChanged 23 SP:Iteration 26Q (2120.466614 sec): 3 clusters Score: Raw -1303674.387321 + Penalty 3051.584327 = -1300622.802994 nChanged 16 SP:Iteration 27Q (2120.534067 sec): 3 clusters Score: Raw -1303678.680995 + Penalty 3051.584327 = -1300627.096668 nChanged 17 SP:Iteration 28Q (2120.589568 sec): 3 clusters Score: Raw -1303684.616605 + Penalty 3051.584327 = -1300633.032278 nChanged 16 SP:Iteration 29Q (2120.655349 sec): 3 clusters Score: Raw -1303689.666909 + Penalty 3051.584327 = -1300638.082582 nChanged 16 SP:Iteration 30Q (2120.721824 sec): 3 clusters Score: Raw -1303695.709634 + Penalty 3051.584327 = -1300644.125307 nChanged 17 SP:Iteration 31Q (2120.775887 sec): 3 clusters Score: Raw -1303702.096096 + Penalty 3051.584327 = -1300650.511768 nChanged 22 SP:Iteration 32Q (2120.852406 sec): 3 clusters Score: Raw -1303709.378381 + Penalty 3051.584327 = -1300657.794053 nChanged 23 SP:Iteration 33Q (2120.913226 sec): 3 clusters Score: Raw -1303719.505546 + Penalty 3051.584327 = -1300667.921218 nChanged 19 SP:Iteration 34Q (2120.970243 sec): 3 clusters Score: Raw -1303727.245616 + Penalty 3051.584327 = -1300675.661288 nChanged 12 SP:Iteration 35Q (2121.017967 sec): 3 clusters Score: Raw -1303732.747555 + Penalty 3051.584327 = -1300681.163228 nChanged 16 SP:Iteration 36Q (2121.077699 sec): 3 clusters Score: Raw -1303738.616985 + Penalty 3051.584327 = -1300687.032658 nChanged 7 SP:Iteration 37Q (2121.145860 sec): 3 clusters Score: Raw -1303741.042366 + Penalty 3051.584327 = -1300689.458039 nChanged 4 SP:Iteration 38Q (2121.203611 sec): 3 clusters Score: Raw -1303742.227477 + Penalty 3051.584327 = -1300690.643150 nChanged 7 SP:Iteration 39Q (2121.260914 sec): 3 clusters Score: Raw -1303745.792635 + Penalty 3051.584327 = -1300694.208308 nChanged 13 SP:Iteration 40F (2121.332599 sec): 3 clusters Score: Raw -1303749.896334 + Penalty 3051.584327 = -1300698.312006 nChanged 12 SP:Iteration 41Q (2121.392768 sec): 3 clusters Score: Raw -1303755.013641 + Penalty 3051.584327 = -1300703.429314 nChanged 12 SP:Iteration 42Q (2121.457964 sec): 3 clusters Score: Raw -1303761.748562 + Penalty 3051.584327 = -1300710.164235 nChanged 18 SP:Iteration 43Q (2121.528712 sec): 3 clusters Score: Raw -1303771.871994 + Penalty 3051.584327 = -1300720.287667 nChanged 17 SP:Iteration 44Q (2121.586724 sec): 3 clusters Score: Raw -1303779.345701 + Penalty 3051.584327 = -1300727.761374 nChanged 19 SP:Iteration 45Q (2121.645189 sec): 3 clusters Score: Raw -1303788.018266 + Penalty 3051.584327 = -1300736.433939 nChanged 18 SP:Iteration 46Q (2121.704468 sec): 3 clusters Score: Raw -1303800.039910 + Penalty 3051.584327 = -1300748.455583 nChanged 22 SP:Iteration 47Q (2121.770470 sec): 3 clusters Score: Raw -1303817.397664 + Penalty 3051.584327 = -1300765.813337 nChanged 27 SP:Iteration 48Q (2121.838064 sec): 3 clusters Score: Raw -1303834.427271 + Penalty 3051.584327 = -1300782.842943 nChanged 26 SP:Iteration 49Q (2121.895056 sec): 3 clusters Score: Raw -1303852.065777 + Penalty 3051.584327 = -1300800.481450 nChanged 27 SP:Iteration 50Q (2121.949536 sec): 3 clusters Score: Raw -1303864.115878 + Penalty 3051.584327 = -1300812.531551 nChanged 16 SP:Iteration 51Q (2122.013685 sec): 3 clusters Score: Raw -1303870.943085 + Penalty 3051.584327 = -1300819.358758 nChanged 15 SP:Iteration 52Q (2122.077263 sec): 3 clusters Score: Raw -1303875.667528 + Penalty 3051.584327 = -1300824.083201 nChanged 6 SP:Iteration 53Q (2122.140546 sec): 3 clusters Score: Raw -1303878.425308 + Penalty 3051.584327 = -1300826.840981 nChanged 8 SP:Iteration 54Q (2122.200753 sec): 3 clusters Score: Raw -1303881.114977 + Penalty 3051.584327 = -1300829.530650 nChanged 6 SP:Iteration 55Q (2122.269057 sec): 3 clusters Score: Raw -1303883.232383 + Penalty 3051.584327 = -1300831.648056 nChanged 5 SP:Iteration 56Q (2122.327448 sec): 3 clusters Score: Raw -1303885.494532 + Penalty 3051.584327 = -1300833.910205 nChanged 9 SP:Iteration 57Q (2122.391360 sec): 3 clusters Score: Raw -1303888.257275 + Penalty 3051.584327 = -1300836.672948 nChanged 9 SP:Iteration 58Q (2122.454220 sec): 3 clusters Score: Raw -1303892.546762 + Penalty 3051.584327 = -1300840.962435 nChanged 7 SP:Iteration 59Q (2122.508720 sec): 3 clusters Score: Raw -1303895.955715 + Penalty 3051.584327 = -1300844.371388 nChanged 6 SP:Iteration 60F (2122.568410 sec): 3 clusters Score: Raw -1303898.320662 + Penalty 3051.584327 = -1300846.736335 nChanged 4 SP:Iteration 61Q (2122.628111 sec): 3 clusters Score: Raw -1303899.695427 + Penalty 3051.584327 = -1300848.111100 nChanged 4 SP:Iteration 62Q (2122.691490 sec): 3 clusters Score: Raw -1303901.502119 + Penalty 3051.584327 = -1300849.917792 nChanged 3 SP:Iteration 63Q (2122.750140 sec): 3 clusters Score: Raw -1303902.355268 + Penalty 3051.584327 = -1300850.770941 nChanged 3 SP:Iteration 64Q (2122.815728 sec): 3 clusters Score: Raw -1303903.181695 + Penalty 3051.584327 = -1300851.597367 nChanged 1 SP:Iteration 65Q (2122.877805 sec): 3 clusters Score: Raw -1303903.437760 + Penalty 3051.584327 = -1300851.853433 nChanged 1 SP:Iteration 66Q (2122.936810 sec): 3 clusters Score: Raw -1303903.755317 + Penalty 3051.584327 = -1300852.170989 nChanged 0 SP:Iteration 67F (2122.994928 sec): 3 clusters Score: Raw -1303903.755317 + Penalty 3051.584327 = -1300852.170989 nChanged 0 Trying to split cluster 12 (8727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2123.028059 sec): 2 clusters Score: Raw -1030237.717579 + Penalty 1474.553754 = -1028763.163825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2123.085640 sec): 3 clusters Score: Raw -1025366.880513 + Penalty 2949.107508 = -1022417.773006 nChanged 3711 SP:Iteration 1F (2123.140118 sec): 3 clusters Score: Raw -1027466.214665 + Penalty 2949.107508 = -1024517.107157 nChanged 659 SP:Iteration 2F (2123.209892 sec): 3 clusters Score: Raw -1027857.073131 + Penalty 2949.107508 = -1024907.965623 nChanged 603 SP:Iteration 3F (2123.260814 sec): 3 clusters Score: Raw -1028240.415710 + Penalty 2949.107508 = -1025291.308202 nChanged 539 SP:Iteration 4F (2123.319242 sec): 3 clusters Score: Raw -1028585.831092 + Penalty 2949.107508 = -1025636.723584 nChanged 470 SP:Iteration 5F (2123.386203 sec): 3 clusters Score: Raw -1028913.546797 + Penalty 2949.107508 = -1025964.439290 nChanged 413 SP:Iteration 6Q (2123.443391 sec): 3 clusters Score: Raw -1029254.005284 + Penalty 2949.107508 = -1026304.897776 nChanged 362 SP:Iteration 7Q (2123.502016 sec): 3 clusters Score: Raw -1029542.923848 + Penalty 2949.107508 = -1026593.816340 nChanged 312 SP:Iteration 8Q (2123.558839 sec): 3 clusters Score: Raw -1029758.170958 + Penalty 2949.107508 = -1026809.063450 nChanged 252 SP:Iteration 9Q (2123.611385 sec): 3 clusters Score: Raw -1029925.556208 + Penalty 2949.107508 = -1026976.448700 nChanged 198 SP:Iteration 10Q (2123.668150 sec): 3 clusters Score: Raw -1030049.552473 + Penalty 2949.107508 = -1027100.444965 nChanged 162 SP:Iteration 11Q (2123.732707 sec): 3 clusters Score: Raw -1030148.590284 + Penalty 2949.107508 = -1027199.482777 nChanged 141 SP:Iteration 12Q (2123.789689 sec): 3 clusters Score: Raw -1030229.801344 + Penalty 2949.107508 = -1027280.693836 nChanged 123 SP:Iteration 13Q (2123.855233 sec): 3 clusters Score: Raw -1030307.072354 + Penalty 2949.107508 = -1027357.964846 nChanged 103 SP:Iteration 14Q (2123.910172 sec): 3 clusters Score: Raw -1030360.672921 + Penalty 2949.107508 = -1027411.565413 nChanged 83 SP:Iteration 15Q (2123.967546 sec): 3 clusters Score: Raw -1030405.690555 + Penalty 2949.107508 = -1027456.583047 nChanged 80 SP:Iteration 16Q (2124.035597 sec): 3 clusters Score: Raw -1030452.928564 + Penalty 2949.107508 = -1027503.821056 nChanged 71 SP:Iteration 17Q (2124.085326 sec): 3 clusters Score: Raw -1030495.272552 + Penalty 2949.107508 = -1027546.165044 nChanged 61 SP:Iteration 18Q (2124.151164 sec): 3 clusters Score: Raw -1030525.938066 + Penalty 2949.107508 = -1027576.830559 nChanged 55 SP:Iteration 19Q (2124.206330 sec): 3 clusters Score: Raw -1030553.978856 + Penalty 2949.107508 = -1027604.871348 nChanged 37 SP:Iteration 20F (2124.260356 sec): 3 clusters Score: Raw -1030573.270638 + Penalty 2949.107508 = -1027624.163130 nChanged 31 SP:Iteration 21Q (2124.316531 sec): 3 clusters Score: Raw -1030589.083151 + Penalty 2949.107508 = -1027639.975643 nChanged 26 SP:Iteration 22Q (2124.368077 sec): 3 clusters Score: Raw -1030597.799113 + Penalty 2949.107508 = -1027648.691605 nChanged 20 SP:Iteration 23Q (2124.422999 sec): 3 clusters Score: Raw -1030603.808743 + Penalty 2949.107508 = -1027654.701235 nChanged 20 SP:Iteration 24Q (2124.471057 sec): 3 clusters Score: Raw -1030610.829411 + Penalty 2949.107508 = -1027661.721903 nChanged 19 SP:Iteration 25Q (2124.536584 sec): 3 clusters Score: Raw -1030617.756774 + Penalty 2949.107508 = -1027668.649266 nChanged 15 SP:Iteration 26Q (2124.594501 sec): 3 clusters Score: Raw -1030622.843693 + Penalty 2949.107508 = -1027673.736185 nChanged 15 SP:Iteration 27Q (2124.635441 sec): 3 clusters Score: Raw -1030627.650803 + Penalty 2949.107508 = -1027678.543295 nChanged 12 SP:Iteration 28Q (2124.695602 sec): 3 clusters Score: Raw -1030630.767942 + Penalty 2949.107508 = -1027681.660434 nChanged 7 SP:Iteration 29Q (2124.748556 sec): 3 clusters Score: Raw -1030632.333684 + Penalty 2949.107508 = -1027683.226176 nChanged 7 SP:Iteration 30Q (2124.806976 sec): 3 clusters Score: Raw -1030635.098194 + Penalty 2949.107508 = -1027685.990686 nChanged 6 SP:Iteration 31Q (2124.860431 sec): 3 clusters Score: Raw -1030637.070597 + Penalty 2949.107508 = -1027687.963089 nChanged 4 SP:Iteration 32Q (2124.930076 sec): 3 clusters Score: Raw -1030637.888721 + Penalty 2949.107508 = -1027688.781214 nChanged 2 SP:Iteration 33Q (2124.982529 sec): 3 clusters Score: Raw -1030638.237038 + Penalty 2949.107508 = -1027689.129530 nChanged 3 SP:Iteration 34Q (2125.031101 sec): 3 clusters Score: Raw -1030638.974699 + Penalty 2949.107508 = -1027689.867192 nChanged 1 SP:Iteration 35Q (2125.083549 sec): 3 clusters Score: Raw -1030639.119813 + Penalty 2949.107508 = -1027690.012305 nChanged 0 SP:Iteration 36F (2125.140872 sec): 3 clusters Score: Raw -1030639.119813 + Penalty 2949.107508 = -1027690.012305 nChanged 0 Trying to split cluster 13 (72340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2125.263561 sec): 2 clusters Score: Raw -8712349.898188 + Penalty 1818.234032 = -8710531.664156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2125.424568 sec): 3 clusters Score: Raw -8665814.490161 + Penalty 3636.468064 = -8662178.022097 nChanged 34484 SP:Iteration 1F (2125.613199 sec): 3 clusters Score: Raw -8685604.263630 + Penalty 3636.468064 = -8681967.795566 nChanged 2911 SP:Iteration 2Q (2125.771405 sec): 3 clusters Score: Raw -8686543.437900 + Penalty 3636.468064 = -8682906.969836 nChanged 3379 SP:Iteration 3Q (2125.950824 sec): 3 clusters Score: Raw -8687942.070825 + Penalty 3636.468064 = -8684305.602760 nChanged 4183 SP:Iteration 4F (2126.114891 sec): 3 clusters Score: Raw -8690270.542791 + Penalty 3636.468064 = -8686634.074726 nChanged 5183 SP:Iteration 5F (2126.296434 sec): 3 clusters Score: Raw -8694082.097359 + Penalty 3636.468064 = -8690445.629295 nChanged 5783 SP:Iteration 6F (2126.465741 sec): 3 clusters Score: Raw -8699117.138168 + Penalty 3636.468064 = -8695480.670104 nChanged 5326 SP:Iteration 7F (2126.625822 sec): 3 clusters Score: Raw -8704191.611576 + Penalty 3636.468064 = -8700555.143512 nChanged 3840 SP:Iteration 8F (2126.779957 sec): 3 clusters Score: Raw -8707794.396094 + Penalty 3636.468064 = -8704157.928030 nChanged 2489 SP:Iteration 9Q (2126.947559 sec): 3 clusters Score: Raw -8709890.646768 + Penalty 3636.468064 = -8706254.178703 nChanged 1555 SP:Iteration 10Q (2127.108193 sec): 3 clusters Score: Raw -8711055.070919 + Penalty 3636.468064 = -8707418.602855 nChanged 1011 SP:Iteration 11Q (2127.249505 sec): 3 clusters Score: Raw -8711672.951832 + Penalty 3636.468064 = -8708036.483768 nChanged 694 SP:Iteration 12Q (2127.391580 sec): 3 clusters Score: Raw -8712029.352422 + Penalty 3636.468064 = -8708392.884357 nChanged 521 SP:Iteration 13Q (2127.538869 sec): 3 clusters Score: Raw -8712273.420734 + Penalty 3636.468064 = -8708636.952670 nChanged 397 SP:Iteration 14Q (2127.683755 sec): 3 clusters Score: Raw -8712437.719810 + Penalty 3636.468064 = -8708801.251746 nChanged 317 SP:Iteration 15Q (2127.823603 sec): 3 clusters Score: Raw -8712562.268980 + Penalty 3636.468064 = -8708925.800916 nChanged 256 SP:Iteration 16Q (2127.966128 sec): 3 clusters Score: Raw -8712662.258153 + Penalty 3636.468064 = -8709025.790089 nChanged 201 SP:Iteration 17Q (2128.098444 sec): 3 clusters Score: Raw -8712731.036874 + Penalty 3636.468064 = -8709094.568810 nChanged 156 SP:Iteration 18Q (2128.240110 sec): 3 clusters Score: Raw -8712775.121571 + Penalty 3636.468064 = -8709138.653507 nChanged 136 SP:Iteration 19Q (2128.396251 sec): 3 clusters Score: Raw -8712811.283562 + Penalty 3636.468064 = -8709174.815498 nChanged 92 SP:Iteration 20F (2128.560536 sec): 3 clusters Score: Raw -8712833.814710 + Penalty 3636.468064 = -8709197.346646 nChanged 87 SP:Iteration 21Q (2128.704138 sec): 3 clusters Score: Raw -8712854.383871 + Penalty 3636.468064 = -8709217.915807 nChanged 73 SP:Iteration 22Q (2128.830826 sec): 3 clusters Score: Raw -8712869.870537 + Penalty 3636.468064 = -8709233.402473 nChanged 55 SP:Iteration 23Q (2128.978180 sec): 3 clusters Score: Raw -8712882.295583 + Penalty 3636.468064 = -8709245.827518 nChanged 51 SP:Iteration 24Q (2129.106725 sec): 3 clusters Score: Raw -8712893.184712 + Penalty 3636.468064 = -8709256.716648 nChanged 35 SP:Iteration 25Q (2129.235387 sec): 3 clusters Score: Raw -8712899.930161 + Penalty 3636.468064 = -8709263.462096 nChanged 31 SP:Iteration 26Q (2129.392204 sec): 3 clusters Score: Raw -8712905.384369 + Penalty 3636.468064 = -8709268.916305 nChanged 34 SP:Iteration 27Q (2129.536893 sec): 3 clusters Score: Raw -8712912.030419 + Penalty 3636.468064 = -8709275.562355 nChanged 31 SP:Iteration 28Q (2129.676536 sec): 3 clusters Score: Raw -8712919.298573 + Penalty 3636.468064 = -8709282.830509 nChanged 29 SP:Iteration 29Q (2129.820132 sec): 3 clusters Score: Raw -8712926.348858 + Penalty 3636.468064 = -8709289.880794 nChanged 40 SP:Iteration 30Q (2129.976105 sec): 3 clusters Score: Raw -8712936.057760 + Penalty 3636.468064 = -8709299.589696 nChanged 45 SP:Iteration 31Q (2130.134950 sec): 3 clusters Score: Raw -8712945.795840 + Penalty 3636.468064 = -8709309.327776 nChanged 31 SP:Iteration 32Q (2130.271683 sec): 3 clusters Score: Raw -8712951.706511 + Penalty 3636.468064 = -8709315.238447 nChanged 26 SP:Iteration 33Q (2130.424420 sec): 3 clusters Score: Raw -8712956.418310 + Penalty 3636.468064 = -8709319.950246 nChanged 23 SP:Iteration 34Q (2130.581262 sec): 3 clusters Score: Raw -8712961.095225 + Penalty 3636.468064 = -8709324.627161 nChanged 25 SP:Iteration 35Q (2130.731097 sec): 3 clusters Score: Raw -8712965.792562 + Penalty 3636.468064 = -8709329.324498 nChanged 27 SP:Iteration 36Q (2130.865974 sec): 3 clusters Score: Raw -8712971.365017 + Penalty 3636.468064 = -8709334.896952 nChanged 24 SP:Iteration 37Q (2130.995745 sec): 3 clusters Score: Raw -8712977.139801 + Penalty 3636.468064 = -8709340.671736 nChanged 22 SP:Iteration 38Q (2131.144481 sec): 3 clusters Score: Raw -8712982.610540 + Penalty 3636.468064 = -8709346.142476 nChanged 29 SP:Iteration 39Q (2131.297333 sec): 3 clusters Score: Raw -8712990.608987 + Penalty 3636.468064 = -8709354.140922 nChanged 30 SP:Iteration 40F (2131.470920 sec): 3 clusters Score: Raw -8712998.712004 + Penalty 3636.468064 = -8709362.243939 nChanged 27 SP:Iteration 41Q (2131.605885 sec): 3 clusters Score: Raw -8713005.052075 + Penalty 3636.468064 = -8709368.584010 nChanged 25 SP:Iteration 42Q (2131.742152 sec): 3 clusters Score: Raw -8713010.856694 + Penalty 3636.468064 = -8709374.388630 nChanged 27 SP:Iteration 43Q (2131.895975 sec): 3 clusters Score: Raw -8713017.056909 + Penalty 3636.468064 = -8709380.588845 nChanged 27 SP:Iteration 44Q (2132.049374 sec): 3 clusters Score: Raw -8713021.800273 + Penalty 3636.468064 = -8709385.332209 nChanged 19 SP:Iteration 45Q (2132.178401 sec): 3 clusters Score: Raw -8713025.750036 + Penalty 3636.468064 = -8709389.281972 nChanged 22 SP:Iteration 46Q (2132.334753 sec): 3 clusters Score: Raw -8713031.892344 + Penalty 3636.468064 = -8709395.424280 nChanged 28 SP:Iteration 47Q (2132.478060 sec): 3 clusters Score: Raw -8713040.275775 + Penalty 3636.468064 = -8709403.807711 nChanged 26 SP:Iteration 48Q (2132.617395 sec): 3 clusters Score: Raw -8713047.680135 + Penalty 3636.468064 = -8709411.212071 nChanged 24 SP:Iteration 49Q (2132.766961 sec): 3 clusters Score: Raw -8713054.384849 + Penalty 3636.468064 = -8709417.916785 nChanged 27 SP:Iteration 50Q (2132.907202 sec): 3 clusters Score: Raw -8713062.183240 + Penalty 3636.468064 = -8709425.715176 nChanged 34 SP:Iteration 51Q (2133.042649 sec): 3 clusters Score: Raw -8713070.510561 + Penalty 3636.468064 = -8709434.042497 nChanged 27 SP:Iteration 52Q (2133.188158 sec): 3 clusters Score: Raw -8713079.096562 + Penalty 3636.468064 = -8709442.628498 nChanged 35 SP:Iteration 53Q (2133.331636 sec): 3 clusters Score: Raw -8713090.150924 + Penalty 3636.468064 = -8709453.682860 nChanged 36 SP:Iteration 54Q (2133.471311 sec): 3 clusters Score: Raw -8713100.019077 + Penalty 3636.468064 = -8709463.551013 nChanged 33 SP:Iteration 55Q (2133.624656 sec): 3 clusters Score: Raw -8713109.253877 + Penalty 3636.468064 = -8709472.785812 nChanged 39 SP:Iteration 56Q (2133.773370 sec): 3 clusters Score: Raw -8713121.600101 + Penalty 3636.468064 = -8709485.132037 nChanged 32 SP:Iteration 57Q (2133.909911 sec): 3 clusters Score: Raw -8713129.865628 + Penalty 3636.468064 = -8709493.397564 nChanged 25 SP:Iteration 58Q (2134.054635 sec): 3 clusters Score: Raw -8713137.592305 + Penalty 3636.468064 = -8709501.124240 nChanged 26 SP:Iteration 59Q (2134.188172 sec): 3 clusters Score: Raw -8713144.570745 + Penalty 3636.468064 = -8709508.102681 nChanged 23 SP:Iteration 60F (2134.364865 sec): 3 clusters Score: Raw -8713149.808656 + Penalty 3636.468064 = -8709513.340592 nChanged 21 SP:Iteration 61Q (2134.508010 sec): 3 clusters Score: Raw -8713154.202527 + Penalty 3636.468064 = -8709517.734462 nChanged 17 SP:Iteration 62Q (2134.648790 sec): 3 clusters Score: Raw -8713158.979993 + Penalty 3636.468064 = -8709522.511929 nChanged 17 SP:Iteration 63Q (2134.784955 sec): 3 clusters Score: Raw -8713163.526945 + Penalty 3636.468064 = -8709527.058881 nChanged 21 SP:Iteration 64Q (2134.927823 sec): 3 clusters Score: Raw -8713168.970180 + Penalty 3636.468064 = -8709532.502116 nChanged 21 SP:Iteration 65Q (2135.069031 sec): 3 clusters Score: Raw -8713173.067584 + Penalty 3636.468064 = -8709536.599519 nChanged 13 SP:Iteration 66Q (2135.222431 sec): 3 clusters Score: Raw -8713175.636465 + Penalty 3636.468064 = -8709539.168400 nChanged 10 SP:Iteration 67Q (2135.369932 sec): 3 clusters Score: Raw -8713177.517879 + Penalty 3636.468064 = -8709541.049815 nChanged 10 SP:Iteration 68Q (2135.513694 sec): 3 clusters Score: Raw -8713180.622843 + Penalty 3636.468064 = -8709544.154779 nChanged 14 SP:Iteration 69Q (2135.655832 sec): 3 clusters Score: Raw -8713183.874129 + Penalty 3636.468064 = -8709547.406065 nChanged 14 SP:Iteration 70Q (2135.802807 sec): 3 clusters Score: Raw -8713187.425838 + Penalty 3636.468064 = -8709550.957773 nChanged 14 SP:Iteration 71Q (2135.947799 sec): 3 clusters Score: Raw -8713191.211514 + Penalty 3636.468064 = -8709554.743450 nChanged 14 SP:Iteration 72Q (2136.096714 sec): 3 clusters Score: Raw -8713193.958815 + Penalty 3636.468064 = -8709557.490750 nChanged 9 SP:Iteration 73Q (2136.238363 sec): 3 clusters Score: Raw -8713195.996603 + Penalty 3636.468064 = -8709559.528538 nChanged 10 SP:Iteration 74Q (2136.379247 sec): 3 clusters Score: Raw -8713198.394603 + Penalty 3636.468064 = -8709561.926539 nChanged 8 SP:Iteration 75Q (2136.515036 sec): 3 clusters Score: Raw -8713199.645124 + Penalty 3636.468064 = -8709563.177060 nChanged 5 SP:Iteration 76Q (2136.659417 sec): 3 clusters Score: Raw -8713200.210478 + Penalty 3636.468064 = -8709563.742414 nChanged 4 SP:Iteration 77Q (2136.803377 sec): 3 clusters Score: Raw -8713201.061611 + Penalty 3636.468064 = -8709564.593547 nChanged 6 SP:Iteration 78Q (2136.949212 sec): 3 clusters Score: Raw -8713202.027655 + Penalty 3636.468064 = -8709565.559591 nChanged 2 SP:Iteration 79Q (2137.087742 sec): 3 clusters Score: Raw -8713202.520258 + Penalty 3636.468064 = -8709566.052194 nChanged 5 SP:Iteration 80F (2137.254973 sec): 3 clusters Score: Raw -8713203.608509 + Penalty 3636.468064 = -8709567.140445 nChanged 3 SP:Iteration 81Q (2137.409564 sec): 3 clusters Score: Raw -8713204.065133 + Penalty 3636.468064 = -8709567.597069 nChanged 2 SP:Iteration 82Q (2137.552042 sec): 3 clusters Score: Raw -8713204.606864 + Penalty 3636.468064 = -8709568.138800 nChanged 1 SP:Iteration 83Q (2137.696591 sec): 3 clusters Score: Raw -8713204.688855 + Penalty 3636.468064 = -8709568.220791 nChanged 2 SP:Iteration 84Q (2137.836231 sec): 3 clusters Score: Raw -8713204.871943 + Penalty 3636.468064 = -8709568.403878 nChanged 2 SP:Iteration 85Q (2137.971468 sec): 3 clusters Score: Raw -8713205.268599 + Penalty 3636.468064 = -8709568.800534 nChanged 3 SP:Iteration 86Q (2138.116445 sec): 3 clusters Score: Raw -8713205.766430 + Penalty 3636.468064 = -8709569.298366 nChanged 2 SP:Iteration 87Q (2138.264496 sec): 3 clusters Score: Raw -8713206.000394 + Penalty 3636.468064 = -8709569.532330 nChanged 0 SP:Iteration 88F (2138.415812 sec): 3 clusters Score: Raw -8713206.000394 + Penalty 3636.468064 = -8709569.532330 nChanged 0 Trying to split cluster 14 (1351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2138.446869 sec): 2 clusters Score: Raw -156160.265117 + Penalty 1171.397555 = -154988.867562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2138.496169 sec): 3 clusters Score: Raw -155648.091342 + Penalty 2342.795110 = -153305.296232 nChanged 441 SP:Iteration 1F (2138.537841 sec): 3 clusters Score: Raw -156005.068415 + Penalty 2342.795110 = -153662.273305 nChanged 119 SP:Iteration 2F (2138.576479 sec): 3 clusters Score: Raw -156104.686979 + Penalty 2342.795110 = -153761.891869 nChanged 57 SP:Iteration 3Q (2138.625257 sec): 3 clusters Score: Raw -156147.848130 + Penalty 2342.795110 = -153805.053020 nChanged 34 SP:Iteration 4Q (2138.674061 sec): 3 clusters Score: Raw -156177.451843 + Penalty 2342.795110 = -153834.656734 nChanged 42 SP:Iteration 5Q (2138.724510 sec): 3 clusters Score: Raw -156216.238007 + Penalty 2342.795110 = -153873.442897 nChanged 32 SP:Iteration 6Q (2138.770579 sec): 3 clusters Score: Raw -156248.507607 + Penalty 2342.795110 = -153905.712497 nChanged 33 SP:Iteration 7Q (2138.814446 sec): 3 clusters Score: Raw -156315.858870 + Penalty 2342.795110 = -153973.063760 nChanged 58 SP:Iteration 8Q (2138.857851 sec): 3 clusters Score: Raw -156422.599852 + Penalty 2342.795110 = -154079.804743 nChanged 59 SP:Iteration 9Q (2138.890055 sec): 3 clusters Score: Raw -156508.893299 + Penalty 2342.795110 = -154166.098190 nChanged 62 SP:Iteration 10Q (2138.935867 sec): 3 clusters Score: Raw -156623.303029 + Penalty 2342.795110 = -154280.507919 nChanged 70 SP:Iteration 11F (2138.972245 sec): 3 clusters Score: Raw -156787.734362 + Penalty 2342.795110 = -154444.939252 nChanged 60 SP:Iteration 12Q (2139.019012 sec): 3 clusters Score: Raw -156894.466258 + Penalty 2342.795110 = -154551.671148 nChanged 36 SP:Iteration 13Q (2139.063259 sec): 3 clusters Score: Raw -156939.123039 + Penalty 2342.795110 = -154596.327929 nChanged 25 SP:Iteration 14Q (2139.098782 sec): 3 clusters Score: Raw -156968.514357 + Penalty 2342.795110 = -154625.719247 nChanged 30 SP:Iteration 15Q (2139.142142 sec): 3 clusters Score: Raw -157018.043819 + Penalty 2342.795110 = -154675.248709 nChanged 25 SP:Iteration 16Q (2139.186709 sec): 3 clusters Score: Raw -157069.027245 + Penalty 2342.795110 = -154726.232135 nChanged 27 SP:Iteration 17Q (2139.236359 sec): 3 clusters Score: Raw -157124.496104 + Penalty 2342.795110 = -154781.700994 nChanged 24 SP:Iteration 18Q (2139.278780 sec): 3 clusters Score: Raw -157164.657009 + Penalty 2342.795110 = -154821.861899 nChanged 19 SP:Iteration 19Q (2139.324483 sec): 3 clusters Score: Raw -157189.923386 + Penalty 2342.795110 = -154847.128276 nChanged 16 SP:Iteration 20F (2139.359748 sec): 3 clusters Score: Raw -157205.595703 + Penalty 2342.795110 = -154862.800593 nChanged 10 SP:Iteration 21Q (2139.412688 sec): 3 clusters Score: Raw -157217.388246 + Penalty 2342.795110 = -154874.593137 nChanged 15 SP:Iteration 22Q (2139.455797 sec): 3 clusters Score: Raw -157237.198994 + Penalty 2342.795110 = -154894.403885 nChanged 8 SP:Iteration 23Q (2139.500457 sec): 3 clusters Score: Raw -157243.342380 + Penalty 2342.795110 = -154900.547270 nChanged 7 SP:Iteration 24Q (2139.553075 sec): 3 clusters Score: Raw -157247.653610 + Penalty 2342.795110 = -154904.858500 nChanged 3 SP:Iteration 25Q (2139.586728 sec): 3 clusters Score: Raw -157249.029927 + Penalty 2342.795110 = -154906.234818 nChanged 3 SP:Iteration 26Q (2139.640482 sec): 3 clusters Score: Raw -157251.085304 + Penalty 2342.795110 = -154908.290194 nChanged 2 SP:Iteration 27Q (2139.692541 sec): 3 clusters Score: Raw -157253.689598 + Penalty 2342.795110 = -154910.894488 nChanged 0 SP:Iteration 28F (2139.731492 sec): 3 clusters Score: Raw -157253.689598 + Penalty 2342.795110 = -154910.894488 nChanged 0 Trying to split cluster 15 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.759988 sec): 2 clusters Score: Raw -27871.221151 + Penalty 917.958314 = -26953.262837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.803490 sec): 3 clusters Score: Raw -27951.564731 + Penalty 1835.916627 = -26115.648104 nChanged 53 SP:Iteration 1F (2139.850331 sec): 3 clusters Score: Raw -28067.665661 + Penalty 1835.916627 = -26231.749033 nChanged 19 SP:Iteration 2F (2139.889861 sec): 3 clusters Score: Raw -28132.425962 + Penalty 1835.916627 = -26296.509335 nChanged 17 SP:Iteration 3F (2139.948141 sec): 3 clusters Score: Raw -28195.058591 + Penalty 1835.916627 = -26359.141964 nChanged 14 SP:Iteration 4Q (2139.980434 sec): 3 clusters Score: Raw -28296.075513 + Penalty 1835.916627 = -26460.158885 nChanged 10 SP:Iteration 5Q (2140.025138 sec): 3 clusters Score: Raw -28330.299054 + Penalty 1835.916627 = -26494.382427 nChanged 2 SP:Iteration 6Q (2140.071963 sec): 3 clusters Score: Raw -28341.308336 + Penalty 1835.916627 = -26505.391708 nChanged 0 SP:Iteration 7F (2140.124721 sec): 3 clusters Score: Raw -28341.308336 + Penalty 1835.916627 = -26505.391708 nChanged 0 Trying to split cluster 16 (7542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2140.160879 sec): 2 clusters Score: Raw -835409.862129 + Penalty 1450.839435 = -833959.022694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2140.219315 sec): 3 clusters Score: Raw -831299.653439 + Penalty 2901.678870 = -828397.974568 nChanged 3193 SP:Iteration 1F (2140.268957 sec): 3 clusters Score: Raw -833108.763580 + Penalty 2901.678870 = -830207.084710 nChanged 555 SP:Iteration 2F (2140.327392 sec): 3 clusters Score: Raw -833421.754747 + Penalty 2901.678870 = -830520.075877 nChanged 474 SP:Iteration 3F (2140.384187 sec): 3 clusters Score: Raw -833701.467294 + Penalty 2901.678870 = -830799.788424 nChanged 401 SP:Iteration 4F (2140.445587 sec): 3 clusters Score: Raw -833925.337329 + Penalty 2901.678870 = -831023.658459 nChanged 328 SP:Iteration 5Q (2140.501371 sec): 3 clusters Score: Raw -834082.932024 + Penalty 2901.678870 = -831181.253154 nChanged 304 SP:Iteration 6Q (2140.554958 sec): 3 clusters Score: Raw -834247.234747 + Penalty 2901.678870 = -831345.555877 nChanged 281 SP:Iteration 7Q (2140.606767 sec): 3 clusters Score: Raw -834403.842572 + Penalty 2901.678870 = -831502.163702 nChanged 267 SP:Iteration 8Q (2140.671409 sec): 3 clusters Score: Raw -834558.826974 + Penalty 2901.678870 = -831657.148104 nChanged 301 SP:Iteration 9Q (2140.733502 sec): 3 clusters Score: Raw -834727.075781 + Penalty 2901.678870 = -831825.396910 nChanged 291 SP:Iteration 10Q (2140.788914 sec): 3 clusters Score: Raw -834903.010924 + Penalty 2901.678870 = -832001.332054 nChanged 266 SP:Iteration 11Q (2140.838061 sec): 3 clusters Score: Raw -835090.412517 + Penalty 2901.678870 = -832188.733647 nChanged 272 SP:Iteration 12Q (2140.892977 sec): 3 clusters Score: Raw -835297.213745 + Penalty 2901.678870 = -832395.534875 nChanged 240 SP:Iteration 13Q (2140.944365 sec): 3 clusters Score: Raw -835502.962747 + Penalty 2901.678870 = -832601.283877 nChanged 226 SP:Iteration 14Q (2140.999372 sec): 3 clusters Score: Raw -835671.230579 + Penalty 2901.678870 = -832769.551709 nChanged 169 SP:Iteration 15Q (2141.047616 sec): 3 clusters Score: Raw -835778.107549 + Penalty 2901.678870 = -832876.428679 nChanged 116 SP:Iteration 16Q (2141.107114 sec): 3 clusters Score: Raw -835865.478563 + Penalty 2901.678870 = -832963.799693 nChanged 96 SP:Iteration 17Q (2141.155015 sec): 3 clusters Score: Raw -835973.024867 + Penalty 2901.678870 = -833071.345997 nChanged 100 SP:Iteration 18Q (2141.220325 sec): 3 clusters Score: Raw -836096.401861 + Penalty 2901.678870 = -833194.722991 nChanged 115 SP:Iteration 19Q (2141.275921 sec): 3 clusters Score: Raw -836192.243450 + Penalty 2901.678870 = -833290.564580 nChanged 85 SP:Iteration 20F (2141.336295 sec): 3 clusters Score: Raw -836240.020062 + Penalty 2901.678870 = -833338.341192 nChanged 57 SP:Iteration 21Q (2141.399192 sec): 3 clusters Score: Raw -836267.872899 + Penalty 2901.678870 = -833366.194028 nChanged 55 SP:Iteration 22Q (2141.450600 sec): 3 clusters Score: Raw -836294.669688 + Penalty 2901.678870 = -833392.990818 nChanged 40 SP:Iteration 23Q (2141.505521 sec): 3 clusters Score: Raw -836319.403377 + Penalty 2901.678870 = -833417.724507 nChanged 46 SP:Iteration 24Q (2141.569910 sec): 3 clusters Score: Raw -836343.109345 + Penalty 2901.678870 = -833441.430475 nChanged 35 SP:Iteration 25Q (2141.629159 sec): 3 clusters Score: Raw -836361.473317 + Penalty 2901.678870 = -833459.794447 nChanged 39 SP:Iteration 26Q (2141.684009 sec): 3 clusters Score: Raw -836381.132440 + Penalty 2901.678870 = -833479.453569 nChanged 43 SP:Iteration 27Q (2141.739336 sec): 3 clusters Score: Raw -836406.110166 + Penalty 2901.678870 = -833504.431296 nChanged 37 SP:Iteration 28Q (2141.792377 sec): 3 clusters Score: Raw -836422.315030 + Penalty 2901.678870 = -833520.636159 nChanged 40 SP:Iteration 29Q (2141.850072 sec): 3 clusters Score: Raw -836445.793870 + Penalty 2901.678870 = -833544.115000 nChanged 55 SP:Iteration 30Q (2141.900338 sec): 3 clusters Score: Raw -836479.837752 + Penalty 2901.678870 = -833578.158882 nChanged 48 SP:Iteration 31Q (2141.958794 sec): 3 clusters Score: Raw -836514.267977 + Penalty 2901.678870 = -833612.589107 nChanged 52 SP:Iteration 32Q (2142.017388 sec): 3 clusters Score: Raw -836552.668999 + Penalty 2901.678870 = -833650.990129 nChanged 59 SP:Iteration 33Q (2142.086781 sec): 3 clusters Score: Raw -836613.175233 + Penalty 2901.678870 = -833711.496363 nChanged 65 SP:Iteration 34Q (2142.140321 sec): 3 clusters Score: Raw -836692.440397 + Penalty 2901.678870 = -833790.761527 nChanged 59 SP:Iteration 35Q (2142.199350 sec): 3 clusters Score: Raw -836752.937703 + Penalty 2901.678870 = -833851.258833 nChanged 56 SP:Iteration 36Q (2142.264427 sec): 3 clusters Score: Raw -836820.895228 + Penalty 2901.678870 = -833919.216358 nChanged 38 SP:Iteration 37Q (2142.313208 sec): 3 clusters Score: Raw -836845.035880 + Penalty 2901.678870 = -833943.357010 nChanged 7 SP:Iteration 38Q (2142.384175 sec): 3 clusters Score: Raw -836846.713110 + Penalty 2901.678870 = -833945.034240 nChanged 4 SP:Iteration 39Q (2142.423026 sec): 3 clusters Score: Raw -836847.834888 + Penalty 2901.678870 = -833946.156018 nChanged 3 SP:Iteration 40F (2142.488057 sec): 3 clusters Score: Raw -836848.267615 + Penalty 2901.678870 = -833946.588744 nChanged 1 SP:Iteration 41Q (2142.547386 sec): 3 clusters Score: Raw -836848.564323 + Penalty 2901.678870 = -833946.885453 nChanged 0 SP:Iteration 42F (2142.599842 sec): 3 clusters Score: Raw -836848.564323 + Penalty 2901.678870 = -833946.885453 nChanged 0 Trying to split cluster 17 (6262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2142.643034 sec): 2 clusters Score: Raw -743826.898273 + Penalty 1420.616422 = -742406.281851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2142.701388 sec): 3 clusters Score: Raw -740400.349276 + Penalty 2841.232843 = -737559.116432 nChanged 2647 SP:Iteration 1F (2142.759313 sec): 3 clusters Score: Raw -741876.054412 + Penalty 2841.232843 = -739034.821569 nChanged 418 SP:Iteration 2F (2142.802950 sec): 3 clusters Score: Raw -742083.462383 + Penalty 2841.232843 = -739242.229540 nChanged 331 SP:Iteration 3F (2142.869988 sec): 3 clusters Score: Raw -742231.144693 + Penalty 2841.232843 = -739389.911850 nChanged 255 SP:Iteration 4Q (2142.922493 sec): 3 clusters Score: Raw -742323.878597 + Penalty 2841.232843 = -739482.645754 nChanged 202 SP:Iteration 5Q (2142.986588 sec): 3 clusters Score: Raw -742403.598533 + Penalty 2841.232843 = -739562.365690 nChanged 190 SP:Iteration 6Q (2143.036606 sec): 3 clusters Score: Raw -742475.043597 + Penalty 2841.232843 = -739633.810754 nChanged 166 SP:Iteration 7Q (2143.095515 sec): 3 clusters Score: Raw -742533.230497 + Penalty 2841.232843 = -739691.997654 nChanged 141 SP:Iteration 8Q (2143.157659 sec): 3 clusters Score: Raw -742586.773744 + Penalty 2841.232843 = -739745.540901 nChanged 153 SP:Iteration 9Q (2143.208014 sec): 3 clusters Score: Raw -742651.825688 + Penalty 2841.232843 = -739810.592845 nChanged 147 SP:Iteration 10Q (2143.260848 sec): 3 clusters Score: Raw -742716.645184 + Penalty 2841.232843 = -739875.412341 nChanged 158 SP:Iteration 11Q (2143.323405 sec): 3 clusters Score: Raw -742786.241061 + Penalty 2841.232843 = -739945.008218 nChanged 161 SP:Iteration 12Q (2143.368185 sec): 3 clusters Score: Raw -742859.646018 + Penalty 2841.232843 = -740018.413175 nChanged 175 SP:Iteration 13Q (2143.422765 sec): 3 clusters Score: Raw -742961.035726 + Penalty 2841.232843 = -740119.802883 nChanged 184 SP:Iteration 14Q (2143.471264 sec): 3 clusters Score: Raw -743071.283776 + Penalty 2841.232843 = -740230.050933 nChanged 170 SP:Iteration 15Q (2143.523849 sec): 3 clusters Score: Raw -743189.385527 + Penalty 2841.232843 = -740348.152684 nChanged 174 SP:Iteration 16Q (2143.562244 sec): 3 clusters Score: Raw -743303.167962 + Penalty 2841.232843 = -740461.935119 nChanged 141 SP:Iteration 17Q (2143.611030 sec): 3 clusters Score: Raw -743394.130890 + Penalty 2841.232843 = -740552.898047 nChanged 117 SP:Iteration 18Q (2143.658765 sec): 3 clusters Score: Raw -743480.314628 + Penalty 2841.232843 = -740639.081785 nChanged 116 SP:Iteration 19Q (2143.718233 sec): 3 clusters Score: Raw -743555.358320 + Penalty 2841.232843 = -740714.125477 nChanged 95 SP:Iteration 20F (2143.764109 sec): 3 clusters Score: Raw -743612.064670 + Penalty 2841.232843 = -740770.831827 nChanged 75 SP:Iteration 21Q (2143.812380 sec): 3 clusters Score: Raw -743664.994371 + Penalty 2841.232843 = -740823.761528 nChanged 72 SP:Iteration 22Q (2143.866295 sec): 3 clusters Score: Raw -743720.781171 + Penalty 2841.232843 = -740879.548327 nChanged 73 SP:Iteration 23Q (2143.915100 sec): 3 clusters Score: Raw -743773.786362 + Penalty 2841.232843 = -740932.553519 nChanged 62 SP:Iteration 24Q (2143.976907 sec): 3 clusters Score: Raw -743819.193046 + Penalty 2841.232843 = -740977.960203 nChanged 54 SP:Iteration 25Q (2144.028496 sec): 3 clusters Score: Raw -743854.665104 + Penalty 2841.232843 = -741013.432261 nChanged 51 SP:Iteration 26Q (2144.081239 sec): 3 clusters Score: Raw -743890.676630 + Penalty 2841.232843 = -741049.443787 nChanged 57 SP:Iteration 27Q (2144.133187 sec): 3 clusters Score: Raw -743932.661587 + Penalty 2841.232843 = -741091.428744 nChanged 41 SP:Iteration 28Q (2144.184540 sec): 3 clusters Score: Raw -743955.630334 + Penalty 2841.232843 = -741114.397491 nChanged 32 SP:Iteration 29Q (2144.236191 sec): 3 clusters Score: Raw -743978.980091 + Penalty 2841.232843 = -741137.747248 nChanged 26 SP:Iteration 30Q (2144.299080 sec): 3 clusters Score: Raw -743999.196278 + Penalty 2841.232843 = -741157.963435 nChanged 23 SP:Iteration 31Q (2144.360123 sec): 3 clusters Score: Raw -744014.598229 + Penalty 2841.232843 = -741173.365386 nChanged 15 SP:Iteration 32Q (2144.413319 sec): 3 clusters Score: Raw -744024.956420 + Penalty 2841.232843 = -741183.723577 nChanged 11 SP:Iteration 33Q (2144.461528 sec): 3 clusters Score: Raw -744033.282195 + Penalty 2841.232843 = -741192.049352 nChanged 13 SP:Iteration 34Q (2144.513107 sec): 3 clusters Score: Raw -744042.990754 + Penalty 2841.232843 = -741201.757911 nChanged 9 SP:Iteration 35Q (2144.570049 sec): 3 clusters Score: Raw -744046.602634 + Penalty 2841.232843 = -741205.369791 nChanged 6 SP:Iteration 36Q (2144.629501 sec): 3 clusters Score: Raw -744049.818927 + Penalty 2841.232843 = -741208.586084 nChanged 6 SP:Iteration 37Q (2144.677255 sec): 3 clusters Score: Raw -744054.221648 + Penalty 2841.232843 = -741212.988804 nChanged 6 SP:Iteration 38Q (2144.732504 sec): 3 clusters Score: Raw -744060.516507 + Penalty 2841.232843 = -741219.283664 nChanged 8 SP:Iteration 39Q (2144.785721 sec): 3 clusters Score: Raw -744066.225691 + Penalty 2841.232843 = -741224.992848 nChanged 7 SP:Iteration 40F (2144.838572 sec): 3 clusters Score: Raw -744072.561537 + Penalty 2841.232843 = -741231.328694 nChanged 8 SP:Iteration 41Q (2144.875348 sec): 3 clusters Score: Raw -744079.003122 + Penalty 2841.232843 = -741237.770278 nChanged 5 SP:Iteration 42Q (2144.930739 sec): 3 clusters Score: Raw -744082.459357 + Penalty 2841.232843 = -741241.226514 nChanged 6 SP:Iteration 43Q (2144.987733 sec): 3 clusters Score: Raw -744085.392576 + Penalty 2841.232843 = -741244.159733 nChanged 6 SP:Iteration 44Q (2145.031524 sec): 3 clusters Score: Raw -744088.738226 + Penalty 2841.232843 = -741247.505383 nChanged 1 SP:Iteration 45Q (2145.085634 sec): 3 clusters Score: Raw -744089.385985 + Penalty 2841.232843 = -741248.153142 nChanged 2 SP:Iteration 46Q (2145.138343 sec): 3 clusters Score: Raw -744091.052880 + Penalty 2841.232843 = -741249.820037 nChanged 1 SP:Iteration 47Q (2145.188944 sec): 3 clusters Score: Raw -744091.300039 + Penalty 2841.232843 = -741250.067196 nChanged 0 SP:Iteration 48F (2145.238573 sec): 3 clusters Score: Raw -744091.300039 + Penalty 2841.232843 = -741250.067196 nChanged 0 Trying to split cluster 18 (4032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2145.273147 sec): 2 clusters Score: Raw -509125.133046 + Penalty 1349.077894 = -507776.055152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2145.319769 sec): 3 clusters Score: Raw -507121.166601 + Penalty 2698.155788 = -504423.010812 nChanged 1620 SP:Iteration 1F (2145.368991 sec): 3 clusters Score: Raw -508189.409988 + Penalty 2698.155788 = -505491.254200 nChanged 359 SP:Iteration 2F (2145.411211 sec): 3 clusters Score: Raw -508517.105079 + Penalty 2698.155788 = -505818.949291 nChanged 295 SP:Iteration 3F (2145.462960 sec): 3 clusters Score: Raw -508779.098963 + Penalty 2698.155788 = -506080.943175 nChanged 235 SP:Iteration 4F (2145.501037 sec): 3 clusters Score: Raw -508993.079698 + Penalty 2698.155788 = -506294.923910 nChanged 217 SP:Iteration 5F (2145.546594 sec): 3 clusters Score: Raw -509185.693453 + Penalty 2698.155788 = -506487.537665 nChanged 180 SP:Iteration 6Q (2145.595710 sec): 3 clusters Score: Raw -509357.271170 + Penalty 2698.155788 = -506659.115381 nChanged 182 SP:Iteration 7Q (2145.647391 sec): 3 clusters Score: Raw -509549.443301 + Penalty 2698.155788 = -506851.287512 nChanged 174 SP:Iteration 8Q (2145.705241 sec): 3 clusters Score: Raw -509715.198520 + Penalty 2698.155788 = -507017.042731 nChanged 146 SP:Iteration 9Q (2145.756903 sec): 3 clusters Score: Raw -509825.907728 + Penalty 2698.155788 = -507127.751940 nChanged 123 SP:Iteration 10Q (2145.806820 sec): 3 clusters Score: Raw -509919.637568 + Penalty 2698.155788 = -507221.481779 nChanged 88 SP:Iteration 11Q (2145.844877 sec): 3 clusters Score: Raw -509983.852069 + Penalty 2698.155788 = -507285.696281 nChanged 76 SP:Iteration 12Q (2145.891094 sec): 3 clusters Score: Raw -510024.914004 + Penalty 2698.155788 = -507326.758216 nChanged 45 SP:Iteration 13Q (2145.949455 sec): 3 clusters Score: Raw -510048.278743 + Penalty 2698.155788 = -507350.122955 nChanged 40 SP:Iteration 14Q (2146.000891 sec): 3 clusters Score: Raw -510060.522670 + Penalty 2698.155788 = -507362.366881 nChanged 23 SP:Iteration 15Q (2146.044347 sec): 3 clusters Score: Raw -510067.754096 + Penalty 2698.155788 = -507369.598308 nChanged 10 SP:Iteration 16Q (2146.092993 sec): 3 clusters Score: Raw -510070.445956 + Penalty 2698.155788 = -507372.290168 nChanged 6 SP:Iteration 17Q (2146.152758 sec): 3 clusters Score: Raw -510071.701545 + Penalty 2698.155788 = -507373.545757 nChanged 2 SP:Iteration 18Q (2146.202756 sec): 3 clusters Score: Raw -510071.893206 + Penalty 2698.155788 = -507373.737418 nChanged 0 SP:Iteration 19F (2146.232448 sec): 3 clusters Score: Raw -510071.893206 + Penalty 2698.155788 = -507373.737418 nChanged 0 Trying to split cluster 19 (1987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2146.257761 sec): 2 clusters Score: Raw -218872.413395 + Penalty 1234.086952 = -217638.326443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2146.317032 sec): 3 clusters Score: Raw -217996.233428 + Penalty 2468.173904 = -215528.059524 nChanged 708 SP:Iteration 1F (2146.361917 sec): 3 clusters Score: Raw -218566.556598 + Penalty 2468.173904 = -216098.382694 nChanged 180 SP:Iteration 2F (2146.401968 sec): 3 clusters Score: Raw -218736.330145 + Penalty 2468.173904 = -216268.156241 nChanged 109 SP:Iteration 3F (2146.452869 sec): 3 clusters Score: Raw -218818.748070 + Penalty 2468.173904 = -216350.574166 nChanged 74 SP:Iteration 4Q (2146.510075 sec): 3 clusters Score: Raw -218874.753833 + Penalty 2468.173904 = -216406.579929 nChanged 53 SP:Iteration 5Q (2146.551948 sec): 3 clusters Score: Raw -218927.809477 + Penalty 2468.173904 = -216459.635573 nChanged 52 SP:Iteration 6Q (2146.596789 sec): 3 clusters Score: Raw -218957.737416 + Penalty 2468.173904 = -216489.563512 nChanged 37 SP:Iteration 7Q (2146.654490 sec): 3 clusters Score: Raw -218984.064800 + Penalty 2468.173904 = -216515.890896 nChanged 36 SP:Iteration 8Q (2146.705412 sec): 3 clusters Score: Raw -219008.375438 + Penalty 2468.173904 = -216540.201534 nChanged 31 SP:Iteration 9Q (2146.752290 sec): 3 clusters Score: Raw -219026.862620 + Penalty 2468.173904 = -216558.688716 nChanged 25 SP:Iteration 10Q (2146.795650 sec): 3 clusters Score: Raw -219039.178046 + Penalty 2468.173904 = -216571.004142 nChanged 17 SP:Iteration 11Q (2146.841212 sec): 3 clusters Score: Raw -219047.644131 + Penalty 2468.173904 = -216579.470227 nChanged 13 SP:Iteration 12Q (2146.887007 sec): 3 clusters Score: Raw -219052.479424 + Penalty 2468.173904 = -216584.305520 nChanged 2 SP:Iteration 13Q (2146.922009 sec): 3 clusters Score: Raw -219053.202919 + Penalty 2468.173904 = -216585.029015 nChanged 3 SP:Iteration 14Q (2146.966640 sec): 3 clusters Score: Raw -219054.411894 + Penalty 2468.173904 = -216586.237990 nChanged 7 SP:Iteration 15Q (2147.012364 sec): 3 clusters Score: Raw -219057.834784 + Penalty 2468.173904 = -216589.660880 nChanged 9 SP:Iteration 16Q (2147.058056 sec): 3 clusters Score: Raw -219060.899042 + Penalty 2468.173904 = -216592.725138 nChanged 6 SP:Iteration 17Q (2147.115053 sec): 3 clusters Score: Raw -219062.503526 + Penalty 2468.173904 = -216594.329622 nChanged 3 SP:Iteration 18Q (2147.160876 sec): 3 clusters Score: Raw -219063.877261 + Penalty 2468.173904 = -216595.703357 nChanged 3 SP:Iteration 19Q (2147.200617 sec): 3 clusters Score: Raw -219064.470434 + Penalty 2468.173904 = -216596.296530 nChanged 1 SP:Iteration 20F (2147.232913 sec): 3 clusters Score: Raw -219064.572101 + Penalty 2468.173904 = -216596.398197 nChanged 0 Trying to split cluster 20 (1685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2147.255804 sec): 2 clusters Score: Raw -199924.239595 + Penalty 1207.297137 = -198716.942459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.303714 sec): 3 clusters Score: Raw -199225.352322 + Penalty 2414.594274 = -196810.758048 nChanged 562 SP:Iteration 1F (2147.346117 sec): 3 clusters Score: Raw -199593.346131 + Penalty 2414.594274 = -197178.751857 nChanged 135 SP:Iteration 2F (2147.391719 sec): 3 clusters Score: Raw -199689.375079 + Penalty 2414.594274 = -197274.780806 nChanged 68 SP:Iteration 3Q (2147.428266 sec): 3 clusters Score: Raw -199739.223361 + Penalty 2414.594274 = -197324.629087 nChanged 42 SP:Iteration 4Q (2147.477779 sec): 3 clusters Score: Raw -199773.809233 + Penalty 2414.594274 = -197359.214959 nChanged 35 SP:Iteration 5Q (2147.511137 sec): 3 clusters Score: Raw -199797.513582 + Penalty 2414.594274 = -197382.919308 nChanged 28 SP:Iteration 6Q (2147.559713 sec): 3 clusters Score: Raw -199813.447155 + Penalty 2414.594274 = -197398.852881 nChanged 27 SP:Iteration 7Q (2147.597634 sec): 3 clusters Score: Raw -199831.407585 + Penalty 2414.594274 = -197416.813311 nChanged 25 SP:Iteration 8Q (2147.651006 sec): 3 clusters Score: Raw -199849.920466 + Penalty 2414.594274 = -197435.326192 nChanged 24 SP:Iteration 9Q (2147.697203 sec): 3 clusters Score: Raw -199866.266184 + Penalty 2414.594274 = -197451.671910 nChanged 21 SP:Iteration 10Q (2147.745098 sec): 3 clusters Score: Raw -199879.710789 + Penalty 2414.594274 = -197465.116515 nChanged 22 SP:Iteration 11Q (2147.788595 sec): 3 clusters Score: Raw -199896.369376 + Penalty 2414.594274 = -197481.775102 nChanged 16 SP:Iteration 12Q (2147.837230 sec): 3 clusters Score: Raw -199904.525522 + Penalty 2414.594274 = -197489.931248 nChanged 10 SP:Iteration 13Q (2147.888990 sec): 3 clusters Score: Raw -199911.016486 + Penalty 2414.594274 = -197496.422212 nChanged 8 SP:Iteration 14Q (2147.935205 sec): 3 clusters Score: Raw -199917.321708 + Penalty 2414.594274 = -197502.727434 nChanged 9 SP:Iteration 15Q (2147.982655 sec): 3 clusters Score: Raw -199922.801472 + Penalty 2414.594274 = -197508.207198 nChanged 11 SP:Iteration 16Q (2148.032935 sec): 3 clusters Score: Raw -199929.282552 + Penalty 2414.594274 = -197514.688278 nChanged 9 SP:Iteration 17Q (2148.072241 sec): 3 clusters Score: Raw -199933.386090 + Penalty 2414.594274 = -197518.791816 nChanged 7 SP:Iteration 18Q (2148.125443 sec): 3 clusters Score: Raw -199936.778061 + Penalty 2414.594274 = -197522.183787 nChanged 4 SP:Iteration 19Q (2148.167825 sec): 3 clusters Score: Raw -199941.452398 + Penalty 2414.594274 = -197526.858124 nChanged 6 SP:Iteration 20F (2148.212088 sec): 3 clusters Score: Raw -199944.884359 + Penalty 2414.594274 = -197530.290085 nChanged 7 SP:Iteration 21Q (2148.264564 sec): 3 clusters Score: Raw -199948.290619 + Penalty 2414.594274 = -197533.696345 nChanged 8 SP:Iteration 22Q (2148.314789 sec): 3 clusters Score: Raw -199951.986163 + Penalty 2414.594274 = -197537.391889 nChanged 3 SP:Iteration 23Q (2148.361373 sec): 3 clusters Score: Raw -199952.832194 + Penalty 2414.594274 = -197538.237920 nChanged 3 SP:Iteration 24Q (2148.409408 sec): 3 clusters Score: Raw -199953.825491 + Penalty 2414.594274 = -197539.231217 nChanged 2 SP:Iteration 25Q (2148.457975 sec): 3 clusters Score: Raw -199954.341402 + Penalty 2414.594274 = -197539.747128 nChanged 0 SP:Iteration 26F (2148.498403 sec): 3 clusters Score: Raw -199954.341402 + Penalty 2414.594274 = -197539.747128 nChanged 0 Trying to split cluster 21 (6137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2148.535157 sec): 2 clusters Score: Raw -749967.517694 + Penalty 1417.339837 = -748550.177857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2148.596912 sec): 3 clusters Score: Raw -746704.231841 + Penalty 2834.679673 = -743869.552168 nChanged 2540 SP:Iteration 1F (2148.646142 sec): 3 clusters Score: Raw -748177.902217 + Penalty 2834.679673 = -745343.222544 nChanged 507 SP:Iteration 2F (2148.698110 sec): 3 clusters Score: Raw -748560.543706 + Penalty 2834.679673 = -745725.864033 nChanged 484 SP:Iteration 3F (2148.739213 sec): 3 clusters Score: Raw -748979.674661 + Penalty 2834.679673 = -746144.994988 nChanged 479 SP:Iteration 4F (2148.786902 sec): 3 clusters Score: Raw -749441.933550 + Penalty 2834.679673 = -746607.253877 nChanged 451 SP:Iteration 5F (2148.845341 sec): 3 clusters Score: Raw -749850.854734 + Penalty 2834.679673 = -747016.175061 nChanged 355 SP:Iteration 6F (2148.899888 sec): 3 clusters Score: Raw -750164.942578 + Penalty 2834.679673 = -747330.262905 nChanged 255 SP:Iteration 7Q (2148.949587 sec): 3 clusters Score: Raw -750367.392212 + Penalty 2834.679673 = -747532.712539 nChanged 175 SP:Iteration 8Q (2149.011706 sec): 3 clusters Score: Raw -750484.340282 + Penalty 2834.679673 = -747649.660608 nChanged 126 SP:Iteration 9Q (2149.071512 sec): 3 clusters Score: Raw -750556.759630 + Penalty 2834.679673 = -747722.079957 nChanged 87 SP:Iteration 10Q (2149.117743 sec): 3 clusters Score: Raw -750599.915257 + Penalty 2834.679673 = -747765.235584 nChanged 50 SP:Iteration 11Q (2149.172200 sec): 3 clusters Score: Raw -750625.775698 + Penalty 2834.679673 = -747791.096024 nChanged 52 SP:Iteration 12Q (2149.227408 sec): 3 clusters Score: Raw -750652.389122 + Penalty 2834.679673 = -747817.709449 nChanged 37 SP:Iteration 13Q (2149.293141 sec): 3 clusters Score: Raw -750672.269180 + Penalty 2834.679673 = -747837.589507 nChanged 33 SP:Iteration 14Q (2149.337035 sec): 3 clusters Score: Raw -750684.297936 + Penalty 2834.679673 = -747849.618263 nChanged 17 SP:Iteration 15Q (2149.394586 sec): 3 clusters Score: Raw -750688.819720 + Penalty 2834.679673 = -747854.140047 nChanged 15 SP:Iteration 16Q (2149.460864 sec): 3 clusters Score: Raw -750693.859212 + Penalty 2834.679673 = -747859.179538 nChanged 8 SP:Iteration 17Q (2149.507714 sec): 3 clusters Score: Raw -750696.577647 + Penalty 2834.679673 = -747861.897973 nChanged 7 SP:Iteration 18Q (2149.559113 sec): 3 clusters Score: Raw -750698.427917 + Penalty 2834.679673 = -747863.748244 nChanged 7 SP:Iteration 19Q (2149.619341 sec): 3 clusters Score: Raw -750700.074697 + Penalty 2834.679673 = -747865.395024 nChanged 4 SP:Iteration 20F (2149.675815 sec): 3 clusters Score: Raw -750701.814211 + Penalty 2834.679673 = -747867.134537 nChanged 11 SP:Iteration 21Q (2149.729535 sec): 3 clusters Score: Raw -750704.693376 + Penalty 2834.679673 = -747870.013703 nChanged 8 SP:Iteration 22Q (2149.779039 sec): 3 clusters Score: Raw -750706.404287 + Penalty 2834.679673 = -747871.724614 nChanged 7 SP:Iteration 23Q (2149.835028 sec): 3 clusters Score: Raw -750708.714712 + Penalty 2834.679673 = -747874.035039 nChanged 9 SP:Iteration 24Q (2149.895665 sec): 3 clusters Score: Raw -750711.745056 + Penalty 2834.679673 = -747877.065383 nChanged 9 SP:Iteration 25Q (2149.946640 sec): 3 clusters Score: Raw -750714.750192 + Penalty 2834.679673 = -747880.070519 nChanged 6 SP:Iteration 26Q (2149.993047 sec): 3 clusters Score: Raw -750715.784712 + Penalty 2834.679673 = -747881.105038 nChanged 4 SP:Iteration 27Q (2150.043461 sec): 3 clusters Score: Raw -750716.712212 + Penalty 2834.679673 = -747882.032539 nChanged 5 SP:Iteration 28Q (2150.102616 sec): 3 clusters Score: Raw -750717.900602 + Penalty 2834.679673 = -747883.220929 nChanged 5 SP:Iteration 29Q (2150.142914 sec): 3 clusters Score: Raw -750719.465044 + Penalty 2834.679673 = -747884.785371 nChanged 4 SP:Iteration 30Q (2150.204628 sec): 3 clusters Score: Raw -750720.634112 + Penalty 2834.679673 = -747885.954439 nChanged 6 SP:Iteration 31Q (2150.258343 sec): 3 clusters Score: Raw -750724.579847 + Penalty 2834.679673 = -747889.900174 nChanged 7 SP:Iteration 32Q (2150.303944 sec): 3 clusters Score: Raw -750727.164027 + Penalty 2834.679673 = -747892.484353 nChanged 4 SP:Iteration 33Q (2150.359908 sec): 3 clusters Score: Raw -750728.355432 + Penalty 2834.679673 = -747893.675759 nChanged 4 SP:Iteration 34Q (2150.427088 sec): 3 clusters Score: Raw -750729.161869 + Penalty 2834.679673 = -747894.482196 nChanged 2 SP:Iteration 35Q (2150.483215 sec): 3 clusters Score: Raw -750729.666906 + Penalty 2834.679673 = -747894.987233 nChanged 1 SP:Iteration 36Q (2150.537635 sec): 3 clusters Score: Raw -750729.824611 + Penalty 2834.679673 = -747895.144938 nChanged 1 SP:Iteration 37Q (2150.589539 sec): 3 clusters Score: Raw -750730.043005 + Penalty 2834.679673 = -747895.363332 nChanged 1 SP:Iteration 38Q (2150.642179 sec): 3 clusters Score: Raw -750730.226319 + Penalty 2834.679673 = -747895.546646 nChanged 1 SP:Iteration 39Q (2150.694165 sec): 3 clusters Score: Raw -750730.319596 + Penalty 2834.679673 = -747895.639923 nChanged 2 SP:Iteration 40F (2150.743312 sec): 3 clusters Score: Raw -750730.998780 + Penalty 2834.679673 = -747896.319107 nChanged 4 SP:Iteration 41Q (2150.801829 sec): 3 clusters Score: Raw -750731.989088 + Penalty 2834.679673 = -747897.309415 nChanged 1 SP:Iteration 42Q (2150.854785 sec): 3 clusters Score: Raw -750732.284554 + Penalty 2834.679673 = -747897.604880 nChanged 1 SP:Iteration 43Q (2150.908735 sec): 3 clusters Score: Raw -750732.837577 + Penalty 2834.679673 = -747898.157904 nChanged 2 SP:Iteration 44Q (2150.962180 sec): 3 clusters Score: Raw -750733.610287 + Penalty 2834.679673 = -747898.930614 nChanged 3 SP:Iteration 45Q (2151.018670 sec): 3 clusters Score: Raw -750734.488855 + Penalty 2834.679673 = -747899.809182 nChanged 4 SP:Iteration 46Q (2151.081491 sec): 3 clusters Score: Raw -750735.825932 + Penalty 2834.679673 = -747901.146259 nChanged 1 SP:Iteration 47Q (2151.125488 sec): 3 clusters Score: Raw -750736.013170 + Penalty 2834.679673 = -747901.333497 nChanged 0 SP:Iteration 48F (2151.185255 sec): 3 clusters Score: Raw -750736.013170 + Penalty 2834.679673 = -747901.333497 nChanged 0 Trying to split cluster 22 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2151.215289 sec): 2 clusters Score: Raw -102047.849995 + Penalty 1108.075161 = -100939.774834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2151.256726 sec): 3 clusters Score: Raw -101739.719616 + Penalty 2216.150321 = -99523.569294 nChanged 280 SP:Iteration 1F (2151.295485 sec): 3 clusters Score: Raw -102031.547012 + Penalty 2216.150321 = -99815.396691 nChanged 73 SP:Iteration 2F (2151.330319 sec): 3 clusters Score: Raw -102115.176030 + Penalty 2216.150321 = -99899.025709 nChanged 33 SP:Iteration 3Q (2151.363043 sec): 3 clusters Score: Raw -102152.818546 + Penalty 2216.150321 = -99936.668225 nChanged 23 SP:Iteration 4Q (2151.394296 sec): 3 clusters Score: Raw -102175.654758 + Penalty 2216.150321 = -99959.504437 nChanged 20 SP:Iteration 5Q (2151.437594 sec): 3 clusters Score: Raw -102197.987821 + Penalty 2216.150321 = -99981.837500 nChanged 18 SP:Iteration 6Q (2151.483816 sec): 3 clusters Score: Raw -102220.868445 + Penalty 2216.150321 = -100004.718123 nChanged 17 SP:Iteration 7Q (2151.531417 sec): 3 clusters Score: Raw -102239.801603 + Penalty 2216.150321 = -100023.651282 nChanged 24 SP:Iteration 8Q (2151.581515 sec): 3 clusters Score: Raw -102279.052930 + Penalty 2216.150321 = -100062.902608 nChanged 19 SP:Iteration 9Q (2151.626510 sec): 3 clusters Score: Raw -102300.474719 + Penalty 2216.150321 = -100084.324398 nChanged 15 SP:Iteration 10Q (2151.681777 sec): 3 clusters Score: Raw -102325.815142 + Penalty 2216.150321 = -100109.664821 nChanged 19 SP:Iteration 11Q (2151.723390 sec): 3 clusters Score: Raw -102356.015484 + Penalty 2216.150321 = -100139.865163 nChanged 19 SP:Iteration 12Q (2151.770782 sec): 3 clusters Score: Raw -102383.556755 + Penalty 2216.150321 = -100167.406434 nChanged 13 SP:Iteration 13Q (2151.816162 sec): 3 clusters Score: Raw -102403.205438 + Penalty 2216.150321 = -100187.055117 nChanged 14 SP:Iteration 14Q (2151.863475 sec): 3 clusters Score: Raw -102426.753409 + Penalty 2216.150321 = -100210.603088 nChanged 17 SP:Iteration 15Q (2151.896168 sec): 3 clusters Score: Raw -102448.326840 + Penalty 2216.150321 = -100232.176519 nChanged 13 SP:Iteration 16Q (2151.949818 sec): 3 clusters Score: Raw -102460.602852 + Penalty 2216.150321 = -100244.452531 nChanged 10 SP:Iteration 17Q (2151.994600 sec): 3 clusters Score: Raw -102469.289099 + Penalty 2216.150321 = -100253.138778 nChanged 6 SP:Iteration 18Q (2152.035470 sec): 3 clusters Score: Raw -102477.818104 + Penalty 2216.150321 = -100261.667783 nChanged 6 SP:Iteration 19Q (2152.078763 sec): 3 clusters Score: Raw -102481.170536 + Penalty 2216.150321 = -100265.020215 nChanged 1 SP:Iteration 20F (2152.122645 sec): 3 clusters Score: Raw -102482.666080 + Penalty 2216.150321 = -100266.515758 nChanged 2 SP:Iteration 21Q (2152.171055 sec): 3 clusters Score: Raw -102483.858534 + Penalty 2216.150321 = -100267.708212 nChanged 1 SP:Iteration 22Q (2152.220725 sec): 3 clusters Score: Raw -102484.482929 + Penalty 2216.150321 = -100268.332608 nChanged 2 SP:Iteration 23Q (2152.273935 sec): 3 clusters Score: Raw -102487.043776 + Penalty 2216.150321 = -100270.893455 nChanged 0 SP:Iteration 24F (2152.311606 sec): 3 clusters Score: Raw -102487.043776 + Penalty 2216.150321 = -100270.893455 nChanged 0 Trying to split cluster 23 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.345125 sec): 2 clusters Score: Raw -18633.043519 + Penalty 858.520606 = -17774.522913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.377840 sec): 3 clusters Score: Raw -18794.671336 + Penalty 1717.041212 = -17077.630124 nChanged 33 SP:Iteration 1F (2152.430145 sec): 3 clusters Score: Raw -18975.035618 + Penalty 1717.041212 = -17257.994406 nChanged 11 SP:Iteration 2F (2152.460452 sec): 3 clusters Score: Raw -19011.379343 + Penalty 1717.041212 = -17294.338131 nChanged 3 SP:Iteration 3Q (2152.503652 sec): 3 clusters Score: Raw -19020.058210 + Penalty 1717.041212 = -17303.016998 nChanged 1 SP:Iteration 4Q (2152.546432 sec): 3 clusters Score: Raw -19023.512186 + Penalty 1717.041212 = -17306.470974 nChanged 0 SP:Iteration 5F (2152.586170 sec): 3 clusters Score: Raw -19023.512186 + Penalty 1717.041212 = -17306.470974 nChanged 0 Trying to split cluster 24 (7748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.630973 sec): 2 clusters Score: Raw -951962.417729 + Penalty 1455.218379 = -950507.199350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.688075 sec): 3 clusters Score: Raw -947696.335136 + Penalty 2910.436758 = -944785.898378 nChanged 3306 SP:Iteration 1F (2152.732972 sec): 3 clusters Score: Raw -949543.262018 + Penalty 2910.436758 = -946632.825260 nChanged 570 SP:Iteration 2F (2152.791250 sec): 3 clusters Score: Raw -949953.127901 + Penalty 2910.436758 = -947042.691143 nChanged 508 SP:Iteration 3F (2152.845621 sec): 3 clusters Score: Raw -950439.937079 + Penalty 2910.436758 = -947529.500321 nChanged 477 SP:Iteration 4F (2152.900117 sec): 3 clusters Score: Raw -950974.533504 + Penalty 2910.436758 = -948064.096746 nChanged 530 SP:Iteration 5F (2152.964046 sec): 3 clusters Score: Raw -951488.361924 + Penalty 2910.436758 = -948577.925166 nChanged 557 SP:Iteration 6F (2153.018089 sec): 3 clusters Score: Raw -951935.690271 + Penalty 2910.436758 = -949025.253513 nChanged 483 SP:Iteration 7F (2153.070974 sec): 3 clusters Score: Raw -952296.199283 + Penalty 2910.436758 = -949385.762525 nChanged 388 SP:Iteration 8F (2153.123437 sec): 3 clusters Score: Raw -952552.849528 + Penalty 2910.436758 = -949642.412770 nChanged 277 SP:Iteration 9Q (2153.187257 sec): 3 clusters Score: Raw -952722.524524 + Penalty 2910.436758 = -949812.087766 nChanged 226 SP:Iteration 10Q (2153.235322 sec): 3 clusters Score: Raw -952857.733920 + Penalty 2910.436758 = -949947.297162 nChanged 182 SP:Iteration 11Q (2153.290477 sec): 3 clusters Score: Raw -952958.510887 + Penalty 2910.436758 = -950048.074129 nChanged 158 SP:Iteration 12Q (2153.347344 sec): 3 clusters Score: Raw -953037.129225 + Penalty 2910.436758 = -950126.692467 nChanged 150 SP:Iteration 13Q (2153.409433 sec): 3 clusters Score: Raw -953115.681262 + Penalty 2910.436758 = -950205.244504 nChanged 132 SP:Iteration 14Q (2153.468321 sec): 3 clusters Score: Raw -953180.688799 + Penalty 2910.436758 = -950270.252041 nChanged 114 SP:Iteration 15Q (2153.528357 sec): 3 clusters Score: Raw -953245.253858 + Penalty 2910.436758 = -950334.817100 nChanged 117 SP:Iteration 16Q (2153.575976 sec): 3 clusters Score: Raw -953312.365235 + Penalty 2910.436758 = -950401.928477 nChanged 102 SP:Iteration 17Q (2153.631526 sec): 3 clusters Score: Raw -953377.492909 + Penalty 2910.436758 = -950467.056151 nChanged 103 SP:Iteration 18Q (2153.695254 sec): 3 clusters Score: Raw -953444.070849 + Penalty 2910.436758 = -950533.634091 nChanged 85 SP:Iteration 19Q (2153.748944 sec): 3 clusters Score: Raw -953493.712348 + Penalty 2910.436758 = -950583.275590 nChanged 73 SP:Iteration 20F (2153.802549 sec): 3 clusters Score: Raw -953533.186794 + Penalty 2910.436758 = -950622.750036 nChanged 68 SP:Iteration 21Q (2153.867730 sec): 3 clusters Score: Raw -953562.063513 + Penalty 2910.436758 = -950651.626755 nChanged 58 SP:Iteration 22Q (2153.919586 sec): 3 clusters Score: Raw -953587.831691 + Penalty 2910.436758 = -950677.394933 nChanged 57 SP:Iteration 23Q (2153.971997 sec): 3 clusters Score: Raw -953612.509947 + Penalty 2910.436758 = -950702.073189 nChanged 46 SP:Iteration 24Q (2154.026220 sec): 3 clusters Score: Raw -953632.025522 + Penalty 2910.436758 = -950721.588764 nChanged 37 SP:Iteration 25Q (2154.091986 sec): 3 clusters Score: Raw -953647.527946 + Penalty 2910.436758 = -950737.091188 nChanged 28 SP:Iteration 26Q (2154.153946 sec): 3 clusters Score: Raw -953656.568097 + Penalty 2910.436758 = -950746.131339 nChanged 22 SP:Iteration 27Q (2154.213041 sec): 3 clusters Score: Raw -953662.630091 + Penalty 2910.436758 = -950752.193334 nChanged 21 SP:Iteration 28Q (2154.265231 sec): 3 clusters Score: Raw -953669.350020 + Penalty 2910.436758 = -950758.913262 nChanged 23 SP:Iteration 29Q (2154.326379 sec): 3 clusters Score: Raw -953678.435848 + Penalty 2910.436758 = -950767.999090 nChanged 18 SP:Iteration 30Q (2154.377414 sec): 3 clusters Score: Raw -953685.729224 + Penalty 2910.436758 = -950775.292466 nChanged 15 SP:Iteration 31Q (2154.434967 sec): 3 clusters Score: Raw -953690.002933 + Penalty 2910.436758 = -950779.566175 nChanged 8 SP:Iteration 32Q (2154.492097 sec): 3 clusters Score: Raw -953692.029876 + Penalty 2910.436758 = -950781.593118 nChanged 5 SP:Iteration 33Q (2154.546370 sec): 3 clusters Score: Raw -953693.295455 + Penalty 2910.436758 = -950782.858697 nChanged 1 SP:Iteration 34Q (2154.592348 sec): 3 clusters Score: Raw -953693.556005 + Penalty 2910.436758 = -950783.119247 nChanged 2 SP:Iteration 35Q (2154.652658 sec): 3 clusters Score: Raw -953694.380659 + Penalty 2910.436758 = -950783.943901 nChanged 1 SP:Iteration 36Q (2154.710656 sec): 3 clusters Score: Raw -953694.472110 + Penalty 2910.436758 = -950784.035352 nChanged 0 SP:Iteration 37F (2154.759916 sec): 3 clusters Score: Raw -953694.472110 + Penalty 2910.436758 = -950784.035352 nChanged 0 Score: Raw -42674301.183625 + Penalty 56210.803566 = -42618090.380059 Splitting cluster 24 changes total score from -42617693.939241 to -42618090.380059 So it's getting split into cluster 27. Iteration 59Q (2165.122047 sec): 28 clusters Score: Raw -42675105.735772 + Penalty 56210.803566 = -42618894.932206 nChanged 2862 Iteration 60F (2172.005394 sec): 28 clusters Score: Raw -42676014.751641 + Penalty 56210.803566 = -42619803.948076 nChanged 2104 Iteration 61Q (2175.257146 sec): 28 clusters Score: Raw -42676603.245131 + Penalty 56210.803566 = -42620392.441566 nChanged 1750 Iteration 62Q (2178.497097 sec): 28 clusters Score: Raw -42677054.578354 + Penalty 56210.803566 = -42620843.774788 nChanged 1572 Iteration 63Q (2181.758059 sec): 28 clusters Score: Raw -42677435.737929 + Penalty 56210.803566 = -42621224.934364 nChanged 1518 Iteration 64Q (2184.936101 sec): 28 clusters Score: Raw -42677790.570147 + Penalty 56210.803566 = -42621579.766582 nChanged 1490 Iteration 65Q (2188.220718 sec): 28 clusters Score: Raw -42678109.982231 + Penalty 56210.803566 = -42621899.178666 nChanged 1472 Iteration 66Q (2191.529629 sec): 28 clusters Score: Raw -42678401.364617 + Penalty 56210.803566 = -42622190.561051 nChanged 1384 Iteration 67Q (2194.680293 sec): 28 clusters Score: Raw -42678648.428744 + Penalty 56210.803566 = -42622437.625179 nChanged 1281 Iteration 68Q (2197.702970 sec): 28 clusters Score: Raw -42678865.899083 + Penalty 56210.803566 = -42622655.095518 nChanged 1294 Iteration 69Q (2200.714347 sec): 28 clusters Score: Raw -42679070.688124 + Penalty 56210.803566 = -42622859.884558 nChanged 1207 Iteration 70Q (2203.910168 sec): 28 clusters Score: Raw -42679252.646696 + Penalty 56210.803566 = -42623041.843131 nChanged 1143 Iteration 71Q (2207.021595 sec): 28 clusters Score: Raw -42679416.935547 + Penalty 56210.803566 = -42623206.131982 nChanged 1123 Iteration 72Q (2209.995230 sec): 28 clusters Score: Raw -42679560.083171 + Penalty 56210.803566 = -42623349.279606 nChanged 1006 Iteration 73Q (2213.179318 sec): 28 clusters Score: Raw -42679684.323546 + Penalty 56210.803566 = -42623473.519980 nChanged 967 Iteration 74Q (2216.278118 sec): 28 clusters Score: Raw -42679789.370174 + Penalty 56210.803566 = -42623578.566608 nChanged 931 Iteration 75Q (2219.302285 sec): 28 clusters Score: Raw -42679886.182843 + Penalty 56210.803566 = -42623675.379278 nChanged 853 Iteration 76Q (2222.464081 sec): 28 clusters Score: Raw -42679978.379365 + Penalty 56210.803566 = -42623767.575799 nChanged 856 Iteration 77Q (2225.474280 sec): 28 clusters Score: Raw -42680075.132671 + Penalty 56210.803566 = -42623864.329105 nChanged 895 Iteration 78Q (2228.634079 sec): 28 clusters Score: Raw -42680173.279750 + Penalty 56210.803566 = -42623962.476185 nChanged 872 Iteration 79Q (2231.812351 sec): 28 clusters Score: Raw -42680270.728722 + Penalty 56210.803566 = -42624059.925157 nChanged 888 Iteration 80F (2238.649225 sec): 28 clusters Score: Raw -42680423.288482 + Penalty 56210.803566 = -42624212.484917 nChanged 952 Iteration 81Q (2241.780925 sec): 28 clusters Score: Raw -42680547.189848 + Penalty 56210.803566 = -42624336.386282 nChanged 946 Iteration 82Q (2244.879604 sec): 28 clusters Score: Raw -42680660.662065 + Penalty 56210.803566 = -42624449.858500 nChanged 956 Iteration 83Q (2247.907664 sec): 28 clusters Score: Raw -42680769.634280 + Penalty 56210.803566 = -42624558.830715 nChanged 946 Iteration 84Q (2250.935515 sec): 28 clusters Score: Raw -42680877.934862 + Penalty 56210.803566 = -42624667.131296 nChanged 939 Iteration 85Q (2253.808036 sec): 28 clusters Score: Raw -42680979.892973 + Penalty 56210.803566 = -42624769.089407 nChanged 895 Iteration 86Q (2256.810163 sec): 28 clusters Score: Raw -42681077.839984 + Penalty 56210.803566 = -42624867.036419 nChanged 903 Iteration 87Q (2259.709704 sec): 28 clusters Score: Raw -42681176.381820 + Penalty 56210.803566 = -42624965.578255 nChanged 912 Iteration 88Q (2262.802842 sec): 28 clusters Score: Raw -42681272.014311 + Penalty 56210.803566 = -42625061.210745 nChanged 906 Iteration 89Q (2265.733592 sec): 28 clusters Score: Raw -42681359.992844 + Penalty 56210.803566 = -42625149.189278 nChanged 887 Iteration 90Q (2268.792138 sec): 28 clusters Score: Raw -42681456.633623 + Penalty 56210.803566 = -42625245.830058 nChanged 882 Iteration 91Q (2271.790459 sec): 28 clusters Score: Raw -42681549.550232 + Penalty 56210.803566 = -42625338.746667 nChanged 860 Iteration 92Q (2274.880299 sec): 28 clusters Score: Raw -42681639.054220 + Penalty 56210.803566 = -42625428.250654 nChanged 869 Iteration 93Q (2278.074052 sec): 28 clusters Score: Raw -42681723.814760 + Penalty 56210.803566 = -42625513.011195 nChanged 840 Iteration 94Q (2281.099715 sec): 28 clusters Score: Raw -42681800.549732 + Penalty 56210.803566 = -42625589.746167 nChanged 796 Iteration 95Q (2284.181802 sec): 28 clusters Score: Raw -42681868.682120 + Penalty 56210.803566 = -42625657.878554 nChanged 789 Iteration 96Q (2287.342741 sec): 28 clusters Score: Raw -42681935.596954 + Penalty 56210.803566 = -42625724.793389 nChanged 776 Iteration 97Q (2290.441931 sec): 28 clusters Score: Raw -42682000.600352 + Penalty 56210.803566 = -42625789.796787 nChanged 800 Iteration 98Q (2293.477954 sec): 28 clusters Score: Raw -42682064.790617 + Penalty 56210.803566 = -42625853.987052 nChanged 774 Writing temp clu file Because OldScore, -42625789.796787, is greater than current (better) Score,-42625853.987052 Compute initial score before splitting: Score: Raw -42682064.790617 + Penalty 56210.803566 = -42625853.987052 Trying to split cluster 1 (10203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2293.579343 sec): 2 clusters Score: Raw -1233511.776229 + Penalty 1499.946024 = -1232011.830205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2293.633341 sec): 3 clusters Score: Raw -1227735.851105 + Penalty 2999.892049 = -1224735.959056 nChanged 4418 SP:Iteration 1F (2293.690481 sec): 3 clusters Score: Raw -1230376.748363 + Penalty 2999.892049 = -1227376.856315 nChanged 828 SP:Iteration 2F (2293.743487 sec): 3 clusters Score: Raw -1231042.858251 + Penalty 2999.892049 = -1228042.966202 nChanged 829 SP:Iteration 3F (2293.796702 sec): 3 clusters Score: Raw -1231791.133108 + Penalty 2999.892049 = -1228791.241059 nChanged 809 SP:Iteration 4F (2293.867514 sec): 3 clusters Score: Raw -1232507.660119 + Penalty 2999.892049 = -1229507.768070 nChanged 739 SP:Iteration 5F (2293.916778 sec): 3 clusters Score: Raw -1233115.773335 + Penalty 2999.892049 = -1230115.881286 nChanged 595 SP:Iteration 6F (2293.979346 sec): 3 clusters Score: Raw -1233586.472477 + Penalty 2999.892049 = -1230586.580428 nChanged 434 SP:Iteration 7Q (2294.035388 sec): 3 clusters Score: Raw -1233855.098602 + Penalty 2999.892049 = -1230855.206553 nChanged 332 SP:Iteration 8Q (2294.104995 sec): 3 clusters Score: Raw -1234000.342394 + Penalty 2999.892049 = -1231000.450345 nChanged 191 SP:Iteration 9Q (2294.163664 sec): 3 clusters Score: Raw -1234057.706231 + Penalty 2999.892049 = -1231057.814182 nChanged 128 SP:Iteration 10Q (2294.212106 sec): 3 clusters Score: Raw -1234092.933148 + Penalty 2999.892049 = -1231093.041099 nChanged 102 SP:Iteration 11Q (2294.279869 sec): 3 clusters Score: Raw -1234116.062238 + Penalty 2999.892049 = -1231116.170189 nChanged 64 SP:Iteration 12Q (2294.338926 sec): 3 clusters Score: Raw -1234128.899599 + Penalty 2999.892049 = -1231129.007550 nChanged 51 SP:Iteration 13Q (2294.398443 sec): 3 clusters Score: Raw -1234138.452562 + Penalty 2999.892049 = -1231138.560513 nChanged 45 SP:Iteration 14Q (2294.472436 sec): 3 clusters Score: Raw -1234146.411595 + Penalty 2999.892049 = -1231146.519546 nChanged 34 SP:Iteration 15Q (2294.531599 sec): 3 clusters Score: Raw -1234152.872311 + Penalty 2999.892049 = -1231152.980262 nChanged 41 SP:Iteration 16Q (2294.597482 sec): 3 clusters Score: Raw -1234160.996151 + Penalty 2999.892049 = -1231161.104102 nChanged 49 SP:Iteration 17Q (2294.659889 sec): 3 clusters Score: Raw -1234170.773921 + Penalty 2999.892049 = -1231170.881872 nChanged 49 SP:Iteration 18Q (2294.708692 sec): 3 clusters Score: Raw -1234179.846061 + Penalty 2999.892049 = -1231179.954012 nChanged 39 SP:Iteration 19Q (2294.767593 sec): 3 clusters Score: Raw -1234185.210018 + Penalty 2999.892049 = -1231185.317969 nChanged 32 SP:Iteration 20F (2294.827663 sec): 3 clusters Score: Raw -1234188.941508 + Penalty 2999.892049 = -1231189.049459 nChanged 23 SP:Iteration 21Q (2294.898605 sec): 3 clusters Score: Raw -1234192.074197 + Penalty 2999.892049 = -1231192.182148 nChanged 22 SP:Iteration 22Q (2294.956644 sec): 3 clusters Score: Raw -1234195.364979 + Penalty 2999.892049 = -1231195.472930 nChanged 24 SP:Iteration 23Q (2294.996697 sec): 3 clusters Score: Raw -1234199.074548 + Penalty 2999.892049 = -1231199.182499 nChanged 29 SP:Iteration 24Q (2295.057228 sec): 3 clusters Score: Raw -1234203.753410 + Penalty 2999.892049 = -1231203.861361 nChanged 29 SP:Iteration 25Q (2295.116627 sec): 3 clusters Score: Raw -1234208.634451 + Penalty 2999.892049 = -1231208.742402 nChanged 31 SP:Iteration 26Q (2295.185887 sec): 3 clusters Score: Raw -1234214.382642 + Penalty 2999.892049 = -1231214.490593 nChanged 37 SP:Iteration 27Q (2295.240299 sec): 3 clusters Score: Raw -1234220.689606 + Penalty 2999.892049 = -1231220.797557 nChanged 30 SP:Iteration 28Q (2295.301822 sec): 3 clusters Score: Raw -1234226.222914 + Penalty 2999.892049 = -1231226.330865 nChanged 28 SP:Iteration 29Q (2295.360087 sec): 3 clusters Score: Raw -1234230.490158 + Penalty 2999.892049 = -1231230.598109 nChanged 23 SP:Iteration 30Q (2295.419594 sec): 3 clusters Score: Raw -1234234.460605 + Penalty 2999.892049 = -1231234.568556 nChanged 26 SP:Iteration 31Q (2295.472875 sec): 3 clusters Score: Raw -1234238.732892 + Penalty 2999.892049 = -1231238.840843 nChanged 26 SP:Iteration 32Q (2295.539377 sec): 3 clusters Score: Raw -1234241.959033 + Penalty 2999.892049 = -1231242.066984 nChanged 18 SP:Iteration 33Q (2295.604241 sec): 3 clusters Score: Raw -1234244.140601 + Penalty 2999.892049 = -1231244.248552 nChanged 17 SP:Iteration 34Q (2295.670775 sec): 3 clusters Score: Raw -1234246.097603 + Penalty 2999.892049 = -1231246.205554 nChanged 13 SP:Iteration 35Q (2295.731325 sec): 3 clusters Score: Raw -1234247.412551 + Penalty 2999.892049 = -1231247.520502 nChanged 10 SP:Iteration 36Q (2295.787084 sec): 3 clusters Score: Raw -1234248.502766 + Penalty 2999.892049 = -1231248.610717 nChanged 11 SP:Iteration 37Q (2295.839538 sec): 3 clusters Score: Raw -1234249.880855 + Penalty 2999.892049 = -1231249.988807 nChanged 16 SP:Iteration 38Q (2295.899827 sec): 3 clusters Score: Raw -1234252.260120 + Penalty 2999.892049 = -1231252.368071 nChanged 21 SP:Iteration 39Q (2295.961659 sec): 3 clusters Score: Raw -1234254.753060 + Penalty 2999.892049 = -1231254.861011 nChanged 14 SP:Iteration 40F (2296.021921 sec): 3 clusters Score: Raw -1234256.121583 + Penalty 2999.892049 = -1231256.229535 nChanged 7 SP:Iteration 41Q (2296.073686 sec): 3 clusters Score: Raw -1234257.041903 + Penalty 2999.892049 = -1231257.149854 nChanged 5 SP:Iteration 42Q (2296.133862 sec): 3 clusters Score: Raw -1234257.936982 + Penalty 2999.892049 = -1231258.044933 nChanged 7 SP:Iteration 43Q (2296.198547 sec): 3 clusters Score: Raw -1234259.038273 + Penalty 2999.892049 = -1231259.146224 nChanged 5 SP:Iteration 44Q (2296.256522 sec): 3 clusters Score: Raw -1234259.572023 + Penalty 2999.892049 = -1231259.679974 nChanged 3 SP:Iteration 45Q (2296.319534 sec): 3 clusters Score: Raw -1234260.053933 + Penalty 2999.892049 = -1231260.161884 nChanged 4 SP:Iteration 46Q (2296.387570 sec): 3 clusters Score: Raw -1234260.582482 + Penalty 2999.892049 = -1231260.690433 nChanged 7 SP:Iteration 47Q (2296.445938 sec): 3 clusters Score: Raw -1234261.386416 + Penalty 2999.892049 = -1231261.494367 nChanged 6 SP:Iteration 48Q (2296.509627 sec): 3 clusters Score: Raw -1234262.044637 + Penalty 2999.892049 = -1231262.152588 nChanged 8 SP:Iteration 49Q (2296.564786 sec): 3 clusters Score: Raw -1234262.869006 + Penalty 2999.892049 = -1231262.976957 nChanged 2 SP:Iteration 50Q (2296.616947 sec): 3 clusters Score: Raw -1234263.043473 + Penalty 2999.892049 = -1231263.151424 nChanged 0 SP:Iteration 51F (2296.679031 sec): 3 clusters Score: Raw -1234263.043473 + Penalty 2999.892049 = -1231263.151424 nChanged 0 Trying to split cluster 2 (47616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2296.773449 sec): 2 clusters Score: Raw -5497545.170777 + Penalty 1750.275169 = -5495794.895608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2296.899448 sec): 3 clusters Score: Raw -5467427.766714 + Penalty 3500.550338 = -5463927.216376 nChanged 22345 SP:Iteration 1F (2297.016389 sec): 3 clusters Score: Raw -5480254.379945 + Penalty 3500.550338 = -5476753.829607 nChanged 2261 SP:Iteration 2Q (2297.148884 sec): 3 clusters Score: Raw -5481066.130216 + Penalty 3500.550338 = -5477565.579878 nChanged 2320 SP:Iteration 3Q (2297.268892 sec): 3 clusters Score: Raw -5482057.748622 + Penalty 3500.550338 = -5478557.198284 nChanged 2527 SP:Iteration 4F (2297.375351 sec): 3 clusters Score: Raw -5483399.048582 + Penalty 3500.550338 = -5479898.498243 nChanged 2871 SP:Iteration 5F (2297.496579 sec): 3 clusters Score: Raw -5485319.525218 + Penalty 3500.550338 = -5481818.974880 nChanged 3167 SP:Iteration 6F (2297.613824 sec): 3 clusters Score: Raw -5487843.712383 + Penalty 3500.550338 = -5484343.162045 nChanged 3200 SP:Iteration 7F (2297.729222 sec): 3 clusters Score: Raw -5490634.380877 + Penalty 3500.550338 = -5487133.830539 nChanged 2722 SP:Iteration 8F (2297.843090 sec): 3 clusters Score: Raw -5493051.364041 + Penalty 3500.550338 = -5489550.813703 nChanged 2010 SP:Iteration 9Q (2297.953904 sec): 3 clusters Score: Raw -5494820.982250 + Penalty 3500.550338 = -5491320.431912 nChanged 1394 SP:Iteration 10Q (2298.058141 sec): 3 clusters Score: Raw -5495981.570896 + Penalty 3500.550338 = -5492481.020557 nChanged 854 SP:Iteration 11Q (2298.175015 sec): 3 clusters Score: Raw -5496575.273998 + Penalty 3500.550338 = -5493074.723659 nChanged 598 SP:Iteration 12Q (2298.278124 sec): 3 clusters Score: Raw -5496974.787491 + Penalty 3500.550338 = -5493474.237153 nChanged 381 SP:Iteration 13Q (2298.385222 sec): 3 clusters Score: Raw -5497222.895506 + Penalty 3500.550338 = -5493722.345168 nChanged 268 SP:Iteration 14Q (2298.473815 sec): 3 clusters Score: Raw -5497397.671506 + Penalty 3500.550338 = -5493897.121167 nChanged 198 SP:Iteration 15Q (2298.582958 sec): 3 clusters Score: Raw -5497528.822141 + Penalty 3500.550338 = -5494028.271803 nChanged 128 SP:Iteration 16Q (2298.681770 sec): 3 clusters Score: Raw -5497606.036155 + Penalty 3500.550338 = -5494105.485816 nChanged 91 SP:Iteration 17Q (2298.792550 sec): 3 clusters Score: Raw -5497665.619087 + Penalty 3500.550338 = -5494165.068749 nChanged 69 SP:Iteration 18Q (2298.882353 sec): 3 clusters Score: Raw -5497704.286249 + Penalty 3500.550338 = -5494203.735911 nChanged 44 SP:Iteration 19Q (2298.994962 sec): 3 clusters Score: Raw -5497728.389179 + Penalty 3500.550338 = -5494227.838841 nChanged 35 SP:Iteration 20F (2299.121057 sec): 3 clusters Score: Raw -5497749.665233 + Penalty 3500.550338 = -5494249.114895 nChanged 30 SP:Iteration 21Q (2299.220649 sec): 3 clusters Score: Raw -5497768.040721 + Penalty 3500.550338 = -5494267.490383 nChanged 26 SP:Iteration 22Q (2299.325917 sec): 3 clusters Score: Raw -5497781.729505 + Penalty 3500.550338 = -5494281.179167 nChanged 22 SP:Iteration 23Q (2299.428500 sec): 3 clusters Score: Raw -5497796.169896 + Penalty 3500.550338 = -5494295.619558 nChanged 20 SP:Iteration 24Q (2299.533627 sec): 3 clusters Score: Raw -5497807.884171 + Penalty 3500.550338 = -5494307.333832 nChanged 11 SP:Iteration 25Q (2299.632127 sec): 3 clusters Score: Raw -5497815.096602 + Penalty 3500.550338 = -5494314.546263 nChanged 19 SP:Iteration 26Q (2299.743684 sec): 3 clusters Score: Raw -5497825.533500 + Penalty 3500.550338 = -5494324.983162 nChanged 11 SP:Iteration 27Q (2299.836373 sec): 3 clusters Score: Raw -5497833.140797 + Penalty 3500.550338 = -5494332.590458 nChanged 11 SP:Iteration 28Q (2299.946754 sec): 3 clusters Score: Raw -5497840.876721 + Penalty 3500.550338 = -5494340.326383 nChanged 7 SP:Iteration 29Q (2300.054568 sec): 3 clusters Score: Raw -5497844.698844 + Penalty 3500.550338 = -5494344.148506 nChanged 4 SP:Iteration 30Q (2300.147387 sec): 3 clusters Score: Raw -5497846.467686 + Penalty 3500.550338 = -5494345.917348 nChanged 2 SP:Iteration 31Q (2300.250099 sec): 3 clusters Score: Raw -5497847.348903 + Penalty 3500.550338 = -5494346.798564 nChanged 4 SP:Iteration 32Q (2300.359207 sec): 3 clusters Score: Raw -5497849.714402 + Penalty 3500.550338 = -5494349.164064 nChanged 4 SP:Iteration 33Q (2300.454081 sec): 3 clusters Score: Raw -5497851.961335 + Penalty 3500.550338 = -5494351.410997 nChanged 3 SP:Iteration 34Q (2300.554769 sec): 3 clusters Score: Raw -5497854.872913 + Penalty 3500.550338 = -5494354.322575 nChanged 4 SP:Iteration 35Q (2300.655978 sec): 3 clusters Score: Raw -5497857.108993 + Penalty 3500.550338 = -5494356.558655 nChanged 4 SP:Iteration 36Q (2300.757157 sec): 3 clusters Score: Raw -5497859.671479 + Penalty 3500.550338 = -5494359.121141 nChanged 2 SP:Iteration 37Q (2300.862383 sec): 3 clusters Score: Raw -5497860.420186 + Penalty 3500.550338 = -5494359.869847 nChanged 0 SP:Iteration 38F (2300.985780 sec): 3 clusters Score: Raw -5497860.420186 + Penalty 3500.550338 = -5494359.869847 nChanged 0 Trying to split cluster 3 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2301.000909 sec): 2 clusters Score: Raw -45694.738157 + Penalty 979.203221 = -44715.534937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2301.054550 sec): 3 clusters Score: Raw -45684.210437 + Penalty 1958.406441 = -43725.803996 nChanged 95 SP:Iteration 1F (2301.101340 sec): 3 clusters Score: Raw -45869.774626 + Penalty 1958.406441 = -43911.368184 nChanged 24 SP:Iteration 2F (2301.137695 sec): 3 clusters Score: Raw -45911.111979 + Penalty 1958.406441 = -43952.705538 nChanged 11 SP:Iteration 3Q (2301.171684 sec): 3 clusters Score: Raw -45930.850794 + Penalty 1958.406441 = -43972.444353 nChanged 8 SP:Iteration 4Q (2301.219389 sec): 3 clusters Score: Raw -45940.903404 + Penalty 1958.406441 = -43982.496962 nChanged 3 SP:Iteration 5Q (2301.263937 sec): 3 clusters Score: Raw -45943.597290 + Penalty 1958.406441 = -43985.190848 nChanged 4 SP:Iteration 6Q (2301.308364 sec): 3 clusters Score: Raw -45949.627468 + Penalty 1958.406441 = -43991.221027 nChanged 2 SP:Iteration 7Q (2301.347737 sec): 3 clusters Score: Raw -45951.380049 + Penalty 1958.406441 = -43992.973607 nChanged 1 SP:Iteration 8Q (2301.381263 sec): 3 clusters Score: Raw -45951.876488 + Penalty 1958.406441 = -43993.470047 nChanged 1 SP:Iteration 9Q (2301.415990 sec): 3 clusters Score: Raw -45953.374102 + Penalty 1958.406441 = -43994.967660 nChanged 1 SP:Iteration 10Q (2301.455448 sec): 3 clusters Score: Raw -45954.239164 + Penalty 1958.406441 = -43995.832723 nChanged 1 SP:Iteration 11Q (2301.504645 sec): 3 clusters Score: Raw -45954.980641 + Penalty 1958.406441 = -43996.574199 nChanged 0 SP:Iteration 12F (2301.551506 sec): 3 clusters Score: Raw -45954.980641 + Penalty 1958.406441 = -43996.574199 nChanged 0 Trying to split cluster 4 (10698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2301.580864 sec): 2 clusters Score: Raw -1315242.732129 + Penalty 1507.644464 = -1313735.087664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2301.646064 sec): 3 clusters Score: Raw -1309108.572810 + Penalty 3015.288928 = -1306093.283882 nChanged 4624 SP:Iteration 1F (2301.705782 sec): 3 clusters Score: Raw -1311521.483310 + Penalty 3015.288928 = -1308506.194382 nChanged 634 SP:Iteration 2F (2301.769529 sec): 3 clusters Score: Raw -1311775.872427 + Penalty 3015.288928 = -1308760.583498 nChanged 486 SP:Iteration 3Q (2301.827113 sec): 3 clusters Score: Raw -1311979.958891 + Penalty 3015.288928 = -1308964.669962 nChanged 476 SP:Iteration 4Q (2301.891684 sec): 3 clusters Score: Raw -1312170.130929 + Penalty 3015.288928 = -1309154.842001 nChanged 453 SP:Iteration 5Q (2301.957198 sec): 3 clusters Score: Raw -1312380.244646 + Penalty 3015.288928 = -1309364.955718 nChanged 482 SP:Iteration 6Q (2302.014715 sec): 3 clusters Score: Raw -1312642.294751 + Penalty 3015.288928 = -1309627.005822 nChanged 537 SP:Iteration 7F (2302.075498 sec): 3 clusters Score: Raw -1312972.975487 + Penalty 3015.288928 = -1309957.686559 nChanged 578 SP:Iteration 8F (2302.128871 sec): 3 clusters Score: Raw -1313378.708315 + Penalty 3015.288928 = -1310363.419386 nChanged 588 SP:Iteration 9F (2302.192906 sec): 3 clusters Score: Raw -1313826.666552 + Penalty 3015.288928 = -1310811.377624 nChanged 541 SP:Iteration 10F (2302.253861 sec): 3 clusters Score: Raw -1314230.977186 + Penalty 3015.288928 = -1311215.688257 nChanged 448 SP:Iteration 11Q (2302.314672 sec): 3 clusters Score: Raw -1314572.702397 + Penalty 3015.288928 = -1311557.413469 nChanged 377 SP:Iteration 12Q (2302.377587 sec): 3 clusters Score: Raw -1314840.964405 + Penalty 3015.288928 = -1311825.675477 nChanged 294 SP:Iteration 13Q (2302.434701 sec): 3 clusters Score: Raw -1315036.016648 + Penalty 3015.288928 = -1312020.727720 nChanged 199 SP:Iteration 14Q (2302.506781 sec): 3 clusters Score: Raw -1315144.384808 + Penalty 3015.288928 = -1312129.095879 nChanged 145 SP:Iteration 15Q (2302.558039 sec): 3 clusters Score: Raw -1315212.138095 + Penalty 3015.288928 = -1312196.849167 nChanged 124 SP:Iteration 16Q (2302.611890 sec): 3 clusters Score: Raw -1315265.746827 + Penalty 3015.288928 = -1312250.457899 nChanged 71 SP:Iteration 17Q (2302.684523 sec): 3 clusters Score: Raw -1315291.941853 + Penalty 3015.288928 = -1312276.652925 nChanged 62 SP:Iteration 18Q (2302.732584 sec): 3 clusters Score: Raw -1315310.974166 + Penalty 3015.288928 = -1312295.685238 nChanged 56 SP:Iteration 19Q (2302.790731 sec): 3 clusters Score: Raw -1315324.009652 + Penalty 3015.288928 = -1312308.720723 nChanged 47 SP:Iteration 20F (2302.852026 sec): 3 clusters Score: Raw -1315335.298032 + Penalty 3015.288928 = -1312320.009104 nChanged 41 SP:Iteration 21Q (2302.907535 sec): 3 clusters Score: Raw -1315346.359847 + Penalty 3015.288928 = -1312331.070918 nChanged 23 SP:Iteration 22Q (2302.968732 sec): 3 clusters Score: Raw -1315352.475845 + Penalty 3015.288928 = -1312337.186916 nChanged 22 SP:Iteration 23Q (2303.032163 sec): 3 clusters Score: Raw -1315357.470582 + Penalty 3015.288928 = -1312342.181654 nChanged 27 SP:Iteration 24Q (2303.085124 sec): 3 clusters Score: Raw -1315362.932836 + Penalty 3015.288928 = -1312347.643908 nChanged 25 SP:Iteration 25Q (2303.138035 sec): 3 clusters Score: Raw -1315369.995098 + Penalty 3015.288928 = -1312354.706170 nChanged 25 SP:Iteration 26Q (2303.205179 sec): 3 clusters Score: Raw -1315376.806479 + Penalty 3015.288928 = -1312361.517551 nChanged 27 SP:Iteration 27Q (2303.257077 sec): 3 clusters Score: Raw -1315384.085096 + Penalty 3015.288928 = -1312368.796168 nChanged 24 SP:Iteration 28Q (2303.320051 sec): 3 clusters Score: Raw -1315389.845504 + Penalty 3015.288928 = -1312374.556576 nChanged 21 SP:Iteration 29Q (2303.380143 sec): 3 clusters Score: Raw -1315395.752783 + Penalty 3015.288928 = -1312380.463855 nChanged 26 SP:Iteration 30Q (2303.429816 sec): 3 clusters Score: Raw -1315401.343989 + Penalty 3015.288928 = -1312386.055061 nChanged 15 SP:Iteration 31Q (2303.492852 sec): 3 clusters Score: Raw -1315405.825302 + Penalty 3015.288928 = -1312390.536373 nChanged 17 SP:Iteration 32Q (2303.546766 sec): 3 clusters Score: Raw -1315410.858546 + Penalty 3015.288928 = -1312395.569617 nChanged 10 SP:Iteration 33Q (2303.594684 sec): 3 clusters Score: Raw -1315413.559755 + Penalty 3015.288928 = -1312398.270826 nChanged 10 SP:Iteration 34Q (2303.667312 sec): 3 clusters Score: Raw -1315415.060184 + Penalty 3015.288928 = -1312399.771256 nChanged 2 SP:Iteration 35Q (2303.718716 sec): 3 clusters Score: Raw -1315415.219149 + Penalty 3015.288928 = -1312399.930221 nChanged 0 SP:Iteration 36F (2303.781510 sec): 3 clusters Score: Raw -1315415.219149 + Penalty 3015.288928 = -1312399.930221 nChanged 0 Trying to split cluster 5 (3900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2303.811347 sec): 2 clusters Score: Raw -443175.228647 + Penalty 1343.668923 = -441831.559724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2303.851528 sec): 3 clusters Score: Raw -441276.892241 + Penalty 2687.337845 = -438589.554395 nChanged 1541 SP:Iteration 1F (2303.900098 sec): 3 clusters Score: Raw -442567.582834 + Penalty 2687.337845 = -439880.244989 nChanged 423 SP:Iteration 2F (2303.945724 sec): 3 clusters Score: Raw -443033.247718 + Penalty 2687.337845 = -440345.909873 nChanged 327 SP:Iteration 3F (2303.996029 sec): 3 clusters Score: Raw -443358.152739 + Penalty 2687.337845 = -440670.814893 nChanged 235 SP:Iteration 4F (2304.039775 sec): 3 clusters Score: Raw -443533.546400 + Penalty 2687.337845 = -440846.208554 nChanged 137 SP:Iteration 5Q (2304.083964 sec): 3 clusters Score: Raw -443616.231465 + Penalty 2687.337845 = -440928.893619 nChanged 84 SP:Iteration 6Q (2304.134431 sec): 3 clusters Score: Raw -443663.076558 + Penalty 2687.337845 = -440975.738713 nChanged 57 SP:Iteration 7Q (2304.189840 sec): 3 clusters Score: Raw -443693.542909 + Penalty 2687.337845 = -441006.205064 nChanged 49 SP:Iteration 8Q (2304.225660 sec): 3 clusters Score: Raw -443720.170506 + Penalty 2687.337845 = -441032.832660 nChanged 32 SP:Iteration 9Q (2304.273796 sec): 3 clusters Score: Raw -443737.265982 + Penalty 2687.337845 = -441049.928136 nChanged 29 SP:Iteration 10Q (2304.327012 sec): 3 clusters Score: Raw -443749.792159 + Penalty 2687.337845 = -441062.454314 nChanged 21 SP:Iteration 11Q (2304.375705 sec): 3 clusters Score: Raw -443759.326939 + Penalty 2687.337845 = -441071.989093 nChanged 16 SP:Iteration 12Q (2304.427971 sec): 3 clusters Score: Raw -443767.954014 + Penalty 2687.337845 = -441080.616169 nChanged 21 SP:Iteration 13Q (2304.465722 sec): 3 clusters Score: Raw -443779.794820 + Penalty 2687.337845 = -441092.456974 nChanged 18 SP:Iteration 14Q (2304.514144 sec): 3 clusters Score: Raw -443791.949166 + Penalty 2687.337845 = -441104.611321 nChanged 23 SP:Iteration 15Q (2304.560643 sec): 3 clusters Score: Raw -443806.233113 + Penalty 2687.337845 = -441118.895268 nChanged 16 SP:Iteration 16Q (2304.622826 sec): 3 clusters Score: Raw -443816.083363 + Penalty 2687.337845 = -441128.745517 nChanged 14 SP:Iteration 17Q (2304.660425 sec): 3 clusters Score: Raw -443823.787206 + Penalty 2687.337845 = -441136.449361 nChanged 10 SP:Iteration 18Q (2304.712757 sec): 3 clusters Score: Raw -443829.473221 + Penalty 2687.337845 = -441142.135376 nChanged 11 SP:Iteration 19Q (2304.761919 sec): 3 clusters Score: Raw -443834.723561 + Penalty 2687.337845 = -441147.385716 nChanged 11 SP:Iteration 20F (2304.819422 sec): 3 clusters Score: Raw -443841.185517 + Penalty 2687.337845 = -441153.847672 nChanged 15 SP:Iteration 21Q (2304.860811 sec): 3 clusters Score: Raw -443849.151232 + Penalty 2687.337845 = -441161.813386 nChanged 16 SP:Iteration 22Q (2304.909478 sec): 3 clusters Score: Raw -443862.654747 + Penalty 2687.337845 = -441175.316902 nChanged 21 SP:Iteration 23Q (2304.968579 sec): 3 clusters Score: Raw -443877.573098 + Penalty 2687.337845 = -441190.235253 nChanged 15 SP:Iteration 24Q (2305.013987 sec): 3 clusters Score: Raw -443891.246192 + Penalty 2687.337845 = -441203.908347 nChanged 19 SP:Iteration 25Q (2305.072954 sec): 3 clusters Score: Raw -443905.150971 + Penalty 2687.337845 = -441217.813125 nChanged 16 SP:Iteration 26Q (2305.104651 sec): 3 clusters Score: Raw -443917.216378 + Penalty 2687.337845 = -441229.878533 nChanged 13 SP:Iteration 27Q (2305.154595 sec): 3 clusters Score: Raw -443930.174261 + Penalty 2687.337845 = -441242.836415 nChanged 7 SP:Iteration 28Q (2305.184882 sec): 3 clusters Score: Raw -443934.399305 + Penalty 2687.337845 = -441247.061459 nChanged 9 SP:Iteration 29Q (2305.241278 sec): 3 clusters Score: Raw -443939.389539 + Penalty 2687.337845 = -441252.051693 nChanged 5 SP:Iteration 30Q (2305.281212 sec): 3 clusters Score: Raw -443942.986744 + Penalty 2687.337845 = -441255.648899 nChanged 9 SP:Iteration 31Q (2305.336385 sec): 3 clusters Score: Raw -443946.008685 + Penalty 2687.337845 = -441258.670840 nChanged 5 SP:Iteration 32Q (2305.374404 sec): 3 clusters Score: Raw -443948.526179 + Penalty 2687.337845 = -441261.188334 nChanged 2 SP:Iteration 33Q (2305.434466 sec): 3 clusters Score: Raw -443948.989989 + Penalty 2687.337845 = -441261.652143 nChanged 0 SP:Iteration 34F (2305.473521 sec): 3 clusters Score: Raw -443948.989989 + Penalty 2687.337845 = -441261.652143 nChanged 0 Trying to split cluster 6 (13825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2305.510594 sec): 2 clusters Score: Raw -1666626.558166 + Penalty 1549.312997 = -1665077.245169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2305.571004 sec): 3 clusters Score: Raw -1658557.475856 + Penalty 3098.625994 = -1655458.849862 nChanged 6158 SP:Iteration 1F (2305.636101 sec): 3 clusters Score: Raw -1661861.725441 + Penalty 3098.625994 = -1658763.099448 nChanged 737 SP:Iteration 2F (2305.689170 sec): 3 clusters Score: Raw -1662124.270250 + Penalty 3098.625994 = -1659025.644257 nChanged 598 SP:Iteration 3Q (2305.754947 sec): 3 clusters Score: Raw -1662326.023997 + Penalty 3098.625994 = -1659227.398003 nChanged 531 SP:Iteration 4Q (2305.828241 sec): 3 clusters Score: Raw -1662490.248947 + Penalty 3098.625994 = -1659391.622954 nChanged 460 SP:Iteration 5Q (2305.881751 sec): 3 clusters Score: Raw -1662645.060481 + Penalty 3098.625994 = -1659546.434487 nChanged 469 SP:Iteration 6Q (2305.940671 sec): 3 clusters Score: Raw -1662822.353523 + Penalty 3098.625994 = -1659723.727530 nChanged 484 SP:Iteration 7Q (2306.013309 sec): 3 clusters Score: Raw -1663002.823707 + Penalty 3098.625994 = -1659904.197714 nChanged 492 SP:Iteration 8Q (2306.072811 sec): 3 clusters Score: Raw -1663252.966241 + Penalty 3098.625994 = -1660154.340247 nChanged 613 SP:Iteration 9Q (2306.136927 sec): 3 clusters Score: Raw -1663612.683730 + Penalty 3098.625994 = -1660514.057737 nChanged 683 SP:Iteration 10Q (2306.212119 sec): 3 clusters Score: Raw -1664022.302031 + Penalty 3098.625994 = -1660923.676037 nChanged 694 SP:Iteration 11F (2306.268465 sec): 3 clusters Score: Raw -1664508.286383 + Penalty 3098.625994 = -1661409.660389 nChanged 672 SP:Iteration 12Q (2306.342468 sec): 3 clusters Score: Raw -1665032.855883 + Penalty 3098.625994 = -1661934.229889 nChanged 611 SP:Iteration 13Q (2306.409000 sec): 3 clusters Score: Raw -1665575.926966 + Penalty 3098.625994 = -1662477.300972 nChanged 498 SP:Iteration 14Q (2306.465605 sec): 3 clusters Score: Raw -1666000.521076 + Penalty 3098.625994 = -1662901.895082 nChanged 341 SP:Iteration 15Q (2306.540688 sec): 3 clusters Score: Raw -1666238.229444 + Penalty 3098.625994 = -1663139.603450 nChanged 221 SP:Iteration 16Q (2306.597807 sec): 3 clusters Score: Raw -1666381.963812 + Penalty 3098.625994 = -1663283.337819 nChanged 170 SP:Iteration 17Q (2306.663278 sec): 3 clusters Score: Raw -1666478.635483 + Penalty 3098.625994 = -1663380.009490 nChanged 160 SP:Iteration 18Q (2306.710712 sec): 3 clusters Score: Raw -1666552.729989 + Penalty 3098.625994 = -1663454.103995 nChanged 109 SP:Iteration 19Q (2306.768907 sec): 3 clusters Score: Raw -1666598.814478 + Penalty 3098.625994 = -1663500.188485 nChanged 105 SP:Iteration 20F (2306.837422 sec): 3 clusters Score: Raw -1666639.230398 + Penalty 3098.625994 = -1663540.604405 nChanged 78 SP:Iteration 21Q (2306.905155 sec): 3 clusters Score: Raw -1666671.598010 + Penalty 3098.625994 = -1663572.972016 nChanged 74 SP:Iteration 22Q (2306.967816 sec): 3 clusters Score: Raw -1666699.366716 + Penalty 3098.625994 = -1663600.740723 nChanged 72 SP:Iteration 23Q (2307.032522 sec): 3 clusters Score: Raw -1666724.088396 + Penalty 3098.625994 = -1663625.462402 nChanged 70 SP:Iteration 24Q (2307.097956 sec): 3 clusters Score: Raw -1666749.443514 + Penalty 3098.625994 = -1663650.817520 nChanged 62 SP:Iteration 25Q (2307.172755 sec): 3 clusters Score: Raw -1666769.248538 + Penalty 3098.625994 = -1663670.622544 nChanged 55 SP:Iteration 26Q (2307.229821 sec): 3 clusters Score: Raw -1666784.286932 + Penalty 3098.625994 = -1663685.660939 nChanged 40 SP:Iteration 27Q (2307.291424 sec): 3 clusters Score: Raw -1666792.574994 + Penalty 3098.625994 = -1663693.949001 nChanged 31 SP:Iteration 28Q (2307.351032 sec): 3 clusters Score: Raw -1666797.887521 + Penalty 3098.625994 = -1663699.261527 nChanged 19 SP:Iteration 29Q (2307.406665 sec): 3 clusters Score: Raw -1666802.917578 + Penalty 3098.625994 = -1663704.291584 nChanged 23 SP:Iteration 30Q (2307.482274 sec): 3 clusters Score: Raw -1666807.672490 + Penalty 3098.625994 = -1663709.046497 nChanged 25 SP:Iteration 31Q (2307.539631 sec): 3 clusters Score: Raw -1666812.894893 + Penalty 3098.625994 = -1663714.268900 nChanged 25 SP:Iteration 32Q (2307.595225 sec): 3 clusters Score: Raw -1666819.284946 + Penalty 3098.625994 = -1663720.658952 nChanged 30 SP:Iteration 33Q (2307.641518 sec): 3 clusters Score: Raw -1666826.726224 + Penalty 3098.625994 = -1663728.100231 nChanged 28 SP:Iteration 34Q (2307.700469 sec): 3 clusters Score: Raw -1666835.195758 + Penalty 3098.625994 = -1663736.569765 nChanged 37 SP:Iteration 35Q (2307.767376 sec): 3 clusters Score: Raw -1666846.600730 + Penalty 3098.625994 = -1663747.974736 nChanged 33 SP:Iteration 36Q (2307.817685 sec): 3 clusters Score: Raw -1666855.955623 + Penalty 3098.625994 = -1663757.329630 nChanged 31 SP:Iteration 37Q (2307.888395 sec): 3 clusters Score: Raw -1666861.588017 + Penalty 3098.625994 = -1663762.962024 nChanged 14 SP:Iteration 38Q (2307.940205 sec): 3 clusters Score: Raw -1666864.697466 + Penalty 3098.625994 = -1663766.071472 nChanged 17 SP:Iteration 39Q (2308.014791 sec): 3 clusters Score: Raw -1666867.201977 + Penalty 3098.625994 = -1663768.575983 nChanged 14 SP:Iteration 40F (2308.068046 sec): 3 clusters Score: Raw -1666869.633594 + Penalty 3098.625994 = -1663771.007600 nChanged 16 SP:Iteration 41Q (2308.127754 sec): 3 clusters Score: Raw -1666872.866004 + Penalty 3098.625994 = -1663774.240011 nChanged 17 SP:Iteration 42Q (2308.201077 sec): 3 clusters Score: Raw -1666875.433016 + Penalty 3098.625994 = -1663776.807023 nChanged 15 SP:Iteration 43Q (2308.261143 sec): 3 clusters Score: Raw -1666878.467516 + Penalty 3098.625994 = -1663779.841522 nChanged 15 SP:Iteration 44Q (2308.317515 sec): 3 clusters Score: Raw -1666881.895869 + Penalty 3098.625994 = -1663783.269875 nChanged 18 SP:Iteration 45Q (2308.382077 sec): 3 clusters Score: Raw -1666885.110066 + Penalty 3098.625994 = -1663786.484073 nChanged 10 SP:Iteration 46Q (2308.442751 sec): 3 clusters Score: Raw -1666886.689276 + Penalty 3098.625994 = -1663788.063283 nChanged 9 SP:Iteration 47Q (2308.519198 sec): 3 clusters Score: Raw -1666888.360451 + Penalty 3098.625994 = -1663789.734457 nChanged 15 SP:Iteration 48Q (2308.581740 sec): 3 clusters Score: Raw -1666891.905088 + Penalty 3098.625994 = -1663793.279094 nChanged 14 SP:Iteration 49Q (2308.641560 sec): 3 clusters Score: Raw -1666895.039235 + Penalty 3098.625994 = -1663796.413242 nChanged 14 SP:Iteration 50Q (2308.694255 sec): 3 clusters Score: Raw -1666897.389819 + Penalty 3098.625994 = -1663798.763826 nChanged 9 SP:Iteration 51Q (2308.762787 sec): 3 clusters Score: Raw -1666898.893286 + Penalty 3098.625994 = -1663800.267293 nChanged 5 SP:Iteration 52Q (2308.821261 sec): 3 clusters Score: Raw -1666899.872223 + Penalty 3098.625994 = -1663801.246229 nChanged 6 SP:Iteration 53Q (2308.889144 sec): 3 clusters Score: Raw -1666900.672477 + Penalty 3098.625994 = -1663802.046483 nChanged 5 SP:Iteration 54Q (2308.935243 sec): 3 clusters Score: Raw -1666901.298096 + Penalty 3098.625994 = -1663802.672103 nChanged 4 SP:Iteration 55Q (2308.992794 sec): 3 clusters Score: Raw -1666901.871141 + Penalty 3098.625994 = -1663803.245148 nChanged 2 SP:Iteration 56Q (2309.059499 sec): 3 clusters Score: Raw -1666902.045953 + Penalty 3098.625994 = -1663803.419960 nChanged 3 SP:Iteration 57Q (2309.113944 sec): 3 clusters Score: Raw -1666902.410460 + Penalty 3098.625994 = -1663803.784467 nChanged 4 SP:Iteration 58Q (2309.174451 sec): 3 clusters Score: Raw -1666902.851636 + Penalty 3098.625994 = -1663804.225642 nChanged 2 SP:Iteration 59Q (2309.231609 sec): 3 clusters Score: Raw -1666903.053509 + Penalty 3098.625994 = -1663804.427515 nChanged 0 SP:Iteration 60F (2309.298748 sec): 3 clusters Score: Raw -1666903.053509 + Penalty 3098.625994 = -1663804.427515 nChanged 0 Trying to split cluster 7 (108309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2309.445620 sec): 2 clusters Score: Raw -13036208.638822 + Penalty 1883.820824 = -13034324.817998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2309.672019 sec): 3 clusters Score: Raw -12965537.622783 + Penalty 3767.641648 = -12961769.981135 nChanged 51986 SP:Iteration 1F (2309.909620 sec): 3 clusters Score: Raw -12995672.086037 + Penalty 3767.641648 = -12991904.444389 nChanged 3722 SP:Iteration 2Q (2310.138286 sec): 3 clusters Score: Raw -12996673.066929 + Penalty 3767.641648 = -12992905.425281 nChanged 4078 SP:Iteration 3Q (2310.351315 sec): 3 clusters Score: Raw -12998048.264542 + Penalty 3767.641648 = -12994280.622894 nChanged 4769 SP:Iteration 4Q (2310.577295 sec): 3 clusters Score: Raw -13000153.426429 + Penalty 3767.641648 = -12996385.784782 nChanged 5797 SP:Iteration 5F (2310.795507 sec): 3 clusters Score: Raw -13003569.870158 + Penalty 3767.641648 = -12999802.228510 nChanged 6815 SP:Iteration 6F (2311.009376 sec): 3 clusters Score: Raw -13008674.932167 + Penalty 3767.641648 = -13004907.290519 nChanged 7350 SP:Iteration 7F (2311.239909 sec): 3 clusters Score: Raw -13014786.663304 + Penalty 3767.641648 = -13011019.021656 nChanged 6740 SP:Iteration 8F (2311.463223 sec): 3 clusters Score: Raw -13020202.882983 + Penalty 3767.641648 = -13016435.241335 nChanged 5422 SP:Iteration 9F (2311.669486 sec): 3 clusters Score: Raw -13023787.899260 + Penalty 3767.641648 = -13020020.257612 nChanged 3955 SP:Iteration 10Q (2311.896476 sec): 3 clusters Score: Raw -13025995.457014 + Penalty 3767.641648 = -13022227.815366 nChanged 3122 SP:Iteration 11Q (2312.111394 sec): 3 clusters Score: Raw -13027676.538520 + Penalty 3767.641648 = -13023908.896872 nChanged 2692 SP:Iteration 12Q (2312.334118 sec): 3 clusters Score: Raw -13029084.393200 + Penalty 3767.641648 = -13025316.751552 nChanged 2473 SP:Iteration 13Q (2312.547448 sec): 3 clusters Score: Raw -13030433.339366 + Penalty 3767.641648 = -13026665.697718 nChanged 2332 SP:Iteration 14Q (2312.755382 sec): 3 clusters Score: Raw -13031795.893588 + Penalty 3767.641648 = -13028028.251940 nChanged 2141 SP:Iteration 15Q (2312.950911 sec): 3 clusters Score: Raw -13033073.870456 + Penalty 3767.641648 = -13029306.228808 nChanged 1904 SP:Iteration 16Q (2313.147079 sec): 3 clusters Score: Raw -13034201.910139 + Penalty 3767.641648 = -13030434.268491 nChanged 1598 SP:Iteration 17Q (2313.346093 sec): 3 clusters Score: Raw -13035076.762385 + Penalty 3767.641648 = -13031309.120738 nChanged 1322 SP:Iteration 18Q (2313.535176 sec): 3 clusters Score: Raw -13035705.529455 + Penalty 3767.641648 = -13031937.887807 nChanged 967 SP:Iteration 19Q (2313.709785 sec): 3 clusters Score: Raw -13036104.907526 + Penalty 3767.641648 = -13032337.265878 nChanged 788 SP:Iteration 20F (2313.918936 sec): 3 clusters Score: Raw -13036407.668525 + Penalty 3767.641648 = -13032640.026877 nChanged 625 SP:Iteration 21Q (2314.095389 sec): 3 clusters Score: Raw -13036619.708018 + Penalty 3767.641648 = -13032852.066370 nChanged 474 SP:Iteration 22Q (2314.266151 sec): 3 clusters Score: Raw -13036757.817703 + Penalty 3767.641648 = -13032990.176055 nChanged 353 SP:Iteration 23Q (2314.453725 sec): 3 clusters Score: Raw -13036847.092124 + Penalty 3767.641648 = -13033079.450476 nChanged 246 SP:Iteration 24Q (2314.648884 sec): 3 clusters Score: Raw -13036899.171012 + Penalty 3767.641648 = -13033131.529364 nChanged 218 SP:Iteration 25Q (2314.832281 sec): 3 clusters Score: Raw -13036939.717302 + Penalty 3767.641648 = -13033172.075654 nChanged 175 SP:Iteration 26Q (2315.000496 sec): 3 clusters Score: Raw -13036972.675483 + Penalty 3767.641648 = -13033205.033836 nChanged 166 SP:Iteration 27Q (2315.198230 sec): 3 clusters Score: Raw -13037000.281779 + Penalty 3767.641648 = -13033232.640132 nChanged 126 SP:Iteration 28Q (2315.384097 sec): 3 clusters Score: Raw -13037019.813416 + Penalty 3767.641648 = -13033252.171768 nChanged 106 SP:Iteration 29Q (2315.571239 sec): 3 clusters Score: Raw -13037035.766147 + Penalty 3767.641648 = -13033268.124499 nChanged 102 SP:Iteration 30Q (2315.760021 sec): 3 clusters Score: Raw -13037049.713698 + Penalty 3767.641648 = -13033282.072051 nChanged 73 SP:Iteration 31Q (2315.959524 sec): 3 clusters Score: Raw -13037060.531302 + Penalty 3767.641648 = -13033292.889654 nChanged 62 SP:Iteration 32Q (2316.147430 sec): 3 clusters Score: Raw -13037068.141277 + Penalty 3767.641648 = -13033300.499629 nChanged 51 SP:Iteration 33Q (2316.326714 sec): 3 clusters Score: Raw -13037074.435505 + Penalty 3767.641648 = -13033306.793857 nChanged 43 SP:Iteration 34Q (2316.507814 sec): 3 clusters Score: Raw -13037079.533169 + Penalty 3767.641648 = -13033311.891522 nChanged 34 SP:Iteration 35Q (2316.695866 sec): 3 clusters Score: Raw -13037083.802932 + Penalty 3767.641648 = -13033316.161284 nChanged 37 SP:Iteration 36Q (2316.887418 sec): 3 clusters Score: Raw -13037089.025480 + Penalty 3767.641648 = -13033321.383832 nChanged 28 SP:Iteration 37Q (2317.072157 sec): 3 clusters Score: Raw -13037092.233775 + Penalty 3767.641648 = -13033324.592127 nChanged 25 SP:Iteration 38Q (2317.242872 sec): 3 clusters Score: Raw -13037095.489156 + Penalty 3767.641648 = -13033327.847508 nChanged 30 SP:Iteration 39Q (2317.410762 sec): 3 clusters Score: Raw -13037099.568785 + Penalty 3767.641648 = -13033331.927137 nChanged 26 SP:Iteration 40F (2317.613374 sec): 3 clusters Score: Raw -13037103.091771 + Penalty 3767.641648 = -13033335.450123 nChanged 28 SP:Iteration 41Q (2317.783612 sec): 3 clusters Score: Raw -13037106.552044 + Penalty 3767.641648 = -13033338.910397 nChanged 20 SP:Iteration 42Q (2317.943577 sec): 3 clusters Score: Raw -13037108.633199 + Penalty 3767.641648 = -13033340.991551 nChanged 19 SP:Iteration 43Q (2318.116313 sec): 3 clusters Score: Raw -13037111.603900 + Penalty 3767.641648 = -13033343.962252 nChanged 25 SP:Iteration 44Q (2318.293609 sec): 3 clusters Score: Raw -13037114.990502 + Penalty 3767.641648 = -13033347.348854 nChanged 22 SP:Iteration 45Q (2318.453332 sec): 3 clusters Score: Raw -13037118.442107 + Penalty 3767.641648 = -13033350.800460 nChanged 30 SP:Iteration 46Q (2318.642343 sec): 3 clusters Score: Raw -13037121.948836 + Penalty 3767.641648 = -13033354.307188 nChanged 22 SP:Iteration 47Q (2318.837934 sec): 3 clusters Score: Raw -13037124.587705 + Penalty 3767.641648 = -13033356.946057 nChanged 20 SP:Iteration 48Q (2319.025216 sec): 3 clusters Score: Raw -13037126.811844 + Penalty 3767.641648 = -13033359.170196 nChanged 26 SP:Iteration 49Q (2319.216062 sec): 3 clusters Score: Raw -13037130.103734 + Penalty 3767.641648 = -13033362.462086 nChanged 28 SP:Iteration 50Q (2319.399168 sec): 3 clusters Score: Raw -13037134.479000 + Penalty 3767.641648 = -13033366.837352 nChanged 30 SP:Iteration 51Q (2319.574238 sec): 3 clusters Score: Raw -13037138.186012 + Penalty 3767.641648 = -13033370.544364 nChanged 23 SP:Iteration 52Q (2319.744438 sec): 3 clusters Score: Raw -13037140.665098 + Penalty 3767.641648 = -13033373.023450 nChanged 15 SP:Iteration 53Q (2319.910305 sec): 3 clusters Score: Raw -13037142.620483 + Penalty 3767.641648 = -13033374.978835 nChanged 14 SP:Iteration 54Q (2320.079053 sec): 3 clusters Score: Raw -13037144.173907 + Penalty 3767.641648 = -13033376.532260 nChanged 15 SP:Iteration 55Q (2320.252192 sec): 3 clusters Score: Raw -13037145.942550 + Penalty 3767.641648 = -13033378.300902 nChanged 12 SP:Iteration 56Q (2320.419184 sec): 3 clusters Score: Raw -13037147.362248 + Penalty 3767.641648 = -13033379.720600 nChanged 17 SP:Iteration 57Q (2320.583163 sec): 3 clusters Score: Raw -13037149.026164 + Penalty 3767.641648 = -13033381.384516 nChanged 20 SP:Iteration 58Q (2320.750137 sec): 3 clusters Score: Raw -13037151.463415 + Penalty 3767.641648 = -13033383.821767 nChanged 15 SP:Iteration 59Q (2320.932768 sec): 3 clusters Score: Raw -13037153.184305 + Penalty 3767.641648 = -13033385.542657 nChanged 12 SP:Iteration 60F (2321.143702 sec): 3 clusters Score: Raw -13037154.190549 + Penalty 3767.641648 = -13033386.548901 nChanged 9 SP:Iteration 61Q (2321.331934 sec): 3 clusters Score: Raw -13037155.170424 + Penalty 3767.641648 = -13033387.528776 nChanged 8 SP:Iteration 62Q (2321.519689 sec): 3 clusters Score: Raw -13037156.179467 + Penalty 3767.641648 = -13033388.537819 nChanged 10 SP:Iteration 63Q (2321.694370 sec): 3 clusters Score: Raw -13037157.916066 + Penalty 3767.641648 = -13033390.274418 nChanged 17 SP:Iteration 64Q (2321.872005 sec): 3 clusters Score: Raw -13037160.808876 + Penalty 3767.641648 = -13033393.167228 nChanged 26 SP:Iteration 65Q (2322.066862 sec): 3 clusters Score: Raw -13037164.177784 + Penalty 3767.641648 = -13033396.536136 nChanged 17 SP:Iteration 66Q (2322.251397 sec): 3 clusters Score: Raw -13037165.813685 + Penalty 3767.641648 = -13033398.172037 nChanged 16 SP:Iteration 67Q (2322.439612 sec): 3 clusters Score: Raw -13037167.454942 + Penalty 3767.641648 = -13033399.813294 nChanged 10 SP:Iteration 68Q (2322.603652 sec): 3 clusters Score: Raw -13037168.221586 + Penalty 3767.641648 = -13033400.579938 nChanged 5 SP:Iteration 69Q (2322.786216 sec): 3 clusters Score: Raw -13037168.525906 + Penalty 3767.641648 = -13033400.884258 nChanged 2 SP:Iteration 70Q (2322.963623 sec): 3 clusters Score: Raw -13037168.691039 + Penalty 3767.641648 = -13033401.049391 nChanged 0 SP:Iteration 71F (2323.183183 sec): 3 clusters Score: Raw -13037168.691039 + Penalty 3767.641648 = -13033401.049391 nChanged 0 Trying to split cluster 8 (3305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2323.218635 sec): 2 clusters Score: Raw -332834.916063 + Penalty 1316.768660 = -331518.147403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2323.256786 sec): 3 clusters Score: Raw -331310.081532 + Penalty 2633.537319 = -328676.544213 nChanged 1360 SP:Iteration 1F (2323.302095 sec): 3 clusters Score: Raw -332265.329649 + Penalty 2633.537319 = -329631.792330 nChanged 296 SP:Iteration 2F (2323.349967 sec): 3 clusters Score: Raw -332537.126207 + Penalty 2633.537319 = -329903.588887 nChanged 247 SP:Iteration 3F (2323.394118 sec): 3 clusters Score: Raw -332785.421568 + Penalty 2633.537319 = -330151.884248 nChanged 244 SP:Iteration 4F (2323.447847 sec): 3 clusters Score: Raw -333025.616815 + Penalty 2633.537319 = -330392.079496 nChanged 196 SP:Iteration 5F (2323.500104 sec): 3 clusters Score: Raw -333215.364583 + Penalty 2633.537319 = -330581.827264 nChanged 152 SP:Iteration 6Q (2323.550982 sec): 3 clusters Score: Raw -333329.466115 + Penalty 2633.537319 = -330695.928795 nChanged 116 SP:Iteration 7Q (2323.602583 sec): 3 clusters Score: Raw -333403.380015 + Penalty 2633.537319 = -330769.842696 nChanged 99 SP:Iteration 8Q (2323.655889 sec): 3 clusters Score: Raw -333471.864740 + Penalty 2633.537319 = -330838.327420 nChanged 81 SP:Iteration 9Q (2323.713533 sec): 3 clusters Score: Raw -333512.188993 + Penalty 2633.537319 = -330878.651674 nChanged 57 SP:Iteration 10Q (2323.765229 sec): 3 clusters Score: Raw -333533.853399 + Penalty 2633.537319 = -330900.316080 nChanged 41 SP:Iteration 11Q (2323.813694 sec): 3 clusters Score: Raw -333551.104158 + Penalty 2633.537319 = -330917.566839 nChanged 33 SP:Iteration 12Q (2323.859023 sec): 3 clusters Score: Raw -333566.333367 + Penalty 2633.537319 = -330932.796047 nChanged 28 SP:Iteration 13Q (2323.897732 sec): 3 clusters Score: Raw -333579.335742 + Penalty 2633.537319 = -330945.798423 nChanged 24 SP:Iteration 14Q (2323.928913 sec): 3 clusters Score: Raw -333586.479845 + Penalty 2633.537319 = -330952.942526 nChanged 16 SP:Iteration 15Q (2323.966609 sec): 3 clusters Score: Raw -333593.865890 + Penalty 2633.537319 = -330960.328571 nChanged 16 SP:Iteration 16Q (2324.012078 sec): 3 clusters Score: Raw -333599.825070 + Penalty 2633.537319 = -330966.287750 nChanged 12 SP:Iteration 17Q (2324.042671 sec): 3 clusters Score: Raw -333604.471289 + Penalty 2633.537319 = -330970.933969 nChanged 12 SP:Iteration 18Q (2324.081149 sec): 3 clusters Score: Raw -333607.080504 + Penalty 2633.537319 = -330973.543185 nChanged 11 SP:Iteration 19Q (2324.118822 sec): 3 clusters Score: Raw -333634.562262 + Penalty 2633.537319 = -331001.024943 nChanged 6 SP:Iteration 20F (2324.168782 sec): 3 clusters Score: Raw -333664.358011 + Penalty 2633.537319 = -331030.820691 nChanged 22 SP:Iteration 21Q (2324.214527 sec): 3 clusters Score: Raw -333669.801729 + Penalty 2633.537319 = -331036.264410 nChanged 5 SP:Iteration 22Q (2324.252840 sec): 3 clusters Score: Raw -333671.283351 + Penalty 2633.537319 = -331037.746032 nChanged 2 SP:Iteration 23Q (2324.284056 sec): 3 clusters Score: Raw -333671.765018 + Penalty 2633.537319 = -331038.227698 nChanged 1 SP:Iteration 24Q (2324.319986 sec): 3 clusters Score: Raw -333671.970765 + Penalty 2633.537319 = -331038.433445 nChanged 0 SP:Iteration 25F (2324.365596 sec): 3 clusters Score: Raw -333671.970765 + Penalty 2633.537319 = -331038.433445 nChanged 0 Trying to split cluster 9 (13296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2324.397842 sec): 2 clusters Score: Raw -1553527.156195 + Penalty 1542.973009 = -1551984.183186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2324.457950 sec): 3 clusters Score: Raw -1545781.954315 + Penalty 3085.946018 = -1542696.008297 nChanged 5874 SP:Iteration 1F (2324.519552 sec): 3 clusters Score: Raw -1548984.987230 + Penalty 3085.946018 = -1545899.041212 nChanged 786 SP:Iteration 2F (2324.590567 sec): 3 clusters Score: Raw -1549356.834527 + Penalty 3085.946018 = -1546270.888509 nChanged 781 SP:Iteration 3F (2324.658628 sec): 3 clusters Score: Raw -1549797.238986 + Penalty 3085.946018 = -1546711.292968 nChanged 845 SP:Iteration 4F (2324.713373 sec): 3 clusters Score: Raw -1550405.298252 + Penalty 3085.946018 = -1547319.352234 nChanged 943 SP:Iteration 5F (2324.775370 sec): 3 clusters Score: Raw -1551202.523313 + Penalty 3085.946018 = -1548116.577295 nChanged 1043 SP:Iteration 6F (2324.837336 sec): 3 clusters Score: Raw -1552068.179857 + Penalty 3085.946018 = -1548982.233839 nChanged 868 SP:Iteration 7F (2324.912225 sec): 3 clusters Score: Raw -1552747.344319 + Penalty 3085.946018 = -1549661.398301 nChanged 664 SP:Iteration 8Q (2324.976246 sec): 3 clusters Score: Raw -1553137.999879 + Penalty 3085.946018 = -1550052.053861 nChanged 451 SP:Iteration 9Q (2325.036878 sec): 3 clusters Score: Raw -1553350.895408 + Penalty 3085.946018 = -1550264.949390 nChanged 345 SP:Iteration 10Q (2325.097558 sec): 3 clusters Score: Raw -1553478.001242 + Penalty 3085.946018 = -1550392.055223 nChanged 235 SP:Iteration 11Q (2325.144057 sec): 3 clusters Score: Raw -1553552.834495 + Penalty 3085.946018 = -1550466.888477 nChanged 159 SP:Iteration 12Q (2325.195563 sec): 3 clusters Score: Raw -1553597.710127 + Penalty 3085.946018 = -1550511.764109 nChanged 121 SP:Iteration 13Q (2325.265955 sec): 3 clusters Score: Raw -1553634.039589 + Penalty 3085.946018 = -1550548.093571 nChanged 112 SP:Iteration 14Q (2325.334602 sec): 3 clusters Score: Raw -1553667.816894 + Penalty 3085.946018 = -1550581.870875 nChanged 103 SP:Iteration 15Q (2325.409151 sec): 3 clusters Score: Raw -1553707.549071 + Penalty 3085.946018 = -1550621.603053 nChanged 97 SP:Iteration 16Q (2325.464844 sec): 3 clusters Score: Raw -1553754.394491 + Penalty 3085.946018 = -1550668.448473 nChanged 105 SP:Iteration 17Q (2325.543541 sec): 3 clusters Score: Raw -1553797.423700 + Penalty 3085.946018 = -1550711.477682 nChanged 100 SP:Iteration 18Q (2325.604958 sec): 3 clusters Score: Raw -1553841.645938 + Penalty 3085.946018 = -1550755.699920 nChanged 98 SP:Iteration 19Q (2325.672482 sec): 3 clusters Score: Raw -1553882.617318 + Penalty 3085.946018 = -1550796.671300 nChanged 96 SP:Iteration 20F (2325.733289 sec): 3 clusters Score: Raw -1553933.603951 + Penalty 3085.946018 = -1550847.657933 nChanged 89 SP:Iteration 21Q (2325.805669 sec): 3 clusters Score: Raw -1553974.620584 + Penalty 3085.946018 = -1550888.674566 nChanged 79 SP:Iteration 22Q (2325.861081 sec): 3 clusters Score: Raw -1554011.923710 + Penalty 3085.946018 = -1550925.977692 nChanged 82 SP:Iteration 23Q (2325.934165 sec): 3 clusters Score: Raw -1554039.512478 + Penalty 3085.946018 = -1550953.566460 nChanged 54 SP:Iteration 24Q (2326.011557 sec): 3 clusters Score: Raw -1554057.692279 + Penalty 3085.946018 = -1550971.746261 nChanged 56 SP:Iteration 25Q (2326.062746 sec): 3 clusters Score: Raw -1554073.817438 + Penalty 3085.946018 = -1550987.871420 nChanged 69 SP:Iteration 26Q (2326.128152 sec): 3 clusters Score: Raw -1554089.271944 + Penalty 3085.946018 = -1551003.325926 nChanged 39 SP:Iteration 27Q (2326.183067 sec): 3 clusters Score: Raw -1554097.111526 + Penalty 3085.946018 = -1551011.165508 nChanged 26 SP:Iteration 28Q (2326.244941 sec): 3 clusters Score: Raw -1554102.493703 + Penalty 3085.946018 = -1551016.547685 nChanged 24 SP:Iteration 29Q (2326.308264 sec): 3 clusters Score: Raw -1554108.046764 + Penalty 3085.946018 = -1551022.100746 nChanged 25 SP:Iteration 30Q (2326.372419 sec): 3 clusters Score: Raw -1554111.646472 + Penalty 3085.946018 = -1551025.700454 nChanged 15 SP:Iteration 31Q (2326.439487 sec): 3 clusters Score: Raw -1554113.740867 + Penalty 3085.946018 = -1551027.794849 nChanged 8 SP:Iteration 32Q (2326.506458 sec): 3 clusters Score: Raw -1554115.200099 + Penalty 3085.946018 = -1551029.254081 nChanged 11 SP:Iteration 33Q (2326.557953 sec): 3 clusters Score: Raw -1554117.090546 + Penalty 3085.946018 = -1551031.144527 nChanged 14 SP:Iteration 34Q (2326.632763 sec): 3 clusters Score: Raw -1554118.386258 + Penalty 3085.946018 = -1551032.440240 nChanged 11 SP:Iteration 35Q (2326.702351 sec): 3 clusters Score: Raw -1554119.639905 + Penalty 3085.946018 = -1551033.693887 nChanged 8 SP:Iteration 36Q (2326.757308 sec): 3 clusters Score: Raw -1554120.913338 + Penalty 3085.946018 = -1551034.967320 nChanged 4 SP:Iteration 37Q (2326.837494 sec): 3 clusters Score: Raw -1554121.485438 + Penalty 3085.946018 = -1551035.539420 nChanged 7 SP:Iteration 38Q (2326.892130 sec): 3 clusters Score: Raw -1554122.386171 + Penalty 3085.946018 = -1551036.440153 nChanged 3 SP:Iteration 39Q (2326.955051 sec): 3 clusters Score: Raw -1554122.620981 + Penalty 3085.946018 = -1551036.674963 nChanged 3 SP:Iteration 40F (2327.019082 sec): 3 clusters Score: Raw -1554122.859701 + Penalty 3085.946018 = -1551036.913683 nChanged 2 SP:Iteration 41Q (2327.078210 sec): 3 clusters Score: Raw -1554122.973902 + Penalty 3085.946018 = -1551037.027884 nChanged 1 SP:Iteration 42Q (2327.154255 sec): 3 clusters Score: Raw -1554123.050798 + Penalty 3085.946018 = -1551037.104780 nChanged 1 SP:Iteration 43Q (2327.213716 sec): 3 clusters Score: Raw -1554123.111170 + Penalty 3085.946018 = -1551037.165152 nChanged 1 SP:Iteration 44Q (2327.277038 sec): 3 clusters Score: Raw -1554123.175043 + Penalty 3085.946018 = -1551037.229025 nChanged 0 SP:Iteration 45F (2327.344499 sec): 3 clusters Score: Raw -1554123.175043 + Penalty 3085.946018 = -1551037.229025 nChanged 0 Trying to split cluster 10 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2327.365598 sec): 2 clusters Score: Raw -99254.536099 + Penalty 1089.268068 = -98165.268031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2327.404435 sec): 3 clusters Score: Raw -99005.895138 + Penalty 2178.536137 = -96827.359001 nChanged 249 SP:Iteration 1F (2327.454309 sec): 3 clusters Score: Raw -99240.677443 + Penalty 2178.536137 = -97062.141306 nChanged 60 SP:Iteration 2F (2327.494491 sec): 3 clusters Score: Raw -99312.743779 + Penalty 2178.536137 = -97134.207642 nChanged 26 SP:Iteration 3Q (2327.535616 sec): 3 clusters Score: Raw -99339.552791 + Penalty 2178.536137 = -97161.016654 nChanged 18 SP:Iteration 4Q (2327.565256 sec): 3 clusters Score: Raw -99356.273163 + Penalty 2178.536137 = -97177.737026 nChanged 7 SP:Iteration 5Q (2327.618048 sec): 3 clusters Score: Raw -99363.970869 + Penalty 2178.536137 = -97185.434732 nChanged 6 SP:Iteration 6Q (2327.653827 sec): 3 clusters Score: Raw -99370.034423 + Penalty 2178.536137 = -97191.498287 nChanged 3 SP:Iteration 7Q (2327.700441 sec): 3 clusters Score: Raw -99373.830914 + Penalty 2178.536137 = -97195.294778 nChanged 2 SP:Iteration 8Q (2327.742387 sec): 3 clusters Score: Raw -99374.836751 + Penalty 2178.536137 = -97196.300614 nChanged 1 SP:Iteration 9Q (2327.790527 sec): 3 clusters Score: Raw -99376.174044 + Penalty 2178.536137 = -97197.637907 nChanged 0 SP:Iteration 10F (2327.832249 sec): 3 clusters Score: Raw -99376.174044 + Penalty 2178.536137 = -97197.637907 nChanged 0 Trying to split cluster 11 (12696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2327.874679 sec): 2 clusters Score: Raw -1388435.875672 + Penalty 1535.469368 = -1386900.406304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2327.922353 sec): 3 clusters Score: Raw -1381023.323262 + Penalty 3070.938735 = -1377952.384526 nChanged 5535 SP:Iteration 1F (2327.974891 sec): 3 clusters Score: Raw -1384068.562495 + Penalty 3070.938735 = -1380997.623760 nChanged 761 SP:Iteration 2F (2328.052446 sec): 3 clusters Score: Raw -1384404.964137 + Penalty 3070.938735 = -1381334.025401 nChanged 689 SP:Iteration 3F (2328.106052 sec): 3 clusters Score: Raw -1384714.676849 + Penalty 3070.938735 = -1381643.738114 nChanged 674 SP:Iteration 4F (2328.163026 sec): 3 clusters Score: Raw -1385034.625077 + Penalty 3070.938735 = -1381963.686342 nChanged 611 SP:Iteration 5Q (2328.227087 sec): 3 clusters Score: Raw -1385310.136824 + Penalty 3070.938735 = -1382239.198089 nChanged 564 SP:Iteration 6Q (2328.294901 sec): 3 clusters Score: Raw -1385562.189914 + Penalty 3070.938735 = -1382491.251179 nChanged 500 SP:Iteration 7Q (2328.362027 sec): 3 clusters Score: Raw -1385786.974127 + Penalty 3070.938735 = -1382716.035392 nChanged 473 SP:Iteration 8Q (2328.420553 sec): 3 clusters Score: Raw -1385993.667635 + Penalty 3070.938735 = -1382922.728900 nChanged 449 SP:Iteration 9Q (2328.495557 sec): 3 clusters Score: Raw -1386196.236234 + Penalty 3070.938735 = -1383125.297499 nChanged 442 SP:Iteration 10Q (2328.559538 sec): 3 clusters Score: Raw -1386362.656297 + Penalty 3070.938735 = -1383291.717562 nChanged 342 SP:Iteration 11Q (2328.613279 sec): 3 clusters Score: Raw -1386506.484208 + Penalty 3070.938735 = -1383435.545473 nChanged 325 SP:Iteration 12Q (2328.673327 sec): 3 clusters Score: Raw -1386655.274496 + Penalty 3070.938735 = -1383584.335761 nChanged 331 SP:Iteration 13Q (2328.733519 sec): 3 clusters Score: Raw -1386803.286551 + Penalty 3070.938735 = -1383732.347816 nChanged 326 SP:Iteration 14Q (2328.795799 sec): 3 clusters Score: Raw -1386948.326434 + Penalty 3070.938735 = -1383877.387698 nChanged 307 SP:Iteration 15Q (2328.859286 sec): 3 clusters Score: Raw -1387090.452717 + Penalty 3070.938735 = -1384019.513981 nChanged 320 SP:Iteration 16Q (2328.919842 sec): 3 clusters Score: Raw -1387235.462218 + Penalty 3070.938735 = -1384164.523483 nChanged 326 SP:Iteration 17Q (2328.980692 sec): 3 clusters Score: Raw -1387399.618601 + Penalty 3070.938735 = -1384328.679866 nChanged 330 SP:Iteration 18Q (2329.043467 sec): 3 clusters Score: Raw -1387574.218650 + Penalty 3070.938735 = -1384503.279914 nChanged 321 SP:Iteration 19Q (2329.108519 sec): 3 clusters Score: Raw -1387739.760344 + Penalty 3070.938735 = -1384668.821609 nChanged 324 SP:Iteration 20F (2329.168401 sec): 3 clusters Score: Raw -1387910.826522 + Penalty 3070.938735 = -1384839.887787 nChanged 316 SP:Iteration 21Q (2329.228064 sec): 3 clusters Score: Raw -1388099.083644 + Penalty 3070.938735 = -1385028.144909 nChanged 335 SP:Iteration 22Q (2329.279275 sec): 3 clusters Score: Raw -1388288.138173 + Penalty 3070.938735 = -1385217.199438 nChanged 278 SP:Iteration 23Q (2329.350735 sec): 3 clusters Score: Raw -1388415.727811 + Penalty 3070.938735 = -1385344.789075 nChanged 237 SP:Iteration 24Q (2329.410975 sec): 3 clusters Score: Raw -1388519.173104 + Penalty 3070.938735 = -1385448.234368 nChanged 201 SP:Iteration 25Q (2329.484573 sec): 3 clusters Score: Raw -1388599.363280 + Penalty 3070.938735 = -1385528.424545 nChanged 164 SP:Iteration 26Q (2329.539515 sec): 3 clusters Score: Raw -1388654.504095 + Penalty 3070.938735 = -1385583.565360 nChanged 123 SP:Iteration 27Q (2329.595350 sec): 3 clusters Score: Raw -1388695.138416 + Penalty 3070.938735 = -1385624.199681 nChanged 116 SP:Iteration 28Q (2329.666253 sec): 3 clusters Score: Raw -1388736.249557 + Penalty 3070.938735 = -1385665.310822 nChanged 111 SP:Iteration 29Q (2329.720145 sec): 3 clusters Score: Raw -1388773.240581 + Penalty 3070.938735 = -1385702.301846 nChanged 100 SP:Iteration 30Q (2329.773143 sec): 3 clusters Score: Raw -1388805.275018 + Penalty 3070.938735 = -1385734.336282 nChanged 74 SP:Iteration 31Q (2329.839469 sec): 3 clusters Score: Raw -1388829.630764 + Penalty 3070.938735 = -1385758.692029 nChanged 74 SP:Iteration 32Q (2329.900802 sec): 3 clusters Score: Raw -1388849.575500 + Penalty 3070.938735 = -1385778.636765 nChanged 53 SP:Iteration 33Q (2329.970352 sec): 3 clusters Score: Raw -1388862.522763 + Penalty 3070.938735 = -1385791.584028 nChanged 44 SP:Iteration 34Q (2330.024354 sec): 3 clusters Score: Raw -1388874.663826 + Penalty 3070.938735 = -1385803.725091 nChanged 38 SP:Iteration 35Q (2330.093316 sec): 3 clusters Score: Raw -1388883.889298 + Penalty 3070.938735 = -1385812.950563 nChanged 31 SP:Iteration 36Q (2330.145508 sec): 3 clusters Score: Raw -1388891.323741 + Penalty 3070.938735 = -1385820.385006 nChanged 24 SP:Iteration 37Q (2330.204314 sec): 3 clusters Score: Raw -1388897.236634 + Penalty 3070.938735 = -1385826.297898 nChanged 23 SP:Iteration 38Q (2330.265956 sec): 3 clusters Score: Raw -1388903.099606 + Penalty 3070.938735 = -1385832.160871 nChanged 13 SP:Iteration 39Q (2330.330137 sec): 3 clusters Score: Raw -1388906.151357 + Penalty 3070.938735 = -1385835.212621 nChanged 16 SP:Iteration 40F (2330.397984 sec): 3 clusters Score: Raw -1388910.303490 + Penalty 3070.938735 = -1385839.364755 nChanged 21 SP:Iteration 41Q (2330.446213 sec): 3 clusters Score: Raw -1388915.586562 + Penalty 3070.938735 = -1385844.647827 nChanged 16 SP:Iteration 42Q (2330.516162 sec): 3 clusters Score: Raw -1388918.946617 + Penalty 3070.938735 = -1385848.007882 nChanged 13 SP:Iteration 43Q (2330.580548 sec): 3 clusters Score: Raw -1388921.091572 + Penalty 3070.938735 = -1385850.152837 nChanged 11 SP:Iteration 44Q (2330.629734 sec): 3 clusters Score: Raw -1388923.750197 + Penalty 3070.938735 = -1385852.811462 nChanged 8 SP:Iteration 45Q (2330.700739 sec): 3 clusters Score: Raw -1388925.128790 + Penalty 3070.938735 = -1385854.190055 nChanged 3 SP:Iteration 46Q (2330.756632 sec): 3 clusters Score: Raw -1388926.002027 + Penalty 3070.938735 = -1385855.063292 nChanged 6 SP:Iteration 47Q (2330.809317 sec): 3 clusters Score: Raw -1388927.665565 + Penalty 3070.938735 = -1385856.726829 nChanged 6 SP:Iteration 48Q (2330.874595 sec): 3 clusters Score: Raw -1388929.224385 + Penalty 3070.938735 = -1385858.285650 nChanged 7 SP:Iteration 49Q (2330.933045 sec): 3 clusters Score: Raw -1388930.756118 + Penalty 3070.938735 = -1385859.817383 nChanged 6 SP:Iteration 50Q (2330.991559 sec): 3 clusters Score: Raw -1388932.273892 + Penalty 3070.938735 = -1385861.335157 nChanged 9 SP:Iteration 51Q (2331.042035 sec): 3 clusters Score: Raw -1388934.767158 + Penalty 3070.938735 = -1385863.828422 nChanged 11 SP:Iteration 52Q (2331.114657 sec): 3 clusters Score: Raw -1388936.742070 + Penalty 3070.938735 = -1385865.803335 nChanged 9 SP:Iteration 53Q (2331.178474 sec): 3 clusters Score: Raw -1388938.865389 + Penalty 3070.938735 = -1385867.926654 nChanged 11 SP:Iteration 54Q (2331.242212 sec): 3 clusters Score: Raw -1388940.614645 + Penalty 3070.938735 = -1385869.675909 nChanged 9 SP:Iteration 55Q (2331.302169 sec): 3 clusters Score: Raw -1388942.156131 + Penalty 3070.938735 = -1385871.217396 nChanged 7 SP:Iteration 56Q (2331.349380 sec): 3 clusters Score: Raw -1388943.550842 + Penalty 3070.938735 = -1385872.612106 nChanged 7 SP:Iteration 57Q (2331.407809 sec): 3 clusters Score: Raw -1388944.594618 + Penalty 3070.938735 = -1385873.655883 nChanged 4 SP:Iteration 58Q (2331.464014 sec): 3 clusters Score: Raw -1388945.520793 + Penalty 3070.938735 = -1385874.582058 nChanged 4 SP:Iteration 59Q (2331.540397 sec): 3 clusters Score: Raw -1388946.785363 + Penalty 3070.938735 = -1385875.846627 nChanged 4 SP:Iteration 60F (2331.594724 sec): 3 clusters Score: Raw -1388947.316956 + Penalty 3070.938735 = -1385876.378221 nChanged 2 SP:Iteration 61Q (2331.653956 sec): 3 clusters Score: Raw -1388947.473046 + Penalty 3070.938735 = -1385876.534311 nChanged 1 SP:Iteration 62Q (2331.722141 sec): 3 clusters Score: Raw -1388947.771800 + Penalty 3070.938735 = -1385876.833064 nChanged 2 SP:Iteration 63Q (2331.777824 sec): 3 clusters Score: Raw -1388948.641340 + Penalty 3070.938735 = -1385877.702605 nChanged 5 SP:Iteration 64Q (2331.835311 sec): 3 clusters Score: Raw -1388949.758893 + Penalty 3070.938735 = -1385878.820158 nChanged 3 SP:Iteration 65Q (2331.909356 sec): 3 clusters Score: Raw -1388950.419369 + Penalty 3070.938735 = -1385879.480634 nChanged 2 SP:Iteration 66Q (2331.972677 sec): 3 clusters Score: Raw -1388950.664847 + Penalty 3070.938735 = -1385879.726112 nChanged 3 SP:Iteration 67Q (2332.025946 sec): 3 clusters Score: Raw -1388951.140981 + Penalty 3070.938735 = -1385880.202246 nChanged 3 SP:Iteration 68Q (2332.083872 sec): 3 clusters Score: Raw -1388951.511085 + Penalty 3070.938735 = -1385880.572350 nChanged 2 SP:Iteration 69Q (2332.136207 sec): 3 clusters Score: Raw -1388951.885949 + Penalty 3070.938735 = -1385880.947214 nChanged 2 SP:Iteration 70Q (2332.193413 sec): 3 clusters Score: Raw -1388952.183935 + Penalty 3070.938735 = -1385881.245200 nChanged 2 SP:Iteration 71Q (2332.265235 sec): 3 clusters Score: Raw -1388952.434288 + Penalty 3070.938735 = -1385881.495553 nChanged 2 SP:Iteration 72Q (2332.326349 sec): 3 clusters Score: Raw -1388953.003840 + Penalty 3070.938735 = -1385882.065104 nChanged 3 SP:Iteration 73Q (2332.381574 sec): 3 clusters Score: Raw -1388953.821692 + Penalty 3070.938735 = -1385882.882957 nChanged 3 SP:Iteration 74Q (2332.434658 sec): 3 clusters Score: Raw -1388954.419637 + Penalty 3070.938735 = -1385883.480902 nChanged 4 SP:Iteration 75Q (2332.490479 sec): 3 clusters Score: Raw -1388955.112336 + Penalty 3070.938735 = -1385884.173601 nChanged 1 SP:Iteration 76Q (2332.560667 sec): 3 clusters Score: Raw -1388955.330940 + Penalty 3070.938735 = -1385884.392205 nChanged 0 SP:Iteration 77F (2332.613348 sec): 3 clusters Score: Raw -1388955.330940 + Penalty 3070.938735 = -1385884.392205 nChanged 0 Trying to split cluster 12 (8774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2332.646957 sec): 2 clusters Score: Raw -1035550.084275 + Penalty 1475.426563 = -1034074.657712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2332.717434 sec): 3 clusters Score: Raw -1030596.468699 + Penalty 2950.853127 = -1027645.615573 nChanged 3722 SP:Iteration 1F (2332.765745 sec): 3 clusters Score: Raw -1032601.181892 + Penalty 2950.853127 = -1029650.328766 nChanged 605 SP:Iteration 2F (2332.838415 sec): 3 clusters Score: Raw -1032948.750552 + Penalty 2950.853127 = -1029997.897426 nChanged 579 SP:Iteration 3F (2332.895855 sec): 3 clusters Score: Raw -1033307.109169 + Penalty 2950.853127 = -1030356.256043 nChanged 496 SP:Iteration 4F (2332.962985 sec): 3 clusters Score: Raw -1033642.355988 + Penalty 2950.853127 = -1030691.502862 nChanged 481 SP:Iteration 5F (2333.004223 sec): 3 clusters Score: Raw -1033992.054393 + Penalty 2950.853127 = -1031041.201266 nChanged 457 SP:Iteration 6F (2333.067140 sec): 3 clusters Score: Raw -1034336.866676 + Penalty 2950.853127 = -1031386.013549 nChanged 482 SP:Iteration 7F (2333.113506 sec): 3 clusters Score: Raw -1034734.229041 + Penalty 2950.853127 = -1031783.375914 nChanged 445 SP:Iteration 8F (2333.169083 sec): 3 clusters Score: Raw -1035091.192454 + Penalty 2950.853127 = -1032140.339327 nChanged 397 SP:Iteration 9Q (2333.233730 sec): 3 clusters Score: Raw -1035372.857522 + Penalty 2950.853127 = -1032422.004395 nChanged 315 SP:Iteration 10Q (2333.303914 sec): 3 clusters Score: Raw -1035555.556222 + Penalty 2950.853127 = -1032604.703095 nChanged 229 SP:Iteration 11Q (2333.353972 sec): 3 clusters Score: Raw -1035664.496776 + Penalty 2950.853127 = -1032713.643649 nChanged 164 SP:Iteration 12Q (2333.411897 sec): 3 clusters Score: Raw -1035739.166378 + Penalty 2950.853127 = -1032788.313251 nChanged 136 SP:Iteration 13Q (2333.482321 sec): 3 clusters Score: Raw -1035789.341755 + Penalty 2950.853127 = -1032838.488628 nChanged 113 SP:Iteration 14Q (2333.527272 sec): 3 clusters Score: Raw -1035829.227510 + Penalty 2950.853127 = -1032878.374384 nChanged 101 SP:Iteration 15Q (2333.595171 sec): 3 clusters Score: Raw -1035873.679265 + Penalty 2950.853127 = -1032922.826139 nChanged 94 SP:Iteration 16Q (2333.646032 sec): 3 clusters Score: Raw -1035905.036157 + Penalty 2950.853127 = -1032954.183030 nChanged 76 SP:Iteration 17Q (2333.704158 sec): 3 clusters Score: Raw -1035927.330017 + Penalty 2950.853127 = -1032976.476891 nChanged 48 SP:Iteration 18Q (2333.753870 sec): 3 clusters Score: Raw -1035942.394933 + Penalty 2950.853127 = -1032991.541807 nChanged 53 SP:Iteration 19Q (2333.818426 sec): 3 clusters Score: Raw -1035955.458885 + Penalty 2950.853127 = -1033004.605758 nChanged 44 SP:Iteration 20F (2333.863229 sec): 3 clusters Score: Raw -1035964.580153 + Penalty 2950.853127 = -1033013.727027 nChanged 38 SP:Iteration 21Q (2333.934128 sec): 3 clusters Score: Raw -1035973.531315 + Penalty 2950.853127 = -1033022.678189 nChanged 36 SP:Iteration 22Q (2333.992583 sec): 3 clusters Score: Raw -1035981.888548 + Penalty 2950.853127 = -1033031.035422 nChanged 41 SP:Iteration 23Q (2334.046475 sec): 3 clusters Score: Raw -1035993.812480 + Penalty 2950.853127 = -1033042.959354 nChanged 52 SP:Iteration 24Q (2334.110224 sec): 3 clusters Score: Raw -1036010.341213 + Penalty 2950.853127 = -1033059.488086 nChanged 48 SP:Iteration 25Q (2334.172085 sec): 3 clusters Score: Raw -1036021.068100 + Penalty 2950.853127 = -1033070.214974 nChanged 42 SP:Iteration 26Q (2334.238731 sec): 3 clusters Score: Raw -1036030.737039 + Penalty 2950.853127 = -1033079.883913 nChanged 31 SP:Iteration 27Q (2334.299093 sec): 3 clusters Score: Raw -1036038.905098 + Penalty 2950.853127 = -1033088.051972 nChanged 38 SP:Iteration 28Q (2334.353501 sec): 3 clusters Score: Raw -1036050.696106 + Penalty 2950.853127 = -1033099.842980 nChanged 34 SP:Iteration 29Q (2334.415526 sec): 3 clusters Score: Raw -1036062.532316 + Penalty 2950.853127 = -1033111.679189 nChanged 41 SP:Iteration 30Q (2334.468695 sec): 3 clusters Score: Raw -1036072.885507 + Penalty 2950.853127 = -1033122.032381 nChanged 27 SP:Iteration 31Q (2334.535591 sec): 3 clusters Score: Raw -1036079.465228 + Penalty 2950.853127 = -1033128.612101 nChanged 21 SP:Iteration 32Q (2334.593546 sec): 3 clusters Score: Raw -1036085.635346 + Penalty 2950.853127 = -1033134.782219 nChanged 27 SP:Iteration 33Q (2334.639998 sec): 3 clusters Score: Raw -1036093.870157 + Penalty 2950.853127 = -1033143.017031 nChanged 25 SP:Iteration 34Q (2334.694381 sec): 3 clusters Score: Raw -1036101.117249 + Penalty 2950.853127 = -1033150.264123 nChanged 31 SP:Iteration 35Q (2334.746126 sec): 3 clusters Score: Raw -1036108.810169 + Penalty 2950.853127 = -1033157.957043 nChanged 22 SP:Iteration 36Q (2334.796723 sec): 3 clusters Score: Raw -1036113.741545 + Penalty 2950.853127 = -1033162.888418 nChanged 21 SP:Iteration 37Q (2334.866667 sec): 3 clusters Score: Raw -1036118.652305 + Penalty 2950.853127 = -1033167.799179 nChanged 16 SP:Iteration 38Q (2334.919825 sec): 3 clusters Score: Raw -1036121.986353 + Penalty 2950.853127 = -1033171.133227 nChanged 14 SP:Iteration 39Q (2334.973169 sec): 3 clusters Score: Raw -1036126.577117 + Penalty 2950.853127 = -1033175.723990 nChanged 22 SP:Iteration 40F (2335.014998 sec): 3 clusters Score: Raw -1036131.423122 + Penalty 2950.853127 = -1033180.569995 nChanged 15 SP:Iteration 41Q (2335.079458 sec): 3 clusters Score: Raw -1036136.319088 + Penalty 2950.853127 = -1033185.465961 nChanged 21 SP:Iteration 42Q (2335.135730 sec): 3 clusters Score: Raw -1036142.195770 + Penalty 2950.853127 = -1033191.342644 nChanged 25 SP:Iteration 43Q (2335.184380 sec): 3 clusters Score: Raw -1036148.208880 + Penalty 2950.853127 = -1033197.355754 nChanged 21 SP:Iteration 44Q (2335.235997 sec): 3 clusters Score: Raw -1036153.643145 + Penalty 2950.853127 = -1033202.790019 nChanged 14 SP:Iteration 45Q (2335.288769 sec): 3 clusters Score: Raw -1036156.673618 + Penalty 2950.853127 = -1033205.820492 nChanged 7 SP:Iteration 46Q (2335.339542 sec): 3 clusters Score: Raw -1036157.985575 + Penalty 2950.853127 = -1033207.132448 nChanged 7 SP:Iteration 47Q (2335.405959 sec): 3 clusters Score: Raw -1036158.932010 + Penalty 2950.853127 = -1033208.078883 nChanged 3 SP:Iteration 48Q (2335.460720 sec): 3 clusters Score: Raw -1036159.528689 + Penalty 2950.853127 = -1033208.675562 nChanged 5 SP:Iteration 49Q (2335.515041 sec): 3 clusters Score: Raw -1036160.754506 + Penalty 2950.853127 = -1033209.901380 nChanged 6 SP:Iteration 50Q (2335.562458 sec): 3 clusters Score: Raw -1036161.982385 + Penalty 2950.853127 = -1033211.129259 nChanged 7 SP:Iteration 51Q (2335.616432 sec): 3 clusters Score: Raw -1036162.693072 + Penalty 2950.853127 = -1033211.839945 nChanged 1 SP:Iteration 52Q (2335.683854 sec): 3 clusters Score: Raw -1036162.791861 + Penalty 2950.853127 = -1033211.938734 nChanged 1 SP:Iteration 53Q (2335.742724 sec): 3 clusters Score: Raw -1036163.117801 + Penalty 2950.853127 = -1033212.264674 nChanged 3 SP:Iteration 54Q (2335.792275 sec): 3 clusters Score: Raw -1036163.972172 + Penalty 2950.853127 = -1033213.119046 nChanged 4 SP:Iteration 55Q (2335.856797 sec): 3 clusters Score: Raw -1036164.663165 + Penalty 2950.853127 = -1033213.810039 nChanged 4 SP:Iteration 56Q (2335.912677 sec): 3 clusters Score: Raw -1036165.416842 + Penalty 2950.853127 = -1033214.563715 nChanged 6 SP:Iteration 57Q (2335.977986 sec): 3 clusters Score: Raw -1036166.100935 + Penalty 2950.853127 = -1033215.247808 nChanged 5 SP:Iteration 58Q (2336.024223 sec): 3 clusters Score: Raw -1036167.257255 + Penalty 2950.853127 = -1033216.404129 nChanged 7 SP:Iteration 59Q (2336.087668 sec): 3 clusters Score: Raw -1036169.164337 + Penalty 2950.853127 = -1033218.311210 nChanged 12 SP:Iteration 60F (2336.140552 sec): 3 clusters Score: Raw -1036171.626979 + Penalty 2950.853127 = -1033220.773853 nChanged 10 SP:Iteration 61Q (2336.191895 sec): 3 clusters Score: Raw -1036174.441080 + Penalty 2950.853127 = -1033223.587954 nChanged 6 SP:Iteration 62Q (2336.239934 sec): 3 clusters Score: Raw -1036175.893568 + Penalty 2950.853127 = -1033225.040441 nChanged 5 SP:Iteration 63Q (2336.298668 sec): 3 clusters Score: Raw -1036177.056290 + Penalty 2950.853127 = -1033226.203163 nChanged 4 SP:Iteration 64Q (2336.351877 sec): 3 clusters Score: Raw -1036177.858933 + Penalty 2950.853127 = -1033227.005806 nChanged 5 SP:Iteration 65Q (2336.405745 sec): 3 clusters Score: Raw -1036178.528807 + Penalty 2950.853127 = -1033227.675680 nChanged 1 SP:Iteration 66Q (2336.447570 sec): 3 clusters Score: Raw -1036178.741105 + Penalty 2950.853127 = -1033227.887978 nChanged 2 SP:Iteration 67Q (2336.500089 sec): 3 clusters Score: Raw -1036179.423520 + Penalty 2950.853127 = -1033228.570394 nChanged 3 SP:Iteration 68Q (2336.566370 sec): 3 clusters Score: Raw -1036179.839759 + Penalty 2950.853127 = -1033228.986633 nChanged 2 SP:Iteration 69Q (2336.619479 sec): 3 clusters Score: Raw -1036180.075525 + Penalty 2950.853127 = -1033229.222399 nChanged 2 SP:Iteration 70Q (2336.674095 sec): 3 clusters Score: Raw -1036180.421007 + Penalty 2950.853127 = -1033229.567881 nChanged 2 SP:Iteration 71Q (2336.723026 sec): 3 clusters Score: Raw -1036180.840824 + Penalty 2950.853127 = -1033229.987698 nChanged 2 SP:Iteration 72Q (2336.790432 sec): 3 clusters Score: Raw -1036181.100570 + Penalty 2950.853127 = -1033230.247443 nChanged 1 SP:Iteration 73Q (2336.837653 sec): 3 clusters Score: Raw -1036181.252499 + Penalty 2950.853127 = -1033230.399372 nChanged 1 SP:Iteration 74Q (2336.903107 sec): 3 clusters Score: Raw -1036181.314134 + Penalty 2950.853127 = -1033230.461007 nChanged 0 SP:Iteration 75F (2336.956366 sec): 3 clusters Score: Raw -1036181.314134 + Penalty 2950.853127 = -1033230.461007 nChanged 0 Trying to split cluster 13 (67375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2337.050174 sec): 2 clusters Score: Raw -8111433.072351 + Penalty 1806.679763 = -8109626.392588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2337.197649 sec): 3 clusters Score: Raw -8067965.464903 + Penalty 3613.359525 = -8064352.105378 nChanged 31892 SP:Iteration 1F (2337.343510 sec): 3 clusters Score: Raw -8087479.308805 + Penalty 3613.359525 = -8083865.949280 nChanged 3977 SP:Iteration 2F (2337.490814 sec): 3 clusters Score: Raw -8089756.615300 + Penalty 3613.359525 = -8086143.255775 nChanged 4940 SP:Iteration 3F (2337.651819 sec): 3 clusters Score: Raw -8093536.179665 + Penalty 3613.359525 = -8089922.820139 nChanged 5486 SP:Iteration 4F (2337.799665 sec): 3 clusters Score: Raw -8098580.440142 + Penalty 3613.359525 = -8094967.080617 nChanged 5183 SP:Iteration 5F (2337.952123 sec): 3 clusters Score: Raw -8103670.855176 + Penalty 3613.359525 = -8100057.495651 nChanged 4002 SP:Iteration 6F (2338.118945 sec): 3 clusters Score: Raw -8107318.064891 + Penalty 3613.359525 = -8103704.705366 nChanged 2803 SP:Iteration 7Q (2338.271717 sec): 3 clusters Score: Raw -8109204.130446 + Penalty 3613.359525 = -8105590.770921 nChanged 1756 SP:Iteration 8Q (2338.408465 sec): 3 clusters Score: Raw -8110086.412388 + Penalty 3613.359525 = -8106473.052863 nChanged 1169 SP:Iteration 9Q (2338.560760 sec): 3 clusters Score: Raw -8110569.659356 + Penalty 3613.359525 = -8106956.299831 nChanged 849 SP:Iteration 10Q (2338.710984 sec): 3 clusters Score: Raw -8110897.422478 + Penalty 3613.359525 = -8107284.062953 nChanged 717 SP:Iteration 11Q (2338.857894 sec): 3 clusters Score: Raw -8111164.691206 + Penalty 3613.359525 = -8107551.331681 nChanged 651 SP:Iteration 12Q (2339.003900 sec): 3 clusters Score: Raw -8111392.846529 + Penalty 3613.359525 = -8107779.487004 nChanged 623 SP:Iteration 13Q (2339.146493 sec): 3 clusters Score: Raw -8111594.030551 + Penalty 3613.359525 = -8107980.671026 nChanged 525 SP:Iteration 14Q (2339.286231 sec): 3 clusters Score: Raw -8111759.211165 + Penalty 3613.359525 = -8108145.851640 nChanged 474 SP:Iteration 15Q (2339.424987 sec): 3 clusters Score: Raw -8111899.634171 + Penalty 3613.359525 = -8108286.274646 nChanged 435 SP:Iteration 16Q (2339.552194 sec): 3 clusters Score: Raw -8112021.862729 + Penalty 3613.359525 = -8108408.503204 nChanged 382 SP:Iteration 17Q (2339.681144 sec): 3 clusters Score: Raw -8112117.798503 + Penalty 3613.359525 = -8108504.438978 nChanged 354 SP:Iteration 18Q (2339.825899 sec): 3 clusters Score: Raw -8112198.193001 + Penalty 3613.359525 = -8108584.833476 nChanged 308 SP:Iteration 19Q (2339.959112 sec): 3 clusters Score: Raw -8112266.081778 + Penalty 3613.359525 = -8108652.722252 nChanged 253 SP:Iteration 20F (2340.108990 sec): 3 clusters Score: Raw -8112307.481136 + Penalty 3613.359525 = -8108694.121610 nChanged 195 SP:Iteration 21Q (2340.248544 sec): 3 clusters Score: Raw -8112333.430149 + Penalty 3613.359525 = -8108720.070623 nChanged 166 SP:Iteration 22Q (2340.381524 sec): 3 clusters Score: Raw -8112352.622739 + Penalty 3613.359525 = -8108739.263214 nChanged 132 SP:Iteration 23Q (2340.518430 sec): 3 clusters Score: Raw -8112370.084679 + Penalty 3613.359525 = -8108756.725154 nChanged 141 SP:Iteration 24Q (2340.650076 sec): 3 clusters Score: Raw -8112388.337290 + Penalty 3613.359525 = -8108774.977765 nChanged 150 SP:Iteration 25Q (2340.787623 sec): 3 clusters Score: Raw -8112409.866894 + Penalty 3613.359525 = -8108796.507369 nChanged 153 SP:Iteration 26Q (2340.921399 sec): 3 clusters Score: Raw -8112432.624648 + Penalty 3613.359525 = -8108819.265123 nChanged 145 SP:Iteration 27Q (2341.048212 sec): 3 clusters Score: Raw -8112451.280658 + Penalty 3613.359525 = -8108837.921133 nChanged 133 SP:Iteration 28Q (2341.200962 sec): 3 clusters Score: Raw -8112466.642809 + Penalty 3613.359525 = -8108853.283284 nChanged 118 SP:Iteration 29Q (2341.332972 sec): 3 clusters Score: Raw -8112479.614294 + Penalty 3613.359525 = -8108866.254769 nChanged 96 SP:Iteration 30Q (2341.468296 sec): 3 clusters Score: Raw -8112489.854666 + Penalty 3613.359525 = -8108876.495141 nChanged 91 SP:Iteration 31Q (2341.612046 sec): 3 clusters Score: Raw -8112498.505993 + Penalty 3613.359525 = -8108885.146468 nChanged 73 SP:Iteration 32Q (2341.751423 sec): 3 clusters Score: Raw -8112504.973088 + Penalty 3613.359525 = -8108891.613563 nChanged 66 SP:Iteration 33Q (2341.897803 sec): 3 clusters Score: Raw -8112509.749421 + Penalty 3613.359525 = -8108896.389896 nChanged 65 SP:Iteration 34Q (2342.037240 sec): 3 clusters Score: Raw -8112513.668114 + Penalty 3613.359525 = -8108900.308589 nChanged 56 SP:Iteration 35Q (2342.176221 sec): 3 clusters Score: Raw -8112518.097061 + Penalty 3613.359525 = -8108904.737536 nChanged 63 SP:Iteration 36Q (2342.324724 sec): 3 clusters Score: Raw -8112523.038973 + Penalty 3613.359525 = -8108909.679448 nChanged 65 SP:Iteration 37Q (2342.463122 sec): 3 clusters Score: Raw -8112528.229801 + Penalty 3613.359525 = -8108914.870276 nChanged 50 SP:Iteration 38Q (2342.597379 sec): 3 clusters Score: Raw -8112531.054802 + Penalty 3613.359525 = -8108917.695277 nChanged 33 SP:Iteration 39Q (2342.728673 sec): 3 clusters Score: Raw -8112532.927929 + Penalty 3613.359525 = -8108919.568404 nChanged 30 SP:Iteration 40F (2342.876851 sec): 3 clusters Score: Raw -8112534.650851 + Penalty 3613.359525 = -8108921.291326 nChanged 29 SP:Iteration 41Q (2343.005834 sec): 3 clusters Score: Raw -8112536.039145 + Penalty 3613.359525 = -8108922.679620 nChanged 33 SP:Iteration 42Q (2343.141401 sec): 3 clusters Score: Raw -8112537.519056 + Penalty 3613.359525 = -8108924.159531 nChanged 26 SP:Iteration 43Q (2343.279680 sec): 3 clusters Score: Raw -8112538.633939 + Penalty 3613.359525 = -8108925.274414 nChanged 21 SP:Iteration 44Q (2343.419157 sec): 3 clusters Score: Raw -8112539.605843 + Penalty 3613.359525 = -8108926.246318 nChanged 20 SP:Iteration 45Q (2343.555936 sec): 3 clusters Score: Raw -8112540.297716 + Penalty 3613.359525 = -8108926.938190 nChanged 9 SP:Iteration 46Q (2343.696617 sec): 3 clusters Score: Raw -8112540.521040 + Penalty 3613.359525 = -8108927.161515 nChanged 5 SP:Iteration 47Q (2343.830866 sec): 3 clusters Score: Raw -8112540.643278 + Penalty 3613.359525 = -8108927.283753 nChanged 4 SP:Iteration 48Q (2343.968714 sec): 3 clusters Score: Raw -8112540.875585 + Penalty 3613.359525 = -8108927.516060 nChanged 7 SP:Iteration 49Q (2344.110349 sec): 3 clusters Score: Raw -8112541.069272 + Penalty 3613.359525 = -8108927.709747 nChanged 8 SP:Iteration 50Q (2344.240263 sec): 3 clusters Score: Raw -8112541.309399 + Penalty 3613.359525 = -8108927.949873 nChanged 10 SP:Iteration 51Q (2344.370797 sec): 3 clusters Score: Raw -8112541.617214 + Penalty 3613.359525 = -8108928.257689 nChanged 10 SP:Iteration 52Q (2344.501001 sec): 3 clusters Score: Raw -8112541.882067 + Penalty 3613.359525 = -8108928.522542 nChanged 8 SP:Iteration 53Q (2344.637867 sec): 3 clusters Score: Raw -8112542.085508 + Penalty 3613.359525 = -8108928.725982 nChanged 5 SP:Iteration 54Q (2344.777388 sec): 3 clusters Score: Raw -8112542.202023 + Penalty 3613.359525 = -8108928.842498 nChanged 4 SP:Iteration 55Q (2344.917892 sec): 3 clusters Score: Raw -8112542.289063 + Penalty 3613.359525 = -8108928.929538 nChanged 3 SP:Iteration 56Q (2345.064728 sec): 3 clusters Score: Raw -8112542.413379 + Penalty 3613.359525 = -8108929.053853 nChanged 4 SP:Iteration 57Q (2345.202924 sec): 3 clusters Score: Raw -8112542.529152 + Penalty 3613.359525 = -8108929.169627 nChanged 2 SP:Iteration 58Q (2345.340380 sec): 3 clusters Score: Raw -8112542.560861 + Penalty 3613.359525 = -8108929.201336 nChanged 1 SP:Iteration 59Q (2345.488916 sec): 3 clusters Score: Raw -8112542.568670 + Penalty 3613.359525 = -8108929.209145 nChanged 0 SP:Iteration 60F (2345.645673 sec): 3 clusters Score: Raw -8112542.568670 + Penalty 3613.359525 = -8108929.209145 nChanged 0 Trying to split cluster 14 (908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2345.665650 sec): 2 clusters Score: Raw -103562.240316 + Penalty 1106.827212 = -102455.413104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2345.719784 sec): 3 clusters Score: Raw -103314.926576 + Penalty 2213.654423 = -101101.272153 nChanged 255 SP:Iteration 1F (2345.760668 sec): 3 clusters Score: Raw -103591.975385 + Penalty 2213.654423 = -101378.320962 nChanged 71 SP:Iteration 2F (2345.803248 sec): 3 clusters Score: Raw -103682.052611 + Penalty 2213.654423 = -101468.398188 nChanged 43 SP:Iteration 3Q (2345.853571 sec): 3 clusters Score: Raw -103731.935180 + Penalty 2213.654423 = -101518.280757 nChanged 23 SP:Iteration 4Q (2345.899223 sec): 3 clusters Score: Raw -103756.098526 + Penalty 2213.654423 = -101542.444103 nChanged 13 SP:Iteration 5Q (2345.948598 sec): 3 clusters Score: Raw -103770.629022 + Penalty 2213.654423 = -101556.974599 nChanged 11 SP:Iteration 6Q (2345.993362 sec): 3 clusters Score: Raw -103781.928685 + Penalty 2213.654423 = -101568.274262 nChanged 10 SP:Iteration 7Q (2346.034651 sec): 3 clusters Score: Raw -103792.683019 + Penalty 2213.654423 = -101579.028596 nChanged 7 SP:Iteration 8Q (2346.074252 sec): 3 clusters Score: Raw -103799.996114 + Penalty 2213.654423 = -101586.341691 nChanged 8 SP:Iteration 9Q (2346.113182 sec): 3 clusters Score: Raw -103806.891119 + Penalty 2213.654423 = -101593.236696 nChanged 5 SP:Iteration 10Q (2346.160273 sec): 3 clusters Score: Raw -103813.964822 + Penalty 2213.654423 = -101600.310399 nChanged 7 SP:Iteration 11Q (2346.203043 sec): 3 clusters Score: Raw -103821.563136 + Penalty 2213.654423 = -101607.908713 nChanged 9 SP:Iteration 12Q (2346.250269 sec): 3 clusters Score: Raw -103829.878321 + Penalty 2213.654423 = -101616.223898 nChanged 14 SP:Iteration 13Q (2346.294436 sec): 3 clusters Score: Raw -103843.333601 + Penalty 2213.654423 = -101629.679178 nChanged 11 SP:Iteration 14Q (2346.341933 sec): 3 clusters Score: Raw -103855.815228 + Penalty 2213.654423 = -101642.160805 nChanged 9 SP:Iteration 15Q (2346.387941 sec): 3 clusters Score: Raw -103866.830741 + Penalty 2213.654423 = -101653.176318 nChanged 4 SP:Iteration 16Q (2346.437000 sec): 3 clusters Score: Raw -103870.178384 + Penalty 2213.654423 = -101656.523960 nChanged 2 SP:Iteration 17Q (2346.484928 sec): 3 clusters Score: Raw -103871.479258 + Penalty 2213.654423 = -101657.824835 nChanged 4 SP:Iteration 18Q (2346.532430 sec): 3 clusters Score: Raw -103875.261030 + Penalty 2213.654423 = -101661.606607 nChanged 8 SP:Iteration 19Q (2346.582388 sec): 3 clusters Score: Raw -103882.928114 + Penalty 2213.654423 = -101669.273691 nChanged 7 SP:Iteration 20F (2346.625662 sec): 3 clusters Score: Raw -103893.098866 + Penalty 2213.654423 = -101679.444443 nChanged 8 SP:Iteration 21Q (2346.675057 sec): 3 clusters Score: Raw -103901.579213 + Penalty 2213.654423 = -101687.924790 nChanged 6 SP:Iteration 22Q (2346.723143 sec): 3 clusters Score: Raw -103911.419614 + Penalty 2213.654423 = -101697.765191 nChanged 8 SP:Iteration 23Q (2346.768163 sec): 3 clusters Score: Raw -103922.639685 + Penalty 2213.654423 = -101708.985262 nChanged 9 SP:Iteration 24Q (2346.818517 sec): 3 clusters Score: Raw -103931.885382 + Penalty 2213.654423 = -101718.230959 nChanged 8 SP:Iteration 25Q (2346.866155 sec): 3 clusters Score: Raw -103942.940281 + Penalty 2213.654423 = -101729.285858 nChanged 5 SP:Iteration 26Q (2346.914875 sec): 3 clusters Score: Raw -103946.883085 + Penalty 2213.654423 = -101733.228662 nChanged 2 SP:Iteration 27Q (2346.959930 sec): 3 clusters Score: Raw -103948.239103 + Penalty 2213.654423 = -101734.584680 nChanged 1 SP:Iteration 28Q (2347.004787 sec): 3 clusters Score: Raw -103950.168260 + Penalty 2213.654423 = -101736.513837 nChanged 1 SP:Iteration 29Q (2347.046907 sec): 3 clusters Score: Raw -103954.501675 + Penalty 2213.654423 = -101740.847252 nChanged 1 SP:Iteration 30Q (2347.094246 sec): 3 clusters Score: Raw -103955.041124 + Penalty 2213.654423 = -101741.386701 nChanged 0 SP:Iteration 31F (2347.143893 sec): 3 clusters Score: Raw -103955.041124 + Penalty 2213.654423 = -101741.386701 nChanged 0 Trying to split cluster 15 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2347.168462 sec): 2 clusters Score: Raw -27296.890988 + Penalty 914.488431 = -26382.402557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2347.211714 sec): 3 clusters Score: Raw -27396.099682 + Penalty 1828.976862 = -25567.122820 nChanged 50 SP:Iteration 1F (2347.251132 sec): 3 clusters Score: Raw -27526.875718 + Penalty 1828.976862 = -25697.898856 nChanged 16 SP:Iteration 2F (2347.296203 sec): 3 clusters Score: Raw -27580.331457 + Penalty 1828.976862 = -25751.354595 nChanged 10 SP:Iteration 3Q (2347.345671 sec): 3 clusters Score: Raw -27604.851608 + Penalty 1828.976862 = -25775.874746 nChanged 6 SP:Iteration 4Q (2347.393879 sec): 3 clusters Score: Raw -27617.664989 + Penalty 1828.976862 = -25788.688127 nChanged 4 SP:Iteration 5Q (2347.437059 sec): 3 clusters Score: Raw -27629.246783 + Penalty 1828.976862 = -25800.269921 nChanged 2 SP:Iteration 6Q (2347.478630 sec): 3 clusters Score: Raw -27636.820968 + Penalty 1828.976862 = -25807.844106 nChanged 0 SP:Iteration 7F (2347.519468 sec): 3 clusters Score: Raw -27636.820968 + Penalty 1828.976862 = -25807.844106 nChanged 0 Trying to split cluster 16 (7306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2347.561332 sec): 2 clusters Score: Raw -808964.298078 + Penalty 1445.673321 = -807518.624757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2347.621480 sec): 3 clusters Score: Raw -805020.091687 + Penalty 2891.346642 = -802128.745044 nChanged 3106 SP:Iteration 1F (2347.674405 sec): 3 clusters Score: Raw -806905.581671 + Penalty 2891.346642 = -804014.235028 nChanged 534 SP:Iteration 2F (2347.730381 sec): 3 clusters Score: Raw -807240.640557 + Penalty 2891.346642 = -804349.293914 nChanged 470 SP:Iteration 3F (2347.783957 sec): 3 clusters Score: Raw -807524.149579 + Penalty 2891.346642 = -804632.802937 nChanged 373 SP:Iteration 4F (2347.837986 sec): 3 clusters Score: Raw -807750.859415 + Penalty 2891.346642 = -804859.512773 nChanged 329 SP:Iteration 5Q (2347.882737 sec): 3 clusters Score: Raw -807932.311737 + Penalty 2891.346642 = -805040.965094 nChanged 300 SP:Iteration 6Q (2347.946673 sec): 3 clusters Score: Raw -808103.127161 + Penalty 2891.346642 = -805211.780519 nChanged 286 SP:Iteration 7Q (2347.991618 sec): 3 clusters Score: Raw -808248.802827 + Penalty 2891.346642 = -805357.456185 nChanged 261 SP:Iteration 8Q (2348.052268 sec): 3 clusters Score: Raw -808370.736235 + Penalty 2891.346642 = -805479.389593 nChanged 190 SP:Iteration 9Q (2348.107950 sec): 3 clusters Score: Raw -808453.392398 + Penalty 2891.346642 = -805562.045755 nChanged 153 SP:Iteration 10Q (2348.164420 sec): 3 clusters Score: Raw -808524.406831 + Penalty 2891.346642 = -805633.060189 nChanged 151 SP:Iteration 11Q (2348.211886 sec): 3 clusters Score: Raw -808586.234384 + Penalty 2891.346642 = -805694.887741 nChanged 136 SP:Iteration 12Q (2348.279827 sec): 3 clusters Score: Raw -808645.730849 + Penalty 2891.346642 = -805754.384206 nChanged 125 SP:Iteration 13Q (2348.331101 sec): 3 clusters Score: Raw -808704.072374 + Penalty 2891.346642 = -805812.725732 nChanged 106 SP:Iteration 14Q (2348.384308 sec): 3 clusters Score: Raw -808758.937659 + Penalty 2891.346642 = -805867.591016 nChanged 99 SP:Iteration 15Q (2348.444031 sec): 3 clusters Score: Raw -808808.911724 + Penalty 2891.346642 = -805917.565082 nChanged 74 SP:Iteration 16Q (2348.503914 sec): 3 clusters Score: Raw -808841.648364 + Penalty 2891.346642 = -805950.301721 nChanged 72 SP:Iteration 17Q (2348.553881 sec): 3 clusters Score: Raw -808877.517141 + Penalty 2891.346642 = -805986.170499 nChanged 73 SP:Iteration 18Q (2348.620252 sec): 3 clusters Score: Raw -808910.201844 + Penalty 2891.346642 = -806018.855202 nChanged 46 SP:Iteration 19Q (2348.677737 sec): 3 clusters Score: Raw -808929.176371 + Penalty 2891.346642 = -806037.829728 nChanged 63 SP:Iteration 20F (2348.739071 sec): 3 clusters Score: Raw -808955.588241 + Penalty 2891.346642 = -806064.241598 nChanged 56 SP:Iteration 21Q (2348.798225 sec): 3 clusters Score: Raw -808977.902006 + Penalty 2891.346642 = -806086.555363 nChanged 52 SP:Iteration 22Q (2348.852921 sec): 3 clusters Score: Raw -808993.394924 + Penalty 2891.346642 = -806102.048282 nChanged 35 SP:Iteration 23Q (2348.903482 sec): 3 clusters Score: Raw -809003.296166 + Penalty 2891.346642 = -806111.949524 nChanged 32 SP:Iteration 24Q (2348.954244 sec): 3 clusters Score: Raw -809010.236871 + Penalty 2891.346642 = -806118.890229 nChanged 27 SP:Iteration 25Q (2349.017580 sec): 3 clusters Score: Raw -809017.808114 + Penalty 2891.346642 = -806126.461472 nChanged 28 SP:Iteration 26Q (2349.064781 sec): 3 clusters Score: Raw -809024.917953 + Penalty 2891.346642 = -806133.571311 nChanged 31 SP:Iteration 27Q (2349.129155 sec): 3 clusters Score: Raw -809035.085762 + Penalty 2891.346642 = -806143.739120 nChanged 32 SP:Iteration 28Q (2349.188080 sec): 3 clusters Score: Raw -809047.154712 + Penalty 2891.346642 = -806155.808069 nChanged 34 SP:Iteration 29Q (2349.236060 sec): 3 clusters Score: Raw -809056.201975 + Penalty 2891.346642 = -806164.855333 nChanged 26 SP:Iteration 30Q (2349.301946 sec): 3 clusters Score: Raw -809061.219593 + Penalty 2891.346642 = -806169.872951 nChanged 18 SP:Iteration 31Q (2349.348326 sec): 3 clusters Score: Raw -809065.895151 + Penalty 2891.346642 = -806174.548509 nChanged 19 SP:Iteration 32Q (2349.403935 sec): 3 clusters Score: Raw -809072.018751 + Penalty 2891.346642 = -806180.672108 nChanged 20 SP:Iteration 33Q (2349.457039 sec): 3 clusters Score: Raw -809080.093243 + Penalty 2891.346642 = -806188.746600 nChanged 37 SP:Iteration 34Q (2349.512666 sec): 3 clusters Score: Raw -809091.532050 + Penalty 2891.346642 = -806200.185408 nChanged 33 SP:Iteration 35Q (2349.571189 sec): 3 clusters Score: Raw -809101.204331 + Penalty 2891.346642 = -806209.857689 nChanged 26 SP:Iteration 36Q (2349.628437 sec): 3 clusters Score: Raw -809110.713916 + Penalty 2891.346642 = -806219.367274 nChanged 36 SP:Iteration 37Q (2349.669870 sec): 3 clusters Score: Raw -809126.004145 + Penalty 2891.346642 = -806234.657503 nChanged 43 SP:Iteration 38Q (2349.720905 sec): 3 clusters Score: Raw -809141.034126 + Penalty 2891.346642 = -806249.687484 nChanged 43 SP:Iteration 39Q (2349.764727 sec): 3 clusters Score: Raw -809153.547919 + Penalty 2891.346642 = -806262.201277 nChanged 35 SP:Iteration 40F (2349.831450 sec): 3 clusters Score: Raw -809162.943839 + Penalty 2891.346642 = -806271.597197 nChanged 19 SP:Iteration 41Q (2349.885667 sec): 3 clusters Score: Raw -809167.115951 + Penalty 2891.346642 = -806275.769308 nChanged 12 SP:Iteration 42Q (2349.939423 sec): 3 clusters Score: Raw -809170.133063 + Penalty 2891.346642 = -806278.786420 nChanged 20 SP:Iteration 43Q (2350.001139 sec): 3 clusters Score: Raw -809175.166840 + Penalty 2891.346642 = -806283.820198 nChanged 24 SP:Iteration 44Q (2350.056631 sec): 3 clusters Score: Raw -809181.463739 + Penalty 2891.346642 = -806290.117097 nChanged 27 SP:Iteration 45Q (2350.120634 sec): 3 clusters Score: Raw -809189.739066 + Penalty 2891.346642 = -806298.392424 nChanged 29 SP:Iteration 46Q (2350.161865 sec): 3 clusters Score: Raw -809195.907898 + Penalty 2891.346642 = -806304.561256 nChanged 25 SP:Iteration 47Q (2350.227027 sec): 3 clusters Score: Raw -809202.234489 + Penalty 2891.346642 = -806310.887846 nChanged 32 SP:Iteration 48Q (2350.281695 sec): 3 clusters Score: Raw -809218.127917 + Penalty 2891.346642 = -806326.781274 nChanged 62 SP:Iteration 49Q (2350.335702 sec): 3 clusters Score: Raw -809253.700183 + Penalty 2891.346642 = -806362.353540 nChanged 74 SP:Iteration 50Q (2350.388602 sec): 3 clusters Score: Raw -809306.858765 + Penalty 2891.346642 = -806415.512123 nChanged 106 SP:Iteration 51Q (2350.439987 sec): 3 clusters Score: Raw -809429.375039 + Penalty 2891.346642 = -806538.028397 nChanged 141 SP:Iteration 52Q (2350.492604 sec): 3 clusters Score: Raw -809748.085873 + Penalty 2891.346642 = -806856.739231 nChanged 140 SP:Iteration 53Q (2350.560509 sec): 3 clusters Score: Raw -810184.774105 + Penalty 2891.346642 = -807293.427462 nChanged 104 SP:Iteration 54Q (2350.612053 sec): 3 clusters Score: Raw -810341.469016 + Penalty 2891.346642 = -807450.122374 nChanged 34 SP:Iteration 55Q (2350.668265 sec): 3 clusters Score: Raw -810355.254399 + Penalty 2891.346642 = -807463.907756 nChanged 3 SP:Iteration 56Q (2350.715496 sec): 3 clusters Score: Raw -810355.723437 + Penalty 2891.346642 = -807464.376795 nChanged 0 SP:Iteration 57F (2350.783355 sec): 3 clusters Score: Raw -810355.723437 + Penalty 2891.346642 = -807464.376795 nChanged 0 Trying to split cluster 17 (7404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2350.813416 sec): 2 clusters Score: Raw -877329.010457 + Penalty 1447.838547 = -875881.171910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2350.877907 sec): 3 clusters Score: Raw -873240.484519 + Penalty 2895.677094 = -870344.807425 nChanged 3139 SP:Iteration 1F (2350.910503 sec): 3 clusters Score: Raw -874909.034663 + Penalty 2895.677094 = -872013.357569 nChanged 456 SP:Iteration 2F (2350.968050 sec): 3 clusters Score: Raw -875113.905254 + Penalty 2895.677094 = -872218.228160 nChanged 379 SP:Iteration 3F (2351.021742 sec): 3 clusters Score: Raw -875272.142759 + Penalty 2895.677094 = -872376.465665 nChanged 314 SP:Iteration 4Q (2351.087124 sec): 3 clusters Score: Raw -875405.627297 + Penalty 2895.677094 = -872509.950203 nChanged 293 SP:Iteration 5Q (2351.135728 sec): 3 clusters Score: Raw -875530.971952 + Penalty 2895.677094 = -872635.294858 nChanged 265 SP:Iteration 6Q (2351.193935 sec): 3 clusters Score: Raw -875642.792180 + Penalty 2895.677094 = -872747.115086 nChanged 226 SP:Iteration 7Q (2351.251885 sec): 3 clusters Score: Raw -875745.856674 + Penalty 2895.677094 = -872850.179580 nChanged 232 SP:Iteration 8Q (2351.309038 sec): 3 clusters Score: Raw -875848.640636 + Penalty 2895.677094 = -872952.963542 nChanged 236 SP:Iteration 9Q (2351.376566 sec): 3 clusters Score: Raw -875966.891601 + Penalty 2895.677094 = -873071.214507 nChanged 232 SP:Iteration 10Q (2351.441217 sec): 3 clusters Score: Raw -876085.783055 + Penalty 2895.677094 = -873190.105961 nChanged 246 SP:Iteration 11Q (2351.498816 sec): 3 clusters Score: Raw -876215.166715 + Penalty 2895.677094 = -873319.489622 nChanged 238 SP:Iteration 12Q (2351.543456 sec): 3 clusters Score: Raw -876348.568435 + Penalty 2895.677094 = -873452.891342 nChanged 246 SP:Iteration 13Q (2351.609343 sec): 3 clusters Score: Raw -876495.581649 + Penalty 2895.677094 = -873599.904555 nChanged 232 SP:Iteration 14Q (2351.653558 sec): 3 clusters Score: Raw -876638.030523 + Penalty 2895.677094 = -873742.353429 nChanged 212 SP:Iteration 15Q (2351.716832 sec): 3 clusters Score: Raw -876766.311622 + Penalty 2895.677094 = -873870.634528 nChanged 171 SP:Iteration 16Q (2351.778839 sec): 3 clusters Score: Raw -876868.714147 + Penalty 2895.677094 = -873973.037053 nChanged 139 SP:Iteration 17Q (2351.835871 sec): 3 clusters Score: Raw -876945.685680 + Penalty 2895.677094 = -874050.008586 nChanged 120 SP:Iteration 18Q (2351.894152 sec): 3 clusters Score: Raw -877014.980322 + Penalty 2895.677094 = -874119.303228 nChanged 116 SP:Iteration 19Q (2351.950246 sec): 3 clusters Score: Raw -877088.522567 + Penalty 2895.677094 = -874192.845473 nChanged 105 SP:Iteration 20F (2351.995941 sec): 3 clusters Score: Raw -877157.863654 + Penalty 2895.677094 = -874262.186560 nChanged 86 SP:Iteration 21Q (2352.048171 sec): 3 clusters Score: Raw -877212.721150 + Penalty 2895.677094 = -874317.044056 nChanged 63 SP:Iteration 22Q (2352.108920 sec): 3 clusters Score: Raw -877249.604613 + Penalty 2895.677094 = -874353.927519 nChanged 43 SP:Iteration 23Q (2352.151133 sec): 3 clusters Score: Raw -877271.747179 + Penalty 2895.677094 = -874376.070085 nChanged 50 SP:Iteration 24Q (2352.202203 sec): 3 clusters Score: Raw -877297.056002 + Penalty 2895.677094 = -874401.378908 nChanged 38 SP:Iteration 25Q (2352.256332 sec): 3 clusters Score: Raw -877320.839058 + Penalty 2895.677094 = -874425.161965 nChanged 35 SP:Iteration 26Q (2352.310896 sec): 3 clusters Score: Raw -877341.853323 + Penalty 2895.677094 = -874446.176229 nChanged 32 SP:Iteration 27Q (2352.359194 sec): 3 clusters Score: Raw -877360.498492 + Penalty 2895.677094 = -874464.821398 nChanged 33 SP:Iteration 28Q (2352.412552 sec): 3 clusters Score: Raw -877380.862457 + Penalty 2895.677094 = -874485.185363 nChanged 25 SP:Iteration 29Q (2352.468154 sec): 3 clusters Score: Raw -877396.655527 + Penalty 2895.677094 = -874500.978433 nChanged 22 SP:Iteration 30Q (2352.526666 sec): 3 clusters Score: Raw -877408.881592 + Penalty 2895.677094 = -874513.204498 nChanged 15 SP:Iteration 31Q (2352.586110 sec): 3 clusters Score: Raw -877420.360223 + Penalty 2895.677094 = -874524.683130 nChanged 20 SP:Iteration 32Q (2352.644259 sec): 3 clusters Score: Raw -877432.263521 + Penalty 2895.677094 = -874536.586427 nChanged 13 SP:Iteration 33Q (2352.710300 sec): 3 clusters Score: Raw -877440.681025 + Penalty 2895.677094 = -874545.003931 nChanged 13 SP:Iteration 34Q (2352.758829 sec): 3 clusters Score: Raw -877449.469798 + Penalty 2895.677094 = -874553.792704 nChanged 12 SP:Iteration 35Q (2352.826271 sec): 3 clusters Score: Raw -877460.429835 + Penalty 2895.677094 = -874564.752741 nChanged 14 SP:Iteration 36Q (2352.877204 sec): 3 clusters Score: Raw -877472.116569 + Penalty 2895.677094 = -874576.439475 nChanged 15 SP:Iteration 37Q (2352.937328 sec): 3 clusters Score: Raw -877483.236712 + Penalty 2895.677094 = -874587.559618 nChanged 11 SP:Iteration 38Q (2352.997243 sec): 3 clusters Score: Raw -877492.660634 + Penalty 2895.677094 = -874596.983540 nChanged 9 SP:Iteration 39Q (2353.051758 sec): 3 clusters Score: Raw -877498.725702 + Penalty 2895.677094 = -874603.048608 nChanged 10 SP:Iteration 40F (2353.102120 sec): 3 clusters Score: Raw -877509.624531 + Penalty 2895.677094 = -874613.947437 nChanged 13 SP:Iteration 41Q (2353.165123 sec): 3 clusters Score: Raw -877519.971781 + Penalty 2895.677094 = -874624.294687 nChanged 7 SP:Iteration 42Q (2353.213575 sec): 3 clusters Score: Raw -877525.653324 + Penalty 2895.677094 = -874629.976230 nChanged 10 SP:Iteration 43Q (2353.280593 sec): 3 clusters Score: Raw -877534.926144 + Penalty 2895.677094 = -874639.249050 nChanged 7 SP:Iteration 44Q (2353.329448 sec): 3 clusters Score: Raw -877540.097971 + Penalty 2895.677094 = -874644.420878 nChanged 6 SP:Iteration 45Q (2353.387797 sec): 3 clusters Score: Raw -877544.037784 + Penalty 2895.677094 = -874648.360690 nChanged 6 SP:Iteration 46Q (2353.430706 sec): 3 clusters Score: Raw -877550.426014 + Penalty 2895.677094 = -874654.748920 nChanged 6 SP:Iteration 47Q (2353.483486 sec): 3 clusters Score: Raw -877554.343664 + Penalty 2895.677094 = -874658.666570 nChanged 4 SP:Iteration 48Q (2353.539700 sec): 3 clusters Score: Raw -877557.880990 + Penalty 2895.677094 = -874662.203896 nChanged 3 SP:Iteration 49Q (2353.595089 sec): 3 clusters Score: Raw -877560.124756 + Penalty 2895.677094 = -874664.447662 nChanged 2 SP:Iteration 50Q (2353.648863 sec): 3 clusters Score: Raw -877561.486739 + Penalty 2895.677094 = -874665.809645 nChanged 1 SP:Iteration 51Q (2353.706262 sec): 3 clusters Score: Raw -877563.338615 + Penalty 2895.677094 = -874667.661521 nChanged 1 SP:Iteration 52Q (2353.760764 sec): 3 clusters Score: Raw -877563.722983 + Penalty 2895.677094 = -874668.045889 nChanged 0 SP:Iteration 53F (2353.824715 sec): 3 clusters Score: Raw -877563.722983 + Penalty 2895.677094 = -874668.045889 nChanged 0 Trying to split cluster 18 (4037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2353.852735 sec): 2 clusters Score: Raw -509682.496025 + Penalty 1349.279282 = -508333.216743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2353.900538 sec): 3 clusters Score: Raw -507714.545094 + Penalty 2698.558564 = -505015.986529 nChanged 1570 SP:Iteration 1F (2353.942541 sec): 3 clusters Score: Raw -508636.777379 + Penalty 2698.558564 = -505938.218814 nChanged 333 SP:Iteration 2F (2353.989477 sec): 3 clusters Score: Raw -508885.620721 + Penalty 2698.558564 = -506187.062156 nChanged 271 SP:Iteration 3F (2354.046738 sec): 3 clusters Score: Raw -509085.985289 + Penalty 2698.558564 = -506387.426725 nChanged 248 SP:Iteration 4F (2354.097585 sec): 3 clusters Score: Raw -509292.855855 + Penalty 2698.558564 = -506594.297291 nChanged 209 SP:Iteration 5F (2354.155756 sec): 3 clusters Score: Raw -509468.497847 + Penalty 2698.558564 = -506769.939283 nChanged 186 SP:Iteration 6Q (2354.194036 sec): 3 clusters Score: Raw -509617.592660 + Penalty 2698.558564 = -506919.034095 nChanged 164 SP:Iteration 7Q (2354.247036 sec): 3 clusters Score: Raw -509731.066757 + Penalty 2698.558564 = -507032.508192 nChanged 121 SP:Iteration 8Q (2354.310042 sec): 3 clusters Score: Raw -509815.668721 + Penalty 2698.558564 = -507117.110156 nChanged 105 SP:Iteration 9Q (2354.343596 sec): 3 clusters Score: Raw -509887.349321 + Penalty 2698.558564 = -507188.790757 nChanged 90 SP:Iteration 10Q (2354.401386 sec): 3 clusters Score: Raw -509933.397298 + Penalty 2698.558564 = -507234.838734 nChanged 79 SP:Iteration 11Q (2354.449159 sec): 3 clusters Score: Raw -509970.506340 + Penalty 2698.558564 = -507271.947776 nChanged 62 SP:Iteration 12Q (2354.503887 sec): 3 clusters Score: Raw -509996.633785 + Penalty 2698.558564 = -507298.075220 nChanged 47 SP:Iteration 13Q (2354.558808 sec): 3 clusters Score: Raw -510013.274821 + Penalty 2698.558564 = -507314.716257 nChanged 40 SP:Iteration 14Q (2354.625355 sec): 3 clusters Score: Raw -510030.794195 + Penalty 2698.558564 = -507332.235631 nChanged 29 SP:Iteration 15Q (2354.681066 sec): 3 clusters Score: Raw -510041.410652 + Penalty 2698.558564 = -507342.852088 nChanged 28 SP:Iteration 16Q (2354.723401 sec): 3 clusters Score: Raw -510052.663239 + Penalty 2698.558564 = -507354.104675 nChanged 25 SP:Iteration 17Q (2354.775801 sec): 3 clusters Score: Raw -510061.314111 + Penalty 2698.558564 = -507362.755547 nChanged 23 SP:Iteration 18Q (2354.827666 sec): 3 clusters Score: Raw -510071.132829 + Penalty 2698.558564 = -507372.574264 nChanged 31 SP:Iteration 19Q (2354.864062 sec): 3 clusters Score: Raw -510084.495339 + Penalty 2698.558564 = -507385.936775 nChanged 30 SP:Iteration 20F (2354.913521 sec): 3 clusters Score: Raw -510095.505633 + Penalty 2698.558564 = -507396.947069 nChanged 26 SP:Iteration 21Q (2354.961007 sec): 3 clusters Score: Raw -510106.320558 + Penalty 2698.558564 = -507407.761994 nChanged 25 SP:Iteration 22Q (2355.010447 sec): 3 clusters Score: Raw -510117.007612 + Penalty 2698.558564 = -507418.449048 nChanged 31 SP:Iteration 23Q (2355.071017 sec): 3 clusters Score: Raw -510131.863474 + Penalty 2698.558564 = -507433.304910 nChanged 31 SP:Iteration 24Q (2355.125209 sec): 3 clusters Score: Raw -510147.450066 + Penalty 2698.558564 = -507448.891501 nChanged 39 SP:Iteration 25Q (2355.175386 sec): 3 clusters Score: Raw -510171.625896 + Penalty 2698.558564 = -507473.067332 nChanged 49 SP:Iteration 26Q (2355.230579 sec): 3 clusters Score: Raw -510209.587636 + Penalty 2698.558564 = -507511.029072 nChanged 61 SP:Iteration 27Q (2355.272123 sec): 3 clusters Score: Raw -510265.917108 + Penalty 2698.558564 = -507567.358544 nChanged 78 SP:Iteration 28Q (2355.337762 sec): 3 clusters Score: Raw -510379.170209 + Penalty 2698.558564 = -507680.611645 nChanged 98 SP:Iteration 29Q (2355.392579 sec): 3 clusters Score: Raw -510674.676150 + Penalty 2698.558564 = -507976.117586 nChanged 142 SP:Iteration 30Q (2355.433699 sec): 3 clusters Score: Raw -511893.130619 + Penalty 2698.558564 = -509194.572055 nChanged 112 SP:Iteration 31Q (2355.495084 sec): 3 clusters Score: Raw -512748.954100 + Penalty 2698.558564 = -510050.395536 nChanged 109 SP:Iteration 32Q (2355.539542 sec): 3 clusters Score: Raw -513010.723936 + Penalty 2698.558564 = -510312.165372 nChanged 94 SP:Iteration 33Q (2355.590428 sec): 3 clusters Score: Raw -513456.616484 + Penalty 2698.558564 = -510758.057920 nChanged 90 SP:Iteration 34Q (2355.640340 sec): 3 clusters Score: Raw -514386.492370 + Penalty 2698.558564 = -511687.933806 nChanged 23 SP:Iteration 35Q (2355.696685 sec): 3 clusters Score: Raw -514900.475421 + Penalty 2698.558564 = -512201.916857 nChanged 0 SP:Iteration 36F (2355.748510 sec): 3 clusters Score: Raw -514900.475421 + Penalty 2698.558564 = -512201.916857 nChanged 0 Score: Raw -42687321.848166 + Penalty 58292.685179 = -42629029.162987 Splitting cluster 18 changes total score from -42625853.987052 to -42629029.162987 So it's getting split into cluster 28. Trying to split cluster 19 (1900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2362.851565 sec): 2 clusters Score: Raw -209406.188517 + Penalty 1226.811489 = -208179.377027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2362.901263 sec): 3 clusters Score: Raw -208621.297495 + Penalty 2453.622979 = -206167.674516 nChanged 657 SP:Iteration 1F (2362.949454 sec): 3 clusters Score: Raw -209067.501307 + Penalty 2453.622979 = -206613.878328 nChanged 151 SP:Iteration 2F (2363.010532 sec): 3 clusters Score: Raw -209214.902917 + Penalty 2453.622979 = -206761.279938 nChanged 103 SP:Iteration 3F (2363.060176 sec): 3 clusters Score: Raw -209339.654783 + Penalty 2453.622979 = -206886.031804 nChanged 101 SP:Iteration 4F (2363.099221 sec): 3 clusters Score: Raw -209457.574089 + Penalty 2453.622979 = -207003.951110 nChanged 99 SP:Iteration 5F (2363.146999 sec): 3 clusters Score: Raw -209560.286244 + Penalty 2453.622979 = -207106.663266 nChanged 90 SP:Iteration 6Q (2363.199561 sec): 3 clusters Score: Raw -209652.145842 + Penalty 2453.622979 = -207198.522863 nChanged 69 SP:Iteration 7Q (2363.247455 sec): 3 clusters Score: Raw -209708.190829 + Penalty 2453.622979 = -207254.567850 nChanged 46 SP:Iteration 8Q (2363.286811 sec): 3 clusters Score: Raw -209738.926088 + Penalty 2453.622979 = -207285.303110 nChanged 21 SP:Iteration 9Q (2363.330632 sec): 3 clusters Score: Raw -209749.772520 + Penalty 2453.622979 = -207296.149542 nChanged 14 SP:Iteration 10Q (2363.376825 sec): 3 clusters Score: Raw -209755.835234 + Penalty 2453.622979 = -207302.212255 nChanged 10 SP:Iteration 11Q (2363.431893 sec): 3 clusters Score: Raw -209761.686820 + Penalty 2453.622979 = -207308.063841 nChanged 10 SP:Iteration 12Q (2363.477855 sec): 3 clusters Score: Raw -209767.226819 + Penalty 2453.622979 = -207313.603840 nChanged 9 SP:Iteration 13Q (2363.521694 sec): 3 clusters Score: Raw -209772.735031 + Penalty 2453.622979 = -207319.112053 nChanged 7 SP:Iteration 14Q (2363.558808 sec): 3 clusters Score: Raw -209776.754002 + Penalty 2453.622979 = -207323.131023 nChanged 9 SP:Iteration 15Q (2363.616105 sec): 3 clusters Score: Raw -209781.051083 + Penalty 2453.622979 = -207327.428104 nChanged 7 SP:Iteration 16Q (2363.666245 sec): 3 clusters Score: Raw -209785.060312 + Penalty 2453.622979 = -207331.437333 nChanged 6 SP:Iteration 17Q (2363.707334 sec): 3 clusters Score: Raw -209789.741592 + Penalty 2453.622979 = -207336.118613 nChanged 5 SP:Iteration 18Q (2363.752605 sec): 3 clusters Score: Raw -209793.220585 + Penalty 2453.622979 = -207339.597606 nChanged 6 SP:Iteration 19Q (2363.808756 sec): 3 clusters Score: Raw -209796.116116 + Penalty 2453.622979 = -207342.493137 nChanged 2 SP:Iteration 20F (2363.854451 sec): 3 clusters Score: Raw -209798.581518 + Penalty 2453.622979 = -207344.958539 nChanged 3 SP:Iteration 21Q (2363.900269 sec): 3 clusters Score: Raw -209800.102772 + Penalty 2453.622979 = -207346.479793 nChanged 2 SP:Iteration 22Q (2363.936695 sec): 3 clusters Score: Raw -209801.613675 + Penalty 2453.622979 = -207347.990697 nChanged 1 SP:Iteration 23Q (2363.973918 sec): 3 clusters Score: Raw -209802.612255 + Penalty 2453.622979 = -207348.989277 nChanged 1 SP:Iteration 24Q (2364.011141 sec): 3 clusters Score: Raw -209803.220352 + Penalty 2453.622979 = -207349.597373 nChanged 1 SP:Iteration 25Q (2364.048309 sec): 3 clusters Score: Raw -209803.481649 + Penalty 2453.622979 = -207349.858671 nChanged 0 SP:Iteration 26F (2364.085431 sec): 3 clusters Score: Raw -209803.481649 + Penalty 2453.622979 = -207349.858671 nChanged 0 Trying to split cluster 20 (1715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2364.116471 sec): 2 clusters Score: Raw -203187.128364 + Penalty 1210.164858 = -201976.963506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2364.161438 sec): 3 clusters Score: Raw -202460.058557 + Penalty 2420.329717 = -200039.728840 nChanged 603 SP:Iteration 1F (2364.197067 sec): 3 clusters Score: Raw -202873.094271 + Penalty 2420.329717 = -200452.764554 nChanged 136 SP:Iteration 2F (2364.241925 sec): 3 clusters Score: Raw -202962.925972 + Penalty 2420.329717 = -200542.596255 nChanged 73 SP:Iteration 3Q (2364.285043 sec): 3 clusters Score: Raw -203014.288218 + Penalty 2420.329717 = -200593.958501 nChanged 47 SP:Iteration 4Q (2364.331802 sec): 3 clusters Score: Raw -203054.483469 + Penalty 2420.329717 = -200634.153752 nChanged 35 SP:Iteration 5Q (2364.375477 sec): 3 clusters Score: Raw -203076.926198 + Penalty 2420.329717 = -200656.596481 nChanged 27 SP:Iteration 6Q (2364.423581 sec): 3 clusters Score: Raw -203095.258026 + Penalty 2420.329717 = -200674.928310 nChanged 22 SP:Iteration 7Q (2364.471394 sec): 3 clusters Score: Raw -203114.759876 + Penalty 2420.329717 = -200694.430159 nChanged 26 SP:Iteration 8Q (2364.509463 sec): 3 clusters Score: Raw -203139.618912 + Penalty 2420.329717 = -200719.289195 nChanged 32 SP:Iteration 9Q (2364.548159 sec): 3 clusters Score: Raw -203169.266454 + Penalty 2420.329717 = -200748.936737 nChanged 35 SP:Iteration 10Q (2364.590117 sec): 3 clusters Score: Raw -203199.008911 + Penalty 2420.329717 = -200778.679194 nChanged 27 SP:Iteration 11Q (2364.633706 sec): 3 clusters Score: Raw -203227.951067 + Penalty 2420.329717 = -200807.621351 nChanged 26 SP:Iteration 12Q (2364.672865 sec): 3 clusters Score: Raw -203243.643014 + Penalty 2420.329717 = -200823.313297 nChanged 16 SP:Iteration 13Q (2364.721206 sec): 3 clusters Score: Raw -203253.294066 + Penalty 2420.329717 = -200832.964349 nChanged 18 SP:Iteration 14Q (2364.770807 sec): 3 clusters Score: Raw -203263.177917 + Penalty 2420.329717 = -200842.848201 nChanged 10 SP:Iteration 15Q (2364.819607 sec): 3 clusters Score: Raw -203269.836495 + Penalty 2420.329717 = -200849.506778 nChanged 17 SP:Iteration 16Q (2364.868118 sec): 3 clusters Score: Raw -203284.143835 + Penalty 2420.329717 = -200863.814118 nChanged 15 SP:Iteration 17Q (2364.926722 sec): 3 clusters Score: Raw -203300.749696 + Penalty 2420.329717 = -200880.419980 nChanged 15 SP:Iteration 18Q (2364.977366 sec): 3 clusters Score: Raw -203311.069109 + Penalty 2420.329717 = -200890.739392 nChanged 13 SP:Iteration 19Q (2365.024532 sec): 3 clusters Score: Raw -203323.257412 + Penalty 2420.329717 = -200902.927695 nChanged 12 SP:Iteration 20F (2365.072436 sec): 3 clusters Score: Raw -203331.614142 + Penalty 2420.329717 = -200911.284425 nChanged 9 SP:Iteration 21Q (2365.125808 sec): 3 clusters Score: Raw -203334.868721 + Penalty 2420.329717 = -200914.539004 nChanged 4 SP:Iteration 22Q (2365.173294 sec): 3 clusters Score: Raw -203337.398392 + Penalty 2420.329717 = -200917.068675 nChanged 5 SP:Iteration 23Q (2365.224836 sec): 3 clusters Score: Raw -203340.874736 + Penalty 2420.329717 = -200920.545019 nChanged 7 SP:Iteration 24Q (2365.262065 sec): 3 clusters Score: Raw -203344.697609 + Penalty 2420.329717 = -200924.367892 nChanged 3 SP:Iteration 25Q (2365.311317 sec): 3 clusters Score: Raw -203346.065166 + Penalty 2420.329717 = -200925.735449 nChanged 2 SP:Iteration 26Q (2365.359724 sec): 3 clusters Score: Raw -203349.003202 + Penalty 2420.329717 = -200928.673485 nChanged 8 SP:Iteration 27Q (2365.405151 sec): 3 clusters Score: Raw -203354.254977 + Penalty 2420.329717 = -200933.925260 nChanged 7 SP:Iteration 28Q (2365.456730 sec): 3 clusters Score: Raw -203358.663848 + Penalty 2420.329717 = -200938.334131 nChanged 7 SP:Iteration 29Q (2365.512851 sec): 3 clusters Score: Raw -203364.203716 + Penalty 2420.329717 = -200943.873999 nChanged 6 SP:Iteration 30Q (2365.558353 sec): 3 clusters Score: Raw -203367.339116 + Penalty 2420.329717 = -200947.009399 nChanged 3 SP:Iteration 31Q (2365.604442 sec): 3 clusters Score: Raw -203368.862160 + Penalty 2420.329717 = -200948.532443 nChanged 2 SP:Iteration 32Q (2365.650273 sec): 3 clusters Score: Raw -203370.309770 + Penalty 2420.329717 = -200949.980053 nChanged 1 SP:Iteration 33Q (2365.685626 sec): 3 clusters Score: Raw -203370.469797 + Penalty 2420.329717 = -200950.140080 nChanged 0 SP:Iteration 34F (2365.741564 sec): 3 clusters Score: Raw -203370.469797 + Penalty 2420.329717 = -200950.140080 nChanged 0 Trying to split cluster 21 (16684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2365.776088 sec): 2 clusters Score: Raw -2035434.210344 + Penalty 1579.858386 = -2033854.351957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2365.845112 sec): 3 clusters Score: Raw -2025462.992988 + Penalty 3159.716773 = -2022303.276215 nChanged 7492 SP:Iteration 1F (2365.916710 sec): 3 clusters Score: Raw -2029728.827420 + Penalty 3159.716773 = -2026569.110647 nChanged 1060 SP:Iteration 2F (2365.986875 sec): 3 clusters Score: Raw -2030313.356816 + Penalty 3159.716773 = -2027153.640043 nChanged 1016 SP:Iteration 3F (2366.057743 sec): 3 clusters Score: Raw -2030848.229661 + Penalty 3159.716773 = -2027688.512888 nChanged 855 SP:Iteration 4F (2366.128898 sec): 3 clusters Score: Raw -2031268.666595 + Penalty 3159.716773 = -2028108.949822 nChanged 855 SP:Iteration 5F (2366.199104 sec): 3 clusters Score: Raw -2031716.848526 + Penalty 3159.716773 = -2028557.131753 nChanged 858 SP:Iteration 6F (2366.281965 sec): 3 clusters Score: Raw -2032224.865620 + Penalty 3159.716773 = -2029065.148847 nChanged 908 SP:Iteration 7F (2366.353885 sec): 3 clusters Score: Raw -2032785.764851 + Penalty 3159.716773 = -2029626.048078 nChanged 929 SP:Iteration 8F (2366.433070 sec): 3 clusters Score: Raw -2033414.277777 + Penalty 3159.716773 = -2030254.561004 nChanged 925 SP:Iteration 9F (2366.496465 sec): 3 clusters Score: Raw -2034045.052613 + Penalty 3159.716773 = -2030885.335840 nChanged 817 SP:Iteration 10Q (2366.570776 sec): 3 clusters Score: Raw -2034542.421715 + Penalty 3159.716773 = -2031382.704942 nChanged 663 SP:Iteration 11Q (2366.643655 sec): 3 clusters Score: Raw -2034868.059213 + Penalty 3159.716773 = -2031708.342440 nChanged 493 SP:Iteration 12Q (2366.714256 sec): 3 clusters Score: Raw -2035089.583388 + Penalty 3159.716773 = -2031929.866615 nChanged 436 SP:Iteration 13Q (2366.784625 sec): 3 clusters Score: Raw -2035290.323443 + Penalty 3159.716773 = -2032130.606670 nChanged 403 SP:Iteration 14Q (2366.867558 sec): 3 clusters Score: Raw -2035486.081968 + Penalty 3159.716773 = -2032326.365195 nChanged 391 SP:Iteration 15Q (2366.936329 sec): 3 clusters Score: Raw -2035683.727062 + Penalty 3159.716773 = -2032524.010289 nChanged 373 SP:Iteration 16Q (2367.024544 sec): 3 clusters Score: Raw -2035862.167987 + Penalty 3159.716773 = -2032702.451214 nChanged 368 SP:Iteration 17Q (2367.095307 sec): 3 clusters Score: Raw -2036043.526765 + Penalty 3159.716773 = -2032883.809992 nChanged 329 SP:Iteration 18Q (2367.166968 sec): 3 clusters Score: Raw -2036195.901888 + Penalty 3159.716773 = -2033036.185115 nChanged 274 SP:Iteration 19Q (2367.252692 sec): 3 clusters Score: Raw -2036317.655744 + Penalty 3159.716773 = -2033157.938971 nChanged 257 SP:Iteration 20F (2367.317311 sec): 3 clusters Score: Raw -2036432.513881 + Penalty 3159.716773 = -2033272.797108 nChanged 255 SP:Iteration 21Q (2367.393382 sec): 3 clusters Score: Raw -2036538.784271 + Penalty 3159.716773 = -2033379.067498 nChanged 218 SP:Iteration 22Q (2367.470894 sec): 3 clusters Score: Raw -2036639.482497 + Penalty 3159.716773 = -2033479.765724 nChanged 187 SP:Iteration 23Q (2367.541333 sec): 3 clusters Score: Raw -2036711.048563 + Penalty 3159.716773 = -2033551.331790 nChanged 161 SP:Iteration 24Q (2367.607195 sec): 3 clusters Score: Raw -2036769.550207 + Penalty 3159.716773 = -2033609.833434 nChanged 131 SP:Iteration 25Q (2367.682020 sec): 3 clusters Score: Raw -2036820.672103 + Penalty 3159.716773 = -2033660.955330 nChanged 133 SP:Iteration 26Q (2367.757004 sec): 3 clusters Score: Raw -2036871.324710 + Penalty 3159.716773 = -2033711.607937 nChanged 111 SP:Iteration 27Q (2367.818216 sec): 3 clusters Score: Raw -2036910.976798 + Penalty 3159.716773 = -2033751.260025 nChanged 105 SP:Iteration 28Q (2367.889940 sec): 3 clusters Score: Raw -2036948.850359 + Penalty 3159.716773 = -2033789.133586 nChanged 82 SP:Iteration 29Q (2367.958357 sec): 3 clusters Score: Raw -2036976.672255 + Penalty 3159.716773 = -2033816.955482 nChanged 75 SP:Iteration 30Q (2368.030151 sec): 3 clusters Score: Raw -2036996.193874 + Penalty 3159.716773 = -2033836.477101 nChanged 60 SP:Iteration 31Q (2368.102653 sec): 3 clusters Score: Raw -2037013.235076 + Penalty 3159.716773 = -2033853.518303 nChanged 60 SP:Iteration 32Q (2368.176658 sec): 3 clusters Score: Raw -2037033.497857 + Penalty 3159.716773 = -2033873.781084 nChanged 70 SP:Iteration 33Q (2368.251586 sec): 3 clusters Score: Raw -2037053.836799 + Penalty 3159.716773 = -2033894.120026 nChanged 58 SP:Iteration 34Q (2368.306547 sec): 3 clusters Score: Raw -2037073.247907 + Penalty 3159.716773 = -2033913.531134 nChanged 52 SP:Iteration 35Q (2368.384239 sec): 3 clusters Score: Raw -2037085.940427 + Penalty 3159.716773 = -2033926.223654 nChanged 57 SP:Iteration 36Q (2368.441673 sec): 3 clusters Score: Raw -2037100.727266 + Penalty 3159.716773 = -2033941.010493 nChanged 46 SP:Iteration 37Q (2368.510599 sec): 3 clusters Score: Raw -2037112.216281 + Penalty 3159.716773 = -2033952.499508 nChanged 36 SP:Iteration 38Q (2368.584420 sec): 3 clusters Score: Raw -2037120.709441 + Penalty 3159.716773 = -2033960.992668 nChanged 28 SP:Iteration 39Q (2368.647234 sec): 3 clusters Score: Raw -2037126.811564 + Penalty 3159.716773 = -2033967.094791 nChanged 30 SP:Iteration 40F (2368.731380 sec): 3 clusters Score: Raw -2037133.013092 + Penalty 3159.716773 = -2033973.296319 nChanged 30 SP:Iteration 41Q (2368.802569 sec): 3 clusters Score: Raw -2037139.488758 + Penalty 3159.716773 = -2033979.771985 nChanged 25 SP:Iteration 42Q (2368.861133 sec): 3 clusters Score: Raw -2037144.107356 + Penalty 3159.716773 = -2033984.390583 nChanged 16 SP:Iteration 43Q (2368.945878 sec): 3 clusters Score: Raw -2037146.079810 + Penalty 3159.716773 = -2033986.363037 nChanged 9 SP:Iteration 44Q (2369.010786 sec): 3 clusters Score: Raw -2037147.255407 + Penalty 3159.716773 = -2033987.538634 nChanged 8 SP:Iteration 45Q (2369.088964 sec): 3 clusters Score: Raw -2037148.511814 + Penalty 3159.716773 = -2033988.795041 nChanged 5 SP:Iteration 46Q (2369.157285 sec): 3 clusters Score: Raw -2037149.117333 + Penalty 3159.716773 = -2033989.400560 nChanged 3 SP:Iteration 47Q (2369.208414 sec): 3 clusters Score: Raw -2037149.391939 + Penalty 3159.716773 = -2033989.675166 nChanged 0 SP:Iteration 48F (2369.281822 sec): 3 clusters Score: Raw -2037149.391939 + Penalty 3159.716773 = -2033989.675166 nChanged 0 Score: Raw -42689037.029761 + Penalty 60374.566793 = -42628662.462968 Splitting cluster 21 changes total score from -42625853.987052 to -42628662.462968 So it's getting split into cluster 29. Trying to split cluster 22 (964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2376.517083 sec): 2 clusters Score: Raw -107195.102115 + Penalty 1116.552335 = -106078.549780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2376.548707 sec): 3 clusters Score: Raw -106892.972221 + Penalty 2233.104671 = -104659.867551 nChanged 292 SP:Iteration 1F (2376.580211 sec): 3 clusters Score: Raw -107165.560632 + Penalty 2233.104671 = -104932.455961 nChanged 89 SP:Iteration 2F (2376.611697 sec): 3 clusters Score: Raw -107244.164797 + Penalty 2233.104671 = -105011.060127 nChanged 30 SP:Iteration 3Q (2376.639518 sec): 3 clusters Score: Raw -107274.682895 + Penalty 2233.104671 = -105041.578224 nChanged 16 SP:Iteration 4Q (2376.671063 sec): 3 clusters Score: Raw -107294.411543 + Penalty 2233.104671 = -105061.306872 nChanged 13 SP:Iteration 5Q (2376.706783 sec): 3 clusters Score: Raw -107316.178170 + Penalty 2233.104671 = -105083.073499 nChanged 20 SP:Iteration 6Q (2376.744317 sec): 3 clusters Score: Raw -107336.464727 + Penalty 2233.104671 = -105103.360056 nChanged 14 SP:Iteration 7Q (2376.793315 sec): 3 clusters Score: Raw -107356.105813 + Penalty 2233.104671 = -105123.001142 nChanged 16 SP:Iteration 8Q (2376.836300 sec): 3 clusters Score: Raw -107373.381388 + Penalty 2233.104671 = -105140.276717 nChanged 17 SP:Iteration 9Q (2376.870797 sec): 3 clusters Score: Raw -107403.332554 + Penalty 2233.104671 = -105170.227883 nChanged 26 SP:Iteration 10Q (2376.920400 sec): 3 clusters Score: Raw -107436.967530 + Penalty 2233.104671 = -105203.862859 nChanged 17 SP:Iteration 11Q (2376.965742 sec): 3 clusters Score: Raw -107458.267875 + Penalty 2233.104671 = -105225.163204 nChanged 18 SP:Iteration 12Q (2377.015286 sec): 3 clusters Score: Raw -107488.252924 + Penalty 2233.104671 = -105255.148253 nChanged 25 SP:Iteration 13Q (2377.052301 sec): 3 clusters Score: Raw -107536.484481 + Penalty 2233.104671 = -105303.379811 nChanged 25 SP:Iteration 14Q (2377.098664 sec): 3 clusters Score: Raw -107591.798964 + Penalty 2233.104671 = -105358.694294 nChanged 30 SP:Iteration 15Q (2377.152037 sec): 3 clusters Score: Raw -107652.851959 + Penalty 2233.104671 = -105419.747288 nChanged 28 SP:Iteration 16Q (2377.205416 sec): 3 clusters Score: Raw -107704.460245 + Penalty 2233.104671 = -105471.355574 nChanged 27 SP:Iteration 17Q (2377.247971 sec): 3 clusters Score: Raw -107744.954999 + Penalty 2233.104671 = -105511.850328 nChanged 19 SP:Iteration 18Q (2377.290233 sec): 3 clusters Score: Raw -107767.633567 + Penalty 2233.104671 = -105534.528896 nChanged 10 SP:Iteration 19Q (2377.329267 sec): 3 clusters Score: Raw -107780.931802 + Penalty 2233.104671 = -105547.827131 nChanged 10 SP:Iteration 20F (2377.385876 sec): 3 clusters Score: Raw -107790.487757 + Penalty 2233.104671 = -105557.383087 nChanged 8 SP:Iteration 21Q (2377.419312 sec): 3 clusters Score: Raw -107801.810121 + Penalty 2233.104671 = -105568.705450 nChanged 5 SP:Iteration 22Q (2377.466770 sec): 3 clusters Score: Raw -107809.393109 + Penalty 2233.104671 = -105576.288439 nChanged 5 SP:Iteration 23Q (2377.520457 sec): 3 clusters Score: Raw -107815.528591 + Penalty 2233.104671 = -105582.423921 nChanged 3 SP:Iteration 24Q (2377.566386 sec): 3 clusters Score: Raw -107818.559865 + Penalty 2233.104671 = -105585.455195 nChanged 4 SP:Iteration 25Q (2377.614921 sec): 3 clusters Score: Raw -107822.964287 + Penalty 2233.104671 = -105589.859616 nChanged 2 SP:Iteration 26Q (2377.659844 sec): 3 clusters Score: Raw -107824.484051 + Penalty 2233.104671 = -105591.379380 nChanged 0 SP:Iteration 27F (2377.703575 sec): 3 clusters Score: Raw -107824.484051 + Penalty 2233.104671 = -105591.379380 nChanged 0 Trying to split cluster 23 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2377.736012 sec): 2 clusters Score: Raw -18539.073389 + Penalty 857.693632 = -17681.379757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2377.767497 sec): 3 clusters Score: Raw -18676.599982 + Penalty 1715.387264 = -16961.212717 nChanged 21 SP:Iteration 1F (2377.809829 sec): 3 clusters Score: Raw -18763.610641 + Penalty 1715.387264 = -17048.223376 nChanged 5 SP:Iteration 2Q (2377.851130 sec): 3 clusters Score: Raw -18789.990422 + Penalty 1715.387264 = -17074.603158 nChanged 5 SP:Iteration 3Q (2377.887732 sec): 3 clusters Score: Raw -18808.186759 + Penalty 1715.387264 = -17092.799495 nChanged 1 SP:Iteration 4Q (2377.930068 sec): 3 clusters Score: Raw -18827.919651 + Penalty 1715.387264 = -17112.532387 nChanged 4 SP:Iteration 5Q (2377.972338 sec): 3 clusters Score: Raw -18836.844827 + Penalty 1715.387264 = -17121.457563 nChanged 2 SP:Iteration 6Q (2378.014896 sec): 3 clusters Score: Raw -18845.479292 + Penalty 1715.387264 = -17130.092027 nChanged 0 SP:Iteration 7F (2378.059116 sec): 3 clusters Score: Raw -18845.479292 + Penalty 1715.387264 = -17130.092027 nChanged 0 Trying to split cluster 24 (1939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2378.093435 sec): 2 clusters Score: Raw -237176.686505 + Penalty 1230.113244 = -235946.573261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2378.141434 sec): 3 clusters Score: Raw -236356.147116 + Penalty 2460.226488 = -233895.920628 nChanged 662 SP:Iteration 1F (2378.171837 sec): 3 clusters Score: Raw -236775.127063 + Penalty 2460.226488 = -234314.900575 nChanged 154 SP:Iteration 2F (2378.216351 sec): 3 clusters Score: Raw -236886.178866 + Penalty 2460.226488 = -234425.952378 nChanged 100 SP:Iteration 3F (2378.260648 sec): 3 clusters Score: Raw -236956.588407 + Penalty 2460.226488 = -234496.361919 nChanged 75 SP:Iteration 4Q (2378.304917 sec): 3 clusters Score: Raw -237016.216791 + Penalty 2460.226488 = -234555.990303 nChanged 67 SP:Iteration 5Q (2378.349422 sec): 3 clusters Score: Raw -237058.790003 + Penalty 2460.226488 = -234598.563515 nChanged 44 SP:Iteration 6Q (2378.387234 sec): 3 clusters Score: Raw -237083.354343 + Penalty 2460.226488 = -234623.127855 nChanged 37 SP:Iteration 7Q (2378.431603 sec): 3 clusters Score: Raw -237107.815786 + Penalty 2460.226488 = -234647.589298 nChanged 28 SP:Iteration 8Q (2378.475901 sec): 3 clusters Score: Raw -237123.902662 + Penalty 2460.226488 = -234663.676174 nChanged 26 SP:Iteration 9Q (2378.520231 sec): 3 clusters Score: Raw -237141.902621 + Penalty 2460.226488 = -234681.676133 nChanged 35 SP:Iteration 10Q (2378.564613 sec): 3 clusters Score: Raw -237161.438440 + Penalty 2460.226488 = -234701.211952 nChanged 31 SP:Iteration 11Q (2378.608309 sec): 3 clusters Score: Raw -237183.300825 + Penalty 2460.226488 = -234723.074337 nChanged 38 SP:Iteration 12Q (2378.655105 sec): 3 clusters Score: Raw -237213.919702 + Penalty 2460.226488 = -234753.693214 nChanged 35 SP:Iteration 13Q (2378.696946 sec): 3 clusters Score: Raw -237236.209641 + Penalty 2460.226488 = -234775.983153 nChanged 28 SP:Iteration 14Q (2378.741191 sec): 3 clusters Score: Raw -237255.166824 + Penalty 2460.226488 = -234794.940336 nChanged 22 SP:Iteration 15Q (2378.785442 sec): 3 clusters Score: Raw -237268.520324 + Penalty 2460.226488 = -234808.293836 nChanged 24 SP:Iteration 16Q (2378.829921 sec): 3 clusters Score: Raw -237282.747981 + Penalty 2460.226488 = -234822.521493 nChanged 28 SP:Iteration 17Q (2378.874322 sec): 3 clusters Score: Raw -237307.850993 + Penalty 2460.226488 = -234847.624506 nChanged 41 SP:Iteration 18Q (2378.920014 sec): 3 clusters Score: Raw -237344.841436 + Penalty 2460.226488 = -234884.614948 nChanged 41 SP:Iteration 19Q (2378.970810 sec): 3 clusters Score: Raw -237385.768114 + Penalty 2460.226488 = -234925.541626 nChanged 39 SP:Iteration 20F (2379.021699 sec): 3 clusters Score: Raw -237424.618445 + Penalty 2460.226488 = -234964.391957 nChanged 37 SP:Iteration 21Q (2379.072469 sec): 3 clusters Score: Raw -237462.617493 + Penalty 2460.226488 = -235002.391005 nChanged 33 SP:Iteration 22Q (2379.124528 sec): 3 clusters Score: Raw -237495.710414 + Penalty 2460.226488 = -235035.483926 nChanged 34 SP:Iteration 23Q (2379.176210 sec): 3 clusters Score: Raw -237531.899807 + Penalty 2460.226488 = -235071.673319 nChanged 28 SP:Iteration 24Q (2379.227735 sec): 3 clusters Score: Raw -237557.862764 + Penalty 2460.226488 = -235097.636276 nChanged 34 SP:Iteration 25Q (2379.279292 sec): 3 clusters Score: Raw -237601.676767 + Penalty 2460.226488 = -235141.450279 nChanged 37 SP:Iteration 26Q (2379.331070 sec): 3 clusters Score: Raw -237650.514128 + Penalty 2460.226488 = -235190.287640 nChanged 30 SP:Iteration 27Q (2379.377860 sec): 3 clusters Score: Raw -237690.990412 + Penalty 2460.226488 = -235230.763924 nChanged 33 SP:Iteration 28Q (2379.427671 sec): 3 clusters Score: Raw -237737.492283 + Penalty 2460.226488 = -235277.265795 nChanged 41 SP:Iteration 29Q (2379.470626 sec): 3 clusters Score: Raw -237799.679510 + Penalty 2460.226488 = -235339.453022 nChanged 45 SP:Iteration 30Q (2379.514339 sec): 3 clusters Score: Raw -237879.652117 + Penalty 2460.226488 = -235419.425629 nChanged 43 SP:Iteration 31Q (2379.559046 sec): 3 clusters Score: Raw -237933.489692 + Penalty 2460.226488 = -235473.263204 nChanged 30 SP:Iteration 32Q (2379.604117 sec): 3 clusters Score: Raw -237974.460467 + Penalty 2460.226488 = -235514.233979 nChanged 23 SP:Iteration 33Q (2379.648320 sec): 3 clusters Score: Raw -238003.006599 + Penalty 2460.226488 = -235542.780111 nChanged 14 SP:Iteration 34Q (2379.690316 sec): 3 clusters Score: Raw -238017.230272 + Penalty 2460.226488 = -235557.003784 nChanged 10 SP:Iteration 35Q (2379.733710 sec): 3 clusters Score: Raw -238023.293255 + Penalty 2460.226488 = -235563.066767 nChanged 6 SP:Iteration 36Q (2379.778378 sec): 3 clusters Score: Raw -238027.630953 + Penalty 2460.226488 = -235567.404465 nChanged 5 SP:Iteration 37Q (2379.822907 sec): 3 clusters Score: Raw -238031.830926 + Penalty 2460.226488 = -235571.604438 nChanged 6 SP:Iteration 38Q (2379.867188 sec): 3 clusters Score: Raw -238035.780723 + Penalty 2460.226488 = -235575.554235 nChanged 3 SP:Iteration 39Q (2379.910787 sec): 3 clusters Score: Raw -238037.702649 + Penalty 2460.226488 = -235577.476161 nChanged 3 SP:Iteration 40F (2379.952929 sec): 3 clusters Score: Raw -238038.917573 + Penalty 2460.226488 = -235578.691085 nChanged 3 SP:Iteration 41Q (2379.996071 sec): 3 clusters Score: Raw -238040.078468 + Penalty 2460.226488 = -235579.851980 nChanged 1 SP:Iteration 42Q (2380.047377 sec): 3 clusters Score: Raw -238040.413260 + Penalty 2460.226488 = -235580.186772 nChanged 1 SP:Iteration 43Q (2380.103188 sec): 3 clusters Score: Raw -238040.706908 + Penalty 2460.226488 = -235580.480420 nChanged 0 SP:Iteration 44F (2380.140525 sec): 3 clusters Score: Raw -238040.706908 + Penalty 2460.226488 = -235580.480420 nChanged 0 Trying to split cluster 25 (9341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2380.187454 sec): 2 clusters Score: Raw -1147417.265223 + Penalty 1485.602396 = -1145931.662827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2380.253327 sec): 3 clusters Score: Raw -1142179.190302 + Penalty 2971.204792 = -1139207.985510 nChanged 4009 SP:Iteration 1F (2380.314985 sec): 3 clusters Score: Raw -1144339.297604 + Penalty 2971.204792 = -1141368.092812 nChanged 580 SP:Iteration 2F (2380.374098 sec): 3 clusters Score: Raw -1144622.605187 + Penalty 2971.204792 = -1141651.400395 nChanged 491 SP:Iteration 3F (2380.428828 sec): 3 clusters Score: Raw -1144879.859210 + Penalty 2971.204792 = -1141908.654418 nChanged 441 SP:Iteration 4Q (2380.502218 sec): 3 clusters Score: Raw -1145112.592459 + Penalty 2971.204792 = -1142141.387667 nChanged 413 SP:Iteration 5Q (2380.564230 sec): 3 clusters Score: Raw -1145350.841526 + Penalty 2971.204792 = -1142379.636734 nChanged 429 SP:Iteration 6Q (2380.611138 sec): 3 clusters Score: Raw -1145624.021966 + Penalty 2971.204792 = -1142652.817173 nChanged 415 SP:Iteration 7Q (2380.670395 sec): 3 clusters Score: Raw -1145863.494808 + Penalty 2971.204792 = -1142892.290016 nChanged 388 SP:Iteration 8Q (2380.725158 sec): 3 clusters Score: Raw -1146104.375220 + Penalty 2971.204792 = -1143133.170428 nChanged 399 SP:Iteration 9Q (2380.785210 sec): 3 clusters Score: Raw -1146341.054762 + Penalty 2971.204792 = -1143369.849969 nChanged 376 SP:Iteration 10Q (2380.845557 sec): 3 clusters Score: Raw -1146563.322668 + Penalty 2971.204792 = -1143592.117876 nChanged 353 SP:Iteration 11Q (2380.908076 sec): 3 clusters Score: Raw -1146729.771779 + Penalty 2971.204792 = -1143758.566987 nChanged 264 SP:Iteration 12Q (2380.968455 sec): 3 clusters Score: Raw -1146845.460931 + Penalty 2971.204792 = -1143874.256139 nChanged 241 SP:Iteration 13Q (2381.029548 sec): 3 clusters Score: Raw -1146948.332037 + Penalty 2971.204792 = -1143977.127244 nChanged 207 SP:Iteration 14Q (2381.092896 sec): 3 clusters Score: Raw -1147024.486848 + Penalty 2971.204792 = -1144053.282055 nChanged 164 SP:Iteration 15Q (2381.161884 sec): 3 clusters Score: Raw -1147081.772916 + Penalty 2971.204792 = -1144110.568123 nChanged 146 SP:Iteration 16Q (2381.224547 sec): 3 clusters Score: Raw -1147127.301574 + Penalty 2971.204792 = -1144156.096782 nChanged 120 SP:Iteration 17Q (2381.273451 sec): 3 clusters Score: Raw -1147160.058849 + Penalty 2971.204792 = -1144188.854056 nChanged 100 SP:Iteration 18Q (2381.330159 sec): 3 clusters Score: Raw -1147180.003323 + Penalty 2971.204792 = -1144208.798530 nChanged 70 SP:Iteration 19Q (2381.403229 sec): 3 clusters Score: Raw -1147197.384883 + Penalty 2971.204792 = -1144226.180091 nChanged 76 SP:Iteration 20F (2381.465562 sec): 3 clusters Score: Raw -1147216.403398 + Penalty 2971.204792 = -1144245.198606 nChanged 69 SP:Iteration 21Q (2381.526831 sec): 3 clusters Score: Raw -1147234.047581 + Penalty 2971.204792 = -1144262.842789 nChanged 67 SP:Iteration 22Q (2381.591542 sec): 3 clusters Score: Raw -1147252.586648 + Penalty 2971.204792 = -1144281.381856 nChanged 67 SP:Iteration 23Q (2381.643438 sec): 3 clusters Score: Raw -1147268.755550 + Penalty 2971.204792 = -1144297.550758 nChanged 65 SP:Iteration 24Q (2381.705388 sec): 3 clusters Score: Raw -1147282.625493 + Penalty 2971.204792 = -1144311.420701 nChanged 56 SP:Iteration 25Q (2381.771045 sec): 3 clusters Score: Raw -1147294.832776 + Penalty 2971.204792 = -1144323.627983 nChanged 44 SP:Iteration 26Q (2381.825121 sec): 3 clusters Score: Raw -1147304.179030 + Penalty 2971.204792 = -1144332.974238 nChanged 47 SP:Iteration 27Q (2381.890668 sec): 3 clusters Score: Raw -1147313.003488 + Penalty 2971.204792 = -1144341.798696 nChanged 40 SP:Iteration 28Q (2381.955203 sec): 3 clusters Score: Raw -1147322.253733 + Penalty 2971.204792 = -1144351.048941 nChanged 38 SP:Iteration 29Q (2382.017152 sec): 3 clusters Score: Raw -1147329.402035 + Penalty 2971.204792 = -1144358.197243 nChanged 31 SP:Iteration 30Q (2382.075986 sec): 3 clusters Score: Raw -1147335.820733 + Penalty 2971.204792 = -1144364.615941 nChanged 42 SP:Iteration 31Q (2382.139182 sec): 3 clusters Score: Raw -1147342.211036 + Penalty 2971.204792 = -1144371.006243 nChanged 32 SP:Iteration 32Q (2382.198953 sec): 3 clusters Score: Raw -1147347.124109 + Penalty 2971.204792 = -1144375.919316 nChanged 29 SP:Iteration 33Q (2382.260486 sec): 3 clusters Score: Raw -1147352.855825 + Penalty 2971.204792 = -1144381.651032 nChanged 35 SP:Iteration 34Q (2382.322871 sec): 3 clusters Score: Raw -1147359.060949 + Penalty 2971.204792 = -1144387.856156 nChanged 30 SP:Iteration 35Q (2382.380776 sec): 3 clusters Score: Raw -1147363.967106 + Penalty 2971.204792 = -1144392.762314 nChanged 18 SP:Iteration 36Q (2382.422112 sec): 3 clusters Score: Raw -1147366.328192 + Penalty 2971.204792 = -1144395.123400 nChanged 15 SP:Iteration 37Q (2382.479704 sec): 3 clusters Score: Raw -1147368.157141 + Penalty 2971.204792 = -1144396.952349 nChanged 14 SP:Iteration 38Q (2382.535236 sec): 3 clusters Score: Raw -1147369.969802 + Penalty 2971.204792 = -1144398.765010 nChanged 15 SP:Iteration 39Q (2382.594278 sec): 3 clusters Score: Raw -1147371.977504 + Penalty 2971.204792 = -1144400.772712 nChanged 13 SP:Iteration 40F (2382.643812 sec): 3 clusters Score: Raw -1147373.185663 + Penalty 2971.204792 = -1144401.980870 nChanged 4 SP:Iteration 41Q (2382.702635 sec): 3 clusters Score: Raw -1147373.883572 + Penalty 2971.204792 = -1144402.678780 nChanged 6 SP:Iteration 42Q (2382.766411 sec): 3 clusters Score: Raw -1147374.475554 + Penalty 2971.204792 = -1144403.270761 nChanged 4 SP:Iteration 43Q (2382.814166 sec): 3 clusters Score: Raw -1147374.825614 + Penalty 2971.204792 = -1144403.620821 nChanged 4 SP:Iteration 44Q (2382.870666 sec): 3 clusters Score: Raw -1147375.252277 + Penalty 2971.204792 = -1144404.047484 nChanged 4 SP:Iteration 45Q (2382.942147 sec): 3 clusters Score: Raw -1147375.507872 + Penalty 2971.204792 = -1144404.303079 nChanged 2 SP:Iteration 46Q (2382.993952 sec): 3 clusters Score: Raw -1147375.627571 + Penalty 2971.204792 = -1144404.422779 nChanged 3 SP:Iteration 47Q (2383.064558 sec): 3 clusters Score: Raw -1147375.917378 + Penalty 2971.204792 = -1144404.712586 nChanged 5 SP:Iteration 48Q (2383.131114 sec): 3 clusters Score: Raw -1147376.518059 + Penalty 2971.204792 = -1144405.313267 nChanged 6 SP:Iteration 49Q (2383.182329 sec): 3 clusters Score: Raw -1147377.243504 + Penalty 2971.204792 = -1144406.038711 nChanged 2 SP:Iteration 50Q (2383.249940 sec): 3 clusters Score: Raw -1147377.487877 + Penalty 2971.204792 = -1144406.283085 nChanged 4 SP:Iteration 51Q (2383.315219 sec): 3 clusters Score: Raw -1147377.895553 + Penalty 2971.204792 = -1144406.690761 nChanged 2 SP:Iteration 52Q (2383.368827 sec): 3 clusters Score: Raw -1147378.074002 + Penalty 2971.204792 = -1144406.869210 nChanged 2 SP:Iteration 53Q (2383.441104 sec): 3 clusters Score: Raw -1147378.171458 + Penalty 2971.204792 = -1144406.966665 nChanged 2 SP:Iteration 54Q (2383.500258 sec): 3 clusters Score: Raw -1147378.369688 + Penalty 2971.204792 = -1144407.164896 nChanged 1 SP:Iteration 55Q (2383.555815 sec): 3 clusters Score: Raw -1147378.410862 + Penalty 2971.204792 = -1144407.206070 nChanged 2 SP:Iteration 56Q (2383.617573 sec): 3 clusters Score: Raw -1147378.646893 + Penalty 2971.204792 = -1144407.442101 nChanged 2 SP:Iteration 57Q (2383.686135 sec): 3 clusters Score: Raw -1147378.928972 + Penalty 2971.204792 = -1144407.724179 nChanged 3 SP:Iteration 58Q (2383.748890 sec): 3 clusters Score: Raw -1147379.190833 + Penalty 2971.204792 = -1144407.986040 nChanged 4 SP:Iteration 59Q (2383.811509 sec): 3 clusters Score: Raw -1147379.607067 + Penalty 2971.204792 = -1144408.402275 nChanged 1 SP:Iteration 60F (2383.864002 sec): 3 clusters Score: Raw -1147379.703749 + Penalty 2971.204792 = -1144408.498956 nChanged 1 SP:Iteration 61Q (2383.933191 sec): 3 clusters Score: Raw -1147379.843264 + Penalty 2971.204792 = -1144408.638472 nChanged 0 SP:Iteration 62F (2383.985123 sec): 3 clusters Score: Raw -1147379.843264 + Penalty 2971.204792 = -1144408.638472 nChanged 0 Trying to split cluster 26 (6110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2384.023804 sec): 2 clusters Score: Raw -726631.539941 + Penalty 1416.623333 = -725214.916607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2384.067238 sec): 3 clusters Score: Raw -723370.976589 + Penalty 2833.246667 = -720537.729922 nChanged 2536 SP:Iteration 1F (2384.117269 sec): 3 clusters Score: Raw -724750.492083 + Penalty 2833.246667 = -721917.245416 nChanged 414 SP:Iteration 2F (2384.169777 sec): 3 clusters Score: Raw -724950.088999 + Penalty 2833.246667 = -722116.842332 nChanged 327 SP:Iteration 3F (2384.222575 sec): 3 clusters Score: Raw -725079.280259 + Penalty 2833.246667 = -722246.033592 nChanged 245 SP:Iteration 4Q (2384.272612 sec): 3 clusters Score: Raw -725189.064083 + Penalty 2833.246667 = -722355.817416 nChanged 214 SP:Iteration 5Q (2384.314672 sec): 3 clusters Score: Raw -725281.689477 + Penalty 2833.246667 = -722448.442810 nChanged 195 SP:Iteration 6Q (2384.367037 sec): 3 clusters Score: Raw -725379.657941 + Penalty 2833.246667 = -722546.411275 nChanged 213 SP:Iteration 7Q (2384.432400 sec): 3 clusters Score: Raw -725476.489295 + Penalty 2833.246667 = -722643.242628 nChanged 183 SP:Iteration 8Q (2384.476481 sec): 3 clusters Score: Raw -725552.521514 + Penalty 2833.246667 = -722719.274847 nChanged 170 SP:Iteration 9Q (2384.540235 sec): 3 clusters Score: Raw -725624.365725 + Penalty 2833.246667 = -722791.119058 nChanged 152 SP:Iteration 10Q (2384.583461 sec): 3 clusters Score: Raw -725679.907544 + Penalty 2833.246667 = -722846.660877 nChanged 137 SP:Iteration 11Q (2384.637720 sec): 3 clusters Score: Raw -725731.692041 + Penalty 2833.246667 = -722898.445374 nChanged 135 SP:Iteration 12Q (2384.693476 sec): 3 clusters Score: Raw -725791.596830 + Penalty 2833.246667 = -722958.350163 nChanged 140 SP:Iteration 13Q (2384.757565 sec): 3 clusters Score: Raw -725851.826528 + Penalty 2833.246667 = -723018.579861 nChanged 140 SP:Iteration 14Q (2384.815146 sec): 3 clusters Score: Raw -725909.025580 + Penalty 2833.246667 = -723075.778913 nChanged 132 SP:Iteration 15Q (2384.874347 sec): 3 clusters Score: Raw -725965.644314 + Penalty 2833.246667 = -723132.397647 nChanged 125 SP:Iteration 16Q (2384.918967 sec): 3 clusters Score: Raw -726015.535846 + Penalty 2833.246667 = -723182.289179 nChanged 102 SP:Iteration 17Q (2384.982389 sec): 3 clusters Score: Raw -726055.283885 + Penalty 2833.246667 = -723222.037218 nChanged 98 SP:Iteration 18Q (2385.025913 sec): 3 clusters Score: Raw -726089.913678 + Penalty 2833.246667 = -723256.667011 nChanged 84 SP:Iteration 19Q (2385.090297 sec): 3 clusters Score: Raw -726123.063741 + Penalty 2833.246667 = -723289.817074 nChanged 92 SP:Iteration 20F (2385.144082 sec): 3 clusters Score: Raw -726164.853635 + Penalty 2833.246667 = -723331.606968 nChanged 100 SP:Iteration 21Q (2385.194890 sec): 3 clusters Score: Raw -726206.968584 + Penalty 2833.246667 = -723373.721917 nChanged 91 SP:Iteration 22Q (2385.263163 sec): 3 clusters Score: Raw -726246.471127 + Penalty 2833.246667 = -723413.224460 nChanged 81 SP:Iteration 23Q (2385.322690 sec): 3 clusters Score: Raw -726278.241940 + Penalty 2833.246667 = -723444.995273 nChanged 82 SP:Iteration 24Q (2385.375954 sec): 3 clusters Score: Raw -726302.562899 + Penalty 2833.246667 = -723469.316232 nChanged 71 SP:Iteration 25Q (2385.424385 sec): 3 clusters Score: Raw -726326.250323 + Penalty 2833.246667 = -723493.003656 nChanged 72 SP:Iteration 26Q (2385.474804 sec): 3 clusters Score: Raw -726352.858533 + Penalty 2833.246667 = -723519.611866 nChanged 69 SP:Iteration 27Q (2385.528654 sec): 3 clusters Score: Raw -726379.606286 + Penalty 2833.246667 = -723546.359619 nChanged 58 SP:Iteration 28Q (2385.596123 sec): 3 clusters Score: Raw -726398.407942 + Penalty 2833.246667 = -723565.161275 nChanged 53 SP:Iteration 29Q (2385.648162 sec): 3 clusters Score: Raw -726414.369062 + Penalty 2833.246667 = -723581.122395 nChanged 49 SP:Iteration 30Q (2385.706339 sec): 3 clusters Score: Raw -726427.175089 + Penalty 2833.246667 = -723593.928422 nChanged 36 SP:Iteration 31Q (2385.755551 sec): 3 clusters Score: Raw -726436.147468 + Penalty 2833.246667 = -723602.900801 nChanged 34 SP:Iteration 32Q (2385.812877 sec): 3 clusters Score: Raw -726444.805578 + Penalty 2833.246667 = -723611.558911 nChanged 39 SP:Iteration 33Q (2385.872757 sec): 3 clusters Score: Raw -726454.380399 + Penalty 2833.246667 = -723621.133732 nChanged 36 SP:Iteration 34Q (2385.926830 sec): 3 clusters Score: Raw -726461.282269 + Penalty 2833.246667 = -723628.035602 nChanged 21 SP:Iteration 35Q (2385.973054 sec): 3 clusters Score: Raw -726465.185633 + Penalty 2833.246667 = -723631.938966 nChanged 20 SP:Iteration 36Q (2386.026036 sec): 3 clusters Score: Raw -726469.715758 + Penalty 2833.246667 = -723636.469091 nChanged 19 SP:Iteration 37Q (2386.089829 sec): 3 clusters Score: Raw -726473.268872 + Penalty 2833.246667 = -723640.022205 nChanged 16 SP:Iteration 38Q (2386.139829 sec): 3 clusters Score: Raw -726475.873368 + Penalty 2833.246667 = -723642.626701 nChanged 16 SP:Iteration 39Q (2386.192157 sec): 3 clusters Score: Raw -726478.731641 + Penalty 2833.246667 = -723645.484974 nChanged 14 SP:Iteration 40F (2386.244567 sec): 3 clusters Score: Raw -726481.930222 + Penalty 2833.246667 = -723648.683555 nChanged 18 SP:Iteration 41Q (2386.291333 sec): 3 clusters Score: Raw -726486.776972 + Penalty 2833.246667 = -723653.530305 nChanged 24 SP:Iteration 42Q (2386.344395 sec): 3 clusters Score: Raw -726493.743954 + Penalty 2833.246667 = -723660.497287 nChanged 28 SP:Iteration 43Q (2386.404751 sec): 3 clusters Score: Raw -726502.580297 + Penalty 2833.246667 = -723669.333630 nChanged 38 SP:Iteration 44Q (2386.450223 sec): 3 clusters Score: Raw -726516.840179 + Penalty 2833.246667 = -723683.593512 nChanged 34 SP:Iteration 45Q (2386.502747 sec): 3 clusters Score: Raw -726525.471551 + Penalty 2833.246667 = -723692.224884 nChanged 39 SP:Iteration 46Q (2386.555295 sec): 3 clusters Score: Raw -726536.142211 + Penalty 2833.246667 = -723702.895544 nChanged 33 SP:Iteration 47Q (2386.609323 sec): 3 clusters Score: Raw -726544.673026 + Penalty 2833.246667 = -723711.426359 nChanged 32 SP:Iteration 48Q (2386.660691 sec): 3 clusters Score: Raw -726552.174832 + Penalty 2833.246667 = -723718.928165 nChanged 33 SP:Iteration 49Q (2386.703651 sec): 3 clusters Score: Raw -726560.046871 + Penalty 2833.246667 = -723726.800204 nChanged 35 SP:Iteration 50Q (2386.767483 sec): 3 clusters Score: Raw -726567.969191 + Penalty 2833.246667 = -723734.722524 nChanged 34 SP:Iteration 51Q (2386.818718 sec): 3 clusters Score: Raw -726576.107120 + Penalty 2833.246667 = -723742.860453 nChanged 25 SP:Iteration 52Q (2386.864812 sec): 3 clusters Score: Raw -726581.418810 + Penalty 2833.246667 = -723748.172143 nChanged 35 SP:Iteration 53Q (2386.920643 sec): 3 clusters Score: Raw -726591.282566 + Penalty 2833.246667 = -723758.035899 nChanged 39 SP:Iteration 54Q (2386.966376 sec): 3 clusters Score: Raw -726602.619929 + Penalty 2833.246667 = -723769.373262 nChanged 40 SP:Iteration 55Q (2387.024342 sec): 3 clusters Score: Raw -726613.578038 + Penalty 2833.246667 = -723780.331371 nChanged 34 SP:Iteration 56Q (2387.080745 sec): 3 clusters Score: Raw -726623.024815 + Penalty 2833.246667 = -723789.778148 nChanged 33 SP:Iteration 57Q (2387.123532 sec): 3 clusters Score: Raw -726631.223141 + Penalty 2833.246667 = -723797.976474 nChanged 30 SP:Iteration 58Q (2387.183104 sec): 3 clusters Score: Raw -726640.172780 + Penalty 2833.246667 = -723806.926113 nChanged 25 SP:Iteration 59Q (2387.233095 sec): 3 clusters Score: Raw -726645.761910 + Penalty 2833.246667 = -723812.515243 nChanged 18 SP:Iteration 60F (2387.293476 sec): 3 clusters Score: Raw -726651.327778 + Penalty 2833.246667 = -723818.081111 nChanged 27 SP:Iteration 61Q (2387.343351 sec): 3 clusters Score: Raw -726658.271729 + Penalty 2833.246667 = -723825.025062 nChanged 22 SP:Iteration 62Q (2387.397923 sec): 3 clusters Score: Raw -726662.925301 + Penalty 2833.246667 = -723829.678634 nChanged 27 SP:Iteration 63Q (2387.455790 sec): 3 clusters Score: Raw -726669.830558 + Penalty 2833.246667 = -723836.583891 nChanged 31 SP:Iteration 64Q (2387.511808 sec): 3 clusters Score: Raw -726680.600645 + Penalty 2833.246667 = -723847.353978 nChanged 36 SP:Iteration 65Q (2387.564699 sec): 3 clusters Score: Raw -726693.373656 + Penalty 2833.246667 = -723860.126989 nChanged 41 SP:Iteration 66Q (2387.629805 sec): 3 clusters Score: Raw -726705.553841 + Penalty 2833.246667 = -723872.307174 nChanged 40 SP:Iteration 67Q (2387.676324 sec): 3 clusters Score: Raw -726718.639118 + Penalty 2833.246667 = -723885.392451 nChanged 33 SP:Iteration 68Q (2387.741293 sec): 3 clusters Score: Raw -726727.700266 + Penalty 2833.246667 = -723894.453599 nChanged 38 SP:Iteration 69Q (2387.788648 sec): 3 clusters Score: Raw -726740.703252 + Penalty 2833.246667 = -723907.456585 nChanged 44 SP:Iteration 70Q (2387.855821 sec): 3 clusters Score: Raw -726757.549924 + Penalty 2833.246667 = -723924.303257 nChanged 54 SP:Iteration 71Q (2387.907706 sec): 3 clusters Score: Raw -726778.996071 + Penalty 2833.246667 = -723945.749404 nChanged 61 SP:Iteration 72Q (2387.958260 sec): 3 clusters Score: Raw -726801.070717 + Penalty 2833.246667 = -723967.824050 nChanged 47 SP:Iteration 73Q (2388.001179 sec): 3 clusters Score: Raw -726816.437502 + Penalty 2833.246667 = -723983.190835 nChanged 47 SP:Iteration 74Q (2388.052024 sec): 3 clusters Score: Raw -726832.829864 + Penalty 2833.246667 = -723999.583197 nChanged 44 SP:Iteration 75Q (2388.096538 sec): 3 clusters Score: Raw -726846.527824 + Penalty 2833.246667 = -724013.281157 nChanged 43 SP:Iteration 76Q (2388.135496 sec): 3 clusters Score: Raw -726858.915941 + Penalty 2833.246667 = -724025.669274 nChanged 37 SP:Iteration 77Q (2388.180901 sec): 3 clusters Score: Raw -726871.401200 + Penalty 2833.246667 = -724038.154533 nChanged 36 SP:Iteration 78Q (2388.231378 sec): 3 clusters Score: Raw -726882.589014 + Penalty 2833.246667 = -724049.342347 nChanged 37 SP:Iteration 79Q (2388.281425 sec): 3 clusters Score: Raw -726894.138877 + Penalty 2833.246667 = -724060.892210 nChanged 43 SP:Iteration 80F (2388.327463 sec): 3 clusters Score: Raw -726907.344029 + Penalty 2833.246667 = -724074.097362 nChanged 38 SP:Iteration 81Q (2388.384357 sec): 3 clusters Score: Raw -726919.127229 + Penalty 2833.246667 = -724085.880562 nChanged 35 SP:Iteration 82Q (2388.444525 sec): 3 clusters Score: Raw -726931.076679 + Penalty 2833.246667 = -724097.830012 nChanged 40 SP:Iteration 83Q (2388.505145 sec): 3 clusters Score: Raw -726942.723855 + Penalty 2833.246667 = -724109.477188 nChanged 33 SP:Iteration 84Q (2388.553919 sec): 3 clusters Score: Raw -726951.285731 + Penalty 2833.246667 = -724118.039064 nChanged 29 SP:Iteration 85Q (2388.623009 sec): 3 clusters Score: Raw -726959.856387 + Penalty 2833.246667 = -724126.609720 nChanged 24 SP:Iteration 86Q (2388.666790 sec): 3 clusters Score: Raw -726966.314385 + Penalty 2833.246667 = -724133.067718 nChanged 25 SP:Iteration 87Q (2388.728622 sec): 3 clusters Score: Raw -726972.271763 + Penalty 2833.246667 = -724139.025096 nChanged 19 SP:Iteration 88Q (2388.772921 sec): 3 clusters Score: Raw -726976.408056 + Penalty 2833.246667 = -724143.161389 nChanged 16 SP:Iteration 89Q (2388.835032 sec): 3 clusters Score: Raw -726980.764352 + Penalty 2833.246667 = -724147.517685 nChanged 18 SP:Iteration 90Q (2388.896954 sec): 3 clusters Score: Raw -726985.461807 + Penalty 2833.246667 = -724152.215140 nChanged 23 SP:Iteration 91Q (2388.952607 sec): 3 clusters Score: Raw -726991.295152 + Penalty 2833.246667 = -724158.048485 nChanged 23 SP:Iteration 92Q (2389.004471 sec): 3 clusters Score: Raw -726996.491199 + Penalty 2833.246667 = -724163.244532 nChanged 17 SP:Iteration 93Q (2389.058156 sec): 3 clusters Score: Raw -727000.103434 + Penalty 2833.246667 = -724166.856767 nChanged 11 SP:Iteration 94Q (2389.106583 sec): 3 clusters Score: Raw -727002.752984 + Penalty 2833.246667 = -724169.506317 nChanged 18 SP:Iteration 95Q (2389.170571 sec): 3 clusters Score: Raw -727007.916814 + Penalty 2833.246667 = -724174.670147 nChanged 17 SP:Iteration 96Q (2389.224201 sec): 3 clusters Score: Raw -727012.154583 + Penalty 2833.246667 = -724178.907916 nChanged 12 SP:Iteration 97Q (2389.272079 sec): 3 clusters Score: Raw -727015.148748 + Penalty 2833.246667 = -724181.902081 nChanged 8 SP:Iteration 98Q (2389.331606 sec): 3 clusters Score: Raw -727016.997770 + Penalty 2833.246667 = -724183.751103 nChanged 7 SP:Iteration 99Q (2389.378141 sec): 3 clusters Score: Raw -727018.259476 + Penalty 2833.246667 = -724185.012809 nChanged 6 SP:Iteration 100F (2389.442836 sec): 3 clusters Score: Raw -727019.467567 + Penalty 2833.246667 = -724186.220900 nChanged 8 SP:Iteration 101Q (2389.505249 sec): 3 clusters Score: Raw -727020.680152 + Penalty 2833.246667 = -724187.433485 nChanged 6 SP:Iteration 102Q (2389.559599 sec): 3 clusters Score: Raw -727022.257877 + Penalty 2833.246667 = -724189.011210 nChanged 6 SP:Iteration 103Q (2389.622587 sec): 3 clusters Score: Raw -727023.396713 + Penalty 2833.246667 = -724190.150046 nChanged 5 SP:Iteration 104Q (2389.668864 sec): 3 clusters Score: Raw -727024.008392 + Penalty 2833.246667 = -724190.761725 nChanged 5 SP:Iteration 105Q (2389.724091 sec): 3 clusters Score: Raw -727024.568714 + Penalty 2833.246667 = -724191.322047 nChanged 3 SP:Iteration 106Q (2389.778459 sec): 3 clusters Score: Raw -727025.106750 + Penalty 2833.246667 = -724191.860083 nChanged 4 SP:Iteration 107Q (2389.828337 sec): 3 clusters Score: Raw -727026.182368 + Penalty 2833.246667 = -724192.935701 nChanged 3 SP:Iteration 108Q (2389.879412 sec): 3 clusters Score: Raw -727026.672219 + Penalty 2833.246667 = -724193.425552 nChanged 2 SP:Iteration 109Q (2389.931676 sec): 3 clusters Score: Raw -727026.974096 + Penalty 2833.246667 = -724193.727429 nChanged 2 SP:Iteration 110Q (2389.994051 sec): 3 clusters Score: Raw -727027.097844 + Penalty 2833.246667 = -724193.851177 nChanged 1 SP:Iteration 111Q (2390.046598 sec): 3 clusters Score: Raw -727027.273792 + Penalty 2833.246667 = -724194.027125 nChanged 1 SP:Iteration 112Q (2390.098662 sec): 3 clusters Score: Raw -727027.603684 + Penalty 2833.246667 = -724194.357017 nChanged 1 SP:Iteration 113Q (2390.137381 sec): 3 clusters Score: Raw -727027.857936 + Penalty 2833.246667 = -724194.611269 nChanged 0 SP:Iteration 114F (2390.184060 sec): 3 clusters Score: Raw -727027.857936 + Penalty 2833.246667 = -724194.611269 nChanged 0 Trying to split cluster 27 (6403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2390.212092 sec): 2 clusters Score: Raw -791432.513452 + Penalty 1424.234810 = -790008.278642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2390.267754 sec): 3 clusters Score: Raw -788000.816687 + Penalty 2848.469621 = -785152.347066 nChanged 2652 SP:Iteration 1F (2390.330036 sec): 3 clusters Score: Raw -789440.507977 + Penalty 2848.469621 = -786592.038356 nChanged 418 SP:Iteration 2F (2390.388833 sec): 3 clusters Score: Raw -789639.286057 + Penalty 2848.469621 = -786790.816436 nChanged 345 SP:Iteration 3F (2390.433024 sec): 3 clusters Score: Raw -789795.955466 + Penalty 2848.469621 = -786947.485846 nChanged 270 SP:Iteration 4Q (2390.485278 sec): 3 clusters Score: Raw -789919.500791 + Penalty 2848.469621 = -787071.031170 nChanged 248 SP:Iteration 5Q (2390.532717 sec): 3 clusters Score: Raw -790018.288455 + Penalty 2848.469621 = -787169.818834 nChanged 182 SP:Iteration 6Q (2390.589536 sec): 3 clusters Score: Raw -790085.796504 + Penalty 2848.469621 = -787237.326884 nChanged 178 SP:Iteration 7Q (2390.631668 sec): 3 clusters Score: Raw -790169.497758 + Penalty 2848.469621 = -787321.028138 nChanged 183 SP:Iteration 8Q (2390.686354 sec): 3 clusters Score: Raw -790253.854831 + Penalty 2848.469621 = -787405.385210 nChanged 219 SP:Iteration 9Q (2390.751768 sec): 3 clusters Score: Raw -790367.423751 + Penalty 2848.469621 = -787518.954130 nChanged 218 SP:Iteration 10Q (2390.813155 sec): 3 clusters Score: Raw -790490.200083 + Penalty 2848.469621 = -787641.730463 nChanged 208 SP:Iteration 11Q (2390.861692 sec): 3 clusters Score: Raw -790608.200766 + Penalty 2848.469621 = -787759.731145 nChanged 208 SP:Iteration 12Q (2390.921061 sec): 3 clusters Score: Raw -790734.435408 + Penalty 2848.469621 = -787885.965787 nChanged 214 SP:Iteration 13Q (2390.982946 sec): 3 clusters Score: Raw -790864.495194 + Penalty 2848.469621 = -788016.025573 nChanged 203 SP:Iteration 14Q (2391.027242 sec): 3 clusters Score: Raw -790996.494901 + Penalty 2848.469621 = -788148.025280 nChanged 206 SP:Iteration 15Q (2391.083045 sec): 3 clusters Score: Raw -791120.013823 + Penalty 2848.469621 = -788271.544202 nChanged 163 SP:Iteration 16Q (2391.134420 sec): 3 clusters Score: Raw -791208.814177 + Penalty 2848.469621 = -788360.344556 nChanged 124 SP:Iteration 17Q (2391.189321 sec): 3 clusters Score: Raw -791262.380987 + Penalty 2848.469621 = -788413.911366 nChanged 85 SP:Iteration 18Q (2391.254420 sec): 3 clusters Score: Raw -791291.082975 + Penalty 2848.469621 = -788442.613354 nChanged 74 SP:Iteration 19Q (2391.315661 sec): 3 clusters Score: Raw -791310.510778 + Penalty 2848.469621 = -788462.041157 nChanged 38 SP:Iteration 20F (2391.374464 sec): 3 clusters Score: Raw -791324.367966 + Penalty 2848.469621 = -788475.898345 nChanged 46 SP:Iteration 21Q (2391.432951 sec): 3 clusters Score: Raw -791339.102965 + Penalty 2848.469621 = -788490.633345 nChanged 44 SP:Iteration 22Q (2391.469624 sec): 3 clusters Score: Raw -791350.509149 + Penalty 2848.469621 = -788502.039528 nChanged 33 SP:Iteration 23Q (2391.526567 sec): 3 clusters Score: Raw -791360.121542 + Penalty 2848.469621 = -788511.651922 nChanged 32 SP:Iteration 24Q (2391.596296 sec): 3 clusters Score: Raw -791369.685321 + Penalty 2848.469621 = -788521.215701 nChanged 33 SP:Iteration 25Q (2391.648995 sec): 3 clusters Score: Raw -791379.277900 + Penalty 2848.469621 = -788530.808280 nChanged 22 SP:Iteration 26Q (2391.696716 sec): 3 clusters Score: Raw -791384.071259 + Penalty 2848.469621 = -788535.601638 nChanged 18 SP:Iteration 27Q (2391.753752 sec): 3 clusters Score: Raw -791387.866093 + Penalty 2848.469621 = -788539.396473 nChanged 19 SP:Iteration 28Q (2391.810846 sec): 3 clusters Score: Raw -791392.272967 + Penalty 2848.469621 = -788543.803346 nChanged 24 SP:Iteration 29Q (2391.867066 sec): 3 clusters Score: Raw -791398.594708 + Penalty 2848.469621 = -788550.125088 nChanged 21 SP:Iteration 30Q (2391.915145 sec): 3 clusters Score: Raw -791404.635968 + Penalty 2848.469621 = -788556.166347 nChanged 18 SP:Iteration 31Q (2391.958003 sec): 3 clusters Score: Raw -791409.174641 + Penalty 2848.469621 = -788560.705020 nChanged 25 SP:Iteration 32Q (2392.005984 sec): 3 clusters Score: Raw -791415.714292 + Penalty 2848.469621 = -788567.244671 nChanged 26 SP:Iteration 33Q (2392.057057 sec): 3 clusters Score: Raw -791421.378557 + Penalty 2848.469621 = -788572.908937 nChanged 21 SP:Iteration 34Q (2392.110273 sec): 3 clusters Score: Raw -791425.833153 + Penalty 2848.469621 = -788577.363532 nChanged 24 SP:Iteration 35Q (2392.150124 sec): 3 clusters Score: Raw -791430.253989 + Penalty 2848.469621 = -788581.784368 nChanged 16 SP:Iteration 36Q (2392.212433 sec): 3 clusters Score: Raw -791433.395297 + Penalty 2848.469621 = -788584.925677 nChanged 13 SP:Iteration 37Q (2392.265799 sec): 3 clusters Score: Raw -791435.383237 + Penalty 2848.469621 = -788586.913616 nChanged 5 SP:Iteration 38Q (2392.318686 sec): 3 clusters Score: Raw -791436.078069 + Penalty 2848.469621 = -788587.608448 nChanged 7 SP:Iteration 39Q (2392.360658 sec): 3 clusters Score: Raw -791437.510913 + Penalty 2848.469621 = -788589.041292 nChanged 7 SP:Iteration 40F (2392.411205 sec): 3 clusters Score: Raw -791438.803747 + Penalty 2848.469621 = -788590.334127 nChanged 7 SP:Iteration 41Q (2392.460708 sec): 3 clusters Score: Raw -791440.769665 + Penalty 2848.469621 = -788592.300044 nChanged 9 SP:Iteration 42Q (2392.516662 sec): 3 clusters Score: Raw -791442.982999 + Penalty 2848.469621 = -788594.513379 nChanged 19 SP:Iteration 43Q (2392.567572 sec): 3 clusters Score: Raw -791449.089296 + Penalty 2848.469621 = -788600.619675 nChanged 21 SP:Iteration 44Q (2392.626653 sec): 3 clusters Score: Raw -791454.990464 + Penalty 2848.469621 = -788606.520843 nChanged 17 SP:Iteration 45Q (2392.671811 sec): 3 clusters Score: Raw -791460.328448 + Penalty 2848.469621 = -788611.858828 nChanged 15 SP:Iteration 46Q (2392.737025 sec): 3 clusters Score: Raw -791464.508374 + Penalty 2848.469621 = -788616.038754 nChanged 10 SP:Iteration 47Q (2392.796590 sec): 3 clusters Score: Raw -791466.514978 + Penalty 2848.469621 = -788618.045357 nChanged 6 SP:Iteration 48Q (2392.840987 sec): 3 clusters Score: Raw -791467.853129 + Penalty 2848.469621 = -788619.383508 nChanged 6 SP:Iteration 49Q (2392.905085 sec): 3 clusters Score: Raw -791469.182337 + Penalty 2848.469621 = -788620.712716 nChanged 4 SP:Iteration 50Q (2392.951738 sec): 3 clusters Score: Raw -791470.018580 + Penalty 2848.469621 = -788621.548960 nChanged 1 SP:Iteration 51Q (2393.001809 sec): 3 clusters Score: Raw -791470.367124 + Penalty 2848.469621 = -788621.897503 nChanged 2 SP:Iteration 52Q (2393.065268 sec): 3 clusters Score: Raw -791470.993330 + Penalty 2848.469621 = -788622.523709 nChanged 4 SP:Iteration 53Q (2393.121479 sec): 3 clusters Score: Raw -791471.776530 + Penalty 2848.469621 = -788623.306909 nChanged 4 SP:Iteration 54Q (2393.170376 sec): 3 clusters Score: Raw -791472.645610 + Penalty 2848.469621 = -788624.175989 nChanged 2 SP:Iteration 55Q (2393.229657 sec): 3 clusters Score: Raw -791472.876497 + Penalty 2848.469621 = -788624.406876 nChanged 2 SP:Iteration 56Q (2393.284726 sec): 3 clusters Score: Raw -791473.140800 + Penalty 2848.469621 = -788624.671179 nChanged 4 SP:Iteration 57Q (2393.336538 sec): 3 clusters Score: Raw -791473.922270 + Penalty 2848.469621 = -788625.452649 nChanged 7 SP:Iteration 58Q (2393.389257 sec): 3 clusters Score: Raw -791475.257562 + Penalty 2848.469621 = -788626.787942 nChanged 9 SP:Iteration 59Q (2393.448902 sec): 3 clusters Score: Raw -791476.717760 + Penalty 2848.469621 = -788628.248140 nChanged 8 SP:Iteration 60F (2393.508181 sec): 3 clusters Score: Raw -791478.491737 + Penalty 2848.469621 = -788630.022117 nChanged 4 SP:Iteration 61Q (2393.565330 sec): 3 clusters Score: Raw -791479.476724 + Penalty 2848.469621 = -788631.007103 nChanged 7 SP:Iteration 62Q (2393.617604 sec): 3 clusters Score: Raw -791480.872329 + Penalty 2848.469621 = -788632.402708 nChanged 8 SP:Iteration 63Q (2393.671636 sec): 3 clusters Score: Raw -791482.133730 + Penalty 2848.469621 = -788633.664110 nChanged 7 SP:Iteration 64Q (2393.717932 sec): 3 clusters Score: Raw -791483.259386 + Penalty 2848.469621 = -788634.789765 nChanged 9 SP:Iteration 65Q (2393.772854 sec): 3 clusters Score: Raw -791485.174330 + Penalty 2848.469621 = -788636.704709 nChanged 8 SP:Iteration 66Q (2393.834186 sec): 3 clusters Score: Raw -791487.694023 + Penalty 2848.469621 = -788639.224402 nChanged 10 SP:Iteration 67Q (2393.880734 sec): 3 clusters Score: Raw -791491.095372 + Penalty 2848.469621 = -788642.625752 nChanged 11 SP:Iteration 68Q (2393.935272 sec): 3 clusters Score: Raw -791494.470608 + Penalty 2848.469621 = -788646.000988 nChanged 13 SP:Iteration 69Q (2393.988364 sec): 3 clusters Score: Raw -791498.652113 + Penalty 2848.469621 = -788650.182493 nChanged 15 SP:Iteration 70Q (2394.039616 sec): 3 clusters Score: Raw -791503.855387 + Penalty 2848.469621 = -788655.385767 nChanged 17 SP:Iteration 71Q (2394.090792 sec): 3 clusters Score: Raw -791509.951987 + Penalty 2848.469621 = -788661.482367 nChanged 16 SP:Iteration 72Q (2394.142396 sec): 3 clusters Score: Raw -791514.063089 + Penalty 2848.469621 = -788665.593469 nChanged 12 SP:Iteration 73Q (2394.205005 sec): 3 clusters Score: Raw -791516.732424 + Penalty 2848.469621 = -788668.262804 nChanged 8 SP:Iteration 74Q (2394.258252 sec): 3 clusters Score: Raw -791518.894434 + Penalty 2848.469621 = -788670.424814 nChanged 7 SP:Iteration 75Q (2394.310936 sec): 3 clusters Score: Raw -791521.260602 + Penalty 2848.469621 = -788672.790981 nChanged 10 SP:Iteration 76Q (2394.349694 sec): 3 clusters Score: Raw -791522.936334 + Penalty 2848.469621 = -788674.466714 nChanged 6 SP:Iteration 77Q (2394.411936 sec): 3 clusters Score: Raw -791523.933947 + Penalty 2848.469621 = -788675.464327 nChanged 5 SP:Iteration 78Q (2394.454332 sec): 3 clusters Score: Raw -791525.355852 + Penalty 2848.469621 = -788676.886232 nChanged 3 SP:Iteration 79Q (2394.512904 sec): 3 clusters Score: Raw -791526.073855 + Penalty 2848.469621 = -788677.604234 nChanged 0 SP:Iteration 80F (2394.567183 sec): 3 clusters Score: Raw -791526.073855 + Penalty 2848.469621 = -788677.604234 nChanged 0 Iteration 99Q (2397.955970 sec): 30 clusters Score: Raw -42689584.349502 + Penalty 60374.566793 = -42629209.782709 nChanged 1252 Iteration 100F (2405.149969 sec): 30 clusters Score: Raw -42689985.640943 + Penalty 60374.566793 = -42629611.074151 nChanged 1351 Iteration 101Q (2408.495438 sec): 30 clusters Score: Raw -42690197.223270 + Penalty 60374.566793 = -42629822.656477 nChanged 1041 Iteration 102Q (2411.757052 sec): 30 clusters Score: Raw -42690330.851434 + Penalty 60374.566793 = -42629956.284641 nChanged 990 Iteration 103Q (2415.210323 sec): 30 clusters Score: Raw -42690445.834688 + Penalty 60374.566793 = -42630071.267896 nChanged 942 Iteration 104Q (2418.446280 sec): 30 clusters Score: Raw -42690541.297455 + Penalty 60374.566793 = -42630166.730662 nChanged 909 Iteration 105Q (2421.696381 sec): 30 clusters Score: Raw -42690631.158140 + Penalty 60374.566793 = -42630256.591348 nChanged 821 Iteration 106Q (2425.014111 sec): 30 clusters Score: Raw -42690701.903269 + Penalty 60374.566793 = -42630327.336476 nChanged 747 Iteration 107Q (2428.394341 sec): 30 clusters Score: Raw -42690763.539007 + Penalty 60374.566793 = -42630388.972215 nChanged 740 Iteration 108Q (2431.652151 sec): 30 clusters Score: Raw -42690825.096209 + Penalty 60374.566793 = -42630450.529417 nChanged 688 Iteration 109Q (2434.888919 sec): 30 clusters Score: Raw -42690877.106284 + Penalty 60374.566793 = -42630502.539492 nChanged 626 Iteration 110Q (2438.149083 sec): 30 clusters Score: Raw -42690922.333492 + Penalty 60374.566793 = -42630547.766700 nChanged 648 Iteration 111Q (2441.398773 sec): 30 clusters Score: Raw -42690969.006019 + Penalty 60374.566793 = -42630594.439226 nChanged 613 Iteration 112Q (2444.783288 sec): 30 clusters Score: Raw -42691012.897002 + Penalty 60374.566793 = -42630638.330210 nChanged 611 Iteration 113Q (2448.132902 sec): 30 clusters Score: Raw -42691056.637803 + Penalty 60374.566793 = -42630682.071010 nChanged 630 Iteration 114Q (2451.405937 sec): 30 clusters Score: Raw -42691100.811825 + Penalty 60374.566793 = -42630726.245032 nChanged 568 Iteration 115Q (2454.497070 sec): 30 clusters Score: Raw -42691138.341778 + Penalty 60374.566793 = -42630763.774985 nChanged 525 Iteration 116Q (2457.738581 sec): 30 clusters Score: Raw -42691172.242016 + Penalty 60374.566793 = -42630797.675223 nChanged 540 Iteration 117Q (2460.983600 sec): 30 clusters Score: Raw -42691206.358869 + Penalty 60374.566793 = -42630831.792076 nChanged 505 Iteration 118Q (2464.055459 sec): 30 clusters Score: Raw -42691238.180394 + Penalty 60374.566793 = -42630863.613602 nChanged 485 Iteration 119Q (2467.228702 sec): 30 clusters Score: Raw -42691271.282018 + Penalty 60374.566793 = -42630896.715226 nChanged 496 Iteration 120F (2474.319604 sec): 30 clusters Score: Raw -42691304.964388 + Penalty 60374.566793 = -42630930.397596 nChanged 485 Iteration 121Q (2477.666180 sec): 30 clusters Score: Raw -42691337.050788 + Penalty 60374.566793 = -42630962.483996 nChanged 462 Iteration 122Q (2480.749023 sec): 30 clusters Score: Raw -42691367.502945 + Penalty 60374.566793 = -42630992.936153 nChanged 474 Iteration 123Q (2484.065874 sec): 30 clusters Score: Raw -42691397.318445 + Penalty 60374.566793 = -42631022.751652 nChanged 439 Iteration 124Q (2487.331317 sec): 30 clusters Score: Raw -42691426.670715 + Penalty 60374.566793 = -42631052.103923 nChanged 446 Iteration 125Q (2490.538964 sec): 30 clusters Score: Raw -42691458.557079 + Penalty 60374.566793 = -42631083.990286 nChanged 419 Iteration 126Q (2493.775229 sec): 30 clusters Score: Raw -42691496.388380 + Penalty 60374.566793 = -42631121.821587 nChanged 409 Iteration 127Q (2497.043076 sec): 30 clusters Score: Raw -42691526.205046 + Penalty 60374.566793 = -42631151.638253 nChanged 417 Iteration 128Q (2500.204545 sec): 30 clusters Score: Raw -42691554.091324 + Penalty 60374.566793 = -42631179.524531 nChanged 388 Iteration 129Q (2503.452216 sec): 30 clusters Score: Raw -42691575.471370 + Penalty 60374.566793 = -42631200.904578 nChanged 378 Iteration 130Q (2506.596158 sec): 30 clusters Score: Raw -42691595.620708 + Penalty 60374.566793 = -42631221.053916 nChanged 367 Iteration 131Q (2509.886644 sec): 30 clusters Score: Raw -42691613.431236 + Penalty 60374.566793 = -42631238.864444 nChanged 319 Iteration 132Q (2513.221271 sec): 30 clusters Score: Raw -42691630.601072 + Penalty 60374.566793 = -42631256.034279 nChanged 347 Iteration 133Q (2516.476890 sec): 30 clusters Score: Raw -42691648.668260 + Penalty 60374.566793 = -42631274.101467 nChanged 328 Iteration 134Q (2519.776149 sec): 30 clusters Score: Raw -42691664.974091 + Penalty 60374.566793 = -42631290.407298 nChanged 306 Iteration 135Q (2523.061002 sec): 30 clusters Score: Raw -42691680.607772 + Penalty 60374.566793 = -42631306.040980 nChanged 298 Iteration 136Q (2526.322740 sec): 30 clusters Score: Raw -42691694.783368 + Penalty 60374.566793 = -42631320.216576 nChanged 286 Iteration 137Q (2529.577226 sec): 30 clusters Score: Raw -42691707.928403 + Penalty 60374.566793 = -42631333.361610 nChanged 272 Iteration 138Q (2532.676390 sec): 30 clusters Score: Raw -42691720.110615 + Penalty 60374.566793 = -42631345.543822 nChanged 265 Writing temp clu file Because OldScore, -42631333.361610, is greater than current (better) Score,-42631345.543822 Compute initial score before splitting: Score: Raw -42691720.110615 + Penalty 60374.566793 = -42631345.543822 Trying to split cluster 1 (12059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2532.811624 sec): 2 clusters Score: Raw -1460879.655570 + Penalty 1527.104564 = -1459352.551006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2532.879651 sec): 3 clusters Score: Raw -1453956.786643 + Penalty 3054.209128 = -1450902.577515 nChanged 5294 SP:Iteration 1F (2532.937882 sec): 3 clusters Score: Raw -1456829.674269 + Penalty 3054.209128 = -1453775.465141 nChanged 742 SP:Iteration 2F (2532.996464 sec): 3 clusters Score: Raw -1457220.935844 + Penalty 3054.209128 = -1454166.726716 nChanged 720 SP:Iteration 3F (2533.054267 sec): 3 clusters Score: Raw -1457633.591266 + Penalty 3054.209128 = -1454579.382138 nChanged 702 SP:Iteration 4F (2533.129302 sec): 3 clusters Score: Raw -1458083.034584 + Penalty 3054.209128 = -1455028.825456 nChanged 696 SP:Iteration 5F (2533.202765 sec): 3 clusters Score: Raw -1458571.769704 + Penalty 3054.209128 = -1455517.560576 nChanged 672 SP:Iteration 6F (2533.266046 sec): 3 clusters Score: Raw -1459039.293252 + Penalty 3054.209128 = -1455985.084124 nChanged 613 SP:Iteration 7F (2533.336108 sec): 3 clusters Score: Raw -1459469.069401 + Penalty 3054.209128 = -1456414.860273 nChanged 543 SP:Iteration 8Q (2533.383502 sec): 3 clusters Score: Raw -1459796.537228 + Penalty 3054.209128 = -1456742.328099 nChanged 436 SP:Iteration 9Q (2533.448945 sec): 3 clusters Score: Raw -1460001.850731 + Penalty 3054.209128 = -1456947.641603 nChanged 332 SP:Iteration 10Q (2533.515670 sec): 3 clusters Score: Raw -1460137.810804 + Penalty 3054.209128 = -1457083.601676 nChanged 231 SP:Iteration 11Q (2533.583759 sec): 3 clusters Score: Raw -1460216.786556 + Penalty 3054.209128 = -1457162.577428 nChanged 191 SP:Iteration 12Q (2533.651101 sec): 3 clusters Score: Raw -1460275.588530 + Penalty 3054.209128 = -1457221.379402 nChanged 154 SP:Iteration 13Q (2533.713310 sec): 3 clusters Score: Raw -1460320.315947 + Penalty 3054.209128 = -1457266.106819 nChanged 123 SP:Iteration 14Q (2533.763090 sec): 3 clusters Score: Raw -1460357.522272 + Penalty 3054.209128 = -1457303.313144 nChanged 124 SP:Iteration 15Q (2533.825136 sec): 3 clusters Score: Raw -1460391.909703 + Penalty 3054.209128 = -1457337.700574 nChanged 116 SP:Iteration 16Q (2533.888538 sec): 3 clusters Score: Raw -1460425.086784 + Penalty 3054.209128 = -1457370.877656 nChanged 117 SP:Iteration 17Q (2533.952934 sec): 3 clusters Score: Raw -1460461.163880 + Penalty 3054.209128 = -1457406.954752 nChanged 107 SP:Iteration 18Q (2534.015063 sec): 3 clusters Score: Raw -1460497.626813 + Penalty 3054.209128 = -1457443.417685 nChanged 109 SP:Iteration 19Q (2534.080267 sec): 3 clusters Score: Raw -1460534.220692 + Penalty 3054.209128 = -1457480.011564 nChanged 101 SP:Iteration 20F (2534.148906 sec): 3 clusters Score: Raw -1460563.031896 + Penalty 3054.209128 = -1457508.822768 nChanged 80 SP:Iteration 21Q (2534.217458 sec): 3 clusters Score: Raw -1460581.833562 + Penalty 3054.209128 = -1457527.624434 nChanged 71 SP:Iteration 22Q (2534.279501 sec): 3 clusters Score: Raw -1460598.067262 + Penalty 3054.209128 = -1457543.858134 nChanged 81 SP:Iteration 23Q (2534.335121 sec): 3 clusters Score: Raw -1460616.314496 + Penalty 3054.209128 = -1457562.105368 nChanged 75 SP:Iteration 24Q (2534.406582 sec): 3 clusters Score: Raw -1460635.156272 + Penalty 3054.209128 = -1457580.947144 nChanged 73 SP:Iteration 25Q (2534.466714 sec): 3 clusters Score: Raw -1460652.080360 + Penalty 3054.209128 = -1457597.871232 nChanged 77 SP:Iteration 26Q (2534.509824 sec): 3 clusters Score: Raw -1460674.685011 + Penalty 3054.209128 = -1457620.475882 nChanged 80 SP:Iteration 27Q (2534.560945 sec): 3 clusters Score: Raw -1460700.121467 + Penalty 3054.209128 = -1457645.912339 nChanged 87 SP:Iteration 28Q (2534.628400 sec): 3 clusters Score: Raw -1460728.652555 + Penalty 3054.209128 = -1457674.443427 nChanged 94 SP:Iteration 29Q (2534.687880 sec): 3 clusters Score: Raw -1460762.902376 + Penalty 3054.209128 = -1457708.693248 nChanged 102 SP:Iteration 30Q (2534.737624 sec): 3 clusters Score: Raw -1460798.597404 + Penalty 3054.209128 = -1457744.388276 nChanged 104 SP:Iteration 31Q (2534.787107 sec): 3 clusters Score: Raw -1460844.032183 + Penalty 3054.209128 = -1457789.823055 nChanged 121 SP:Iteration 32Q (2534.848567 sec): 3 clusters Score: Raw -1460901.202908 + Penalty 3054.209128 = -1457846.993780 nChanged 118 SP:Iteration 33Q (2534.886688 sec): 3 clusters Score: Raw -1460967.821979 + Penalty 3054.209128 = -1457913.612851 nChanged 116 SP:Iteration 34Q (2534.952019 sec): 3 clusters Score: Raw -1461025.096457 + Penalty 3054.209128 = -1457970.887329 nChanged 105 SP:Iteration 35Q (2535.001103 sec): 3 clusters Score: Raw -1461068.623299 + Penalty 3054.209128 = -1458014.414171 nChanged 95 SP:Iteration 36Q (2535.056534 sec): 3 clusters Score: Raw -1461112.306964 + Penalty 3054.209128 = -1458058.097836 nChanged 91 SP:Iteration 37Q (2535.126753 sec): 3 clusters Score: Raw -1461150.988709 + Penalty 3054.209128 = -1458096.779581 nChanged 73 SP:Iteration 38Q (2535.183968 sec): 3 clusters Score: Raw -1461178.207497 + Penalty 3054.209128 = -1458123.998369 nChanged 51 SP:Iteration 39Q (2535.241434 sec): 3 clusters Score: Raw -1461199.423105 + Penalty 3054.209128 = -1458145.213977 nChanged 51 SP:Iteration 40F (2535.312530 sec): 3 clusters Score: Raw -1461222.474530 + Penalty 3054.209128 = -1458168.265402 nChanged 50 SP:Iteration 41Q (2535.380346 sec): 3 clusters Score: Raw -1461244.596374 + Penalty 3054.209128 = -1458190.387246 nChanged 56 SP:Iteration 42Q (2535.439247 sec): 3 clusters Score: Raw -1461265.931753 + Penalty 3054.209128 = -1458211.722625 nChanged 38 SP:Iteration 43Q (2535.503853 sec): 3 clusters Score: Raw -1461278.989758 + Penalty 3054.209128 = -1458224.780630 nChanged 44 SP:Iteration 44Q (2535.574742 sec): 3 clusters Score: Raw -1461293.299009 + Penalty 3054.209128 = -1458239.089880 nChanged 38 SP:Iteration 45Q (2535.632857 sec): 3 clusters Score: Raw -1461305.416963 + Penalty 3054.209128 = -1458251.207835 nChanged 38 SP:Iteration 46Q (2535.698055 sec): 3 clusters Score: Raw -1461317.985294 + Penalty 3054.209128 = -1458263.776166 nChanged 44 SP:Iteration 47Q (2535.750005 sec): 3 clusters Score: Raw -1461331.670894 + Penalty 3054.209128 = -1458277.461766 nChanged 38 SP:Iteration 48Q (2535.821810 sec): 3 clusters Score: Raw -1461342.278351 + Penalty 3054.209128 = -1458288.069223 nChanged 30 SP:Iteration 49Q (2535.879691 sec): 3 clusters Score: Raw -1461351.616422 + Penalty 3054.209128 = -1458297.407294 nChanged 21 SP:Iteration 50Q (2535.943955 sec): 3 clusters Score: Raw -1461357.339982 + Penalty 3054.209128 = -1458303.130854 nChanged 19 SP:Iteration 51Q (2536.006668 sec): 3 clusters Score: Raw -1461360.918447 + Penalty 3054.209128 = -1458306.709319 nChanged 14 SP:Iteration 52Q (2536.063785 sec): 3 clusters Score: Raw -1461364.264157 + Penalty 3054.209128 = -1458310.055029 nChanged 12 SP:Iteration 53Q (2536.120914 sec): 3 clusters Score: Raw -1461366.838820 + Penalty 3054.209128 = -1458312.629691 nChanged 16 SP:Iteration 54Q (2536.180955 sec): 3 clusters Score: Raw -1461372.791368 + Penalty 3054.209128 = -1458318.582239 nChanged 21 SP:Iteration 55Q (2536.245235 sec): 3 clusters Score: Raw -1461377.311274 + Penalty 3054.209128 = -1458323.102145 nChanged 4 SP:Iteration 56Q (2536.310807 sec): 3 clusters Score: Raw -1461378.083261 + Penalty 3054.209128 = -1458323.874133 nChanged 3 SP:Iteration 57Q (2536.371846 sec): 3 clusters Score: Raw -1461378.922134 + Penalty 3054.209128 = -1458324.713005 nChanged 2 SP:Iteration 58Q (2536.426286 sec): 3 clusters Score: Raw -1461379.355514 + Penalty 3054.209128 = -1458325.146386 nChanged 4 SP:Iteration 59Q (2536.485967 sec): 3 clusters Score: Raw -1461380.088120 + Penalty 3054.209128 = -1458325.878992 nChanged 1 SP:Iteration 60F (2536.557106 sec): 3 clusters Score: Raw -1461380.361708 + Penalty 3054.209128 = -1458326.152579 nChanged 3 SP:Iteration 61Q (2536.614807 sec): 3 clusters Score: Raw -1461380.850373 + Penalty 3054.209128 = -1458326.641245 nChanged 5 SP:Iteration 62Q (2536.675013 sec): 3 clusters Score: Raw -1461381.878270 + Penalty 3054.209128 = -1458327.669142 nChanged 5 SP:Iteration 63Q (2536.738532 sec): 3 clusters Score: Raw -1461382.954105 + Penalty 3054.209128 = -1458328.744976 nChanged 7 SP:Iteration 64Q (2536.800531 sec): 3 clusters Score: Raw -1461385.038994 + Penalty 3054.209128 = -1458330.829866 nChanged 9 SP:Iteration 65Q (2536.866164 sec): 3 clusters Score: Raw -1461386.943423 + Penalty 3054.209128 = -1458332.734295 nChanged 10 SP:Iteration 66Q (2536.932776 sec): 3 clusters Score: Raw -1461389.710780 + Penalty 3054.209128 = -1458335.501652 nChanged 9 SP:Iteration 67Q (2536.988533 sec): 3 clusters Score: Raw -1461392.205632 + Penalty 3054.209128 = -1458337.996504 nChanged 14 SP:Iteration 68Q (2537.048158 sec): 3 clusters Score: Raw -1461395.660029 + Penalty 3054.209128 = -1458341.450901 nChanged 11 SP:Iteration 69Q (2537.106323 sec): 3 clusters Score: Raw -1461398.106646 + Penalty 3054.209128 = -1458343.897518 nChanged 7 SP:Iteration 70Q (2537.163727 sec): 3 clusters Score: Raw -1461399.500938 + Penalty 3054.209128 = -1458345.291810 nChanged 5 SP:Iteration 71Q (2537.214555 sec): 3 clusters Score: Raw -1461400.574694 + Penalty 3054.209128 = -1458346.365566 nChanged 5 SP:Iteration 72Q (2537.277194 sec): 3 clusters Score: Raw -1461401.448210 + Penalty 3054.209128 = -1458347.239082 nChanged 5 SP:Iteration 73Q (2537.336139 sec): 3 clusters Score: Raw -1461402.111437 + Penalty 3054.209128 = -1458347.902309 nChanged 2 SP:Iteration 74Q (2537.390686 sec): 3 clusters Score: Raw -1461402.867941 + Penalty 3054.209128 = -1458348.658813 nChanged 3 SP:Iteration 75Q (2537.450878 sec): 3 clusters Score: Raw -1461403.234151 + Penalty 3054.209128 = -1458349.025023 nChanged 1 SP:Iteration 76Q (2537.506732 sec): 3 clusters Score: Raw -1461403.422482 + Penalty 3054.209128 = -1458349.213353 nChanged 1 SP:Iteration 77Q (2537.570904 sec): 3 clusters Score: Raw -1461403.610307 + Penalty 3054.209128 = -1458349.401179 nChanged 0 SP:Iteration 78F (2537.636889 sec): 3 clusters Score: Raw -1461403.610307 + Penalty 3054.209128 = -1458349.401179 nChanged 0 Trying to split cluster 2 (47988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2537.717077 sec): 2 clusters Score: Raw -5542701.439704 + Penalty 1751.539767 = -5540949.899937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2537.830222 sec): 3 clusters Score: Raw -5512371.081700 + Penalty 3503.079534 = -5508868.002166 nChanged 22474 SP:Iteration 1F (2537.946516 sec): 3 clusters Score: Raw -5525282.894283 + Penalty 3503.079534 = -5521779.814749 nChanged 2157 SP:Iteration 2Q (2538.058724 sec): 3 clusters Score: Raw -5526038.337103 + Penalty 3503.079534 = -5522535.257569 nChanged 2240 SP:Iteration 3Q (2538.190943 sec): 3 clusters Score: Raw -5526912.466320 + Penalty 3503.079534 = -5523409.386786 nChanged 2390 SP:Iteration 4Q (2538.319533 sec): 3 clusters Score: Raw -5528072.373497 + Penalty 3503.079534 = -5524569.293963 nChanged 2754 SP:Iteration 5F (2538.451034 sec): 3 clusters Score: Raw -5529681.676228 + Penalty 3503.079534 = -5526178.596694 nChanged 2977 SP:Iteration 6F (2538.578932 sec): 3 clusters Score: Raw -5531740.084723 + Penalty 3503.079534 = -5528237.005189 nChanged 3009 SP:Iteration 7F (2538.696294 sec): 3 clusters Score: Raw -5533995.721688 + Penalty 3503.079534 = -5530492.642154 nChanged 2729 SP:Iteration 8F (2538.810399 sec): 3 clusters Score: Raw -5535931.729910 + Penalty 3503.079534 = -5532428.650376 nChanged 2236 SP:Iteration 9Q (2538.925368 sec): 3 clusters Score: Raw -5537264.908393 + Penalty 3503.079534 = -5533761.828859 nChanged 1658 SP:Iteration 10Q (2539.046556 sec): 3 clusters Score: Raw -5538044.825731 + Penalty 3503.079534 = -5534541.746197 nChanged 1195 SP:Iteration 11Q (2539.164301 sec): 3 clusters Score: Raw -5538509.332697 + Penalty 3503.079534 = -5535006.253163 nChanged 954 SP:Iteration 12Q (2539.280896 sec): 3 clusters Score: Raw -5538821.579012 + Penalty 3503.079534 = -5535318.499478 nChanged 768 SP:Iteration 13Q (2539.397408 sec): 3 clusters Score: Raw -5539090.577470 + Penalty 3503.079534 = -5535587.497936 nChanged 715 SP:Iteration 14Q (2539.507253 sec): 3 clusters Score: Raw -5539339.822618 + Penalty 3503.079534 = -5535836.743084 nChanged 681 SP:Iteration 15Q (2539.629433 sec): 3 clusters Score: Raw -5539590.988185 + Penalty 3503.079534 = -5536087.908651 nChanged 669 SP:Iteration 16Q (2539.740505 sec): 3 clusters Score: Raw -5539858.205467 + Penalty 3503.079534 = -5536355.125933 nChanged 649 SP:Iteration 17Q (2539.864273 sec): 3 clusters Score: Raw -5540129.578613 + Penalty 3503.079534 = -5536626.499079 nChanged 659 SP:Iteration 18Q (2539.982349 sec): 3 clusters Score: Raw -5540426.761785 + Penalty 3503.079534 = -5536923.682251 nChanged 641 SP:Iteration 19Q (2540.098315 sec): 3 clusters Score: Raw -5540738.372520 + Penalty 3503.079534 = -5537235.292986 nChanged 584 SP:Iteration 20F (2540.211254 sec): 3 clusters Score: Raw -5541015.704588 + Penalty 3503.079534 = -5537512.625054 nChanged 527 SP:Iteration 21Q (2540.329328 sec): 3 clusters Score: Raw -5541249.543322 + Penalty 3503.079534 = -5537746.463788 nChanged 490 SP:Iteration 22Q (2540.448995 sec): 3 clusters Score: Raw -5541467.425784 + Penalty 3503.079534 = -5537964.346250 nChanged 431 SP:Iteration 23Q (2540.558574 sec): 3 clusters Score: Raw -5541650.257269 + Penalty 3503.079534 = -5538147.177735 nChanged 400 SP:Iteration 24Q (2540.672932 sec): 3 clusters Score: Raw -5541800.544074 + Penalty 3503.079534 = -5538297.464540 nChanged 351 SP:Iteration 25Q (2540.784185 sec): 3 clusters Score: Raw -5541923.855086 + Penalty 3503.079534 = -5538420.775551 nChanged 329 SP:Iteration 26Q (2540.908123 sec): 3 clusters Score: Raw -5542024.588634 + Penalty 3503.079534 = -5538521.509100 nChanged 273 SP:Iteration 27Q (2541.022485 sec): 3 clusters Score: Raw -5542102.300990 + Penalty 3503.079534 = -5538599.221456 nChanged 235 SP:Iteration 28Q (2541.124396 sec): 3 clusters Score: Raw -5542162.891562 + Penalty 3503.079534 = -5538659.812028 nChanged 204 SP:Iteration 29Q (2541.230287 sec): 3 clusters Score: Raw -5542210.441323 + Penalty 3503.079534 = -5538707.361789 nChanged 177 SP:Iteration 30Q (2541.338215 sec): 3 clusters Score: Raw -5542249.116836 + Penalty 3503.079534 = -5538746.037302 nChanged 154 SP:Iteration 31Q (2541.454113 sec): 3 clusters Score: Raw -5542281.672049 + Penalty 3503.079534 = -5538778.592514 nChanged 166 SP:Iteration 32Q (2541.554154 sec): 3 clusters Score: Raw -5542316.731676 + Penalty 3503.079534 = -5538813.652142 nChanged 134 SP:Iteration 33Q (2541.656288 sec): 3 clusters Score: Raw -5542341.803472 + Penalty 3503.079534 = -5538838.723938 nChanged 123 SP:Iteration 34Q (2541.759434 sec): 3 clusters Score: Raw -5542363.362718 + Penalty 3503.079534 = -5538860.283184 nChanged 99 SP:Iteration 35Q (2541.865060 sec): 3 clusters Score: Raw -5542381.449833 + Penalty 3503.079534 = -5538878.370299 nChanged 90 SP:Iteration 36Q (2541.960552 sec): 3 clusters Score: Raw -5542395.965681 + Penalty 3503.079534 = -5538892.886147 nChanged 86 SP:Iteration 37Q (2542.062001 sec): 3 clusters Score: Raw -5542409.776467 + Penalty 3503.079534 = -5538906.696933 nChanged 74 SP:Iteration 38Q (2542.168993 sec): 3 clusters Score: Raw -5542421.751350 + Penalty 3503.079534 = -5538918.671816 nChanged 89 SP:Iteration 39Q (2542.274832 sec): 3 clusters Score: Raw -5542439.027936 + Penalty 3503.079534 = -5538935.948402 nChanged 95 SP:Iteration 40F (2542.395328 sec): 3 clusters Score: Raw -5542455.131636 + Penalty 3503.079534 = -5538952.052102 nChanged 77 SP:Iteration 41Q (2542.495882 sec): 3 clusters Score: Raw -5542468.885685 + Penalty 3503.079534 = -5538965.806151 nChanged 77 SP:Iteration 42Q (2542.601169 sec): 3 clusters Score: Raw -5542483.824614 + Penalty 3503.079534 = -5538980.745080 nChanged 93 SP:Iteration 43Q (2542.707558 sec): 3 clusters Score: Raw -5542503.234346 + Penalty 3503.079534 = -5539000.154812 nChanged 83 SP:Iteration 44Q (2542.807946 sec): 3 clusters Score: Raw -5542519.887871 + Penalty 3503.079534 = -5539016.808337 nChanged 91 SP:Iteration 45Q (2542.915294 sec): 3 clusters Score: Raw -5542537.624153 + Penalty 3503.079534 = -5539034.544619 nChanged 82 SP:Iteration 46Q (2543.018101 sec): 3 clusters Score: Raw -5542552.840364 + Penalty 3503.079534 = -5539049.760830 nChanged 76 SP:Iteration 47Q (2543.125064 sec): 3 clusters Score: Raw -5542568.799511 + Penalty 3503.079534 = -5539065.719977 nChanged 78 SP:Iteration 48Q (2543.226613 sec): 3 clusters Score: Raw -5542583.936955 + Penalty 3503.079534 = -5539080.857421 nChanged 72 SP:Iteration 49Q (2543.337686 sec): 3 clusters Score: Raw -5542598.583555 + Penalty 3503.079534 = -5539095.504021 nChanged 65 SP:Iteration 50Q (2543.449356 sec): 3 clusters Score: Raw -5542612.386073 + Penalty 3503.079534 = -5539109.306539 nChanged 61 SP:Iteration 51Q (2543.561111 sec): 3 clusters Score: Raw -5542623.311306 + Penalty 3503.079534 = -5539120.231772 nChanged 55 SP:Iteration 52Q (2543.669021 sec): 3 clusters Score: Raw -5542634.447336 + Penalty 3503.079534 = -5539131.367802 nChanged 57 SP:Iteration 53Q (2543.778394 sec): 3 clusters Score: Raw -5542647.093334 + Penalty 3503.079534 = -5539144.013800 nChanged 60 SP:Iteration 54Q (2543.880238 sec): 3 clusters Score: Raw -5542661.445030 + Penalty 3503.079534 = -5539158.365496 nChanged 59 SP:Iteration 55Q (2543.984586 sec): 3 clusters Score: Raw -5542675.655573 + Penalty 3503.079534 = -5539172.576039 nChanged 54 SP:Iteration 56Q (2544.096060 sec): 3 clusters Score: Raw -5542689.804783 + Penalty 3503.079534 = -5539186.725249 nChanged 58 SP:Iteration 57Q (2544.201030 sec): 3 clusters Score: Raw -5542704.819863 + Penalty 3503.079534 = -5539201.740329 nChanged 58 SP:Iteration 58Q (2544.298674 sec): 3 clusters Score: Raw -5542717.633119 + Penalty 3503.079534 = -5539214.553585 nChanged 50 SP:Iteration 59Q (2544.409210 sec): 3 clusters Score: Raw -5542728.867239 + Penalty 3503.079534 = -5539225.787705 nChanged 50 SP:Iteration 60F (2544.532603 sec): 3 clusters Score: Raw -5542742.692968 + Penalty 3503.079534 = -5539239.613434 nChanged 59 SP:Iteration 61Q (2544.641082 sec): 3 clusters Score: Raw -5542757.752611 + Penalty 3503.079534 = -5539254.673077 nChanged 58 SP:Iteration 62Q (2544.740284 sec): 3 clusters Score: Raw -5542771.927682 + Penalty 3503.079534 = -5539268.848147 nChanged 50 SP:Iteration 63Q (2544.839428 sec): 3 clusters Score: Raw -5542782.898948 + Penalty 3503.079534 = -5539279.819414 nChanged 36 SP:Iteration 64Q (2544.930346 sec): 3 clusters Score: Raw -5542792.330178 + Penalty 3503.079534 = -5539289.250644 nChanged 44 SP:Iteration 65Q (2545.035921 sec): 3 clusters Score: Raw -5542805.545069 + Penalty 3503.079534 = -5539302.465535 nChanged 50 SP:Iteration 66Q (2545.132069 sec): 3 clusters Score: Raw -5542817.760099 + Penalty 3503.079534 = -5539314.680565 nChanged 49 SP:Iteration 67Q (2545.234413 sec): 3 clusters Score: Raw -5542829.987536 + Penalty 3503.079534 = -5539326.908002 nChanged 43 SP:Iteration 68Q (2545.333551 sec): 3 clusters Score: Raw -5542843.358483 + Penalty 3503.079534 = -5539340.278949 nChanged 53 SP:Iteration 69Q (2545.429300 sec): 3 clusters Score: Raw -5542859.386882 + Penalty 3503.079534 = -5539356.307348 nChanged 45 SP:Iteration 70Q (2545.526277 sec): 3 clusters Score: Raw -5542872.460448 + Penalty 3503.079534 = -5539369.380914 nChanged 43 SP:Iteration 71Q (2545.633832 sec): 3 clusters Score: Raw -5542884.812175 + Penalty 3503.079534 = -5539381.732641 nChanged 42 SP:Iteration 72Q (2545.736113 sec): 3 clusters Score: Raw -5542895.536203 + Penalty 3503.079534 = -5539392.456669 nChanged 40 SP:Iteration 73Q (2545.833802 sec): 3 clusters Score: Raw -5542905.766909 + Penalty 3503.079534 = -5539402.687375 nChanged 35 SP:Iteration 74Q (2545.938851 sec): 3 clusters Score: Raw -5542916.652002 + Penalty 3503.079534 = -5539413.572468 nChanged 41 SP:Iteration 75Q (2546.047126 sec): 3 clusters Score: Raw -5542930.050767 + Penalty 3503.079534 = -5539426.971233 nChanged 39 SP:Iteration 76Q (2546.143667 sec): 3 clusters Score: Raw -5542939.675235 + Penalty 3503.079534 = -5539436.595701 nChanged 34 SP:Iteration 77Q (2546.250154 sec): 3 clusters Score: Raw -5542950.512314 + Penalty 3503.079534 = -5539447.432780 nChanged 29 SP:Iteration 78Q (2546.353822 sec): 3 clusters Score: Raw -5542959.330867 + Penalty 3503.079534 = -5539456.251333 nChanged 23 SP:Iteration 79Q (2546.451072 sec): 3 clusters Score: Raw -5542966.461463 + Penalty 3503.079534 = -5539463.381929 nChanged 24 SP:Iteration 80F (2546.572898 sec): 3 clusters Score: Raw -5542973.303401 + Penalty 3503.079534 = -5539470.223867 nChanged 15 SP:Iteration 81Q (2546.678385 sec): 3 clusters Score: Raw -5542977.341246 + Penalty 3503.079534 = -5539474.261712 nChanged 17 SP:Iteration 82Q (2546.779005 sec): 3 clusters Score: Raw -5542981.563247 + Penalty 3503.079534 = -5539478.483712 nChanged 13 SP:Iteration 83Q (2546.873584 sec): 3 clusters Score: Raw -5542984.061392 + Penalty 3503.079534 = -5539480.981858 nChanged 11 SP:Iteration 84Q (2546.980527 sec): 3 clusters Score: Raw -5542986.889978 + Penalty 3503.079534 = -5539483.810444 nChanged 13 SP:Iteration 85Q (2547.075150 sec): 3 clusters Score: Raw -5542990.765915 + Penalty 3503.079534 = -5539487.686381 nChanged 8 SP:Iteration 86Q (2547.177508 sec): 3 clusters Score: Raw -5542993.276087 + Penalty 3503.079534 = -5539490.196553 nChanged 10 SP:Iteration 87Q (2547.284119 sec): 3 clusters Score: Raw -5542996.698345 + Penalty 3503.079534 = -5539493.618811 nChanged 4 SP:Iteration 88Q (2547.399756 sec): 3 clusters Score: Raw -5542997.778367 + Penalty 3503.079534 = -5539494.698833 nChanged 2 SP:Iteration 89Q (2547.501902 sec): 3 clusters Score: Raw -5542998.358220 + Penalty 3503.079534 = -5539495.278686 nChanged 4 SP:Iteration 90Q (2547.599343 sec): 3 clusters Score: Raw -5542999.684493 + Penalty 3503.079534 = -5539496.604959 nChanged 6 SP:Iteration 91Q (2547.708238 sec): 3 clusters Score: Raw -5543001.463387 + Penalty 3503.079534 = -5539498.383853 nChanged 7 SP:Iteration 92Q (2547.802405 sec): 3 clusters Score: Raw -5543003.204420 + Penalty 3503.079534 = -5539500.124886 nChanged 3 SP:Iteration 93Q (2547.909684 sec): 3 clusters Score: Raw -5543003.921833 + Penalty 3503.079534 = -5539500.842299 nChanged 6 SP:Iteration 94Q (2548.026457 sec): 3 clusters Score: Raw -5543005.724271 + Penalty 3503.079534 = -5539502.644737 nChanged 6 SP:Iteration 95Q (2548.134315 sec): 3 clusters Score: Raw -5543007.674172 + Penalty 3503.079534 = -5539504.594638 nChanged 8 SP:Iteration 96Q (2548.242395 sec): 3 clusters Score: Raw -5543009.735760 + Penalty 3503.079534 = -5539506.656226 nChanged 4 SP:Iteration 97Q (2548.344769 sec): 3 clusters Score: Raw -5543011.166106 + Penalty 3503.079534 = -5539508.086572 nChanged 6 SP:Iteration 98Q (2548.451275 sec): 3 clusters Score: Raw -5543012.440805 + Penalty 3503.079534 = -5539509.361271 nChanged 1 SP:Iteration 99Q (2548.556905 sec): 3 clusters Score: Raw -5543012.577494 + Penalty 3503.079534 = -5539509.497960 nChanged 2 SP:Iteration 100F (2548.678967 sec): 3 clusters Score: Raw -5543012.826135 + Penalty 3503.079534 = -5539509.746601 nChanged 0 Trying to split cluster 3 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2548.706232 sec): 2 clusters Score: Raw -45804.525063 + Penalty 979.595260 = -44824.929803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2548.744488 sec): 3 clusters Score: Raw -45798.578649 + Penalty 1959.190519 = -43839.388130 nChanged 95 SP:Iteration 1F (2548.788948 sec): 3 clusters Score: Raw -45958.698834 + Penalty 1959.190519 = -43999.508315 nChanged 26 SP:Iteration 2F (2548.831841 sec): 3 clusters Score: Raw -46016.827015 + Penalty 1959.190519 = -44057.636496 nChanged 18 SP:Iteration 3Q (2548.874518 sec): 3 clusters Score: Raw -46084.112002 + Penalty 1959.190519 = -44124.921483 nChanged 20 SP:Iteration 4Q (2548.917324 sec): 3 clusters Score: Raw -46137.583625 + Penalty 1959.190519 = -44178.393106 nChanged 13 SP:Iteration 5Q (2548.959441 sec): 3 clusters Score: Raw -46164.262005 + Penalty 1959.190519 = -44205.071485 nChanged 9 SP:Iteration 6Q (2549.001310 sec): 3 clusters Score: Raw -46179.591757 + Penalty 1959.190519 = -44220.401238 nChanged 6 SP:Iteration 7Q (2549.042869 sec): 3 clusters Score: Raw -46189.140459 + Penalty 1959.190519 = -44229.949940 nChanged 2 SP:Iteration 8Q (2549.094410 sec): 3 clusters Score: Raw -46194.950159 + Penalty 1959.190519 = -44235.759640 nChanged 1 SP:Iteration 9Q (2549.127979 sec): 3 clusters Score: Raw -46195.413609 + Penalty 1959.190519 = -44236.223090 nChanged 0 SP:Iteration 10F (2549.164717 sec): 3 clusters Score: Raw -46195.413609 + Penalty 1959.190519 = -44236.223090 nChanged 0 Trying to split cluster 4 (10967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2549.204703 sec): 2 clusters Score: Raw -1348352.803320 + Penalty 1511.679982 = -1346841.123338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2549.269876 sec): 3 clusters Score: Raw -1342158.130169 + Penalty 3023.359964 = -1339134.770206 nChanged 4728 SP:Iteration 1F (2549.324879 sec): 3 clusters Score: Raw -1344710.167646 + Penalty 3023.359964 = -1341686.807682 nChanged 690 SP:Iteration 2F (2549.388159 sec): 3 clusters Score: Raw -1345042.921240 + Penalty 3023.359964 = -1342019.561276 nChanged 635 SP:Iteration 3F (2549.434769 sec): 3 clusters Score: Raw -1345374.786005 + Penalty 3023.359964 = -1342351.426041 nChanged 608 SP:Iteration 4F (2549.496197 sec): 3 clusters Score: Raw -1345715.611268 + Penalty 3023.359964 = -1342692.251304 nChanged 574 SP:Iteration 5F (2549.560101 sec): 3 clusters Score: Raw -1346064.746863 + Penalty 3023.359964 = -1343041.386899 nChanged 532 SP:Iteration 6Q (2549.614311 sec): 3 clusters Score: Raw -1346415.310636 + Penalty 3023.359964 = -1343391.950672 nChanged 522 SP:Iteration 7Q (2549.668020 sec): 3 clusters Score: Raw -1346762.899891 + Penalty 3023.359964 = -1343739.539928 nChanged 474 SP:Iteration 8Q (2549.740051 sec): 3 clusters Score: Raw -1347079.208009 + Penalty 3023.359964 = -1344055.848045 nChanged 425 SP:Iteration 9Q (2549.803642 sec): 3 clusters Score: Raw -1347335.837738 + Penalty 3023.359964 = -1344312.477774 nChanged 333 SP:Iteration 10Q (2549.871861 sec): 3 clusters Score: Raw -1347512.533519 + Penalty 3023.359964 = -1344489.173555 nChanged 265 SP:Iteration 11Q (2549.927969 sec): 3 clusters Score: Raw -1347641.677114 + Penalty 3023.359964 = -1344618.317150 nChanged 239 SP:Iteration 12Q (2550.005153 sec): 3 clusters Score: Raw -1347746.528267 + Penalty 3023.359964 = -1344723.168303 nChanged 176 SP:Iteration 13Q (2550.067837 sec): 3 clusters Score: Raw -1347823.926321 + Penalty 3023.359964 = -1344800.566357 nChanged 161 SP:Iteration 14Q (2550.120777 sec): 3 clusters Score: Raw -1347890.287846 + Penalty 3023.359964 = -1344866.927882 nChanged 138 SP:Iteration 15Q (2550.191253 sec): 3 clusters Score: Raw -1347947.055762 + Penalty 3023.359964 = -1344923.695798 nChanged 124 SP:Iteration 16Q (2550.241425 sec): 3 clusters Score: Raw -1347997.823896 + Penalty 3023.359964 = -1344974.463932 nChanged 129 SP:Iteration 17Q (2550.312128 sec): 3 clusters Score: Raw -1348049.529959 + Penalty 3023.359964 = -1345026.169995 nChanged 119 SP:Iteration 18Q (2550.373943 sec): 3 clusters Score: Raw -1348093.296678 + Penalty 3023.359964 = -1345069.936714 nChanged 99 SP:Iteration 19Q (2550.431449 sec): 3 clusters Score: Raw -1348132.433660 + Penalty 3023.359964 = -1345109.073696 nChanged 102 SP:Iteration 20F (2550.489588 sec): 3 clusters Score: Raw -1348172.478804 + Penalty 3023.359964 = -1345149.118840 nChanged 97 SP:Iteration 21Q (2550.556833 sec): 3 clusters Score: Raw -1348212.569260 + Penalty 3023.359964 = -1345189.209296 nChanged 95 SP:Iteration 22Q (2550.624257 sec): 3 clusters Score: Raw -1348246.294091 + Penalty 3023.359964 = -1345222.934127 nChanged 90 SP:Iteration 23Q (2550.676155 sec): 3 clusters Score: Raw -1348281.194080 + Penalty 3023.359964 = -1345257.834116 nChanged 77 SP:Iteration 24Q (2550.737993 sec): 3 clusters Score: Raw -1348310.771841 + Penalty 3023.359964 = -1345287.411877 nChanged 65 SP:Iteration 25Q (2550.809617 sec): 3 clusters Score: Raw -1348332.543990 + Penalty 3023.359964 = -1345309.184026 nChanged 49 SP:Iteration 26Q (2550.863847 sec): 3 clusters Score: Raw -1348349.452015 + Penalty 3023.359964 = -1345326.092051 nChanged 57 SP:Iteration 27Q (2550.932454 sec): 3 clusters Score: Raw -1348368.940577 + Penalty 3023.359964 = -1345345.580613 nChanged 65 SP:Iteration 28Q (2550.980800 sec): 3 clusters Score: Raw -1348389.847225 + Penalty 3023.359964 = -1345366.487261 nChanged 51 SP:Iteration 29Q (2551.048859 sec): 3 clusters Score: Raw -1348408.443851 + Penalty 3023.359964 = -1345385.083888 nChanged 55 SP:Iteration 30Q (2551.099137 sec): 3 clusters Score: Raw -1348430.728308 + Penalty 3023.359964 = -1345407.368344 nChanged 54 SP:Iteration 31Q (2551.158569 sec): 3 clusters Score: Raw -1348453.466337 + Penalty 3023.359964 = -1345430.106373 nChanged 48 SP:Iteration 32Q (2551.227029 sec): 3 clusters Score: Raw -1348473.101151 + Penalty 3023.359964 = -1345449.741187 nChanged 46 SP:Iteration 33Q (2551.287649 sec): 3 clusters Score: Raw -1348488.075258 + Penalty 3023.359964 = -1345464.715294 nChanged 37 SP:Iteration 34Q (2551.343563 sec): 3 clusters Score: Raw -1348499.104711 + Penalty 3023.359964 = -1345475.744747 nChanged 27 SP:Iteration 35Q (2551.416957 sec): 3 clusters Score: Raw -1348508.120982 + Penalty 3023.359964 = -1345484.761018 nChanged 39 SP:Iteration 36Q (2551.478482 sec): 3 clusters Score: Raw -1348522.101409 + Penalty 3023.359964 = -1345498.741445 nChanged 30 SP:Iteration 37Q (2551.537342 sec): 3 clusters Score: Raw -1348529.839183 + Penalty 3023.359964 = -1345506.479219 nChanged 28 SP:Iteration 38Q (2551.593549 sec): 3 clusters Score: Raw -1348538.612291 + Penalty 3023.359964 = -1345515.252327 nChanged 35 SP:Iteration 39Q (2551.667256 sec): 3 clusters Score: Raw -1348554.657068 + Penalty 3023.359964 = -1345531.297105 nChanged 42 SP:Iteration 40F (2551.731466 sec): 3 clusters Score: Raw -1348574.547460 + Penalty 3023.359964 = -1345551.187496 nChanged 32 SP:Iteration 41Q (2551.785243 sec): 3 clusters Score: Raw -1348589.324327 + Penalty 3023.359964 = -1345565.964363 nChanged 30 SP:Iteration 42Q (2551.857028 sec): 3 clusters Score: Raw -1348600.816043 + Penalty 3023.359964 = -1345577.456079 nChanged 20 SP:Iteration 43Q (2551.914133 sec): 3 clusters Score: Raw -1348607.657234 + Penalty 3023.359964 = -1345584.297271 nChanged 19 SP:Iteration 44Q (2551.977392 sec): 3 clusters Score: Raw -1348612.943861 + Penalty 3023.359964 = -1345589.583897 nChanged 15 SP:Iteration 45Q (2552.047119 sec): 3 clusters Score: Raw -1348617.809833 + Penalty 3023.359964 = -1345594.449870 nChanged 8 SP:Iteration 46Q (2552.099021 sec): 3 clusters Score: Raw -1348619.809991 + Penalty 3023.359964 = -1345596.450027 nChanged 9 SP:Iteration 47Q (2552.164673 sec): 3 clusters Score: Raw -1348623.112321 + Penalty 3023.359964 = -1345599.752357 nChanged 10 SP:Iteration 48Q (2552.225191 sec): 3 clusters Score: Raw -1348627.482343 + Penalty 3023.359964 = -1345604.122380 nChanged 14 SP:Iteration 49Q (2552.283701 sec): 3 clusters Score: Raw -1348632.295080 + Penalty 3023.359964 = -1345608.935116 nChanged 11 SP:Iteration 50Q (2552.341686 sec): 3 clusters Score: Raw -1348637.447957 + Penalty 3023.359964 = -1345614.087993 nChanged 11 SP:Iteration 51Q (2552.394841 sec): 3 clusters Score: Raw -1348642.208111 + Penalty 3023.359964 = -1345618.848147 nChanged 16 SP:Iteration 52Q (2552.465233 sec): 3 clusters Score: Raw -1348649.091624 + Penalty 3023.359964 = -1345625.731660 nChanged 12 SP:Iteration 53Q (2552.521594 sec): 3 clusters Score: Raw -1348653.673745 + Penalty 3023.359964 = -1345630.313781 nChanged 4 SP:Iteration 54Q (2552.577153 sec): 3 clusters Score: Raw -1348656.432016 + Penalty 3023.359964 = -1345633.072053 nChanged 10 SP:Iteration 55Q (2552.626889 sec): 3 clusters Score: Raw -1348660.836296 + Penalty 3023.359964 = -1345637.476332 nChanged 12 SP:Iteration 56Q (2552.684669 sec): 3 clusters Score: Raw -1348664.643957 + Penalty 3023.359964 = -1345641.283993 nChanged 9 SP:Iteration 57Q (2552.743563 sec): 3 clusters Score: Raw -1348668.100290 + Penalty 3023.359964 = -1345644.740326 nChanged 7 SP:Iteration 58Q (2552.812303 sec): 3 clusters Score: Raw -1348670.398223 + Penalty 3023.359964 = -1345647.038259 nChanged 4 SP:Iteration 59Q (2552.872534 sec): 3 clusters Score: Raw -1348671.250517 + Penalty 3023.359964 = -1345647.890553 nChanged 2 SP:Iteration 60F (2552.936901 sec): 3 clusters Score: Raw -1348671.756877 + Penalty 3023.359964 = -1345648.396913 nChanged 2 SP:Iteration 61Q (2552.986665 sec): 3 clusters Score: Raw -1348672.412233 + Penalty 3023.359964 = -1345649.052269 nChanged 3 SP:Iteration 62Q (2553.047314 sec): 3 clusters Score: Raw -1348673.494513 + Penalty 3023.359964 = -1345650.134549 nChanged 3 SP:Iteration 63Q (2553.118206 sec): 3 clusters Score: Raw -1348674.392291 + Penalty 3023.359964 = -1345651.032327 nChanged 3 SP:Iteration 64Q (2553.160413 sec): 3 clusters Score: Raw -1348675.654977 + Penalty 3023.359964 = -1345652.295013 nChanged 2 SP:Iteration 65Q (2553.218485 sec): 3 clusters Score: Raw -1348676.212357 + Penalty 3023.359964 = -1345652.852393 nChanged 2 SP:Iteration 66Q (2553.276521 sec): 3 clusters Score: Raw -1348676.912136 + Penalty 3023.359964 = -1345653.552172 nChanged 3 SP:Iteration 67Q (2553.338433 sec): 3 clusters Score: Raw -1348677.849839 + Penalty 3023.359964 = -1345654.489875 nChanged 4 SP:Iteration 68Q (2553.401423 sec): 3 clusters Score: Raw -1348678.911470 + Penalty 3023.359964 = -1345655.551506 nChanged 3 SP:Iteration 69Q (2553.457150 sec): 3 clusters Score: Raw -1348679.721149 + Penalty 3023.359964 = -1345656.361186 nChanged 0 SP:Iteration 70F (2553.512999 sec): 3 clusters Score: Raw -1348679.721149 + Penalty 3023.359964 = -1345656.361186 nChanged 0 Trying to split cluster 5 (4048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2553.545250 sec): 2 clusters Score: Raw -460546.816171 + Penalty 1349.721459 = -459197.094712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2553.598970 sec): 3 clusters Score: Raw -458530.486575 + Penalty 2699.442919 = -455831.043657 nChanged 1579 SP:Iteration 1F (2553.640722 sec): 3 clusters Score: Raw -459465.461862 + Penalty 2699.442919 = -456766.018944 nChanged 325 SP:Iteration 2F (2553.692946 sec): 3 clusters Score: Raw -459687.661482 + Penalty 2699.442919 = -456988.218563 nChanged 221 SP:Iteration 3F (2553.739100 sec): 3 clusters Score: Raw -459872.453941 + Penalty 2699.442919 = -457173.011022 nChanged 203 SP:Iteration 4F (2553.798804 sec): 3 clusters Score: Raw -460034.873926 + Penalty 2699.442919 = -457335.431007 nChanged 202 SP:Iteration 5Q (2553.849289 sec): 3 clusters Score: Raw -460217.207287 + Penalty 2699.442919 = -457517.764369 nChanged 208 SP:Iteration 6F (2553.885875 sec): 3 clusters Score: Raw -460377.921233 + Penalty 2699.442919 = -457678.478314 nChanged 194 SP:Iteration 7Q (2553.942445 sec): 3 clusters Score: Raw -460500.731446 + Penalty 2699.442919 = -457801.288528 nChanged 139 SP:Iteration 8Q (2553.987356 sec): 3 clusters Score: Raw -460574.710334 + Penalty 2699.442919 = -457875.267415 nChanged 129 SP:Iteration 9Q (2554.032569 sec): 3 clusters Score: Raw -460631.384127 + Penalty 2699.442919 = -457931.941209 nChanged 116 SP:Iteration 10Q (2554.085355 sec): 3 clusters Score: Raw -460679.586278 + Penalty 2699.442919 = -457980.143360 nChanged 68 SP:Iteration 11Q (2554.139802 sec): 3 clusters Score: Raw -460706.444550 + Penalty 2699.442919 = -458007.001631 nChanged 60 SP:Iteration 12Q (2554.189762 sec): 3 clusters Score: Raw -460728.443716 + Penalty 2699.442919 = -458029.000797 nChanged 57 SP:Iteration 13Q (2554.247842 sec): 3 clusters Score: Raw -460750.776950 + Penalty 2699.442919 = -458051.334031 nChanged 53 SP:Iteration 14Q (2554.301793 sec): 3 clusters Score: Raw -460770.668839 + Penalty 2699.442919 = -458071.225920 nChanged 50 SP:Iteration 15Q (2554.347855 sec): 3 clusters Score: Raw -460788.958545 + Penalty 2699.442919 = -458089.515627 nChanged 47 SP:Iteration 16Q (2554.394462 sec): 3 clusters Score: Raw -460805.117419 + Penalty 2699.442919 = -458105.674500 nChanged 46 SP:Iteration 17Q (2554.434049 sec): 3 clusters Score: Raw -460819.420138 + Penalty 2699.442919 = -458119.977220 nChanged 41 SP:Iteration 18Q (2554.478884 sec): 3 clusters Score: Raw -460835.259127 + Penalty 2699.442919 = -458135.816209 nChanged 46 SP:Iteration 19Q (2554.518761 sec): 3 clusters Score: Raw -460852.732268 + Penalty 2699.442919 = -458153.289350 nChanged 41 SP:Iteration 20F (2554.567500 sec): 3 clusters Score: Raw -460866.892001 + Penalty 2699.442919 = -458167.449083 nChanged 39 SP:Iteration 21Q (2554.627253 sec): 3 clusters Score: Raw -460881.436745 + Penalty 2699.442919 = -458181.993826 nChanged 31 SP:Iteration 22Q (2554.675676 sec): 3 clusters Score: Raw -460893.175242 + Penalty 2699.442919 = -458193.732323 nChanged 26 SP:Iteration 23Q (2554.722492 sec): 3 clusters Score: Raw -460902.336211 + Penalty 2699.442919 = -458202.893292 nChanged 29 SP:Iteration 24Q (2554.775574 sec): 3 clusters Score: Raw -460912.485735 + Penalty 2699.442919 = -458213.042817 nChanged 25 SP:Iteration 25Q (2554.829106 sec): 3 clusters Score: Raw -460921.066390 + Penalty 2699.442919 = -458221.623472 nChanged 22 SP:Iteration 26Q (2554.873048 sec): 3 clusters Score: Raw -460926.639048 + Penalty 2699.442919 = -458227.196129 nChanged 17 SP:Iteration 27Q (2554.929791 sec): 3 clusters Score: Raw -460931.045951 + Penalty 2699.442919 = -458231.603032 nChanged 12 SP:Iteration 28Q (2554.983244 sec): 3 clusters Score: Raw -460935.518613 + Penalty 2699.442919 = -458236.075695 nChanged 18 SP:Iteration 29Q (2555.027666 sec): 3 clusters Score: Raw -460942.488996 + Penalty 2699.442919 = -458243.046078 nChanged 27 SP:Iteration 30Q (2555.080915 sec): 3 clusters Score: Raw -460951.120888 + Penalty 2699.442919 = -458251.677970 nChanged 20 SP:Iteration 31Q (2555.140695 sec): 3 clusters Score: Raw -460957.304766 + Penalty 2699.442919 = -458257.861848 nChanged 14 SP:Iteration 32Q (2555.190747 sec): 3 clusters Score: Raw -460961.110037 + Penalty 2699.442919 = -458261.667119 nChanged 8 SP:Iteration 33Q (2555.230079 sec): 3 clusters Score: Raw -460962.836534 + Penalty 2699.442919 = -458263.393615 nChanged 9 SP:Iteration 34Q (2555.291338 sec): 3 clusters Score: Raw -460964.578783 + Penalty 2699.442919 = -458265.135864 nChanged 14 SP:Iteration 35Q (2555.344787 sec): 3 clusters Score: Raw -460967.927217 + Penalty 2699.442919 = -458268.484298 nChanged 17 SP:Iteration 36Q (2555.401770 sec): 3 clusters Score: Raw -460972.690871 + Penalty 2699.442919 = -458273.247952 nChanged 14 SP:Iteration 37Q (2555.446547 sec): 3 clusters Score: Raw -460976.296418 + Penalty 2699.442919 = -458276.853499 nChanged 14 SP:Iteration 38Q (2555.496642 sec): 3 clusters Score: Raw -460980.362004 + Penalty 2699.442919 = -458280.919086 nChanged 12 SP:Iteration 39Q (2555.547495 sec): 3 clusters Score: Raw -460983.667637 + Penalty 2699.442919 = -458284.224719 nChanged 17 SP:Iteration 40F (2555.610803 sec): 3 clusters Score: Raw -460989.105782 + Penalty 2699.442919 = -458289.662864 nChanged 18 SP:Iteration 41Q (2555.660378 sec): 3 clusters Score: Raw -460993.864489 + Penalty 2699.442919 = -458294.421571 nChanged 15 SP:Iteration 42Q (2555.706249 sec): 3 clusters Score: Raw -460998.412230 + Penalty 2699.442919 = -458298.969312 nChanged 16 SP:Iteration 43Q (2555.768594 sec): 3 clusters Score: Raw -461002.608641 + Penalty 2699.442919 = -458303.165722 nChanged 14 SP:Iteration 44Q (2555.809609 sec): 3 clusters Score: Raw -461006.969115 + Penalty 2699.442919 = -458307.526197 nChanged 10 SP:Iteration 45Q (2555.860980 sec): 3 clusters Score: Raw -461009.894640 + Penalty 2699.442919 = -458310.451721 nChanged 9 SP:Iteration 46Q (2555.910204 sec): 3 clusters Score: Raw -461013.393253 + Penalty 2699.442919 = -458313.950334 nChanged 15 SP:Iteration 47Q (2555.958178 sec): 3 clusters Score: Raw -461017.979975 + Penalty 2699.442919 = -458318.537057 nChanged 13 SP:Iteration 48Q (2556.001915 sec): 3 clusters Score: Raw -461021.995298 + Penalty 2699.442919 = -458322.552380 nChanged 18 SP:Iteration 49Q (2556.052455 sec): 3 clusters Score: Raw -461027.188701 + Penalty 2699.442919 = -458327.745782 nChanged 20 SP:Iteration 50Q (2556.103179 sec): 3 clusters Score: Raw -461032.073133 + Penalty 2699.442919 = -458332.630214 nChanged 14 SP:Iteration 51Q (2556.148540 sec): 3 clusters Score: Raw -461034.873668 + Penalty 2699.442919 = -458335.430750 nChanged 11 SP:Iteration 52Q (2556.198427 sec): 3 clusters Score: Raw -461036.823413 + Penalty 2699.442919 = -458337.380495 nChanged 6 SP:Iteration 53Q (2556.248654 sec): 3 clusters Score: Raw -461037.947609 + Penalty 2699.442919 = -458338.504691 nChanged 7 SP:Iteration 54Q (2556.289428 sec): 3 clusters Score: Raw -461039.953845 + Penalty 2699.442919 = -458340.510926 nChanged 8 SP:Iteration 55Q (2556.340165 sec): 3 clusters Score: Raw -461042.637562 + Penalty 2699.442919 = -458343.194644 nChanged 8 SP:Iteration 56Q (2556.388913 sec): 3 clusters Score: Raw -461045.022755 + Penalty 2699.442919 = -458345.579836 nChanged 9 SP:Iteration 57Q (2556.437746 sec): 3 clusters Score: Raw -461047.469844 + Penalty 2699.442919 = -458348.026925 nChanged 13 SP:Iteration 58Q (2556.499833 sec): 3 clusters Score: Raw -461051.217880 + Penalty 2699.442919 = -458351.774961 nChanged 13 SP:Iteration 59Q (2556.551436 sec): 3 clusters Score: Raw -461055.000479 + Penalty 2699.442919 = -458355.557561 nChanged 13 SP:Iteration 60F (2556.587785 sec): 3 clusters Score: Raw -461059.213922 + Penalty 2699.442919 = -458359.771004 nChanged 18 SP:Iteration 61Q (2556.646627 sec): 3 clusters Score: Raw -461066.206873 + Penalty 2699.442919 = -458366.763955 nChanged 21 SP:Iteration 62Q (2556.698152 sec): 3 clusters Score: Raw -461075.577372 + Penalty 2699.442919 = -458376.134453 nChanged 30 SP:Iteration 63Q (2556.740430 sec): 3 clusters Score: Raw -461088.425914 + Penalty 2699.442919 = -458388.982996 nChanged 23 SP:Iteration 64Q (2556.798002 sec): 3 clusters Score: Raw -461095.026257 + Penalty 2699.442919 = -458395.583339 nChanged 16 SP:Iteration 65Q (2556.852411 sec): 3 clusters Score: Raw -461100.210108 + Penalty 2699.442919 = -458400.767190 nChanged 17 SP:Iteration 66Q (2556.902688 sec): 3 clusters Score: Raw -461105.551283 + Penalty 2699.442919 = -458406.108364 nChanged 14 SP:Iteration 67Q (2556.962491 sec): 3 clusters Score: Raw -461110.228214 + Penalty 2699.442919 = -458410.785296 nChanged 16 SP:Iteration 68Q (2557.006437 sec): 3 clusters Score: Raw -461114.078740 + Penalty 2699.442919 = -458414.635821 nChanged 12 SP:Iteration 69Q (2557.068880 sec): 3 clusters Score: Raw -461117.551779 + Penalty 2699.442919 = -458418.108861 nChanged 8 SP:Iteration 70Q (2557.117733 sec): 3 clusters Score: Raw -461120.300051 + Penalty 2699.442919 = -458420.857133 nChanged 11 SP:Iteration 71Q (2557.162682 sec): 3 clusters Score: Raw -461123.646159 + Penalty 2699.442919 = -458424.203240 nChanged 16 SP:Iteration 72Q (2557.225598 sec): 3 clusters Score: Raw -461128.156094 + Penalty 2699.442919 = -458428.713175 nChanged 11 SP:Iteration 73Q (2557.273920 sec): 3 clusters Score: Raw -461130.594518 + Penalty 2699.442919 = -458431.151600 nChanged 7 SP:Iteration 74Q (2557.313786 sec): 3 clusters Score: Raw -461132.324149 + Penalty 2699.442919 = -458432.881230 nChanged 8 SP:Iteration 75Q (2557.367164 sec): 3 clusters Score: Raw -461134.807209 + Penalty 2699.442919 = -458435.364291 nChanged 5 SP:Iteration 76Q (2557.414032 sec): 3 clusters Score: Raw -461136.371368 + Penalty 2699.442919 = -458436.928449 nChanged 4 SP:Iteration 77Q (2557.473789 sec): 3 clusters Score: Raw -461137.873487 + Penalty 2699.442919 = -458438.430568 nChanged 8 SP:Iteration 78Q (2557.524341 sec): 3 clusters Score: Raw -461140.512820 + Penalty 2699.442919 = -458441.069902 nChanged 4 SP:Iteration 79Q (2557.574864 sec): 3 clusters Score: Raw -461141.641153 + Penalty 2699.442919 = -458442.198235 nChanged 5 SP:Iteration 80F (2557.623709 sec): 3 clusters Score: Raw -461143.193617 + Penalty 2699.442919 = -458443.750699 nChanged 5 SP:Iteration 81Q (2557.661862 sec): 3 clusters Score: Raw -461144.491490 + Penalty 2699.442919 = -458445.048571 nChanged 5 SP:Iteration 82Q (2557.707522 sec): 3 clusters Score: Raw -461146.398386 + Penalty 2699.442919 = -458446.955467 nChanged 1 SP:Iteration 83Q (2557.759785 sec): 3 clusters Score: Raw -461146.654987 + Penalty 2699.442919 = -458447.212068 nChanged 1 SP:Iteration 84Q (2557.808161 sec): 3 clusters Score: Raw -461146.890914 + Penalty 2699.442919 = -458447.447995 nChanged 1 SP:Iteration 85Q (2557.858148 sec): 3 clusters Score: Raw -461147.042402 + Penalty 2699.442919 = -458447.599483 nChanged 0 SP:Iteration 86F (2557.906708 sec): 3 clusters Score: Raw -461147.042402 + Penalty 2699.442919 = -458447.599483 nChanged 0 Trying to split cluster 6 (12990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2557.946339 sec): 2 clusters Score: Raw -1567768.821770 + Penalty 1539.189455 = -1566229.632314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2558.013631 sec): 3 clusters Score: Raw -1560211.514049 + Penalty 3078.378911 = -1557133.135139 nChanged 5689 SP:Iteration 1F (2558.087932 sec): 3 clusters Score: Raw -1563373.905118 + Penalty 3078.378911 = -1560295.526208 nChanged 735 SP:Iteration 2F (2558.152444 sec): 3 clusters Score: Raw -1563638.186434 + Penalty 3078.378911 = -1560559.807523 nChanged 606 SP:Iteration 3Q (2558.208738 sec): 3 clusters Score: Raw -1563839.309921 + Penalty 3078.378911 = -1560760.931010 nChanged 474 SP:Iteration 4Q (2558.274886 sec): 3 clusters Score: Raw -1563975.748764 + Penalty 3078.378911 = -1560897.369853 nChanged 381 SP:Iteration 5Q (2558.343704 sec): 3 clusters Score: Raw -1564082.989359 + Penalty 3078.378911 = -1561004.610448 nChanged 357 SP:Iteration 6Q (2558.410114 sec): 3 clusters Score: Raw -1564180.338717 + Penalty 3078.378911 = -1561101.959807 nChanged 336 SP:Iteration 7Q (2558.478421 sec): 3 clusters Score: Raw -1564272.184819 + Penalty 3078.378911 = -1561193.805908 nChanged 327 SP:Iteration 8Q (2558.555233 sec): 3 clusters Score: Raw -1564361.829894 + Penalty 3078.378911 = -1561283.450983 nChanged 329 SP:Iteration 9Q (2558.626884 sec): 3 clusters Score: Raw -1564464.394777 + Penalty 3078.378911 = -1561386.015867 nChanged 312 SP:Iteration 10Q (2558.687399 sec): 3 clusters Score: Raw -1564564.726758 + Penalty 3078.378911 = -1561486.347847 nChanged 324 SP:Iteration 11Q (2558.768464 sec): 3 clusters Score: Raw -1564678.772295 + Penalty 3078.378911 = -1561600.393384 nChanged 371 SP:Iteration 12Q (2558.828451 sec): 3 clusters Score: Raw -1564832.544824 + Penalty 3078.378911 = -1561754.165914 nChanged 404 SP:Iteration 13Q (2558.904914 sec): 3 clusters Score: Raw -1565035.065382 + Penalty 3078.378911 = -1561956.686471 nChanged 431 SP:Iteration 14Q (2558.966714 sec): 3 clusters Score: Raw -1565265.081056 + Penalty 3078.378911 = -1562186.702145 nChanged 439 SP:Iteration 15Q (2559.045115 sec): 3 clusters Score: Raw -1565490.915247 + Penalty 3078.378911 = -1562412.536336 nChanged 456 SP:Iteration 16Q (2559.116006 sec): 3 clusters Score: Raw -1565726.095281 + Penalty 3078.378911 = -1562647.716371 nChanged 425 SP:Iteration 17Q (2559.176981 sec): 3 clusters Score: Raw -1565924.027865 + Penalty 3078.378911 = -1562845.648955 nChanged 387 SP:Iteration 18Q (2559.258082 sec): 3 clusters Score: Raw -1566094.044090 + Penalty 3078.378911 = -1563015.665180 nChanged 300 SP:Iteration 19Q (2559.321822 sec): 3 clusters Score: Raw -1566203.224358 + Penalty 3078.378911 = -1563124.845448 nChanged 226 SP:Iteration 20F (2559.378647 sec): 3 clusters Score: Raw -1566279.926391 + Penalty 3078.378911 = -1563201.547481 nChanged 207 SP:Iteration 21Q (2559.439817 sec): 3 clusters Score: Raw -1566340.241847 + Penalty 3078.378911 = -1563261.862936 nChanged 144 SP:Iteration 22Q (2559.503654 sec): 3 clusters Score: Raw -1566381.759392 + Penalty 3078.378911 = -1563303.380481 nChanged 134 SP:Iteration 23Q (2559.574403 sec): 3 clusters Score: Raw -1566417.622322 + Penalty 3078.378911 = -1563339.243411 nChanged 122 SP:Iteration 24Q (2559.645537 sec): 3 clusters Score: Raw -1566453.706800 + Penalty 3078.378911 = -1563375.327889 nChanged 119 SP:Iteration 25Q (2559.702139 sec): 3 clusters Score: Raw -1566491.929276 + Penalty 3078.378911 = -1563413.550366 nChanged 114 SP:Iteration 26Q (2559.773371 sec): 3 clusters Score: Raw -1566526.997220 + Penalty 3078.378911 = -1563448.618309 nChanged 116 SP:Iteration 27Q (2559.830887 sec): 3 clusters Score: Raw -1566571.342109 + Penalty 3078.378911 = -1563492.963198 nChanged 127 SP:Iteration 28Q (2559.885029 sec): 3 clusters Score: Raw -1566622.311705 + Penalty 3078.378911 = -1563543.932794 nChanged 125 SP:Iteration 29Q (2559.961667 sec): 3 clusters Score: Raw -1566667.336824 + Penalty 3078.378911 = -1563588.957914 nChanged 129 SP:Iteration 30Q (2560.023466 sec): 3 clusters Score: Raw -1566721.503079 + Penalty 3078.378911 = -1563643.124168 nChanged 127 SP:Iteration 31Q (2560.079929 sec): 3 clusters Score: Raw -1566778.764131 + Penalty 3078.378911 = -1563700.385221 nChanged 146 SP:Iteration 32Q (2560.144219 sec): 3 clusters Score: Raw -1566833.371230 + Penalty 3078.378911 = -1563754.992320 nChanged 145 SP:Iteration 33Q (2560.208990 sec): 3 clusters Score: Raw -1566893.555747 + Penalty 3078.378911 = -1563815.176837 nChanged 143 SP:Iteration 34Q (2560.272154 sec): 3 clusters Score: Raw -1566946.950768 + Penalty 3078.378911 = -1563868.571857 nChanged 124 SP:Iteration 35Q (2560.339389 sec): 3 clusters Score: Raw -1566982.996575 + Penalty 3078.378911 = -1563904.617665 nChanged 121 SP:Iteration 36Q (2560.410046 sec): 3 clusters Score: Raw -1567017.511572 + Penalty 3078.378911 = -1563939.132661 nChanged 121 SP:Iteration 37Q (2560.466651 sec): 3 clusters Score: Raw -1567056.861856 + Penalty 3078.378911 = -1563978.482945 nChanged 116 SP:Iteration 38Q (2560.541428 sec): 3 clusters Score: Raw -1567095.301963 + Penalty 3078.378911 = -1564016.923052 nChanged 117 SP:Iteration 39Q (2560.604352 sec): 3 clusters Score: Raw -1567131.676318 + Penalty 3078.378911 = -1564053.297407 nChanged 112 SP:Iteration 40F (2560.669723 sec): 3 clusters Score: Raw -1567172.883474 + Penalty 3078.378911 = -1564094.504564 nChanged 115 SP:Iteration 41Q (2560.738562 sec): 3 clusters Score: Raw -1567219.927318 + Penalty 3078.378911 = -1564141.548407 nChanged 130 SP:Iteration 42Q (2560.810163 sec): 3 clusters Score: Raw -1567262.966865 + Penalty 3078.378911 = -1564184.587954 nChanged 103 SP:Iteration 43Q (2560.872789 sec): 3 clusters Score: Raw -1567293.067552 + Penalty 3078.378911 = -1564214.688642 nChanged 84 SP:Iteration 44Q (2560.942600 sec): 3 clusters Score: Raw -1567311.935866 + Penalty 3078.378911 = -1564233.556955 nChanged 69 SP:Iteration 45Q (2560.994669 sec): 3 clusters Score: Raw -1567332.828360 + Penalty 3078.378911 = -1564254.449449 nChanged 90 SP:Iteration 46Q (2561.067604 sec): 3 clusters Score: Raw -1567361.887033 + Penalty 3078.378911 = -1564283.508122 nChanged 92 SP:Iteration 47Q (2561.129824 sec): 3 clusters Score: Raw -1567397.106346 + Penalty 3078.378911 = -1564318.727435 nChanged 108 SP:Iteration 48Q (2561.185677 sec): 3 clusters Score: Raw -1567442.215045 + Penalty 3078.378911 = -1564363.836135 nChanged 107 SP:Iteration 49Q (2561.260682 sec): 3 clusters Score: Raw -1567483.074286 + Penalty 3078.378911 = -1564404.695375 nChanged 94 SP:Iteration 50Q (2561.324096 sec): 3 clusters Score: Raw -1567512.653646 + Penalty 3078.378911 = -1564434.274736 nChanged 83 SP:Iteration 51Q (2561.390346 sec): 3 clusters Score: Raw -1567544.163088 + Penalty 3078.378911 = -1564465.784178 nChanged 75 SP:Iteration 52Q (2561.437133 sec): 3 clusters Score: Raw -1567568.097937 + Penalty 3078.378911 = -1564489.719027 nChanged 71 SP:Iteration 53Q (2561.497098 sec): 3 clusters Score: Raw -1567600.034616 + Penalty 3078.378911 = -1564521.655705 nChanged 86 SP:Iteration 54Q (2561.564045 sec): 3 clusters Score: Raw -1567636.323459 + Penalty 3078.378911 = -1564557.944548 nChanged 79 SP:Iteration 55Q (2561.615594 sec): 3 clusters Score: Raw -1567663.285240 + Penalty 3078.378911 = -1564584.906329 nChanged 68 SP:Iteration 56Q (2561.677820 sec): 3 clusters Score: Raw -1567689.845550 + Penalty 3078.378911 = -1564611.466639 nChanged 62 SP:Iteration 57Q (2561.732623 sec): 3 clusters Score: Raw -1567712.290221 + Penalty 3078.378911 = -1564633.911310 nChanged 72 SP:Iteration 58Q (2561.779773 sec): 3 clusters Score: Raw -1567736.297525 + Penalty 3078.378911 = -1564657.918614 nChanged 62 SP:Iteration 59Q (2561.827187 sec): 3 clusters Score: Raw -1567760.052992 + Penalty 3078.378911 = -1564681.674081 nChanged 75 SP:Iteration 60F (2561.883144 sec): 3 clusters Score: Raw -1567794.535611 + Penalty 3078.378911 = -1564716.156701 nChanged 70 SP:Iteration 61Q (2561.938641 sec): 3 clusters Score: Raw -1567823.660621 + Penalty 3078.378911 = -1564745.281710 nChanged 69 SP:Iteration 62Q (2562.006288 sec): 3 clusters Score: Raw -1567853.072258 + Penalty 3078.378911 = -1564774.693347 nChanged 58 SP:Iteration 63Q (2562.055978 sec): 3 clusters Score: Raw -1567874.747077 + Penalty 3078.378911 = -1564796.368166 nChanged 57 SP:Iteration 64Q (2562.130039 sec): 3 clusters Score: Raw -1567900.468522 + Penalty 3078.378911 = -1564822.089611 nChanged 62 SP:Iteration 65Q (2562.196834 sec): 3 clusters Score: Raw -1567924.834935 + Penalty 3078.378911 = -1564846.456024 nChanged 47 SP:Iteration 66Q (2562.247420 sec): 3 clusters Score: Raw -1567944.935961 + Penalty 3078.378911 = -1564866.557050 nChanged 44 SP:Iteration 67Q (2562.324328 sec): 3 clusters Score: Raw -1567961.224021 + Penalty 3078.378911 = -1564882.845110 nChanged 27 SP:Iteration 68Q (2562.380319 sec): 3 clusters Score: Raw -1567971.390607 + Penalty 3078.378911 = -1564893.011696 nChanged 18 SP:Iteration 69Q (2562.439946 sec): 3 clusters Score: Raw -1567979.390438 + Penalty 3078.378911 = -1564901.011528 nChanged 21 SP:Iteration 70Q (2562.498101 sec): 3 clusters Score: Raw -1567991.988366 + Penalty 3078.378911 = -1564913.609455 nChanged 27 SP:Iteration 71Q (2562.560051 sec): 3 clusters Score: Raw -1568003.779897 + Penalty 3078.378911 = -1564925.400986 nChanged 24 SP:Iteration 72Q (2562.622886 sec): 3 clusters Score: Raw -1568011.911711 + Penalty 3078.378911 = -1564933.532800 nChanged 20 SP:Iteration 73Q (2562.685275 sec): 3 clusters Score: Raw -1568019.818978 + Penalty 3078.378911 = -1564941.440068 nChanged 23 SP:Iteration 74Q (2562.754100 sec): 3 clusters Score: Raw -1568031.415494 + Penalty 3078.378911 = -1564953.036584 nChanged 16 SP:Iteration 75Q (2562.823170 sec): 3 clusters Score: Raw -1568039.663002 + Penalty 3078.378911 = -1564961.284091 nChanged 17 SP:Iteration 76Q (2562.887024 sec): 3 clusters Score: Raw -1568044.791043 + Penalty 3078.378911 = -1564966.412132 nChanged 13 SP:Iteration 77Q (2562.948254 sec): 3 clusters Score: Raw -1568050.168881 + Penalty 3078.378911 = -1564971.789971 nChanged 12 SP:Iteration 78Q (2563.014075 sec): 3 clusters Score: Raw -1568054.436095 + Penalty 3078.378911 = -1564976.057184 nChanged 7 SP:Iteration 79Q (2563.080626 sec): 3 clusters Score: Raw -1568057.006506 + Penalty 3078.378911 = -1564978.627595 nChanged 8 SP:Iteration 80F (2563.136765 sec): 3 clusters Score: Raw -1568060.985673 + Penalty 3078.378911 = -1564982.606763 nChanged 7 SP:Iteration 81Q (2563.203863 sec): 3 clusters Score: Raw -1568063.325174 + Penalty 3078.378911 = -1564984.946263 nChanged 6 SP:Iteration 82Q (2563.259317 sec): 3 clusters Score: Raw -1568064.899462 + Penalty 3078.378911 = -1564986.520551 nChanged 5 SP:Iteration 83Q (2563.312350 sec): 3 clusters Score: Raw -1568067.485528 + Penalty 3078.378911 = -1564989.106617 nChanged 5 SP:Iteration 84Q (2563.380188 sec): 3 clusters Score: Raw -1568069.068764 + Penalty 3078.378911 = -1564990.689853 nChanged 5 SP:Iteration 85Q (2563.428247 sec): 3 clusters Score: Raw -1568070.840421 + Penalty 3078.378911 = -1564992.461510 nChanged 7 SP:Iteration 86Q (2563.497002 sec): 3 clusters Score: Raw -1568073.804105 + Penalty 3078.378911 = -1564995.425194 nChanged 6 SP:Iteration 87Q (2563.561862 sec): 3 clusters Score: Raw -1568076.804712 + Penalty 3078.378911 = -1564998.425802 nChanged 11 SP:Iteration 88Q (2563.628554 sec): 3 clusters Score: Raw -1568080.940823 + Penalty 3078.378911 = -1565002.561912 nChanged 4 SP:Iteration 89Q (2563.693444 sec): 3 clusters Score: Raw -1568082.626072 + Penalty 3078.378911 = -1565004.247162 nChanged 10 SP:Iteration 90Q (2563.757374 sec): 3 clusters Score: Raw -1568087.917420 + Penalty 3078.378911 = -1565009.538509 nChanged 10 SP:Iteration 91Q (2563.822771 sec): 3 clusters Score: Raw -1568092.586203 + Penalty 3078.378911 = -1565014.207292 nChanged 5 SP:Iteration 92Q (2563.889847 sec): 3 clusters Score: Raw -1568094.759291 + Penalty 3078.378911 = -1565016.380380 nChanged 7 SP:Iteration 93Q (2563.955071 sec): 3 clusters Score: Raw -1568098.047658 + Penalty 3078.378911 = -1565019.668748 nChanged 5 SP:Iteration 94Q (2564.014619 sec): 3 clusters Score: Raw -1568099.714186 + Penalty 3078.378911 = -1565021.335275 nChanged 2 SP:Iteration 95Q (2564.067462 sec): 3 clusters Score: Raw -1568100.372107 + Penalty 3078.378911 = -1565021.993196 nChanged 0 SP:Iteration 96F (2564.148119 sec): 3 clusters Score: Raw -1568100.372107 + Penalty 3078.378911 = -1565021.993196 nChanged 0 Trying to split cluster 7 (94812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2564.290509 sec): 2 clusters Score: Raw -11427082.074831 + Penalty 1862.193330 = -11425219.881501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2564.491929 sec): 3 clusters Score: Raw -11365673.228187 + Penalty 3724.386660 = -11361948.841527 nChanged 45123 SP:Iteration 1F (2564.689732 sec): 3 clusters Score: Raw -11392020.270245 + Penalty 3724.386660 = -11388295.883585 nChanged 3325 SP:Iteration 2Q (2564.896575 sec): 3 clusters Score: Raw -11392897.772578 + Penalty 3724.386660 = -11389173.385918 nChanged 3479 SP:Iteration 3Q (2565.109147 sec): 3 clusters Score: Raw -11393972.770832 + Penalty 3724.386660 = -11390248.384172 nChanged 3862 SP:Iteration 4Q (2565.336103 sec): 3 clusters Score: Raw -11395450.336513 + Penalty 3724.386660 = -11391725.949853 nChanged 4334 SP:Iteration 5Q (2565.551768 sec): 3 clusters Score: Raw -11397362.014309 + Penalty 3724.386660 = -11393637.627649 nChanged 4813 SP:Iteration 6F (2565.754599 sec): 3 clusters Score: Raw -11399851.338434 + Penalty 3724.386660 = -11396126.951774 nChanged 5249 SP:Iteration 7F (2565.966141 sec): 3 clusters Score: Raw -11402942.565905 + Penalty 3724.386660 = -11399218.179245 nChanged 5490 SP:Iteration 8F (2566.163096 sec): 3 clusters Score: Raw -11406415.015539 + Penalty 3724.386660 = -11402690.628879 nChanged 5357 SP:Iteration 9F (2566.349840 sec): 3 clusters Score: Raw -11409783.885623 + Penalty 3724.386660 = -11406059.498962 nChanged 4639 SP:Iteration 10Q (2566.562672 sec): 3 clusters Score: Raw -11412343.977238 + Penalty 3724.386660 = -11408619.590578 nChanged 3556 SP:Iteration 11Q (2566.779014 sec): 3 clusters Score: Raw -11413807.522193 + Penalty 3724.386660 = -11410083.135533 nChanged 2404 SP:Iteration 12Q (2566.996510 sec): 3 clusters Score: Raw -11414476.698096 + Penalty 3724.386660 = -11410752.311436 nChanged 1631 SP:Iteration 13Q (2567.210710 sec): 3 clusters Score: Raw -11414865.247008 + Penalty 3724.386660 = -11411140.860347 nChanged 1307 SP:Iteration 14Q (2567.418126 sec): 3 clusters Score: Raw -11415165.562618 + Penalty 3724.386660 = -11411441.175958 nChanged 1219 SP:Iteration 15Q (2567.617445 sec): 3 clusters Score: Raw -11415480.263547 + Penalty 3724.386660 = -11411755.876887 nChanged 1295 SP:Iteration 16Q (2567.811026 sec): 3 clusters Score: Raw -11415857.791430 + Penalty 3724.386660 = -11412133.404770 nChanged 1406 SP:Iteration 17Q (2567.991121 sec): 3 clusters Score: Raw -11416306.985810 + Penalty 3724.386660 = -11412582.599149 nChanged 1511 SP:Iteration 18Q (2568.181490 sec): 3 clusters Score: Raw -11416848.716962 + Penalty 3724.386660 = -11413124.330302 nChanged 1605 SP:Iteration 19Q (2568.376407 sec): 3 clusters Score: Raw -11417470.044148 + Penalty 3724.386660 = -11413745.657488 nChanged 1614 SP:Iteration 20F (2568.566591 sec): 3 clusters Score: Raw -11418093.370374 + Penalty 3724.386660 = -11414368.983714 nChanged 1622 SP:Iteration 21Q (2568.761329 sec): 3 clusters Score: Raw -11418717.963953 + Penalty 3724.386660 = -11414993.577293 nChanged 1606 SP:Iteration 22Q (2568.944574 sec): 3 clusters Score: Raw -11419363.635876 + Penalty 3724.386660 = -11415639.249216 nChanged 1593 SP:Iteration 23Q (2569.119556 sec): 3 clusters Score: Raw -11419987.101724 + Penalty 3724.386660 = -11416262.715063 nChanged 1539 SP:Iteration 24Q (2569.297541 sec): 3 clusters Score: Raw -11420591.421222 + Penalty 3724.386660 = -11416867.034562 nChanged 1480 SP:Iteration 25Q (2569.485444 sec): 3 clusters Score: Raw -11421155.464617 + Penalty 3724.386660 = -11417431.077957 nChanged 1422 SP:Iteration 26Q (2569.669283 sec): 3 clusters Score: Raw -11421686.504796 + Penalty 3724.386660 = -11417962.118135 nChanged 1379 SP:Iteration 27Q (2569.842302 sec): 3 clusters Score: Raw -11422206.747315 + Penalty 3724.386660 = -11418482.360655 nChanged 1354 SP:Iteration 28Q (2570.020929 sec): 3 clusters Score: Raw -11422732.900656 + Penalty 3724.386660 = -11419008.513996 nChanged 1195 SP:Iteration 29Q (2570.214721 sec): 3 clusters Score: Raw -11423218.593341 + Penalty 3724.386660 = -11419494.206681 nChanged 1176 SP:Iteration 30Q (2570.404515 sec): 3 clusters Score: Raw -11423715.213833 + Penalty 3724.386660 = -11419990.827173 nChanged 1092 SP:Iteration 31Q (2570.588639 sec): 3 clusters Score: Raw -11424187.166173 + Penalty 3724.386660 = -11420462.779512 nChanged 992 SP:Iteration 32Q (2570.785844 sec): 3 clusters Score: Raw -11424606.677565 + Penalty 3724.386660 = -11420882.290904 nChanged 861 SP:Iteration 33Q (2570.975278 sec): 3 clusters Score: Raw -11424965.982297 + Penalty 3724.386660 = -11421241.595637 nChanged 813 SP:Iteration 34Q (2571.150808 sec): 3 clusters Score: Raw -11425305.592968 + Penalty 3724.386660 = -11421581.206308 nChanged 765 SP:Iteration 35Q (2571.316901 sec): 3 clusters Score: Raw -11425613.004124 + Penalty 3724.386660 = -11421888.617463 nChanged 696 SP:Iteration 36Q (2571.482839 sec): 3 clusters Score: Raw -11425875.526061 + Penalty 3724.386660 = -11422151.139401 nChanged 629 SP:Iteration 37Q (2571.665155 sec): 3 clusters Score: Raw -11426098.066770 + Penalty 3724.386660 = -11422373.680110 nChanged 592 SP:Iteration 38Q (2571.848889 sec): 3 clusters Score: Raw -11426307.483573 + Penalty 3724.386660 = -11422583.096912 nChanged 586 SP:Iteration 39Q (2572.032645 sec): 3 clusters Score: Raw -11426503.937251 + Penalty 3724.386660 = -11422779.550590 nChanged 500 SP:Iteration 40F (2572.241973 sec): 3 clusters Score: Raw -11426661.113938 + Penalty 3724.386660 = -11422936.727278 nChanged 450 SP:Iteration 41Q (2572.420560 sec): 3 clusters Score: Raw -11426785.160975 + Penalty 3724.386660 = -11423060.774315 nChanged 399 SP:Iteration 42Q (2572.612309 sec): 3 clusters Score: Raw -11426884.101887 + Penalty 3724.386660 = -11423159.715227 nChanged 361 SP:Iteration 43Q (2572.782943 sec): 3 clusters Score: Raw -11426971.632508 + Penalty 3724.386660 = -11423247.245847 nChanged 313 SP:Iteration 44Q (2572.959082 sec): 3 clusters Score: Raw -11427046.693637 + Penalty 3724.386660 = -11423322.306977 nChanged 294 SP:Iteration 45Q (2573.130426 sec): 3 clusters Score: Raw -11427118.558975 + Penalty 3724.386660 = -11423394.172315 nChanged 260 SP:Iteration 46Q (2573.311175 sec): 3 clusters Score: Raw -11427180.477659 + Penalty 3724.386660 = -11423456.090998 nChanged 237 SP:Iteration 47Q (2573.489383 sec): 3 clusters Score: Raw -11427237.822611 + Penalty 3724.386660 = -11423513.435950 nChanged 220 SP:Iteration 48Q (2573.652625 sec): 3 clusters Score: Raw -11427294.138659 + Penalty 3724.386660 = -11423569.751998 nChanged 194 SP:Iteration 49Q (2573.840885 sec): 3 clusters Score: Raw -11427336.792726 + Penalty 3724.386660 = -11423612.406065 nChanged 143 SP:Iteration 50Q (2574.017260 sec): 3 clusters Score: Raw -11427369.108481 + Penalty 3724.386660 = -11423644.721821 nChanged 130 SP:Iteration 51Q (2574.184866 sec): 3 clusters Score: Raw -11427396.671508 + Penalty 3724.386660 = -11423672.284848 nChanged 121 SP:Iteration 52Q (2574.347657 sec): 3 clusters Score: Raw -11427420.605475 + Penalty 3724.386660 = -11423696.218815 nChanged 105 SP:Iteration 53Q (2574.512433 sec): 3 clusters Score: Raw -11427442.996724 + Penalty 3724.386660 = -11423718.610064 nChanged 103 SP:Iteration 54Q (2574.687617 sec): 3 clusters Score: Raw -11427463.019901 + Penalty 3724.386660 = -11423738.633240 nChanged 90 SP:Iteration 55Q (2574.857579 sec): 3 clusters Score: Raw -11427480.173014 + Penalty 3724.386660 = -11423755.786354 nChanged 87 SP:Iteration 56Q (2575.040156 sec): 3 clusters Score: Raw -11427499.562998 + Penalty 3724.386660 = -11423775.176337 nChanged 82 SP:Iteration 57Q (2575.201134 sec): 3 clusters Score: Raw -11427515.925745 + Penalty 3724.386660 = -11423791.539085 nChanged 68 SP:Iteration 58Q (2575.370396 sec): 3 clusters Score: Raw -11427529.760456 + Penalty 3724.386660 = -11423805.373796 nChanged 72 SP:Iteration 59Q (2575.542305 sec): 3 clusters Score: Raw -11427546.047334 + Penalty 3724.386660 = -11423821.660673 nChanged 65 SP:Iteration 60F (2575.738518 sec): 3 clusters Score: Raw -11427557.619368 + Penalty 3724.386660 = -11423833.232708 nChanged 59 SP:Iteration 61Q (2575.891922 sec): 3 clusters Score: Raw -11427567.890669 + Penalty 3724.386660 = -11423843.504008 nChanged 47 SP:Iteration 62Q (2576.048803 sec): 3 clusters Score: Raw -11427574.309108 + Penalty 3724.386660 = -11423849.922447 nChanged 41 SP:Iteration 63Q (2576.221113 sec): 3 clusters Score: Raw -11427581.223144 + Penalty 3724.386660 = -11423856.836484 nChanged 37 SP:Iteration 64Q (2576.389133 sec): 3 clusters Score: Raw -11427586.559284 + Penalty 3724.386660 = -11423862.172624 nChanged 20 SP:Iteration 65Q (2576.547407 sec): 3 clusters Score: Raw -11427589.253160 + Penalty 3724.386660 = -11423864.866500 nChanged 19 SP:Iteration 66Q (2576.718655 sec): 3 clusters Score: Raw -11427591.172274 + Penalty 3724.386660 = -11423866.785614 nChanged 16 SP:Iteration 67Q (2576.877696 sec): 3 clusters Score: Raw -11427593.322419 + Penalty 3724.386660 = -11423868.935759 nChanged 15 SP:Iteration 68Q (2577.035062 sec): 3 clusters Score: Raw -11427594.769065 + Penalty 3724.386660 = -11423870.382405 nChanged 12 SP:Iteration 69Q (2577.196903 sec): 3 clusters Score: Raw -11427595.938043 + Penalty 3724.386660 = -11423871.551383 nChanged 10 SP:Iteration 70Q (2577.369648 sec): 3 clusters Score: Raw -11427597.480850 + Penalty 3724.386660 = -11423873.094190 nChanged 8 SP:Iteration 71Q (2577.539927 sec): 3 clusters Score: Raw -11427598.426777 + Penalty 3724.386660 = -11423874.040117 nChanged 8 SP:Iteration 72Q (2577.713794 sec): 3 clusters Score: Raw -11427599.695122 + Penalty 3724.386660 = -11423875.308462 nChanged 6 SP:Iteration 73Q (2577.878668 sec): 3 clusters Score: Raw -11427600.362498 + Penalty 3724.386660 = -11423875.975837 nChanged 8 SP:Iteration 74Q (2578.058267 sec): 3 clusters Score: Raw -11427602.013356 + Penalty 3724.386660 = -11423877.626696 nChanged 12 SP:Iteration 75Q (2578.223924 sec): 3 clusters Score: Raw -11427603.875749 + Penalty 3724.386660 = -11423879.489089 nChanged 15 SP:Iteration 76Q (2578.380145 sec): 3 clusters Score: Raw -11427605.699479 + Penalty 3724.386660 = -11423881.312819 nChanged 6 SP:Iteration 77Q (2578.534753 sec): 3 clusters Score: Raw -11427606.410202 + Penalty 3724.386660 = -11423882.023542 nChanged 5 SP:Iteration 78Q (2578.689696 sec): 3 clusters Score: Raw -11427606.854840 + Penalty 3724.386660 = -11423882.468180 nChanged 4 SP:Iteration 79Q (2578.864150 sec): 3 clusters Score: Raw -11427607.233019 + Penalty 3724.386660 = -11423882.846359 nChanged 3 SP:Iteration 80F (2579.061436 sec): 3 clusters Score: Raw -11427607.572992 + Penalty 3724.386660 = -11423883.186332 nChanged 4 SP:Iteration 81Q (2579.232954 sec): 3 clusters Score: Raw -11427608.026563 + Penalty 3724.386660 = -11423883.639903 nChanged 3 SP:Iteration 82Q (2579.391981 sec): 3 clusters Score: Raw -11427608.245424 + Penalty 3724.386660 = -11423883.858763 nChanged 4 SP:Iteration 83Q (2579.557652 sec): 3 clusters Score: Raw -11427608.569182 + Penalty 3724.386660 = -11423884.182522 nChanged 3 SP:Iteration 84Q (2579.712115 sec): 3 clusters Score: Raw -11427608.708095 + Penalty 3724.386660 = -11423884.321434 nChanged 0 SP:Iteration 85F (2579.901077 sec): 3 clusters Score: Raw -11427608.708095 + Penalty 3724.386660 = -11423884.321434 nChanged 0 Trying to split cluster 8 (3392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2579.938911 sec): 2 clusters Score: Raw -342008.817525 + Penalty 1320.990937 = -340687.826588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2579.978707 sec): 3 clusters Score: Raw -340403.326133 + Penalty 2641.981874 = -337761.344259 nChanged 1340 SP:Iteration 1F (2580.021794 sec): 3 clusters Score: Raw -341290.378414 + Penalty 2641.981874 = -338648.396540 nChanged 323 SP:Iteration 2F (2580.060575 sec): 3 clusters Score: Raw -341626.006153 + Penalty 2641.981874 = -338984.024279 nChanged 264 SP:Iteration 3F (2580.099147 sec): 3 clusters Score: Raw -341894.019962 + Penalty 2641.981874 = -339252.038088 nChanged 223 SP:Iteration 4F (2580.137752 sec): 3 clusters Score: Raw -342078.963912 + Penalty 2641.981874 = -339436.982038 nChanged 177 SP:Iteration 5F (2580.176264 sec): 3 clusters Score: Raw -342228.019142 + Penalty 2641.981874 = -339586.037268 nChanged 137 SP:Iteration 6Q (2580.222138 sec): 3 clusters Score: Raw -342368.308431 + Penalty 2641.981874 = -339726.326557 nChanged 112 SP:Iteration 7Q (2580.260767 sec): 3 clusters Score: Raw -342471.599477 + Penalty 2641.981874 = -339829.617603 nChanged 106 SP:Iteration 8Q (2580.292240 sec): 3 clusters Score: Raw -342552.774918 + Penalty 2641.981874 = -339910.793044 nChanged 90 SP:Iteration 9Q (2580.330496 sec): 3 clusters Score: Raw -342612.369523 + Penalty 2641.981874 = -339970.387649 nChanged 70 SP:Iteration 10Q (2580.376283 sec): 3 clusters Score: Raw -342648.230883 + Penalty 2641.981874 = -340006.249009 nChanged 57 SP:Iteration 11Q (2580.432670 sec): 3 clusters Score: Raw -342677.000693 + Penalty 2641.981874 = -340035.018819 nChanged 42 SP:Iteration 12Q (2580.473528 sec): 3 clusters Score: Raw -342692.457423 + Penalty 2641.981874 = -340050.475549 nChanged 34 SP:Iteration 13Q (2580.525220 sec): 3 clusters Score: Raw -342704.164889 + Penalty 2641.981874 = -340062.183015 nChanged 32 SP:Iteration 14Q (2580.571585 sec): 3 clusters Score: Raw -342716.381560 + Penalty 2641.981874 = -340074.399686 nChanged 27 SP:Iteration 15Q (2580.627518 sec): 3 clusters Score: Raw -342728.608208 + Penalty 2641.981874 = -340086.626334 nChanged 30 SP:Iteration 16Q (2580.677548 sec): 3 clusters Score: Raw -342740.916295 + Penalty 2641.981874 = -340098.934421 nChanged 27 SP:Iteration 17Q (2580.727271 sec): 3 clusters Score: Raw -342750.784458 + Penalty 2641.981874 = -340108.802584 nChanged 22 SP:Iteration 18Q (2580.779560 sec): 3 clusters Score: Raw -342759.557951 + Penalty 2641.981874 = -340117.576077 nChanged 19 SP:Iteration 19Q (2580.832708 sec): 3 clusters Score: Raw -342767.281259 + Penalty 2641.981874 = -340125.299385 nChanged 19 SP:Iteration 20F (2580.880778 sec): 3 clusters Score: Raw -342777.459118 + Penalty 2641.981874 = -340135.477244 nChanged 18 SP:Iteration 21Q (2580.931815 sec): 3 clusters Score: Raw -342785.169071 + Penalty 2641.981874 = -340143.187197 nChanged 10 SP:Iteration 22Q (2580.989271 sec): 3 clusters Score: Raw -342788.876839 + Penalty 2641.981874 = -340146.894965 nChanged 10 SP:Iteration 23Q (2581.029458 sec): 3 clusters Score: Raw -342791.128669 + Penalty 2641.981874 = -340149.146795 nChanged 9 SP:Iteration 24Q (2581.081954 sec): 3 clusters Score: Raw -342793.392575 + Penalty 2641.981874 = -340151.410701 nChanged 7 SP:Iteration 25Q (2581.143167 sec): 3 clusters Score: Raw -342795.670382 + Penalty 2641.981874 = -340153.688508 nChanged 8 SP:Iteration 26Q (2581.191838 sec): 3 clusters Score: Raw -342797.094333 + Penalty 2641.981874 = -340155.112459 nChanged 10 SP:Iteration 27Q (2581.235092 sec): 3 clusters Score: Raw -342800.527218 + Penalty 2641.981874 = -340158.545344 nChanged 5 SP:Iteration 28Q (2581.289889 sec): 3 clusters Score: Raw -342802.469901 + Penalty 2641.981874 = -340160.488027 nChanged 8 SP:Iteration 29Q (2581.345159 sec): 3 clusters Score: Raw -342804.037713 + Penalty 2641.981874 = -340162.055839 nChanged 4 SP:Iteration 30Q (2581.396724 sec): 3 clusters Score: Raw -342805.250593 + Penalty 2641.981874 = -340163.268719 nChanged 5 SP:Iteration 31Q (2581.444629 sec): 3 clusters Score: Raw -342807.023641 + Penalty 2641.981874 = -340165.041767 nChanged 5 SP:Iteration 32Q (2581.491038 sec): 3 clusters Score: Raw -342809.502363 + Penalty 2641.981874 = -340167.520489 nChanged 5 SP:Iteration 33Q (2581.539310 sec): 3 clusters Score: Raw -342811.693446 + Penalty 2641.981874 = -340169.711572 nChanged 8 SP:Iteration 34Q (2581.592788 sec): 3 clusters Score: Raw -342815.161455 + Penalty 2641.981874 = -340173.179581 nChanged 7 SP:Iteration 35Q (2581.638708 sec): 3 clusters Score: Raw -342817.599482 + Penalty 2641.981874 = -340175.617608 nChanged 5 SP:Iteration 36Q (2581.680227 sec): 3 clusters Score: Raw -342819.514799 + Penalty 2641.981874 = -340177.532925 nChanged 6 SP:Iteration 37Q (2581.738262 sec): 3 clusters Score: Raw -342820.647322 + Penalty 2641.981874 = -340178.665448 nChanged 6 SP:Iteration 38Q (2581.779388 sec): 3 clusters Score: Raw -342822.319369 + Penalty 2641.981874 = -340180.337495 nChanged 5 SP:Iteration 39Q (2581.818354 sec): 3 clusters Score: Raw -342824.349121 + Penalty 2641.981874 = -340182.367247 nChanged 1 SP:Iteration 40F (2581.864538 sec): 3 clusters Score: Raw -342824.427017 + Penalty 2641.981874 = -340182.445143 nChanged 1 SP:Iteration 41Q (2581.902393 sec): 3 clusters Score: Raw -342824.721955 + Penalty 2641.981874 = -340182.740081 nChanged 0 SP:Iteration 42F (2581.952478 sec): 3 clusters Score: Raw -342824.721955 + Penalty 2641.981874 = -340182.740081 nChanged 0 Trying to split cluster 9 (12980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2581.993296 sec): 2 clusters Score: Raw -1516414.839499 + Penalty 1539.064311 = -1514875.775188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2582.069115 sec): 3 clusters Score: Raw -1508862.395199 + Penalty 3078.128622 = -1505784.266577 nChanged 5771 SP:Iteration 1F (2582.130158 sec): 3 clusters Score: Raw -1512130.491418 + Penalty 3078.128622 = -1509052.362796 nChanged 923 SP:Iteration 2F (2582.200928 sec): 3 clusters Score: Raw -1512781.004936 + Penalty 3078.128622 = -1509702.876314 nChanged 1034 SP:Iteration 3F (2582.271979 sec): 3 clusters Score: Raw -1513715.872157 + Penalty 3078.128622 = -1510637.743535 nChanged 1104 SP:Iteration 4F (2582.341900 sec): 3 clusters Score: Raw -1514816.184962 + Penalty 3078.128622 = -1511738.056340 nChanged 1005 SP:Iteration 5F (2582.412191 sec): 3 clusters Score: Raw -1515662.868345 + Penalty 3078.128622 = -1512584.739724 nChanged 750 SP:Iteration 6F (2582.475425 sec): 3 clusters Score: Raw -1516127.561988 + Penalty 3078.128622 = -1513049.433366 nChanged 505 SP:Iteration 7Q (2582.535426 sec): 3 clusters Score: Raw -1516341.710562 + Penalty 3078.128622 = -1513263.581940 nChanged 313 SP:Iteration 8Q (2582.612449 sec): 3 clusters Score: Raw -1516432.588430 + Penalty 3078.128622 = -1513354.459808 nChanged 198 SP:Iteration 9Q (2582.687356 sec): 3 clusters Score: Raw -1516477.221640 + Penalty 3078.128622 = -1513399.093018 nChanged 133 SP:Iteration 10Q (2582.755603 sec): 3 clusters Score: Raw -1516501.905764 + Penalty 3078.128622 = -1513423.777142 nChanged 85 SP:Iteration 11Q (2582.820478 sec): 3 clusters Score: Raw -1516515.086295 + Penalty 3078.128622 = -1513436.957673 nChanged 64 SP:Iteration 12Q (2582.887578 sec): 3 clusters Score: Raw -1516525.319533 + Penalty 3078.128622 = -1513447.190912 nChanged 50 SP:Iteration 13Q (2582.948584 sec): 3 clusters Score: Raw -1516532.232946 + Penalty 3078.128622 = -1513454.104324 nChanged 48 SP:Iteration 14Q (2583.019064 sec): 3 clusters Score: Raw -1516541.141029 + Penalty 3078.128622 = -1513463.012407 nChanged 40 SP:Iteration 15Q (2583.091965 sec): 3 clusters Score: Raw -1516546.550902 + Penalty 3078.128622 = -1513468.422280 nChanged 38 SP:Iteration 16Q (2583.162809 sec): 3 clusters Score: Raw -1516551.730080 + Penalty 3078.128622 = -1513473.601458 nChanged 29 SP:Iteration 17Q (2583.222734 sec): 3 clusters Score: Raw -1516555.522186 + Penalty 3078.128622 = -1513477.393564 nChanged 25 SP:Iteration 18Q (2583.289289 sec): 3 clusters Score: Raw -1516559.849351 + Penalty 3078.128622 = -1513481.720730 nChanged 32 SP:Iteration 19Q (2583.350078 sec): 3 clusters Score: Raw -1516567.026523 + Penalty 3078.128622 = -1513488.897901 nChanged 35 SP:Iteration 20F (2583.412347 sec): 3 clusters Score: Raw -1516575.879466 + Penalty 3078.128622 = -1513497.750844 nChanged 43 SP:Iteration 21Q (2583.471058 sec): 3 clusters Score: Raw -1516586.393637 + Penalty 3078.128622 = -1513508.265015 nChanged 49 SP:Iteration 22Q (2583.536483 sec): 3 clusters Score: Raw -1516599.920619 + Penalty 3078.128622 = -1513521.791997 nChanged 54 SP:Iteration 23Q (2583.609963 sec): 3 clusters Score: Raw -1516615.230682 + Penalty 3078.128622 = -1513537.102060 nChanged 61 SP:Iteration 24Q (2583.673264 sec): 3 clusters Score: Raw -1516628.911935 + Penalty 3078.128622 = -1513550.783313 nChanged 60 SP:Iteration 25Q (2583.727219 sec): 3 clusters Score: Raw -1516643.747299 + Penalty 3078.128622 = -1513565.618677 nChanged 55 SP:Iteration 26Q (2583.800395 sec): 3 clusters Score: Raw -1516658.986380 + Penalty 3078.128622 = -1513580.857758 nChanged 73 SP:Iteration 27Q (2583.855567 sec): 3 clusters Score: Raw -1516682.306105 + Penalty 3078.128622 = -1513604.177483 nChanged 87 SP:Iteration 28Q (2583.922964 sec): 3 clusters Score: Raw -1516712.845912 + Penalty 3078.128622 = -1513634.717290 nChanged 83 SP:Iteration 29Q (2583.993461 sec): 3 clusters Score: Raw -1516744.183718 + Penalty 3078.128622 = -1513666.055097 nChanged 85 SP:Iteration 30Q (2584.051732 sec): 3 clusters Score: Raw -1516779.617210 + Penalty 3078.128622 = -1513701.488589 nChanged 98 SP:Iteration 31Q (2584.132978 sec): 3 clusters Score: Raw -1516814.850932 + Penalty 3078.128622 = -1513736.722310 nChanged 86 SP:Iteration 32Q (2584.201377 sec): 3 clusters Score: Raw -1516846.970461 + Penalty 3078.128622 = -1513768.841839 nChanged 80 SP:Iteration 33Q (2584.252649 sec): 3 clusters Score: Raw -1516869.513498 + Penalty 3078.128622 = -1513791.384877 nChanged 69 SP:Iteration 34Q (2584.310174 sec): 3 clusters Score: Raw -1516888.776082 + Penalty 3078.128622 = -1513810.647460 nChanged 73 SP:Iteration 35Q (2584.374108 sec): 3 clusters Score: Raw -1516908.637963 + Penalty 3078.128622 = -1513830.509341 nChanged 62 SP:Iteration 36Q (2584.437329 sec): 3 clusters Score: Raw -1516921.727677 + Penalty 3078.128622 = -1513843.599055 nChanged 40 SP:Iteration 37Q (2584.504509 sec): 3 clusters Score: Raw -1516930.660342 + Penalty 3078.128622 = -1513852.531720 nChanged 43 SP:Iteration 38Q (2584.579336 sec): 3 clusters Score: Raw -1516940.939994 + Penalty 3078.128622 = -1513862.811372 nChanged 40 SP:Iteration 39Q (2584.638648 sec): 3 clusters Score: Raw -1516948.001150 + Penalty 3078.128622 = -1513869.872528 nChanged 26 SP:Iteration 40F (2584.710691 sec): 3 clusters Score: Raw -1516953.523435 + Penalty 3078.128622 = -1513875.394813 nChanged 32 SP:Iteration 41Q (2584.781312 sec): 3 clusters Score: Raw -1516958.686835 + Penalty 3078.128622 = -1513880.558213 nChanged 25 SP:Iteration 42Q (2584.855493 sec): 3 clusters Score: Raw -1516962.504936 + Penalty 3078.128622 = -1513884.376314 nChanged 18 SP:Iteration 43Q (2584.934790 sec): 3 clusters Score: Raw -1516965.100848 + Penalty 3078.128622 = -1513886.972226 nChanged 11 SP:Iteration 44Q (2584.999823 sec): 3 clusters Score: Raw -1516966.112159 + Penalty 3078.128622 = -1513887.983537 nChanged 7 SP:Iteration 45Q (2585.072428 sec): 3 clusters Score: Raw -1516966.602433 + Penalty 3078.128622 = -1513888.473812 nChanged 5 SP:Iteration 46Q (2585.137282 sec): 3 clusters Score: Raw -1516967.084477 + Penalty 3078.128622 = -1513888.955855 nChanged 4 SP:Iteration 47Q (2585.204502 sec): 3 clusters Score: Raw -1516967.759901 + Penalty 3078.128622 = -1513889.631279 nChanged 12 SP:Iteration 48Q (2585.276629 sec): 3 clusters Score: Raw -1516969.538523 + Penalty 3078.128622 = -1513891.409901 nChanged 8 SP:Iteration 49Q (2585.350025 sec): 3 clusters Score: Raw -1516970.634897 + Penalty 3078.128622 = -1513892.506275 nChanged 11 SP:Iteration 50Q (2585.414853 sec): 3 clusters Score: Raw -1516972.520692 + Penalty 3078.128622 = -1513894.392070 nChanged 8 SP:Iteration 51Q (2585.489379 sec): 3 clusters Score: Raw -1516973.335313 + Penalty 3078.128622 = -1513895.206691 nChanged 5 SP:Iteration 52Q (2585.560024 sec): 3 clusters Score: Raw -1516973.832856 + Penalty 3078.128622 = -1513895.704235 nChanged 1 SP:Iteration 53Q (2585.623619 sec): 3 clusters Score: Raw -1516974.010909 + Penalty 3078.128622 = -1513895.882287 nChanged 1 SP:Iteration 54Q (2585.699131 sec): 3 clusters Score: Raw -1516974.101655 + Penalty 3078.128622 = -1513895.973033 nChanged 5 SP:Iteration 55Q (2585.759623 sec): 3 clusters Score: Raw -1516974.523309 + Penalty 3078.128622 = -1513896.394687 nChanged 3 SP:Iteration 56Q (2585.841149 sec): 3 clusters Score: Raw -1516974.752426 + Penalty 3078.128622 = -1513896.623804 nChanged 3 SP:Iteration 57Q (2585.901487 sec): 3 clusters Score: Raw -1516975.091560 + Penalty 3078.128622 = -1513896.962938 nChanged 3 SP:Iteration 58Q (2585.971264 sec): 3 clusters Score: Raw -1516975.363389 + Penalty 3078.128622 = -1513897.234767 nChanged 4 SP:Iteration 59Q (2586.043671 sec): 3 clusters Score: Raw -1516975.703571 + Penalty 3078.128622 = -1513897.574949 nChanged 2 SP:Iteration 60F (2586.115715 sec): 3 clusters Score: Raw -1516975.891001 + Penalty 3078.128622 = -1513897.762379 nChanged 1 SP:Iteration 61Q (2586.173662 sec): 3 clusters Score: Raw -1516975.940518 + Penalty 3078.128622 = -1513897.811896 nChanged 1 SP:Iteration 62Q (2586.236955 sec): 3 clusters Score: Raw -1516975.954525 + Penalty 3078.128622 = -1513897.825903 nChanged 0 SP:Iteration 63F (2586.296304 sec): 3 clusters Score: Raw -1516975.954525 + Penalty 3078.128622 = -1513897.825903 nChanged 0 Trying to split cluster 10 (821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2586.323504 sec): 2 clusters Score: Raw -99989.193322 + Penalty 1090.460005 = -98898.733317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2586.376606 sec): 3 clusters Score: Raw -99765.722741 + Penalty 2180.920011 = -97584.802730 nChanged 206 SP:Iteration 1F (2586.414090 sec): 3 clusters Score: Raw -99980.053019 + Penalty 2180.920011 = -97799.133008 nChanged 60 SP:Iteration 2F (2586.462950 sec): 3 clusters Score: Raw -100063.618186 + Penalty 2180.920011 = -97882.698175 nChanged 29 SP:Iteration 3Q (2586.518872 sec): 3 clusters Score: Raw -100100.144639 + Penalty 2180.920011 = -97919.224629 nChanged 20 SP:Iteration 4Q (2586.567238 sec): 3 clusters Score: Raw -100123.041781 + Penalty 2180.920011 = -97942.121770 nChanged 12 SP:Iteration 5Q (2586.618443 sec): 3 clusters Score: Raw -100139.434855 + Penalty 2180.920011 = -97958.514845 nChanged 16 SP:Iteration 6Q (2586.667888 sec): 3 clusters Score: Raw -100160.402749 + Penalty 2180.920011 = -97979.482739 nChanged 11 SP:Iteration 7Q (2586.711044 sec): 3 clusters Score: Raw -100175.983876 + Penalty 2180.920011 = -97995.063865 nChanged 4 SP:Iteration 8Q (2586.749493 sec): 3 clusters Score: Raw -100178.607731 + Penalty 2180.920011 = -97997.687720 nChanged 0 SP:Iteration 9F (2586.806571 sec): 3 clusters Score: Raw -100178.607731 + Penalty 2180.920011 = -97997.687720 nChanged 0 Trying to split cluster 11 (12868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2586.836792 sec): 2 clusters Score: Raw -1407900.099072 + Penalty 1537.656069 = -1406362.443003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2586.897220 sec): 3 clusters Score: Raw -1400510.744747 + Penalty 3075.312139 = -1397435.432608 nChanged 5587 SP:Iteration 1F (2586.966335 sec): 3 clusters Score: Raw -1403719.015238 + Penalty 3075.312139 = -1400643.703099 nChanged 875 SP:Iteration 2F (2587.036797 sec): 3 clusters Score: Raw -1404240.984529 + Penalty 3075.312139 = -1401165.672390 nChanged 842 SP:Iteration 3F (2587.095421 sec): 3 clusters Score: Raw -1404770.056190 + Penalty 3075.312139 = -1401694.744052 nChanged 811 SP:Iteration 4F (2587.175357 sec): 3 clusters Score: Raw -1405323.748642 + Penalty 3075.312139 = -1402248.436504 nChanged 787 SP:Iteration 5F (2587.244139 sec): 3 clusters Score: Raw -1405827.459794 + Penalty 3075.312139 = -1402752.147655 nChanged 657 SP:Iteration 6F (2587.303203 sec): 3 clusters Score: Raw -1406286.030005 + Penalty 3075.312139 = -1403210.717866 nChanged 588 SP:Iteration 7Q (2587.382683 sec): 3 clusters Score: Raw -1406678.507973 + Penalty 3075.312139 = -1403603.195835 nChanged 480 SP:Iteration 8Q (2587.443025 sec): 3 clusters Score: Raw -1407046.664523 + Penalty 3075.312139 = -1403971.352384 nChanged 415 SP:Iteration 9Q (2587.513287 sec): 3 clusters Score: Raw -1407366.891605 + Penalty 3075.312139 = -1404291.579467 nChanged 305 SP:Iteration 10Q (2587.581599 sec): 3 clusters Score: Raw -1407610.709902 + Penalty 3075.312139 = -1404535.397763 nChanged 242 SP:Iteration 11Q (2587.659923 sec): 3 clusters Score: Raw -1407776.021647 + Penalty 3075.312139 = -1404700.709508 nChanged 154 SP:Iteration 12Q (2587.727773 sec): 3 clusters Score: Raw -1407881.779173 + Penalty 3075.312139 = -1404806.467035 nChanged 117 SP:Iteration 13Q (2587.784671 sec): 3 clusters Score: Raw -1407951.251768 + Penalty 3075.312139 = -1404875.939629 nChanged 89 SP:Iteration 14Q (2587.853031 sec): 3 clusters Score: Raw -1408009.695209 + Penalty 3075.312139 = -1404934.383070 nChanged 59 SP:Iteration 15Q (2587.923877 sec): 3 clusters Score: Raw -1408047.011258 + Penalty 3075.312139 = -1404971.699119 nChanged 49 SP:Iteration 16Q (2587.974866 sec): 3 clusters Score: Raw -1408081.360180 + Penalty 3075.312139 = -1405006.048041 nChanged 43 SP:Iteration 17Q (2588.035375 sec): 3 clusters Score: Raw -1408105.733174 + Penalty 3075.312139 = -1405030.421035 nChanged 37 SP:Iteration 18Q (2588.104688 sec): 3 clusters Score: Raw -1408132.377283 + Penalty 3075.312139 = -1405057.065144 nChanged 25 SP:Iteration 19Q (2588.162602 sec): 3 clusters Score: Raw -1408145.018031 + Penalty 3075.312139 = -1405069.705893 nChanged 16 SP:Iteration 20F (2588.225938 sec): 3 clusters Score: Raw -1408153.385485 + Penalty 3075.312139 = -1405078.073347 nChanged 14 SP:Iteration 21Q (2588.277623 sec): 3 clusters Score: Raw -1408160.145002 + Penalty 3075.312139 = -1405084.832863 nChanged 11 SP:Iteration 22Q (2588.349408 sec): 3 clusters Score: Raw -1408166.105932 + Penalty 3075.312139 = -1405090.793793 nChanged 8 SP:Iteration 23Q (2588.404937 sec): 3 clusters Score: Raw -1408171.718785 + Penalty 3075.312139 = -1405096.406646 nChanged 7 SP:Iteration 24Q (2588.450533 sec): 3 clusters Score: Raw -1408174.920578 + Penalty 3075.312139 = -1405099.608439 nChanged 8 SP:Iteration 25Q (2588.518157 sec): 3 clusters Score: Raw -1408178.043755 + Penalty 3075.312139 = -1405102.731616 nChanged 1 SP:Iteration 26Q (2588.581359 sec): 3 clusters Score: Raw -1408178.470630 + Penalty 3075.312139 = -1405103.158491 nChanged 3 SP:Iteration 27Q (2588.635589 sec): 3 clusters Score: Raw -1408180.152630 + Penalty 3075.312139 = -1405104.840491 nChanged 5 SP:Iteration 28Q (2588.696335 sec): 3 clusters Score: Raw -1408182.690136 + Penalty 3075.312139 = -1405107.377997 nChanged 5 SP:Iteration 29Q (2588.765465 sec): 3 clusters Score: Raw -1408185.355494 + Penalty 3075.312139 = -1405110.043356 nChanged 4 SP:Iteration 30Q (2588.834653 sec): 3 clusters Score: Raw -1408186.379116 + Penalty 3075.312139 = -1405111.066977 nChanged 3 SP:Iteration 31Q (2588.899339 sec): 3 clusters Score: Raw -1408187.852405 + Penalty 3075.312139 = -1405112.540266 nChanged 5 SP:Iteration 32Q (2588.958599 sec): 3 clusters Score: Raw -1408191.015909 + Penalty 3075.312139 = -1405115.703771 nChanged 1 SP:Iteration 33Q (2589.022698 sec): 3 clusters Score: Raw -1408191.233081 + Penalty 3075.312139 = -1405115.920942 nChanged 0 SP:Iteration 34F (2589.090828 sec): 3 clusters Score: Raw -1408191.233081 + Penalty 3075.312139 = -1405115.920942 nChanged 0 Trying to split cluster 12 (8646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2589.128244 sec): 2 clusters Score: Raw -1020638.463328 + Penalty 1473.038461 = -1019165.424867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2589.187493 sec): 3 clusters Score: Raw -1015817.979260 + Penalty 2946.076921 = -1012871.902339 nChanged 3727 SP:Iteration 1F (2589.241405 sec): 3 clusters Score: Raw -1017856.052280 + Penalty 2946.076921 = -1014909.975358 nChanged 651 SP:Iteration 2F (2589.294560 sec): 3 clusters Score: Raw -1018245.343202 + Penalty 2946.076921 = -1015299.266281 nChanged 559 SP:Iteration 3F (2589.361881 sec): 3 clusters Score: Raw -1018604.237431 + Penalty 2946.076921 = -1015658.160510 nChanged 564 SP:Iteration 4F (2589.425107 sec): 3 clusters Score: Raw -1018987.512143 + Penalty 2946.076921 = -1016041.435222 nChanged 543 SP:Iteration 5F (2589.485443 sec): 3 clusters Score: Raw -1019378.059685 + Penalty 2946.076921 = -1016431.982764 nChanged 518 SP:Iteration 6F (2589.547063 sec): 3 clusters Score: Raw -1019749.560466 + Penalty 2946.076921 = -1016803.483545 nChanged 439 SP:Iteration 7F (2589.613349 sec): 3 clusters Score: Raw -1020064.275715 + Penalty 2946.076921 = -1017118.198794 nChanged 373 SP:Iteration 8Q (2589.669715 sec): 3 clusters Score: Raw -1020344.741795 + Penalty 2946.076921 = -1017398.664873 nChanged 348 SP:Iteration 9Q (2589.726425 sec): 3 clusters Score: Raw -1020611.793409 + Penalty 2946.076921 = -1017665.716488 nChanged 262 SP:Iteration 10Q (2589.772581 sec): 3 clusters Score: Raw -1020799.255206 + Penalty 2946.076921 = -1017853.178285 nChanged 208 SP:Iteration 11Q (2589.827826 sec): 3 clusters Score: Raw -1020930.003240 + Penalty 2946.076921 = -1017983.926319 nChanged 182 SP:Iteration 12Q (2589.892235 sec): 3 clusters Score: Raw -1021034.347217 + Penalty 2946.076921 = -1018088.270296 nChanged 128 SP:Iteration 13Q (2589.937381 sec): 3 clusters Score: Raw -1021091.989819 + Penalty 2946.076921 = -1018145.912898 nChanged 84 SP:Iteration 14Q (2589.999258 sec): 3 clusters Score: Raw -1021119.589076 + Penalty 2946.076921 = -1018173.512155 nChanged 56 SP:Iteration 15Q (2590.058654 sec): 3 clusters Score: Raw -1021140.117147 + Penalty 2946.076921 = -1018194.040226 nChanged 43 SP:Iteration 16Q (2590.108047 sec): 3 clusters Score: Raw -1021151.969252 + Penalty 2946.076921 = -1018205.892331 nChanged 34 SP:Iteration 17Q (2590.178617 sec): 3 clusters Score: Raw -1021161.917898 + Penalty 2946.076921 = -1018215.840976 nChanged 36 SP:Iteration 18Q (2590.242513 sec): 3 clusters Score: Raw -1021169.663836 + Penalty 2946.076921 = -1018223.586915 nChanged 26 SP:Iteration 19Q (2590.305062 sec): 3 clusters Score: Raw -1021175.374675 + Penalty 2946.076921 = -1018229.297754 nChanged 22 SP:Iteration 20F (2590.360532 sec): 3 clusters Score: Raw -1021179.139304 + Penalty 2946.076921 = -1018233.062383 nChanged 15 SP:Iteration 21Q (2590.407586 sec): 3 clusters Score: Raw -1021181.075317 + Penalty 2946.076921 = -1018234.998396 nChanged 13 SP:Iteration 22Q (2590.474577 sec): 3 clusters Score: Raw -1021182.941081 + Penalty 2946.076921 = -1018236.864160 nChanged 11 SP:Iteration 23Q (2590.536363 sec): 3 clusters Score: Raw -1021184.518409 + Penalty 2946.076921 = -1018238.441487 nChanged 12 SP:Iteration 24Q (2590.593213 sec): 3 clusters Score: Raw -1021186.341673 + Penalty 2946.076921 = -1018240.264752 nChanged 7 SP:Iteration 25Q (2590.659945 sec): 3 clusters Score: Raw -1021187.568282 + Penalty 2946.076921 = -1018241.491361 nChanged 9 SP:Iteration 26Q (2590.724658 sec): 3 clusters Score: Raw -1021188.897837 + Penalty 2946.076921 = -1018242.820916 nChanged 7 SP:Iteration 27Q (2590.790263 sec): 3 clusters Score: Raw -1021189.948743 + Penalty 2946.076921 = -1018243.871822 nChanged 6 SP:Iteration 28Q (2590.837773 sec): 3 clusters Score: Raw -1021191.222693 + Penalty 2946.076921 = -1018245.145772 nChanged 6 SP:Iteration 29Q (2590.907177 sec): 3 clusters Score: Raw -1021192.176681 + Penalty 2946.076921 = -1018246.099760 nChanged 6 SP:Iteration 30Q (2590.958912 sec): 3 clusters Score: Raw -1021193.343905 + Penalty 2946.076921 = -1018247.266983 nChanged 4 SP:Iteration 31Q (2591.018740 sec): 3 clusters Score: Raw -1021193.888224 + Penalty 2946.076921 = -1018247.811303 nChanged 4 SP:Iteration 32Q (2591.063829 sec): 3 clusters Score: Raw -1021194.335884 + Penalty 2946.076921 = -1018248.258963 nChanged 4 SP:Iteration 33Q (2591.127509 sec): 3 clusters Score: Raw -1021194.978375 + Penalty 2946.076921 = -1018248.901454 nChanged 5 SP:Iteration 34Q (2591.182922 sec): 3 clusters Score: Raw -1021195.550027 + Penalty 2946.076921 = -1018249.473106 nChanged 5 SP:Iteration 35Q (2591.241289 sec): 3 clusters Score: Raw -1021196.163623 + Penalty 2946.076921 = -1018250.086702 nChanged 1 SP:Iteration 36Q (2591.310611 sec): 3 clusters Score: Raw -1021196.384908 + Penalty 2946.076921 = -1018250.307987 nChanged 3 SP:Iteration 37Q (2591.363732 sec): 3 clusters Score: Raw -1021196.792567 + Penalty 2946.076921 = -1018250.715646 nChanged 2 SP:Iteration 38Q (2591.422391 sec): 3 clusters Score: Raw -1021196.901481 + Penalty 2946.076921 = -1018250.824560 nChanged 0 SP:Iteration 39F (2591.470815 sec): 3 clusters Score: Raw -1021196.901481 + Penalty 2946.076921 = -1018250.824560 nChanged 0 Trying to split cluster 13 (67385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2591.583644 sec): 2 clusters Score: Raw -8111385.438475 + Penalty 1806.703880 = -8109578.734596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2591.745650 sec): 3 clusters Score: Raw -8068126.281159 + Penalty 3613.407759 = -8064512.873400 nChanged 31970 SP:Iteration 1F (2591.911882 sec): 3 clusters Score: Raw -8087106.190146 + Penalty 3613.407759 = -8083492.782387 nChanged 3368 SP:Iteration 2Q (2592.078494 sec): 3 clusters Score: Raw -8088617.052623 + Penalty 3613.407759 = -8085003.644864 nChanged 3796 SP:Iteration 3F (2592.239172 sec): 3 clusters Score: Raw -8090746.388398 + Penalty 3613.407759 = -8087132.980639 nChanged 4314 SP:Iteration 4F (2592.396224 sec): 3 clusters Score: Raw -8093552.172784 + Penalty 3613.407759 = -8089938.765025 nChanged 4647 SP:Iteration 5F (2592.562321 sec): 3 clusters Score: Raw -8096955.796509 + Penalty 3613.407759 = -8093342.388750 nChanged 4521 SP:Iteration 6F (2592.724800 sec): 3 clusters Score: Raw -8100464.888504 + Penalty 3613.407759 = -8096851.480745 nChanged 3963 SP:Iteration 7F (2592.891941 sec): 3 clusters Score: Raw -8103460.432301 + Penalty 3613.407759 = -8099847.024542 nChanged 3114 SP:Iteration 8Q (2593.076366 sec): 3 clusters Score: Raw -8105432.131898 + Penalty 3613.407759 = -8101818.724138 nChanged 2188 SP:Iteration 9Q (2593.225608 sec): 3 clusters Score: Raw -8106525.784656 + Penalty 3613.407759 = -8102912.376897 nChanged 1594 SP:Iteration 10Q (2593.375906 sec): 3 clusters Score: Raw -8107254.670177 + Penalty 3613.407759 = -8103641.262418 nChanged 1308 SP:Iteration 11Q (2593.522079 sec): 3 clusters Score: Raw -8107822.602054 + Penalty 3613.407759 = -8104209.194295 nChanged 1163 SP:Iteration 12Q (2593.668520 sec): 3 clusters Score: Raw -8108295.607481 + Penalty 3613.407759 = -8104682.199722 nChanged 1033 SP:Iteration 13Q (2593.815186 sec): 3 clusters Score: Raw -8108691.005632 + Penalty 3613.407759 = -8105077.597873 nChanged 952 SP:Iteration 14Q (2593.964705 sec): 3 clusters Score: Raw -8109025.532793 + Penalty 3613.407759 = -8105412.125034 nChanged 856 SP:Iteration 15Q (2594.097571 sec): 3 clusters Score: Raw -8109302.750130 + Penalty 3613.407759 = -8105689.342371 nChanged 823 SP:Iteration 16Q (2594.246080 sec): 3 clusters Score: Raw -8109570.113636 + Penalty 3613.407759 = -8105956.705876 nChanged 756 SP:Iteration 17Q (2594.392848 sec): 3 clusters Score: Raw -8109816.730269 + Penalty 3613.407759 = -8106203.322510 nChanged 697 SP:Iteration 18Q (2594.542308 sec): 3 clusters Score: Raw -8110046.273813 + Penalty 3613.407759 = -8106432.866054 nChanged 638 SP:Iteration 19Q (2594.683657 sec): 3 clusters Score: Raw -8110260.789597 + Penalty 3613.407759 = -8106647.381838 nChanged 649 SP:Iteration 20F (2594.848156 sec): 3 clusters Score: Raw -8110495.519199 + Penalty 3613.407759 = -8106882.111440 nChanged 587 SP:Iteration 21Q (2594.992721 sec): 3 clusters Score: Raw -8110702.619627 + Penalty 3613.407759 = -8107089.211868 nChanged 534 SP:Iteration 22Q (2595.132229 sec): 3 clusters Score: Raw -8110898.139231 + Penalty 3613.407759 = -8107284.731472 nChanged 462 SP:Iteration 23Q (2595.272064 sec): 3 clusters Score: Raw -8111071.861327 + Penalty 3613.407759 = -8107458.453568 nChanged 417 SP:Iteration 24Q (2595.408944 sec): 3 clusters Score: Raw -8111250.037585 + Penalty 3613.407759 = -8107636.629826 nChanged 359 SP:Iteration 25Q (2595.558182 sec): 3 clusters Score: Raw -8111424.262285 + Penalty 3613.407759 = -8107810.854525 nChanged 302 SP:Iteration 26Q (2595.694679 sec): 3 clusters Score: Raw -8111554.514411 + Penalty 3613.407759 = -8107941.106652 nChanged 242 SP:Iteration 27Q (2595.829751 sec): 3 clusters Score: Raw -8111655.190345 + Penalty 3613.407759 = -8108041.782586 nChanged 202 SP:Iteration 28Q (2595.971571 sec): 3 clusters Score: Raw -8111739.064790 + Penalty 3613.407759 = -8108125.657031 nChanged 166 SP:Iteration 29Q (2596.109101 sec): 3 clusters Score: Raw -8111795.648277 + Penalty 3613.407759 = -8108182.240518 nChanged 134 SP:Iteration 30Q (2596.241512 sec): 3 clusters Score: Raw -8111834.773577 + Penalty 3613.407759 = -8108221.365818 nChanged 131 SP:Iteration 31Q (2596.368312 sec): 3 clusters Score: Raw -8111870.699494 + Penalty 3613.407759 = -8108257.291735 nChanged 112 SP:Iteration 32Q (2596.505370 sec): 3 clusters Score: Raw -8111904.772919 + Penalty 3613.407759 = -8108291.365160 nChanged 90 SP:Iteration 33Q (2596.629454 sec): 3 clusters Score: Raw -8111935.391115 + Penalty 3613.407759 = -8108321.983356 nChanged 100 SP:Iteration 34Q (2596.760554 sec): 3 clusters Score: Raw -8111970.148447 + Penalty 3613.407759 = -8108356.740688 nChanged 94 SP:Iteration 35Q (2596.896406 sec): 3 clusters Score: Raw -8112003.478501 + Penalty 3613.407759 = -8108390.070742 nChanged 82 SP:Iteration 36Q (2597.027597 sec): 3 clusters Score: Raw -8112032.528038 + Penalty 3613.407759 = -8108419.120279 nChanged 72 SP:Iteration 37Q (2597.155615 sec): 3 clusters Score: Raw -8112057.113146 + Penalty 3613.407759 = -8108443.705387 nChanged 62 SP:Iteration 38Q (2597.287287 sec): 3 clusters Score: Raw -8112075.892194 + Penalty 3613.407759 = -8108462.484435 nChanged 64 SP:Iteration 39Q (2597.429070 sec): 3 clusters Score: Raw -8112095.393858 + Penalty 3613.407759 = -8108481.986099 nChanged 57 SP:Iteration 40F (2597.583749 sec): 3 clusters Score: Raw -8112110.728970 + Penalty 3613.407759 = -8108497.321211 nChanged 43 SP:Iteration 41Q (2597.706079 sec): 3 clusters Score: Raw -8112122.184349 + Penalty 3613.407759 = -8108508.776590 nChanged 40 SP:Iteration 42Q (2597.832330 sec): 3 clusters Score: Raw -8112133.230482 + Penalty 3613.407759 = -8108519.822723 nChanged 36 SP:Iteration 43Q (2597.955306 sec): 3 clusters Score: Raw -8112141.578136 + Penalty 3613.407759 = -8108528.170377 nChanged 24 SP:Iteration 44Q (2598.075875 sec): 3 clusters Score: Raw -8112147.479749 + Penalty 3613.407759 = -8108534.071990 nChanged 17 SP:Iteration 45Q (2598.193037 sec): 3 clusters Score: Raw -8112150.631192 + Penalty 3613.407759 = -8108537.223433 nChanged 11 SP:Iteration 46Q (2598.313289 sec): 3 clusters Score: Raw -8112152.428608 + Penalty 3613.407759 = -8108539.020849 nChanged 8 SP:Iteration 47Q (2598.438499 sec): 3 clusters Score: Raw -8112153.285597 + Penalty 3613.407759 = -8108539.877838 nChanged 5 SP:Iteration 48Q (2598.572441 sec): 3 clusters Score: Raw -8112154.059393 + Penalty 3613.407759 = -8108540.651634 nChanged 4 SP:Iteration 49Q (2598.718569 sec): 3 clusters Score: Raw -8112154.658837 + Penalty 3613.407759 = -8108541.251078 nChanged 3 SP:Iteration 50Q (2598.848210 sec): 3 clusters Score: Raw -8112155.004585 + Penalty 3613.407759 = -8108541.596825 nChanged 1 SP:Iteration 51Q (2598.988408 sec): 3 clusters Score: Raw -8112155.079545 + Penalty 3613.407759 = -8108541.671786 nChanged 0 SP:Iteration 52F (2599.152121 sec): 3 clusters Score: Raw -8112155.079545 + Penalty 3613.407759 = -8108541.671786 nChanged 0 Trying to split cluster 14 (891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2599.184766 sec): 2 clusters Score: Raw -101280.154037 + Penalty 1103.755969 = -100176.398068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2599.223239 sec): 3 clusters Score: Raw -101003.804933 + Penalty 2207.511939 = -98796.292994 nChanged 233 SP:Iteration 1F (2599.267800 sec): 3 clusters Score: Raw -101236.771592 + Penalty 2207.511939 = -99029.259653 nChanged 56 SP:Iteration 2F (2599.317572 sec): 3 clusters Score: Raw -101304.082047 + Penalty 2207.511939 = -99096.570108 nChanged 25 SP:Iteration 3Q (2599.368565 sec): 3 clusters Score: Raw -101329.920138 + Penalty 2207.511939 = -99122.408199 nChanged 20 SP:Iteration 4Q (2599.418364 sec): 3 clusters Score: Raw -101350.307661 + Penalty 2207.511939 = -99142.795722 nChanged 13 SP:Iteration 5Q (2599.466341 sec): 3 clusters Score: Raw -101377.238373 + Penalty 2207.511939 = -99169.726434 nChanged 14 SP:Iteration 6Q (2599.521495 sec): 3 clusters Score: Raw -101396.080779 + Penalty 2207.511939 = -99188.568840 nChanged 16 SP:Iteration 7Q (2599.564096 sec): 3 clusters Score: Raw -101412.584327 + Penalty 2207.511939 = -99205.072388 nChanged 6 SP:Iteration 8Q (2599.605199 sec): 3 clusters Score: Raw -101417.517936 + Penalty 2207.511939 = -99210.005997 nChanged 4 SP:Iteration 9Q (2599.648520 sec): 3 clusters Score: Raw -101422.065690 + Penalty 2207.511939 = -99214.553751 nChanged 6 SP:Iteration 10Q (2599.694752 sec): 3 clusters Score: Raw -101428.603147 + Penalty 2207.511939 = -99221.091209 nChanged 7 SP:Iteration 11Q (2599.735557 sec): 3 clusters Score: Raw -101433.549312 + Penalty 2207.511939 = -99226.037373 nChanged 7 SP:Iteration 12Q (2599.780639 sec): 3 clusters Score: Raw -101441.163575 + Penalty 2207.511939 = -99233.651636 nChanged 6 SP:Iteration 13Q (2599.822182 sec): 3 clusters Score: Raw -101447.236579 + Penalty 2207.511939 = -99239.724640 nChanged 6 SP:Iteration 14Q (2599.865001 sec): 3 clusters Score: Raw -101457.250652 + Penalty 2207.511939 = -99249.738713 nChanged 4 SP:Iteration 15Q (2599.907742 sec): 3 clusters Score: Raw -101461.443787 + Penalty 2207.511939 = -99253.931848 nChanged 2 SP:Iteration 16Q (2599.944490 sec): 3 clusters Score: Raw -101462.839670 + Penalty 2207.511939 = -99255.327731 nChanged 1 SP:Iteration 17Q (2599.988785 sec): 3 clusters Score: Raw -101465.371864 + Penalty 2207.511939 = -99257.859925 nChanged 2 SP:Iteration 18Q (2600.031757 sec): 3 clusters Score: Raw -101466.936382 + Penalty 2207.511939 = -99259.424443 nChanged 3 SP:Iteration 19Q (2600.075859 sec): 3 clusters Score: Raw -101469.388130 + Penalty 2207.511939 = -99261.876191 nChanged 2 SP:Iteration 20F (2600.120220 sec): 3 clusters Score: Raw -101470.028250 + Penalty 2207.511939 = -99262.516311 nChanged 0 Trying to split cluster 15 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2600.151218 sec): 2 clusters Score: Raw -27296.890988 + Penalty 914.488431 = -26382.402557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2600.190816 sec): 3 clusters Score: Raw -27364.950165 + Penalty 1828.976862 = -25535.973304 nChanged 45 SP:Iteration 1F (2600.238157 sec): 3 clusters Score: Raw -27468.470751 + Penalty 1828.976862 = -25639.493889 nChanged 11 SP:Iteration 2Q (2600.285689 sec): 3 clusters Score: Raw -27499.492635 + Penalty 1828.976862 = -25670.515773 nChanged 4 SP:Iteration 3Q (2600.326399 sec): 3 clusters Score: Raw -27507.090969 + Penalty 1828.976862 = -25678.114107 nChanged 3 SP:Iteration 4Q (2600.374071 sec): 3 clusters Score: Raw -27514.643307 + Penalty 1828.976862 = -25685.666445 nChanged 0 SP:Iteration 5F (2600.417180 sec): 3 clusters Score: Raw -27514.643307 + Penalty 1828.976862 = -25685.666445 nChanged 0 Trying to split cluster 16 (7284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2600.450724 sec): 2 clusters Score: Raw -806544.811186 + Penalty 1445.183259 = -805099.627927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2600.511052 sec): 3 clusters Score: Raw -802496.932531 + Penalty 2890.366518 = -799606.566013 nChanged 3130 SP:Iteration 1F (2600.566783 sec): 3 clusters Score: Raw -804137.911433 + Penalty 2890.366518 = -801247.544914 nChanged 473 SP:Iteration 2F (2600.625336 sec): 3 clusters Score: Raw -804370.746363 + Penalty 2890.366518 = -801480.379845 nChanged 394 SP:Iteration 3F (2600.682180 sec): 3 clusters Score: Raw -804581.570892 + Penalty 2890.366518 = -801691.204373 nChanged 397 SP:Iteration 4F (2600.739754 sec): 3 clusters Score: Raw -804808.067469 + Penalty 2890.366518 = -801917.700951 nChanged 405 SP:Iteration 5F (2600.791014 sec): 3 clusters Score: Raw -805106.072137 + Penalty 2890.366518 = -802215.705618 nChanged 413 SP:Iteration 6F (2600.846319 sec): 3 clusters Score: Raw -805459.592504 + Penalty 2890.366518 = -802569.225985 nChanged 428 SP:Iteration 7F (2600.878090 sec): 3 clusters Score: Raw -805814.284043 + Penalty 2890.366518 = -802923.917525 nChanged 424 SP:Iteration 8F (2600.939645 sec): 3 clusters Score: Raw -806178.269996 + Penalty 2890.366518 = -803287.903478 nChanged 416 SP:Iteration 9F (2601.005359 sec): 3 clusters Score: Raw -806518.348892 + Penalty 2890.366518 = -803627.982374 nChanged 327 SP:Iteration 10Q (2601.057866 sec): 3 clusters Score: Raw -806765.600829 + Penalty 2890.366518 = -803875.234310 nChanged 246 SP:Iteration 11Q (2601.103969 sec): 3 clusters Score: Raw -806944.271287 + Penalty 2890.366518 = -804053.904768 nChanged 196 SP:Iteration 12Q (2601.167966 sec): 3 clusters Score: Raw -807100.929382 + Penalty 2890.366518 = -804210.562864 nChanged 159 SP:Iteration 13Q (2601.227260 sec): 3 clusters Score: Raw -807228.250272 + Penalty 2890.366518 = -804337.883754 nChanged 126 SP:Iteration 14Q (2601.286409 sec): 3 clusters Score: Raw -807338.423119 + Penalty 2890.366518 = -804448.056601 nChanged 99 SP:Iteration 15Q (2601.343682 sec): 3 clusters Score: Raw -807416.238188 + Penalty 2890.366518 = -804525.871670 nChanged 94 SP:Iteration 16Q (2601.400866 sec): 3 clusters Score: Raw -807489.258135 + Penalty 2890.366518 = -804598.891617 nChanged 70 SP:Iteration 17Q (2601.448759 sec): 3 clusters Score: Raw -807547.487545 + Penalty 2890.366518 = -804657.121027 nChanged 73 SP:Iteration 18Q (2601.515809 sec): 3 clusters Score: Raw -807617.742319 + Penalty 2890.366518 = -804727.375800 nChanged 63 SP:Iteration 19Q (2601.569064 sec): 3 clusters Score: Raw -807672.793384 + Penalty 2890.366518 = -804782.426866 nChanged 69 SP:Iteration 20F (2601.624813 sec): 3 clusters Score: Raw -807746.777695 + Penalty 2890.366518 = -804856.411177 nChanged 65 SP:Iteration 21Q (2601.677735 sec): 3 clusters Score: Raw -807815.160993 + Penalty 2890.366518 = -804924.794475 nChanged 58 SP:Iteration 22Q (2601.729515 sec): 3 clusters Score: Raw -807882.778002 + Penalty 2890.366518 = -804992.411484 nChanged 51 SP:Iteration 23Q (2601.785953 sec): 3 clusters Score: Raw -807932.915587 + Penalty 2890.366518 = -805042.549069 nChanged 26 SP:Iteration 24Q (2601.846120 sec): 3 clusters Score: Raw -807945.424601 + Penalty 2890.366518 = -805055.058083 nChanged 8 SP:Iteration 25Q (2601.905016 sec): 3 clusters Score: Raw -807947.169895 + Penalty 2890.366518 = -805056.803377 nChanged 1 SP:Iteration 26Q (2601.951382 sec): 3 clusters Score: Raw -807947.244823 + Penalty 2890.366518 = -805056.878304 nChanged 0 SP:Iteration 27F (2602.009990 sec): 3 clusters Score: Raw -807947.244823 + Penalty 2890.366518 = -805056.878304 nChanged 0 Trying to split cluster 17 (8819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2602.057835 sec): 2 clusters Score: Raw -1044737.739501 + Penalty 1476.257862 = -1043261.481639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2602.119885 sec): 3 clusters Score: Raw -1039808.934997 + Penalty 2952.515723 = -1036856.419274 nChanged 3733 SP:Iteration 1F (2602.178576 sec): 3 clusters Score: Raw -1041944.422541 + Penalty 2952.515723 = -1038991.906817 nChanged 641 SP:Iteration 2F (2602.231380 sec): 3 clusters Score: Raw -1042327.143095 + Penalty 2952.515723 = -1039374.627372 nChanged 571 SP:Iteration 3F (2602.273931 sec): 3 clusters Score: Raw -1042654.920029 + Penalty 2952.515723 = -1039702.404305 nChanged 460 SP:Iteration 4F (2602.329893 sec): 3 clusters Score: Raw -1042899.194897 + Penalty 2952.515723 = -1039946.679174 nChanged 427 SP:Iteration 5Q (2602.385340 sec): 3 clusters Score: Raw -1043121.254199 + Penalty 2952.515723 = -1040168.738475 nChanged 374 SP:Iteration 6Q (2602.453658 sec): 3 clusters Score: Raw -1043327.690048 + Penalty 2952.515723 = -1040375.174325 nChanged 331 SP:Iteration 7Q (2602.513769 sec): 3 clusters Score: Raw -1043510.028552 + Penalty 2952.515723 = -1040557.512829 nChanged 309 SP:Iteration 8Q (2602.570273 sec): 3 clusters Score: Raw -1043695.700700 + Penalty 2952.515723 = -1040743.184977 nChanged 302 SP:Iteration 9Q (2602.615361 sec): 3 clusters Score: Raw -1043908.051051 + Penalty 2952.515723 = -1040955.535328 nChanged 300 SP:Iteration 10Q (2602.670603 sec): 3 clusters Score: Raw -1044134.082009 + Penalty 2952.515723 = -1041181.566286 nChanged 252 SP:Iteration 11Q (2602.721570 sec): 3 clusters Score: Raw -1044303.433487 + Penalty 2952.515723 = -1041350.917764 nChanged 201 SP:Iteration 12Q (2602.781908 sec): 3 clusters Score: Raw -1044444.463749 + Penalty 2952.515723 = -1041491.948025 nChanged 167 SP:Iteration 13Q (2602.823731 sec): 3 clusters Score: Raw -1044548.599201 + Penalty 2952.515723 = -1041596.083478 nChanged 138 SP:Iteration 14Q (2602.874808 sec): 3 clusters Score: Raw -1044625.854023 + Penalty 2952.515723 = -1041673.338300 nChanged 89 SP:Iteration 15Q (2602.927422 sec): 3 clusters Score: Raw -1044680.389227 + Penalty 2952.515723 = -1041727.873503 nChanged 86 SP:Iteration 16Q (2602.980084 sec): 3 clusters Score: Raw -1044740.517868 + Penalty 2952.515723 = -1041788.002144 nChanged 75 SP:Iteration 17Q (2603.037892 sec): 3 clusters Score: Raw -1044782.617002 + Penalty 2952.515723 = -1041830.101279 nChanged 60 SP:Iteration 18Q (2603.078617 sec): 3 clusters Score: Raw -1044828.159169 + Penalty 2952.515723 = -1041875.643445 nChanged 55 SP:Iteration 19Q (2603.137293 sec): 3 clusters Score: Raw -1044865.856541 + Penalty 2952.515723 = -1041913.340818 nChanged 40 SP:Iteration 20F (2603.180791 sec): 3 clusters Score: Raw -1044890.658383 + Penalty 2952.515723 = -1041938.142660 nChanged 30 SP:Iteration 21Q (2603.233017 sec): 3 clusters Score: Raw -1044906.089961 + Penalty 2952.515723 = -1041953.574238 nChanged 23 SP:Iteration 22Q (2603.296398 sec): 3 clusters Score: Raw -1044916.618893 + Penalty 2952.515723 = -1041964.103169 nChanged 16 SP:Iteration 23Q (2603.348109 sec): 3 clusters Score: Raw -1044925.467204 + Penalty 2952.515723 = -1041972.951481 nChanged 14 SP:Iteration 24Q (2603.410993 sec): 3 clusters Score: Raw -1044931.003341 + Penalty 2952.515723 = -1041978.487618 nChanged 10 SP:Iteration 25Q (2603.459648 sec): 3 clusters Score: Raw -1044935.507445 + Penalty 2952.515723 = -1041982.991721 nChanged 8 SP:Iteration 26Q (2603.520431 sec): 3 clusters Score: Raw -1044938.981922 + Penalty 2952.515723 = -1041986.466199 nChanged 6 SP:Iteration 27Q (2603.582219 sec): 3 clusters Score: Raw -1044941.065822 + Penalty 2952.515723 = -1041988.550099 nChanged 8 SP:Iteration 28Q (2603.637220 sec): 3 clusters Score: Raw -1044943.167482 + Penalty 2952.515723 = -1041990.651758 nChanged 6 SP:Iteration 29Q (2603.694236 sec): 3 clusters Score: Raw -1044945.793948 + Penalty 2952.515723 = -1041993.278224 nChanged 5 SP:Iteration 30Q (2603.738364 sec): 3 clusters Score: Raw -1044948.047887 + Penalty 2952.515723 = -1041995.532164 nChanged 4 SP:Iteration 31Q (2603.801018 sec): 3 clusters Score: Raw -1044949.349794 + Penalty 2952.515723 = -1041996.834071 nChanged 2 SP:Iteration 32Q (2603.858798 sec): 3 clusters Score: Raw -1044950.488597 + Penalty 2952.515723 = -1041997.972874 nChanged 3 SP:Iteration 33Q (2603.916080 sec): 3 clusters Score: Raw -1044951.235187 + Penalty 2952.515723 = -1041998.719464 nChanged 1 SP:Iteration 34Q (2603.972189 sec): 3 clusters Score: Raw -1044951.378122 + Penalty 2952.515723 = -1041998.862398 nChanged 0 SP:Iteration 35F (2604.028180 sec): 3 clusters Score: Raw -1044951.378122 + Penalty 2952.515723 = -1041998.862398 nChanged 0 Trying to split cluster 18 (1978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2604.055352 sec): 2 clusters Score: Raw -251861.837498 + Penalty 1233.349246 = -250628.488252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2604.098561 sec): 3 clusters Score: Raw -251024.416388 + Penalty 2466.698491 = -248557.717896 nChanged 697 SP:Iteration 1F (2604.149620 sec): 3 clusters Score: Raw -251481.021701 + Penalty 2466.698491 = -249014.323209 nChanged 137 SP:Iteration 2F (2604.185153 sec): 3 clusters Score: Raw -251576.204671 + Penalty 2466.698491 = -249109.506179 nChanged 84 SP:Iteration 3Q (2604.239068 sec): 3 clusters Score: Raw -251637.587426 + Penalty 2466.698491 = -249170.888935 nChanged 68 SP:Iteration 4Q (2604.289757 sec): 3 clusters Score: Raw -251682.184799 + Penalty 2466.698491 = -249215.486308 nChanged 53 SP:Iteration 5Q (2604.329764 sec): 3 clusters Score: Raw -251719.354078 + Penalty 2466.698491 = -249252.655586 nChanged 42 SP:Iteration 6Q (2604.379316 sec): 3 clusters Score: Raw -251746.945319 + Penalty 2466.698491 = -249280.246828 nChanged 39 SP:Iteration 7Q (2604.426392 sec): 3 clusters Score: Raw -251773.459947 + Penalty 2466.698491 = -249306.761455 nChanged 26 SP:Iteration 8Q (2604.468397 sec): 3 clusters Score: Raw -251787.606662 + Penalty 2466.698491 = -249320.908170 nChanged 24 SP:Iteration 9Q (2604.519182 sec): 3 clusters Score: Raw -251801.814735 + Penalty 2466.698491 = -249335.116244 nChanged 23 SP:Iteration 10Q (2604.568154 sec): 3 clusters Score: Raw -251815.003345 + Penalty 2466.698491 = -249348.304853 nChanged 30 SP:Iteration 11Q (2604.609036 sec): 3 clusters Score: Raw -251833.100794 + Penalty 2466.698491 = -249366.402303 nChanged 19 SP:Iteration 12Q (2604.661493 sec): 3 clusters Score: Raw -251848.686801 + Penalty 2466.698491 = -249381.988309 nChanged 18 SP:Iteration 13Q (2604.711413 sec): 3 clusters Score: Raw -251860.104521 + Penalty 2466.698491 = -249393.406029 nChanged 27 SP:Iteration 14Q (2604.745286 sec): 3 clusters Score: Raw -251875.057292 + Penalty 2466.698491 = -249408.358801 nChanged 17 SP:Iteration 15Q (2604.790818 sec): 3 clusters Score: Raw -251885.069744 + Penalty 2466.698491 = -249418.371253 nChanged 18 SP:Iteration 16Q (2604.830064 sec): 3 clusters Score: Raw -251894.530937 + Penalty 2466.698491 = -249427.832446 nChanged 15 SP:Iteration 17Q (2604.875964 sec): 3 clusters Score: Raw -251906.336383 + Penalty 2466.698491 = -249439.637892 nChanged 15 SP:Iteration 18Q (2604.921344 sec): 3 clusters Score: Raw -251917.109828 + Penalty 2466.698491 = -249450.411337 nChanged 14 SP:Iteration 19Q (2604.965226 sec): 3 clusters Score: Raw -251925.164026 + Penalty 2466.698491 = -249458.465534 nChanged 17 SP:Iteration 20F (2605.009609 sec): 3 clusters Score: Raw -251932.800957 + Penalty 2466.698491 = -249466.102466 nChanged 9 SP:Iteration 21Q (2605.053774 sec): 3 clusters Score: Raw -251937.131551 + Penalty 2466.698491 = -249470.433060 nChanged 10 SP:Iteration 22Q (2605.097752 sec): 3 clusters Score: Raw -251943.711610 + Penalty 2466.698491 = -249477.013118 nChanged 15 SP:Iteration 23Q (2605.142053 sec): 3 clusters Score: Raw -251955.525500 + Penalty 2466.698491 = -249488.827008 nChanged 17 SP:Iteration 24Q (2605.186288 sec): 3 clusters Score: Raw -251967.802898 + Penalty 2466.698491 = -249501.104406 nChanged 16 SP:Iteration 25Q (2605.230659 sec): 3 clusters Score: Raw -251976.751149 + Penalty 2466.698491 = -249510.052658 nChanged 14 SP:Iteration 26Q (2605.274933 sec): 3 clusters Score: Raw -251985.191996 + Penalty 2466.698491 = -249518.493505 nChanged 10 SP:Iteration 27Q (2605.319710 sec): 3 clusters Score: Raw -251991.416674 + Penalty 2466.698491 = -249524.718182 nChanged 13 SP:Iteration 28Q (2605.372077 sec): 3 clusters Score: Raw -251998.946299 + Penalty 2466.698491 = -249532.247808 nChanged 13 SP:Iteration 29Q (2605.421311 sec): 3 clusters Score: Raw -252004.808273 + Penalty 2466.698491 = -249538.109781 nChanged 11 SP:Iteration 30Q (2605.464825 sec): 3 clusters Score: Raw -252010.729957 + Penalty 2466.698491 = -249544.031465 nChanged 17 SP:Iteration 31Q (2605.506729 sec): 3 clusters Score: Raw -252022.942658 + Penalty 2466.698491 = -249556.244167 nChanged 22 SP:Iteration 32Q (2605.554849 sec): 3 clusters Score: Raw -252038.629836 + Penalty 2466.698491 = -249571.931345 nChanged 22 SP:Iteration 33Q (2605.593727 sec): 3 clusters Score: Raw -252049.852426 + Penalty 2466.698491 = -249583.153934 nChanged 14 SP:Iteration 34Q (2605.644820 sec): 3 clusters Score: Raw -252059.008168 + Penalty 2466.698491 = -249592.309677 nChanged 10 SP:Iteration 35Q (2605.695764 sec): 3 clusters Score: Raw -252065.976300 + Penalty 2466.698491 = -249599.277808 nChanged 12 SP:Iteration 36Q (2605.747303 sec): 3 clusters Score: Raw -252070.326178 + Penalty 2466.698491 = -249603.627686 nChanged 10 SP:Iteration 37Q (2605.793001 sec): 3 clusters Score: Raw -252074.667013 + Penalty 2466.698491 = -249607.968522 nChanged 7 SP:Iteration 38Q (2605.838087 sec): 3 clusters Score: Raw -252077.972648 + Penalty 2466.698491 = -249611.274156 nChanged 8 SP:Iteration 39Q (2605.883675 sec): 3 clusters Score: Raw -252082.766830 + Penalty 2466.698491 = -249616.068339 nChanged 8 SP:Iteration 40F (2605.927713 sec): 3 clusters Score: Raw -252088.996158 + Penalty 2466.698491 = -249622.297666 nChanged 5 SP:Iteration 41Q (2605.973345 sec): 3 clusters Score: Raw -252090.854790 + Penalty 2466.698491 = -249624.156299 nChanged 4 SP:Iteration 42Q (2606.020984 sec): 3 clusters Score: Raw -252091.949572 + Penalty 2466.698491 = -249625.251081 nChanged 6 SP:Iteration 43Q (2606.059644 sec): 3 clusters Score: Raw -252097.222583 + Penalty 2466.698491 = -249630.524091 nChanged 7 SP:Iteration 44Q (2606.115758 sec): 3 clusters Score: Raw -252105.835958 + Penalty 2466.698491 = -249639.137467 nChanged 10 SP:Iteration 45Q (2606.152544 sec): 3 clusters Score: Raw -252112.296284 + Penalty 2466.698491 = -249645.597792 nChanged 4 SP:Iteration 46Q (2606.204232 sec): 3 clusters Score: Raw -252114.543384 + Penalty 2466.698491 = -249647.844892 nChanged 8 SP:Iteration 47Q (2606.249492 sec): 3 clusters Score: Raw -252119.309741 + Penalty 2466.698491 = -249652.611250 nChanged 8 SP:Iteration 48Q (2606.302793 sec): 3 clusters Score: Raw -252126.079881 + Penalty 2466.698491 = -249659.381390 nChanged 14 SP:Iteration 49Q (2606.352519 sec): 3 clusters Score: Raw -252140.298366 + Penalty 2466.698491 = -249673.599874 nChanged 17 SP:Iteration 50Q (2606.403710 sec): 3 clusters Score: Raw -252154.307546 + Penalty 2466.698491 = -249687.609055 nChanged 19 SP:Iteration 51Q (2606.447277 sec): 3 clusters Score: Raw -252169.843391 + Penalty 2466.698491 = -249703.144900 nChanged 16 SP:Iteration 52Q (2606.483482 sec): 3 clusters Score: Raw -252183.427576 + Penalty 2466.698491 = -249716.729084 nChanged 12 SP:Iteration 53Q (2606.529461 sec): 3 clusters Score: Raw -252189.680190 + Penalty 2466.698491 = -249722.981699 nChanged 11 SP:Iteration 54Q (2606.573586 sec): 3 clusters Score: Raw -252194.790559 + Penalty 2466.698491 = -249728.092067 nChanged 6 SP:Iteration 55Q (2606.622386 sec): 3 clusters Score: Raw -252198.916390 + Penalty 2466.698491 = -249732.217899 nChanged 4 SP:Iteration 56Q (2606.673646 sec): 3 clusters Score: Raw -252201.382044 + Penalty 2466.698491 = -249734.683552 nChanged 3 SP:Iteration 57Q (2606.716942 sec): 3 clusters Score: Raw -252203.412383 + Penalty 2466.698491 = -249736.713891 nChanged 6 SP:Iteration 58Q (2606.756610 sec): 3 clusters Score: Raw -252209.074532 + Penalty 2466.698491 = -249742.376041 nChanged 11 SP:Iteration 59Q (2606.795962 sec): 3 clusters Score: Raw -252217.349884 + Penalty 2466.698491 = -249750.651393 nChanged 8 SP:Iteration 60F (2606.835899 sec): 3 clusters Score: Raw -252222.102462 + Penalty 2466.698491 = -249755.403970 nChanged 11 SP:Iteration 61Q (2606.875018 sec): 3 clusters Score: Raw -252230.161336 + Penalty 2466.698491 = -249763.462845 nChanged 12 SP:Iteration 62Q (2606.915768 sec): 3 clusters Score: Raw -252238.987632 + Penalty 2466.698491 = -249772.289141 nChanged 8 SP:Iteration 63Q (2606.963671 sec): 3 clusters Score: Raw -252244.773883 + Penalty 2466.698491 = -249778.075391 nChanged 9 SP:Iteration 64Q (2607.001741 sec): 3 clusters Score: Raw -252251.857216 + Penalty 2466.698491 = -249785.158724 nChanged 10 SP:Iteration 65Q (2607.033300 sec): 3 clusters Score: Raw -252258.072725 + Penalty 2466.698491 = -249791.374234 nChanged 6 SP:Iteration 66Q (2607.073789 sec): 3 clusters Score: Raw -252261.662236 + Penalty 2466.698491 = -249794.963745 nChanged 8 SP:Iteration 67Q (2607.113962 sec): 3 clusters Score: Raw -252267.067230 + Penalty 2466.698491 = -249800.368738 nChanged 8 SP:Iteration 68Q (2607.153838 sec): 3 clusters Score: Raw -252273.762875 + Penalty 2466.698491 = -249807.064383 nChanged 7 SP:Iteration 69Q (2607.202676 sec): 3 clusters Score: Raw -252280.286294 + Penalty 2466.698491 = -249813.587802 nChanged 4 SP:Iteration 70Q (2607.234541 sec): 3 clusters Score: Raw -252284.037078 + Penalty 2466.698491 = -249817.338586 nChanged 6 SP:Iteration 71Q (2607.274603 sec): 3 clusters Score: Raw -252292.458607 + Penalty 2466.698491 = -249825.760115 nChanged 8 SP:Iteration 72Q (2607.314614 sec): 3 clusters Score: Raw -252303.202854 + Penalty 2466.698491 = -249836.504362 nChanged 9 SP:Iteration 73Q (2607.363420 sec): 3 clusters Score: Raw -252312.383538 + Penalty 2466.698491 = -249845.685046 nChanged 14 SP:Iteration 74Q (2607.403963 sec): 3 clusters Score: Raw -252326.082687 + Penalty 2466.698491 = -249859.384195 nChanged 9 SP:Iteration 75Q (2607.440157 sec): 3 clusters Score: Raw -252333.006102 + Penalty 2466.698491 = -249866.307610 nChanged 4 SP:Iteration 76Q (2607.480544 sec): 3 clusters Score: Raw -252335.946245 + Penalty 2466.698491 = -249869.247754 nChanged 5 SP:Iteration 77Q (2607.512180 sec): 3 clusters Score: Raw -252339.365303 + Penalty 2466.698491 = -249872.666812 nChanged 2 SP:Iteration 78Q (2607.566277 sec): 3 clusters Score: Raw -252341.156258 + Penalty 2466.698491 = -249874.457767 nChanged 3 SP:Iteration 79Q (2607.614014 sec): 3 clusters Score: Raw -252343.536601 + Penalty 2466.698491 = -249876.838109 nChanged 0 SP:Iteration 80F (2607.649246 sec): 3 clusters Score: Raw -252343.536601 + Penalty 2466.698491 = -249876.838109 nChanged 0 Trying to split cluster 19 (1884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2607.680888 sec): 2 clusters Score: Raw -207901.000212 + Penalty 1225.437274 = -206675.562938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2607.719026 sec): 3 clusters Score: Raw -207110.849365 + Penalty 2450.874548 = -204659.974817 nChanged 645 SP:Iteration 1F (2607.771382 sec): 3 clusters Score: Raw -207524.620680 + Penalty 2450.874548 = -205073.746132 nChanged 156 SP:Iteration 2F (2607.831920 sec): 3 clusters Score: Raw -207637.840159 + Penalty 2450.874548 = -205186.965611 nChanged 75 SP:Iteration 3Q (2607.878120 sec): 3 clusters Score: Raw -207688.189831 + Penalty 2450.874548 = -205237.315283 nChanged 48 SP:Iteration 4Q (2607.919969 sec): 3 clusters Score: Raw -207725.423727 + Penalty 2450.874548 = -205274.549179 nChanged 55 SP:Iteration 5Q (2607.962075 sec): 3 clusters Score: Raw -207764.216643 + Penalty 2450.874548 = -205313.342095 nChanged 47 SP:Iteration 6Q (2608.017390 sec): 3 clusters Score: Raw -207789.460982 + Penalty 2450.874548 = -205338.586434 nChanged 39 SP:Iteration 7Q (2608.064158 sec): 3 clusters Score: Raw -207817.293202 + Penalty 2450.874548 = -205366.418654 nChanged 33 SP:Iteration 8Q (2608.110609 sec): 3 clusters Score: Raw -207835.373205 + Penalty 2450.874548 = -205384.498657 nChanged 29 SP:Iteration 9Q (2608.156933 sec): 3 clusters Score: Raw -207851.360649 + Penalty 2450.874548 = -205400.486101 nChanged 24 SP:Iteration 10Q (2608.193178 sec): 3 clusters Score: Raw -207866.692348 + Penalty 2450.874548 = -205415.817800 nChanged 25 SP:Iteration 11Q (2608.249105 sec): 3 clusters Score: Raw -207883.666244 + Penalty 2450.874548 = -205432.791697 nChanged 23 SP:Iteration 12Q (2608.291878 sec): 3 clusters Score: Raw -207900.103855 + Penalty 2450.874548 = -205449.229307 nChanged 27 SP:Iteration 13Q (2608.351555 sec): 3 clusters Score: Raw -207920.768564 + Penalty 2450.874548 = -205469.894016 nChanged 25 SP:Iteration 14Q (2608.390898 sec): 3 clusters Score: Raw -207933.840425 + Penalty 2450.874548 = -205482.965877 nChanged 19 SP:Iteration 15Q (2608.447756 sec): 3 clusters Score: Raw -207941.652901 + Penalty 2450.874548 = -205490.778353 nChanged 13 SP:Iteration 16Q (2608.497947 sec): 3 clusters Score: Raw -207948.567737 + Penalty 2450.874548 = -205497.693190 nChanged 17 SP:Iteration 17Q (2608.552417 sec): 3 clusters Score: Raw -207957.690288 + Penalty 2450.874548 = -205506.815740 nChanged 13 SP:Iteration 18Q (2608.604443 sec): 3 clusters Score: Raw -207963.978536 + Penalty 2450.874548 = -205513.103988 nChanged 13 SP:Iteration 19Q (2608.654243 sec): 3 clusters Score: Raw -207974.157210 + Penalty 2450.874548 = -205523.282662 nChanged 20 SP:Iteration 20F (2608.700691 sec): 3 clusters Score: Raw -207985.669022 + Penalty 2450.874548 = -205534.794474 nChanged 19 SP:Iteration 21Q (2608.746811 sec): 3 clusters Score: Raw -207995.993370 + Penalty 2450.874548 = -205545.118822 nChanged 15 SP:Iteration 22Q (2608.777598 sec): 3 clusters Score: Raw -208002.154716 + Penalty 2450.874548 = -205551.280168 nChanged 15 SP:Iteration 23Q (2608.816487 sec): 3 clusters Score: Raw -208010.935391 + Penalty 2450.874548 = -205560.060843 nChanged 14 SP:Iteration 24Q (2608.863283 sec): 3 clusters Score: Raw -208018.776760 + Penalty 2450.874548 = -205567.902212 nChanged 17 SP:Iteration 25Q (2608.901494 sec): 3 clusters Score: Raw -208027.432593 + Penalty 2450.874548 = -205576.558045 nChanged 10 SP:Iteration 26Q (2608.942660 sec): 3 clusters Score: Raw -208033.026637 + Penalty 2450.874548 = -205582.152089 nChanged 20 SP:Iteration 27Q (2608.990343 sec): 3 clusters Score: Raw -208045.050344 + Penalty 2450.874548 = -205594.175796 nChanged 17 SP:Iteration 28Q (2609.037599 sec): 3 clusters Score: Raw -208056.443706 + Penalty 2450.874548 = -205605.569158 nChanged 18 SP:Iteration 29Q (2609.093287 sec): 3 clusters Score: Raw -208066.306584 + Penalty 2450.874548 = -205615.432036 nChanged 14 SP:Iteration 30Q (2609.129618 sec): 3 clusters Score: Raw -208074.296253 + Penalty 2450.874548 = -205623.421705 nChanged 14 SP:Iteration 31Q (2609.165617 sec): 3 clusters Score: Raw -208082.969469 + Penalty 2450.874548 = -205632.094921 nChanged 13 SP:Iteration 32Q (2609.211119 sec): 3 clusters Score: Raw -208090.451717 + Penalty 2450.874548 = -205639.577169 nChanged 11 SP:Iteration 33Q (2609.258612 sec): 3 clusters Score: Raw -208096.426921 + Penalty 2450.874548 = -205645.552373 nChanged 11 SP:Iteration 34Q (2609.314684 sec): 3 clusters Score: Raw -208101.173502 + Penalty 2450.874548 = -205650.298954 nChanged 7 SP:Iteration 35Q (2609.360163 sec): 3 clusters Score: Raw -208104.450421 + Penalty 2450.874548 = -205653.575873 nChanged 8 SP:Iteration 36Q (2609.408770 sec): 3 clusters Score: Raw -208107.460880 + Penalty 2450.874548 = -205656.586332 nChanged 8 SP:Iteration 37Q (2609.443419 sec): 3 clusters Score: Raw -208112.435496 + Penalty 2450.874548 = -205661.560948 nChanged 7 SP:Iteration 38Q (2609.486625 sec): 3 clusters Score: Raw -208116.403871 + Penalty 2450.874548 = -205665.529323 nChanged 6 SP:Iteration 39Q (2609.542821 sec): 3 clusters Score: Raw -208119.247637 + Penalty 2450.874548 = -205668.373089 nChanged 3 SP:Iteration 40F (2609.582656 sec): 3 clusters Score: Raw -208121.018423 + Penalty 2450.874548 = -205670.143875 nChanged 4 SP:Iteration 41Q (2609.632897 sec): 3 clusters Score: Raw -208122.683209 + Penalty 2450.874548 = -205671.808661 nChanged 1 SP:Iteration 42Q (2609.685073 sec): 3 clusters Score: Raw -208123.351161 + Penalty 2450.874548 = -205672.476613 nChanged 1 SP:Iteration 43Q (2609.735967 sec): 3 clusters Score: Raw -208123.915961 + Penalty 2450.874548 = -205673.041413 nChanged 3 SP:Iteration 44Q (2609.773996 sec): 3 clusters Score: Raw -208126.927817 + Penalty 2450.874548 = -205676.053269 nChanged 6 SP:Iteration 45Q (2609.825377 sec): 3 clusters Score: Raw -208132.276452 + Penalty 2450.874548 = -205681.401904 nChanged 7 SP:Iteration 46Q (2609.865048 sec): 3 clusters Score: Raw -208136.236926 + Penalty 2450.874548 = -205685.362378 nChanged 5 SP:Iteration 47Q (2609.920674 sec): 3 clusters Score: Raw -208139.578853 + Penalty 2450.874548 = -205688.704305 nChanged 7 SP:Iteration 48Q (2609.966360 sec): 3 clusters Score: Raw -208142.611283 + Penalty 2450.874548 = -205691.736735 nChanged 3 SP:Iteration 49Q (2610.010404 sec): 3 clusters Score: Raw -208143.397399 + Penalty 2450.874548 = -205692.522851 nChanged 3 SP:Iteration 50Q (2610.057294 sec): 3 clusters Score: Raw -208145.157035 + Penalty 2450.874548 = -205694.282487 nChanged 7 SP:Iteration 51Q (2610.091359 sec): 3 clusters Score: Raw -208149.069846 + Penalty 2450.874548 = -205698.195298 nChanged 5 SP:Iteration 52Q (2610.135187 sec): 3 clusters Score: Raw -208151.043426 + Penalty 2450.874548 = -205700.168878 nChanged 3 SP:Iteration 53Q (2610.184300 sec): 3 clusters Score: Raw -208151.778460 + Penalty 2450.874548 = -205700.903912 nChanged 0 SP:Iteration 54F (2610.232940 sec): 3 clusters Score: Raw -208151.778460 + Penalty 2450.874548 = -205700.903912 nChanged 0 Trying to split cluster 20 (1701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2610.252969 sec): 2 clusters Score: Raw -201570.078471 + Penalty 1208.832884 = -200361.245587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2610.309377 sec): 3 clusters Score: Raw -200872.592462 + Penalty 2417.665768 = -198454.926694 nChanged 598 SP:Iteration 1F (2610.361983 sec): 3 clusters Score: Raw -201255.524295 + Penalty 2417.665768 = -198837.858528 nChanged 135 SP:Iteration 2F (2610.399398 sec): 3 clusters Score: Raw -201365.911318 + Penalty 2417.665768 = -198948.245550 nChanged 85 SP:Iteration 3Q (2610.460734 sec): 3 clusters Score: Raw -201425.377518 + Penalty 2417.665768 = -199007.711750 nChanged 48 SP:Iteration 4Q (2610.508242 sec): 3 clusters Score: Raw -201460.735090 + Penalty 2417.665768 = -199043.069322 nChanged 46 SP:Iteration 5Q (2610.546736 sec): 3 clusters Score: Raw -201498.032581 + Penalty 2417.665768 = -199080.366813 nChanged 34 SP:Iteration 6Q (2610.600692 sec): 3 clusters Score: Raw -201514.860453 + Penalty 2417.665768 = -199097.194686 nChanged 25 SP:Iteration 7Q (2610.638550 sec): 3 clusters Score: Raw -201529.881849 + Penalty 2417.665768 = -199112.216082 nChanged 30 SP:Iteration 8Q (2610.686493 sec): 3 clusters Score: Raw -201555.687127 + Penalty 2417.665768 = -199138.021359 nChanged 30 SP:Iteration 9Q (2610.743654 sec): 3 clusters Score: Raw -201581.188462 + Penalty 2417.665768 = -199163.522695 nChanged 26 SP:Iteration 10Q (2610.793368 sec): 3 clusters Score: Raw -201598.642099 + Penalty 2417.665768 = -199180.976331 nChanged 21 SP:Iteration 11Q (2610.828831 sec): 3 clusters Score: Raw -201615.398493 + Penalty 2417.665768 = -199197.732725 nChanged 22 SP:Iteration 12Q (2610.874405 sec): 3 clusters Score: Raw -201635.317018 + Penalty 2417.665768 = -199217.651250 nChanged 27 SP:Iteration 13Q (2610.927093 sec): 3 clusters Score: Raw -201656.537558 + Penalty 2417.665768 = -199238.871790 nChanged 18 SP:Iteration 14Q (2610.969786 sec): 3 clusters Score: Raw -201669.894432 + Penalty 2417.665768 = -199252.228664 nChanged 14 SP:Iteration 15Q (2611.019236 sec): 3 clusters Score: Raw -201680.021817 + Penalty 2417.665768 = -199262.356049 nChanged 13 SP:Iteration 16Q (2611.076713 sec): 3 clusters Score: Raw -201687.273558 + Penalty 2417.665768 = -199269.607790 nChanged 17 SP:Iteration 17Q (2611.121655 sec): 3 clusters Score: Raw -201699.445389 + Penalty 2417.665768 = -199281.779622 nChanged 21 SP:Iteration 18Q (2611.161742 sec): 3 clusters Score: Raw -201715.682279 + Penalty 2417.665768 = -199298.016512 nChanged 12 SP:Iteration 19Q (2611.200329 sec): 3 clusters Score: Raw -201721.620171 + Penalty 2417.665768 = -199303.954403 nChanged 7 SP:Iteration 20F (2611.231102 sec): 3 clusters Score: Raw -201724.821142 + Penalty 2417.665768 = -199307.155374 nChanged 6 SP:Iteration 21Q (2611.271305 sec): 3 clusters Score: Raw -201727.195733 + Penalty 2417.665768 = -199309.529966 nChanged 3 SP:Iteration 22Q (2611.309693 sec): 3 clusters Score: Raw -201728.952746 + Penalty 2417.665768 = -199311.286979 nChanged 4 SP:Iteration 23Q (2611.348354 sec): 3 clusters Score: Raw -201730.642156 + Penalty 2417.665768 = -199312.976389 nChanged 3 SP:Iteration 24Q (2611.379132 sec): 3 clusters Score: Raw -201732.208416 + Penalty 2417.665768 = -199314.542648 nChanged 3 SP:Iteration 25Q (2611.415884 sec): 3 clusters Score: Raw -201733.024958 + Penalty 2417.665768 = -199315.359191 nChanged 2 SP:Iteration 26Q (2611.455388 sec): 3 clusters Score: Raw -201733.582147 + Penalty 2417.665768 = -199315.916379 nChanged 3 SP:Iteration 27Q (2611.496592 sec): 3 clusters Score: Raw -201735.759201 + Penalty 2417.665768 = -199318.093433 nChanged 4 SP:Iteration 28Q (2611.540763 sec): 3 clusters Score: Raw -201738.795996 + Penalty 2417.665768 = -199321.130228 nChanged 4 SP:Iteration 29Q (2611.584661 sec): 3 clusters Score: Raw -201740.985180 + Penalty 2417.665768 = -199323.319413 nChanged 4 SP:Iteration 30Q (2611.628696 sec): 3 clusters Score: Raw -201743.732781 + Penalty 2417.665768 = -199326.067014 nChanged 4 SP:Iteration 31Q (2611.677535 sec): 3 clusters Score: Raw -201746.098399 + Penalty 2417.665768 = -199328.432632 nChanged 2 SP:Iteration 32Q (2611.730133 sec): 3 clusters Score: Raw -201747.530356 + Penalty 2417.665768 = -199329.864588 nChanged 1 SP:Iteration 33Q (2611.779629 sec): 3 clusters Score: Raw -201749.087836 + Penalty 2417.665768 = -199331.422068 nChanged 1 SP:Iteration 34Q (2611.824882 sec): 3 clusters Score: Raw -201749.560032 + Penalty 2417.665768 = -199331.894265 nChanged 1 SP:Iteration 35Q (2611.877424 sec): 3 clusters Score: Raw -201750.430194 + Penalty 2417.665768 = -199332.764427 nChanged 2 SP:Iteration 36Q (2611.918075 sec): 3 clusters Score: Raw -201752.157302 + Penalty 2417.665768 = -199334.491534 nChanged 3 SP:Iteration 37Q (2611.973860 sec): 3 clusters Score: Raw -201753.449057 + Penalty 2417.665768 = -199335.783290 nChanged 5 SP:Iteration 38Q (2612.018169 sec): 3 clusters Score: Raw -201756.767255 + Penalty 2417.665768 = -199339.101487 nChanged 4 SP:Iteration 39Q (2612.074457 sec): 3 clusters Score: Raw -201759.625303 + Penalty 2417.665768 = -199341.959536 nChanged 2 SP:Iteration 40F (2612.118111 sec): 3 clusters Score: Raw -201760.274226 + Penalty 2417.665768 = -199342.608459 nChanged 1 SP:Iteration 41Q (2612.166501 sec): 3 clusters Score: Raw -201760.432053 + Penalty 2417.665768 = -199342.766285 nChanged 1 SP:Iteration 42Q (2612.217962 sec): 3 clusters Score: Raw -201760.794733 + Penalty 2417.665768 = -199343.128966 nChanged 0 SP:Iteration 43F (2612.262354 sec): 3 clusters Score: Raw -201760.794733 + Penalty 2417.665768 = -199343.128966 nChanged 0 Trying to split cluster 21 (2429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2612.279508 sec): 2 clusters Score: Raw -294175.478660 + Penalty 1266.725676 = -292908.752984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2612.335235 sec): 3 clusters Score: Raw -293081.331335 + Penalty 2533.451352 = -290547.879983 nChanged 893 SP:Iteration 1F (2612.375222 sec): 3 clusters Score: Raw -293676.869733 + Penalty 2533.451352 = -291143.418381 nChanged 203 SP:Iteration 2F (2612.430787 sec): 3 clusters Score: Raw -293826.852113 + Penalty 2533.451352 = -291293.400762 nChanged 129 SP:Iteration 3F (2612.480777 sec): 3 clusters Score: Raw -293910.358624 + Penalty 2533.451352 = -291376.907273 nChanged 100 SP:Iteration 4Q (2612.520891 sec): 3 clusters Score: Raw -293970.747449 + Penalty 2533.451352 = -291437.296097 nChanged 72 SP:Iteration 5Q (2612.569381 sec): 3 clusters Score: Raw -294021.340589 + Penalty 2533.451352 = -291487.889237 nChanged 78 SP:Iteration 6Q (2612.619159 sec): 3 clusters Score: Raw -294077.797921 + Penalty 2533.451352 = -291544.346569 nChanged 62 SP:Iteration 7Q (2612.663032 sec): 3 clusters Score: Raw -294124.051003 + Penalty 2533.451352 = -291590.599651 nChanged 58 SP:Iteration 8Q (2612.711291 sec): 3 clusters Score: Raw -294173.838530 + Penalty 2533.451352 = -291640.387178 nChanged 59 SP:Iteration 9Q (2612.747921 sec): 3 clusters Score: Raw -294216.142153 + Penalty 2533.451352 = -291682.690801 nChanged 49 SP:Iteration 10Q (2612.799068 sec): 3 clusters Score: Raw -294247.429769 + Penalty 2533.451352 = -291713.978417 nChanged 49 SP:Iteration 11Q (2612.853588 sec): 3 clusters Score: Raw -294276.109392 + Penalty 2533.451352 = -291742.658040 nChanged 48 SP:Iteration 12Q (2612.893463 sec): 3 clusters Score: Raw -294304.758877 + Penalty 2533.451352 = -291771.307525 nChanged 45 SP:Iteration 13Q (2612.937920 sec): 3 clusters Score: Raw -294326.893288 + Penalty 2533.451352 = -291793.441936 nChanged 32 SP:Iteration 14Q (2612.975409 sec): 3 clusters Score: Raw -294344.596860 + Penalty 2533.451352 = -291811.145508 nChanged 34 SP:Iteration 15Q (2613.022738 sec): 3 clusters Score: Raw -294365.286419 + Penalty 2533.451352 = -291831.835067 nChanged 26 SP:Iteration 16Q (2613.070839 sec): 3 clusters Score: Raw -294379.505544 + Penalty 2533.451352 = -291846.054192 nChanged 15 SP:Iteration 17Q (2613.127384 sec): 3 clusters Score: Raw -294385.269518 + Penalty 2533.451352 = -291851.818166 nChanged 4 SP:Iteration 18Q (2613.164979 sec): 3 clusters Score: Raw -294386.466125 + Penalty 2533.451352 = -291853.014773 nChanged 4 SP:Iteration 19Q (2613.212379 sec): 3 clusters Score: Raw -294388.491169 + Penalty 2533.451352 = -291855.039817 nChanged 6 SP:Iteration 20F (2613.258675 sec): 3 clusters Score: Raw -294391.420273 + Penalty 2533.451352 = -291857.968922 nChanged 6 SP:Iteration 21Q (2613.315697 sec): 3 clusters Score: Raw -294394.537739 + Penalty 2533.451352 = -291861.086387 nChanged 7 SP:Iteration 22Q (2613.353790 sec): 3 clusters Score: Raw -294397.777687 + Penalty 2533.451352 = -291864.326335 nChanged 6 SP:Iteration 23Q (2613.400211 sec): 3 clusters Score: Raw -294400.293914 + Penalty 2533.451352 = -291866.842562 nChanged 5 SP:Iteration 24Q (2613.446234 sec): 3 clusters Score: Raw -294402.664497 + Penalty 2533.451352 = -291869.213145 nChanged 7 SP:Iteration 25Q (2613.492630 sec): 3 clusters Score: Raw -294405.948224 + Penalty 2533.451352 = -291872.496872 nChanged 6 SP:Iteration 26Q (2613.548474 sec): 3 clusters Score: Raw -294408.896639 + Penalty 2533.451352 = -291875.445287 nChanged 3 SP:Iteration 27Q (2613.593520 sec): 3 clusters Score: Raw -294409.794684 + Penalty 2533.451352 = -291876.343332 nChanged 4 SP:Iteration 28Q (2613.642392 sec): 3 clusters Score: Raw -294411.454745 + Penalty 2533.451352 = -291878.003393 nChanged 4 SP:Iteration 29Q (2613.697097 sec): 3 clusters Score: Raw -294413.436007 + Penalty 2533.451352 = -291879.984655 nChanged 4 SP:Iteration 30Q (2613.745366 sec): 3 clusters Score: Raw -294415.286041 + Penalty 2533.451352 = -291881.834689 nChanged 4 SP:Iteration 31Q (2613.787348 sec): 3 clusters Score: Raw -294417.242112 + Penalty 2533.451352 = -291883.790760 nChanged 3 SP:Iteration 32Q (2613.849981 sec): 3 clusters Score: Raw -294418.935856 + Penalty 2533.451352 = -291885.484504 nChanged 5 SP:Iteration 33Q (2613.893305 sec): 3 clusters Score: Raw -294422.039448 + Penalty 2533.451352 = -291888.588096 nChanged 6 SP:Iteration 34Q (2613.940891 sec): 3 clusters Score: Raw -294425.379430 + Penalty 2533.451352 = -291891.928078 nChanged 8 SP:Iteration 35Q (2614.000026 sec): 3 clusters Score: Raw -294429.432343 + Penalty 2533.451352 = -291895.980991 nChanged 7 SP:Iteration 36Q (2614.038135 sec): 3 clusters Score: Raw -294432.726692 + Penalty 2533.451352 = -291899.275340 nChanged 6 SP:Iteration 37Q (2614.095533 sec): 3 clusters Score: Raw -294435.279847 + Penalty 2533.451352 = -291901.828495 nChanged 5 SP:Iteration 38Q (2614.140402 sec): 3 clusters Score: Raw -294438.683548 + Penalty 2533.451352 = -291905.232196 nChanged 7 SP:Iteration 39Q (2614.198644 sec): 3 clusters Score: Raw -294443.578958 + Penalty 2533.451352 = -291910.127606 nChanged 6 SP:Iteration 40F (2614.247277 sec): 3 clusters Score: Raw -294445.489443 + Penalty 2533.451352 = -291912.038091 nChanged 3 SP:Iteration 41Q (2614.288601 sec): 3 clusters Score: Raw -294446.871390 + Penalty 2533.451352 = -291913.420038 nChanged 3 SP:Iteration 42Q (2614.333242 sec): 3 clusters Score: Raw -294447.701650 + Penalty 2533.451352 = -291914.250298 nChanged 3 SP:Iteration 43Q (2614.387790 sec): 3 clusters Score: Raw -294448.568160 + Penalty 2533.451352 = -291915.116809 nChanged 1 SP:Iteration 44Q (2614.437323 sec): 3 clusters Score: Raw -294448.671970 + Penalty 2533.451352 = -291915.220618 nChanged 0 SP:Iteration 45F (2614.490318 sec): 3 clusters Score: Raw -294448.671970 + Penalty 2533.451352 = -291915.220618 nChanged 0 Trying to split cluster 22 (982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2614.504767 sec): 2 clusters Score: Raw -109214.622566 + Penalty 1119.558588 = -108095.063978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2614.566924 sec): 3 clusters Score: Raw -108878.970925 + Penalty 2239.117175 = -106639.853749 nChanged 289 SP:Iteration 1F (2614.611332 sec): 3 clusters Score: Raw -109138.535554 + Penalty 2239.117175 = -106899.418379 nChanged 74 SP:Iteration 2F (2614.660306 sec): 3 clusters Score: Raw -109202.572675 + Penalty 2239.117175 = -106963.455500 nChanged 42 SP:Iteration 3Q (2614.703198 sec): 3 clusters Score: Raw -109257.029988 + Penalty 2239.117175 = -107017.912813 nChanged 31 SP:Iteration 4Q (2614.740995 sec): 3 clusters Score: Raw -109304.694001 + Penalty 2239.117175 = -107065.576826 nChanged 38 SP:Iteration 5Q (2614.777498 sec): 3 clusters Score: Raw -109341.815958 + Penalty 2239.117175 = -107102.698783 nChanged 30 SP:Iteration 6Q (2614.816056 sec): 3 clusters Score: Raw -109387.096714 + Penalty 2239.117175 = -107147.979539 nChanged 24 SP:Iteration 7Q (2614.857784 sec): 3 clusters Score: Raw -109422.040149 + Penalty 2239.117175 = -107182.922974 nChanged 32 SP:Iteration 8Q (2614.896415 sec): 3 clusters Score: Raw -109471.666603 + Penalty 2239.117175 = -107232.549428 nChanged 35 SP:Iteration 9Q (2614.936745 sec): 3 clusters Score: Raw -109536.208892 + Penalty 2239.117175 = -107297.091716 nChanged 30 SP:Iteration 10Q (2614.974556 sec): 3 clusters Score: Raw -109586.099843 + Penalty 2239.117175 = -107346.982668 nChanged 29 SP:Iteration 11Q (2615.012034 sec): 3 clusters Score: Raw -109637.016444 + Penalty 2239.117175 = -107397.899269 nChanged 33 SP:Iteration 12Q (2615.049716 sec): 3 clusters Score: Raw -109694.254503 + Penalty 2239.117175 = -107455.137327 nChanged 21 SP:Iteration 13Q (2615.085768 sec): 3 clusters Score: Raw -109722.333602 + Penalty 2239.117175 = -107483.216427 nChanged 13 SP:Iteration 14Q (2615.123653 sec): 3 clusters Score: Raw -109741.204085 + Penalty 2239.117175 = -107502.086910 nChanged 19 SP:Iteration 15Q (2615.161285 sec): 3 clusters Score: Raw -109759.333806 + Penalty 2239.117175 = -107520.216631 nChanged 12 SP:Iteration 16Q (2615.198740 sec): 3 clusters Score: Raw -109771.022822 + Penalty 2239.117175 = -107531.905647 nChanged 10 SP:Iteration 17Q (2615.236325 sec): 3 clusters Score: Raw -109781.475396 + Penalty 2239.117175 = -107542.358221 nChanged 10 SP:Iteration 18Q (2615.273948 sec): 3 clusters Score: Raw -109792.451297 + Penalty 2239.117175 = -107553.334121 nChanged 10 SP:Iteration 19Q (2615.311612 sec): 3 clusters Score: Raw -109807.845910 + Penalty 2239.117175 = -107568.728735 nChanged 12 SP:Iteration 20F (2615.349311 sec): 3 clusters Score: Raw -109821.067744 + Penalty 2239.117175 = -107581.950569 nChanged 12 SP:Iteration 21Q (2615.387113 sec): 3 clusters Score: Raw -109835.738658 + Penalty 2239.117175 = -107596.621483 nChanged 4 SP:Iteration 22Q (2615.425192 sec): 3 clusters Score: Raw -109839.114019 + Penalty 2239.117175 = -107599.996844 nChanged 1 SP:Iteration 23Q (2615.462684 sec): 3 clusters Score: Raw -109839.683714 + Penalty 2239.117175 = -107600.566539 nChanged 0 SP:Iteration 24F (2615.508907 sec): 3 clusters Score: Raw -109839.683714 + Penalty 2239.117175 = -107600.566539 nChanged 0 Trying to split cluster 23 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2615.529049 sec): 2 clusters Score: Raw -18539.073389 + Penalty 857.693632 = -17681.379757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2615.570186 sec): 3 clusters Score: Raw -18645.932748 + Penalty 1715.387264 = -16930.545484 nChanged 30 SP:Iteration 1F (2615.609319 sec): 3 clusters Score: Raw -18763.235594 + Penalty 1715.387264 = -17047.848330 nChanged 8 SP:Iteration 2Q (2615.661123 sec): 3 clusters Score: Raw -18794.916824 + Penalty 1715.387264 = -17079.529560 nChanged 6 SP:Iteration 3Q (2615.706587 sec): 3 clusters Score: Raw -18829.352729 + Penalty 1715.387264 = -17113.965465 nChanged 5 SP:Iteration 4Q (2615.739799 sec): 3 clusters Score: Raw -18850.174054 + Penalty 1715.387264 = -17134.786789 nChanged 3 SP:Iteration 5Q (2615.789421 sec): 3 clusters Score: Raw -18866.195239 + Penalty 1715.387264 = -17150.807974 nChanged 3 SP:Iteration 6Q (2615.842522 sec): 3 clusters Score: Raw -18878.974455 + Penalty 1715.387264 = -17163.587191 nChanged 3 SP:Iteration 7Q (2615.878239 sec): 3 clusters Score: Raw -18899.602770 + Penalty 1715.387264 = -17184.215506 nChanged 3 SP:Iteration 8Q (2615.924612 sec): 3 clusters Score: Raw -18911.402914 + Penalty 1715.387264 = -17196.015649 nChanged 1 SP:Iteration 9Q (2615.971417 sec): 3 clusters Score: Raw -18913.720926 + Penalty 1715.387264 = -17198.333662 nChanged 0 SP:Iteration 10F (2616.015597 sec): 3 clusters Score: Raw -18913.720926 + Penalty 1715.387264 = -17198.333662 nChanged 0 Trying to split cluster 24 (1785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2616.042909 sec): 2 clusters Score: Raw -218313.813047 + Penalty 1216.665725 = -217097.147322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2616.094791 sec): 3 clusters Score: Raw -217570.162379 + Penalty 2433.331451 = -215136.830928 nChanged 582 SP:Iteration 1F (2616.147325 sec): 3 clusters Score: Raw -217968.640310 + Penalty 2433.331451 = -215535.308859 nChanged 145 SP:Iteration 2F (2616.187445 sec): 3 clusters Score: Raw -218098.832651 + Penalty 2433.331451 = -215665.501201 nChanged 105 SP:Iteration 3F (2616.245789 sec): 3 clusters Score: Raw -218206.954358 + Penalty 2433.331451 = -215773.622907 nChanged 94 SP:Iteration 4F (2616.296846 sec): 3 clusters Score: Raw -218310.707194 + Penalty 2433.331451 = -215877.375743 nChanged 83 SP:Iteration 5Q (2616.345315 sec): 3 clusters Score: Raw -218405.478556 + Penalty 2433.331451 = -215972.147106 nChanged 75 SP:Iteration 6Q (2616.385132 sec): 3 clusters Score: Raw -218498.967134 + Penalty 2433.331451 = -216065.635684 nChanged 87 SP:Iteration 7Q (2616.443486 sec): 3 clusters Score: Raw -218615.538825 + Penalty 2433.331451 = -216182.207374 nChanged 84 SP:Iteration 8Q (2616.489267 sec): 3 clusters Score: Raw -218743.801902 + Penalty 2433.331451 = -216310.470452 nChanged 68 SP:Iteration 9Q (2616.544166 sec): 3 clusters Score: Raw -218853.551265 + Penalty 2433.331451 = -216420.219814 nChanged 63 SP:Iteration 10Q (2616.592881 sec): 3 clusters Score: Raw -218934.796075 + Penalty 2433.331451 = -216501.464625 nChanged 52 SP:Iteration 11Q (2616.633052 sec): 3 clusters Score: Raw -219005.621575 + Penalty 2433.331451 = -216572.290125 nChanged 43 SP:Iteration 12Q (2616.689976 sec): 3 clusters Score: Raw -219070.723834 + Penalty 2433.331451 = -216637.392383 nChanged 22 SP:Iteration 13Q (2616.742708 sec): 3 clusters Score: Raw -219090.359429 + Penalty 2433.331451 = -216657.027979 nChanged 15 SP:Iteration 14Q (2616.779960 sec): 3 clusters Score: Raw -219107.609296 + Penalty 2433.331451 = -216674.277846 nChanged 12 SP:Iteration 15Q (2616.824182 sec): 3 clusters Score: Raw -219120.842041 + Penalty 2433.331451 = -216687.510590 nChanged 14 SP:Iteration 16Q (2616.861802 sec): 3 clusters Score: Raw -219137.249324 + Penalty 2433.331451 = -216703.917873 nChanged 5 SP:Iteration 17Q (2616.898217 sec): 3 clusters Score: Raw -219140.310719 + Penalty 2433.331451 = -216706.979269 nChanged 3 SP:Iteration 18Q (2616.936507 sec): 3 clusters Score: Raw -219142.452725 + Penalty 2433.331451 = -216709.121275 nChanged 2 SP:Iteration 19Q (2616.981979 sec): 3 clusters Score: Raw -219143.908832 + Penalty 2433.331451 = -216710.577381 nChanged 1 SP:Iteration 20F (2617.023566 sec): 3 clusters Score: Raw -219144.905448 + Penalty 2433.331451 = -216711.573997 nChanged 1 SP:Iteration 21Q (2617.063555 sec): 3 clusters Score: Raw -219145.284295 + Penalty 2433.331451 = -216711.952845 nChanged 0 SP:Iteration 22F (2617.108464 sec): 3 clusters Score: Raw -219145.284295 + Penalty 2433.331451 = -216711.952845 nChanged 0 Trying to split cluster 25 (11977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2617.146041 sec): 2 clusters Score: Raw -1468867.589275 + Penalty 1525.995806 = -1467341.593468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2617.217618 sec): 3 clusters Score: Raw -1461917.247018 + Penalty 3051.991612 = -1458865.255406 nChanged 5323 SP:Iteration 1F (2617.274422 sec): 3 clusters Score: Raw -1464648.791148 + Penalty 3051.991612 = -1461596.799535 nChanged 597 SP:Iteration 2Q (2617.338685 sec): 3 clusters Score: Raw -1464864.491150 + Penalty 3051.991612 = -1461812.499537 nChanged 514 SP:Iteration 3Q (2617.389826 sec): 3 clusters Score: Raw -1465053.645142 + Penalty 3051.991612 = -1462001.653529 nChanged 462 SP:Iteration 4Q (2617.455094 sec): 3 clusters Score: Raw -1465228.733211 + Penalty 3051.991612 = -1462176.741599 nChanged 470 SP:Iteration 5Q (2617.524256 sec): 3 clusters Score: Raw -1465422.187237 + Penalty 3051.991612 = -1462370.195625 nChanged 494 SP:Iteration 6Q (2617.585304 sec): 3 clusters Score: Raw -1465645.006084 + Penalty 3051.991612 = -1462593.014472 nChanged 549 SP:Iteration 7Q (2617.657640 sec): 3 clusters Score: Raw -1465942.712261 + Penalty 3051.991612 = -1462890.720648 nChanged 648 SP:Iteration 8F (2617.720785 sec): 3 clusters Score: Raw -1466357.744540 + Penalty 3051.991612 = -1463305.752928 nChanged 733 SP:Iteration 9F (2617.782493 sec): 3 clusters Score: Raw -1466907.286115 + Penalty 3051.991612 = -1463855.294503 nChanged 744 SP:Iteration 10F (2617.855534 sec): 3 clusters Score: Raw -1467561.689887 + Penalty 3051.991612 = -1464509.698274 nChanged 638 SP:Iteration 11F (2617.906483 sec): 3 clusters Score: Raw -1468109.824271 + Penalty 3051.991612 = -1465057.832658 nChanged 448 SP:Iteration 12Q (2617.975257 sec): 3 clusters Score: Raw -1468482.004282 + Penalty 3051.991612 = -1465430.012669 nChanged 317 SP:Iteration 13Q (2618.046080 sec): 3 clusters Score: Raw -1468751.361604 + Penalty 3051.991612 = -1465699.369992 nChanged 222 SP:Iteration 14Q (2618.118488 sec): 3 clusters Score: Raw -1468924.339151 + Penalty 3051.991612 = -1465872.347539 nChanged 150 SP:Iteration 15Q (2618.182824 sec): 3 clusters Score: Raw -1469032.275438 + Penalty 3051.991612 = -1465980.283826 nChanged 98 SP:Iteration 16Q (2618.234503 sec): 3 clusters Score: Raw -1469092.460805 + Penalty 3051.991612 = -1466040.469192 nChanged 70 SP:Iteration 17Q (2618.304656 sec): 3 clusters Score: Raw -1469128.011040 + Penalty 3051.991612 = -1466076.019427 nChanged 44 SP:Iteration 18Q (2618.369170 sec): 3 clusters Score: Raw -1469151.607682 + Penalty 3051.991612 = -1466099.616069 nChanged 37 SP:Iteration 19Q (2618.423219 sec): 3 clusters Score: Raw -1469169.002889 + Penalty 3051.991612 = -1466117.011277 nChanged 30 SP:Iteration 20F (2618.501970 sec): 3 clusters Score: Raw -1469184.864010 + Penalty 3051.991612 = -1466132.872397 nChanged 23 SP:Iteration 21Q (2618.561765 sec): 3 clusters Score: Raw -1469195.133864 + Penalty 3051.991612 = -1466143.142252 nChanged 25 SP:Iteration 22Q (2618.609031 sec): 3 clusters Score: Raw -1469209.889405 + Penalty 3051.991612 = -1466157.897793 nChanged 18 SP:Iteration 23Q (2618.674789 sec): 3 clusters Score: Raw -1469220.302536 + Penalty 3051.991612 = -1466168.310923 nChanged 15 SP:Iteration 24Q (2618.734908 sec): 3 clusters Score: Raw -1469226.592562 + Penalty 3051.991612 = -1466174.600949 nChanged 14 SP:Iteration 25Q (2618.787005 sec): 3 clusters Score: Raw -1469232.203847 + Penalty 3051.991612 = -1466180.212234 nChanged 12 SP:Iteration 26Q (2618.850577 sec): 3 clusters Score: Raw -1469237.818810 + Penalty 3051.991612 = -1466185.827198 nChanged 4 SP:Iteration 27Q (2618.916330 sec): 3 clusters Score: Raw -1469240.436874 + Penalty 3051.991612 = -1466188.445262 nChanged 5 SP:Iteration 28Q (2618.975889 sec): 3 clusters Score: Raw -1469242.313272 + Penalty 3051.991612 = -1466190.321659 nChanged 4 SP:Iteration 29Q (2619.025890 sec): 3 clusters Score: Raw -1469243.711073 + Penalty 3051.991612 = -1466191.719461 nChanged 6 SP:Iteration 30Q (2619.082954 sec): 3 clusters Score: Raw -1469245.509373 + Penalty 3051.991612 = -1466193.517760 nChanged 1 SP:Iteration 31Q (2619.147440 sec): 3 clusters Score: Raw -1469246.084676 + Penalty 3051.991612 = -1466194.093063 nChanged 1 SP:Iteration 32Q (2619.206903 sec): 3 clusters Score: Raw -1469246.305827 + Penalty 3051.991612 = -1466194.314215 nChanged 1 SP:Iteration 33Q (2619.275034 sec): 3 clusters Score: Raw -1469246.629347 + Penalty 3051.991612 = -1466194.637735 nChanged 1 SP:Iteration 34Q (2619.327724 sec): 3 clusters Score: Raw -1469247.068808 + Penalty 3051.991612 = -1466195.077196 nChanged 2 SP:Iteration 35Q (2619.391314 sec): 3 clusters Score: Raw -1469247.410243 + Penalty 3051.991612 = -1466195.418630 nChanged 0 SP:Iteration 36F (2619.456602 sec): 3 clusters Score: Raw -1469247.410243 + Penalty 3051.991612 = -1466195.418630 nChanged 0 Trying to split cluster 26 (6027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2619.491084 sec): 2 clusters Score: Raw -716434.678476 + Penalty 1414.400756 = -715020.277719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2619.534524 sec): 3 clusters Score: Raw -713189.299579 + Penalty 2828.801512 = -710360.498067 nChanged 2504 SP:Iteration 1F (2619.597885 sec): 3 clusters Score: Raw -714680.927987 + Penalty 2828.801512 = -711852.126474 nChanged 456 SP:Iteration 2F (2619.640863 sec): 3 clusters Score: Raw -714971.985105 + Penalty 2828.801512 = -712143.183593 nChanged 375 SP:Iteration 3F (2619.707270 sec): 3 clusters Score: Raw -715206.773410 + Penalty 2828.801512 = -712377.971898 nChanged 319 SP:Iteration 4F (2619.752734 sec): 3 clusters Score: Raw -715398.235326 + Penalty 2828.801512 = -712569.433814 nChanged 285 SP:Iteration 5Q (2619.818694 sec): 3 clusters Score: Raw -715579.089049 + Penalty 2828.801512 = -712750.287536 nChanged 288 SP:Iteration 6Q (2619.878118 sec): 3 clusters Score: Raw -715775.886943 + Penalty 2828.801512 = -712947.085430 nChanged 263 SP:Iteration 7Q (2619.934666 sec): 3 clusters Score: Raw -715941.517773 + Penalty 2828.801512 = -713112.716261 nChanged 236 SP:Iteration 8Q (2619.992046 sec): 3 clusters Score: Raw -716093.557417 + Penalty 2828.801512 = -713264.755904 nChanged 215 SP:Iteration 9Q (2620.045431 sec): 3 clusters Score: Raw -716231.731522 + Penalty 2828.801512 = -713402.930009 nChanged 194 SP:Iteration 10Q (2620.089551 sec): 3 clusters Score: Raw -716338.348513 + Penalty 2828.801512 = -713509.547000 nChanged 172 SP:Iteration 11Q (2620.142337 sec): 3 clusters Score: Raw -716423.823496 + Penalty 2828.801512 = -713595.021983 nChanged 121 SP:Iteration 12Q (2620.194328 sec): 3 clusters Score: Raw -716463.367734 + Penalty 2828.801512 = -713634.566222 nChanged 81 SP:Iteration 13Q (2620.242968 sec): 3 clusters Score: Raw -716492.726495 + Penalty 2828.801512 = -713663.924982 nChanged 60 SP:Iteration 14Q (2620.307815 sec): 3 clusters Score: Raw -716508.558359 + Penalty 2828.801512 = -713679.756846 nChanged 37 SP:Iteration 15Q (2620.355136 sec): 3 clusters Score: Raw -716517.055164 + Penalty 2828.801512 = -713688.253652 nChanged 28 SP:Iteration 16Q (2620.398371 sec): 3 clusters Score: Raw -716522.444592 + Penalty 2828.801512 = -713693.643079 nChanged 22 SP:Iteration 17Q (2620.449766 sec): 3 clusters Score: Raw -716527.354942 + Penalty 2828.801512 = -713698.553429 nChanged 21 SP:Iteration 18Q (2620.502274 sec): 3 clusters Score: Raw -716531.140822 + Penalty 2828.801512 = -713702.339309 nChanged 17 SP:Iteration 19Q (2620.566704 sec): 3 clusters Score: Raw -716536.034109 + Penalty 2828.801512 = -713707.232596 nChanged 28 SP:Iteration 20F (2620.612542 sec): 3 clusters Score: Raw -716542.939489 + Penalty 2828.801512 = -713714.137977 nChanged 30 SP:Iteration 21Q (2620.665358 sec): 3 clusters Score: Raw -716551.609797 + Penalty 2828.801512 = -713722.808285 nChanged 31 SP:Iteration 22Q (2620.730681 sec): 3 clusters Score: Raw -716558.402159 + Penalty 2828.801512 = -713729.600646 nChanged 26 SP:Iteration 23Q (2620.767367 sec): 3 clusters Score: Raw -716564.320566 + Penalty 2828.801512 = -713735.519053 nChanged 20 SP:Iteration 24Q (2620.816962 sec): 3 clusters Score: Raw -716569.380162 + Penalty 2828.801512 = -713740.578650 nChanged 18 SP:Iteration 25Q (2620.871887 sec): 3 clusters Score: Raw -716573.553987 + Penalty 2828.801512 = -713744.752475 nChanged 14 SP:Iteration 26Q (2620.923339 sec): 3 clusters Score: Raw -716576.837031 + Penalty 2828.801512 = -713748.035518 nChanged 14 SP:Iteration 27Q (2620.979282 sec): 3 clusters Score: Raw -716579.953325 + Penalty 2828.801512 = -713751.151812 nChanged 14 SP:Iteration 28Q (2621.033953 sec): 3 clusters Score: Raw -716582.419833 + Penalty 2828.801512 = -713753.618321 nChanged 18 SP:Iteration 29Q (2621.093302 sec): 3 clusters Score: Raw -716587.409408 + Penalty 2828.801512 = -713758.607896 nChanged 20 SP:Iteration 30Q (2621.137177 sec): 3 clusters Score: Raw -716592.363518 + Penalty 2828.801512 = -713763.562006 nChanged 16 SP:Iteration 31Q (2621.203097 sec): 3 clusters Score: Raw -716595.696291 + Penalty 2828.801512 = -713766.894779 nChanged 11 SP:Iteration 32Q (2621.247762 sec): 3 clusters Score: Raw -716598.375834 + Penalty 2828.801512 = -713769.574322 nChanged 15 SP:Iteration 33Q (2621.315078 sec): 3 clusters Score: Raw -716603.381183 + Penalty 2828.801512 = -713774.579670 nChanged 26 SP:Iteration 34Q (2621.367983 sec): 3 clusters Score: Raw -716608.998197 + Penalty 2828.801512 = -713780.196685 nChanged 18 SP:Iteration 35Q (2621.411440 sec): 3 clusters Score: Raw -716612.749666 + Penalty 2828.801512 = -713783.948153 nChanged 19 SP:Iteration 36Q (2621.456323 sec): 3 clusters Score: Raw -716617.456699 + Penalty 2828.801512 = -713788.655187 nChanged 21 SP:Iteration 37Q (2621.502446 sec): 3 clusters Score: Raw -716623.275203 + Penalty 2828.801512 = -713794.473691 nChanged 18 SP:Iteration 38Q (2621.556978 sec): 3 clusters Score: Raw -716627.856406 + Penalty 2828.801512 = -713799.054894 nChanged 17 SP:Iteration 39Q (2621.616449 sec): 3 clusters Score: Raw -716631.126363 + Penalty 2828.801512 = -713802.324851 nChanged 15 SP:Iteration 40F (2621.665457 sec): 3 clusters Score: Raw -716633.591890 + Penalty 2828.801512 = -713804.790377 nChanged 8 SP:Iteration 41Q (2621.722080 sec): 3 clusters Score: Raw -716634.802846 + Penalty 2828.801512 = -713806.001334 nChanged 9 SP:Iteration 42Q (2621.768292 sec): 3 clusters Score: Raw -716637.284156 + Penalty 2828.801512 = -713808.482644 nChanged 18 SP:Iteration 43Q (2621.823011 sec): 3 clusters Score: Raw -716642.231721 + Penalty 2828.801512 = -713813.430209 nChanged 17 SP:Iteration 44Q (2621.869976 sec): 3 clusters Score: Raw -716646.007544 + Penalty 2828.801512 = -713817.206031 nChanged 11 SP:Iteration 45Q (2621.914519 sec): 3 clusters Score: Raw -716648.311311 + Penalty 2828.801512 = -713819.509798 nChanged 7 SP:Iteration 46Q (2621.967008 sec): 3 clusters Score: Raw -716649.776179 + Penalty 2828.801512 = -713820.974667 nChanged 6 SP:Iteration 47Q (2622.024872 sec): 3 clusters Score: Raw -716650.590448 + Penalty 2828.801512 = -713821.788935 nChanged 6 SP:Iteration 48Q (2622.075915 sec): 3 clusters Score: Raw -716651.724791 + Penalty 2828.801512 = -713822.923278 nChanged 11 SP:Iteration 49Q (2622.113427 sec): 3 clusters Score: Raw -716654.118750 + Penalty 2828.801512 = -713825.317237 nChanged 8 SP:Iteration 50Q (2622.177002 sec): 3 clusters Score: Raw -716656.529896 + Penalty 2828.801512 = -713827.728383 nChanged 13 SP:Iteration 51Q (2622.227484 sec): 3 clusters Score: Raw -716659.765692 + Penalty 2828.801512 = -713830.964180 nChanged 14 SP:Iteration 52Q (2622.276643 sec): 3 clusters Score: Raw -716663.440935 + Penalty 2828.801512 = -713834.639422 nChanged 15 SP:Iteration 53Q (2622.311289 sec): 3 clusters Score: Raw -716667.598577 + Penalty 2828.801512 = -713838.797064 nChanged 13 SP:Iteration 54Q (2622.361169 sec): 3 clusters Score: Raw -716670.804545 + Penalty 2828.801512 = -713842.003033 nChanged 17 SP:Iteration 55Q (2622.421606 sec): 3 clusters Score: Raw -716675.252352 + Penalty 2828.801512 = -713846.450840 nChanged 14 SP:Iteration 56Q (2622.476471 sec): 3 clusters Score: Raw -716680.241195 + Penalty 2828.801512 = -713851.439683 nChanged 18 SP:Iteration 57Q (2622.524377 sec): 3 clusters Score: Raw -716685.375507 + Penalty 2828.801512 = -713856.573994 nChanged 15 SP:Iteration 58Q (2622.575390 sec): 3 clusters Score: Raw -716690.661331 + Penalty 2828.801512 = -713861.859819 nChanged 29 SP:Iteration 59Q (2622.627079 sec): 3 clusters Score: Raw -716697.759244 + Penalty 2828.801512 = -713868.957732 nChanged 19 SP:Iteration 60F (2622.676836 sec): 3 clusters Score: Raw -716701.213268 + Penalty 2828.801512 = -713872.411756 nChanged 11 SP:Iteration 61Q (2622.728785 sec): 3 clusters Score: Raw -716703.603997 + Penalty 2828.801512 = -713874.802485 nChanged 13 SP:Iteration 62Q (2622.789650 sec): 3 clusters Score: Raw -716705.832385 + Penalty 2828.801512 = -713877.030873 nChanged 14 SP:Iteration 63Q (2622.844171 sec): 3 clusters Score: Raw -716708.451987 + Penalty 2828.801512 = -713879.650474 nChanged 11 SP:Iteration 64Q (2622.892379 sec): 3 clusters Score: Raw -716710.440564 + Penalty 2828.801512 = -713881.639052 nChanged 8 SP:Iteration 65Q (2622.941243 sec): 3 clusters Score: Raw -716711.728005 + Penalty 2828.801512 = -713882.926493 nChanged 10 SP:Iteration 66Q (2622.987780 sec): 3 clusters Score: Raw -716714.379008 + Penalty 2828.801512 = -713885.577496 nChanged 11 SP:Iteration 67Q (2623.047623 sec): 3 clusters Score: Raw -716717.238148 + Penalty 2828.801512 = -713888.436636 nChanged 16 SP:Iteration 68Q (2623.096752 sec): 3 clusters Score: Raw -716720.311151 + Penalty 2828.801512 = -713891.509638 nChanged 13 SP:Iteration 69Q (2623.150751 sec): 3 clusters Score: Raw -716723.259905 + Penalty 2828.801512 = -713894.458393 nChanged 8 SP:Iteration 70Q (2623.215040 sec): 3 clusters Score: Raw -716724.360521 + Penalty 2828.801512 = -713895.559008 nChanged 5 SP:Iteration 71Q (2623.261807 sec): 3 clusters Score: Raw -716725.612089 + Penalty 2828.801512 = -713896.810577 nChanged 9 SP:Iteration 72Q (2623.310505 sec): 3 clusters Score: Raw -716727.852320 + Penalty 2828.801512 = -713899.050808 nChanged 8 SP:Iteration 73Q (2623.373237 sec): 3 clusters Score: Raw -716729.822710 + Penalty 2828.801512 = -713901.021198 nChanged 8 SP:Iteration 74Q (2623.427892 sec): 3 clusters Score: Raw -716731.650016 + Penalty 2828.801512 = -713902.848504 nChanged 6 SP:Iteration 75Q (2623.470870 sec): 3 clusters Score: Raw -716733.781803 + Penalty 2828.801512 = -713904.980290 nChanged 8 SP:Iteration 76Q (2623.527992 sec): 3 clusters Score: Raw -716735.843582 + Penalty 2828.801512 = -713907.042070 nChanged 9 SP:Iteration 77Q (2623.580027 sec): 3 clusters Score: Raw -716737.966072 + Penalty 2828.801512 = -713909.164560 nChanged 12 SP:Iteration 78Q (2623.634834 sec): 3 clusters Score: Raw -716740.433816 + Penalty 2828.801512 = -713911.632303 nChanged 8 SP:Iteration 79Q (2623.686482 sec): 3 clusters Score: Raw -716741.713815 + Penalty 2828.801512 = -713912.912303 nChanged 11 SP:Iteration 80F (2623.753089 sec): 3 clusters Score: Raw -716743.428710 + Penalty 2828.801512 = -713914.627197 nChanged 6 SP:Iteration 81Q (2623.788603 sec): 3 clusters Score: Raw -716744.472935 + Penalty 2828.801512 = -713915.671423 nChanged 7 SP:Iteration 82Q (2623.839309 sec): 3 clusters Score: Raw -716746.135097 + Penalty 2828.801512 = -713917.333585 nChanged 9 SP:Iteration 83Q (2623.897842 sec): 3 clusters Score: Raw -716748.603283 + Penalty 2828.801512 = -713919.801771 nChanged 9 SP:Iteration 84Q (2623.942966 sec): 3 clusters Score: Raw -716751.376977 + Penalty 2828.801512 = -713922.575464 nChanged 11 SP:Iteration 85Q (2623.994849 sec): 3 clusters Score: Raw -716753.759142 + Penalty 2828.801512 = -713924.957630 nChanged 7 SP:Iteration 86Q (2624.050894 sec): 3 clusters Score: Raw -716755.572958 + Penalty 2828.801512 = -713926.771446 nChanged 11 SP:Iteration 87Q (2624.109057 sec): 3 clusters Score: Raw -716758.695899 + Penalty 2828.801512 = -713929.894387 nChanged 11 SP:Iteration 88Q (2624.168012 sec): 3 clusters Score: Raw -716761.799163 + Penalty 2828.801512 = -713932.997651 nChanged 9 SP:Iteration 89Q (2624.216366 sec): 3 clusters Score: Raw -716763.391583 + Penalty 2828.801512 = -713934.590071 nChanged 4 SP:Iteration 90Q (2624.271419 sec): 3 clusters Score: Raw -716763.776822 + Penalty 2828.801512 = -713934.975310 nChanged 2 SP:Iteration 91Q (2624.317196 sec): 3 clusters Score: Raw -716764.086364 + Penalty 2828.801512 = -713935.284852 nChanged 1 SP:Iteration 92Q (2624.376272 sec): 3 clusters Score: Raw -716764.265487 + Penalty 2828.801512 = -713935.463975 nChanged 0 SP:Iteration 93F (2624.441308 sec): 3 clusters Score: Raw -716764.265487 + Penalty 2828.801512 = -713935.463975 nChanged 0 Trying to split cluster 27 (6413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2624.471938 sec): 2 clusters Score: Raw -792632.352997 + Penalty 1424.488400 = -791207.864598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2624.523368 sec): 3 clusters Score: Raw -789118.030144 + Penalty 2848.976799 = -786269.053345 nChanged 2678 SP:Iteration 1F (2624.575212 sec): 3 clusters Score: Raw -790477.668802 + Penalty 2848.976799 = -787628.692002 nChanged 411 SP:Iteration 2F (2624.631442 sec): 3 clusters Score: Raw -790696.453128 + Penalty 2848.976799 = -787847.476329 nChanged 353 SP:Iteration 3F (2624.686251 sec): 3 clusters Score: Raw -790868.511929 + Penalty 2848.976799 = -788019.535129 nChanged 308 SP:Iteration 4Q (2624.749429 sec): 3 clusters Score: Raw -791014.604508 + Penalty 2848.976799 = -788165.627709 nChanged 282 SP:Iteration 5Q (2624.802134 sec): 3 clusters Score: Raw -791158.229012 + Penalty 2848.976799 = -788309.252213 nChanged 282 SP:Iteration 6Q (2624.858263 sec): 3 clusters Score: Raw -791293.835888 + Penalty 2848.976799 = -788444.859089 nChanged 272 SP:Iteration 7Q (2624.916491 sec): 3 clusters Score: Raw -791465.430035 + Penalty 2848.976799 = -788616.453235 nChanged 275 SP:Iteration 8Q (2624.962147 sec): 3 clusters Score: Raw -791645.788473 + Penalty 2848.976799 = -788796.811674 nChanged 249 SP:Iteration 9Q (2625.019135 sec): 3 clusters Score: Raw -791774.256750 + Penalty 2848.976799 = -788925.279951 nChanged 202 SP:Iteration 10Q (2625.072455 sec): 3 clusters Score: Raw -791876.306598 + Penalty 2848.976799 = -789027.329799 nChanged 196 SP:Iteration 11Q (2625.121642 sec): 3 clusters Score: Raw -791970.289062 + Penalty 2848.976799 = -789121.312263 nChanged 164 SP:Iteration 12Q (2625.176463 sec): 3 clusters Score: Raw -792053.719500 + Penalty 2848.976799 = -789204.742701 nChanged 149 SP:Iteration 13Q (2625.233119 sec): 3 clusters Score: Raw -792123.613714 + Penalty 2848.976799 = -789274.636915 nChanged 140 SP:Iteration 14Q (2625.286448 sec): 3 clusters Score: Raw -792186.560301 + Penalty 2848.976799 = -789337.583501 nChanged 120 SP:Iteration 15Q (2625.342556 sec): 3 clusters Score: Raw -792242.461074 + Penalty 2848.976799 = -789393.484275 nChanged 111 SP:Iteration 16Q (2625.388402 sec): 3 clusters Score: Raw -792288.122094 + Penalty 2848.976799 = -789439.145295 nChanged 103 SP:Iteration 17Q (2625.454422 sec): 3 clusters Score: Raw -792328.056763 + Penalty 2848.976799 = -789479.079963 nChanged 84 SP:Iteration 18Q (2625.496834 sec): 3 clusters Score: Raw -792358.402087 + Penalty 2848.976799 = -789509.425288 nChanged 78 SP:Iteration 19Q (2625.557219 sec): 3 clusters Score: Raw -792391.885707 + Penalty 2848.976799 = -789542.908907 nChanged 85 SP:Iteration 20F (2625.614953 sec): 3 clusters Score: Raw -792430.278203 + Penalty 2848.976799 = -789581.301404 nChanged 79 SP:Iteration 21Q (2625.659028 sec): 3 clusters Score: Raw -792461.280354 + Penalty 2848.976799 = -789612.303555 nChanged 65 SP:Iteration 22Q (2625.715966 sec): 3 clusters Score: Raw -792485.620258 + Penalty 2848.976799 = -789636.643459 nChanged 63 SP:Iteration 23Q (2625.783038 sec): 3 clusters Score: Raw -792511.911752 + Penalty 2848.976799 = -789662.934952 nChanged 67 SP:Iteration 24Q (2625.831782 sec): 3 clusters Score: Raw -792534.056548 + Penalty 2848.976799 = -789685.079748 nChanged 55 SP:Iteration 25Q (2625.882728 sec): 3 clusters Score: Raw -792548.352815 + Penalty 2848.976799 = -789699.376016 nChanged 29 SP:Iteration 26Q (2625.933537 sec): 3 clusters Score: Raw -792555.757281 + Penalty 2848.976799 = -789706.780482 nChanged 34 SP:Iteration 27Q (2625.997538 sec): 3 clusters Score: Raw -792566.586286 + Penalty 2848.976799 = -789717.609487 nChanged 41 SP:Iteration 28Q (2626.045069 sec): 3 clusters Score: Raw -792578.879367 + Penalty 2848.976799 = -789729.902568 nChanged 41 SP:Iteration 29Q (2626.099605 sec): 3 clusters Score: Raw -792591.453139 + Penalty 2848.976799 = -789742.476339 nChanged 39 SP:Iteration 30Q (2626.160714 sec): 3 clusters Score: Raw -792602.432444 + Penalty 2848.976799 = -789753.455645 nChanged 35 SP:Iteration 31Q (2626.201638 sec): 3 clusters Score: Raw -792613.051820 + Penalty 2848.976799 = -789764.075021 nChanged 38 SP:Iteration 32Q (2626.257712 sec): 3 clusters Score: Raw -792624.836227 + Penalty 2848.976799 = -789775.859427 nChanged 36 SP:Iteration 33Q (2626.324256 sec): 3 clusters Score: Raw -792636.328535 + Penalty 2848.976799 = -789787.351736 nChanged 30 SP:Iteration 34Q (2626.366448 sec): 3 clusters Score: Raw -792645.235888 + Penalty 2848.976799 = -789796.259089 nChanged 32 SP:Iteration 35Q (2626.425928 sec): 3 clusters Score: Raw -792654.452910 + Penalty 2848.976799 = -789805.476110 nChanged 39 SP:Iteration 36Q (2626.486814 sec): 3 clusters Score: Raw -792665.890108 + Penalty 2848.976799 = -789816.913309 nChanged 39 SP:Iteration 37Q (2626.539168 sec): 3 clusters Score: Raw -792678.111325 + Penalty 2848.976799 = -789829.134526 nChanged 30 SP:Iteration 38Q (2626.585576 sec): 3 clusters Score: Raw -792687.855681 + Penalty 2848.976799 = -789838.878882 nChanged 27 SP:Iteration 39Q (2626.639622 sec): 3 clusters Score: Raw -792694.656162 + Penalty 2848.976799 = -789845.679363 nChanged 27 SP:Iteration 40F (2626.704918 sec): 3 clusters Score: Raw -792702.297520 + Penalty 2848.976799 = -789853.320721 nChanged 21 SP:Iteration 41Q (2626.752000 sec): 3 clusters Score: Raw -792707.173368 + Penalty 2848.976799 = -789858.196569 nChanged 13 SP:Iteration 42Q (2626.800382 sec): 3 clusters Score: Raw -792710.091120 + Penalty 2848.976799 = -789861.114321 nChanged 10 SP:Iteration 43Q (2626.850639 sec): 3 clusters Score: Raw -792712.847483 + Penalty 2848.976799 = -789863.870684 nChanged 9 SP:Iteration 44Q (2626.905920 sec): 3 clusters Score: Raw -792715.144595 + Penalty 2848.976799 = -789866.167795 nChanged 9 SP:Iteration 45Q (2626.953843 sec): 3 clusters Score: Raw -792717.094600 + Penalty 2848.976799 = -789868.117800 nChanged 14 SP:Iteration 46Q (2626.994645 sec): 3 clusters Score: Raw -792719.907984 + Penalty 2848.976799 = -789870.931185 nChanged 13 SP:Iteration 47Q (2627.057914 sec): 3 clusters Score: Raw -792721.917014 + Penalty 2848.976799 = -789872.940215 nChanged 6 SP:Iteration 48Q (2627.106922 sec): 3 clusters Score: Raw -792723.110060 + Penalty 2848.976799 = -789874.133261 nChanged 6 SP:Iteration 49Q (2627.173448 sec): 3 clusters Score: Raw -792724.053692 + Penalty 2848.976799 = -789875.076893 nChanged 7 SP:Iteration 50Q (2627.231783 sec): 3 clusters Score: Raw -792725.637300 + Penalty 2848.976799 = -789876.660501 nChanged 7 SP:Iteration 51Q (2627.262577 sec): 3 clusters Score: Raw -792726.768479 + Penalty 2848.976799 = -789877.791680 nChanged 7 SP:Iteration 52Q (2627.315527 sec): 3 clusters Score: Raw -792728.112771 + Penalty 2848.976799 = -789879.135972 nChanged 4 SP:Iteration 53Q (2627.365409 sec): 3 clusters Score: Raw -792729.281976 + Penalty 2848.976799 = -789880.305177 nChanged 6 SP:Iteration 54Q (2627.411951 sec): 3 clusters Score: Raw -792730.323812 + Penalty 2848.976799 = -789881.347013 nChanged 5 SP:Iteration 55Q (2627.459518 sec): 3 clusters Score: Raw -792730.940940 + Penalty 2848.976799 = -789881.964140 nChanged 3 SP:Iteration 56Q (2627.504429 sec): 3 clusters Score: Raw -792731.618244 + Penalty 2848.976799 = -789882.641445 nChanged 4 SP:Iteration 57Q (2627.558215 sec): 3 clusters Score: Raw -792732.190522 + Penalty 2848.976799 = -789883.213722 nChanged 4 SP:Iteration 58Q (2627.622234 sec): 3 clusters Score: Raw -792733.162338 + Penalty 2848.976799 = -789884.185539 nChanged 3 SP:Iteration 59Q (2627.675080 sec): 3 clusters Score: Raw -792733.829084 + Penalty 2848.976799 = -789884.852284 nChanged 3 SP:Iteration 60F (2627.729224 sec): 3 clusters Score: Raw -792734.409407 + Penalty 2848.976799 = -789885.432608 nChanged 2 SP:Iteration 61Q (2627.773281 sec): 3 clusters Score: Raw -792735.151590 + Penalty 2848.976799 = -789886.174790 nChanged 5 SP:Iteration 62Q (2627.832801 sec): 3 clusters Score: Raw -792735.975236 + Penalty 2848.976799 = -789886.998437 nChanged 3 SP:Iteration 63Q (2627.868965 sec): 3 clusters Score: Raw -792736.238118 + Penalty 2848.976799 = -789887.261319 nChanged 2 SP:Iteration 64Q (2627.932358 sec): 3 clusters Score: Raw -792736.437715 + Penalty 2848.976799 = -789887.460916 nChanged 1 SP:Iteration 65Q (2627.977692 sec): 3 clusters Score: Raw -792736.582952 + Penalty 2848.976799 = -789887.606153 nChanged 0 SP:Iteration 66F (2628.039246 sec): 3 clusters Score: Raw -792736.582952 + Penalty 2848.976799 = -789887.606153 nChanged 0 Trying to split cluster 28 (2291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2628.055029 sec): 2 clusters Score: Raw -294413.603960 + Penalty 1257.220848 = -293156.383112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2628.099400 sec): 3 clusters Score: Raw -293410.461756 + Penalty 2514.441697 = -290896.020059 nChanged 831 SP:Iteration 1F (2628.131302 sec): 3 clusters Score: Raw -293950.625072 + Penalty 2514.441697 = -291436.183376 nChanged 200 SP:Iteration 2F (2628.185766 sec): 3 clusters Score: Raw -294117.616728 + Penalty 2514.441697 = -291603.175032 nChanged 141 SP:Iteration 3F (2628.234450 sec): 3 clusters Score: Raw -294219.771336 + Penalty 2514.441697 = -291705.329639 nChanged 110 SP:Iteration 4Q (2628.275267 sec): 3 clusters Score: Raw -294314.679786 + Penalty 2514.441697 = -291800.238089 nChanged 113 SP:Iteration 5Q (2628.318577 sec): 3 clusters Score: Raw -294416.483087 + Penalty 2514.441697 = -291902.041391 nChanged 101 SP:Iteration 6Q (2628.365705 sec): 3 clusters Score: Raw -294512.554853 + Penalty 2514.441697 = -291998.113156 nChanged 93 SP:Iteration 7Q (2628.414337 sec): 3 clusters Score: Raw -294595.420300 + Penalty 2514.441697 = -292080.978603 nChanged 79 SP:Iteration 8Q (2628.470549 sec): 3 clusters Score: Raw -294645.754988 + Penalty 2514.441697 = -292131.313291 nChanged 57 SP:Iteration 9Q (2628.518537 sec): 3 clusters Score: Raw -294687.157269 + Penalty 2514.441697 = -292172.715573 nChanged 53 SP:Iteration 10Q (2628.563863 sec): 3 clusters Score: Raw -294726.764125 + Penalty 2514.441697 = -292212.322429 nChanged 35 SP:Iteration 11Q (2628.613217 sec): 3 clusters Score: Raw -294752.710630 + Penalty 2514.441697 = -292238.268933 nChanged 40 SP:Iteration 12Q (2628.650907 sec): 3 clusters Score: Raw -294777.818832 + Penalty 2514.441697 = -292263.377135 nChanged 26 SP:Iteration 13Q (2628.698943 sec): 3 clusters Score: Raw -294794.641659 + Penalty 2514.441697 = -292280.199962 nChanged 23 SP:Iteration 14Q (2628.737290 sec): 3 clusters Score: Raw -294810.075711 + Penalty 2514.441697 = -292295.634014 nChanged 20 SP:Iteration 15Q (2628.792965 sec): 3 clusters Score: Raw -294822.537744 + Penalty 2514.441697 = -292308.096048 nChanged 12 SP:Iteration 16Q (2628.833547 sec): 3 clusters Score: Raw -294830.535472 + Penalty 2514.441697 = -292316.093775 nChanged 9 SP:Iteration 17Q (2628.880350 sec): 3 clusters Score: Raw -294835.831012 + Penalty 2514.441697 = -292321.389315 nChanged 4 SP:Iteration 18Q (2628.933600 sec): 3 clusters Score: Raw -294837.391256 + Penalty 2514.441697 = -292322.949559 nChanged 0 SP:Iteration 19F (2628.972912 sec): 3 clusters Score: Raw -294837.391256 + Penalty 2514.441697 = -292322.949559 nChanged 0 Trying to split cluster 29 (22104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2629.016788 sec): 2 clusters Score: Raw -2702874.293955 + Penalty 1625.571003 = -2701248.722951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2629.107578 sec): 3 clusters Score: Raw -2689697.667656 + Penalty 3251.142007 = -2686446.525649 nChanged 9897 SP:Iteration 1F (2629.192524 sec): 3 clusters Score: Raw -2695221.824664 + Penalty 3251.142007 = -2691970.682657 nChanged 1166 SP:Iteration 2F (2629.269482 sec): 3 clusters Score: Raw -2695710.864871 + Penalty 3251.142007 = -2692459.722865 nChanged 1132 SP:Iteration 3F (2629.342022 sec): 3 clusters Score: Raw -2696225.552918 + Penalty 3251.142007 = -2692974.410911 nChanged 1126 SP:Iteration 4F (2629.425248 sec): 3 clusters Score: Raw -2696800.698723 + Penalty 3251.142007 = -2693549.556717 nChanged 1182 SP:Iteration 5F (2629.485517 sec): 3 clusters Score: Raw -2697441.946876 + Penalty 3251.142007 = -2694190.804870 nChanged 1160 SP:Iteration 6F (2629.568239 sec): 3 clusters Score: Raw -2698127.352838 + Penalty 3251.142007 = -2694876.210831 nChanged 1141 SP:Iteration 7F (2629.641168 sec): 3 clusters Score: Raw -2698857.142152 + Penalty 3251.142007 = -2695606.000146 nChanged 1095 SP:Iteration 8Q (2629.726773 sec): 3 clusters Score: Raw -2699566.990026 + Penalty 3251.142007 = -2696315.848019 nChanged 974 SP:Iteration 9Q (2629.804316 sec): 3 clusters Score: Raw -2700179.327933 + Penalty 3251.142007 = -2696928.185926 nChanged 876 SP:Iteration 10Q (2629.892525 sec): 3 clusters Score: Raw -2700651.919814 + Penalty 3251.142007 = -2697400.777807 nChanged 669 SP:Iteration 11Q (2629.971186 sec): 3 clusters Score: Raw -2700948.928210 + Penalty 3251.142007 = -2697697.786203 nChanged 506 SP:Iteration 12Q (2630.048627 sec): 3 clusters Score: Raw -2701143.604646 + Penalty 3251.142007 = -2697892.462639 nChanged 396 SP:Iteration 13Q (2630.131955 sec): 3 clusters Score: Raw -2701287.459688 + Penalty 3251.142007 = -2698036.317681 nChanged 332 SP:Iteration 14Q (2630.213988 sec): 3 clusters Score: Raw -2701399.953231 + Penalty 3251.142007 = -2698148.811224 nChanged 302 SP:Iteration 15Q (2630.287706 sec): 3 clusters Score: Raw -2701508.342802 + Penalty 3251.142007 = -2698257.200795 nChanged 296 SP:Iteration 16Q (2630.372113 sec): 3 clusters Score: Raw -2701629.873154 + Penalty 3251.142007 = -2698378.731147 nChanged 289 SP:Iteration 17Q (2630.453929 sec): 3 clusters Score: Raw -2701746.177693 + Penalty 3251.142007 = -2698495.035686 nChanged 265 SP:Iteration 18Q (2630.529804 sec): 3 clusters Score: Raw -2701857.572425 + Penalty 3251.142007 = -2698606.430418 nChanged 230 SP:Iteration 19Q (2630.603123 sec): 3 clusters Score: Raw -2701952.849098 + Penalty 3251.142007 = -2698701.707091 nChanged 237 SP:Iteration 20F (2630.698010 sec): 3 clusters Score: Raw -2702048.772642 + Penalty 3251.142007 = -2698797.630635 nChanged 222 SP:Iteration 21Q (2630.770329 sec): 3 clusters Score: Raw -2702136.941990 + Penalty 3251.142007 = -2698885.799983 nChanged 207 SP:Iteration 22Q (2630.845780 sec): 3 clusters Score: Raw -2702218.651213 + Penalty 3251.142007 = -2698967.509206 nChanged 178 SP:Iteration 23Q (2630.921375 sec): 3 clusters Score: Raw -2702286.025014 + Penalty 3251.142007 = -2699034.883007 nChanged 149 SP:Iteration 24Q (2630.990982 sec): 3 clusters Score: Raw -2702341.856107 + Penalty 3251.142007 = -2699090.714101 nChanged 149 SP:Iteration 25Q (2631.062452 sec): 3 clusters Score: Raw -2702403.956439 + Penalty 3251.142007 = -2699152.814432 nChanged 134 SP:Iteration 26Q (2631.151380 sec): 3 clusters Score: Raw -2702455.389128 + Penalty 3251.142007 = -2699204.247121 nChanged 125 SP:Iteration 27Q (2631.216334 sec): 3 clusters Score: Raw -2702507.396017 + Penalty 3251.142007 = -2699256.254010 nChanged 131 SP:Iteration 28Q (2631.299047 sec): 3 clusters Score: Raw -2702568.278777 + Penalty 3251.142007 = -2699317.136770 nChanged 125 SP:Iteration 29Q (2631.374805 sec): 3 clusters Score: Raw -2702620.695739 + Penalty 3251.142007 = -2699369.553732 nChanged 99 SP:Iteration 30Q (2631.443115 sec): 3 clusters Score: Raw -2702657.475523 + Penalty 3251.142007 = -2699406.333516 nChanged 97 SP:Iteration 31Q (2631.516834 sec): 3 clusters Score: Raw -2702698.611266 + Penalty 3251.142007 = -2699447.469259 nChanged 95 SP:Iteration 32Q (2631.586168 sec): 3 clusters Score: Raw -2702748.771801 + Penalty 3251.142007 = -2699497.629794 nChanged 107 SP:Iteration 33Q (2631.655678 sec): 3 clusters Score: Raw -2702793.165151 + Penalty 3251.142007 = -2699542.023144 nChanged 95 SP:Iteration 34Q (2631.729195 sec): 3 clusters Score: Raw -2702832.704920 + Penalty 3251.142007 = -2699581.562914 nChanged 80 SP:Iteration 35Q (2631.809472 sec): 3 clusters Score: Raw -2702860.902774 + Penalty 3251.142007 = -2699609.760767 nChanged 64 SP:Iteration 36Q (2631.889133 sec): 3 clusters Score: Raw -2702877.871895 + Penalty 3251.142007 = -2699626.729889 nChanged 42 SP:Iteration 37Q (2631.955260 sec): 3 clusters Score: Raw -2702890.968334 + Penalty 3251.142007 = -2699639.826328 nChanged 52 SP:Iteration 38Q (2632.037199 sec): 3 clusters Score: Raw -2702906.233589 + Penalty 3251.142007 = -2699655.091582 nChanged 64 SP:Iteration 39Q (2632.107538 sec): 3 clusters Score: Raw -2702927.963194 + Penalty 3251.142007 = -2699676.821187 nChanged 55 SP:Iteration 40F (2632.182219 sec): 3 clusters Score: Raw -2702949.772977 + Penalty 3251.142007 = -2699698.630970 nChanged 46 SP:Iteration 41Q (2632.253181 sec): 3 clusters Score: Raw -2702967.184642 + Penalty 3251.142007 = -2699716.042635 nChanged 46 SP:Iteration 42Q (2632.329124 sec): 3 clusters Score: Raw -2702979.046664 + Penalty 3251.142007 = -2699727.904658 nChanged 34 SP:Iteration 43Q (2632.399798 sec): 3 clusters Score: Raw -2702987.021194 + Penalty 3251.142007 = -2699735.879188 nChanged 24 SP:Iteration 44Q (2632.470296 sec): 3 clusters Score: Raw -2702992.676708 + Penalty 3251.142007 = -2699741.534702 nChanged 21 SP:Iteration 45Q (2632.553328 sec): 3 clusters Score: Raw -2702998.733385 + Penalty 3251.142007 = -2699747.591378 nChanged 25 SP:Iteration 46Q (2632.619538 sec): 3 clusters Score: Raw -2703006.521938 + Penalty 3251.142007 = -2699755.379931 nChanged 22 SP:Iteration 47Q (2632.693618 sec): 3 clusters Score: Raw -2703013.012391 + Penalty 3251.142007 = -2699761.870384 nChanged 18 SP:Iteration 48Q (2632.765939 sec): 3 clusters Score: Raw -2703018.087302 + Penalty 3251.142007 = -2699766.945296 nChanged 21 SP:Iteration 49Q (2632.837663 sec): 3 clusters Score: Raw -2703025.178238 + Penalty 3251.142007 = -2699774.036232 nChanged 23 SP:Iteration 50Q (2632.908196 sec): 3 clusters Score: Raw -2703031.305141 + Penalty 3251.142007 = -2699780.163134 nChanged 20 SP:Iteration 51Q (2632.973850 sec): 3 clusters Score: Raw -2703037.249239 + Penalty 3251.142007 = -2699786.107232 nChanged 24 SP:Iteration 52Q (2633.041231 sec): 3 clusters Score: Raw -2703042.956347 + Penalty 3251.142007 = -2699791.814340 nChanged 16 SP:Iteration 53Q (2633.119541 sec): 3 clusters Score: Raw -2703046.541384 + Penalty 3251.142007 = -2699795.399378 nChanged 12 SP:Iteration 54Q (2633.187306 sec): 3 clusters Score: Raw -2703048.934676 + Penalty 3251.142007 = -2699797.792670 nChanged 11 SP:Iteration 55Q (2633.269092 sec): 3 clusters Score: Raw -2703052.627753 + Penalty 3251.142007 = -2699801.485746 nChanged 19 SP:Iteration 56Q (2633.331818 sec): 3 clusters Score: Raw -2703057.490041 + Penalty 3251.142007 = -2699806.348035 nChanged 22 SP:Iteration 57Q (2633.409758 sec): 3 clusters Score: Raw -2703062.702277 + Penalty 3251.142007 = -2699811.560270 nChanged 10 SP:Iteration 58Q (2633.482157 sec): 3 clusters Score: Raw -2703064.900798 + Penalty 3251.142007 = -2699813.758791 nChanged 8 SP:Iteration 59Q (2633.558259 sec): 3 clusters Score: Raw -2703066.583539 + Penalty 3251.142007 = -2699815.441532 nChanged 6 SP:Iteration 60F (2633.646047 sec): 3 clusters Score: Raw -2703068.239604 + Penalty 3251.142007 = -2699817.097597 nChanged 5 SP:Iteration 61Q (2633.714758 sec): 3 clusters Score: Raw -2703069.431674 + Penalty 3251.142007 = -2699818.289667 nChanged 2 SP:Iteration 62Q (2633.787579 sec): 3 clusters Score: Raw -2703069.804014 + Penalty 3251.142007 = -2699818.662007 nChanged 1 SP:Iteration 63Q (2633.861546 sec): 3 clusters Score: Raw -2703070.136200 + Penalty 3251.142007 = -2699818.994193 nChanged 2 SP:Iteration 64Q (2633.932889 sec): 3 clusters Score: Raw -2703070.475652 + Penalty 3251.142007 = -2699819.333645 nChanged 3 SP:Iteration 65Q (2634.003781 sec): 3 clusters Score: Raw -2703071.395126 + Penalty 3251.142007 = -2699820.253120 nChanged 2 SP:Iteration 66Q (2634.080988 sec): 3 clusters Score: Raw -2703071.896513 + Penalty 3251.142007 = -2699820.754506 nChanged 2 SP:Iteration 67Q (2634.163109 sec): 3 clusters Score: Raw -2703072.219631 + Penalty 3251.142007 = -2699821.077625 nChanged 2 SP:Iteration 68Q (2634.224108 sec): 3 clusters Score: Raw -2703072.664520 + Penalty 3251.142007 = -2699821.522513 nChanged 1 SP:Iteration 69Q (2634.311292 sec): 3 clusters Score: Raw -2703072.802942 + Penalty 3251.142007 = -2699821.660936 nChanged 2 SP:Iteration 70Q (2634.382150 sec): 3 clusters Score: Raw -2703073.256501 + Penalty 3251.142007 = -2699822.114494 nChanged 2 SP:Iteration 71Q (2634.445898 sec): 3 clusters Score: Raw -2703073.498046 + Penalty 3251.142007 = -2699822.356039 nChanged 2 SP:Iteration 72Q (2634.517486 sec): 3 clusters Score: Raw -2703073.870838 + Penalty 3251.142007 = -2699822.728831 nChanged 4 SP:Iteration 73Q (2634.582733 sec): 3 clusters Score: Raw -2703074.883286 + Penalty 3251.142007 = -2699823.741279 nChanged 7 SP:Iteration 74Q (2634.653084 sec): 3 clusters Score: Raw -2703076.246176 + Penalty 3251.142007 = -2699825.104169 nChanged 6 SP:Iteration 75Q (2634.721621 sec): 3 clusters Score: Raw -2703078.204952 + Penalty 3251.142007 = -2699827.062945 nChanged 10 SP:Iteration 76Q (2634.795445 sec): 3 clusters Score: Raw -2703081.543072 + Penalty 3251.142007 = -2699830.401065 nChanged 6 SP:Iteration 77Q (2634.868678 sec): 3 clusters Score: Raw -2703083.185202 + Penalty 3251.142007 = -2699832.043195 nChanged 6 SP:Iteration 78Q (2634.952456 sec): 3 clusters Score: Raw -2703084.355566 + Penalty 3251.142007 = -2699833.213559 nChanged 5 SP:Iteration 79Q (2635.030616 sec): 3 clusters Score: Raw -2703085.066110 + Penalty 3251.142007 = -2699833.924104 nChanged 5 SP:Iteration 80F (2635.097441 sec): 3 clusters Score: Raw -2703086.308350 + Penalty 3251.142007 = -2699835.166343 nChanged 3 SP:Iteration 81Q (2635.185363 sec): 3 clusters Score: Raw -2703087.064803 + Penalty 3251.142007 = -2699835.922796 nChanged 4 SP:Iteration 82Q (2635.273798 sec): 3 clusters Score: Raw -2703087.806884 + Penalty 3251.142007 = -2699836.664878 nChanged 4 SP:Iteration 83Q (2635.361066 sec): 3 clusters Score: Raw -2703088.578100 + Penalty 3251.142007 = -2699837.436093 nChanged 1 SP:Iteration 84Q (2635.448687 sec): 3 clusters Score: Raw -2703088.644142 + Penalty 3251.142007 = -2699837.502135 nChanged 1 SP:Iteration 85Q (2635.524546 sec): 3 clusters Score: Raw -2703088.716059 + Penalty 3251.142007 = -2699837.574053 nChanged 1 SP:Iteration 86Q (2635.597326 sec): 3 clusters Score: Raw -2703088.828294 + Penalty 3251.142007 = -2699837.686287 nChanged 0 SP:Iteration 87F (2635.666519 sec): 3 clusters Score: Raw -2703088.828294 + Penalty 3251.142007 = -2699837.686287 nChanged 0 Iteration 139Q (2639.122823 sec): 30 clusters Score: Raw -42691731.963786 + Penalty 60374.566793 = -42631357.396993 nChanged 236 Iteration 140F (2646.469731 sec): 30 clusters Score: Raw -42691743.002727 + Penalty 60374.566793 = -42631368.435934 nChanged 275 Iteration 141Q (2650.038219 sec): 30 clusters Score: Raw -42691756.233354 + Penalty 60374.566793 = -42631381.666562 nChanged 271 Iteration 142Q (2653.711156 sec): 30 clusters Score: Raw -42691769.643974 + Penalty 60374.566793 = -42631395.077182 nChanged 283 Iteration 143Q (2657.075256 sec): 30 clusters Score: Raw -42691783.317646 + Penalty 60374.566793 = -42631408.750854 nChanged 272 Iteration 144Q (2660.511259 sec): 30 clusters Score: Raw -42691795.955823 + Penalty 60374.566793 = -42631421.389031 nChanged 287 Iteration 145Q (2664.121225 sec): 30 clusters Score: Raw -42691809.775037 + Penalty 60374.566793 = -42631435.208245 nChanged 283 Iteration 146Q (2667.504911 sec): 30 clusters Score: Raw -42691823.523503 + Penalty 60374.566793 = -42631448.956710 nChanged 281 Iteration 147Q (2671.071328 sec): 30 clusters Score: Raw -42691836.962003 + Penalty 60374.566793 = -42631462.395211 nChanged 268 Iteration 148Q (2674.466114 sec): 30 clusters Score: Raw -42691848.797086 + Penalty 60374.566793 = -42631474.230293 nChanged 266 Iteration 149Q (2677.898101 sec): 30 clusters Score: Raw -42691861.727661 + Penalty 60374.566793 = -42631487.160868 nChanged 271 Iteration 150Q (2681.387968 sec): 30 clusters Score: Raw -42691874.218704 + Penalty 60374.566793 = -42631499.651911 nChanged 232 Iteration 151Q (2684.995319 sec): 30 clusters Score: Raw -42691884.665175 + Penalty 60374.566793 = -42631510.098382 nChanged 248 Iteration 152Q (2688.568756 sec): 30 clusters Score: Raw -42691896.327265 + Penalty 60374.566793 = -42631521.760472 nChanged 234 Iteration 153Q (2692.090668 sec): 30 clusters Score: Raw -42691907.308463 + Penalty 60374.566793 = -42631532.741670 nChanged 264 Iteration 154Q (2695.764757 sec): 30 clusters Score: Raw -42691919.366655 + Penalty 60374.566793 = -42631544.799862 nChanged 278 Iteration 155Q (2699.408429 sec): 30 clusters Score: Raw -42691932.580538 + Penalty 60374.566793 = -42631558.013745 nChanged 294 Iteration 156Q (2702.897998 sec): 30 clusters Score: Raw -42691945.711560 + Penalty 60374.566793 = -42631571.144768 nChanged 270 Iteration 157Q (2706.334156 sec): 30 clusters Score: Raw -42691958.190286 + Penalty 60374.566793 = -42631583.623493 nChanged 265 Iteration 158Q (2709.966911 sec): 30 clusters Score: Raw -42691969.839653 + Penalty 60374.566793 = -42631595.272860 nChanged 236 Iteration 159Q (2713.584394 sec): 30 clusters Score: Raw -42691980.791781 + Penalty 60374.566793 = -42631606.224989 nChanged 227 Iteration 160F (2721.112121 sec): 30 clusters Score: Raw -42691991.225743 + Penalty 60374.566793 = -42631616.658950 nChanged 236 Iteration 161Q (2724.610519 sec): 30 clusters Score: Raw -42692001.729192 + Penalty 60374.566793 = -42631627.162399 nChanged 218 Iteration 162Q (2728.232909 sec): 30 clusters Score: Raw -42692010.548057 + Penalty 60374.566793 = -42631635.981264 nChanged 192 Iteration 163Q (2731.842146 sec): 30 clusters Score: Raw -42692018.737105 + Penalty 60374.566793 = -42631644.170312 nChanged 186 Iteration 164Q (2735.297578 sec): 30 clusters Score: Raw -42692026.513364 + Penalty 60374.566793 = -42631651.946572 nChanged 188 Iteration 165Q (2738.775955 sec): 30 clusters Score: Raw -42692034.461523 + Penalty 60374.566793 = -42631659.894731 nChanged 199 Iteration 166Q (2742.028451 sec): 30 clusters Score: Raw -42692042.167051 + Penalty 60374.566793 = -42631667.600259 nChanged 201 Iteration 167Q (2745.648018 sec): 30 clusters Score: Raw -42692050.185206 + Penalty 60374.566793 = -42631675.618414 nChanged 201 Iteration 168Q (2749.254383 sec): 30 clusters Score: Raw -42692059.501781 + Penalty 60374.566793 = -42631684.934989 nChanged 212 Iteration 169Q (2752.834369 sec): 30 clusters Score: Raw -42692069.658725 + Penalty 60374.566793 = -42631695.091932 nChanged 215 Iteration 170Q (2756.435201 sec): 30 clusters Score: Raw -42692078.812377 + Penalty 60374.566793 = -42631704.245585 nChanged 202 Iteration 171Q (2759.923369 sec): 30 clusters Score: Raw -42692087.889865 + Penalty 60374.566793 = -42631713.323072 nChanged 179 Iteration 172Q (2763.374991 sec): 30 clusters Score: Raw -42692094.589520 + Penalty 60374.566793 = -42631720.022728 nChanged 171 Iteration 173Q (2766.939028 sec): 30 clusters Score: Raw -42692100.908837 + Penalty 60374.566793 = -42631726.342044 nChanged 168 Iteration 174Q (2770.299338 sec): 30 clusters Score: Raw -42692106.284982 + Penalty 60374.566793 = -42631731.718190 nChanged 142 Iteration 175Q (2773.686498 sec): 30 clusters Score: Raw -42692110.601855 + Penalty 60374.566793 = -42631736.035063 nChanged 139 Iteration 176Q (2777.131422 sec): 30 clusters Score: Raw -42692115.313683 + Penalty 60374.566793 = -42631740.746890 nChanged 127 Iteration 177Q (2780.547821 sec): 30 clusters Score: Raw -42692119.589872 + Penalty 60374.566793 = -42631745.023080 nChanged 128 Iteration 178Q (2784.050312 sec): 30 clusters Score: Raw -42692123.405238 + Penalty 60374.566793 = -42631748.838446 nChanged 102 Writing temp clu file Because OldScore, -42631745.023080, is greater than current (better) Score,-42631748.838446 Compute initial score before splitting: Score: Raw -42692123.405238 + Penalty 60374.566793 = -42631748.838446 Trying to split cluster 1 (12558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2784.172738 sec): 2 clusters Score: Raw -1522106.883872 + Penalty 1533.693394 = -1520573.190479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2784.231018 sec): 3 clusters Score: Raw -1514809.660311 + Penalty 3067.386787 = -1511742.273524 nChanged 5510 SP:Iteration 1F (2784.300307 sec): 3 clusters Score: Raw -1517854.565392 + Penalty 3067.386787 = -1514787.178604 nChanged 796 SP:Iteration 2F (2784.359057 sec): 3 clusters Score: Raw -1518225.247153 + Penalty 3067.386787 = -1515157.860366 nChanged 732 SP:Iteration 3F (2784.424131 sec): 3 clusters Score: Raw -1518619.619016 + Penalty 3067.386787 = -1515552.232229 nChanged 748 SP:Iteration 4F (2784.489936 sec): 3 clusters Score: Raw -1519126.821807 + Penalty 3067.386787 = -1516059.435020 nChanged 856 SP:Iteration 5F (2784.554846 sec): 3 clusters Score: Raw -1519815.087933 + Penalty 3067.386787 = -1516747.701146 nChanged 924 SP:Iteration 6F (2784.619391 sec): 3 clusters Score: Raw -1520627.640079 + Penalty 3067.386787 = -1517560.253291 nChanged 886 SP:Iteration 7F (2784.686824 sec): 3 clusters Score: Raw -1521438.984798 + Penalty 3067.386787 = -1518371.598011 nChanged 638 SP:Iteration 8F (2784.755683 sec): 3 clusters Score: Raw -1521959.187429 + Penalty 3067.386787 = -1518891.800642 nChanged 454 SP:Iteration 9Q (2784.831456 sec): 3 clusters Score: Raw -1522237.593507 + Penalty 3067.386787 = -1519170.206720 nChanged 275 SP:Iteration 10Q (2784.901248 sec): 3 clusters Score: Raw -1522351.812198 + Penalty 3067.386787 = -1519284.425411 nChanged 175 SP:Iteration 11Q (2784.971585 sec): 3 clusters Score: Raw -1522414.957053 + Penalty 3067.386787 = -1519347.570266 nChanged 128 SP:Iteration 12Q (2785.022781 sec): 3 clusters Score: Raw -1522458.317140 + Penalty 3067.386787 = -1519390.930353 nChanged 110 SP:Iteration 13Q (2785.097901 sec): 3 clusters Score: Raw -1522495.903565 + Penalty 3067.386787 = -1519428.516778 nChanged 96 SP:Iteration 14Q (2785.152703 sec): 3 clusters Score: Raw -1522528.143173 + Penalty 3067.386787 = -1519460.756386 nChanged 88 SP:Iteration 15Q (2785.227692 sec): 3 clusters Score: Raw -1522549.126732 + Penalty 3067.386787 = -1519481.739945 nChanged 64 SP:Iteration 16Q (2785.292797 sec): 3 clusters Score: Raw -1522563.996199 + Penalty 3067.386787 = -1519496.609411 nChanged 57 SP:Iteration 17Q (2785.364602 sec): 3 clusters Score: Raw -1522577.879047 + Penalty 3067.386787 = -1519510.492259 nChanged 42 SP:Iteration 18Q (2785.418073 sec): 3 clusters Score: Raw -1522587.433088 + Penalty 3067.386787 = -1519520.046301 nChanged 37 SP:Iteration 19Q (2785.494049 sec): 3 clusters Score: Raw -1522594.926893 + Penalty 3067.386787 = -1519527.540106 nChanged 26 SP:Iteration 20F (2785.559468 sec): 3 clusters Score: Raw -1522599.296306 + Penalty 3067.386787 = -1519531.909518 nChanged 25 SP:Iteration 21Q (2785.633757 sec): 3 clusters Score: Raw -1522604.200395 + Penalty 3067.386787 = -1519536.813608 nChanged 27 SP:Iteration 22Q (2785.699231 sec): 3 clusters Score: Raw -1522609.466733 + Penalty 3067.386787 = -1519542.079946 nChanged 25 SP:Iteration 23Q (2785.775000 sec): 3 clusters Score: Raw -1522614.794731 + Penalty 3067.386787 = -1519547.407944 nChanged 26 SP:Iteration 24Q (2785.841373 sec): 3 clusters Score: Raw -1522619.884107 + Penalty 3067.386787 = -1519552.497319 nChanged 31 SP:Iteration 25Q (2785.897635 sec): 3 clusters Score: Raw -1522625.909714 + Penalty 3067.386787 = -1519558.522927 nChanged 23 SP:Iteration 26Q (2785.963013 sec): 3 clusters Score: Raw -1522629.388927 + Penalty 3067.386787 = -1519562.002140 nChanged 24 SP:Iteration 27Q (2786.031658 sec): 3 clusters Score: Raw -1522633.767721 + Penalty 3067.386787 = -1519566.380934 nChanged 23 SP:Iteration 28Q (2786.093697 sec): 3 clusters Score: Raw -1522638.167079 + Penalty 3067.386787 = -1519570.780292 nChanged 26 SP:Iteration 29Q (2786.151304 sec): 3 clusters Score: Raw -1522643.818510 + Penalty 3067.386787 = -1519576.431722 nChanged 24 SP:Iteration 30Q (2786.223698 sec): 3 clusters Score: Raw -1522648.162251 + Penalty 3067.386787 = -1519580.775463 nChanged 17 SP:Iteration 31Q (2786.277014 sec): 3 clusters Score: Raw -1522650.316694 + Penalty 3067.386787 = -1519582.929907 nChanged 11 SP:Iteration 32Q (2786.344281 sec): 3 clusters Score: Raw -1522652.361214 + Penalty 3067.386787 = -1519584.974427 nChanged 10 SP:Iteration 33Q (2786.407222 sec): 3 clusters Score: Raw -1522653.859833 + Penalty 3067.386787 = -1519586.473045 nChanged 7 SP:Iteration 34Q (2786.461457 sec): 3 clusters Score: Raw -1522654.918946 + Penalty 3067.386787 = -1519587.532159 nChanged 5 SP:Iteration 35Q (2786.520860 sec): 3 clusters Score: Raw -1522655.561578 + Penalty 3067.386787 = -1519588.174790 nChanged 3 SP:Iteration 36Q (2786.580998 sec): 3 clusters Score: Raw -1522655.973157 + Penalty 3067.386787 = -1519588.586370 nChanged 2 SP:Iteration 37Q (2786.647655 sec): 3 clusters Score: Raw -1522656.266459 + Penalty 3067.386787 = -1519588.879672 nChanged 4 SP:Iteration 38Q (2786.712849 sec): 3 clusters Score: Raw -1522656.787299 + Penalty 3067.386787 = -1519589.400512 nChanged 6 SP:Iteration 39Q (2786.791763 sec): 3 clusters Score: Raw -1522657.465391 + Penalty 3067.386787 = -1519590.078603 nChanged 3 SP:Iteration 40F (2786.858341 sec): 3 clusters Score: Raw -1522657.922910 + Penalty 3067.386787 = -1519590.536123 nChanged 6 SP:Iteration 41Q (2786.919697 sec): 3 clusters Score: Raw -1522659.503636 + Penalty 3067.386787 = -1519592.116849 nChanged 10 SP:Iteration 42Q (2786.988131 sec): 3 clusters Score: Raw -1522660.768082 + Penalty 3067.386787 = -1519593.381295 nChanged 5 SP:Iteration 43Q (2787.057358 sec): 3 clusters Score: Raw -1522661.496238 + Penalty 3067.386787 = -1519594.109450 nChanged 3 SP:Iteration 44Q (2787.126435 sec): 3 clusters Score: Raw -1522661.687243 + Penalty 3067.386787 = -1519594.300456 nChanged 0 SP:Iteration 45F (2787.197680 sec): 3 clusters Score: Raw -1522661.687243 + Penalty 3067.386787 = -1519594.300456 nChanged 0 Trying to split cluster 2 (48086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2787.288583 sec): 2 clusters Score: Raw -5555119.720140 + Penalty 1751.871282 = -5553367.848857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2787.418035 sec): 3 clusters Score: Raw -5524811.334104 + Penalty 3503.742565 = -5521307.591539 nChanged 22439 SP:Iteration 1F (2787.539808 sec): 3 clusters Score: Raw -5537546.434257 + Penalty 3503.742565 = -5534042.691692 nChanged 1980 SP:Iteration 2Q (2787.678485 sec): 3 clusters Score: Raw -5538180.011829 + Penalty 3503.742565 = -5534676.269264 nChanged 2046 SP:Iteration 3Q (2787.809589 sec): 3 clusters Score: Raw -5538967.865119 + Penalty 3503.742565 = -5535464.122554 nChanged 2241 SP:Iteration 4Q (2787.952109 sec): 3 clusters Score: Raw -5540050.813674 + Penalty 3503.742565 = -5536547.071109 nChanged 2543 SP:Iteration 5F (2788.067965 sec): 3 clusters Score: Raw -5541486.633024 + Penalty 3503.742565 = -5537982.890459 nChanged 2822 SP:Iteration 6F (2788.190598 sec): 3 clusters Score: Raw -5543344.983835 + Penalty 3503.742565 = -5539841.241270 nChanged 3028 SP:Iteration 7F (2788.313830 sec): 3 clusters Score: Raw -5545449.247807 + Penalty 3503.742565 = -5541945.505242 nChanged 2972 SP:Iteration 8F (2788.450213 sec): 3 clusters Score: Raw -5547455.713223 + Penalty 3503.742565 = -5543951.970659 nChanged 2564 SP:Iteration 9F (2788.572940 sec): 3 clusters Score: Raw -5548879.977768 + Penalty 3503.742565 = -5545376.235203 nChanged 1885 SP:Iteration 10Q (2788.713528 sec): 3 clusters Score: Raw -5549658.561121 + Penalty 3503.742565 = -5546154.818556 nChanged 1252 SP:Iteration 11Q (2788.840924 sec): 3 clusters Score: Raw -5550077.920674 + Penalty 3503.742565 = -5546574.178109 nChanged 929 SP:Iteration 12Q (2788.973115 sec): 3 clusters Score: Raw -5550376.569380 + Penalty 3503.742565 = -5546872.826815 nChanged 759 SP:Iteration 13Q (2789.115943 sec): 3 clusters Score: Raw -5550650.682645 + Penalty 3503.742565 = -5547146.940080 nChanged 764 SP:Iteration 14Q (2789.237218 sec): 3 clusters Score: Raw -5550974.952086 + Penalty 3503.742565 = -5547471.209521 nChanged 798 SP:Iteration 15Q (2789.376369 sec): 3 clusters Score: Raw -5551324.746078 + Penalty 3503.742565 = -5547821.003513 nChanged 846 SP:Iteration 16Q (2789.500538 sec): 3 clusters Score: Raw -5551671.739103 + Penalty 3503.742565 = -5548167.996538 nChanged 786 SP:Iteration 17Q (2789.630717 sec): 3 clusters Score: Raw -5551967.747430 + Penalty 3503.742565 = -5548464.004865 nChanged 724 SP:Iteration 18Q (2789.762209 sec): 3 clusters Score: Raw -5552194.991928 + Penalty 3503.742565 = -5548691.249363 nChanged 598 SP:Iteration 19Q (2789.896686 sec): 3 clusters Score: Raw -5552368.324886 + Penalty 3503.742565 = -5548864.582321 nChanged 565 SP:Iteration 20F (2790.032401 sec): 3 clusters Score: Raw -5552530.607898 + Penalty 3503.742565 = -5549026.865333 nChanged 536 SP:Iteration 21Q (2790.175432 sec): 3 clusters Score: Raw -5552657.804548 + Penalty 3503.742565 = -5549154.061983 nChanged 445 SP:Iteration 22Q (2790.309352 sec): 3 clusters Score: Raw -5552754.150717 + Penalty 3503.742565 = -5549250.408152 nChanged 400 SP:Iteration 23Q (2790.438175 sec): 3 clusters Score: Raw -5552835.161001 + Penalty 3503.742565 = -5549331.418436 nChanged 380 SP:Iteration 24Q (2790.568506 sec): 3 clusters Score: Raw -5552909.803759 + Penalty 3503.742565 = -5549406.061194 nChanged 376 SP:Iteration 25Q (2790.693504 sec): 3 clusters Score: Raw -5552976.077609 + Penalty 3503.742565 = -5549472.335044 nChanged 348 SP:Iteration 26Q (2790.814518 sec): 3 clusters Score: Raw -5553032.377834 + Penalty 3503.742565 = -5549528.635269 nChanged 344 SP:Iteration 27Q (2790.931631 sec): 3 clusters Score: Raw -5553083.449743 + Penalty 3503.742565 = -5549579.707178 nChanged 302 SP:Iteration 28Q (2791.058265 sec): 3 clusters Score: Raw -5553123.455199 + Penalty 3503.742565 = -5549619.712634 nChanged 273 SP:Iteration 29Q (2791.195498 sec): 3 clusters Score: Raw -5553163.719117 + Penalty 3503.742565 = -5549659.976552 nChanged 285 SP:Iteration 30Q (2791.311088 sec): 3 clusters Score: Raw -5553207.396130 + Penalty 3503.742565 = -5549703.653566 nChanged 307 SP:Iteration 31Q (2791.439509 sec): 3 clusters Score: Raw -5553253.435994 + Penalty 3503.742565 = -5549749.693430 nChanged 305 SP:Iteration 32Q (2791.573327 sec): 3 clusters Score: Raw -5553300.138831 + Penalty 3503.742565 = -5549796.396266 nChanged 321 SP:Iteration 33Q (2791.695936 sec): 3 clusters Score: Raw -5553357.255085 + Penalty 3503.742565 = -5549853.512520 nChanged 333 SP:Iteration 34Q (2791.831093 sec): 3 clusters Score: Raw -5553418.532699 + Penalty 3503.742565 = -5549914.790135 nChanged 343 SP:Iteration 35Q (2791.951185 sec): 3 clusters Score: Raw -5553482.753715 + Penalty 3503.742565 = -5549979.011150 nChanged 346 SP:Iteration 36Q (2792.085378 sec): 3 clusters Score: Raw -5553551.979799 + Penalty 3503.742565 = -5550048.237234 nChanged 335 SP:Iteration 37Q (2792.217676 sec): 3 clusters Score: Raw -5553624.720681 + Penalty 3503.742565 = -5550120.978116 nChanged 366 SP:Iteration 38Q (2792.338358 sec): 3 clusters Score: Raw -5553716.559960 + Penalty 3503.742565 = -5550212.817395 nChanged 371 SP:Iteration 39Q (2792.461124 sec): 3 clusters Score: Raw -5553810.251412 + Penalty 3503.742565 = -5550306.508847 nChanged 342 SP:Iteration 40F (2792.585319 sec): 3 clusters Score: Raw -5553894.888227 + Penalty 3503.742565 = -5550391.145662 nChanged 356 SP:Iteration 41Q (2792.698165 sec): 3 clusters Score: Raw -5553985.551234 + Penalty 3503.742565 = -5550481.808669 nChanged 345 SP:Iteration 42Q (2792.830347 sec): 3 clusters Score: Raw -5554070.954128 + Penalty 3503.742565 = -5550567.211563 nChanged 338 SP:Iteration 43Q (2792.949345 sec): 3 clusters Score: Raw -5554157.653317 + Penalty 3503.742565 = -5550653.910752 nChanged 324 SP:Iteration 44Q (2793.074928 sec): 3 clusters Score: Raw -5554251.633799 + Penalty 3503.742565 = -5550747.891234 nChanged 355 SP:Iteration 45Q (2793.192397 sec): 3 clusters Score: Raw -5554360.585135 + Penalty 3503.742565 = -5550856.842571 nChanged 361 SP:Iteration 46Q (2793.312923 sec): 3 clusters Score: Raw -5554478.759390 + Penalty 3503.742565 = -5550975.016825 nChanged 361 SP:Iteration 47Q (2793.442113 sec): 3 clusters Score: Raw -5554595.817318 + Penalty 3503.742565 = -5551092.074754 nChanged 343 SP:Iteration 48Q (2793.562909 sec): 3 clusters Score: Raw -5554701.905605 + Penalty 3503.742565 = -5551198.163041 nChanged 318 SP:Iteration 49Q (2793.682908 sec): 3 clusters Score: Raw -5554795.571209 + Penalty 3503.742565 = -5551291.828644 nChanged 257 SP:Iteration 50Q (2793.801582 sec): 3 clusters Score: Raw -5554869.336874 + Penalty 3503.742565 = -5551365.594309 nChanged 275 SP:Iteration 51Q (2793.917795 sec): 3 clusters Score: Raw -5554951.219506 + Penalty 3503.742565 = -5551447.476941 nChanged 258 SP:Iteration 52Q (2794.024765 sec): 3 clusters Score: Raw -5555021.282235 + Penalty 3503.742565 = -5551517.539670 nChanged 242 SP:Iteration 53Q (2794.143181 sec): 3 clusters Score: Raw -5555085.689268 + Penalty 3503.742565 = -5551581.946703 nChanged 239 SP:Iteration 54Q (2794.254494 sec): 3 clusters Score: Raw -5555148.187584 + Penalty 3503.742565 = -5551644.445019 nChanged 218 SP:Iteration 55Q (2794.375862 sec): 3 clusters Score: Raw -5555201.553549 + Penalty 3503.742565 = -5551697.810984 nChanged 191 SP:Iteration 56Q (2794.501557 sec): 3 clusters Score: Raw -5555245.722793 + Penalty 3503.742565 = -5551741.980228 nChanged 169 SP:Iteration 57Q (2794.614342 sec): 3 clusters Score: Raw -5555282.289898 + Penalty 3503.742565 = -5551778.547333 nChanged 162 SP:Iteration 58Q (2794.733961 sec): 3 clusters Score: Raw -5555314.184901 + Penalty 3503.742565 = -5551810.442336 nChanged 147 SP:Iteration 59Q (2794.839936 sec): 3 clusters Score: Raw -5555343.592379 + Penalty 3503.742565 = -5551839.849814 nChanged 137 SP:Iteration 60F (2794.971901 sec): 3 clusters Score: Raw -5555372.856684 + Penalty 3503.742565 = -5551869.114119 nChanged 125 SP:Iteration 61Q (2795.091304 sec): 3 clusters Score: Raw -5555396.624016 + Penalty 3503.742565 = -5551892.881451 nChanged 108 SP:Iteration 62Q (2795.203395 sec): 3 clusters Score: Raw -5555415.052612 + Penalty 3503.742565 = -5551911.310047 nChanged 94 SP:Iteration 63Q (2795.324342 sec): 3 clusters Score: Raw -5555429.749051 + Penalty 3503.742565 = -5551926.006487 nChanged 89 SP:Iteration 64Q (2795.432703 sec): 3 clusters Score: Raw -5555445.367513 + Penalty 3503.742565 = -5551941.624948 nChanged 87 SP:Iteration 65Q (2795.556138 sec): 3 clusters Score: Raw -5555457.216093 + Penalty 3503.742565 = -5551953.473528 nChanged 64 SP:Iteration 66Q (2795.669892 sec): 3 clusters Score: Raw -5555465.114308 + Penalty 3503.742565 = -5551961.371743 nChanged 59 SP:Iteration 67Q (2795.769829 sec): 3 clusters Score: Raw -5555471.917549 + Penalty 3503.742565 = -5551968.174984 nChanged 51 SP:Iteration 68Q (2795.877688 sec): 3 clusters Score: Raw -5555478.103280 + Penalty 3503.742565 = -5551974.360715 nChanged 62 SP:Iteration 69Q (2795.983213 sec): 3 clusters Score: Raw -5555487.754590 + Penalty 3503.742565 = -5551984.012025 nChanged 68 SP:Iteration 70Q (2796.081810 sec): 3 clusters Score: Raw -5555497.319666 + Penalty 3503.742565 = -5551993.577101 nChanged 69 SP:Iteration 71Q (2796.190837 sec): 3 clusters Score: Raw -5555506.596918 + Penalty 3503.742565 = -5552002.854353 nChanged 58 SP:Iteration 72Q (2796.299003 sec): 3 clusters Score: Raw -5555513.973775 + Penalty 3503.742565 = -5552010.231210 nChanged 48 SP:Iteration 73Q (2796.415585 sec): 3 clusters Score: Raw -5555518.977338 + Penalty 3503.742565 = -5552015.234773 nChanged 38 SP:Iteration 74Q (2796.529410 sec): 3 clusters Score: Raw -5555522.765889 + Penalty 3503.742565 = -5552019.023324 nChanged 36 SP:Iteration 75Q (2796.654049 sec): 3 clusters Score: Raw -5555526.206003 + Penalty 3503.742565 = -5552022.463439 nChanged 38 SP:Iteration 76Q (2796.768955 sec): 3 clusters Score: Raw -5555529.805257 + Penalty 3503.742565 = -5552026.062693 nChanged 33 SP:Iteration 77Q (2796.889143 sec): 3 clusters Score: Raw -5555533.902995 + Penalty 3503.742565 = -5552030.160430 nChanged 41 SP:Iteration 78Q (2797.009867 sec): 3 clusters Score: Raw -5555538.218172 + Penalty 3503.742565 = -5552034.475607 nChanged 35 SP:Iteration 79Q (2797.119078 sec): 3 clusters Score: Raw -5555542.756097 + Penalty 3503.742565 = -5552039.013533 nChanged 37 SP:Iteration 80F (2797.237271 sec): 3 clusters Score: Raw -5555547.428235 + Penalty 3503.742565 = -5552043.685670 nChanged 32 SP:Iteration 81Q (2797.351452 sec): 3 clusters Score: Raw -5555551.330983 + Penalty 3503.742565 = -5552047.588418 nChanged 32 SP:Iteration 82Q (2797.454039 sec): 3 clusters Score: Raw -5555554.747740 + Penalty 3503.742565 = -5552051.005175 nChanged 29 SP:Iteration 83Q (2797.561907 sec): 3 clusters Score: Raw -5555557.889263 + Penalty 3503.742565 = -5552054.146698 nChanged 28 SP:Iteration 84Q (2797.672147 sec): 3 clusters Score: Raw -5555560.945656 + Penalty 3503.742565 = -5552057.203091 nChanged 31 SP:Iteration 85Q (2797.793844 sec): 3 clusters Score: Raw -5555563.381521 + Penalty 3503.742565 = -5552059.638956 nChanged 24 SP:Iteration 86Q (2797.910753 sec): 3 clusters Score: Raw -5555565.429822 + Penalty 3503.742565 = -5552061.687257 nChanged 18 SP:Iteration 87Q (2798.015465 sec): 3 clusters Score: Raw -5555566.948662 + Penalty 3503.742565 = -5552063.206097 nChanged 20 SP:Iteration 88Q (2798.126450 sec): 3 clusters Score: Raw -5555568.457279 + Penalty 3503.742565 = -5552064.714714 nChanged 15 SP:Iteration 89Q (2798.249234 sec): 3 clusters Score: Raw -5555569.885431 + Penalty 3503.742565 = -5552066.142866 nChanged 18 SP:Iteration 90Q (2798.362845 sec): 3 clusters Score: Raw -5555571.402124 + Penalty 3503.742565 = -5552067.659560 nChanged 16 SP:Iteration 91Q (2798.471030 sec): 3 clusters Score: Raw -5555572.830305 + Penalty 3503.742565 = -5552069.087741 nChanged 16 SP:Iteration 92Q (2798.579738 sec): 3 clusters Score: Raw -5555574.103514 + Penalty 3503.742565 = -5552070.360949 nChanged 12 SP:Iteration 93Q (2798.692414 sec): 3 clusters Score: Raw -5555575.156649 + Penalty 3503.742565 = -5552071.414084 nChanged 10 SP:Iteration 94Q (2798.815155 sec): 3 clusters Score: Raw -5555575.956886 + Penalty 3503.742565 = -5552072.214321 nChanged 10 SP:Iteration 95Q (2798.910564 sec): 3 clusters Score: Raw -5555576.674697 + Penalty 3503.742565 = -5552072.932132 nChanged 6 SP:Iteration 96Q (2799.015335 sec): 3 clusters Score: Raw -5555576.974167 + Penalty 3503.742565 = -5552073.231602 nChanged 3 SP:Iteration 97Q (2799.117166 sec): 3 clusters Score: Raw -5555577.178026 + Penalty 3503.742565 = -5552073.435461 nChanged 4 SP:Iteration 98Q (2799.224193 sec): 3 clusters Score: Raw -5555577.471409 + Penalty 3503.742565 = -5552073.728845 nChanged 4 SP:Iteration 99Q (2799.330460 sec): 3 clusters Score: Raw -5555577.709088 + Penalty 3503.742565 = -5552073.966523 nChanged 5 SP:Iteration 100F (2799.470250 sec): 3 clusters Score: Raw -5555578.158726 + Penalty 3503.742565 = -5552074.416161 nChanged 6 SP:Iteration 101Q (2799.586682 sec): 3 clusters Score: Raw -5555578.533951 + Penalty 3503.742565 = -5552074.791386 nChanged 7 SP:Iteration 102Q (2799.687692 sec): 3 clusters Score: Raw -5555578.949267 + Penalty 3503.742565 = -5552075.206702 nChanged 8 SP:Iteration 103Q (2799.805302 sec): 3 clusters Score: Raw -5555579.460712 + Penalty 3503.742565 = -5552075.718147 nChanged 5 SP:Iteration 104Q (2799.911966 sec): 3 clusters Score: Raw -5555579.840134 + Penalty 3503.742565 = -5552076.097569 nChanged 4 SP:Iteration 105Q (2800.033275 sec): 3 clusters Score: Raw -5555580.034411 + Penalty 3503.742565 = -5552076.291846 nChanged 5 SP:Iteration 106Q (2800.142522 sec): 3 clusters Score: Raw -5555580.530066 + Penalty 3503.742565 = -5552076.787501 nChanged 9 SP:Iteration 107Q (2800.256376 sec): 3 clusters Score: Raw -5555581.114085 + Penalty 3503.742565 = -5552077.371521 nChanged 11 SP:Iteration 108Q (2800.373216 sec): 3 clusters Score: Raw -5555582.342525 + Penalty 3503.742565 = -5552078.599961 nChanged 14 SP:Iteration 109Q (2800.485631 sec): 3 clusters Score: Raw -5555583.436034 + Penalty 3503.742565 = -5552079.693470 nChanged 13 SP:Iteration 110Q (2800.595605 sec): 3 clusters Score: Raw -5555584.331550 + Penalty 3503.742565 = -5552080.588985 nChanged 8 SP:Iteration 111Q (2800.694687 sec): 3 clusters Score: Raw -5555585.094936 + Penalty 3503.742565 = -5552081.352371 nChanged 12 SP:Iteration 112Q (2800.804682 sec): 3 clusters Score: Raw -5555585.911529 + Penalty 3503.742565 = -5552082.168964 nChanged 10 SP:Iteration 113Q (2800.927027 sec): 3 clusters Score: Raw -5555586.730102 + Penalty 3503.742565 = -5552082.987537 nChanged 10 SP:Iteration 114Q (2801.045855 sec): 3 clusters Score: Raw -5555587.346915 + Penalty 3503.742565 = -5552083.604350 nChanged 6 SP:Iteration 115Q (2801.160090 sec): 3 clusters Score: Raw -5555587.806895 + Penalty 3503.742565 = -5552084.064330 nChanged 7 SP:Iteration 116Q (2801.281219 sec): 3 clusters Score: Raw -5555588.153368 + Penalty 3503.742565 = -5552084.410803 nChanged 4 SP:Iteration 117Q (2801.388619 sec): 3 clusters Score: Raw -5555588.483817 + Penalty 3503.742565 = -5552084.741252 nChanged 5 SP:Iteration 118Q (2801.510183 sec): 3 clusters Score: Raw -5555588.979294 + Penalty 3503.742565 = -5552085.236729 nChanged 6 SP:Iteration 119Q (2801.642290 sec): 3 clusters Score: Raw -5555589.457863 + Penalty 3503.742565 = -5552085.715299 nChanged 6 SP:Iteration 120F (2801.769909 sec): 3 clusters Score: Raw -5555589.888045 + Penalty 3503.742565 = -5552086.145480 nChanged 7 SP:Iteration 121Q (2801.884009 sec): 3 clusters Score: Raw -5555590.527924 + Penalty 3503.742565 = -5552086.785360 nChanged 8 SP:Iteration 122Q (2802.012548 sec): 3 clusters Score: Raw -5555591.301835 + Penalty 3503.742565 = -5552087.559271 nChanged 9 SP:Iteration 123Q (2802.134527 sec): 3 clusters Score: Raw -5555592.070842 + Penalty 3503.742565 = -5552088.328277 nChanged 12 SP:Iteration 124Q (2802.240449 sec): 3 clusters Score: Raw -5555593.872956 + Penalty 3503.742565 = -5552090.130391 nChanged 15 SP:Iteration 125Q (2802.349367 sec): 3 clusters Score: Raw -5555595.331521 + Penalty 3503.742565 = -5552091.588956 nChanged 7 SP:Iteration 126Q (2802.454506 sec): 3 clusters Score: Raw -5555595.919113 + Penalty 3503.742565 = -5552092.176548 nChanged 7 SP:Iteration 127Q (2802.559553 sec): 3 clusters Score: Raw -5555596.539136 + Penalty 3503.742565 = -5552092.796571 nChanged 8 SP:Iteration 128Q (2802.671690 sec): 3 clusters Score: Raw -5555597.209187 + Penalty 3503.742565 = -5552093.466622 nChanged 4 SP:Iteration 129Q (2802.774442 sec): 3 clusters Score: Raw -5555597.448222 + Penalty 3503.742565 = -5552093.705657 nChanged 6 SP:Iteration 130Q (2802.906867 sec): 3 clusters Score: Raw -5555597.881019 + Penalty 3503.742565 = -5552094.138454 nChanged 7 SP:Iteration 131Q (2803.022972 sec): 3 clusters Score: Raw -5555598.464614 + Penalty 3503.742565 = -5552094.722049 nChanged 7 SP:Iteration 132Q (2803.142322 sec): 3 clusters Score: Raw -5555599.031724 + Penalty 3503.742565 = -5552095.289159 nChanged 6 SP:Iteration 133Q (2803.252192 sec): 3 clusters Score: Raw -5555599.346746 + Penalty 3503.742565 = -5552095.604181 nChanged 1 SP:Iteration 134Q (2803.363382 sec): 3 clusters Score: Raw -5555599.409535 + Penalty 3503.742565 = -5552095.666971 nChanged 3 SP:Iteration 135Q (2803.464360 sec): 3 clusters Score: Raw -5555599.504515 + Penalty 3503.742565 = -5552095.761950 nChanged 1 SP:Iteration 136Q (2803.574995 sec): 3 clusters Score: Raw -5555599.550586 + Penalty 3503.742565 = -5552095.808021 nChanged 1 SP:Iteration 137Q (2803.675764 sec): 3 clusters Score: Raw -5555599.582479 + Penalty 3503.742565 = -5552095.839914 nChanged 1 SP:Iteration 138Q (2803.796164 sec): 3 clusters Score: Raw -5555599.726881 + Penalty 3503.742565 = -5552095.984316 nChanged 1 SP:Iteration 139Q (2803.910899 sec): 3 clusters Score: Raw -5555599.748467 + Penalty 3503.742565 = -5552096.005903 nChanged 0 SP:Iteration 140F (2804.028461 sec): 3 clusters Score: Raw -5555599.748467 + Penalty 3503.742565 = -5552096.005903 nChanged 0 Trying to split cluster 3 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2804.047395 sec): 2 clusters Score: Raw -46020.862326 + Penalty 980.376511 = -45040.485815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2804.101940 sec): 3 clusters Score: Raw -46027.370357 + Penalty 1960.753022 = -44066.617335 nChanged 91 SP:Iteration 1F (2804.127099 sec): 3 clusters Score: Raw -46198.330260 + Penalty 1960.753022 = -44237.577237 nChanged 32 SP:Iteration 2F (2804.170327 sec): 3 clusters Score: Raw -46273.340058 + Penalty 1960.753022 = -44312.587036 nChanged 17 SP:Iteration 3Q (2804.213746 sec): 3 clusters Score: Raw -46333.036494 + Penalty 1960.753022 = -44372.283472 nChanged 15 SP:Iteration 4Q (2804.256398 sec): 3 clusters Score: Raw -46378.630024 + Penalty 1960.753022 = -44417.877002 nChanged 6 SP:Iteration 5Q (2804.290364 sec): 3 clusters Score: Raw -46387.017739 + Penalty 1960.753022 = -44426.264717 nChanged 1 SP:Iteration 6Q (2804.331034 sec): 3 clusters Score: Raw -46387.542783 + Penalty 1960.753022 = -44426.789761 nChanged 0 SP:Iteration 7F (2804.382996 sec): 3 clusters Score: Raw -46387.542783 + Penalty 1960.753022 = -44426.789761 nChanged 0 Trying to split cluster 4 (10966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2804.427737 sec): 2 clusters Score: Raw -1348241.635741 + Penalty 1511.665164 = -1346729.970577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2804.493019 sec): 3 clusters Score: Raw -1341947.579274 + Penalty 3023.330328 = -1338924.248946 nChanged 4742 SP:Iteration 1F (2804.551219 sec): 3 clusters Score: Raw -1344477.947920 + Penalty 3023.330328 = -1341454.617592 nChanged 645 SP:Iteration 2F (2804.624044 sec): 3 clusters Score: Raw -1344748.432112 + Penalty 3023.330328 = -1341725.101784 nChanged 559 SP:Iteration 3F (2804.688380 sec): 3 clusters Score: Raw -1344981.171411 + Penalty 3023.330328 = -1341957.841083 nChanged 501 SP:Iteration 4Q (2804.747114 sec): 3 clusters Score: Raw -1345205.432570 + Penalty 3023.330328 = -1342182.102241 nChanged 500 SP:Iteration 5Q (2804.808362 sec): 3 clusters Score: Raw -1345460.557753 + Penalty 3023.330328 = -1342437.227425 nChanged 567 SP:Iteration 6F (2804.880831 sec): 3 clusters Score: Raw -1345803.999883 + Penalty 3023.330328 = -1342780.669554 nChanged 654 SP:Iteration 7F (2804.946199 sec): 3 clusters Score: Raw -1346275.111428 + Penalty 3023.330328 = -1343251.781099 nChanged 698 SP:Iteration 8F (2805.010987 sec): 3 clusters Score: Raw -1346853.310085 + Penalty 3023.330328 = -1343829.979757 nChanged 644 SP:Iteration 9F (2805.067119 sec): 3 clusters Score: Raw -1347443.623825 + Penalty 3023.330328 = -1344420.293497 nChanged 453 SP:Iteration 10Q (2805.133996 sec): 3 clusters Score: Raw -1347834.851391 + Penalty 3023.330328 = -1344811.521063 nChanged 277 SP:Iteration 11Q (2805.184806 sec): 3 clusters Score: Raw -1348056.950799 + Penalty 3023.330328 = -1345033.620471 nChanged 183 SP:Iteration 12Q (2805.265239 sec): 3 clusters Score: Raw -1348204.204930 + Penalty 3023.330328 = -1345180.874602 nChanged 114 SP:Iteration 13Q (2805.320993 sec): 3 clusters Score: Raw -1348294.975838 + Penalty 3023.330328 = -1345271.645510 nChanged 70 SP:Iteration 14Q (2805.392120 sec): 3 clusters Score: Raw -1348351.980109 + Penalty 3023.330328 = -1345328.649781 nChanged 50 SP:Iteration 15Q (2805.444216 sec): 3 clusters Score: Raw -1348391.907867 + Penalty 3023.330328 = -1345368.577539 nChanged 35 SP:Iteration 16Q (2805.499893 sec): 3 clusters Score: Raw -1348417.706207 + Penalty 3023.330328 = -1345394.375879 nChanged 25 SP:Iteration 17Q (2805.561754 sec): 3 clusters Score: Raw -1348442.096772 + Penalty 3023.330328 = -1345418.766444 nChanged 30 SP:Iteration 18Q (2805.622084 sec): 3 clusters Score: Raw -1348469.012718 + Penalty 3023.330328 = -1345445.682390 nChanged 23 SP:Iteration 19Q (2805.688038 sec): 3 clusters Score: Raw -1348489.663839 + Penalty 3023.330328 = -1345466.333511 nChanged 24 SP:Iteration 20F (2805.742829 sec): 3 clusters Score: Raw -1348510.506001 + Penalty 3023.330328 = -1345487.175673 nChanged 14 SP:Iteration 21Q (2805.800420 sec): 3 clusters Score: Raw -1348523.112874 + Penalty 3023.330328 = -1345499.782545 nChanged 8 SP:Iteration 22Q (2805.857774 sec): 3 clusters Score: Raw -1348530.415542 + Penalty 3023.330328 = -1345507.085214 nChanged 7 SP:Iteration 23Q (2805.916054 sec): 3 clusters Score: Raw -1348536.759011 + Penalty 3023.330328 = -1345513.428683 nChanged 5 SP:Iteration 24Q (2805.972692 sec): 3 clusters Score: Raw -1348541.147203 + Penalty 3023.330328 = -1345517.816875 nChanged 7 SP:Iteration 25Q (2806.029794 sec): 3 clusters Score: Raw -1348547.821671 + Penalty 3023.330328 = -1345524.491342 nChanged 10 SP:Iteration 26Q (2806.087136 sec): 3 clusters Score: Raw -1348555.677524 + Penalty 3023.330328 = -1345532.347196 nChanged 6 SP:Iteration 27Q (2806.157939 sec): 3 clusters Score: Raw -1348563.753155 + Penalty 3023.330328 = -1345540.422827 nChanged 8 SP:Iteration 28Q (2806.206103 sec): 3 clusters Score: Raw -1348572.931721 + Penalty 3023.330328 = -1345549.601393 nChanged 5 SP:Iteration 29Q (2806.270811 sec): 3 clusters Score: Raw -1348578.763493 + Penalty 3023.330328 = -1345555.433164 nChanged 3 SP:Iteration 30Q (2806.323716 sec): 3 clusters Score: Raw -1348580.210369 + Penalty 3023.330328 = -1345556.880041 nChanged 2 SP:Iteration 31Q (2806.389459 sec): 3 clusters Score: Raw -1348582.237210 + Penalty 3023.330328 = -1345558.906881 nChanged 1 SP:Iteration 32Q (2806.453909 sec): 3 clusters Score: Raw -1348582.969353 + Penalty 3023.330328 = -1345559.639024 nChanged 0 SP:Iteration 33F (2806.517981 sec): 3 clusters Score: Raw -1348582.969353 + Penalty 3023.330328 = -1345559.639024 nChanged 0 Trying to split cluster 5 (4078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2806.553897 sec): 2 clusters Score: Raw -464084.849515 + Penalty 1350.921317 = -462733.928198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2806.614182 sec): 3 clusters Score: Raw -462049.108999 + Penalty 2701.842634 = -459347.266365 nChanged 1644 SP:Iteration 1F (2806.669785 sec): 3 clusters Score: Raw -463113.041919 + Penalty 2701.842634 = -460411.199285 nChanged 394 SP:Iteration 2F (2806.720348 sec): 3 clusters Score: Raw -463445.971970 + Penalty 2701.842634 = -460744.129336 nChanged 317 SP:Iteration 3F (2806.770057 sec): 3 clusters Score: Raw -463701.803262 + Penalty 2701.842634 = -460999.960628 nChanged 268 SP:Iteration 4F (2806.811297 sec): 3 clusters Score: Raw -463936.468210 + Penalty 2701.842634 = -461234.625576 nChanged 254 SP:Iteration 5F (2806.859761 sec): 3 clusters Score: Raw -464178.312785 + Penalty 2701.842634 = -461476.470151 nChanged 215 SP:Iteration 6F (2806.913319 sec): 3 clusters Score: Raw -464355.354573 + Penalty 2701.842634 = -461653.511938 nChanged 166 SP:Iteration 7Q (2806.973266 sec): 3 clusters Score: Raw -464487.065436 + Penalty 2701.842634 = -461785.222802 nChanged 121 SP:Iteration 8Q (2807.019736 sec): 3 clusters Score: Raw -464567.279572 + Penalty 2701.842634 = -461865.436938 nChanged 65 SP:Iteration 9Q (2807.081692 sec): 3 clusters Score: Raw -464604.681689 + Penalty 2701.842634 = -461902.839054 nChanged 53 SP:Iteration 10Q (2807.126441 sec): 3 clusters Score: Raw -464639.507516 + Penalty 2701.842634 = -461937.664882 nChanged 45 SP:Iteration 11Q (2807.192448 sec): 3 clusters Score: Raw -464662.020459 + Penalty 2701.842634 = -461960.177825 nChanged 30 SP:Iteration 12Q (2807.229912 sec): 3 clusters Score: Raw -464676.939804 + Penalty 2701.842634 = -461975.097170 nChanged 22 SP:Iteration 13Q (2807.280621 sec): 3 clusters Score: Raw -464688.202579 + Penalty 2701.842634 = -461986.359945 nChanged 17 SP:Iteration 14Q (2807.330885 sec): 3 clusters Score: Raw -464695.900068 + Penalty 2701.842634 = -461994.057433 nChanged 13 SP:Iteration 15Q (2807.380808 sec): 3 clusters Score: Raw -464702.136667 + Penalty 2701.842634 = -462000.294033 nChanged 13 SP:Iteration 16Q (2807.421911 sec): 3 clusters Score: Raw -464706.958147 + Penalty 2701.842634 = -462005.115512 nChanged 12 SP:Iteration 17Q (2807.464565 sec): 3 clusters Score: Raw -464714.790775 + Penalty 2701.842634 = -462012.948141 nChanged 16 SP:Iteration 18Q (2807.528402 sec): 3 clusters Score: Raw -464724.427086 + Penalty 2701.842634 = -462022.584452 nChanged 23 SP:Iteration 19Q (2807.566730 sec): 3 clusters Score: Raw -464737.663125 + Penalty 2701.842634 = -462035.820491 nChanged 22 SP:Iteration 20F (2807.612741 sec): 3 clusters Score: Raw -464756.661878 + Penalty 2701.842634 = -462054.819244 nChanged 25 SP:Iteration 21Q (2807.666967 sec): 3 clusters Score: Raw -464772.601566 + Penalty 2701.842634 = -462070.758932 nChanged 16 SP:Iteration 22Q (2807.704095 sec): 3 clusters Score: Raw -464789.710248 + Penalty 2701.842634 = -462087.867614 nChanged 20 SP:Iteration 23Q (2807.751038 sec): 3 clusters Score: Raw -464808.626335 + Penalty 2701.842634 = -462106.783701 nChanged 15 SP:Iteration 24Q (2807.806651 sec): 3 clusters Score: Raw -464822.065511 + Penalty 2701.842634 = -462120.222877 nChanged 16 SP:Iteration 25Q (2807.842989 sec): 3 clusters Score: Raw -464834.889057 + Penalty 2701.842634 = -462133.046423 nChanged 13 SP:Iteration 26Q (2807.891423 sec): 3 clusters Score: Raw -464844.975778 + Penalty 2701.842634 = -462143.133144 nChanged 10 SP:Iteration 27Q (2807.947866 sec): 3 clusters Score: Raw -464852.417604 + Penalty 2701.842634 = -462150.574970 nChanged 9 SP:Iteration 28Q (2808.005066 sec): 3 clusters Score: Raw -464857.446845 + Penalty 2701.842634 = -462155.604211 nChanged 8 SP:Iteration 29Q (2808.050681 sec): 3 clusters Score: Raw -464861.914998 + Penalty 2701.842634 = -462160.072364 nChanged 4 SP:Iteration 30Q (2808.105541 sec): 3 clusters Score: Raw -464864.514297 + Penalty 2701.842634 = -462162.671662 nChanged 5 SP:Iteration 31Q (2808.157827 sec): 3 clusters Score: Raw -464868.590833 + Penalty 2701.842634 = -462166.748199 nChanged 4 SP:Iteration 32Q (2808.207407 sec): 3 clusters Score: Raw -464870.885420 + Penalty 2701.842634 = -462169.042786 nChanged 1 SP:Iteration 33Q (2808.261935 sec): 3 clusters Score: Raw -464872.092762 + Penalty 2701.842634 = -462170.250128 nChanged 1 SP:Iteration 34Q (2808.317141 sec): 3 clusters Score: Raw -464872.627089 + Penalty 2701.842634 = -462170.784455 nChanged 1 SP:Iteration 35Q (2808.356552 sec): 3 clusters Score: Raw -464873.159245 + Penalty 2701.842634 = -462171.316611 nChanged 2 SP:Iteration 36Q (2808.418420 sec): 3 clusters Score: Raw -464874.604442 + Penalty 2701.842634 = -462172.761808 nChanged 1 SP:Iteration 37Q (2808.468316 sec): 3 clusters Score: Raw -464874.848644 + Penalty 2701.842634 = -462173.006010 nChanged 0 SP:Iteration 38F (2808.515544 sec): 3 clusters Score: Raw -464874.848644 + Penalty 2701.842634 = -462173.006010 nChanged 0 Trying to split cluster 6 (12111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2808.562580 sec): 2 clusters Score: Raw -1462903.873083 + Penalty 1527.803779 = -1461376.069304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2808.633564 sec): 3 clusters Score: Raw -1455996.453946 + Penalty 3055.607558 = -1452940.846388 nChanged 5296 SP:Iteration 1F (2808.702040 sec): 3 clusters Score: Raw -1458858.588070 + Penalty 3055.607558 = -1455802.980511 nChanged 634 SP:Iteration 2F (2808.759152 sec): 3 clusters Score: Raw -1459120.354835 + Penalty 3055.607558 = -1456064.747277 nChanged 554 SP:Iteration 3Q (2808.829689 sec): 3 clusters Score: Raw -1459328.279939 + Penalty 3055.607558 = -1456272.672381 nChanged 507 SP:Iteration 4Q (2808.907654 sec): 3 clusters Score: Raw -1459514.415509 + Penalty 3055.607558 = -1456458.807951 nChanged 486 SP:Iteration 5Q (2808.974917 sec): 3 clusters Score: Raw -1459713.792682 + Penalty 3055.607558 = -1456658.185124 nChanged 507 SP:Iteration 6Q (2809.043087 sec): 3 clusters Score: Raw -1459952.812197 + Penalty 3055.607558 = -1456897.204639 nChanged 525 SP:Iteration 7Q (2809.110837 sec): 3 clusters Score: Raw -1460252.620560 + Penalty 3055.607558 = -1457197.013002 nChanged 588 SP:Iteration 8Q (2809.172530 sec): 3 clusters Score: Raw -1460668.429377 + Penalty 3055.607558 = -1457612.821819 nChanged 620 SP:Iteration 9F (2809.236440 sec): 3 clusters Score: Raw -1461170.410374 + Penalty 3055.607558 = -1458114.802816 nChanged 628 SP:Iteration 10F (2809.289940 sec): 3 clusters Score: Raw -1461709.814967 + Penalty 3055.607558 = -1458654.207409 nChanged 521 SP:Iteration 11Q (2809.364067 sec): 3 clusters Score: Raw -1462109.749459 + Penalty 3055.607558 = -1459054.141901 nChanged 359 SP:Iteration 12Q (2809.416019 sec): 3 clusters Score: Raw -1462348.229485 + Penalty 3055.607558 = -1459292.621927 nChanged 256 SP:Iteration 13Q (2809.477705 sec): 3 clusters Score: Raw -1462493.085858 + Penalty 3055.607558 = -1459437.478300 nChanged 174 SP:Iteration 14Q (2809.543887 sec): 3 clusters Score: Raw -1462580.620161 + Penalty 3055.607558 = -1459525.012603 nChanged 149 SP:Iteration 15Q (2809.601525 sec): 3 clusters Score: Raw -1462659.822173 + Penalty 3055.607558 = -1459604.214614 nChanged 141 SP:Iteration 16Q (2809.669306 sec): 3 clusters Score: Raw -1462724.028653 + Penalty 3055.607558 = -1459668.421095 nChanged 120 SP:Iteration 17Q (2809.734661 sec): 3 clusters Score: Raw -1462772.717485 + Penalty 3055.607558 = -1459717.109927 nChanged 99 SP:Iteration 18Q (2809.793830 sec): 3 clusters Score: Raw -1462807.527709 + Penalty 3055.607558 = -1459751.920151 nChanged 79 SP:Iteration 19Q (2809.865475 sec): 3 clusters Score: Raw -1462841.438631 + Penalty 3055.607558 = -1459785.831073 nChanged 80 SP:Iteration 20F (2809.927139 sec): 3 clusters Score: Raw -1462867.470009 + Penalty 3055.607558 = -1459811.862451 nChanged 65 SP:Iteration 21Q (2809.977674 sec): 3 clusters Score: Raw -1462885.462001 + Penalty 3055.607558 = -1459829.854443 nChanged 54 SP:Iteration 22Q (2810.037868 sec): 3 clusters Score: Raw -1462897.691076 + Penalty 3055.607558 = -1459842.083518 nChanged 31 SP:Iteration 23Q (2810.101782 sec): 3 clusters Score: Raw -1462903.570645 + Penalty 3055.607558 = -1459847.963087 nChanged 25 SP:Iteration 24Q (2810.167215 sec): 3 clusters Score: Raw -1462908.173251 + Penalty 3055.607558 = -1459852.565693 nChanged 18 SP:Iteration 25Q (2810.232229 sec): 3 clusters Score: Raw -1462911.092661 + Penalty 3055.607558 = -1459855.485103 nChanged 18 SP:Iteration 26Q (2810.298245 sec): 3 clusters Score: Raw -1462914.197633 + Penalty 3055.607558 = -1459858.590075 nChanged 12 SP:Iteration 27Q (2810.357501 sec): 3 clusters Score: Raw -1462916.221516 + Penalty 3055.607558 = -1459860.613958 nChanged 11 SP:Iteration 28Q (2810.417833 sec): 3 clusters Score: Raw -1462917.460797 + Penalty 3055.607558 = -1459861.853239 nChanged 11 SP:Iteration 29Q (2810.483339 sec): 3 clusters Score: Raw -1462918.878212 + Penalty 3055.607558 = -1459863.270654 nChanged 12 SP:Iteration 30Q (2810.561777 sec): 3 clusters Score: Raw -1462920.772679 + Penalty 3055.607558 = -1459865.165121 nChanged 14 SP:Iteration 31Q (2810.630509 sec): 3 clusters Score: Raw -1462923.056857 + Penalty 3055.607558 = -1459867.449299 nChanged 17 SP:Iteration 32Q (2810.699202 sec): 3 clusters Score: Raw -1462925.255700 + Penalty 3055.607558 = -1459869.648141 nChanged 10 SP:Iteration 33Q (2810.768662 sec): 3 clusters Score: Raw -1462926.645955 + Penalty 3055.607558 = -1459871.038397 nChanged 14 SP:Iteration 34Q (2810.835608 sec): 3 clusters Score: Raw -1462929.139593 + Penalty 3055.607558 = -1459873.532035 nChanged 14 SP:Iteration 35Q (2810.890252 sec): 3 clusters Score: Raw -1462931.233066 + Penalty 3055.607558 = -1459875.625508 nChanged 12 SP:Iteration 36Q (2810.960300 sec): 3 clusters Score: Raw -1462933.611826 + Penalty 3055.607558 = -1459878.004268 nChanged 15 SP:Iteration 37Q (2811.018619 sec): 3 clusters Score: Raw -1462935.816700 + Penalty 3055.607558 = -1459880.209142 nChanged 16 SP:Iteration 38Q (2811.093117 sec): 3 clusters Score: Raw -1462939.557490 + Penalty 3055.607558 = -1459883.949932 nChanged 22 SP:Iteration 39Q (2811.143424 sec): 3 clusters Score: Raw -1462943.963977 + Penalty 3055.607558 = -1459888.356419 nChanged 20 SP:Iteration 40F (2811.215746 sec): 3 clusters Score: Raw -1462949.064397 + Penalty 3055.607558 = -1459893.456839 nChanged 25 SP:Iteration 41Q (2811.271713 sec): 3 clusters Score: Raw -1462954.203568 + Penalty 3055.607558 = -1459898.596010 nChanged 22 SP:Iteration 42Q (2811.321498 sec): 3 clusters Score: Raw -1462958.909571 + Penalty 3055.607558 = -1459903.302013 nChanged 16 SP:Iteration 43Q (2811.378525 sec): 3 clusters Score: Raw -1462961.378059 + Penalty 3055.607558 = -1459905.770501 nChanged 9 SP:Iteration 44Q (2811.436632 sec): 3 clusters Score: Raw -1462963.527155 + Penalty 3055.607558 = -1459907.919597 nChanged 14 SP:Iteration 45Q (2811.494326 sec): 3 clusters Score: Raw -1462966.015608 + Penalty 3055.607558 = -1459910.408050 nChanged 18 SP:Iteration 46Q (2811.561677 sec): 3 clusters Score: Raw -1462970.031491 + Penalty 3055.607558 = -1459914.423933 nChanged 14 SP:Iteration 47Q (2811.626985 sec): 3 clusters Score: Raw -1462973.371573 + Penalty 3055.607558 = -1459917.764015 nChanged 20 SP:Iteration 48Q (2811.700477 sec): 3 clusters Score: Raw -1462977.961887 + Penalty 3055.607558 = -1459922.354328 nChanged 23 SP:Iteration 49Q (2811.751493 sec): 3 clusters Score: Raw -1462983.365288 + Penalty 3055.607558 = -1459927.757730 nChanged 22 SP:Iteration 50Q (2811.823210 sec): 3 clusters Score: Raw -1462988.238902 + Penalty 3055.607558 = -1459932.631344 nChanged 23 SP:Iteration 51Q (2811.876252 sec): 3 clusters Score: Raw -1462992.893373 + Penalty 3055.607558 = -1459937.285815 nChanged 21 SP:Iteration 52Q (2811.949772 sec): 3 clusters Score: Raw -1462997.699817 + Penalty 3055.607558 = -1459942.092259 nChanged 16 SP:Iteration 53Q (2812.017281 sec): 3 clusters Score: Raw -1463001.075912 + Penalty 3055.607558 = -1459945.468353 nChanged 15 SP:Iteration 54Q (2812.082729 sec): 3 clusters Score: Raw -1463004.789794 + Penalty 3055.607558 = -1459949.182235 nChanged 18 SP:Iteration 55Q (2812.139310 sec): 3 clusters Score: Raw -1463008.798216 + Penalty 3055.607558 = -1459953.190658 nChanged 19 SP:Iteration 56Q (2812.198276 sec): 3 clusters Score: Raw -1463013.344509 + Penalty 3055.607558 = -1459957.736951 nChanged 22 SP:Iteration 57Q (2812.266570 sec): 3 clusters Score: Raw -1463019.697817 + Penalty 3055.607558 = -1459964.090259 nChanged 23 SP:Iteration 58Q (2812.335941 sec): 3 clusters Score: Raw -1463024.445120 + Penalty 3055.607558 = -1459968.837562 nChanged 21 SP:Iteration 59Q (2812.397221 sec): 3 clusters Score: Raw -1463029.515033 + Penalty 3055.607558 = -1459973.907475 nChanged 19 SP:Iteration 60F (2812.466908 sec): 3 clusters Score: Raw -1463032.712552 + Penalty 3055.607558 = -1459977.104994 nChanged 11 SP:Iteration 61Q (2812.529265 sec): 3 clusters Score: Raw -1463034.582998 + Penalty 3055.607558 = -1459978.975439 nChanged 10 SP:Iteration 62Q (2812.577814 sec): 3 clusters Score: Raw -1463035.884955 + Penalty 3055.607558 = -1459980.277397 nChanged 4 SP:Iteration 63Q (2812.644675 sec): 3 clusters Score: Raw -1463036.428104 + Penalty 3055.607558 = -1459980.820546 nChanged 7 SP:Iteration 64Q (2812.720506 sec): 3 clusters Score: Raw -1463037.255241 + Penalty 3055.607558 = -1459981.647683 nChanged 3 SP:Iteration 65Q (2812.784470 sec): 3 clusters Score: Raw -1463037.487694 + Penalty 3055.607558 = -1459981.880136 nChanged 1 SP:Iteration 66Q (2812.842899 sec): 3 clusters Score: Raw -1463037.562269 + Penalty 3055.607558 = -1459981.954711 nChanged 0 SP:Iteration 67F (2812.912937 sec): 3 clusters Score: Raw -1463037.562269 + Penalty 3055.607558 = -1459981.954711 nChanged 0 Trying to split cluster 7 (90034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2813.049152 sec): 2 clusters Score: Raw -10858415.282282 + Penalty 1853.790682 = -10856561.491600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2813.243590 sec): 3 clusters Score: Raw -10800285.652498 + Penalty 3707.581363 = -10796578.071135 nChanged 42852 SP:Iteration 1F (2813.434010 sec): 3 clusters Score: Raw -10825250.874563 + Penalty 3707.581363 = -10821543.293200 nChanged 3643 SP:Iteration 2Q (2813.652358 sec): 3 clusters Score: Raw -10826446.902395 + Penalty 3707.581363 = -10822739.321031 nChanged 4063 SP:Iteration 3Q (2813.865412 sec): 3 clusters Score: Raw -10828063.659071 + Penalty 3707.581363 = -10824356.077708 nChanged 4503 SP:Iteration 4F (2814.069043 sec): 3 clusters Score: Raw -10830220.309130 + Penalty 3707.581363 = -10826512.727767 nChanged 5054 SP:Iteration 5F (2814.282324 sec): 3 clusters Score: Raw -10833158.856635 + Penalty 3707.581363 = -10829451.275272 nChanged 5486 SP:Iteration 6F (2814.496524 sec): 3 clusters Score: Raw -10836814.446431 + Penalty 3707.581363 = -10833106.865068 nChanged 5560 SP:Iteration 7F (2814.701811 sec): 3 clusters Score: Raw -10840625.600598 + Penalty 3707.581363 = -10836918.019235 nChanged 4941 SP:Iteration 8F (2814.906739 sec): 3 clusters Score: Raw -10843498.445614 + Penalty 3707.581363 = -10839790.864251 nChanged 3764 SP:Iteration 9Q (2815.110345 sec): 3 clusters Score: Raw -10844950.659036 + Penalty 3707.581363 = -10841243.077673 nChanged 2338 SP:Iteration 10Q (2815.315778 sec): 3 clusters Score: Raw -10845527.987221 + Penalty 3707.581363 = -10841820.405858 nChanged 1433 SP:Iteration 11Q (2815.514773 sec): 3 clusters Score: Raw -10845793.522147 + Penalty 3707.581363 = -10842085.940784 nChanged 1038 SP:Iteration 12Q (2815.716380 sec): 3 clusters Score: Raw -10845981.052676 + Penalty 3707.581363 = -10842273.471313 nChanged 950 SP:Iteration 13Q (2815.927867 sec): 3 clusters Score: Raw -10846150.464640 + Penalty 3707.581363 = -10842442.883277 nChanged 813 SP:Iteration 14Q (2816.118039 sec): 3 clusters Score: Raw -10846296.858199 + Penalty 3707.581363 = -10842589.276836 nChanged 832 SP:Iteration 15Q (2816.327152 sec): 3 clusters Score: Raw -10846440.441544 + Penalty 3707.581363 = -10842732.860181 nChanged 751 SP:Iteration 16Q (2816.522763 sec): 3 clusters Score: Raw -10846573.740158 + Penalty 3707.581363 = -10842866.158795 nChanged 769 SP:Iteration 17Q (2816.731760 sec): 3 clusters Score: Raw -10846714.402320 + Penalty 3707.581363 = -10843006.820957 nChanged 785 SP:Iteration 18Q (2816.942563 sec): 3 clusters Score: Raw -10846858.237627 + Penalty 3707.581363 = -10843150.656264 nChanged 797 SP:Iteration 19Q (2817.162651 sec): 3 clusters Score: Raw -10846992.881012 + Penalty 3707.581363 = -10843285.299649 nChanged 711 SP:Iteration 20F (2817.361853 sec): 3 clusters Score: Raw -10847107.469529 + Penalty 3707.581363 = -10843399.888166 nChanged 650 SP:Iteration 21Q (2817.577113 sec): 3 clusters Score: Raw -10847212.704771 + Penalty 3707.581363 = -10843505.123408 nChanged 669 SP:Iteration 22Q (2817.791429 sec): 3 clusters Score: Raw -10847315.699424 + Penalty 3707.581363 = -10843608.118060 nChanged 635 SP:Iteration 23Q (2817.983257 sec): 3 clusters Score: Raw -10847420.720474 + Penalty 3707.581363 = -10843713.139111 nChanged 629 SP:Iteration 24Q (2818.164166 sec): 3 clusters Score: Raw -10847525.731207 + Penalty 3707.581363 = -10843818.149844 nChanged 676 SP:Iteration 25Q (2818.370673 sec): 3 clusters Score: Raw -10847647.326972 + Penalty 3707.581363 = -10843939.745609 nChanged 730 SP:Iteration 26Q (2818.577203 sec): 3 clusters Score: Raw -10847775.217743 + Penalty 3707.581363 = -10844067.636380 nChanged 736 SP:Iteration 27Q (2818.776782 sec): 3 clusters Score: Raw -10847910.667441 + Penalty 3707.581363 = -10844203.086078 nChanged 793 SP:Iteration 28Q (2818.971214 sec): 3 clusters Score: Raw -10848067.115492 + Penalty 3707.581363 = -10844359.534128 nChanged 816 SP:Iteration 29Q (2819.163034 sec): 3 clusters Score: Raw -10848217.228774 + Penalty 3707.581363 = -10844509.647411 nChanged 812 SP:Iteration 30Q (2819.371485 sec): 3 clusters Score: Raw -10848364.175670 + Penalty 3707.581363 = -10844656.594307 nChanged 801 SP:Iteration 31Q (2819.568287 sec): 3 clusters Score: Raw -10848507.877630 + Penalty 3707.581363 = -10844800.296267 nChanged 822 SP:Iteration 32Q (2819.751228 sec): 3 clusters Score: Raw -10848654.847761 + Penalty 3707.581363 = -10844947.266398 nChanged 801 SP:Iteration 33Q (2819.948399 sec): 3 clusters Score: Raw -10848804.432032 + Penalty 3707.581363 = -10845096.850669 nChanged 808 SP:Iteration 34Q (2820.149670 sec): 3 clusters Score: Raw -10848957.767590 + Penalty 3707.581363 = -10845250.186227 nChanged 856 SP:Iteration 35Q (2820.342312 sec): 3 clusters Score: Raw -10849134.387356 + Penalty 3707.581363 = -10845426.805993 nChanged 871 SP:Iteration 36Q (2820.557386 sec): 3 clusters Score: Raw -10849317.127991 + Penalty 3707.581363 = -10845609.546628 nChanged 932 SP:Iteration 37Q (2820.756152 sec): 3 clusters Score: Raw -10849513.955860 + Penalty 3707.581363 = -10845806.374497 nChanged 934 SP:Iteration 38Q (2820.951414 sec): 3 clusters Score: Raw -10849725.324211 + Penalty 3707.581363 = -10846017.742848 nChanged 950 SP:Iteration 39Q (2821.140809 sec): 3 clusters Score: Raw -10849936.314420 + Penalty 3707.581363 = -10846228.733057 nChanged 949 SP:Iteration 40F (2821.331210 sec): 3 clusters Score: Raw -10850157.147921 + Penalty 3707.581363 = -10846449.566558 nChanged 942 SP:Iteration 41Q (2821.537682 sec): 3 clusters Score: Raw -10850381.217518 + Penalty 3707.581363 = -10846673.636155 nChanged 980 SP:Iteration 42Q (2821.718995 sec): 3 clusters Score: Raw -10850643.186210 + Penalty 3707.581363 = -10846935.604847 nChanged 1090 SP:Iteration 43Q (2821.913573 sec): 3 clusters Score: Raw -10850982.914578 + Penalty 3707.581363 = -10847275.333214 nChanged 1093 SP:Iteration 44Q (2822.105906 sec): 3 clusters Score: Raw -10851326.980709 + Penalty 3707.581363 = -10847619.399346 nChanged 1137 SP:Iteration 45Q (2822.299479 sec): 3 clusters Score: Raw -10851677.449738 + Penalty 3707.581363 = -10847969.868374 nChanged 1107 SP:Iteration 46Q (2822.500138 sec): 3 clusters Score: Raw -10852003.871361 + Penalty 3707.581363 = -10848296.289998 nChanged 1047 SP:Iteration 47Q (2822.709318 sec): 3 clusters Score: Raw -10852314.463653 + Penalty 3707.581363 = -10848606.882289 nChanged 1016 SP:Iteration 48Q (2822.903248 sec): 3 clusters Score: Raw -10852603.938520 + Penalty 3707.581363 = -10848896.357157 nChanged 973 SP:Iteration 49Q (2823.110298 sec): 3 clusters Score: Raw -10852863.188718 + Penalty 3707.581363 = -10849155.607355 nChanged 930 SP:Iteration 50Q (2823.314223 sec): 3 clusters Score: Raw -10853091.158045 + Penalty 3707.581363 = -10849383.576682 nChanged 852 SP:Iteration 51Q (2823.506143 sec): 3 clusters Score: Raw -10853288.557811 + Penalty 3707.581363 = -10849580.976448 nChanged 830 SP:Iteration 52Q (2823.706759 sec): 3 clusters Score: Raw -10853469.899869 + Penalty 3707.581363 = -10849762.318506 nChanged 819 SP:Iteration 53Q (2823.905928 sec): 3 clusters Score: Raw -10853638.094994 + Penalty 3707.581363 = -10849930.513630 nChanged 793 SP:Iteration 54Q (2824.085553 sec): 3 clusters Score: Raw -10853792.093529 + Penalty 3707.581363 = -10850084.512166 nChanged 749 SP:Iteration 55Q (2824.276927 sec): 3 clusters Score: Raw -10853923.161349 + Penalty 3707.581363 = -10850215.579986 nChanged 661 SP:Iteration 56Q (2824.471047 sec): 3 clusters Score: Raw -10854029.021095 + Penalty 3707.581363 = -10850321.439732 nChanged 653 SP:Iteration 57Q (2824.664347 sec): 3 clusters Score: Raw -10854130.422690 + Penalty 3707.581363 = -10850422.841327 nChanged 645 SP:Iteration 58Q (2824.859164 sec): 3 clusters Score: Raw -10854230.804590 + Penalty 3707.581363 = -10850523.223227 nChanged 631 SP:Iteration 59Q (2825.050217 sec): 3 clusters Score: Raw -10854326.046995 + Penalty 3707.581363 = -10850618.465632 nChanged 607 SP:Iteration 60F (2825.238006 sec): 3 clusters Score: Raw -10854419.079017 + Penalty 3707.581363 = -10850711.497654 nChanged 583 SP:Iteration 61Q (2825.449100 sec): 3 clusters Score: Raw -10854501.052730 + Penalty 3707.581363 = -10850793.471367 nChanged 557 SP:Iteration 62Q (2825.633480 sec): 3 clusters Score: Raw -10854575.657336 + Penalty 3707.581363 = -10850868.075973 nChanged 558 SP:Iteration 63Q (2825.824637 sec): 3 clusters Score: Raw -10854650.409940 + Penalty 3707.581363 = -10850942.828577 nChanged 548 SP:Iteration 64Q (2826.019873 sec): 3 clusters Score: Raw -10854726.451296 + Penalty 3707.581363 = -10851018.869932 nChanged 536 SP:Iteration 65Q (2826.210743 sec): 3 clusters Score: Raw -10854796.333762 + Penalty 3707.581363 = -10851088.752399 nChanged 506 SP:Iteration 66Q (2826.401532 sec): 3 clusters Score: Raw -10854865.254969 + Penalty 3707.581363 = -10851157.673606 nChanged 502 SP:Iteration 67Q (2826.600207 sec): 3 clusters Score: Raw -10854929.911440 + Penalty 3707.581363 = -10851222.330077 nChanged 478 SP:Iteration 68Q (2826.790329 sec): 3 clusters Score: Raw -10854991.313164 + Penalty 3707.581363 = -10851283.731801 nChanged 467 SP:Iteration 69Q (2826.977939 sec): 3 clusters Score: Raw -10855050.241849 + Penalty 3707.581363 = -10851342.660486 nChanged 443 SP:Iteration 70Q (2827.163620 sec): 3 clusters Score: Raw -10855102.861336 + Penalty 3707.581363 = -10851395.279973 nChanged 440 SP:Iteration 71Q (2827.348821 sec): 3 clusters Score: Raw -10855154.240682 + Penalty 3707.581363 = -10851446.659319 nChanged 404 SP:Iteration 72Q (2827.526897 sec): 3 clusters Score: Raw -10855198.647576 + Penalty 3707.581363 = -10851491.066213 nChanged 383 SP:Iteration 73Q (2827.711306 sec): 3 clusters Score: Raw -10855239.729191 + Penalty 3707.581363 = -10851532.147828 nChanged 351 SP:Iteration 74Q (2827.897275 sec): 3 clusters Score: Raw -10855276.253904 + Penalty 3707.581363 = -10851568.672541 nChanged 382 SP:Iteration 75Q (2828.076322 sec): 3 clusters Score: Raw -10855318.920175 + Penalty 3707.581363 = -10851611.338812 nChanged 356 SP:Iteration 76Q (2828.265199 sec): 3 clusters Score: Raw -10855356.617255 + Penalty 3707.581363 = -10851649.035892 nChanged 355 SP:Iteration 77Q (2828.452189 sec): 3 clusters Score: Raw -10855395.355442 + Penalty 3707.581363 = -10851687.774079 nChanged 360 SP:Iteration 78Q (2828.642664 sec): 3 clusters Score: Raw -10855436.807471 + Penalty 3707.581363 = -10851729.226108 nChanged 369 SP:Iteration 79Q (2828.827225 sec): 3 clusters Score: Raw -10855478.263320 + Penalty 3707.581363 = -10851770.681957 nChanged 356 SP:Iteration 80F (2829.027233 sec): 3 clusters Score: Raw -10855516.498095 + Penalty 3707.581363 = -10851808.916732 nChanged 345 SP:Iteration 81Q (2829.215984 sec): 3 clusters Score: Raw -10855554.467288 + Penalty 3707.581363 = -10851846.885924 nChanged 354 SP:Iteration 82Q (2829.407316 sec): 3 clusters Score: Raw -10855593.157522 + Penalty 3707.581363 = -10851885.576159 nChanged 336 SP:Iteration 83Q (2829.586469 sec): 3 clusters Score: Raw -10855628.152909 + Penalty 3707.581363 = -10851920.571546 nChanged 342 SP:Iteration 84Q (2829.777193 sec): 3 clusters Score: Raw -10855663.471761 + Penalty 3707.581363 = -10851955.890397 nChanged 320 SP:Iteration 85Q (2829.949433 sec): 3 clusters Score: Raw -10855693.327426 + Penalty 3707.581363 = -10851985.746063 nChanged 297 SP:Iteration 86Q (2830.137715 sec): 3 clusters Score: Raw -10855720.701907 + Penalty 3707.581363 = -10852013.120544 nChanged 309 SP:Iteration 87Q (2830.330425 sec): 3 clusters Score: Raw -10855749.530005 + Penalty 3707.581363 = -10852041.948642 nChanged 286 SP:Iteration 88Q (2830.524486 sec): 3 clusters Score: Raw -10855776.689378 + Penalty 3707.581363 = -10852069.108014 nChanged 294 SP:Iteration 89Q (2830.709727 sec): 3 clusters Score: Raw -10855805.680742 + Penalty 3707.581363 = -10852098.099379 nChanged 263 SP:Iteration 90Q (2830.885297 sec): 3 clusters Score: Raw -10855828.267783 + Penalty 3707.581363 = -10852120.686419 nChanged 252 SP:Iteration 91Q (2831.066614 sec): 3 clusters Score: Raw -10855850.054709 + Penalty 3707.581363 = -10852142.473346 nChanged 251 SP:Iteration 92Q (2831.242134 sec): 3 clusters Score: Raw -10855872.776506 + Penalty 3707.581363 = -10852165.195142 nChanged 252 SP:Iteration 93Q (2831.414466 sec): 3 clusters Score: Raw -10855893.505323 + Penalty 3707.581363 = -10852185.923960 nChanged 241 SP:Iteration 94Q (2831.607377 sec): 3 clusters Score: Raw -10855914.488297 + Penalty 3707.581363 = -10852206.906934 nChanged 246 SP:Iteration 95Q (2831.790240 sec): 3 clusters Score: Raw -10855935.526760 + Penalty 3707.581363 = -10852227.945397 nChanged 224 SP:Iteration 96Q (2831.957942 sec): 3 clusters Score: Raw -10855954.164821 + Penalty 3707.581363 = -10852246.583458 nChanged 214 SP:Iteration 97Q (2832.147291 sec): 3 clusters Score: Raw -10855972.960691 + Penalty 3707.581363 = -10852265.379328 nChanged 238 SP:Iteration 98Q (2832.328239 sec): 3 clusters Score: Raw -10855996.591571 + Penalty 3707.581363 = -10852289.010208 nChanged 263 SP:Iteration 99Q (2832.514872 sec): 3 clusters Score: Raw -10856025.225642 + Penalty 3707.581363 = -10852317.644279 nChanged 272 SP:Iteration 100F (2832.708084 sec): 3 clusters Score: Raw -10856054.156084 + Penalty 3707.581363 = -10852346.574720 nChanged 261 SP:Iteration 101Q (2832.888016 sec): 3 clusters Score: Raw -10856080.027826 + Penalty 3707.581363 = -10852372.446463 nChanged 252 SP:Iteration 102Q (2833.066242 sec): 3 clusters Score: Raw -10856104.239614 + Penalty 3707.581363 = -10852396.658251 nChanged 251 SP:Iteration 103Q (2833.241521 sec): 3 clusters Score: Raw -10856130.294395 + Penalty 3707.581363 = -10852422.713032 nChanged 271 SP:Iteration 104Q (2833.423441 sec): 3 clusters Score: Raw -10856159.790504 + Penalty 3707.581363 = -10852452.209140 nChanged 282 SP:Iteration 105Q (2833.605961 sec): 3 clusters Score: Raw -10856190.790880 + Penalty 3707.581363 = -10852483.209517 nChanged 279 SP:Iteration 106Q (2833.781657 sec): 3 clusters Score: Raw -10856223.637687 + Penalty 3707.581363 = -10852516.056323 nChanged 265 SP:Iteration 107Q (2833.960950 sec): 3 clusters Score: Raw -10856254.698257 + Penalty 3707.581363 = -10852547.116894 nChanged 272 SP:Iteration 108Q (2834.143847 sec): 3 clusters Score: Raw -10856283.101898 + Penalty 3707.581363 = -10852575.520535 nChanged 246 SP:Iteration 109Q (2834.320077 sec): 3 clusters Score: Raw -10856308.336748 + Penalty 3707.581363 = -10852600.755385 nChanged 258 SP:Iteration 110Q (2834.491744 sec): 3 clusters Score: Raw -10856334.425925 + Penalty 3707.581363 = -10852626.844562 nChanged 242 SP:Iteration 111Q (2834.674083 sec): 3 clusters Score: Raw -10856358.103544 + Penalty 3707.581363 = -10852650.522181 nChanged 231 SP:Iteration 112Q (2834.854027 sec): 3 clusters Score: Raw -10856380.902725 + Penalty 3707.581363 = -10852673.321362 nChanged 250 SP:Iteration 113Q (2835.022504 sec): 3 clusters Score: Raw -10856406.357332 + Penalty 3707.581363 = -10852698.775969 nChanged 233 SP:Iteration 114Q (2835.193126 sec): 3 clusters Score: Raw -10856427.829193 + Penalty 3707.581363 = -10852720.247830 nChanged 203 SP:Iteration 115Q (2835.363724 sec): 3 clusters Score: Raw -10856445.135079 + Penalty 3707.581363 = -10852737.553716 nChanged 193 SP:Iteration 116Q (2835.539658 sec): 3 clusters Score: Raw -10856461.320535 + Penalty 3707.581363 = -10852753.739172 nChanged 197 SP:Iteration 117Q (2835.717915 sec): 3 clusters Score: Raw -10856478.557346 + Penalty 3707.581363 = -10852770.975983 nChanged 190 SP:Iteration 118Q (2835.886475 sec): 3 clusters Score: Raw -10856495.903386 + Penalty 3707.581363 = -10852788.322023 nChanged 196 SP:Iteration 119Q (2836.059782 sec): 3 clusters Score: Raw -10856515.086721 + Penalty 3707.581363 = -10852807.505358 nChanged 207 SP:Iteration 120F (2836.254525 sec): 3 clusters Score: Raw -10856534.581225 + Penalty 3707.581363 = -10852826.999861 nChanged 208 SP:Iteration 121Q (2836.437689 sec): 3 clusters Score: Raw -10856554.736519 + Penalty 3707.581363 = -10852847.155156 nChanged 189 SP:Iteration 122Q (2836.614812 sec): 3 clusters Score: Raw -10856572.159494 + Penalty 3707.581363 = -10852864.578131 nChanged 178 SP:Iteration 123Q (2836.788441 sec): 3 clusters Score: Raw -10856589.388040 + Penalty 3707.581363 = -10852881.806677 nChanged 178 SP:Iteration 124Q (2836.971169 sec): 3 clusters Score: Raw -10856606.158277 + Penalty 3707.581363 = -10852898.576914 nChanged 166 SP:Iteration 125Q (2837.117461 sec): 3 clusters Score: Raw -10856622.067108 + Penalty 3707.581363 = -10852914.485745 nChanged 188 SP:Iteration 126Q (2837.285319 sec): 3 clusters Score: Raw -10856639.964092 + Penalty 3707.581363 = -10852932.382729 nChanged 189 SP:Iteration 127Q (2837.468631 sec): 3 clusters Score: Raw -10856657.368493 + Penalty 3707.581363 = -10852949.787130 nChanged 170 SP:Iteration 128Q (2837.647965 sec): 3 clusters Score: Raw -10856673.458541 + Penalty 3707.581363 = -10852965.877178 nChanged 170 SP:Iteration 129Q (2837.812894 sec): 3 clusters Score: Raw -10856690.471277 + Penalty 3707.581363 = -10852982.889913 nChanged 171 SP:Iteration 130Q (2837.976938 sec): 3 clusters Score: Raw -10856708.089497 + Penalty 3707.581363 = -10853000.508134 nChanged 186 SP:Iteration 131Q (2838.142543 sec): 3 clusters Score: Raw -10856728.400240 + Penalty 3707.581363 = -10853020.818877 nChanged 190 SP:Iteration 132Q (2838.304715 sec): 3 clusters Score: Raw -10856748.659610 + Penalty 3707.581363 = -10853041.078247 nChanged 200 SP:Iteration 133Q (2838.472837 sec): 3 clusters Score: Raw -10856771.753134 + Penalty 3707.581363 = -10853064.171770 nChanged 222 SP:Iteration 134Q (2838.650148 sec): 3 clusters Score: Raw -10856799.205035 + Penalty 3707.581363 = -10853091.623672 nChanged 245 SP:Iteration 135Q (2838.824175 sec): 3 clusters Score: Raw -10856828.945714 + Penalty 3707.581363 = -10853121.364351 nChanged 235 SP:Iteration 136Q (2838.996448 sec): 3 clusters Score: Raw -10856861.221621 + Penalty 3707.581363 = -10853153.640258 nChanged 248 SP:Iteration 137Q (2839.164818 sec): 3 clusters Score: Raw -10856893.902604 + Penalty 3707.581363 = -10853186.321241 nChanged 228 SP:Iteration 138Q (2839.338054 sec): 3 clusters Score: Raw -10856921.007747 + Penalty 3707.581363 = -10853213.426384 nChanged 207 SP:Iteration 139Q (2839.518253 sec): 3 clusters Score: Raw -10856944.998839 + Penalty 3707.581363 = -10853237.417476 nChanged 189 SP:Iteration 140F (2839.717511 sec): 3 clusters Score: Raw -10856967.247247 + Penalty 3707.581363 = -10853259.665884 nChanged 193 SP:Iteration 141Q (2839.882831 sec): 3 clusters Score: Raw -10856990.165833 + Penalty 3707.581363 = -10853282.584470 nChanged 167 SP:Iteration 142Q (2840.058169 sec): 3 clusters Score: Raw -10857009.804345 + Penalty 3707.581363 = -10853302.222982 nChanged 171 SP:Iteration 143Q (2840.233970 sec): 3 clusters Score: Raw -10857030.779338 + Penalty 3707.581363 = -10853323.197974 nChanged 162 SP:Iteration 144Q (2840.412260 sec): 3 clusters Score: Raw -10857049.918001 + Penalty 3707.581363 = -10853342.336638 nChanged 159 SP:Iteration 145Q (2840.594459 sec): 3 clusters Score: Raw -10857067.773133 + Penalty 3707.581363 = -10853360.191770 nChanged 143 SP:Iteration 146Q (2840.770041 sec): 3 clusters Score: Raw -10857083.854344 + Penalty 3707.581363 = -10853376.272981 nChanged 136 SP:Iteration 147Q (2840.949625 sec): 3 clusters Score: Raw -10857097.822666 + Penalty 3707.581363 = -10853390.241303 nChanged 129 SP:Iteration 148Q (2841.119629 sec): 3 clusters Score: Raw -10857110.638720 + Penalty 3707.581363 = -10853403.057357 nChanged 129 SP:Iteration 149Q (2841.289316 sec): 3 clusters Score: Raw -10857123.690291 + Penalty 3707.581363 = -10853416.108928 nChanged 142 SP:Iteration 150Q (2841.453066 sec): 3 clusters Score: Raw -10857140.261332 + Penalty 3707.581363 = -10853432.679969 nChanged 156 SP:Iteration 151Q (2841.621382 sec): 3 clusters Score: Raw -10857158.892188 + Penalty 3707.581363 = -10853451.310824 nChanged 151 SP:Iteration 152Q (2841.801252 sec): 3 clusters Score: Raw -10857178.656081 + Penalty 3707.581363 = -10853471.074718 nChanged 152 SP:Iteration 153Q (2841.970636 sec): 3 clusters Score: Raw -10857198.339101 + Penalty 3707.581363 = -10853490.757738 nChanged 157 SP:Iteration 154Q (2842.131492 sec): 3 clusters Score: Raw -10857219.967511 + Penalty 3707.581363 = -10853512.386147 nChanged 152 SP:Iteration 155Q (2842.299629 sec): 3 clusters Score: Raw -10857240.585399 + Penalty 3707.581363 = -10853533.004036 nChanged 165 SP:Iteration 156Q (2842.459373 sec): 3 clusters Score: Raw -10857265.108686 + Penalty 3707.581363 = -10853557.527323 nChanged 161 SP:Iteration 157Q (2842.621614 sec): 3 clusters Score: Raw -10857286.624946 + Penalty 3707.581363 = -10853579.043583 nChanged 137 SP:Iteration 158Q (2842.791099 sec): 3 clusters Score: Raw -10857303.877756 + Penalty 3707.581363 = -10853596.296392 nChanged 130 SP:Iteration 159Q (2842.949472 sec): 3 clusters Score: Raw -10857319.331115 + Penalty 3707.581363 = -10853611.749752 nChanged 129 SP:Iteration 160F (2843.143565 sec): 3 clusters Score: Raw -10857334.578357 + Penalty 3707.581363 = -10853626.996994 nChanged 125 SP:Iteration 161Q (2843.316716 sec): 3 clusters Score: Raw -10857349.599427 + Penalty 3707.581363 = -10853642.018064 nChanged 134 SP:Iteration 162Q (2843.479252 sec): 3 clusters Score: Raw -10857366.151030 + Penalty 3707.581363 = -10853658.569667 nChanged 141 SP:Iteration 163Q (2843.646503 sec): 3 clusters Score: Raw -10857384.356498 + Penalty 3707.581363 = -10853676.775135 nChanged 152 SP:Iteration 164Q (2843.810939 sec): 3 clusters Score: Raw -10857404.376617 + Penalty 3707.581363 = -10853696.795254 nChanged 132 SP:Iteration 165Q (2843.982476 sec): 3 clusters Score: Raw -10857421.200018 + Penalty 3707.581363 = -10853713.618655 nChanged 126 SP:Iteration 166Q (2844.158298 sec): 3 clusters Score: Raw -10857438.743191 + Penalty 3707.581363 = -10853731.161827 nChanged 132 SP:Iteration 167Q (2844.318903 sec): 3 clusters Score: Raw -10857455.944326 + Penalty 3707.581363 = -10853748.362963 nChanged 127 SP:Iteration 168Q (2844.485564 sec): 3 clusters Score: Raw -10857473.374841 + Penalty 3707.581363 = -10853765.793477 nChanged 127 SP:Iteration 169Q (2844.649690 sec): 3 clusters Score: Raw -10857489.957980 + Penalty 3707.581363 = -10853782.376617 nChanged 132 SP:Iteration 170Q (2844.805025 sec): 3 clusters Score: Raw -10857508.716371 + Penalty 3707.581363 = -10853801.135008 nChanged 132 SP:Iteration 171Q (2844.976602 sec): 3 clusters Score: Raw -10857527.901166 + Penalty 3707.581363 = -10853820.319803 nChanged 123 SP:Iteration 172Q (2845.140075 sec): 3 clusters Score: Raw -10857544.487772 + Penalty 3707.581363 = -10853836.906409 nChanged 126 SP:Iteration 173Q (2845.309654 sec): 3 clusters Score: Raw -10857561.766410 + Penalty 3707.581363 = -10853854.185046 nChanged 139 SP:Iteration 174Q (2845.478347 sec): 3 clusters Score: Raw -10857581.198655 + Penalty 3707.581363 = -10853873.617292 nChanged 142 SP:Iteration 175Q (2845.649576 sec): 3 clusters Score: Raw -10857601.924831 + Penalty 3707.581363 = -10853894.343468 nChanged 132 SP:Iteration 176Q (2845.814212 sec): 3 clusters Score: Raw -10857619.829637 + Penalty 3707.581363 = -10853912.248274 nChanged 120 SP:Iteration 177Q (2845.971604 sec): 3 clusters Score: Raw -10857639.034910 + Penalty 3707.581363 = -10853931.453547 nChanged 124 SP:Iteration 178Q (2846.125055 sec): 3 clusters Score: Raw -10857659.340302 + Penalty 3707.581363 = -10853951.758938 nChanged 132 SP:Iteration 179Q (2846.291639 sec): 3 clusters Score: Raw -10857679.005151 + Penalty 3707.581363 = -10853971.423788 nChanged 101 SP:Iteration 180F (2846.489046 sec): 3 clusters Score: Raw -10857692.998469 + Penalty 3707.581363 = -10853985.417106 nChanged 96 SP:Iteration 181Q (2846.649544 sec): 3 clusters Score: Raw -10857705.705764 + Penalty 3707.581363 = -10853998.124401 nChanged 108 SP:Iteration 182Q (2846.811926 sec): 3 clusters Score: Raw -10857720.990089 + Penalty 3707.581363 = -10854013.408726 nChanged 109 SP:Iteration 183Q (2846.977194 sec): 3 clusters Score: Raw -10857738.155948 + Penalty 3707.581363 = -10854030.574585 nChanged 107 SP:Iteration 184Q (2847.135293 sec): 3 clusters Score: Raw -10857753.809316 + Penalty 3707.581363 = -10854046.227953 nChanged 104 SP:Iteration 185Q (2847.312086 sec): 3 clusters Score: Raw -10857769.620925 + Penalty 3707.581363 = -10854062.039562 nChanged 110 SP:Iteration 186Q (2847.481908 sec): 3 clusters Score: Raw -10857787.162930 + Penalty 3707.581363 = -10854079.581567 nChanged 124 SP:Iteration 187Q (2847.642793 sec): 3 clusters Score: Raw -10857809.109238 + Penalty 3707.581363 = -10854101.527875 nChanged 134 SP:Iteration 188Q (2847.811497 sec): 3 clusters Score: Raw -10857835.990747 + Penalty 3707.581363 = -10854128.409383 nChanged 149 SP:Iteration 189Q (2847.974964 sec): 3 clusters Score: Raw -10857869.253999 + Penalty 3707.581363 = -10854161.672636 nChanged 167 SP:Iteration 190Q (2848.135140 sec): 3 clusters Score: Raw -10857908.827126 + Penalty 3707.581363 = -10854201.245763 nChanged 158 SP:Iteration 191Q (2848.296726 sec): 3 clusters Score: Raw -10857948.083695 + Penalty 3707.581363 = -10854240.502332 nChanged 163 SP:Iteration 192Q (2848.459454 sec): 3 clusters Score: Raw -10857990.425304 + Penalty 3707.581363 = -10854282.843941 nChanged 168 SP:Iteration 193Q (2848.620241 sec): 3 clusters Score: Raw -10858037.799827 + Penalty 3707.581363 = -10854330.218464 nChanged 181 SP:Iteration 194Q (2848.782301 sec): 3 clusters Score: Raw -10858089.827595 + Penalty 3707.581363 = -10854382.246232 nChanged 166 SP:Iteration 195Q (2848.952685 sec): 3 clusters Score: Raw -10858137.452837 + Penalty 3707.581363 = -10854429.871473 nChanged 147 SP:Iteration 196Q (2849.119724 sec): 3 clusters Score: Raw -10858177.986939 + Penalty 3707.581363 = -10854470.405575 nChanged 127 SP:Iteration 197Q (2849.286505 sec): 3 clusters Score: Raw -10858210.642858 + Penalty 3707.581363 = -10854503.061494 nChanged 134 SP:Iteration 198Q (2849.454211 sec): 3 clusters Score: Raw -10858244.789698 + Penalty 3707.581363 = -10854537.208335 nChanged 120 SP:Iteration 199Q (2849.611934 sec): 3 clusters Score: Raw -10858275.466666 + Penalty 3707.581363 = -10854567.885303 nChanged 112 SP:Iteration 200F (2849.802158 sec): 3 clusters Score: Raw -10858305.132047 + Penalty 3707.581363 = -10854597.550684 nChanged 101 SP:Iteration 201Q (2849.952558 sec): 3 clusters Score: Raw -10858331.554614 + Penalty 3707.581363 = -10854623.973251 nChanged 93 SP:Iteration 202Q (2850.112964 sec): 3 clusters Score: Raw -10858359.837705 + Penalty 3707.581363 = -10854652.256342 nChanged 101 SP:Iteration 203Q (2850.264013 sec): 3 clusters Score: Raw -10858389.762854 + Penalty 3707.581363 = -10854682.181491 nChanged 99 SP:Iteration 204Q (2850.421053 sec): 3 clusters Score: Raw -10858417.663015 + Penalty 3707.581363 = -10854710.081652 nChanged 91 SP:Iteration 205Q (2850.587333 sec): 3 clusters Score: Raw -10858443.577453 + Penalty 3707.581363 = -10854735.996090 nChanged 82 SP:Iteration 206Q (2850.751302 sec): 3 clusters Score: Raw -10858468.775513 + Penalty 3707.581363 = -10854761.194150 nChanged 84 SP:Iteration 207Q (2850.909747 sec): 3 clusters Score: Raw -10858492.483492 + Penalty 3707.581363 = -10854784.902129 nChanged 71 SP:Iteration 208Q (2851.067588 sec): 3 clusters Score: Raw -10858509.757918 + Penalty 3707.581363 = -10854802.176555 nChanged 51 SP:Iteration 209Q (2851.229023 sec): 3 clusters Score: Raw -10858522.194302 + Penalty 3707.581363 = -10854814.612939 nChanged 41 SP:Iteration 210Q (2851.383427 sec): 3 clusters Score: Raw -10858532.193042 + Penalty 3707.581363 = -10854824.611679 nChanged 35 SP:Iteration 211Q (2851.549715 sec): 3 clusters Score: Raw -10858540.072468 + Penalty 3707.581363 = -10854832.491105 nChanged 37 SP:Iteration 212Q (2851.706642 sec): 3 clusters Score: Raw -10858550.235867 + Penalty 3707.581363 = -10854842.654504 nChanged 36 SP:Iteration 213Q (2851.876382 sec): 3 clusters Score: Raw -10858560.884867 + Penalty 3707.581363 = -10854853.303504 nChanged 44 SP:Iteration 214Q (2852.038078 sec): 3 clusters Score: Raw -10858571.271248 + Penalty 3707.581363 = -10854863.689885 nChanged 32 SP:Iteration 215Q (2852.192282 sec): 3 clusters Score: Raw -10858577.513713 + Penalty 3707.581363 = -10854869.932350 nChanged 27 SP:Iteration 216Q (2852.341581 sec): 3 clusters Score: Raw -10858583.972057 + Penalty 3707.581363 = -10854876.390694 nChanged 24 SP:Iteration 217Q (2852.505793 sec): 3 clusters Score: Raw -10858590.262869 + Penalty 3707.581363 = -10854882.681506 nChanged 21 SP:Iteration 218Q (2852.670829 sec): 3 clusters Score: Raw -10858594.866195 + Penalty 3707.581363 = -10854887.284832 nChanged 11 SP:Iteration 219Q (2852.835905 sec): 3 clusters Score: Raw -10858597.169297 + Penalty 3707.581363 = -10854889.587934 nChanged 6 SP:Iteration 220F (2853.032596 sec): 3 clusters Score: Raw -10858598.218913 + Penalty 3707.581363 = -10854890.637550 nChanged 7 SP:Iteration 221Q (2853.185490 sec): 3 clusters Score: Raw -10858599.729983 + Penalty 3707.581363 = -10854892.148620 nChanged 9 SP:Iteration 222Q (2853.339073 sec): 3 clusters Score: Raw -10858602.004026 + Penalty 3707.581363 = -10854894.422663 nChanged 11 SP:Iteration 223Q (2853.488682 sec): 3 clusters Score: Raw -10858603.910318 + Penalty 3707.581363 = -10854896.328954 nChanged 10 SP:Iteration 224Q (2853.653297 sec): 3 clusters Score: Raw -10858605.423431 + Penalty 3707.581363 = -10854897.842068 nChanged 8 SP:Iteration 225Q (2853.807679 sec): 3 clusters Score: Raw -10858606.908030 + Penalty 3707.581363 = -10854899.326667 nChanged 11 SP:Iteration 226Q (2853.962263 sec): 3 clusters Score: Raw -10858609.444210 + Penalty 3707.581363 = -10854901.862847 nChanged 12 SP:Iteration 227Q (2854.128193 sec): 3 clusters Score: Raw -10858612.603899 + Penalty 3707.581363 = -10854905.022536 nChanged 14 SP:Iteration 228Q (2854.289638 sec): 3 clusters Score: Raw -10858616.887053 + Penalty 3707.581363 = -10854909.305690 nChanged 23 SP:Iteration 229Q (2854.448505 sec): 3 clusters Score: Raw -10858621.777142 + Penalty 3707.581363 = -10854914.195779 nChanged 17 SP:Iteration 230Q (2854.599516 sec): 3 clusters Score: Raw -10858624.936472 + Penalty 3707.581363 = -10854917.355109 nChanged 14 SP:Iteration 231Q (2854.759649 sec): 3 clusters Score: Raw -10858627.654233 + Penalty 3707.581363 = -10854920.072870 nChanged 14 SP:Iteration 232Q (2854.936326 sec): 3 clusters Score: Raw -10858631.248533 + Penalty 3707.581363 = -10854923.667170 nChanged 11 SP:Iteration 233Q (2855.097859 sec): 3 clusters Score: Raw -10858633.824066 + Penalty 3707.581363 = -10854926.242703 nChanged 16 SP:Iteration 234Q (2855.256833 sec): 3 clusters Score: Raw -10858636.886412 + Penalty 3707.581363 = -10854929.305049 nChanged 12 SP:Iteration 235Q (2855.423357 sec): 3 clusters Score: Raw -10858639.589054 + Penalty 3707.581363 = -10854932.007691 nChanged 12 SP:Iteration 236Q (2855.583839 sec): 3 clusters Score: Raw -10858642.774477 + Penalty 3707.581363 = -10854935.193114 nChanged 11 SP:Iteration 237Q (2855.744893 sec): 3 clusters Score: Raw -10858645.525187 + Penalty 3707.581363 = -10854937.943824 nChanged 16 SP:Iteration 238Q (2855.904693 sec): 3 clusters Score: Raw -10858649.631436 + Penalty 3707.581363 = -10854942.050073 nChanged 12 SP:Iteration 239Q (2856.063138 sec): 3 clusters Score: Raw -10858652.251175 + Penalty 3707.581363 = -10854944.669812 nChanged 12 SP:Iteration 240F (2856.249518 sec): 3 clusters Score: Raw -10858654.418481 + Penalty 3707.581363 = -10854946.837118 nChanged 9 SP:Iteration 241Q (2856.411211 sec): 3 clusters Score: Raw -10858656.394885 + Penalty 3707.581363 = -10854948.813522 nChanged 7 SP:Iteration 242Q (2856.586043 sec): 3 clusters Score: Raw -10858658.209078 + Penalty 3707.581363 = -10854950.627715 nChanged 7 SP:Iteration 243Q (2856.745809 sec): 3 clusters Score: Raw -10858659.693020 + Penalty 3707.581363 = -10854952.111657 nChanged 9 SP:Iteration 244Q (2856.909007 sec): 3 clusters Score: Raw -10858662.104495 + Penalty 3707.581363 = -10854954.523132 nChanged 6 SP:Iteration 245Q (2857.073207 sec): 3 clusters Score: Raw -10858664.384451 + Penalty 3707.581363 = -10854956.803088 nChanged 10 SP:Iteration 246Q (2857.232846 sec): 3 clusters Score: Raw -10858666.791287 + Penalty 3707.581363 = -10854959.209924 nChanged 12 SP:Iteration 247Q (2857.389578 sec): 3 clusters Score: Raw -10858669.789436 + Penalty 3707.581363 = -10854962.208073 nChanged 11 SP:Iteration 248Q (2857.532762 sec): 3 clusters Score: Raw -10858672.662391 + Penalty 3707.581363 = -10854965.081028 nChanged 11 SP:Iteration 249Q (2857.691557 sec): 3 clusters Score: Raw -10858674.538560 + Penalty 3707.581363 = -10854966.957196 nChanged 6 SP:Iteration 250Q (2857.849316 sec): 3 clusters Score: Raw -10858675.578094 + Penalty 3707.581363 = -10854967.996731 nChanged 3 SP:Iteration 251Q (2858.010712 sec): 3 clusters Score: Raw -10858675.968914 + Penalty 3707.581363 = -10854968.387550 nChanged 2 SP:Iteration 252Q (2858.172190 sec): 3 clusters Score: Raw -10858676.859763 + Penalty 3707.581363 = -10854969.278400 nChanged 7 SP:Iteration 253Q (2858.333537 sec): 3 clusters Score: Raw -10858679.266795 + Penalty 3707.581363 = -10854971.685432 nChanged 11 SP:Iteration 254Q (2858.494579 sec): 3 clusters Score: Raw -10858681.414513 + Penalty 3707.581363 = -10854973.833150 nChanged 7 SP:Iteration 255Q (2858.648682 sec): 3 clusters Score: Raw -10858682.859190 + Penalty 3707.581363 = -10854975.277827 nChanged 3 SP:Iteration 256Q (2858.809302 sec): 3 clusters Score: Raw -10858683.415838 + Penalty 3707.581363 = -10854975.834475 nChanged 4 SP:Iteration 257Q (2858.962572 sec): 3 clusters Score: Raw -10858684.320359 + Penalty 3707.581363 = -10854976.738995 nChanged 2 SP:Iteration 258Q (2859.124519 sec): 3 clusters Score: Raw -10858684.635956 + Penalty 3707.581363 = -10854977.054593 nChanged 2 SP:Iteration 259Q (2859.278882 sec): 3 clusters Score: Raw -10858685.087376 + Penalty 3707.581363 = -10854977.506013 nChanged 0 SP:Iteration 260F (2859.482220 sec): 3 clusters Score: Raw -10858685.087376 + Penalty 3707.581363 = -10854977.506013 nChanged 0 Trying to split cluster 8 (3401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2859.519557 sec): 2 clusters Score: Raw -342935.137337 + Penalty 1321.421528 = -341613.715810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2859.566491 sec): 3 clusters Score: Raw -341318.486242 + Penalty 2642.843055 = -338675.643187 nChanged 1304 SP:Iteration 1F (2859.614028 sec): 3 clusters Score: Raw -342190.477495 + Penalty 2642.843055 = -339547.634440 nChanged 344 SP:Iteration 2F (2859.665397 sec): 3 clusters Score: Raw -342500.944779 + Penalty 2642.843055 = -339858.101724 nChanged 240 SP:Iteration 3F (2859.700413 sec): 3 clusters Score: Raw -342687.737241 + Penalty 2642.843055 = -340044.894185 nChanged 199 SP:Iteration 4F (2859.745858 sec): 3 clusters Score: Raw -342851.041827 + Penalty 2642.843055 = -340208.198772 nChanged 153 SP:Iteration 5Q (2859.787003 sec): 3 clusters Score: Raw -342970.727784 + Penalty 2642.843055 = -340327.884729 nChanged 144 SP:Iteration 6Q (2859.842738 sec): 3 clusters Score: Raw -343074.999900 + Penalty 2642.843055 = -340432.156845 nChanged 118 SP:Iteration 7Q (2859.886846 sec): 3 clusters Score: Raw -343185.135332 + Penalty 2642.843055 = -340542.292277 nChanged 116 SP:Iteration 8Q (2859.933940 sec): 3 clusters Score: Raw -343268.406862 + Penalty 2642.843055 = -340625.563807 nChanged 88 SP:Iteration 9Q (2859.977451 sec): 3 clusters Score: Raw -343323.080612 + Penalty 2642.843055 = -340680.237557 nChanged 74 SP:Iteration 10Q (2860.019834 sec): 3 clusters Score: Raw -343384.227847 + Penalty 2642.843055 = -340741.384792 nChanged 68 SP:Iteration 11Q (2860.057949 sec): 3 clusters Score: Raw -343423.937893 + Penalty 2642.843055 = -340781.094838 nChanged 60 SP:Iteration 12Q (2860.109936 sec): 3 clusters Score: Raw -343451.721684 + Penalty 2642.843055 = -340808.878629 nChanged 48 SP:Iteration 13Q (2860.149492 sec): 3 clusters Score: Raw -343476.051399 + Penalty 2642.843055 = -340833.208344 nChanged 37 SP:Iteration 14Q (2860.198601 sec): 3 clusters Score: Raw -343501.626915 + Penalty 2642.843055 = -340858.783859 nChanged 30 SP:Iteration 15Q (2860.246723 sec): 3 clusters Score: Raw -343523.413481 + Penalty 2642.843055 = -340880.570426 nChanged 43 SP:Iteration 16Q (2860.309669 sec): 3 clusters Score: Raw -343546.191923 + Penalty 2642.843055 = -340903.348868 nChanged 35 SP:Iteration 17Q (2860.363597 sec): 3 clusters Score: Raw -343561.900625 + Penalty 2642.843055 = -340919.057570 nChanged 29 SP:Iteration 18Q (2860.401554 sec): 3 clusters Score: Raw -343575.440403 + Penalty 2642.843055 = -340932.597348 nChanged 31 SP:Iteration 19Q (2860.448371 sec): 3 clusters Score: Raw -343589.679593 + Penalty 2642.843055 = -340946.836538 nChanged 25 SP:Iteration 20F (2860.494434 sec): 3 clusters Score: Raw -343600.361282 + Penalty 2642.843055 = -340957.518227 nChanged 23 SP:Iteration 21Q (2860.543314 sec): 3 clusters Score: Raw -343611.993945 + Penalty 2642.843055 = -340969.150890 nChanged 29 SP:Iteration 22Q (2860.586774 sec): 3 clusters Score: Raw -343631.380358 + Penalty 2642.843055 = -340988.537303 nChanged 30 SP:Iteration 23Q (2860.639278 sec): 3 clusters Score: Raw -343653.625340 + Penalty 2642.843055 = -341010.782285 nChanged 35 SP:Iteration 24Q (2860.689635 sec): 3 clusters Score: Raw -343674.726364 + Penalty 2642.843055 = -341031.883309 nChanged 32 SP:Iteration 25Q (2860.735018 sec): 3 clusters Score: Raw -343687.301307 + Penalty 2642.843055 = -341044.458252 nChanged 23 SP:Iteration 26Q (2860.777443 sec): 3 clusters Score: Raw -343695.108245 + Penalty 2642.843055 = -341052.265190 nChanged 19 SP:Iteration 27Q (2860.827453 sec): 3 clusters Score: Raw -343705.808130 + Penalty 2642.843055 = -341062.965075 nChanged 18 SP:Iteration 28Q (2860.875380 sec): 3 clusters Score: Raw -343711.922000 + Penalty 2642.843055 = -341069.078945 nChanged 18 SP:Iteration 29Q (2860.923482 sec): 3 clusters Score: Raw -343719.577547 + Penalty 2642.843055 = -341076.734492 nChanged 16 SP:Iteration 30Q (2860.968064 sec): 3 clusters Score: Raw -343727.111519 + Penalty 2642.843055 = -341084.268464 nChanged 12 SP:Iteration 31Q (2861.020725 sec): 3 clusters Score: Raw -343731.186675 + Penalty 2642.843055 = -341088.343620 nChanged 12 SP:Iteration 32Q (2861.067134 sec): 3 clusters Score: Raw -343734.827536 + Penalty 2642.843055 = -341091.984481 nChanged 14 SP:Iteration 33Q (2861.107452 sec): 3 clusters Score: Raw -343741.047057 + Penalty 2642.843055 = -341098.204002 nChanged 14 SP:Iteration 34Q (2861.157104 sec): 3 clusters Score: Raw -343746.851889 + Penalty 2642.843055 = -341104.008833 nChanged 11 SP:Iteration 35Q (2861.204801 sec): 3 clusters Score: Raw -343749.628456 + Penalty 2642.843055 = -341106.785401 nChanged 9 SP:Iteration 36Q (2861.248152 sec): 3 clusters Score: Raw -343752.464595 + Penalty 2642.843055 = -341109.621540 nChanged 6 SP:Iteration 37Q (2861.309194 sec): 3 clusters Score: Raw -343755.292374 + Penalty 2642.843055 = -341112.449319 nChanged 7 SP:Iteration 38Q (2861.345866 sec): 3 clusters Score: Raw -343757.283650 + Penalty 2642.843055 = -341114.440595 nChanged 6 SP:Iteration 39Q (2861.392227 sec): 3 clusters Score: Raw -343760.789433 + Penalty 2642.843055 = -341117.946378 nChanged 7 SP:Iteration 40F (2861.430970 sec): 3 clusters Score: Raw -343762.789084 + Penalty 2642.843055 = -341119.946029 nChanged 5 SP:Iteration 41Q (2861.473497 sec): 3 clusters Score: Raw -343764.199951 + Penalty 2642.843055 = -341121.356896 nChanged 5 SP:Iteration 42Q (2861.521703 sec): 3 clusters Score: Raw -343765.205230 + Penalty 2642.843055 = -341122.362175 nChanged 3 SP:Iteration 43Q (2861.565043 sec): 3 clusters Score: Raw -343766.368029 + Penalty 2642.843055 = -341123.524974 nChanged 2 SP:Iteration 44Q (2861.621935 sec): 3 clusters Score: Raw -343766.974170 + Penalty 2642.843055 = -341124.131114 nChanged 1 SP:Iteration 45Q (2861.661562 sec): 3 clusters Score: Raw -343767.086476 + Penalty 2642.843055 = -341124.243421 nChanged 0 SP:Iteration 46F (2861.721540 sec): 3 clusters Score: Raw -343767.086476 + Penalty 2642.843055 = -341124.243421 nChanged 0 Trying to split cluster 9 (12980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2861.752690 sec): 2 clusters Score: Raw -1516414.839499 + Penalty 1539.064311 = -1514875.775188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2861.824616 sec): 3 clusters Score: Raw -1508910.612192 + Penalty 3078.128622 = -1505832.483570 nChanged 5640 SP:Iteration 1F (2861.879264 sec): 3 clusters Score: Raw -1512141.405904 + Penalty 3078.128622 = -1509063.277282 nChanged 814 SP:Iteration 2F (2861.947022 sec): 3 clusters Score: Raw -1512599.375195 + Penalty 3078.128622 = -1509521.246574 nChanged 802 SP:Iteration 3F (2862.016436 sec): 3 clusters Score: Raw -1513076.408017 + Penalty 3078.128622 = -1509998.279395 nChanged 771 SP:Iteration 4F (2862.082601 sec): 3 clusters Score: Raw -1513571.536772 + Penalty 3078.128622 = -1510493.408150 nChanged 748 SP:Iteration 5F (2862.125896 sec): 3 clusters Score: Raw -1514065.348047 + Penalty 3078.128622 = -1510987.219425 nChanged 700 SP:Iteration 6F (2862.190817 sec): 3 clusters Score: Raw -1514583.428972 + Penalty 3078.128622 = -1511505.300350 nChanged 661 SP:Iteration 7F (2862.257546 sec): 3 clusters Score: Raw -1515123.299938 + Penalty 3078.128622 = -1512045.171316 nChanged 546 SP:Iteration 8Q (2862.318605 sec): 3 clusters Score: Raw -1515572.647160 + Penalty 3078.128622 = -1512494.518538 nChanged 520 SP:Iteration 9Q (2862.381887 sec): 3 clusters Score: Raw -1515967.618327 + Penalty 3078.128622 = -1512889.489705 nChanged 397 SP:Iteration 10Q (2862.443013 sec): 3 clusters Score: Raw -1516253.951226 + Penalty 3078.128622 = -1513175.822604 nChanged 286 SP:Iteration 11Q (2862.508292 sec): 3 clusters Score: Raw -1516426.993836 + Penalty 3078.128622 = -1513348.865214 nChanged 217 SP:Iteration 12Q (2862.572524 sec): 3 clusters Score: Raw -1516554.227913 + Penalty 3078.128622 = -1513476.099291 nChanged 176 SP:Iteration 13Q (2862.636360 sec): 3 clusters Score: Raw -1516634.543458 + Penalty 3078.128622 = -1513556.414836 nChanged 144 SP:Iteration 14Q (2862.702848 sec): 3 clusters Score: Raw -1516694.607574 + Penalty 3078.128622 = -1513616.478952 nChanged 126 SP:Iteration 15Q (2862.761441 sec): 3 clusters Score: Raw -1516746.482194 + Penalty 3078.128622 = -1513668.353573 nChanged 107 SP:Iteration 16Q (2862.822243 sec): 3 clusters Score: Raw -1516788.484316 + Penalty 3078.128622 = -1513710.355694 nChanged 98 SP:Iteration 17Q (2862.885256 sec): 3 clusters Score: Raw -1516820.183756 + Penalty 3078.128622 = -1513742.055134 nChanged 81 SP:Iteration 18Q (2862.946047 sec): 3 clusters Score: Raw -1516847.917267 + Penalty 3078.128622 = -1513769.788645 nChanged 71 SP:Iteration 19Q (2863.003587 sec): 3 clusters Score: Raw -1516877.102184 + Penalty 3078.128622 = -1513798.973562 nChanged 62 SP:Iteration 20F (2863.073748 sec): 3 clusters Score: Raw -1516902.723018 + Penalty 3078.128622 = -1513824.594396 nChanged 53 SP:Iteration 21Q (2863.136322 sec): 3 clusters Score: Raw -1516923.397716 + Penalty 3078.128622 = -1513845.269094 nChanged 45 SP:Iteration 22Q (2863.188408 sec): 3 clusters Score: Raw -1516938.713990 + Penalty 3078.128622 = -1513860.585368 nChanged 44 SP:Iteration 23Q (2863.241958 sec): 3 clusters Score: Raw -1516953.748106 + Penalty 3078.128622 = -1513875.619484 nChanged 31 SP:Iteration 24Q (2863.305916 sec): 3 clusters Score: Raw -1516961.243830 + Penalty 3078.128622 = -1513883.115208 nChanged 29 SP:Iteration 25Q (2863.365698 sec): 3 clusters Score: Raw -1516970.702402 + Penalty 3078.128622 = -1513892.573780 nChanged 31 SP:Iteration 26Q (2863.431674 sec): 3 clusters Score: Raw -1516985.074817 + Penalty 3078.128622 = -1513906.946195 nChanged 30 SP:Iteration 27Q (2863.495772 sec): 3 clusters Score: Raw -1516999.093032 + Penalty 3078.128622 = -1513920.964410 nChanged 38 SP:Iteration 28Q (2863.567412 sec): 3 clusters Score: Raw -1517016.347269 + Penalty 3078.128622 = -1513938.218647 nChanged 35 SP:Iteration 29Q (2863.616639 sec): 3 clusters Score: Raw -1517035.320973 + Penalty 3078.128622 = -1513957.192351 nChanged 35 SP:Iteration 30Q (2863.675938 sec): 3 clusters Score: Raw -1517055.417751 + Penalty 3078.128622 = -1513977.289129 nChanged 37 SP:Iteration 31Q (2863.735453 sec): 3 clusters Score: Raw -1517084.297307 + Penalty 3078.128622 = -1514006.168685 nChanged 41 SP:Iteration 32Q (2863.796131 sec): 3 clusters Score: Raw -1517112.010737 + Penalty 3078.128622 = -1514033.882115 nChanged 44 SP:Iteration 33Q (2863.866468 sec): 3 clusters Score: Raw -1517135.136773 + Penalty 3078.128622 = -1514057.008152 nChanged 35 SP:Iteration 34Q (2863.926053 sec): 3 clusters Score: Raw -1517154.320353 + Penalty 3078.128622 = -1514076.191731 nChanged 22 SP:Iteration 35Q (2863.998382 sec): 3 clusters Score: Raw -1517162.339321 + Penalty 3078.128622 = -1514084.210699 nChanged 17 SP:Iteration 36Q (2864.055533 sec): 3 clusters Score: Raw -1517169.775559 + Penalty 3078.128622 = -1514091.646937 nChanged 18 SP:Iteration 37Q (2864.117126 sec): 3 clusters Score: Raw -1517178.559957 + Penalty 3078.128622 = -1514100.431335 nChanged 23 SP:Iteration 38Q (2864.177510 sec): 3 clusters Score: Raw -1517193.360721 + Penalty 3078.128622 = -1514115.232099 nChanged 33 SP:Iteration 39Q (2864.242450 sec): 3 clusters Score: Raw -1517214.904041 + Penalty 3078.128622 = -1514136.775419 nChanged 31 SP:Iteration 40F (2864.305697 sec): 3 clusters Score: Raw -1517231.665653 + Penalty 3078.128622 = -1514153.537032 nChanged 24 SP:Iteration 41Q (2864.375466 sec): 3 clusters Score: Raw -1517242.748549 + Penalty 3078.128622 = -1514164.619927 nChanged 15 SP:Iteration 42Q (2864.436525 sec): 3 clusters Score: Raw -1517248.314455 + Penalty 3078.128622 = -1514170.185833 nChanged 15 SP:Iteration 43Q (2864.495573 sec): 3 clusters Score: Raw -1517253.501134 + Penalty 3078.128622 = -1514175.372512 nChanged 9 SP:Iteration 44Q (2864.553673 sec): 3 clusters Score: Raw -1517257.112411 + Penalty 3078.128622 = -1514178.983789 nChanged 9 SP:Iteration 45Q (2864.611021 sec): 3 clusters Score: Raw -1517261.071386 + Penalty 3078.128622 = -1514182.942764 nChanged 8 SP:Iteration 46Q (2864.673684 sec): 3 clusters Score: Raw -1517264.666364 + Penalty 3078.128622 = -1514186.537742 nChanged 9 SP:Iteration 47Q (2864.750238 sec): 3 clusters Score: Raw -1517269.058616 + Penalty 3078.128622 = -1514190.929994 nChanged 11 SP:Iteration 48Q (2864.801974 sec): 3 clusters Score: Raw -1517272.991315 + Penalty 3078.128622 = -1514194.862693 nChanged 5 SP:Iteration 49Q (2864.874906 sec): 3 clusters Score: Raw -1517274.120584 + Penalty 3078.128622 = -1514195.991962 nChanged 2 SP:Iteration 50Q (2864.923150 sec): 3 clusters Score: Raw -1517274.848539 + Penalty 3078.128622 = -1514196.719917 nChanged 2 SP:Iteration 51Q (2864.984668 sec): 3 clusters Score: Raw -1517275.429758 + Penalty 3078.128622 = -1514197.301136 nChanged 1 SP:Iteration 52Q (2865.050153 sec): 3 clusters Score: Raw -1517275.734875 + Penalty 3078.128622 = -1514197.606253 nChanged 2 SP:Iteration 53Q (2865.119532 sec): 3 clusters Score: Raw -1517276.542216 + Penalty 3078.128622 = -1514198.413595 nChanged 4 SP:Iteration 54Q (2865.167373 sec): 3 clusters Score: Raw -1517278.686676 + Penalty 3078.128622 = -1514200.558054 nChanged 3 SP:Iteration 55Q (2865.235658 sec): 3 clusters Score: Raw -1517280.094726 + Penalty 3078.128622 = -1514201.966104 nChanged 4 SP:Iteration 56Q (2865.304155 sec): 3 clusters Score: Raw -1517281.849115 + Penalty 3078.128622 = -1514203.720493 nChanged 0 SP:Iteration 57F (2865.362543 sec): 3 clusters Score: Raw -1517281.849115 + Penalty 3078.128622 = -1514203.720493 nChanged 0 Trying to split cluster 10 (821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2865.397747 sec): 2 clusters Score: Raw -99989.193322 + Penalty 1090.460005 = -98898.733317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2865.425948 sec): 3 clusters Score: Raw -99771.500413 + Penalty 2180.920011 = -97590.580402 nChanged 237 SP:Iteration 1F (2865.472521 sec): 3 clusters Score: Raw -100001.893273 + Penalty 2180.920011 = -97820.973263 nChanged 51 SP:Iteration 2F (2865.513520 sec): 3 clusters Score: Raw -100065.705933 + Penalty 2180.920011 = -97884.785923 nChanged 26 SP:Iteration 3Q (2865.562860 sec): 3 clusters Score: Raw -100091.704936 + Penalty 2180.920011 = -97910.784925 nChanged 16 SP:Iteration 4Q (2865.612329 sec): 3 clusters Score: Raw -100105.779787 + Penalty 2180.920011 = -97924.859777 nChanged 6 SP:Iteration 5Q (2865.655770 sec): 3 clusters Score: Raw -100111.256838 + Penalty 2180.920011 = -97930.336827 nChanged 6 SP:Iteration 6Q (2865.691900 sec): 3 clusters Score: Raw -100114.540252 + Penalty 2180.920011 = -97933.620242 nChanged 4 SP:Iteration 7Q (2865.743116 sec): 3 clusters Score: Raw -100118.650987 + Penalty 2180.920011 = -97937.730976 nChanged 3 SP:Iteration 8Q (2865.778824 sec): 3 clusters Score: Raw -100120.595406 + Penalty 2180.920011 = -97939.675395 nChanged 1 SP:Iteration 9Q (2865.818130 sec): 3 clusters Score: Raw -100121.006966 + Penalty 2180.920011 = -97940.086955 nChanged 0 SP:Iteration 10F (2865.862745 sec): 3 clusters Score: Raw -100121.006966 + Penalty 2180.920011 = -97940.086955 nChanged 0 Trying to split cluster 11 (12967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2865.903389 sec): 2 clusters Score: Raw -1418891.793966 + Penalty 1538.901479 = -1417352.892487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2865.975834 sec): 3 clusters Score: Raw -1411325.944679 + Penalty 3077.802958 = -1408248.141721 nChanged 5694 SP:Iteration 1F (2866.035453 sec): 3 clusters Score: Raw -1414322.027735 + Penalty 3077.802958 = -1411244.224777 nChanged 763 SP:Iteration 2F (2866.106772 sec): 3 clusters Score: Raw -1414655.289937 + Penalty 3077.802958 = -1411577.486979 nChanged 726 SP:Iteration 3F (2866.173259 sec): 3 clusters Score: Raw -1415016.922301 + Penalty 3077.802958 = -1411939.119343 nChanged 702 SP:Iteration 4F (2866.242205 sec): 3 clusters Score: Raw -1415369.967170 + Penalty 3077.802958 = -1412292.164212 nChanged 662 SP:Iteration 5F (2866.298500 sec): 3 clusters Score: Raw -1415698.983946 + Penalty 3077.802958 = -1412621.180988 nChanged 627 SP:Iteration 6Q (2866.364005 sec): 3 clusters Score: Raw -1416004.673736 + Penalty 3077.802958 = -1412926.870778 nChanged 622 SP:Iteration 7Q (2866.436959 sec): 3 clusters Score: Raw -1416299.975553 + Penalty 3077.802958 = -1413222.172595 nChanged 569 SP:Iteration 8Q (2866.503196 sec): 3 clusters Score: Raw -1416561.467018 + Penalty 3077.802958 = -1413483.664060 nChanged 487 SP:Iteration 9Q (2866.572451 sec): 3 clusters Score: Raw -1416752.828178 + Penalty 3077.802958 = -1413675.025220 nChanged 449 SP:Iteration 10Q (2866.641758 sec): 3 clusters Score: Raw -1416920.651725 + Penalty 3077.802958 = -1413842.848767 nChanged 380 SP:Iteration 11Q (2866.710243 sec): 3 clusters Score: Raw -1417046.064726 + Penalty 3077.802958 = -1413968.261768 nChanged 286 SP:Iteration 12Q (2866.779029 sec): 3 clusters Score: Raw -1417127.791939 + Penalty 3077.802958 = -1414049.988981 nChanged 220 SP:Iteration 13Q (2866.839977 sec): 3 clusters Score: Raw -1417190.408496 + Penalty 3077.802958 = -1414112.605539 nChanged 197 SP:Iteration 14Q (2866.904794 sec): 3 clusters Score: Raw -1417242.571131 + Penalty 3077.802958 = -1414164.768173 nChanged 179 SP:Iteration 15Q (2866.972555 sec): 3 clusters Score: Raw -1417286.670251 + Penalty 3077.802958 = -1414208.867293 nChanged 157 SP:Iteration 16Q (2867.036573 sec): 3 clusters Score: Raw -1417320.317915 + Penalty 3077.802958 = -1414242.514957 nChanged 125 SP:Iteration 17Q (2867.107157 sec): 3 clusters Score: Raw -1417346.931986 + Penalty 3077.802958 = -1414269.129028 nChanged 105 SP:Iteration 18Q (2867.176146 sec): 3 clusters Score: Raw -1417367.867090 + Penalty 3077.802958 = -1414290.064132 nChanged 94 SP:Iteration 19Q (2867.239255 sec): 3 clusters Score: Raw -1417385.885282 + Penalty 3077.802958 = -1414308.082324 nChanged 83 SP:Iteration 20F (2867.304343 sec): 3 clusters Score: Raw -1417403.526102 + Penalty 3077.802958 = -1414325.723144 nChanged 87 SP:Iteration 21Q (2867.381706 sec): 3 clusters Score: Raw -1417425.091580 + Penalty 3077.802958 = -1414347.288622 nChanged 92 SP:Iteration 22Q (2867.441141 sec): 3 clusters Score: Raw -1417450.841256 + Penalty 3077.802958 = -1414373.038298 nChanged 92 SP:Iteration 23Q (2867.511122 sec): 3 clusters Score: Raw -1417475.103009 + Penalty 3077.802958 = -1414397.300051 nChanged 109 SP:Iteration 24Q (2867.578025 sec): 3 clusters Score: Raw -1417507.800973 + Penalty 3077.802958 = -1414429.998015 nChanged 128 SP:Iteration 25Q (2867.640771 sec): 3 clusters Score: Raw -1417550.172928 + Penalty 3077.802958 = -1414472.369970 nChanged 154 SP:Iteration 26Q (2867.700530 sec): 3 clusters Score: Raw -1417606.818862 + Penalty 3077.802958 = -1414529.015904 nChanged 194 SP:Iteration 27Q (2867.774094 sec): 3 clusters Score: Raw -1417684.479564 + Penalty 3077.802958 = -1414606.676606 nChanged 198 SP:Iteration 28Q (2867.835090 sec): 3 clusters Score: Raw -1417775.621648 + Penalty 3077.802958 = -1414697.818690 nChanged 205 SP:Iteration 29Q (2867.911738 sec): 3 clusters Score: Raw -1417880.555607 + Penalty 3077.802958 = -1414802.752649 nChanged 205 SP:Iteration 30Q (2867.972452 sec): 3 clusters Score: Raw -1417995.864948 + Penalty 3077.802958 = -1414918.061990 nChanged 223 SP:Iteration 31Q (2868.040740 sec): 3 clusters Score: Raw -1418131.959210 + Penalty 3077.802958 = -1415054.156253 nChanged 224 SP:Iteration 32Q (2868.114700 sec): 3 clusters Score: Raw -1418273.662935 + Penalty 3077.802958 = -1415195.859977 nChanged 222 SP:Iteration 33Q (2868.178281 sec): 3 clusters Score: Raw -1418431.957989 + Penalty 3077.802958 = -1415354.155031 nChanged 179 SP:Iteration 34Q (2868.248860 sec): 3 clusters Score: Raw -1418570.503749 + Penalty 3077.802958 = -1415492.700792 nChanged 170 SP:Iteration 35Q (2868.314193 sec): 3 clusters Score: Raw -1418703.120398 + Penalty 3077.802958 = -1415625.317440 nChanged 142 SP:Iteration 36Q (2868.372034 sec): 3 clusters Score: Raw -1418816.139685 + Penalty 3077.802958 = -1415738.336727 nChanged 124 SP:Iteration 37Q (2868.434500 sec): 3 clusters Score: Raw -1418911.516769 + Penalty 3077.802958 = -1415833.713811 nChanged 91 SP:Iteration 38Q (2868.498046 sec): 3 clusters Score: Raw -1418996.289102 + Penalty 3077.802958 = -1415918.486144 nChanged 57 SP:Iteration 39Q (2868.570238 sec): 3 clusters Score: Raw -1419042.428061 + Penalty 3077.802958 = -1415964.625103 nChanged 43 SP:Iteration 40F (2868.632313 sec): 3 clusters Score: Raw -1419105.162221 + Penalty 3077.802958 = -1416027.359263 nChanged 52 SP:Iteration 41Q (2868.695440 sec): 3 clusters Score: Raw -1419156.823879 + Penalty 3077.802958 = -1416079.020921 nChanged 49 SP:Iteration 42Q (2868.752844 sec): 3 clusters Score: Raw -1419212.384422 + Penalty 3077.802958 = -1416134.581464 nChanged 43 SP:Iteration 43Q (2868.802414 sec): 3 clusters Score: Raw -1419250.711270 + Penalty 3077.802958 = -1416172.908312 nChanged 30 SP:Iteration 44Q (2868.865213 sec): 3 clusters Score: Raw -1419277.695669 + Penalty 3077.802958 = -1416199.892711 nChanged 26 SP:Iteration 45Q (2868.934776 sec): 3 clusters Score: Raw -1419297.955980 + Penalty 3077.802958 = -1416220.153022 nChanged 17 SP:Iteration 46Q (2868.992393 sec): 3 clusters Score: Raw -1419313.852232 + Penalty 3077.802958 = -1416236.049274 nChanged 21 SP:Iteration 47Q (2869.063653 sec): 3 clusters Score: Raw -1419336.082764 + Penalty 3077.802958 = -1416258.279806 nChanged 19 SP:Iteration 48Q (2869.128059 sec): 3 clusters Score: Raw -1419356.189847 + Penalty 3077.802958 = -1416278.386889 nChanged 21 SP:Iteration 49Q (2869.176506 sec): 3 clusters Score: Raw -1419374.201285 + Penalty 3077.802958 = -1416296.398327 nChanged 19 SP:Iteration 50Q (2869.234704 sec): 3 clusters Score: Raw -1419392.092769 + Penalty 3077.802958 = -1416314.289811 nChanged 16 SP:Iteration 51Q (2869.289180 sec): 3 clusters Score: Raw -1419409.861351 + Penalty 3077.802958 = -1416332.058393 nChanged 13 SP:Iteration 52Q (2869.361440 sec): 3 clusters Score: Raw -1419423.114063 + Penalty 3077.802958 = -1416345.311105 nChanged 14 SP:Iteration 53Q (2869.426709 sec): 3 clusters Score: Raw -1419435.369542 + Penalty 3077.802958 = -1416357.566584 nChanged 7 SP:Iteration 54Q (2869.475558 sec): 3 clusters Score: Raw -1419440.247925 + Penalty 3077.802958 = -1416362.444967 nChanged 5 SP:Iteration 55Q (2869.534314 sec): 3 clusters Score: Raw -1419445.456439 + Penalty 3077.802958 = -1416367.653481 nChanged 8 SP:Iteration 56Q (2869.591310 sec): 3 clusters Score: Raw -1419450.026793 + Penalty 3077.802958 = -1416372.223835 nChanged 5 SP:Iteration 57Q (2869.657511 sec): 3 clusters Score: Raw -1419451.993831 + Penalty 3077.802958 = -1416374.190873 nChanged 4 SP:Iteration 58Q (2869.711985 sec): 3 clusters Score: Raw -1419454.859723 + Penalty 3077.802958 = -1416377.056765 nChanged 3 SP:Iteration 59Q (2869.763288 sec): 3 clusters Score: Raw -1419456.239815 + Penalty 3077.802958 = -1416378.436857 nChanged 1 SP:Iteration 60F (2869.824849 sec): 3 clusters Score: Raw -1419456.421550 + Penalty 3077.802958 = -1416378.618592 nChanged 0 Trying to split cluster 12 (8661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2869.854347 sec): 2 clusters Score: Raw -1022460.135375 + Penalty 1473.320139 = -1020986.815236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2869.911652 sec): 3 clusters Score: Raw -1017643.620171 + Penalty 2946.640277 = -1014696.979894 nChanged 3706 SP:Iteration 1F (2869.967453 sec): 3 clusters Score: Raw -1019663.459236 + Penalty 2946.640277 = -1016716.818959 nChanged 568 SP:Iteration 2F (2870.027364 sec): 3 clusters Score: Raw -1020017.323651 + Penalty 2946.640277 = -1017070.683374 nChanged 547 SP:Iteration 3F (2870.079829 sec): 3 clusters Score: Raw -1020375.274936 + Penalty 2946.640277 = -1017428.634659 nChanged 554 SP:Iteration 4F (2870.136151 sec): 3 clusters Score: Raw -1020795.699257 + Penalty 2946.640277 = -1017849.058980 nChanged 561 SP:Iteration 5F (2870.194502 sec): 3 clusters Score: Raw -1021198.170914 + Penalty 2946.640277 = -1018251.530637 nChanged 544 SP:Iteration 6F (2870.257082 sec): 3 clusters Score: Raw -1021559.709098 + Penalty 2946.640277 = -1018613.068821 nChanged 451 SP:Iteration 7F (2870.309953 sec): 3 clusters Score: Raw -1021863.161497 + Penalty 2946.640277 = -1018916.521219 nChanged 360 SP:Iteration 8Q (2870.370388 sec): 3 clusters Score: Raw -1022060.117284 + Penalty 2946.640277 = -1019113.477007 nChanged 279 SP:Iteration 9Q (2870.424930 sec): 3 clusters Score: Raw -1022181.516512 + Penalty 2946.640277 = -1019234.876235 nChanged 204 SP:Iteration 10Q (2870.477252 sec): 3 clusters Score: Raw -1022264.453452 + Penalty 2946.640277 = -1019317.813175 nChanged 137 SP:Iteration 11Q (2870.541255 sec): 3 clusters Score: Raw -1022313.813061 + Penalty 2946.640277 = -1019367.172783 nChanged 106 SP:Iteration 12Q (2870.599593 sec): 3 clusters Score: Raw -1022352.830367 + Penalty 2946.640277 = -1019406.190090 nChanged 91 SP:Iteration 13Q (2870.653818 sec): 3 clusters Score: Raw -1022385.171600 + Penalty 2946.640277 = -1019438.531323 nChanged 100 SP:Iteration 14Q (2870.721602 sec): 3 clusters Score: Raw -1022419.273934 + Penalty 2946.640277 = -1019472.633656 nChanged 84 SP:Iteration 15Q (2870.775807 sec): 3 clusters Score: Raw -1022447.209090 + Penalty 2946.640277 = -1019500.568813 nChanged 64 SP:Iteration 16Q (2870.837998 sec): 3 clusters Score: Raw -1022465.648270 + Penalty 2946.640277 = -1019519.007993 nChanged 58 SP:Iteration 17Q (2870.902883 sec): 3 clusters Score: Raw -1022479.155726 + Penalty 2946.640277 = -1019532.515449 nChanged 41 SP:Iteration 18Q (2870.957682 sec): 3 clusters Score: Raw -1022488.382618 + Penalty 2946.640277 = -1019541.742340 nChanged 46 SP:Iteration 19Q (2871.008924 sec): 3 clusters Score: Raw -1022496.743621 + Penalty 2946.640277 = -1019550.103343 nChanged 37 SP:Iteration 20F (2871.071148 sec): 3 clusters Score: Raw -1022504.914199 + Penalty 2946.640277 = -1019558.273921 nChanged 34 SP:Iteration 21Q (2871.128716 sec): 3 clusters Score: Raw -1022512.439331 + Penalty 2946.640277 = -1019565.799054 nChanged 29 SP:Iteration 22Q (2871.193164 sec): 3 clusters Score: Raw -1022518.936194 + Penalty 2946.640277 = -1019572.295917 nChanged 37 SP:Iteration 23Q (2871.253186 sec): 3 clusters Score: Raw -1022525.620735 + Penalty 2946.640277 = -1019578.980457 nChanged 30 SP:Iteration 24Q (2871.304710 sec): 3 clusters Score: Raw -1022532.593911 + Penalty 2946.640277 = -1019585.953634 nChanged 40 SP:Iteration 25Q (2871.360701 sec): 3 clusters Score: Raw -1022542.554950 + Penalty 2946.640277 = -1019595.914673 nChanged 40 SP:Iteration 26Q (2871.428034 sec): 3 clusters Score: Raw -1022551.437047 + Penalty 2946.640277 = -1019604.796769 nChanged 33 SP:Iteration 27Q (2871.476841 sec): 3 clusters Score: Raw -1022557.468434 + Penalty 2946.640277 = -1019610.828157 nChanged 27 SP:Iteration 28Q (2871.537758 sec): 3 clusters Score: Raw -1022563.034043 + Penalty 2946.640277 = -1019616.393766 nChanged 30 SP:Iteration 29Q (2871.593270 sec): 3 clusters Score: Raw -1022569.819891 + Penalty 2946.640277 = -1019623.179614 nChanged 35 SP:Iteration 30Q (2871.642786 sec): 3 clusters Score: Raw -1022579.043504 + Penalty 2946.640277 = -1019632.403227 nChanged 40 SP:Iteration 31Q (2871.706387 sec): 3 clusters Score: Raw -1022589.134994 + Penalty 2946.640277 = -1019642.494717 nChanged 30 SP:Iteration 32Q (2871.755165 sec): 3 clusters Score: Raw -1022595.654236 + Penalty 2946.640277 = -1019649.013959 nChanged 28 SP:Iteration 33Q (2871.810003 sec): 3 clusters Score: Raw -1022602.067456 + Penalty 2946.640277 = -1019655.427179 nChanged 37 SP:Iteration 34Q (2871.867029 sec): 3 clusters Score: Raw -1022612.035359 + Penalty 2946.640277 = -1019665.395082 nChanged 48 SP:Iteration 35Q (2871.919044 sec): 3 clusters Score: Raw -1022622.716998 + Penalty 2946.640277 = -1019676.076721 nChanged 38 SP:Iteration 36Q (2871.984225 sec): 3 clusters Score: Raw -1022628.915636 + Penalty 2946.640277 = -1019682.275359 nChanged 24 SP:Iteration 37Q (2872.044762 sec): 3 clusters Score: Raw -1022635.073803 + Penalty 2946.640277 = -1019688.433526 nChanged 34 SP:Iteration 38Q (2872.098681 sec): 3 clusters Score: Raw -1022645.009148 + Penalty 2946.640277 = -1019698.368871 nChanged 35 SP:Iteration 39Q (2872.151317 sec): 3 clusters Score: Raw -1022652.793578 + Penalty 2946.640277 = -1019706.153301 nChanged 47 SP:Iteration 40F (2872.207442 sec): 3 clusters Score: Raw -1022668.348450 + Penalty 2946.640277 = -1019721.708173 nChanged 50 SP:Iteration 41Q (2872.270231 sec): 3 clusters Score: Raw -1022681.986590 + Penalty 2946.640277 = -1019735.346313 nChanged 54 SP:Iteration 42Q (2872.330040 sec): 3 clusters Score: Raw -1022699.104439 + Penalty 2946.640277 = -1019752.464162 nChanged 57 SP:Iteration 43Q (2872.381031 sec): 3 clusters Score: Raw -1022717.231611 + Penalty 2946.640277 = -1019770.591334 nChanged 51 SP:Iteration 44Q (2872.446529 sec): 3 clusters Score: Raw -1022731.847125 + Penalty 2946.640277 = -1019785.206848 nChanged 51 SP:Iteration 45Q (2872.504563 sec): 3 clusters Score: Raw -1022746.563511 + Penalty 2946.640277 = -1019799.923234 nChanged 53 SP:Iteration 46Q (2872.562562 sec): 3 clusters Score: Raw -1022761.378800 + Penalty 2946.640277 = -1019814.738523 nChanged 37 SP:Iteration 47Q (2872.605546 sec): 3 clusters Score: Raw -1022770.720608 + Penalty 2946.640277 = -1019824.080331 nChanged 37 SP:Iteration 48Q (2872.661688 sec): 3 clusters Score: Raw -1022779.709788 + Penalty 2946.640277 = -1019833.069511 nChanged 29 SP:Iteration 49Q (2872.709244 sec): 3 clusters Score: Raw -1022786.831144 + Penalty 2946.640277 = -1019840.190866 nChanged 32 SP:Iteration 50Q (2872.768111 sec): 3 clusters Score: Raw -1022795.553885 + Penalty 2946.640277 = -1019848.913608 nChanged 33 SP:Iteration 51Q (2872.826289 sec): 3 clusters Score: Raw -1022804.000995 + Penalty 2946.640277 = -1019857.360717 nChanged 26 SP:Iteration 52Q (2872.874837 sec): 3 clusters Score: Raw -1022810.208394 + Penalty 2946.640277 = -1019863.568117 nChanged 23 SP:Iteration 53Q (2872.935617 sec): 3 clusters Score: Raw -1022815.309439 + Penalty 2946.640277 = -1019868.669161 nChanged 20 SP:Iteration 54Q (2872.990934 sec): 3 clusters Score: Raw -1022820.679686 + Penalty 2946.640277 = -1019874.039408 nChanged 19 SP:Iteration 55Q (2873.048060 sec): 3 clusters Score: Raw -1022827.940406 + Penalty 2946.640277 = -1019881.300128 nChanged 21 SP:Iteration 56Q (2873.105436 sec): 3 clusters Score: Raw -1022833.329151 + Penalty 2946.640277 = -1019886.688874 nChanged 20 SP:Iteration 57Q (2873.168297 sec): 3 clusters Score: Raw -1022837.899153 + Penalty 2946.640277 = -1019891.258875 nChanged 14 SP:Iteration 58Q (2873.208158 sec): 3 clusters Score: Raw -1022841.995579 + Penalty 2946.640277 = -1019895.355302 nChanged 21 SP:Iteration 59Q (2873.267769 sec): 3 clusters Score: Raw -1022847.726806 + Penalty 2946.640277 = -1019901.086528 nChanged 19 SP:Iteration 60F (2873.337126 sec): 3 clusters Score: Raw -1022852.474797 + Penalty 2946.640277 = -1019905.834520 nChanged 15 SP:Iteration 61Q (2873.387397 sec): 3 clusters Score: Raw -1022855.578608 + Penalty 2946.640277 = -1019908.938331 nChanged 14 SP:Iteration 62Q (2873.449126 sec): 3 clusters Score: Raw -1022858.640138 + Penalty 2946.640277 = -1019911.999861 nChanged 11 SP:Iteration 63Q (2873.511616 sec): 3 clusters Score: Raw -1022862.173798 + Penalty 2946.640277 = -1019915.533521 nChanged 16 SP:Iteration 64Q (2873.563520 sec): 3 clusters Score: Raw -1022866.970481 + Penalty 2946.640277 = -1019920.330203 nChanged 13 SP:Iteration 65Q (2873.630593 sec): 3 clusters Score: Raw -1022871.120051 + Penalty 2946.640277 = -1019924.479773 nChanged 12 SP:Iteration 66Q (2873.682033 sec): 3 clusters Score: Raw -1022873.836427 + Penalty 2946.640277 = -1019927.196149 nChanged 8 SP:Iteration 67Q (2873.753712 sec): 3 clusters Score: Raw -1022874.685686 + Penalty 2946.640277 = -1019928.045408 nChanged 6 SP:Iteration 68Q (2873.809857 sec): 3 clusters Score: Raw -1022876.386131 + Penalty 2946.640277 = -1019929.745854 nChanged 9 SP:Iteration 69Q (2873.859870 sec): 3 clusters Score: Raw -1022878.509244 + Penalty 2946.640277 = -1019931.868967 nChanged 8 SP:Iteration 70Q (2873.925280 sec): 3 clusters Score: Raw -1022879.856294 + Penalty 2946.640277 = -1019933.216017 nChanged 5 SP:Iteration 71Q (2873.981862 sec): 3 clusters Score: Raw -1022880.585498 + Penalty 2946.640277 = -1019933.945221 nChanged 5 SP:Iteration 72Q (2874.037101 sec): 3 clusters Score: Raw -1022881.152038 + Penalty 2946.640277 = -1019934.511761 nChanged 4 SP:Iteration 73Q (2874.087895 sec): 3 clusters Score: Raw -1022882.151614 + Penalty 2946.640277 = -1019935.511337 nChanged 7 SP:Iteration 74Q (2874.138859 sec): 3 clusters Score: Raw -1022884.038481 + Penalty 2946.640277 = -1019937.398204 nChanged 6 SP:Iteration 75Q (2874.199151 sec): 3 clusters Score: Raw -1022885.510370 + Penalty 2946.640277 = -1019938.870093 nChanged 7 SP:Iteration 76Q (2874.254004 sec): 3 clusters Score: Raw -1022887.145789 + Penalty 2946.640277 = -1019940.505511 nChanged 9 SP:Iteration 77Q (2874.313220 sec): 3 clusters Score: Raw -1022888.649246 + Penalty 2946.640277 = -1019942.008969 nChanged 6 SP:Iteration 78Q (2874.360836 sec): 3 clusters Score: Raw -1022889.761472 + Penalty 2946.640277 = -1019943.121195 nChanged 3 SP:Iteration 79Q (2874.427734 sec): 3 clusters Score: Raw -1022890.262620 + Penalty 2946.640277 = -1019943.622343 nChanged 3 SP:Iteration 80F (2874.486215 sec): 3 clusters Score: Raw -1022891.141744 + Penalty 2946.640277 = -1019944.501467 nChanged 4 SP:Iteration 81Q (2874.546005 sec): 3 clusters Score: Raw -1022891.880292 + Penalty 2946.640277 = -1019945.240014 nChanged 1 SP:Iteration 82Q (2874.606413 sec): 3 clusters Score: Raw -1022891.949226 + Penalty 2946.640277 = -1019945.308949 nChanged 0 SP:Iteration 83F (2874.659253 sec): 3 clusters Score: Raw -1022891.949226 + Penalty 2946.640277 = -1019945.308949 nChanged 0 Trying to split cluster 13 (67388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2874.773240 sec): 2 clusters Score: Raw -8111716.170229 + Penalty 1806.711114 = -8109909.459115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2874.929013 sec): 3 clusters Score: Raw -8068378.185404 + Penalty 3613.422228 = -8064764.763176 nChanged 32103 SP:Iteration 1F (2875.087981 sec): 3 clusters Score: Raw -8087371.022995 + Penalty 3613.422228 = -8083757.600767 nChanged 3164 SP:Iteration 2Q (2875.253928 sec): 3 clusters Score: Raw -8088640.149876 + Penalty 3613.422228 = -8085026.727649 nChanged 3466 SP:Iteration 3F (2875.420674 sec): 3 clusters Score: Raw -8090374.117460 + Penalty 3613.422228 = -8086760.695232 nChanged 3980 SP:Iteration 4F (2875.576407 sec): 3 clusters Score: Raw -8092876.258476 + Penalty 3613.422228 = -8089262.836249 nChanged 4613 SP:Iteration 5F (2875.732622 sec): 3 clusters Score: Raw -8096244.130293 + Penalty 3613.422228 = -8092630.708065 nChanged 4744 SP:Iteration 6F (2875.883478 sec): 3 clusters Score: Raw -8099697.845291 + Penalty 3613.422228 = -8096084.423063 nChanged 4129 SP:Iteration 7F (2876.040789 sec): 3 clusters Score: Raw -8102259.961754 + Penalty 3613.422228 = -8098646.539526 nChanged 3062 SP:Iteration 8Q (2876.198407 sec): 3 clusters Score: Raw -8103568.113413 + Penalty 3613.422228 = -8099954.691185 nChanged 1910 SP:Iteration 9Q (2876.370670 sec): 3 clusters Score: Raw -8104162.001834 + Penalty 3613.422228 = -8100548.579606 nChanged 1234 SP:Iteration 10Q (2876.528370 sec): 3 clusters Score: Raw -8104465.435844 + Penalty 3613.422228 = -8100852.013616 nChanged 938 SP:Iteration 11Q (2876.691304 sec): 3 clusters Score: Raw -8104704.704535 + Penalty 3613.422228 = -8101091.282307 nChanged 806 SP:Iteration 12Q (2876.848802 sec): 3 clusters Score: Raw -8104947.737024 + Penalty 3613.422228 = -8101334.314796 nChanged 807 SP:Iteration 13Q (2877.006343 sec): 3 clusters Score: Raw -8105227.933374 + Penalty 3613.422228 = -8101614.511147 nChanged 849 SP:Iteration 14Q (2877.166934 sec): 3 clusters Score: Raw -8105531.647401 + Penalty 3613.422228 = -8101918.225173 nChanged 896 SP:Iteration 15Q (2877.332048 sec): 3 clusters Score: Raw -8105860.260792 + Penalty 3613.422228 = -8102246.838564 nChanged 980 SP:Iteration 16Q (2877.488953 sec): 3 clusters Score: Raw -8106206.269079 + Penalty 3613.422228 = -8102592.846851 nChanged 931 SP:Iteration 17Q (2877.651381 sec): 3 clusters Score: Raw -8106522.977064 + Penalty 3613.422228 = -8102909.554836 nChanged 907 SP:Iteration 18Q (2877.807341 sec): 3 clusters Score: Raw -8106837.000165 + Penalty 3613.422228 = -8103223.577937 nChanged 919 SP:Iteration 19Q (2877.966865 sec): 3 clusters Score: Raw -8107151.331368 + Penalty 3613.422228 = -8103537.909140 nChanged 853 SP:Iteration 20F (2878.120051 sec): 3 clusters Score: Raw -8107430.048458 + Penalty 3613.422228 = -8103816.626230 nChanged 799 SP:Iteration 21Q (2878.280557 sec): 3 clusters Score: Raw -8107662.340131 + Penalty 3613.422228 = -8104048.917903 nChanged 747 SP:Iteration 22Q (2878.432556 sec): 3 clusters Score: Raw -8107871.981334 + Penalty 3613.422228 = -8104258.559106 nChanged 700 SP:Iteration 23Q (2878.582629 sec): 3 clusters Score: Raw -8108056.675804 + Penalty 3613.422228 = -8104443.253576 nChanged 682 SP:Iteration 24Q (2878.739024 sec): 3 clusters Score: Raw -8108231.919654 + Penalty 3613.422228 = -8104618.497426 nChanged 625 SP:Iteration 25Q (2878.905777 sec): 3 clusters Score: Raw -8108386.435196 + Penalty 3613.422228 = -8104773.012968 nChanged 609 SP:Iteration 26Q (2879.063768 sec): 3 clusters Score: Raw -8108533.200070 + Penalty 3613.422228 = -8104919.777843 nChanged 571 SP:Iteration 27Q (2879.218052 sec): 3 clusters Score: Raw -8108669.888723 + Penalty 3613.422228 = -8105056.466495 nChanged 529 SP:Iteration 28Q (2879.365075 sec): 3 clusters Score: Raw -8108810.652404 + Penalty 3613.422228 = -8105197.230177 nChanged 537 SP:Iteration 29Q (2879.515371 sec): 3 clusters Score: Raw -8108955.406410 + Penalty 3613.422228 = -8105341.984182 nChanged 515 SP:Iteration 30Q (2879.672094 sec): 3 clusters Score: Raw -8109100.967812 + Penalty 3613.422228 = -8105487.545584 nChanged 514 SP:Iteration 31Q (2879.808742 sec): 3 clusters Score: Raw -8109259.542282 + Penalty 3613.422228 = -8105646.120055 nChanged 540 SP:Iteration 32Q (2879.955493 sec): 3 clusters Score: Raw -8109433.078947 + Penalty 3613.422228 = -8105819.656719 nChanged 540 SP:Iteration 33Q (2880.094464 sec): 3 clusters Score: Raw -8109612.960006 + Penalty 3613.422228 = -8105999.537778 nChanged 522 SP:Iteration 34Q (2880.236719 sec): 3 clusters Score: Raw -8109802.427387 + Penalty 3613.422228 = -8106189.005159 nChanged 504 SP:Iteration 35Q (2880.391345 sec): 3 clusters Score: Raw -8110005.875766 + Penalty 3613.422228 = -8106392.453538 nChanged 498 SP:Iteration 36Q (2880.546345 sec): 3 clusters Score: Raw -8110202.061800 + Penalty 3613.422228 = -8106588.639572 nChanged 464 SP:Iteration 37Q (2880.694427 sec): 3 clusters Score: Raw -8110369.970576 + Penalty 3613.422228 = -8106756.548348 nChanged 437 SP:Iteration 38Q (2880.844618 sec): 3 clusters Score: Raw -8110525.110645 + Penalty 3613.422228 = -8106911.688418 nChanged 394 SP:Iteration 39Q (2880.999308 sec): 3 clusters Score: Raw -8110658.606414 + Penalty 3613.422228 = -8107045.184186 nChanged 374 SP:Iteration 40F (2881.160370 sec): 3 clusters Score: Raw -8110776.306332 + Penalty 3613.422228 = -8107162.884104 nChanged 359 SP:Iteration 41Q (2881.304596 sec): 3 clusters Score: Raw -8110886.886295 + Penalty 3613.422228 = -8107273.464067 nChanged 356 SP:Iteration 42Q (2881.438523 sec): 3 clusters Score: Raw -8110995.339705 + Penalty 3613.422228 = -8107381.917477 nChanged 337 SP:Iteration 43Q (2881.572381 sec): 3 clusters Score: Raw -8111093.135776 + Penalty 3613.422228 = -8107479.713548 nChanged 308 SP:Iteration 44Q (2881.724690 sec): 3 clusters Score: Raw -8111168.659296 + Penalty 3613.422228 = -8107555.237068 nChanged 267 SP:Iteration 45Q (2881.860136 sec): 3 clusters Score: Raw -8111225.491345 + Penalty 3613.422228 = -8107612.069117 nChanged 244 SP:Iteration 46Q (2882.011477 sec): 3 clusters Score: Raw -8111274.846482 + Penalty 3613.422228 = -8107661.424254 nChanged 232 SP:Iteration 47Q (2882.145347 sec): 3 clusters Score: Raw -8111321.633315 + Penalty 3613.422228 = -8107708.211087 nChanged 217 SP:Iteration 48Q (2882.284542 sec): 3 clusters Score: Raw -8111366.846230 + Penalty 3613.422228 = -8107753.424003 nChanged 209 SP:Iteration 49Q (2882.421750 sec): 3 clusters Score: Raw -8111406.711244 + Penalty 3613.422228 = -8107793.289016 nChanged 179 SP:Iteration 50Q (2882.551374 sec): 3 clusters Score: Raw -8111438.403223 + Penalty 3613.422228 = -8107824.980996 nChanged 168 SP:Iteration 51Q (2882.676384 sec): 3 clusters Score: Raw -8111468.229027 + Penalty 3613.422228 = -8107854.806799 nChanged 156 SP:Iteration 52Q (2882.804830 sec): 3 clusters Score: Raw -8111493.359743 + Penalty 3613.422228 = -8107879.937515 nChanged 145 SP:Iteration 53Q (2882.947959 sec): 3 clusters Score: Raw -8111516.773800 + Penalty 3613.422228 = -8107903.351572 nChanged 134 SP:Iteration 54Q (2883.085172 sec): 3 clusters Score: Raw -8111535.724879 + Penalty 3613.422228 = -8107922.302652 nChanged 126 SP:Iteration 55Q (2883.228733 sec): 3 clusters Score: Raw -8111553.931025 + Penalty 3613.422228 = -8107940.508797 nChanged 123 SP:Iteration 56Q (2883.372903 sec): 3 clusters Score: Raw -8111570.599512 + Penalty 3613.422228 = -8107957.177285 nChanged 96 SP:Iteration 57Q (2883.516232 sec): 3 clusters Score: Raw -8111582.552151 + Penalty 3613.422228 = -8107969.129924 nChanged 93 SP:Iteration 58Q (2883.656233 sec): 3 clusters Score: Raw -8111593.428975 + Penalty 3613.422228 = -8107980.006748 nChanged 83 SP:Iteration 59Q (2883.805138 sec): 3 clusters Score: Raw -8111602.696764 + Penalty 3613.422228 = -8107989.274536 nChanged 89 SP:Iteration 60F (2883.962387 sec): 3 clusters Score: Raw -8111615.925388 + Penalty 3613.422228 = -8108002.503160 nChanged 95 SP:Iteration 61Q (2884.099797 sec): 3 clusters Score: Raw -8111630.778602 + Penalty 3613.422228 = -8108017.356374 nChanged 100 SP:Iteration 62Q (2884.240502 sec): 3 clusters Score: Raw -8111644.345914 + Penalty 3613.422228 = -8108030.923686 nChanged 97 SP:Iteration 63Q (2884.375140 sec): 3 clusters Score: Raw -8111659.954275 + Penalty 3613.422228 = -8108046.532047 nChanged 104 SP:Iteration 64Q (2884.505167 sec): 3 clusters Score: Raw -8111677.414392 + Penalty 3613.422228 = -8108063.992164 nChanged 108 SP:Iteration 65Q (2884.648773 sec): 3 clusters Score: Raw -8111693.422843 + Penalty 3613.422228 = -8108080.000615 nChanged 103 SP:Iteration 66Q (2884.781020 sec): 3 clusters Score: Raw -8111706.303655 + Penalty 3613.422228 = -8108092.881427 nChanged 93 SP:Iteration 67Q (2884.910062 sec): 3 clusters Score: Raw -8111719.951083 + Penalty 3613.422228 = -8108106.528855 nChanged 97 SP:Iteration 68Q (2885.051427 sec): 3 clusters Score: Raw -8111734.417889 + Penalty 3613.422228 = -8108120.995662 nChanged 87 SP:Iteration 69Q (2885.193412 sec): 3 clusters Score: Raw -8111747.137868 + Penalty 3613.422228 = -8108133.715641 nChanged 84 SP:Iteration 70Q (2885.332404 sec): 3 clusters Score: Raw -8111758.521415 + Penalty 3613.422228 = -8108145.099187 nChanged 84 SP:Iteration 71Q (2885.460657 sec): 3 clusters Score: Raw -8111768.844057 + Penalty 3613.422228 = -8108155.421829 nChanged 55 SP:Iteration 72Q (2885.599315 sec): 3 clusters Score: Raw -8111774.956917 + Penalty 3613.422228 = -8108161.534689 nChanged 61 SP:Iteration 73Q (2885.735036 sec): 3 clusters Score: Raw -8111782.658814 + Penalty 3613.422228 = -8108169.236586 nChanged 62 SP:Iteration 74Q (2885.873883 sec): 3 clusters Score: Raw -8111789.758831 + Penalty 3613.422228 = -8108176.336603 nChanged 64 SP:Iteration 75Q (2886.012393 sec): 3 clusters Score: Raw -8111797.590687 + Penalty 3613.422228 = -8108184.168459 nChanged 64 SP:Iteration 76Q (2886.156610 sec): 3 clusters Score: Raw -8111806.085816 + Penalty 3613.422228 = -8108192.663589 nChanged 55 SP:Iteration 77Q (2886.280832 sec): 3 clusters Score: Raw -8111812.920748 + Penalty 3613.422228 = -8108199.498520 nChanged 55 SP:Iteration 78Q (2886.427360 sec): 3 clusters Score: Raw -8111818.934101 + Penalty 3613.422228 = -8108205.511873 nChanged 56 SP:Iteration 79Q (2886.550754 sec): 3 clusters Score: Raw -8111826.737488 + Penalty 3613.422228 = -8108213.315260 nChanged 72 SP:Iteration 80F (2886.710369 sec): 3 clusters Score: Raw -8111838.581116 + Penalty 3613.422228 = -8108225.158889 nChanged 78 SP:Iteration 81Q (2886.846242 sec): 3 clusters Score: Raw -8111849.163602 + Penalty 3613.422228 = -8108235.741374 nChanged 76 SP:Iteration 82Q (2886.983163 sec): 3 clusters Score: Raw -8111860.076105 + Penalty 3613.422228 = -8108246.653877 nChanged 69 SP:Iteration 83Q (2887.113146 sec): 3 clusters Score: Raw -8111869.568339 + Penalty 3613.422228 = -8108256.146111 nChanged 71 SP:Iteration 84Q (2887.240470 sec): 3 clusters Score: Raw -8111879.301260 + Penalty 3613.422228 = -8108265.879032 nChanged 77 SP:Iteration 85Q (2887.387009 sec): 3 clusters Score: Raw -8111892.125976 + Penalty 3613.422228 = -8108278.703749 nChanged 82 SP:Iteration 86Q (2887.531595 sec): 3 clusters Score: Raw -8111904.898103 + Penalty 3613.422228 = -8108291.475876 nChanged 67 SP:Iteration 87Q (2887.673030 sec): 3 clusters Score: Raw -8111915.216642 + Penalty 3613.422228 = -8108301.794414 nChanged 66 SP:Iteration 88Q (2887.799783 sec): 3 clusters Score: Raw -8111926.054144 + Penalty 3613.422228 = -8108312.631916 nChanged 70 SP:Iteration 89Q (2887.933226 sec): 3 clusters Score: Raw -8111937.413013 + Penalty 3613.422228 = -8108323.990786 nChanged 65 SP:Iteration 90Q (2888.078345 sec): 3 clusters Score: Raw -8111947.190820 + Penalty 3613.422228 = -8108333.768592 nChanged 57 SP:Iteration 91Q (2888.204412 sec): 3 clusters Score: Raw -8111955.139722 + Penalty 3613.422228 = -8108341.717495 nChanged 53 SP:Iteration 92Q (2888.332896 sec): 3 clusters Score: Raw -8111964.358681 + Penalty 3613.422228 = -8108350.936453 nChanged 56 SP:Iteration 93Q (2888.467748 sec): 3 clusters Score: Raw -8111972.762802 + Penalty 3613.422228 = -8108359.340574 nChanged 46 SP:Iteration 94Q (2888.599819 sec): 3 clusters Score: Raw -8111978.422495 + Penalty 3613.422228 = -8108365.000268 nChanged 36 SP:Iteration 95Q (2888.738028 sec): 3 clusters Score: Raw -8111982.264391 + Penalty 3613.422228 = -8108368.842163 nChanged 35 SP:Iteration 96Q (2888.873862 sec): 3 clusters Score: Raw -8111986.736658 + Penalty 3613.422228 = -8108373.314430 nChanged 38 SP:Iteration 97Q (2889.016111 sec): 3 clusters Score: Raw -8111993.075490 + Penalty 3613.422228 = -8108379.653262 nChanged 44 SP:Iteration 98Q (2889.156136 sec): 3 clusters Score: Raw -8111999.855567 + Penalty 3613.422228 = -8108386.433339 nChanged 44 SP:Iteration 99Q (2889.286522 sec): 3 clusters Score: Raw -8112005.769310 + Penalty 3613.422228 = -8108392.347083 nChanged 38 SP:Iteration 100F (2889.443240 sec): 3 clusters Score: Raw -8112010.353104 + Penalty 3613.422228 = -8108396.930876 nChanged 33 SP:Iteration 101Q (2889.571752 sec): 3 clusters Score: Raw -8112013.989906 + Penalty 3613.422228 = -8108400.567679 nChanged 22 SP:Iteration 102Q (2889.708072 sec): 3 clusters Score: Raw -8112016.308467 + Penalty 3613.422228 = -8108402.886239 nChanged 22 SP:Iteration 103Q (2889.836919 sec): 3 clusters Score: Raw -8112018.737240 + Penalty 3613.422228 = -8108405.315013 nChanged 26 SP:Iteration 104Q (2889.974793 sec): 3 clusters Score: Raw -8112022.498568 + Penalty 3613.422228 = -8108409.076340 nChanged 32 SP:Iteration 105Q (2890.104055 sec): 3 clusters Score: Raw -8112027.374256 + Penalty 3613.422228 = -8108413.952028 nChanged 34 SP:Iteration 106Q (2890.236326 sec): 3 clusters Score: Raw -8112031.769070 + Penalty 3613.422228 = -8108418.346842 nChanged 31 SP:Iteration 107Q (2890.362891 sec): 3 clusters Score: Raw -8112035.905147 + Penalty 3613.422228 = -8108422.482919 nChanged 36 SP:Iteration 108Q (2890.486514 sec): 3 clusters Score: Raw -8112040.819467 + Penalty 3613.422228 = -8108427.397240 nChanged 24 SP:Iteration 109Q (2890.632193 sec): 3 clusters Score: Raw -8112044.677390 + Penalty 3613.422228 = -8108431.255162 nChanged 34 SP:Iteration 110Q (2890.770604 sec): 3 clusters Score: Raw -8112049.605717 + Penalty 3613.422228 = -8108436.183489 nChanged 34 SP:Iteration 111Q (2890.894256 sec): 3 clusters Score: Raw -8112053.961951 + Penalty 3613.422228 = -8108440.539723 nChanged 29 SP:Iteration 112Q (2891.035128 sec): 3 clusters Score: Raw -8112058.272894 + Penalty 3613.422228 = -8108444.850666 nChanged 26 SP:Iteration 113Q (2891.167279 sec): 3 clusters Score: Raw -8112061.338421 + Penalty 3613.422228 = -8108447.916193 nChanged 16 SP:Iteration 114Q (2891.301946 sec): 3 clusters Score: Raw -8112063.081281 + Penalty 3613.422228 = -8108449.659053 nChanged 11 SP:Iteration 115Q (2891.426182 sec): 3 clusters Score: Raw -8112063.874696 + Penalty 3613.422228 = -8108450.452468 nChanged 8 SP:Iteration 116Q (2891.558578 sec): 3 clusters Score: Raw -8112064.650018 + Penalty 3613.422228 = -8108451.227790 nChanged 8 SP:Iteration 117Q (2891.697731 sec): 3 clusters Score: Raw -8112065.644579 + Penalty 3613.422228 = -8108452.222351 nChanged 6 SP:Iteration 118Q (2891.842621 sec): 3 clusters Score: Raw -8112066.224300 + Penalty 3613.422228 = -8108452.802073 nChanged 7 SP:Iteration 119Q (2891.959496 sec): 3 clusters Score: Raw -8112066.906094 + Penalty 3613.422228 = -8108453.483866 nChanged 12 SP:Iteration 120F (2892.125830 sec): 3 clusters Score: Raw -8112068.325980 + Penalty 3613.422228 = -8108454.903752 nChanged 10 SP:Iteration 121Q (2892.261692 sec): 3 clusters Score: Raw -8112069.346468 + Penalty 3613.422228 = -8108455.924240 nChanged 10 SP:Iteration 122Q (2892.391394 sec): 3 clusters Score: Raw -8112070.210205 + Penalty 3613.422228 = -8108456.787977 nChanged 10 SP:Iteration 123Q (2892.525935 sec): 3 clusters Score: Raw -8112070.952186 + Penalty 3613.422228 = -8108457.529958 nChanged 10 SP:Iteration 124Q (2892.647539 sec): 3 clusters Score: Raw -8112071.658436 + Penalty 3613.422228 = -8108458.236208 nChanged 6 SP:Iteration 125Q (2892.792584 sec): 3 clusters Score: Raw -8112072.347461 + Penalty 3613.422228 = -8108458.925233 nChanged 8 SP:Iteration 126Q (2892.929252 sec): 3 clusters Score: Raw -8112073.221007 + Penalty 3613.422228 = -8108459.798779 nChanged 12 SP:Iteration 127Q (2893.066813 sec): 3 clusters Score: Raw -8112074.282759 + Penalty 3613.422228 = -8108460.860531 nChanged 12 SP:Iteration 128Q (2893.204842 sec): 3 clusters Score: Raw -8112075.546812 + Penalty 3613.422228 = -8108462.124584 nChanged 16 SP:Iteration 129Q (2893.353607 sec): 3 clusters Score: Raw -8112077.733289 + Penalty 3613.422228 = -8108464.311061 nChanged 18 SP:Iteration 130Q (2893.492951 sec): 3 clusters Score: Raw -8112080.274581 + Penalty 3613.422228 = -8108466.852353 nChanged 18 SP:Iteration 131Q (2893.636185 sec): 3 clusters Score: Raw -8112082.580863 + Penalty 3613.422228 = -8108469.158635 nChanged 11 SP:Iteration 132Q (2893.771566 sec): 3 clusters Score: Raw -8112084.104075 + Penalty 3613.422228 = -8108470.681847 nChanged 20 SP:Iteration 133Q (2893.902390 sec): 3 clusters Score: Raw -8112087.280070 + Penalty 3613.422228 = -8108473.857842 nChanged 17 SP:Iteration 134Q (2894.029780 sec): 3 clusters Score: Raw -8112089.788642 + Penalty 3613.422228 = -8108476.366414 nChanged 23 SP:Iteration 135Q (2894.172309 sec): 3 clusters Score: Raw -8112093.104710 + Penalty 3613.422228 = -8108479.682482 nChanged 23 SP:Iteration 136Q (2894.288501 sec): 3 clusters Score: Raw -8112096.072553 + Penalty 3613.422228 = -8108482.650325 nChanged 20 SP:Iteration 137Q (2894.415512 sec): 3 clusters Score: Raw -8112098.423761 + Penalty 3613.422228 = -8108485.001533 nChanged 15 SP:Iteration 138Q (2894.552008 sec): 3 clusters Score: Raw -8112100.123139 + Penalty 3613.422228 = -8108486.700911 nChanged 10 SP:Iteration 139Q (2894.698823 sec): 3 clusters Score: Raw -8112101.696535 + Penalty 3613.422228 = -8108488.274307 nChanged 12 SP:Iteration 140F (2894.860556 sec): 3 clusters Score: Raw -8112103.503837 + Penalty 3613.422228 = -8108490.081610 nChanged 9 SP:Iteration 141Q (2894.998323 sec): 3 clusters Score: Raw -8112104.532514 + Penalty 3613.422228 = -8108491.110286 nChanged 9 SP:Iteration 142Q (2895.139238 sec): 3 clusters Score: Raw -8112105.449395 + Penalty 3613.422228 = -8108492.027167 nChanged 7 SP:Iteration 143Q (2895.256688 sec): 3 clusters Score: Raw -8112106.337993 + Penalty 3613.422228 = -8108492.915766 nChanged 5 SP:Iteration 144Q (2895.372752 sec): 3 clusters Score: Raw -8112106.762167 + Penalty 3613.422228 = -8108493.339939 nChanged 2 SP:Iteration 145Q (2895.500973 sec): 3 clusters Score: Raw -8112106.992422 + Penalty 3613.422228 = -8108493.570195 nChanged 4 SP:Iteration 146Q (2895.623472 sec): 3 clusters Score: Raw -8112107.437729 + Penalty 3613.422228 = -8108494.015502 nChanged 3 SP:Iteration 147Q (2895.746038 sec): 3 clusters Score: Raw -8112107.744179 + Penalty 3613.422228 = -8108494.321951 nChanged 4 SP:Iteration 148Q (2895.889442 sec): 3 clusters Score: Raw -8112108.169043 + Penalty 3613.422228 = -8108494.746816 nChanged 3 SP:Iteration 149Q (2896.023747 sec): 3 clusters Score: Raw -8112108.426445 + Penalty 3613.422228 = -8108495.004217 nChanged 2 SP:Iteration 150Q (2896.149898 sec): 3 clusters Score: Raw -8112108.627470 + Penalty 3613.422228 = -8108495.205242 nChanged 0 SP:Iteration 151F (2896.297951 sec): 3 clusters Score: Raw -8112108.627470 + Penalty 3613.422228 = -8108495.205242 nChanged 0 Trying to split cluster 14 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2896.327548 sec): 2 clusters Score: Raw -99893.309145 + Penalty 1101.552546 = -98791.756599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2896.363917 sec): 3 clusters Score: Raw -99628.113034 + Penalty 2203.105092 = -97425.007942 nChanged 278 SP:Iteration 1F (2896.409879 sec): 3 clusters Score: Raw -99920.438217 + Penalty 2203.105092 = -97717.333126 nChanged 58 SP:Iteration 2F (2896.450365 sec): 3 clusters Score: Raw -100012.081609 + Penalty 2203.105092 = -97808.976518 nChanged 41 SP:Iteration 3Q (2896.485873 sec): 3 clusters Score: Raw -100070.246009 + Penalty 2203.105092 = -97867.140917 nChanged 40 SP:Iteration 4Q (2896.528926 sec): 3 clusters Score: Raw -100120.059986 + Penalty 2203.105092 = -97916.954894 nChanged 26 SP:Iteration 5Q (2896.574730 sec): 3 clusters Score: Raw -100159.342286 + Penalty 2203.105092 = -97956.237194 nChanged 19 SP:Iteration 6Q (2896.617110 sec): 3 clusters Score: Raw -100179.641024 + Penalty 2203.105092 = -97976.535932 nChanged 10 SP:Iteration 7Q (2896.666015 sec): 3 clusters Score: Raw -100186.762803 + Penalty 2203.105092 = -97983.657711 nChanged 8 SP:Iteration 8Q (2896.709693 sec): 3 clusters Score: Raw -100193.738430 + Penalty 2203.105092 = -97990.633338 nChanged 11 SP:Iteration 9Q (2896.764431 sec): 3 clusters Score: Raw -100203.809175 + Penalty 2203.105092 = -98000.704083 nChanged 7 SP:Iteration 10Q (2896.798806 sec): 3 clusters Score: Raw -100209.068579 + Penalty 2203.105092 = -98005.963488 nChanged 5 SP:Iteration 11Q (2896.841569 sec): 3 clusters Score: Raw -100215.974177 + Penalty 2203.105092 = -98012.869085 nChanged 5 SP:Iteration 12Q (2896.885877 sec): 3 clusters Score: Raw -100221.664255 + Penalty 2203.105092 = -98018.559163 nChanged 4 SP:Iteration 13Q (2896.929981 sec): 3 clusters Score: Raw -100225.079454 + Penalty 2203.105092 = -98021.974362 nChanged 4 SP:Iteration 14Q (2896.974717 sec): 3 clusters Score: Raw -100228.766624 + Penalty 2203.105092 = -98025.661532 nChanged 2 SP:Iteration 15Q (2897.019186 sec): 3 clusters Score: Raw -100230.202328 + Penalty 2203.105092 = -98027.097236 nChanged 0 SP:Iteration 16F (2897.068635 sec): 3 clusters Score: Raw -100230.202328 + Penalty 2203.105092 = -98027.097236 nChanged 0 Trying to split cluster 15 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2897.083583 sec): 2 clusters Score: Raw -27296.890988 + Penalty 914.488431 = -26382.402557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2897.122269 sec): 3 clusters Score: Raw -27390.749325 + Penalty 1828.976862 = -25561.772463 nChanged 54 SP:Iteration 1F (2897.172876 sec): 3 clusters Score: Raw -27550.178486 + Penalty 1828.976862 = -25721.201624 nChanged 17 SP:Iteration 2F (2897.218905 sec): 3 clusters Score: Raw -27610.511183 + Penalty 1828.976862 = -25781.534321 nChanged 4 SP:Iteration 3Q (2897.258467 sec): 3 clusters Score: Raw -27629.199996 + Penalty 1828.976862 = -25800.223134 nChanged 5 SP:Iteration 4Q (2897.298738 sec): 3 clusters Score: Raw -27652.715340 + Penalty 1828.976862 = -25823.738478 nChanged 3 SP:Iteration 5Q (2897.340191 sec): 3 clusters Score: Raw -27658.795397 + Penalty 1828.976862 = -25829.818535 nChanged 1 SP:Iteration 6Q (2897.381582 sec): 3 clusters Score: Raw -27660.538096 + Penalty 1828.976862 = -25831.561234 nChanged 1 SP:Iteration 7Q (2897.424105 sec): 3 clusters Score: Raw -27661.370246 + Penalty 1828.976862 = -25832.393384 nChanged 0 SP:Iteration 8F (2897.475831 sec): 3 clusters Score: Raw -27661.370246 + Penalty 1828.976862 = -25832.393384 nChanged 0 Trying to split cluster 16 (7310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2897.499864 sec): 2 clusters Score: Raw -809596.888147 + Penalty 1445.762265 = -808151.125882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2897.554735 sec): 3 clusters Score: Raw -805583.229662 + Penalty 2891.524530 = -802691.705132 nChanged 3158 SP:Iteration 1F (2897.607100 sec): 3 clusters Score: Raw -807336.296296 + Penalty 2891.524530 = -804444.771766 nChanged 528 SP:Iteration 2F (2897.665708 sec): 3 clusters Score: Raw -807617.125223 + Penalty 2891.524530 = -804725.600694 nChanged 430 SP:Iteration 3F (2897.715914 sec): 3 clusters Score: Raw -807844.205052 + Penalty 2891.524530 = -804952.680522 nChanged 390 SP:Iteration 4F (2897.770651 sec): 3 clusters Score: Raw -808082.201529 + Penalty 2891.524530 = -805190.677000 nChanged 383 SP:Iteration 5F (2897.833968 sec): 3 clusters Score: Raw -808332.928216 + Penalty 2891.524530 = -805441.403686 nChanged 374 SP:Iteration 6F (2897.877904 sec): 3 clusters Score: Raw -808603.151502 + Penalty 2891.524530 = -805711.626972 nChanged 366 SP:Iteration 7F (2897.939324 sec): 3 clusters Score: Raw -808830.897906 + Penalty 2891.524530 = -805939.373376 nChanged 291 SP:Iteration 8Q (2897.982109 sec): 3 clusters Score: Raw -808995.125862 + Penalty 2891.524530 = -806103.601332 nChanged 251 SP:Iteration 9Q (2898.043764 sec): 3 clusters Score: Raw -809128.018297 + Penalty 2891.524530 = -806236.493767 nChanged 206 SP:Iteration 10Q (2898.094440 sec): 3 clusters Score: Raw -809227.061191 + Penalty 2891.524530 = -806335.536661 nChanged 197 SP:Iteration 11Q (2898.156724 sec): 3 clusters Score: Raw -809319.277364 + Penalty 2891.524530 = -806427.752834 nChanged 172 SP:Iteration 12Q (2898.212128 sec): 3 clusters Score: Raw -809402.300666 + Penalty 2891.524530 = -806510.776137 nChanged 151 SP:Iteration 13Q (2898.265427 sec): 3 clusters Score: Raw -809472.377402 + Penalty 2891.524530 = -806580.852872 nChanged 132 SP:Iteration 14Q (2898.313267 sec): 3 clusters Score: Raw -809531.168970 + Penalty 2891.524530 = -806639.644440 nChanged 120 SP:Iteration 15Q (2898.365748 sec): 3 clusters Score: Raw -809591.059592 + Penalty 2891.524530 = -806699.535062 nChanged 117 SP:Iteration 16Q (2898.420820 sec): 3 clusters Score: Raw -809656.443997 + Penalty 2891.524530 = -806764.919468 nChanged 99 SP:Iteration 17Q (2898.478452 sec): 3 clusters Score: Raw -809715.777491 + Penalty 2891.524530 = -806824.252961 nChanged 90 SP:Iteration 18Q (2898.526244 sec): 3 clusters Score: Raw -809774.474021 + Penalty 2891.524530 = -806882.949491 nChanged 86 SP:Iteration 19Q (2898.579322 sec): 3 clusters Score: Raw -809838.013102 + Penalty 2891.524530 = -806946.488572 nChanged 93 SP:Iteration 20F (2898.627700 sec): 3 clusters Score: Raw -809928.180733 + Penalty 2891.524530 = -807036.656203 nChanged 93 SP:Iteration 21Q (2898.689043 sec): 3 clusters Score: Raw -810039.029275 + Penalty 2891.524530 = -807147.504745 nChanged 95 SP:Iteration 22Q (2898.749454 sec): 3 clusters Score: Raw -810160.082248 + Penalty 2891.524530 = -807268.557718 nChanged 107 SP:Iteration 23Q (2898.793206 sec): 3 clusters Score: Raw -810283.561172 + Penalty 2891.524530 = -807392.036642 nChanged 102 SP:Iteration 24Q (2898.847649 sec): 3 clusters Score: Raw -810388.827253 + Penalty 2891.524530 = -807497.302723 nChanged 83 SP:Iteration 25Q (2898.902799 sec): 3 clusters Score: Raw -810483.771002 + Penalty 2891.524530 = -807592.246472 nChanged 92 SP:Iteration 26Q (2898.948028 sec): 3 clusters Score: Raw -810592.469433 + Penalty 2891.524530 = -807700.944903 nChanged 79 SP:Iteration 27Q (2899.016315 sec): 3 clusters Score: Raw -810677.965322 + Penalty 2891.524530 = -807786.440793 nChanged 73 SP:Iteration 28Q (2899.061576 sec): 3 clusters Score: Raw -810759.414465 + Penalty 2891.524530 = -807867.889935 nChanged 56 SP:Iteration 29Q (2899.111259 sec): 3 clusters Score: Raw -810818.173918 + Penalty 2891.524530 = -807926.649389 nChanged 59 SP:Iteration 30Q (2899.165671 sec): 3 clusters Score: Raw -810890.023300 + Penalty 2891.524530 = -807998.498771 nChanged 50 SP:Iteration 31Q (2899.220403 sec): 3 clusters Score: Raw -810929.521891 + Penalty 2891.524530 = -808037.997361 nChanged 39 SP:Iteration 32Q (2899.281054 sec): 3 clusters Score: Raw -810951.355797 + Penalty 2891.524530 = -808059.831268 nChanged 26 SP:Iteration 33Q (2899.332573 sec): 3 clusters Score: Raw -810963.871426 + Penalty 2891.524530 = -808072.346897 nChanged 21 SP:Iteration 34Q (2899.399330 sec): 3 clusters Score: Raw -810975.847623 + Penalty 2891.524530 = -808084.323093 nChanged 15 SP:Iteration 35Q (2899.451393 sec): 3 clusters Score: Raw -810981.821944 + Penalty 2891.524530 = -808090.297414 nChanged 7 SP:Iteration 36Q (2899.492049 sec): 3 clusters Score: Raw -810983.357619 + Penalty 2891.524530 = -808091.833089 nChanged 3 SP:Iteration 37Q (2899.553311 sec): 3 clusters Score: Raw -810983.949864 + Penalty 2891.524530 = -808092.425334 nChanged 1 SP:Iteration 38Q (2899.598947 sec): 3 clusters Score: Raw -810984.172995 + Penalty 2891.524530 = -808092.648466 nChanged 1 SP:Iteration 39Q (2899.659384 sec): 3 clusters Score: Raw -810984.309434 + Penalty 2891.524530 = -808092.784905 nChanged 2 SP:Iteration 40F (2899.722032 sec): 3 clusters Score: Raw -811000.703795 + Penalty 2891.524530 = -808109.179266 nChanged 5 SP:Iteration 41Q (2899.773694 sec): 3 clusters Score: Raw -811003.674738 + Penalty 2891.524530 = -808112.150208 nChanged 0 SP:Iteration 42F (2899.828961 sec): 3 clusters Score: Raw -811003.674738 + Penalty 2891.524530 = -808112.150208 nChanged 0 Trying to split cluster 17 (9942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2899.863728 sec): 2 clusters Score: Raw -1178170.956249 + Penalty 1495.735067 = -1176675.221182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2899.921065 sec): 3 clusters Score: Raw -1172621.018817 + Penalty 2991.470133 = -1169629.548684 nChanged 4277 SP:Iteration 1F (2899.973569 sec): 3 clusters Score: Raw -1174909.787902 + Penalty 2991.470133 = -1171918.317769 nChanged 578 SP:Iteration 2F (2900.032639 sec): 3 clusters Score: Raw -1175178.881991 + Penalty 2991.470133 = -1172187.411858 nChanged 503 SP:Iteration 3F (2900.090094 sec): 3 clusters Score: Raw -1175398.158169 + Penalty 2991.470133 = -1172406.688036 nChanged 468 SP:Iteration 4Q (2900.152535 sec): 3 clusters Score: Raw -1175591.522548 + Penalty 2991.470133 = -1172600.052415 nChanged 397 SP:Iteration 5Q (2900.206295 sec): 3 clusters Score: Raw -1175766.885513 + Penalty 2991.470133 = -1172775.415380 nChanged 405 SP:Iteration 6Q (2900.274990 sec): 3 clusters Score: Raw -1175982.943241 + Penalty 2991.470133 = -1172991.473108 nChanged 413 SP:Iteration 7Q (2900.334134 sec): 3 clusters Score: Raw -1176200.749595 + Penalty 2991.470133 = -1173209.279462 nChanged 395 SP:Iteration 8Q (2900.393556 sec): 3 clusters Score: Raw -1176412.048790 + Penalty 2991.470133 = -1173420.578656 nChanged 357 SP:Iteration 9Q (2900.451981 sec): 3 clusters Score: Raw -1176592.276907 + Penalty 2991.470133 = -1173600.806773 nChanged 344 SP:Iteration 10Q (2900.514269 sec): 3 clusters Score: Raw -1176780.406262 + Penalty 2991.470133 = -1173788.936129 nChanged 292 SP:Iteration 11Q (2900.570782 sec): 3 clusters Score: Raw -1176928.479165 + Penalty 2991.470133 = -1173937.009032 nChanged 267 SP:Iteration 12Q (2900.646384 sec): 3 clusters Score: Raw -1177050.671411 + Penalty 2991.470133 = -1174059.201278 nChanged 256 SP:Iteration 13Q (2900.694417 sec): 3 clusters Score: Raw -1177163.830939 + Penalty 2991.470133 = -1174172.360806 nChanged 209 SP:Iteration 14Q (2900.754483 sec): 3 clusters Score: Raw -1177238.661337 + Penalty 2991.470133 = -1174247.191204 nChanged 156 SP:Iteration 15Q (2900.826215 sec): 3 clusters Score: Raw -1177284.134540 + Penalty 2991.470133 = -1174292.664407 nChanged 109 SP:Iteration 16Q (2900.884307 sec): 3 clusters Score: Raw -1177317.034528 + Penalty 2991.470133 = -1174325.564395 nChanged 98 SP:Iteration 17Q (2900.936082 sec): 3 clusters Score: Raw -1177341.222660 + Penalty 2991.470133 = -1174349.752527 nChanged 72 SP:Iteration 18Q (2901.002062 sec): 3 clusters Score: Raw -1177360.450783 + Penalty 2991.470133 = -1174368.980650 nChanged 63 SP:Iteration 19Q (2901.052783 sec): 3 clusters Score: Raw -1177374.455494 + Penalty 2991.470133 = -1174382.985361 nChanged 49 SP:Iteration 20F (2901.116959 sec): 3 clusters Score: Raw -1177385.237670 + Penalty 2991.470133 = -1174393.767537 nChanged 58 SP:Iteration 21Q (2901.175746 sec): 3 clusters Score: Raw -1177399.508305 + Penalty 2991.470133 = -1174408.038171 nChanged 65 SP:Iteration 22Q (2901.244821 sec): 3 clusters Score: Raw -1177414.351079 + Penalty 2991.470133 = -1174422.880946 nChanged 66 SP:Iteration 23Q (2901.293993 sec): 3 clusters Score: Raw -1177429.834451 + Penalty 2991.470133 = -1174438.364318 nChanged 65 SP:Iteration 24Q (2901.343794 sec): 3 clusters Score: Raw -1177446.180675 + Penalty 2991.470133 = -1174454.710542 nChanged 70 SP:Iteration 25Q (2901.401623 sec): 3 clusters Score: Raw -1177464.583167 + Penalty 2991.470133 = -1174473.113034 nChanged 70 SP:Iteration 26Q (2901.460291 sec): 3 clusters Score: Raw -1177481.269227 + Penalty 2991.470133 = -1174489.799094 nChanged 67 SP:Iteration 27Q (2901.519914 sec): 3 clusters Score: Raw -1177498.727938 + Penalty 2991.470133 = -1174507.257805 nChanged 65 SP:Iteration 28Q (2901.587408 sec): 3 clusters Score: Raw -1177514.806198 + Penalty 2991.470133 = -1174523.336065 nChanged 63 SP:Iteration 29Q (2901.641668 sec): 3 clusters Score: Raw -1177532.731910 + Penalty 2991.470133 = -1174541.261777 nChanged 68 SP:Iteration 30Q (2901.709566 sec): 3 clusters Score: Raw -1177552.136439 + Penalty 2991.470133 = -1174560.666306 nChanged 72 SP:Iteration 31Q (2901.760826 sec): 3 clusters Score: Raw -1177572.332282 + Penalty 2991.470133 = -1174580.862149 nChanged 67 SP:Iteration 32Q (2901.832765 sec): 3 clusters Score: Raw -1177593.708649 + Penalty 2991.470133 = -1174602.238516 nChanged 65 SP:Iteration 33Q (2901.891613 sec): 3 clusters Score: Raw -1177612.066268 + Penalty 2991.470133 = -1174620.596135 nChanged 66 SP:Iteration 34Q (2901.939038 sec): 3 clusters Score: Raw -1177629.166454 + Penalty 2991.470133 = -1174637.696321 nChanged 56 SP:Iteration 35Q (2902.009298 sec): 3 clusters Score: Raw -1177647.942063 + Penalty 2991.470133 = -1174656.471930 nChanged 69 SP:Iteration 36Q (2902.064341 sec): 3 clusters Score: Raw -1177668.871180 + Penalty 2991.470133 = -1174677.401047 nChanged 77 SP:Iteration 37Q (2902.114920 sec): 3 clusters Score: Raw -1177692.463941 + Penalty 2991.470133 = -1174700.993808 nChanged 73 SP:Iteration 38Q (2902.176353 sec): 3 clusters Score: Raw -1177710.214527 + Penalty 2991.470133 = -1174718.744394 nChanged 71 SP:Iteration 39Q (2902.241577 sec): 3 clusters Score: Raw -1177731.277180 + Penalty 2991.470133 = -1174739.807047 nChanged 58 SP:Iteration 40F (2902.299326 sec): 3 clusters Score: Raw -1177746.270800 + Penalty 2991.470133 = -1174754.800667 nChanged 51 SP:Iteration 41Q (2902.351690 sec): 3 clusters Score: Raw -1177760.143707 + Penalty 2991.470133 = -1174768.673574 nChanged 50 SP:Iteration 42Q (2902.410714 sec): 3 clusters Score: Raw -1177772.021099 + Penalty 2991.470133 = -1174780.550966 nChanged 41 SP:Iteration 43Q (2902.464156 sec): 3 clusters Score: Raw -1177782.981488 + Penalty 2991.470133 = -1174791.511355 nChanged 46 SP:Iteration 44Q (2902.529543 sec): 3 clusters Score: Raw -1177795.756101 + Penalty 2991.470133 = -1174804.285968 nChanged 58 SP:Iteration 45Q (2902.579958 sec): 3 clusters Score: Raw -1177813.084226 + Penalty 2991.470133 = -1174821.614093 nChanged 49 SP:Iteration 46Q (2902.650798 sec): 3 clusters Score: Raw -1177827.707130 + Penalty 2991.470133 = -1174836.236997 nChanged 46 SP:Iteration 47Q (2902.712276 sec): 3 clusters Score: Raw -1177840.284890 + Penalty 2991.470133 = -1174848.814757 nChanged 54 SP:Iteration 48Q (2902.759902 sec): 3 clusters Score: Raw -1177856.589551 + Penalty 2991.470133 = -1174865.119418 nChanged 54 SP:Iteration 49Q (2902.822325 sec): 3 clusters Score: Raw -1177872.220425 + Penalty 2991.470133 = -1174880.750292 nChanged 48 SP:Iteration 50Q (2902.892772 sec): 3 clusters Score: Raw -1177887.141784 + Penalty 2991.470133 = -1174895.671651 nChanged 58 SP:Iteration 51Q (2902.948735 sec): 3 clusters Score: Raw -1177905.651664 + Penalty 2991.470133 = -1174914.181530 nChanged 54 SP:Iteration 52Q (2902.996911 sec): 3 clusters Score: Raw -1177925.015732 + Penalty 2991.470133 = -1174933.545599 nChanged 55 SP:Iteration 53Q (2903.069517 sec): 3 clusters Score: Raw -1177944.222689 + Penalty 2991.470133 = -1174952.752556 nChanged 48 SP:Iteration 54Q (2903.125491 sec): 3 clusters Score: Raw -1177959.717559 + Penalty 2991.470133 = -1174968.247426 nChanged 45 SP:Iteration 55Q (2903.176954 sec): 3 clusters Score: Raw -1177976.038859 + Penalty 2991.470133 = -1174984.568725 nChanged 43 SP:Iteration 56Q (2903.241008 sec): 3 clusters Score: Raw -1177995.194503 + Penalty 2991.470133 = -1175003.724370 nChanged 46 SP:Iteration 57Q (2903.298831 sec): 3 clusters Score: Raw -1178012.672126 + Penalty 2991.470133 = -1175021.201993 nChanged 37 SP:Iteration 58Q (2903.357126 sec): 3 clusters Score: Raw -1178026.477351 + Penalty 2991.470133 = -1175035.007218 nChanged 36 SP:Iteration 59Q (2903.417360 sec): 3 clusters Score: Raw -1178043.492195 + Penalty 2991.470133 = -1175052.022062 nChanged 37 SP:Iteration 60F (2903.469500 sec): 3 clusters Score: Raw -1178057.741348 + Penalty 2991.470133 = -1175066.271215 nChanged 33 SP:Iteration 61Q (2903.526298 sec): 3 clusters Score: Raw -1178067.738762 + Penalty 2991.470133 = -1175076.268629 nChanged 30 SP:Iteration 62Q (2903.587323 sec): 3 clusters Score: Raw -1178076.382482 + Penalty 2991.470133 = -1175084.912349 nChanged 38 SP:Iteration 63Q (2903.653501 sec): 3 clusters Score: Raw -1178090.701667 + Penalty 2991.470133 = -1175099.231534 nChanged 36 SP:Iteration 64Q (2903.706636 sec): 3 clusters Score: Raw -1178103.293131 + Penalty 2991.470133 = -1175111.822998 nChanged 29 SP:Iteration 65Q (2903.765598 sec): 3 clusters Score: Raw -1178115.011381 + Penalty 2991.470133 = -1175123.541248 nChanged 34 SP:Iteration 66Q (2903.821295 sec): 3 clusters Score: Raw -1178128.256135 + Penalty 2991.470133 = -1175136.786002 nChanged 35 SP:Iteration 67Q (2903.891252 sec): 3 clusters Score: Raw -1178140.825877 + Penalty 2991.470133 = -1175149.355744 nChanged 25 SP:Iteration 68Q (2903.950514 sec): 3 clusters Score: Raw -1178151.076751 + Penalty 2991.470133 = -1175159.606618 nChanged 33 SP:Iteration 69Q (2904.006371 sec): 3 clusters Score: Raw -1178167.925940 + Penalty 2991.470133 = -1175176.455807 nChanged 37 SP:Iteration 70Q (2904.065191 sec): 3 clusters Score: Raw -1178182.836949 + Penalty 2991.470133 = -1175191.366816 nChanged 37 SP:Iteration 71Q (2904.128658 sec): 3 clusters Score: Raw -1178199.960026 + Penalty 2991.470133 = -1175208.489893 nChanged 36 SP:Iteration 72Q (2904.188004 sec): 3 clusters Score: Raw -1178215.881403 + Penalty 2991.470133 = -1175224.411270 nChanged 31 SP:Iteration 73Q (2904.232812 sec): 3 clusters Score: Raw -1178230.760958 + Penalty 2991.470133 = -1175239.290825 nChanged 28 SP:Iteration 74Q (2904.285057 sec): 3 clusters Score: Raw -1178243.606143 + Penalty 2991.470133 = -1175252.136010 nChanged 19 SP:Iteration 75Q (2904.341666 sec): 3 clusters Score: Raw -1178253.804564 + Penalty 2991.470133 = -1175262.334431 nChanged 19 SP:Iteration 76Q (2904.394685 sec): 3 clusters Score: Raw -1178263.589763 + Penalty 2991.470133 = -1175272.119630 nChanged 10 SP:Iteration 77Q (2904.450280 sec): 3 clusters Score: Raw -1178269.858993 + Penalty 2991.470133 = -1175278.388859 nChanged 12 SP:Iteration 78Q (2904.506832 sec): 3 clusters Score: Raw -1178276.115291 + Penalty 2991.470133 = -1175284.645157 nChanged 20 SP:Iteration 79Q (2904.574635 sec): 3 clusters Score: Raw -1178286.161184 + Penalty 2991.470133 = -1175294.691051 nChanged 12 SP:Iteration 80F (2904.633777 sec): 3 clusters Score: Raw -1178292.872349 + Penalty 2991.470133 = -1175301.402216 nChanged 16 SP:Iteration 81Q (2904.692426 sec): 3 clusters Score: Raw -1178301.825984 + Penalty 2991.470133 = -1175310.355851 nChanged 11 SP:Iteration 82Q (2904.749953 sec): 3 clusters Score: Raw -1178307.653819 + Penalty 2991.470133 = -1175316.183685 nChanged 17 SP:Iteration 83Q (2904.810112 sec): 3 clusters Score: Raw -1178316.225642 + Penalty 2991.470133 = -1175324.755509 nChanged 13 SP:Iteration 84Q (2904.861516 sec): 3 clusters Score: Raw -1178322.201496 + Penalty 2991.470133 = -1175330.731362 nChanged 10 SP:Iteration 85Q (2904.914410 sec): 3 clusters Score: Raw -1178326.978740 + Penalty 2991.470133 = -1175335.508606 nChanged 13 SP:Iteration 86Q (2904.976932 sec): 3 clusters Score: Raw -1178332.530690 + Penalty 2991.470133 = -1175341.060557 nChanged 10 SP:Iteration 87Q (2905.036888 sec): 3 clusters Score: Raw -1178337.233913 + Penalty 2991.470133 = -1175345.763779 nChanged 7 SP:Iteration 88Q (2905.101885 sec): 3 clusters Score: Raw -1178341.388801 + Penalty 2991.470133 = -1175349.918668 nChanged 8 SP:Iteration 89Q (2905.157754 sec): 3 clusters Score: Raw -1178344.821620 + Penalty 2991.470133 = -1175353.351487 nChanged 6 SP:Iteration 90Q (2905.216366 sec): 3 clusters Score: Raw -1178347.682338 + Penalty 2991.470133 = -1175356.212205 nChanged 6 SP:Iteration 91Q (2905.275672 sec): 3 clusters Score: Raw -1178349.814011 + Penalty 2991.470133 = -1175358.343878 nChanged 2 SP:Iteration 92Q (2905.334576 sec): 3 clusters Score: Raw -1178350.277118 + Penalty 2991.470133 = -1175358.806985 nChanged 2 SP:Iteration 93Q (2905.387202 sec): 3 clusters Score: Raw -1178350.893877 + Penalty 2991.470133 = -1175359.423744 nChanged 1 SP:Iteration 94Q (2905.452757 sec): 3 clusters Score: Raw -1178351.136800 + Penalty 2991.470133 = -1175359.666667 nChanged 1 SP:Iteration 95Q (2905.510985 sec): 3 clusters Score: Raw -1178351.271277 + Penalty 2991.470133 = -1175359.801144 nChanged 2 SP:Iteration 96Q (2905.564234 sec): 3 clusters Score: Raw -1178351.467825 + Penalty 2991.470133 = -1175359.997692 nChanged 0 SP:Iteration 97F (2905.633559 sec): 3 clusters Score: Raw -1178351.467825 + Penalty 2991.470133 = -1175359.997692 nChanged 0 Trying to split cluster 18 (1979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2905.651956 sec): 2 clusters Score: Raw -251984.614607 + Penalty 1233.431379 = -250751.183228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2905.707433 sec): 3 clusters Score: Raw -251164.647821 + Penalty 2466.862757 = -248697.785064 nChanged 689 SP:Iteration 1F (2905.754463 sec): 3 clusters Score: Raw -251668.568189 + Penalty 2466.862757 = -249201.705432 nChanged 200 SP:Iteration 2F (2905.789296 sec): 3 clusters Score: Raw -251857.768997 + Penalty 2466.862757 = -249390.906239 nChanged 127 SP:Iteration 3F (2905.840937 sec): 3 clusters Score: Raw -251999.666739 + Penalty 2466.862757 = -249532.803982 nChanged 102 SP:Iteration 4F (2905.890761 sec): 3 clusters Score: Raw -252113.578937 + Penalty 2466.862757 = -249646.716180 nChanged 67 SP:Iteration 5Q (2905.928945 sec): 3 clusters Score: Raw -252186.711253 + Penalty 2466.862757 = -249719.848495 nChanged 65 SP:Iteration 6Q (2905.959126 sec): 3 clusters Score: Raw -252264.251703 + Penalty 2466.862757 = -249797.388946 nChanged 65 SP:Iteration 7Q (2905.995602 sec): 3 clusters Score: Raw -252367.815541 + Penalty 2466.862757 = -249900.952784 nChanged 72 SP:Iteration 8Q (2906.038754 sec): 3 clusters Score: Raw -252485.739913 + Penalty 2466.862757 = -250018.877156 nChanged 61 SP:Iteration 9Q (2906.092616 sec): 3 clusters Score: Raw -252555.288687 + Penalty 2466.862757 = -250088.425930 nChanged 32 SP:Iteration 10Q (2906.126640 sec): 3 clusters Score: Raw -252591.100371 + Penalty 2466.862757 = -250124.237614 nChanged 33 SP:Iteration 11Q (2906.173884 sec): 3 clusters Score: Raw -252618.230473 + Penalty 2466.862757 = -250151.367716 nChanged 19 SP:Iteration 12Q (2906.213650 sec): 3 clusters Score: Raw -252628.950309 + Penalty 2466.862757 = -250162.087552 nChanged 5 SP:Iteration 13Q (2906.257144 sec): 3 clusters Score: Raw -252630.976467 + Penalty 2466.862757 = -250164.113710 nChanged 7 SP:Iteration 14Q (2906.302045 sec): 3 clusters Score: Raw -252635.187613 + Penalty 2466.862757 = -250168.324856 nChanged 5 SP:Iteration 15Q (2906.335813 sec): 3 clusters Score: Raw -252637.098980 + Penalty 2466.862757 = -250170.236222 nChanged 5 SP:Iteration 16Q (2906.380168 sec): 3 clusters Score: Raw -252638.636091 + Penalty 2466.862757 = -250171.773333 nChanged 2 SP:Iteration 17Q (2906.421415 sec): 3 clusters Score: Raw -252639.681647 + Penalty 2466.862757 = -250172.818890 nChanged 1 SP:Iteration 18Q (2906.475370 sec): 3 clusters Score: Raw -252640.197846 + Penalty 2466.862757 = -250173.335089 nChanged 0 SP:Iteration 19F (2906.524266 sec): 3 clusters Score: Raw -252640.197846 + Penalty 2466.862757 = -250173.335089 nChanged 0 Trying to split cluster 19 (1888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2906.548666 sec): 2 clusters Score: Raw -208378.739434 + Penalty 1225.781919 = -207152.957515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2906.585896 sec): 3 clusters Score: Raw -207612.342532 + Penalty 2451.563838 = -205160.778695 nChanged 633 SP:Iteration 1F (2906.631846 sec): 3 clusters Score: Raw -208067.565965 + Penalty 2451.563838 = -205616.002127 nChanged 146 SP:Iteration 2F (2906.690909 sec): 3 clusters Score: Raw -208186.080840 + Penalty 2451.563838 = -205734.517003 nChanged 102 SP:Iteration 3F (2906.738239 sec): 3 clusters Score: Raw -208277.732126 + Penalty 2451.563838 = -205826.168288 nChanged 83 SP:Iteration 4Q (2906.786919 sec): 3 clusters Score: Raw -208342.393088 + Penalty 2451.563838 = -205890.829250 nChanged 59 SP:Iteration 5Q (2906.825605 sec): 3 clusters Score: Raw -208385.104127 + Penalty 2451.563838 = -205933.540289 nChanged 45 SP:Iteration 6Q (2906.889514 sec): 3 clusters Score: Raw -208416.220893 + Penalty 2451.563838 = -205964.657056 nChanged 45 SP:Iteration 7Q (2906.937565 sec): 3 clusters Score: Raw -208442.535952 + Penalty 2451.563838 = -205990.972114 nChanged 28 SP:Iteration 8Q (2906.987682 sec): 3 clusters Score: Raw -208457.765600 + Penalty 2451.563838 = -206006.201763 nChanged 27 SP:Iteration 9Q (2907.021197 sec): 3 clusters Score: Raw -208476.602885 + Penalty 2451.563838 = -206025.039047 nChanged 27 SP:Iteration 10Q (2907.073208 sec): 3 clusters Score: Raw -208498.566392 + Penalty 2451.563838 = -206047.002555 nChanged 23 SP:Iteration 11Q (2907.124747 sec): 3 clusters Score: Raw -208520.422611 + Penalty 2451.563838 = -206068.858773 nChanged 27 SP:Iteration 12Q (2907.174705 sec): 3 clusters Score: Raw -208544.320510 + Penalty 2451.563838 = -206092.756672 nChanged 26 SP:Iteration 13Q (2907.229126 sec): 3 clusters Score: Raw -208565.510060 + Penalty 2451.563838 = -206113.946223 nChanged 28 SP:Iteration 14Q (2907.274202 sec): 3 clusters Score: Raw -208587.907722 + Penalty 2451.563838 = -206136.343885 nChanged 23 SP:Iteration 15Q (2907.326869 sec): 3 clusters Score: Raw -208606.007879 + Penalty 2451.563838 = -206154.444041 nChanged 20 SP:Iteration 16Q (2907.376742 sec): 3 clusters Score: Raw -208622.691424 + Penalty 2451.563838 = -206171.127586 nChanged 19 SP:Iteration 17Q (2907.435719 sec): 3 clusters Score: Raw -208635.804970 + Penalty 2451.563838 = -206184.241132 nChanged 14 SP:Iteration 18Q (2907.481512 sec): 3 clusters Score: Raw -208645.299779 + Penalty 2451.563838 = -206193.735942 nChanged 20 SP:Iteration 19Q (2907.537518 sec): 3 clusters Score: Raw -208663.448581 + Penalty 2451.563838 = -206211.884743 nChanged 20 SP:Iteration 20F (2907.574814 sec): 3 clusters Score: Raw -208685.469380 + Penalty 2451.563838 = -206233.905543 nChanged 26 SP:Iteration 21Q (2907.630648 sec): 3 clusters Score: Raw -208706.878250 + Penalty 2451.563838 = -206255.314413 nChanged 20 SP:Iteration 22Q (2907.684501 sec): 3 clusters Score: Raw -208719.487352 + Penalty 2451.563838 = -206267.923514 nChanged 19 SP:Iteration 23Q (2907.735117 sec): 3 clusters Score: Raw -208732.413842 + Penalty 2451.563838 = -206280.850004 nChanged 17 SP:Iteration 24Q (2907.785584 sec): 3 clusters Score: Raw -208742.277117 + Penalty 2451.563838 = -206290.713279 nChanged 17 SP:Iteration 25Q (2907.827454 sec): 3 clusters Score: Raw -208753.944799 + Penalty 2451.563838 = -206302.380961 nChanged 15 SP:Iteration 26Q (2907.869686 sec): 3 clusters Score: Raw -208765.211373 + Penalty 2451.563838 = -206313.647535 nChanged 13 SP:Iteration 27Q (2907.917496 sec): 3 clusters Score: Raw -208775.495754 + Penalty 2451.563838 = -206323.931916 nChanged 14 SP:Iteration 28Q (2907.958428 sec): 3 clusters Score: Raw -208785.417851 + Penalty 2451.563838 = -206333.854013 nChanged 12 SP:Iteration 29Q (2908.007721 sec): 3 clusters Score: Raw -208791.926965 + Penalty 2451.563838 = -206340.363128 nChanged 6 SP:Iteration 30Q (2908.068903 sec): 3 clusters Score: Raw -208795.475952 + Penalty 2451.563838 = -206343.912114 nChanged 2 SP:Iteration 31Q (2908.109941 sec): 3 clusters Score: Raw -208797.451616 + Penalty 2451.563838 = -206345.887778 nChanged 2 SP:Iteration 32Q (2908.171936 sec): 3 clusters Score: Raw -208798.184987 + Penalty 2451.563838 = -206346.621149 nChanged 0 SP:Iteration 33F (2908.215624 sec): 3 clusters Score: Raw -208798.184987 + Penalty 2451.563838 = -206346.621149 nChanged 0 Trying to split cluster 20 (1707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2908.244324 sec): 2 clusters Score: Raw -202292.581854 + Penalty 1209.405067 = -201083.176787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2908.281545 sec): 3 clusters Score: Raw -201599.287567 + Penalty 2418.810135 = -199180.477432 nChanged 565 SP:Iteration 1F (2908.328780 sec): 3 clusters Score: Raw -201941.746583 + Penalty 2418.810135 = -199522.936449 nChanged 113 SP:Iteration 2F (2908.387665 sec): 3 clusters Score: Raw -202031.892013 + Penalty 2418.810135 = -199613.081878 nChanged 80 SP:Iteration 3Q (2908.432052 sec): 3 clusters Score: Raw -202091.001532 + Penalty 2418.810135 = -199672.191397 nChanged 58 SP:Iteration 4Q (2908.471046 sec): 3 clusters Score: Raw -202126.694349 + Penalty 2418.810135 = -199707.884214 nChanged 40 SP:Iteration 5Q (2908.507708 sec): 3 clusters Score: Raw -202153.977930 + Penalty 2418.810135 = -199735.167796 nChanged 32 SP:Iteration 6Q (2908.565119 sec): 3 clusters Score: Raw -202173.333866 + Penalty 2418.810135 = -199754.523731 nChanged 23 SP:Iteration 7Q (2908.607318 sec): 3 clusters Score: Raw -202188.578546 + Penalty 2418.810135 = -199769.768411 nChanged 21 SP:Iteration 8Q (2908.638379 sec): 3 clusters Score: Raw -202199.464755 + Penalty 2418.810135 = -199780.654620 nChanged 9 SP:Iteration 9Q (2908.672726 sec): 3 clusters Score: Raw -202204.537408 + Penalty 2418.810135 = -199785.727273 nChanged 10 SP:Iteration 10Q (2908.703516 sec): 3 clusters Score: Raw -202210.955619 + Penalty 2418.810135 = -199792.145484 nChanged 12 SP:Iteration 11Q (2908.747228 sec): 3 clusters Score: Raw -202217.667503 + Penalty 2418.810135 = -199798.857368 nChanged 9 SP:Iteration 12Q (2908.791071 sec): 3 clusters Score: Raw -202222.328445 + Penalty 2418.810135 = -199803.518310 nChanged 12 SP:Iteration 13Q (2908.837599 sec): 3 clusters Score: Raw -202232.667907 + Penalty 2418.810135 = -199813.857772 nChanged 15 SP:Iteration 14Q (2908.891945 sec): 3 clusters Score: Raw -202241.219443 + Penalty 2418.810135 = -199822.409309 nChanged 11 SP:Iteration 15Q (2908.929899 sec): 3 clusters Score: Raw -202246.105877 + Penalty 2418.810135 = -199827.295742 nChanged 7 SP:Iteration 16Q (2908.964033 sec): 3 clusters Score: Raw -202249.732511 + Penalty 2418.810135 = -199830.922376 nChanged 7 SP:Iteration 17Q (2908.999735 sec): 3 clusters Score: Raw -202254.054021 + Penalty 2418.810135 = -199835.243886 nChanged 3 SP:Iteration 18Q (2909.035125 sec): 3 clusters Score: Raw -202256.551592 + Penalty 2418.810135 = -199837.741457 nChanged 4 SP:Iteration 19Q (2909.089341 sec): 3 clusters Score: Raw -202258.000911 + Penalty 2418.810135 = -199839.190776 nChanged 0 SP:Iteration 20F (2909.135788 sec): 3 clusters Score: Raw -202258.000911 + Penalty 2418.810135 = -199839.190776 nChanged 0 Trying to split cluster 21 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2909.163276 sec): 2 clusters Score: Raw -297919.576372 + Penalty 1268.852496 = -296650.723876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2909.203436 sec): 3 clusters Score: Raw -296789.273892 + Penalty 2537.704991 = -294251.568901 nChanged 902 SP:Iteration 1F (2909.248977 sec): 3 clusters Score: Raw -297370.351110 + Penalty 2537.704991 = -294832.646119 nChanged 225 SP:Iteration 2F (2909.294121 sec): 3 clusters Score: Raw -297542.885738 + Penalty 2537.704991 = -295005.180747 nChanged 145 SP:Iteration 3F (2909.344244 sec): 3 clusters Score: Raw -297656.137307 + Penalty 2537.704991 = -295118.432315 nChanged 99 SP:Iteration 4Q (2909.393615 sec): 3 clusters Score: Raw -297722.310125 + Penalty 2537.704991 = -295184.605134 nChanged 74 SP:Iteration 5Q (2909.444528 sec): 3 clusters Score: Raw -297772.281663 + Penalty 2537.704991 = -295234.576672 nChanged 80 SP:Iteration 6Q (2909.494750 sec): 3 clusters Score: Raw -297833.399534 + Penalty 2537.704991 = -295295.694542 nChanged 64 SP:Iteration 7Q (2909.537670 sec): 3 clusters Score: Raw -297872.361975 + Penalty 2537.704991 = -295334.656984 nChanged 57 SP:Iteration 8Q (2909.589192 sec): 3 clusters Score: Raw -297914.302166 + Penalty 2537.704991 = -295376.597174 nChanged 53 SP:Iteration 9Q (2909.644957 sec): 3 clusters Score: Raw -297946.205269 + Penalty 2537.704991 = -295408.500277 nChanged 45 SP:Iteration 10Q (2909.684019 sec): 3 clusters Score: Raw -297977.509069 + Penalty 2537.704991 = -295439.804078 nChanged 54 SP:Iteration 11Q (2909.727791 sec): 3 clusters Score: Raw -298011.015295 + Penalty 2537.704991 = -295473.310304 nChanged 48 SP:Iteration 12Q (2909.775861 sec): 3 clusters Score: Raw -298039.274796 + Penalty 2537.704991 = -295501.569805 nChanged 53 SP:Iteration 13Q (2909.829138 sec): 3 clusters Score: Raw -298068.996610 + Penalty 2537.704991 = -295531.291619 nChanged 36 SP:Iteration 14Q (2909.866354 sec): 3 clusters Score: Raw -298088.555841 + Penalty 2537.704991 = -295550.850849 nChanged 35 SP:Iteration 15Q (2909.914778 sec): 3 clusters Score: Raw -298113.705818 + Penalty 2537.704991 = -295576.000826 nChanged 39 SP:Iteration 16Q (2909.958403 sec): 3 clusters Score: Raw -298138.762829 + Penalty 2537.704991 = -295601.057837 nChanged 31 SP:Iteration 17Q (2910.000838 sec): 3 clusters Score: Raw -298159.096511 + Penalty 2537.704991 = -295621.391520 nChanged 39 SP:Iteration 18Q (2910.047282 sec): 3 clusters Score: Raw -298193.383437 + Penalty 2537.704991 = -295655.678446 nChanged 43 SP:Iteration 19Q (2910.091277 sec): 3 clusters Score: Raw -298225.402365 + Penalty 2537.704991 = -295687.697374 nChanged 43 SP:Iteration 20F (2910.148578 sec): 3 clusters Score: Raw -298255.255765 + Penalty 2537.704991 = -295717.550774 nChanged 35 SP:Iteration 21Q (2910.199588 sec): 3 clusters Score: Raw -298275.853365 + Penalty 2537.704991 = -295738.148374 nChanged 30 SP:Iteration 22Q (2910.248494 sec): 3 clusters Score: Raw -298292.224715 + Penalty 2537.704991 = -295754.519724 nChanged 26 SP:Iteration 23Q (2910.288823 sec): 3 clusters Score: Raw -298304.588693 + Penalty 2537.704991 = -295766.883702 nChanged 23 SP:Iteration 24Q (2910.339048 sec): 3 clusters Score: Raw -298314.859125 + Penalty 2537.704991 = -295777.154134 nChanged 19 SP:Iteration 25Q (2910.385151 sec): 3 clusters Score: Raw -298325.922046 + Penalty 2537.704991 = -295788.217055 nChanged 15 SP:Iteration 26Q (2910.435965 sec): 3 clusters Score: Raw -298332.004697 + Penalty 2537.704991 = -295794.299705 nChanged 11 SP:Iteration 27Q (2910.477444 sec): 3 clusters Score: Raw -298336.773365 + Penalty 2537.704991 = -295799.068374 nChanged 8 SP:Iteration 28Q (2910.521064 sec): 3 clusters Score: Raw -298340.271717 + Penalty 2537.704991 = -295802.566725 nChanged 7 SP:Iteration 29Q (2910.569087 sec): 3 clusters Score: Raw -298342.516103 + Penalty 2537.704991 = -295804.811111 nChanged 6 SP:Iteration 30Q (2910.613213 sec): 3 clusters Score: Raw -298345.889311 + Penalty 2537.704991 = -295808.184319 nChanged 5 SP:Iteration 31Q (2910.657317 sec): 3 clusters Score: Raw -298348.153726 + Penalty 2537.704991 = -295810.448735 nChanged 4 SP:Iteration 32Q (2910.712204 sec): 3 clusters Score: Raw -298348.872890 + Penalty 2537.704991 = -295811.167898 nChanged 1 SP:Iteration 33Q (2910.751738 sec): 3 clusters Score: Raw -298349.235741 + Penalty 2537.704991 = -295811.530750 nChanged 1 SP:Iteration 34Q (2910.791821 sec): 3 clusters Score: Raw -298349.394201 + Penalty 2537.704991 = -295811.689209 nChanged 1 SP:Iteration 35Q (2910.845240 sec): 3 clusters Score: Raw -298349.862419 + Penalty 2537.704991 = -295812.157427 nChanged 1 SP:Iteration 36Q (2910.892787 sec): 3 clusters Score: Raw -298349.999503 + Penalty 2537.704991 = -295812.294512 nChanged 1 SP:Iteration 37Q (2910.929277 sec): 3 clusters Score: Raw -298350.392540 + Penalty 2537.704991 = -295812.687549 nChanged 1 SP:Iteration 38Q (2910.978970 sec): 3 clusters Score: Raw -298350.769196 + Penalty 2537.704991 = -295813.064204 nChanged 0 SP:Iteration 39F (2911.026325 sec): 3 clusters Score: Raw -298350.769196 + Penalty 2537.704991 = -295813.064204 nChanged 0 Trying to split cluster 22 (982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2911.050442 sec): 2 clusters Score: Raw -109214.622566 + Penalty 1119.558588 = -108095.063978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2911.083907 sec): 3 clusters Score: Raw -108926.256815 + Penalty 2239.117175 = -106687.139640 nChanged 289 SP:Iteration 1F (2911.128569 sec): 3 clusters Score: Raw -109223.127454 + Penalty 2239.117175 = -106984.010279 nChanged 89 SP:Iteration 2F (2911.180600 sec): 3 clusters Score: Raw -109350.601300 + Penalty 2239.117175 = -107111.484124 nChanged 51 SP:Iteration 3F (2911.216955 sec): 3 clusters Score: Raw -109415.323472 + Penalty 2239.117175 = -107176.206297 nChanged 39 SP:Iteration 4Q (2911.256238 sec): 3 clusters Score: Raw -109497.190579 + Penalty 2239.117175 = -107258.073404 nChanged 45 SP:Iteration 5Q (2911.301597 sec): 3 clusters Score: Raw -109564.718549 + Penalty 2239.117175 = -107325.601373 nChanged 34 SP:Iteration 6Q (2911.331954 sec): 3 clusters Score: Raw -109625.765434 + Penalty 2239.117175 = -107386.648258 nChanged 27 SP:Iteration 7Q (2911.362014 sec): 3 clusters Score: Raw -109666.467534 + Penalty 2239.117175 = -107427.350358 nChanged 27 SP:Iteration 8Q (2911.403180 sec): 3 clusters Score: Raw -109708.820073 + Penalty 2239.117175 = -107469.702898 nChanged 26 SP:Iteration 9Q (2911.445882 sec): 3 clusters Score: Raw -109740.047133 + Penalty 2239.117175 = -107500.929958 nChanged 20 SP:Iteration 10Q (2911.491646 sec): 3 clusters Score: Raw -109766.842611 + Penalty 2239.117175 = -107527.725436 nChanged 15 SP:Iteration 11Q (2911.547656 sec): 3 clusters Score: Raw -109791.028031 + Penalty 2239.117175 = -107551.910856 nChanged 12 SP:Iteration 12Q (2911.590468 sec): 3 clusters Score: Raw -109805.932427 + Penalty 2239.117175 = -107566.815252 nChanged 7 SP:Iteration 13Q (2911.627773 sec): 3 clusters Score: Raw -109813.039573 + Penalty 2239.117175 = -107573.922398 nChanged 8 SP:Iteration 14Q (2911.675136 sec): 3 clusters Score: Raw -109820.284683 + Penalty 2239.117175 = -107581.167508 nChanged 7 SP:Iteration 15Q (2911.724625 sec): 3 clusters Score: Raw -109826.709524 + Penalty 2239.117175 = -107587.592349 nChanged 4 SP:Iteration 16Q (2911.771114 sec): 3 clusters Score: Raw -109830.866354 + Penalty 2239.117175 = -107591.749179 nChanged 8 SP:Iteration 17Q (2911.806749 sec): 3 clusters Score: Raw -109840.766694 + Penalty 2239.117175 = -107601.649519 nChanged 6 SP:Iteration 18Q (2911.854269 sec): 3 clusters Score: Raw -109848.640028 + Penalty 2239.117175 = -107609.522853 nChanged 4 SP:Iteration 19Q (2911.910601 sec): 3 clusters Score: Raw -109853.293932 + Penalty 2239.117175 = -107614.176757 nChanged 5 SP:Iteration 20F (2911.958007 sec): 3 clusters Score: Raw -109859.186938 + Penalty 2239.117175 = -107620.069763 nChanged 2 SP:Iteration 21Q (2912.001482 sec): 3 clusters Score: Raw -109859.701852 + Penalty 2239.117175 = -107620.584677 nChanged 0 SP:Iteration 22F (2912.039080 sec): 3 clusters Score: Raw -109859.701852 + Penalty 2239.117175 = -107620.584677 nChanged 0 Trying to split cluster 23 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2912.071765 sec): 2 clusters Score: Raw -18539.073389 + Penalty 857.693632 = -17681.379757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2912.105561 sec): 3 clusters Score: Raw -18647.911121 + Penalty 1715.387264 = -16932.523856 nChanged 34 SP:Iteration 1F (2912.145901 sec): 3 clusters Score: Raw -18788.122537 + Penalty 1715.387264 = -17072.735272 nChanged 11 SP:Iteration 2F (2912.186618 sec): 3 clusters Score: Raw -18852.874999 + Penalty 1715.387264 = -17137.487735 nChanged 2 SP:Iteration 3Q (2912.233587 sec): 3 clusters Score: Raw -18879.731932 + Penalty 1715.387264 = -17164.344668 nChanged 2 SP:Iteration 4Q (2912.279833 sec): 3 clusters Score: Raw -18894.766334 + Penalty 1715.387264 = -17179.379069 nChanged 2 SP:Iteration 5Q (2912.323368 sec): 3 clusters Score: Raw -18941.547432 + Penalty 1715.387264 = -17226.160168 nChanged 1 SP:Iteration 6Q (2912.372443 sec): 3 clusters Score: Raw -18945.627026 + Penalty 1715.387264 = -17230.239762 nChanged 0 SP:Iteration 7F (2912.413264 sec): 3 clusters Score: Raw -18945.627026 + Penalty 1715.387264 = -17230.239762 nChanged 0 Trying to split cluster 24 (1742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2912.434662 sec): 2 clusters Score: Raw -213056.712183 + Penalty 1212.703238 = -211844.008945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2912.485010 sec): 3 clusters Score: Raw -212382.077848 + Penalty 2425.406476 = -209956.671372 nChanged 592 SP:Iteration 1F (2912.531887 sec): 3 clusters Score: Raw -212779.735095 + Penalty 2425.406476 = -210354.328619 nChanged 141 SP:Iteration 2F (2912.578453 sec): 3 clusters Score: Raw -212893.412346 + Penalty 2425.406476 = -210468.005870 nChanged 87 SP:Iteration 3Q (2912.633966 sec): 3 clusters Score: Raw -212966.215492 + Penalty 2425.406476 = -210540.809016 nChanged 61 SP:Iteration 4Q (2912.669026 sec): 3 clusters Score: Raw -213019.479328 + Penalty 2425.406476 = -210594.072852 nChanged 68 SP:Iteration 5Q (2912.712833 sec): 3 clusters Score: Raw -213080.461934 + Penalty 2425.406476 = -210655.055457 nChanged 63 SP:Iteration 6Q (2912.757575 sec): 3 clusters Score: Raw -213150.850653 + Penalty 2425.406476 = -210725.444177 nChanged 48 SP:Iteration 7Q (2912.801090 sec): 3 clusters Score: Raw -213199.874602 + Penalty 2425.406476 = -210774.468126 nChanged 44 SP:Iteration 8Q (2912.849665 sec): 3 clusters Score: Raw -213248.572797 + Penalty 2425.406476 = -210823.166321 nChanged 50 SP:Iteration 9Q (2912.889053 sec): 3 clusters Score: Raw -213306.652233 + Penalty 2425.406476 = -210881.245757 nChanged 51 SP:Iteration 10Q (2912.936908 sec): 3 clusters Score: Raw -213362.654511 + Penalty 2425.406476 = -210937.248035 nChanged 37 SP:Iteration 11Q (2912.977911 sec): 3 clusters Score: Raw -213402.281474 + Penalty 2425.406476 = -210976.874998 nChanged 38 SP:Iteration 12Q (2913.022657 sec): 3 clusters Score: Raw -213449.901259 + Penalty 2425.406476 = -211024.494782 nChanged 34 SP:Iteration 13Q (2913.080523 sec): 3 clusters Score: Raw -213482.266713 + Penalty 2425.406476 = -211056.860237 nChanged 27 SP:Iteration 14Q (2913.116797 sec): 3 clusters Score: Raw -213512.522467 + Penalty 2425.406476 = -211087.115991 nChanged 28 SP:Iteration 15Q (2913.169583 sec): 3 clusters Score: Raw -213543.026350 + Penalty 2425.406476 = -211117.619873 nChanged 28 SP:Iteration 16Q (2913.208237 sec): 3 clusters Score: Raw -213576.218496 + Penalty 2425.406476 = -211150.812020 nChanged 30 SP:Iteration 17Q (2913.248693 sec): 3 clusters Score: Raw -213603.914112 + Penalty 2425.406476 = -211178.507635 nChanged 30 SP:Iteration 18Q (2913.291499 sec): 3 clusters Score: Raw -213635.812850 + Penalty 2425.406476 = -211210.406374 nChanged 33 SP:Iteration 19Q (2913.342429 sec): 3 clusters Score: Raw -213678.051135 + Penalty 2425.406476 = -211252.644659 nChanged 45 SP:Iteration 20F (2913.391459 sec): 3 clusters Score: Raw -213745.019616 + Penalty 2425.406476 = -211319.613140 nChanged 42 SP:Iteration 21Q (2913.439027 sec): 3 clusters Score: Raw -213802.896529 + Penalty 2425.406476 = -211377.490053 nChanged 31 SP:Iteration 22Q (2913.478366 sec): 3 clusters Score: Raw -213836.791297 + Penalty 2425.406476 = -211411.384821 nChanged 14 SP:Iteration 23Q (2913.535266 sec): 3 clusters Score: Raw -213850.004981 + Penalty 2425.406476 = -211424.598505 nChanged 12 SP:Iteration 24Q (2913.580486 sec): 3 clusters Score: Raw -213860.000711 + Penalty 2425.406476 = -211434.594235 nChanged 6 SP:Iteration 25Q (2913.622103 sec): 3 clusters Score: Raw -213864.781228 + Penalty 2425.406476 = -211439.374752 nChanged 3 SP:Iteration 26Q (2913.668667 sec): 3 clusters Score: Raw -213866.023803 + Penalty 2425.406476 = -211440.617327 nChanged 1 SP:Iteration 27Q (2913.705994 sec): 3 clusters Score: Raw -213866.346023 + Penalty 2425.406476 = -211440.939547 nChanged 2 SP:Iteration 28Q (2913.751999 sec): 3 clusters Score: Raw -213867.666077 + Penalty 2425.406476 = -211442.259601 nChanged 1 SP:Iteration 29Q (2913.797980 sec): 3 clusters Score: Raw -213868.334069 + Penalty 2425.406476 = -211442.927593 nChanged 1 SP:Iteration 30Q (2913.846306 sec): 3 clusters Score: Raw -213870.415386 + Penalty 2425.406476 = -211445.008910 nChanged 3 SP:Iteration 31Q (2913.897593 sec): 3 clusters Score: Raw -213873.113873 + Penalty 2425.406476 = -211447.707397 nChanged 1 SP:Iteration 32Q (2913.939324 sec): 3 clusters Score: Raw -213873.757760 + Penalty 2425.406476 = -211448.351284 nChanged 0 SP:Iteration 33F (2913.986322 sec): 3 clusters Score: Raw -213873.757760 + Penalty 2425.406476 = -211448.351284 nChanged 0 Trying to split cluster 25 (13525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2914.041045 sec): 2 clusters Score: Raw -1656781.191357 + Penalty 1545.747954 = -1655235.443402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2914.108562 sec): 3 clusters Score: Raw -1648862.870396 + Penalty 3091.495909 = -1645771.374487 nChanged 5963 SP:Iteration 1F (2914.174337 sec): 3 clusters Score: Raw -1652154.384116 + Penalty 3091.495909 = -1649062.888207 nChanged 805 SP:Iteration 2F (2914.237841 sec): 3 clusters Score: Raw -1652533.397367 + Penalty 3091.495909 = -1649441.901458 nChanged 776 SP:Iteration 3F (2914.301704 sec): 3 clusters Score: Raw -1652958.155717 + Penalty 3091.495909 = -1649866.659808 nChanged 857 SP:Iteration 4F (2914.370824 sec): 3 clusters Score: Raw -1653509.915452 + Penalty 3091.495909 = -1650418.419543 nChanged 898 SP:Iteration 5F (2914.431464 sec): 3 clusters Score: Raw -1654104.642250 + Penalty 3091.495909 = -1651013.146341 nChanged 872 SP:Iteration 6F (2914.495592 sec): 3 clusters Score: Raw -1654799.350408 + Penalty 3091.495909 = -1651707.854499 nChanged 818 SP:Iteration 7F (2914.566501 sec): 3 clusters Score: Raw -1655510.905601 + Penalty 3091.495909 = -1652419.409692 nChanged 714 SP:Iteration 8F (2914.627584 sec): 3 clusters Score: Raw -1656104.435620 + Penalty 3091.495909 = -1653012.939711 nChanged 497 SP:Iteration 9Q (2914.691901 sec): 3 clusters Score: Raw -1656459.515753 + Penalty 3091.495909 = -1653368.019844 nChanged 318 SP:Iteration 10Q (2914.756286 sec): 3 clusters Score: Raw -1656601.004136 + Penalty 3091.495909 = -1653509.508228 nChanged 179 SP:Iteration 11Q (2914.826894 sec): 3 clusters Score: Raw -1656668.166957 + Penalty 3091.495909 = -1653576.671049 nChanged 141 SP:Iteration 12Q (2914.882830 sec): 3 clusters Score: Raw -1656713.406419 + Penalty 3091.495909 = -1653621.910511 nChanged 114 SP:Iteration 13Q (2914.948396 sec): 3 clusters Score: Raw -1656750.997770 + Penalty 3091.495909 = -1653659.501861 nChanged 104 SP:Iteration 14Q (2915.014434 sec): 3 clusters Score: Raw -1656781.117486 + Penalty 3091.495909 = -1653689.621578 nChanged 79 SP:Iteration 15Q (2915.075214 sec): 3 clusters Score: Raw -1656802.130070 + Penalty 3091.495909 = -1653710.634161 nChanged 82 SP:Iteration 16Q (2915.131218 sec): 3 clusters Score: Raw -1656825.241981 + Penalty 3091.495909 = -1653733.746072 nChanged 78 SP:Iteration 17Q (2915.189512 sec): 3 clusters Score: Raw -1656844.869116 + Penalty 3091.495909 = -1653753.373207 nChanged 57 SP:Iteration 18Q (2915.257915 sec): 3 clusters Score: Raw -1656857.467940 + Penalty 3091.495909 = -1653765.972032 nChanged 44 SP:Iteration 19Q (2915.332668 sec): 3 clusters Score: Raw -1656866.848856 + Penalty 3091.495909 = -1653775.352947 nChanged 47 SP:Iteration 20F (2915.404211 sec): 3 clusters Score: Raw -1656875.759179 + Penalty 3091.495909 = -1653784.263270 nChanged 45 SP:Iteration 21Q (2915.460553 sec): 3 clusters Score: Raw -1656885.245262 + Penalty 3091.495909 = -1653793.749354 nChanged 50 SP:Iteration 22Q (2915.523251 sec): 3 clusters Score: Raw -1656898.263024 + Penalty 3091.495909 = -1653806.767115 nChanged 55 SP:Iteration 23Q (2915.589562 sec): 3 clusters Score: Raw -1656915.557296 + Penalty 3091.495909 = -1653824.061387 nChanged 77 SP:Iteration 24Q (2915.660536 sec): 3 clusters Score: Raw -1656937.532749 + Penalty 3091.495909 = -1653846.036840 nChanged 70 SP:Iteration 25Q (2915.719787 sec): 3 clusters Score: Raw -1656954.704051 + Penalty 3091.495909 = -1653863.208142 nChanged 62 SP:Iteration 26Q (2915.792923 sec): 3 clusters Score: Raw -1656973.109725 + Penalty 3091.495909 = -1653881.613817 nChanged 65 SP:Iteration 27Q (2915.852836 sec): 3 clusters Score: Raw -1656993.182278 + Penalty 3091.495909 = -1653901.686369 nChanged 54 SP:Iteration 28Q (2915.923788 sec): 3 clusters Score: Raw -1657007.479553 + Penalty 3091.495909 = -1653915.983644 nChanged 43 SP:Iteration 29Q (2915.995641 sec): 3 clusters Score: Raw -1657017.520310 + Penalty 3091.495909 = -1653926.024401 nChanged 31 SP:Iteration 30Q (2916.048234 sec): 3 clusters Score: Raw -1657026.267178 + Penalty 3091.495909 = -1653934.771270 nChanged 34 SP:Iteration 31Q (2916.113033 sec): 3 clusters Score: Raw -1657037.697125 + Penalty 3091.495909 = -1653946.201217 nChanged 40 SP:Iteration 32Q (2916.180767 sec): 3 clusters Score: Raw -1657050.892490 + Penalty 3091.495909 = -1653959.396581 nChanged 35 SP:Iteration 33Q (2916.247848 sec): 3 clusters Score: Raw -1657061.506952 + Penalty 3091.495909 = -1653970.011044 nChanged 36 SP:Iteration 34Q (2916.304978 sec): 3 clusters Score: Raw -1657071.172683 + Penalty 3091.495909 = -1653979.676774 nChanged 26 SP:Iteration 35Q (2916.366076 sec): 3 clusters Score: Raw -1657077.279145 + Penalty 3091.495909 = -1653985.783236 nChanged 21 SP:Iteration 36Q (2916.435147 sec): 3 clusters Score: Raw -1657082.977482 + Penalty 3091.495909 = -1653991.481574 nChanged 23 SP:Iteration 37Q (2916.490312 sec): 3 clusters Score: Raw -1657089.158853 + Penalty 3091.495909 = -1653997.662944 nChanged 24 SP:Iteration 38Q (2916.550069 sec): 3 clusters Score: Raw -1657095.690991 + Penalty 3091.495909 = -1654004.195083 nChanged 22 SP:Iteration 39Q (2916.603750 sec): 3 clusters Score: Raw -1657101.773781 + Penalty 3091.495909 = -1654010.277872 nChanged 17 SP:Iteration 40F (2916.673696 sec): 3 clusters Score: Raw -1657105.475792 + Penalty 3091.495909 = -1654013.979883 nChanged 19 SP:Iteration 41Q (2916.724769 sec): 3 clusters Score: Raw -1657111.414229 + Penalty 3091.495909 = -1654019.918320 nChanged 21 SP:Iteration 42Q (2916.786810 sec): 3 clusters Score: Raw -1657116.927701 + Penalty 3091.495909 = -1654025.431793 nChanged 24 SP:Iteration 43Q (2916.840718 sec): 3 clusters Score: Raw -1657123.717740 + Penalty 3091.495909 = -1654032.221831 nChanged 19 SP:Iteration 44Q (2916.903328 sec): 3 clusters Score: Raw -1657129.354319 + Penalty 3091.495909 = -1654037.858410 nChanged 11 SP:Iteration 45Q (2916.978641 sec): 3 clusters Score: Raw -1657132.122174 + Penalty 3091.495909 = -1654040.626265 nChanged 11 SP:Iteration 46Q (2917.048117 sec): 3 clusters Score: Raw -1657133.930822 + Penalty 3091.495909 = -1654042.434914 nChanged 8 SP:Iteration 47Q (2917.111082 sec): 3 clusters Score: Raw -1657135.178095 + Penalty 3091.495909 = -1654043.682186 nChanged 11 SP:Iteration 48Q (2917.173731 sec): 3 clusters Score: Raw -1657138.316038 + Penalty 3091.495909 = -1654046.820130 nChanged 14 SP:Iteration 49Q (2917.233598 sec): 3 clusters Score: Raw -1657143.188606 + Penalty 3091.495909 = -1654051.692698 nChanged 15 SP:Iteration 50Q (2917.297167 sec): 3 clusters Score: Raw -1657146.154378 + Penalty 3091.495909 = -1654054.658469 nChanged 14 SP:Iteration 51Q (2917.363526 sec): 3 clusters Score: Raw -1657150.030241 + Penalty 3091.495909 = -1654058.534332 nChanged 16 SP:Iteration 52Q (2917.420779 sec): 3 clusters Score: Raw -1657156.385605 + Penalty 3091.495909 = -1654064.889697 nChanged 20 SP:Iteration 53Q (2917.487828 sec): 3 clusters Score: Raw -1657163.142012 + Penalty 3091.495909 = -1654071.646103 nChanged 21 SP:Iteration 54Q (2917.543581 sec): 3 clusters Score: Raw -1657170.773684 + Penalty 3091.495909 = -1654079.277775 nChanged 17 SP:Iteration 55Q (2917.619151 sec): 3 clusters Score: Raw -1657175.373175 + Penalty 3091.495909 = -1654083.877267 nChanged 13 SP:Iteration 56Q (2917.681429 sec): 3 clusters Score: Raw -1657178.096936 + Penalty 3091.495909 = -1654086.601027 nChanged 9 SP:Iteration 57Q (2917.749538 sec): 3 clusters Score: Raw -1657180.677347 + Penalty 3091.495909 = -1654089.181438 nChanged 9 SP:Iteration 58Q (2917.811726 sec): 3 clusters Score: Raw -1657182.806522 + Penalty 3091.495909 = -1654091.310613 nChanged 9 SP:Iteration 59Q (2917.870153 sec): 3 clusters Score: Raw -1657184.450006 + Penalty 3091.495909 = -1654092.954097 nChanged 3 SP:Iteration 60F (2917.939928 sec): 3 clusters Score: Raw -1657184.959465 + Penalty 3091.495909 = -1654093.463557 nChanged 2 SP:Iteration 61Q (2918.016386 sec): 3 clusters Score: Raw -1657185.346379 + Penalty 3091.495909 = -1654093.850470 nChanged 2 SP:Iteration 62Q (2918.082763 sec): 3 clusters Score: Raw -1657185.840737 + Penalty 3091.495909 = -1654094.344828 nChanged 2 SP:Iteration 63Q (2918.145849 sec): 3 clusters Score: Raw -1657186.609401 + Penalty 3091.495909 = -1654095.113493 nChanged 0 SP:Iteration 64F (2918.205553 sec): 3 clusters Score: Raw -1657186.609401 + Penalty 3091.495909 = -1654095.113493 nChanged 0 Trying to split cluster 26 (6026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2918.234818 sec): 2 clusters Score: Raw -716326.076689 + Penalty 1414.373792 = -714911.702897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2918.287692 sec): 3 clusters Score: Raw -713109.027342 + Penalty 2828.747584 = -710280.279758 nChanged 2493 SP:Iteration 1F (2918.341441 sec): 3 clusters Score: Raw -714514.252435 + Penalty 2828.747584 = -711685.504851 nChanged 423 SP:Iteration 2F (2918.395776 sec): 3 clusters Score: Raw -714738.695814 + Penalty 2828.747584 = -711909.948230 nChanged 300 SP:Iteration 3Q (2918.450754 sec): 3 clusters Score: Raw -714909.101089 + Penalty 2828.747584 = -712080.353505 nChanged 301 SP:Iteration 4Q (2918.505151 sec): 3 clusters Score: Raw -715109.692567 + Penalty 2828.747584 = -712280.944983 nChanged 294 SP:Iteration 5Q (2918.559875 sec): 3 clusters Score: Raw -715351.537049 + Penalty 2828.747584 = -712522.789465 nChanged 346 SP:Iteration 6F (2918.613896 sec): 3 clusters Score: Raw -715640.730967 + Penalty 2828.747584 = -712811.983384 nChanged 347 SP:Iteration 7F (2918.668144 sec): 3 clusters Score: Raw -715906.853922 + Penalty 2828.747584 = -713078.106338 nChanged 328 SP:Iteration 8F (2918.723261 sec): 3 clusters Score: Raw -716135.222804 + Penalty 2828.747584 = -713306.475220 nChanged 221 SP:Iteration 9Q (2918.777849 sec): 3 clusters Score: Raw -716265.676810 + Penalty 2828.747584 = -713436.929226 nChanged 188 SP:Iteration 10Q (2918.833100 sec): 3 clusters Score: Raw -716353.900231 + Penalty 2828.747584 = -713525.152647 nChanged 131 SP:Iteration 11Q (2918.888246 sec): 3 clusters Score: Raw -716415.291607 + Penalty 2828.747584 = -713586.544023 nChanged 119 SP:Iteration 12Q (2918.942098 sec): 3 clusters Score: Raw -716466.309614 + Penalty 2828.747584 = -713637.562030 nChanged 102 SP:Iteration 13Q (2919.006364 sec): 3 clusters Score: Raw -716512.823028 + Penalty 2828.747584 = -713684.075444 nChanged 79 SP:Iteration 14Q (2919.052960 sec): 3 clusters Score: Raw -716550.190352 + Penalty 2828.747584 = -713721.442768 nChanged 77 SP:Iteration 15Q (2919.099709 sec): 3 clusters Score: Raw -716580.011301 + Penalty 2828.747584 = -713751.263717 nChanged 57 SP:Iteration 16Q (2919.159907 sec): 3 clusters Score: Raw -716598.699351 + Penalty 2828.747584 = -713769.951767 nChanged 41 SP:Iteration 17Q (2919.206658 sec): 3 clusters Score: Raw -716612.275776 + Penalty 2828.747584 = -713783.528192 nChanged 36 SP:Iteration 18Q (2919.259344 sec): 3 clusters Score: Raw -716624.333170 + Penalty 2828.747584 = -713795.585586 nChanged 35 SP:Iteration 19Q (2919.316520 sec): 3 clusters Score: Raw -716634.282249 + Penalty 2828.747584 = -713805.534665 nChanged 26 SP:Iteration 20F (2919.367805 sec): 3 clusters Score: Raw -716642.086493 + Penalty 2828.747584 = -713813.338909 nChanged 18 SP:Iteration 21Q (2919.429662 sec): 3 clusters Score: Raw -716646.915824 + Penalty 2828.747584 = -713818.168240 nChanged 14 SP:Iteration 22Q (2919.473694 sec): 3 clusters Score: Raw -716650.740505 + Penalty 2828.747584 = -713821.992921 nChanged 11 SP:Iteration 23Q (2919.528729 sec): 3 clusters Score: Raw -716653.321131 + Penalty 2828.747584 = -713824.573547 nChanged 16 SP:Iteration 24Q (2919.589679 sec): 3 clusters Score: Raw -716657.400711 + Penalty 2828.747584 = -713828.653127 nChanged 13 SP:Iteration 25Q (2919.643889 sec): 3 clusters Score: Raw -716661.031712 + Penalty 2828.747584 = -713832.284128 nChanged 16 SP:Iteration 26Q (2919.694658 sec): 3 clusters Score: Raw -716666.176443 + Penalty 2828.747584 = -713837.428859 nChanged 17 SP:Iteration 27Q (2919.757779 sec): 3 clusters Score: Raw -716671.246219 + Penalty 2828.747584 = -713842.498635 nChanged 9 SP:Iteration 28Q (2919.810504 sec): 3 clusters Score: Raw -716674.693948 + Penalty 2828.747584 = -713845.946364 nChanged 18 SP:Iteration 29Q (2919.866674 sec): 3 clusters Score: Raw -716678.944851 + Penalty 2828.747584 = -713850.197267 nChanged 10 SP:Iteration 30Q (2919.914557 sec): 3 clusters Score: Raw -716681.714708 + Penalty 2828.747584 = -713852.967124 nChanged 6 SP:Iteration 31Q (2919.983134 sec): 3 clusters Score: Raw -716683.289413 + Penalty 2828.747584 = -713854.541829 nChanged 6 SP:Iteration 32Q (2920.029592 sec): 3 clusters Score: Raw -716685.227743 + Penalty 2828.747584 = -713856.480159 nChanged 4 SP:Iteration 33Q (2920.088979 sec): 3 clusters Score: Raw -716686.730616 + Penalty 2828.747584 = -713857.983032 nChanged 6 SP:Iteration 34Q (2920.137418 sec): 3 clusters Score: Raw -716688.884291 + Penalty 2828.747584 = -713860.136708 nChanged 5 SP:Iteration 35Q (2920.202682 sec): 3 clusters Score: Raw -716690.256577 + Penalty 2828.747584 = -713861.508993 nChanged 4 SP:Iteration 36Q (2920.247234 sec): 3 clusters Score: Raw -716690.713557 + Penalty 2828.747584 = -713861.965973 nChanged 5 SP:Iteration 37Q (2920.304669 sec): 3 clusters Score: Raw -716691.182830 + Penalty 2828.747584 = -713862.435246 nChanged 2 SP:Iteration 38Q (2920.344211 sec): 3 clusters Score: Raw -716691.693075 + Penalty 2828.747584 = -713862.945491 nChanged 3 SP:Iteration 39Q (2920.392891 sec): 3 clusters Score: Raw -716692.413808 + Penalty 2828.747584 = -713863.666224 nChanged 1 SP:Iteration 40F (2920.451030 sec): 3 clusters Score: Raw -716692.709909 + Penalty 2828.747584 = -713863.962325 nChanged 0 Trying to split cluster 27 (6415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2920.479818 sec): 2 clusters Score: Raw -792871.498338 + Penalty 1424.539070 = -791446.959268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2920.524485 sec): 3 clusters Score: Raw -789434.115273 + Penalty 2849.078140 = -786585.037133 nChanged 2642 SP:Iteration 1F (2920.575752 sec): 3 clusters Score: Raw -790901.662993 + Penalty 2849.078140 = -788052.584853 nChanged 460 SP:Iteration 2F (2920.628975 sec): 3 clusters Score: Raw -791117.810559 + Penalty 2849.078140 = -788268.732418 nChanged 347 SP:Iteration 3F (2920.677783 sec): 3 clusters Score: Raw -791278.343305 + Penalty 2849.078140 = -788429.265164 nChanged 272 SP:Iteration 4Q (2920.730802 sec): 3 clusters Score: Raw -791387.255445 + Penalty 2849.078140 = -788538.177305 nChanged 207 SP:Iteration 5Q (2920.787577 sec): 3 clusters Score: Raw -791471.400447 + Penalty 2849.078140 = -788622.322306 nChanged 167 SP:Iteration 6Q (2920.841895 sec): 3 clusters Score: Raw -791533.318830 + Penalty 2849.078140 = -788684.240690 nChanged 147 SP:Iteration 7Q (2920.892329 sec): 3 clusters Score: Raw -791582.142749 + Penalty 2849.078140 = -788733.064609 nChanged 124 SP:Iteration 8Q (2920.948458 sec): 3 clusters Score: Raw -791617.236901 + Penalty 2849.078140 = -788768.158761 nChanged 113 SP:Iteration 9Q (2921.007233 sec): 3 clusters Score: Raw -791646.212027 + Penalty 2849.078140 = -788797.133887 nChanged 90 SP:Iteration 10Q (2921.062985 sec): 3 clusters Score: Raw -791673.969399 + Penalty 2849.078140 = -788824.891259 nChanged 89 SP:Iteration 11Q (2921.120318 sec): 3 clusters Score: Raw -791696.378682 + Penalty 2849.078140 = -788847.300542 nChanged 74 SP:Iteration 12Q (2921.181083 sec): 3 clusters Score: Raw -791715.629728 + Penalty 2849.078140 = -788866.551588 nChanged 71 SP:Iteration 13Q (2921.230807 sec): 3 clusters Score: Raw -791736.058320 + Penalty 2849.078140 = -788886.980180 nChanged 81 SP:Iteration 14Q (2921.278941 sec): 3 clusters Score: Raw -791760.405785 + Penalty 2849.078140 = -788911.327645 nChanged 71 SP:Iteration 15Q (2921.344500 sec): 3 clusters Score: Raw -791779.546036 + Penalty 2849.078140 = -788930.467896 nChanged 73 SP:Iteration 16Q (2921.396862 sec): 3 clusters Score: Raw -791801.551951 + Penalty 2849.078140 = -788952.473811 nChanged 86 SP:Iteration 17Q (2921.452624 sec): 3 clusters Score: Raw -791832.422507 + Penalty 2849.078140 = -788983.344367 nChanged 109 SP:Iteration 18Q (2921.506141 sec): 3 clusters Score: Raw -791875.605453 + Penalty 2849.078140 = -789026.527313 nChanged 132 SP:Iteration 19Q (2921.572898 sec): 3 clusters Score: Raw -791928.664674 + Penalty 2849.078140 = -789079.586534 nChanged 123 SP:Iteration 20F (2921.617267 sec): 3 clusters Score: Raw -791986.902328 + Penalty 2849.078140 = -789137.824188 nChanged 131 SP:Iteration 21Q (2921.680697 sec): 3 clusters Score: Raw -792042.240072 + Penalty 2849.078140 = -789193.161932 nChanged 127 SP:Iteration 22Q (2921.740885 sec): 3 clusters Score: Raw -792096.143299 + Penalty 2849.078140 = -789247.065159 nChanged 135 SP:Iteration 23Q (2921.792333 sec): 3 clusters Score: Raw -792161.083054 + Penalty 2849.078140 = -789312.004914 nChanged 145 SP:Iteration 24Q (2921.850809 sec): 3 clusters Score: Raw -792239.383277 + Penalty 2849.078140 = -789390.305137 nChanged 152 SP:Iteration 25Q (2921.909604 sec): 3 clusters Score: Raw -792317.944782 + Penalty 2849.078140 = -789468.866642 nChanged 151 SP:Iteration 26Q (2921.956692 sec): 3 clusters Score: Raw -792397.653168 + Penalty 2849.078140 = -789548.575028 nChanged 140 SP:Iteration 27Q (2922.024069 sec): 3 clusters Score: Raw -792481.195975 + Penalty 2849.078140 = -789632.117835 nChanged 143 SP:Iteration 28Q (2922.077930 sec): 3 clusters Score: Raw -792542.843112 + Penalty 2849.078140 = -789693.764972 nChanged 102 SP:Iteration 29Q (2922.133248 sec): 3 clusters Score: Raw -792582.836197 + Penalty 2849.078140 = -789733.758057 nChanged 87 SP:Iteration 30Q (2922.184721 sec): 3 clusters Score: Raw -792622.208394 + Penalty 2849.078140 = -789773.130254 nChanged 87 SP:Iteration 31Q (2922.237763 sec): 3 clusters Score: Raw -792666.321911 + Penalty 2849.078140 = -789817.243771 nChanged 91 SP:Iteration 32Q (2922.292395 sec): 3 clusters Score: Raw -792712.713602 + Penalty 2849.078140 = -789863.635462 nChanged 79 SP:Iteration 33Q (2922.352625 sec): 3 clusters Score: Raw -792751.807606 + Penalty 2849.078140 = -789902.729466 nChanged 59 SP:Iteration 34Q (2922.402677 sec): 3 clusters Score: Raw -792778.241631 + Penalty 2849.078140 = -789929.163491 nChanged 56 SP:Iteration 35Q (2922.449734 sec): 3 clusters Score: Raw -792804.031352 + Penalty 2849.078140 = -789954.953212 nChanged 49 SP:Iteration 36Q (2922.509179 sec): 3 clusters Score: Raw -792824.839950 + Penalty 2849.078140 = -789975.761810 nChanged 48 SP:Iteration 37Q (2922.554274 sec): 3 clusters Score: Raw -792845.756408 + Penalty 2849.078140 = -789996.678268 nChanged 49 SP:Iteration 38Q (2922.604111 sec): 3 clusters Score: Raw -792866.824404 + Penalty 2849.078140 = -790017.746264 nChanged 43 SP:Iteration 39Q (2922.664629 sec): 3 clusters Score: Raw -792884.131463 + Penalty 2849.078140 = -790035.053323 nChanged 33 SP:Iteration 40F (2922.716087 sec): 3 clusters Score: Raw -792895.443483 + Penalty 2849.078140 = -790046.365343 nChanged 28 SP:Iteration 41Q (2922.761131 sec): 3 clusters Score: Raw -792906.476409 + Penalty 2849.078140 = -790057.398269 nChanged 27 SP:Iteration 42Q (2922.813169 sec): 3 clusters Score: Raw -792917.280707 + Penalty 2849.078140 = -790068.202567 nChanged 26 SP:Iteration 43Q (2922.863291 sec): 3 clusters Score: Raw -792928.113089 + Penalty 2849.078140 = -790079.034949 nChanged 26 SP:Iteration 44Q (2922.921533 sec): 3 clusters Score: Raw -792937.342299 + Penalty 2849.078140 = -790088.264159 nChanged 28 SP:Iteration 45Q (2922.969340 sec): 3 clusters Score: Raw -792946.011256 + Penalty 2849.078140 = -790096.933115 nChanged 25 SP:Iteration 46Q (2923.018820 sec): 3 clusters Score: Raw -792955.968974 + Penalty 2849.078140 = -790106.890834 nChanged 29 SP:Iteration 47Q (2923.073825 sec): 3 clusters Score: Raw -792969.061071 + Penalty 2849.078140 = -790119.982930 nChanged 25 SP:Iteration 48Q (2923.137454 sec): 3 clusters Score: Raw -792980.441999 + Penalty 2849.078140 = -790131.363859 nChanged 21 SP:Iteration 49Q (2923.180990 sec): 3 clusters Score: Raw -792987.082783 + Penalty 2849.078140 = -790138.004643 nChanged 19 SP:Iteration 50Q (2923.229945 sec): 3 clusters Score: Raw -792995.829215 + Penalty 2849.078140 = -790146.751075 nChanged 21 SP:Iteration 51Q (2923.288039 sec): 3 clusters Score: Raw -793005.287433 + Penalty 2849.078140 = -790156.209293 nChanged 22 SP:Iteration 52Q (2923.345308 sec): 3 clusters Score: Raw -793016.469380 + Penalty 2849.078140 = -790167.391240 nChanged 25 SP:Iteration 53Q (2923.402934 sec): 3 clusters Score: Raw -793026.964663 + Penalty 2849.078140 = -790177.886523 nChanged 23 SP:Iteration 54Q (2923.444936 sec): 3 clusters Score: Raw -793036.481391 + Penalty 2849.078140 = -790187.403251 nChanged 18 SP:Iteration 55Q (2923.505064 sec): 3 clusters Score: Raw -793042.282967 + Penalty 2849.078140 = -790193.204827 nChanged 15 SP:Iteration 56Q (2923.546311 sec): 3 clusters Score: Raw -793048.078238 + Penalty 2849.078140 = -790199.000098 nChanged 8 SP:Iteration 57Q (2923.600091 sec): 3 clusters Score: Raw -793050.667969 + Penalty 2849.078140 = -790201.589829 nChanged 9 SP:Iteration 58Q (2923.669049 sec): 3 clusters Score: Raw -793052.916657 + Penalty 2849.078140 = -790203.838517 nChanged 8 SP:Iteration 59Q (2923.720551 sec): 3 clusters Score: Raw -793055.493343 + Penalty 2849.078140 = -790206.415203 nChanged 6 SP:Iteration 60F (2923.765783 sec): 3 clusters Score: Raw -793057.859087 + Penalty 2849.078140 = -790208.780947 nChanged 6 SP:Iteration 61Q (2923.828493 sec): 3 clusters Score: Raw -793060.309811 + Penalty 2849.078140 = -790211.231671 nChanged 5 SP:Iteration 62Q (2923.880462 sec): 3 clusters Score: Raw -793062.438719 + Penalty 2849.078140 = -790213.360579 nChanged 5 SP:Iteration 63Q (2923.938657 sec): 3 clusters Score: Raw -793064.377074 + Penalty 2849.078140 = -790215.298934 nChanged 4 SP:Iteration 64Q (2923.983013 sec): 3 clusters Score: Raw -793065.301131 + Penalty 2849.078140 = -790216.222991 nChanged 3 SP:Iteration 65Q (2924.038855 sec): 3 clusters Score: Raw -793066.085466 + Penalty 2849.078140 = -790217.007326 nChanged 3 SP:Iteration 66Q (2924.101997 sec): 3 clusters Score: Raw -793066.962349 + Penalty 2849.078140 = -790217.884209 nChanged 5 SP:Iteration 67Q (2924.144611 sec): 3 clusters Score: Raw -793068.681245 + Penalty 2849.078140 = -790219.603105 nChanged 7 SP:Iteration 68Q (2924.199959 sec): 3 clusters Score: Raw -793069.938588 + Penalty 2849.078140 = -790220.860448 nChanged 2 SP:Iteration 69Q (2924.251767 sec): 3 clusters Score: Raw -793070.426518 + Penalty 2849.078140 = -790221.348378 nChanged 1 SP:Iteration 70Q (2924.301083 sec): 3 clusters Score: Raw -793070.970737 + Penalty 2849.078140 = -790221.892597 nChanged 1 SP:Iteration 71Q (2924.362800 sec): 3 clusters Score: Raw -793071.056294 + Penalty 2849.078140 = -790221.978154 nChanged 1 SP:Iteration 72Q (2924.411769 sec): 3 clusters Score: Raw -793071.396312 + Penalty 2849.078140 = -790222.318172 nChanged 0 SP:Iteration 73F (2924.454680 sec): 3 clusters Score: Raw -793071.396312 + Penalty 2849.078140 = -790222.318172 nChanged 0 Trying to split cluster 28 (2291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2924.481866 sec): 2 clusters Score: Raw -294413.603960 + Penalty 1257.220848 = -293156.383112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2924.522513 sec): 3 clusters Score: Raw -293478.727822 + Penalty 2514.441697 = -290964.286126 nChanged 795 SP:Iteration 1F (2924.566165 sec): 3 clusters Score: Raw -293973.936480 + Penalty 2514.441697 = -291459.494784 nChanged 173 SP:Iteration 2F (2924.605908 sec): 3 clusters Score: Raw -294096.535694 + Penalty 2514.441697 = -291582.093997 nChanged 109 SP:Iteration 3Q (2924.653132 sec): 3 clusters Score: Raw -294158.606766 + Penalty 2514.441697 = -291644.165069 nChanged 70 SP:Iteration 4Q (2924.696459 sec): 3 clusters Score: Raw -294201.143592 + Penalty 2514.441697 = -291686.701895 nChanged 62 SP:Iteration 5Q (2924.744532 sec): 3 clusters Score: Raw -294235.649078 + Penalty 2514.441697 = -291721.207381 nChanged 69 SP:Iteration 6Q (2924.789158 sec): 3 clusters Score: Raw -294287.371825 + Penalty 2514.441697 = -291772.930128 nChanged 85 SP:Iteration 7Q (2924.834802 sec): 3 clusters Score: Raw -294356.650046 + Penalty 2514.441697 = -291842.208349 nChanged 83 SP:Iteration 8Q (2924.880255 sec): 3 clusters Score: Raw -294424.375530 + Penalty 2514.441697 = -291909.933833 nChanged 74 SP:Iteration 9Q (2924.931335 sec): 3 clusters Score: Raw -294483.155468 + Penalty 2514.441697 = -291968.713771 nChanged 66 SP:Iteration 10Q (2924.966191 sec): 3 clusters Score: Raw -294533.630780 + Penalty 2514.441697 = -292019.189083 nChanged 57 SP:Iteration 11Q (2925.019263 sec): 3 clusters Score: Raw -294573.928227 + Penalty 2514.441697 = -292059.486530 nChanged 53 SP:Iteration 12Q (2925.064288 sec): 3 clusters Score: Raw -294622.306429 + Penalty 2514.441697 = -292107.864732 nChanged 48 SP:Iteration 13Q (2925.097478 sec): 3 clusters Score: Raw -294660.050245 + Penalty 2514.441697 = -292145.608548 nChanged 44 SP:Iteration 14Q (2925.138075 sec): 3 clusters Score: Raw -294694.938666 + Penalty 2514.441697 = -292180.496969 nChanged 36 SP:Iteration 15Q (2925.197705 sec): 3 clusters Score: Raw -294722.395420 + Penalty 2514.441697 = -292207.953723 nChanged 24 SP:Iteration 16Q (2925.242766 sec): 3 clusters Score: Raw -294735.621744 + Penalty 2514.441697 = -292221.180048 nChanged 13 SP:Iteration 17Q (2925.287976 sec): 3 clusters Score: Raw -294744.250915 + Penalty 2514.441697 = -292229.809218 nChanged 9 SP:Iteration 18Q (2925.333003 sec): 3 clusters Score: Raw -294752.024778 + Penalty 2514.441697 = -292237.583081 nChanged 12 SP:Iteration 19Q (2925.389446 sec): 3 clusters Score: Raw -294762.203784 + Penalty 2514.441697 = -292247.762087 nChanged 11 SP:Iteration 20F (2925.433427 sec): 3 clusters Score: Raw -294769.487357 + Penalty 2514.441697 = -292255.045660 nChanged 6 SP:Iteration 21Q (2925.485836 sec): 3 clusters Score: Raw -294773.469489 + Penalty 2514.441697 = -292259.027793 nChanged 8 SP:Iteration 22Q (2925.524119 sec): 3 clusters Score: Raw -294778.207233 + Penalty 2514.441697 = -292263.765536 nChanged 4 SP:Iteration 23Q (2925.581224 sec): 3 clusters Score: Raw -294780.265875 + Penalty 2514.441697 = -292265.824178 nChanged 2 SP:Iteration 24Q (2925.627316 sec): 3 clusters Score: Raw -294781.274201 + Penalty 2514.441697 = -292266.832504 nChanged 2 SP:Iteration 25Q (2925.678108 sec): 3 clusters Score: Raw -294782.767644 + Penalty 2514.441697 = -292268.325947 nChanged 2 SP:Iteration 26Q (2925.730518 sec): 3 clusters Score: Raw -294783.945266 + Penalty 2514.441697 = -292269.503570 nChanged 1 SP:Iteration 27Q (2925.770245 sec): 3 clusters Score: Raw -294784.664710 + Penalty 2514.441697 = -292270.223013 nChanged 2 SP:Iteration 28Q (2925.823192 sec): 3 clusters Score: Raw -294785.958622 + Penalty 2514.441697 = -292271.516925 nChanged 1 SP:Iteration 29Q (2925.877790 sec): 3 clusters Score: Raw -294786.578520 + Penalty 2514.441697 = -292272.136823 nChanged 1 SP:Iteration 30Q (2925.930971 sec): 3 clusters Score: Raw -294787.155743 + Penalty 2514.441697 = -292272.714046 nChanged 1 SP:Iteration 31Q (2925.977361 sec): 3 clusters Score: Raw -294787.768141 + Penalty 2514.441697 = -292273.326444 nChanged 1 SP:Iteration 32Q (2926.017317 sec): 3 clusters Score: Raw -294789.024851 + Penalty 2514.441697 = -292274.583155 nChanged 0 SP:Iteration 33F (2926.073051 sec): 3 clusters Score: Raw -294789.024851 + Penalty 2514.441697 = -292274.583155 nChanged 0 Trying to split cluster 29 (24321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2926.134772 sec): 2 clusters Score: Raw -2970872.896221 + Penalty 1641.103011 = -2969231.793209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2926.208841 sec): 3 clusters Score: Raw -2956098.136545 + Penalty 3282.206022 = -2952815.930522 nChanged 11047 SP:Iteration 1F (2926.290367 sec): 3 clusters Score: Raw -2962176.771134 + Penalty 3282.206022 = -2958894.565111 nChanged 1225 SP:Iteration 2F (2926.369661 sec): 3 clusters Score: Raw -2962667.009658 + Penalty 3282.206022 = -2959384.803635 nChanged 1244 SP:Iteration 3F (2926.448839 sec): 3 clusters Score: Raw -2963288.024596 + Penalty 3282.206022 = -2960005.818574 nChanged 1466 SP:Iteration 4F (2926.544024 sec): 3 clusters Score: Raw -2964189.236697 + Penalty 3282.206022 = -2960907.030675 nChanged 1606 SP:Iteration 5F (2926.618884 sec): 3 clusters Score: Raw -2965340.373287 + Penalty 3282.206022 = -2962058.167264 nChanged 1716 SP:Iteration 6F (2926.706557 sec): 3 clusters Score: Raw -2966664.525450 + Penalty 3282.206022 = -2963382.319427 nChanged 1539 SP:Iteration 7F (2926.782285 sec): 3 clusters Score: Raw -2967932.907487 + Penalty 3282.206022 = -2964650.701465 nChanged 1269 SP:Iteration 8F (2926.870492 sec): 3 clusters Score: Raw -2968985.724228 + Penalty 3282.206022 = -2965703.518206 nChanged 883 SP:Iteration 9Q (2926.957767 sec): 3 clusters Score: Raw -2969714.261429 + Penalty 3282.206022 = -2966432.055407 nChanged 604 SP:Iteration 10Q (2927.041194 sec): 3 clusters Score: Raw -2970214.014420 + Penalty 3282.206022 = -2966931.808398 nChanged 373 SP:Iteration 11Q (2927.111849 sec): 3 clusters Score: Raw -2970514.519594 + Penalty 3282.206022 = -2967232.313572 nChanged 256 SP:Iteration 12Q (2927.202465 sec): 3 clusters Score: Raw -2970710.365996 + Penalty 3282.206022 = -2967428.159974 nChanged 153 SP:Iteration 13Q (2927.279966 sec): 3 clusters Score: Raw -2970819.255463 + Penalty 3282.206022 = -2967537.049440 nChanged 92 SP:Iteration 14Q (2927.369220 sec): 3 clusters Score: Raw -2970890.136999 + Penalty 3282.206022 = -2967607.930977 nChanged 64 SP:Iteration 15Q (2927.437331 sec): 3 clusters Score: Raw -2970933.450620 + Penalty 3282.206022 = -2967651.244598 nChanged 45 SP:Iteration 16Q (2927.522934 sec): 3 clusters Score: Raw -2970961.804069 + Penalty 3282.206022 = -2967679.598047 nChanged 36 SP:Iteration 17Q (2927.604461 sec): 3 clusters Score: Raw -2970986.067767 + Penalty 3282.206022 = -2967703.861745 nChanged 25 SP:Iteration 18Q (2927.678652 sec): 3 clusters Score: Raw -2971007.406610 + Penalty 3282.206022 = -2967725.200588 nChanged 26 SP:Iteration 19Q (2927.750742 sec): 3 clusters Score: Raw -2971022.651223 + Penalty 3282.206022 = -2967740.445200 nChanged 16 SP:Iteration 20F (2927.831357 sec): 3 clusters Score: Raw -2971031.218629 + Penalty 3282.206022 = -2967749.012607 nChanged 13 SP:Iteration 21Q (2927.916967 sec): 3 clusters Score: Raw -2971038.952207 + Penalty 3282.206022 = -2967756.746184 nChanged 13 SP:Iteration 22Q (2927.980892 sec): 3 clusters Score: Raw -2971047.848067 + Penalty 3282.206022 = -2967765.642045 nChanged 12 SP:Iteration 23Q (2928.051451 sec): 3 clusters Score: Raw -2971062.007038 + Penalty 3282.206022 = -2967779.801015 nChanged 15 SP:Iteration 24Q (2928.128232 sec): 3 clusters Score: Raw -2971074.826357 + Penalty 3282.206022 = -2967792.620335 nChanged 10 SP:Iteration 25Q (2928.192625 sec): 3 clusters Score: Raw -2971083.579237 + Penalty 3282.206022 = -2967801.373215 nChanged 13 SP:Iteration 26Q (2928.269039 sec): 3 clusters Score: Raw -2971094.874917 + Penalty 3282.206022 = -2967812.668894 nChanged 11 SP:Iteration 27Q (2928.341022 sec): 3 clusters Score: Raw -2971103.756871 + Penalty 3282.206022 = -2967821.550849 nChanged 6 SP:Iteration 28Q (2928.409776 sec): 3 clusters Score: Raw -2971109.905473 + Penalty 3282.206022 = -2967827.699451 nChanged 7 SP:Iteration 29Q (2928.475965 sec): 3 clusters Score: Raw -2971115.687416 + Penalty 3282.206022 = -2967833.481394 nChanged 5 SP:Iteration 30Q (2928.554851 sec): 3 clusters Score: Raw -2971119.567704 + Penalty 3282.206022 = -2967837.361682 nChanged 8 SP:Iteration 31Q (2928.628420 sec): 3 clusters Score: Raw -2971127.182860 + Penalty 3282.206022 = -2967844.976838 nChanged 7 SP:Iteration 32Q (2928.710101 sec): 3 clusters Score: Raw -2971131.684869 + Penalty 3282.206022 = -2967849.478847 nChanged 3 SP:Iteration 33Q (2928.784492 sec): 3 clusters Score: Raw -2971133.777880 + Penalty 3282.206022 = -2967851.571858 nChanged 2 SP:Iteration 34Q (2928.853132 sec): 3 clusters Score: Raw -2971134.712121 + Penalty 3282.206022 = -2967852.506099 nChanged 0 SP:Iteration 35F (2928.947243 sec): 3 clusters Score: Raw -2971134.712121 + Penalty 3282.206022 = -2967852.506099 nChanged 0 Iteration 179Q (2932.421321 sec): 30 clusters Score: Raw -42692126.669924 + Penalty 60374.566793 = -42631752.103131 nChanged 90 Iteration 180F (2939.755787 sec): 30 clusters Score: Raw -42692129.073817 + Penalty 60374.566793 = -42631754.507025 nChanged 75 Iteration 181Q (2943.199330 sec): 30 clusters Score: Raw -42692131.123476 + Penalty 60374.566793 = -42631756.556683 nChanged 73 Iteration 182Q (2946.638370 sec): 30 clusters Score: Raw -42692133.485404 + Penalty 60374.566793 = -42631758.918611 nChanged 97 Iteration 183Q (2950.135022 sec): 30 clusters Score: Raw -42692136.431635 + Penalty 60374.566793 = -42631761.864842 nChanged 97 Iteration 184Q (2953.669456 sec): 30 clusters Score: Raw -42692139.127637 + Penalty 60374.566793 = -42631764.560845 nChanged 86 Iteration 185Q (2957.076249 sec): 30 clusters Score: Raw -42692141.596198 + Penalty 60374.566793 = -42631767.029406 nChanged 78 Iteration 186Q (2960.496106 sec): 30 clusters Score: Raw -42692144.234173 + Penalty 60374.566793 = -42631769.667380 nChanged 79 Iteration 187Q (2964.010217 sec): 30 clusters Score: Raw -42692146.479855 + Penalty 60374.566793 = -42631771.913062 nChanged 71 Iteration 188Q (2967.516188 sec): 30 clusters Score: Raw -42692148.701325 + Penalty 60374.566793 = -42631774.134532 nChanged 74 Iteration 189Q (2970.968063 sec): 30 clusters Score: Raw -42692151.386634 + Penalty 60374.566793 = -42631776.819842 nChanged 68 Iteration 190Q (2974.440990 sec): 30 clusters Score: Raw -42692153.266389 + Penalty 60374.566793 = -42631778.699597 nChanged 60 Iteration 191Q (2977.907357 sec): 30 clusters Score: Raw -42692155.049666 + Penalty 60374.566793 = -42631780.482874 nChanged 53 Iteration 192Q (2981.403719 sec): 30 clusters Score: Raw -42692156.878792 + Penalty 60374.566793 = -42631782.312000 nChanged 50 Iteration 193Q (2984.791786 sec): 30 clusters Score: Raw -42692158.848639 + Penalty 60374.566793 = -42631784.281847 nChanged 53 Iteration 194Q (2988.286983 sec): 30 clusters Score: Raw -42692160.733530 + Penalty 60374.566793 = -42631786.166738 nChanged 56 Iteration 195Q (2991.700538 sec): 30 clusters Score: Raw -42692162.141648 + Penalty 60374.566793 = -42631787.574855 nChanged 45 Iteration 196Q (2995.161710 sec): 30 clusters Score: Raw -42692163.652456 + Penalty 60374.566793 = -42631789.085663 nChanged 43 Iteration 197Q (2998.610795 sec): 30 clusters Score: Raw -42692164.974806 + Penalty 60374.566793 = -42631790.408013 nChanged 38 Iteration 198Q (3002.136358 sec): 30 clusters Score: Raw -42692166.093916 + Penalty 60374.566793 = -42631791.527124 nChanged 41 Iteration 199Q (3005.583788 sec): 30 clusters Score: Raw -42692167.196394 + Penalty 60374.566793 = -42631792.629602 nChanged 31 Iteration 200F (3012.965813 sec): 30 clusters Score: Raw -42692167.969080 + Penalty 60374.566793 = -42631793.402287 nChanged 29 Iteration 201Q (3016.406412 sec): 30 clusters Score: Raw -42692168.613207 + Penalty 60374.566793 = -42631794.046415 nChanged 30 Iteration 202Q (3019.889483 sec): 30 clusters Score: Raw -42692169.265510 + Penalty 60374.566793 = -42631794.698718 nChanged 30 Iteration 203Q (3023.285743 sec): 30 clusters Score: Raw -42692169.951023 + Penalty 60374.566793 = -42631795.384231 nChanged 25 Iteration 204Q (3026.669240 sec): 30 clusters Score: Raw -42692170.603784 + Penalty 60374.566793 = -42631796.036991 nChanged 22 Iteration 205Q (3030.043345 sec): 30 clusters Score: Raw -42692171.498457 + Penalty 60374.566793 = -42631796.931665 nChanged 31 Iteration 206Q (3033.446779 sec): 30 clusters Score: Raw -42692172.704602 + Penalty 60374.566793 = -42631798.137809 nChanged 26 Iteration 207Q (3036.897605 sec): 30 clusters Score: Raw -42692173.386942 + Penalty 60374.566793 = -42631798.820150 nChanged 20 Iteration 208Q (3040.279900 sec): 30 clusters Score: Raw -42692173.877254 + Penalty 60374.566793 = -42631799.310461 nChanged 12 Iteration 209Q (3043.631791 sec): 30 clusters Score: Raw -42692174.322087 + Penalty 60374.566793 = -42631799.755294 nChanged 6 Iteration 210Q (3047.055343 sec): 30 clusters Score: Raw -42692174.476468 + Penalty 60374.566793 = -42631799.909676 nChanged 7 Iteration 211Q (3050.514234 sec): 30 clusters Score: Raw -42692174.624607 + Penalty 60374.566793 = -42631800.057815 nChanged 9 Iteration 212Q (3053.816169 sec): 30 clusters Score: Raw -42692174.844159 + Penalty 60374.566793 = -42631800.277367 nChanged 14 Iteration 213Q (3057.203453 sec): 30 clusters Score: Raw -42692175.189607 + Penalty 60374.566793 = -42631800.622815 nChanged 9 Iteration 214Q (3060.630618 sec): 30 clusters Score: Raw -42692175.497717 + Penalty 60374.566793 = -42631800.930924 nChanged 16 Iteration 215Q (3064.069428 sec): 30 clusters Score: Raw -42692175.999555 + Penalty 60374.566793 = -42631801.432762 nChanged 12 Iteration 216Q (3067.469506 sec): 30 clusters Score: Raw -42692176.373544 + Penalty 60374.566793 = -42631801.806751 nChanged 18 Iteration 217Q (3070.918640 sec): 30 clusters Score: Raw -42692176.839101 + Penalty 60374.566793 = -42631802.272308 nChanged 18 Iteration 218Q (3074.287504 sec): 30 clusters Score: Raw -42692177.355699 + Penalty 60374.566793 = -42631802.788907 nChanged 25 Writing temp clu file Because OldScore, -42631802.272308, is greater than current (better) Score,-42631802.788907 Compute initial score before splitting: Score: Raw -42692177.355699 + Penalty 60374.566793 = -42631802.788907 Trying to split cluster 1 (12637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3074.440373 sec): 2 clusters Score: Raw -1531755.613232 + Penalty 1534.712448 = -1530220.900783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3074.516624 sec): 3 clusters Score: Raw -1524370.962945 + Penalty 3069.424897 = -1521301.538049 nChanged 5580 SP:Iteration 1F (3074.583149 sec): 3 clusters Score: Raw -1527456.692970 + Penalty 3069.424897 = -1524387.268073 nChanged 760 SP:Iteration 2F (3074.635855 sec): 3 clusters Score: Raw -1527758.607463 + Penalty 3069.424897 = -1524689.182567 nChanged 635 SP:Iteration 3F (3074.707497 sec): 3 clusters Score: Raw -1528044.262790 + Penalty 3069.424897 = -1524974.837893 nChanged 642 SP:Iteration 4F (3074.763012 sec): 3 clusters Score: Raw -1528367.848480 + Penalty 3069.424897 = -1525298.423583 nChanged 667 SP:Iteration 5F (3074.828462 sec): 3 clusters Score: Raw -1528784.071888 + Penalty 3069.424897 = -1525714.646991 nChanged 751 SP:Iteration 6F (3074.890641 sec): 3 clusters Score: Raw -1529296.057031 + Penalty 3069.424897 = -1526226.632134 nChanged 763 SP:Iteration 7F (3074.954022 sec): 3 clusters Score: Raw -1529822.748168 + Penalty 3069.424897 = -1526753.323271 nChanged 686 SP:Iteration 8F (3075.018467 sec): 3 clusters Score: Raw -1530326.057000 + Penalty 3069.424897 = -1527256.632103 nChanged 619 SP:Iteration 9Q (3075.093943 sec): 3 clusters Score: Raw -1530746.734308 + Penalty 3069.424897 = -1527677.309411 nChanged 534 SP:Iteration 10Q (3075.162909 sec): 3 clusters Score: Raw -1531067.423346 + Penalty 3069.424897 = -1527997.998449 nChanged 401 SP:Iteration 11Q (3075.214640 sec): 3 clusters Score: Raw -1531265.275287 + Penalty 3069.424897 = -1528195.850391 nChanged 281 SP:Iteration 12Q (3075.283413 sec): 3 clusters Score: Raw -1531374.643316 + Penalty 3069.424897 = -1528305.218419 nChanged 229 SP:Iteration 13Q (3075.340383 sec): 3 clusters Score: Raw -1531457.250597 + Penalty 3069.424897 = -1528387.825700 nChanged 206 SP:Iteration 14Q (3075.413152 sec): 3 clusters Score: Raw -1531534.583502 + Penalty 3069.424897 = -1528465.158606 nChanged 191 SP:Iteration 15Q (3075.468099 sec): 3 clusters Score: Raw -1531596.554623 + Penalty 3069.424897 = -1528527.129726 nChanged 150 SP:Iteration 16Q (3075.532685 sec): 3 clusters Score: Raw -1531641.585825 + Penalty 3069.424897 = -1528572.160928 nChanged 132 SP:Iteration 17Q (3075.609645 sec): 3 clusters Score: Raw -1531684.503115 + Penalty 3069.424897 = -1528615.078218 nChanged 116 SP:Iteration 18Q (3075.662883 sec): 3 clusters Score: Raw -1531715.981052 + Penalty 3069.424897 = -1528646.556155 nChanged 106 SP:Iteration 19Q (3075.738472 sec): 3 clusters Score: Raw -1531742.683662 + Penalty 3069.424897 = -1528673.258766 nChanged 93 SP:Iteration 20F (3075.804204 sec): 3 clusters Score: Raw -1531767.520493 + Penalty 3069.424897 = -1528698.095597 nChanged 108 SP:Iteration 21Q (3075.871970 sec): 3 clusters Score: Raw -1531797.873542 + Penalty 3069.424897 = -1528728.448645 nChanged 111 SP:Iteration 22Q (3075.928427 sec): 3 clusters Score: Raw -1531829.785326 + Penalty 3069.424897 = -1528760.360429 nChanged 110 SP:Iteration 23Q (3076.003522 sec): 3 clusters Score: Raw -1531860.062057 + Penalty 3069.424897 = -1528790.637160 nChanged 109 SP:Iteration 24Q (3076.055579 sec): 3 clusters Score: Raw -1531891.666566 + Penalty 3069.424897 = -1528822.241670 nChanged 109 SP:Iteration 25Q (3076.127516 sec): 3 clusters Score: Raw -1531924.385343 + Penalty 3069.424897 = -1528854.960446 nChanged 113 SP:Iteration 26Q (3076.187302 sec): 3 clusters Score: Raw -1531955.374293 + Penalty 3069.424897 = -1528885.949396 nChanged 103 SP:Iteration 27Q (3076.258507 sec): 3 clusters Score: Raw -1531983.273551 + Penalty 3069.424897 = -1528913.848654 nChanged 105 SP:Iteration 28Q (3076.322820 sec): 3 clusters Score: Raw -1532010.069143 + Penalty 3069.424897 = -1528940.644246 nChanged 92 SP:Iteration 29Q (3076.390868 sec): 3 clusters Score: Raw -1532034.703996 + Penalty 3069.424897 = -1528965.279100 nChanged 95 SP:Iteration 30Q (3076.461427 sec): 3 clusters Score: Raw -1532058.796524 + Penalty 3069.424897 = -1528989.371627 nChanged 90 SP:Iteration 31Q (3076.517481 sec): 3 clusters Score: Raw -1532082.210344 + Penalty 3069.424897 = -1529012.785448 nChanged 88 SP:Iteration 32Q (3076.577736 sec): 3 clusters Score: Raw -1532105.326147 + Penalty 3069.424897 = -1529035.901251 nChanged 93 SP:Iteration 33Q (3076.641657 sec): 3 clusters Score: Raw -1532131.017663 + Penalty 3069.424897 = -1529061.592766 nChanged 82 SP:Iteration 34Q (3076.718088 sec): 3 clusters Score: Raw -1532154.020716 + Penalty 3069.424897 = -1529084.595819 nChanged 73 SP:Iteration 35Q (3076.774105 sec): 3 clusters Score: Raw -1532172.985595 + Penalty 3069.424897 = -1529103.560698 nChanged 62 SP:Iteration 36Q (3076.840923 sec): 3 clusters Score: Raw -1532186.253655 + Penalty 3069.424897 = -1529116.828759 nChanged 57 SP:Iteration 37Q (3076.911926 sec): 3 clusters Score: Raw -1532195.277803 + Penalty 3069.424897 = -1529125.852907 nChanged 42 SP:Iteration 38Q (3076.971325 sec): 3 clusters Score: Raw -1532203.427364 + Penalty 3069.424897 = -1529134.002467 nChanged 45 SP:Iteration 39Q (3077.042445 sec): 3 clusters Score: Raw -1532211.925360 + Penalty 3069.424897 = -1529142.500463 nChanged 35 SP:Iteration 40F (3077.107642 sec): 3 clusters Score: Raw -1532220.151094 + Penalty 3069.424897 = -1529150.726198 nChanged 37 SP:Iteration 41Q (3077.175523 sec): 3 clusters Score: Raw -1532228.074842 + Penalty 3069.424897 = -1529158.649945 nChanged 41 SP:Iteration 42Q (3077.236403 sec): 3 clusters Score: Raw -1532237.195504 + Penalty 3069.424897 = -1529167.770608 nChanged 41 SP:Iteration 43Q (3077.302669 sec): 3 clusters Score: Raw -1532246.453376 + Penalty 3069.424897 = -1529177.028480 nChanged 38 SP:Iteration 44Q (3077.368795 sec): 3 clusters Score: Raw -1532252.880537 + Penalty 3069.424897 = -1529183.455640 nChanged 34 SP:Iteration 45Q (3077.442329 sec): 3 clusters Score: Raw -1532258.477291 + Penalty 3069.424897 = -1529189.052394 nChanged 23 SP:Iteration 46Q (3077.504692 sec): 3 clusters Score: Raw -1532262.195979 + Penalty 3069.424897 = -1529192.771082 nChanged 15 SP:Iteration 47Q (3077.571770 sec): 3 clusters Score: Raw -1532264.541345 + Penalty 3069.424897 = -1529195.116449 nChanged 16 SP:Iteration 48Q (3077.621764 sec): 3 clusters Score: Raw -1532266.575065 + Penalty 3069.424897 = -1529197.150168 nChanged 18 SP:Iteration 49Q (3077.692395 sec): 3 clusters Score: Raw -1532269.647160 + Penalty 3069.424897 = -1529200.222263 nChanged 20 SP:Iteration 50Q (3077.749516 sec): 3 clusters Score: Raw -1532271.835954 + Penalty 3069.424897 = -1529202.411057 nChanged 13 SP:Iteration 51Q (3077.814064 sec): 3 clusters Score: Raw -1532273.260392 + Penalty 3069.424897 = -1529203.835495 nChanged 10 SP:Iteration 52Q (3077.881353 sec): 3 clusters Score: Raw -1532274.655994 + Penalty 3069.424897 = -1529205.231097 nChanged 14 SP:Iteration 53Q (3077.953507 sec): 3 clusters Score: Raw -1532277.556818 + Penalty 3069.424897 = -1529208.131921 nChanged 20 SP:Iteration 54Q (3078.014996 sec): 3 clusters Score: Raw -1532281.515866 + Penalty 3069.424897 = -1529212.090969 nChanged 19 SP:Iteration 55Q (3078.082410 sec): 3 clusters Score: Raw -1532285.441198 + Penalty 3069.424897 = -1529216.016302 nChanged 17 SP:Iteration 56Q (3078.136354 sec): 3 clusters Score: Raw -1532288.494795 + Penalty 3069.424897 = -1529219.069899 nChanged 14 SP:Iteration 57Q (3078.208732 sec): 3 clusters Score: Raw -1532290.164975 + Penalty 3069.424897 = -1529220.740079 nChanged 12 SP:Iteration 58Q (3078.271630 sec): 3 clusters Score: Raw -1532292.292045 + Penalty 3069.424897 = -1529222.867148 nChanged 11 SP:Iteration 59Q (3078.324215 sec): 3 clusters Score: Raw -1532293.649389 + Penalty 3069.424897 = -1529224.224493 nChanged 10 SP:Iteration 60F (3078.390989 sec): 3 clusters Score: Raw -1532295.062085 + Penalty 3069.424897 = -1529225.637188 nChanged 8 SP:Iteration 61Q (3078.467217 sec): 3 clusters Score: Raw -1532296.171312 + Penalty 3069.424897 = -1529226.746415 nChanged 4 SP:Iteration 62Q (3078.521576 sec): 3 clusters Score: Raw -1532296.575075 + Penalty 3069.424897 = -1529227.150178 nChanged 2 SP:Iteration 63Q (3078.577812 sec): 3 clusters Score: Raw -1532296.780780 + Penalty 3069.424897 = -1529227.355883 nChanged 1 SP:Iteration 64Q (3078.638647 sec): 3 clusters Score: Raw -1532296.849971 + Penalty 3069.424897 = -1529227.425074 nChanged 1 SP:Iteration 65Q (3078.706653 sec): 3 clusters Score: Raw -1532296.949380 + Penalty 3069.424897 = -1529227.524483 nChanged 3 SP:Iteration 66Q (3078.766834 sec): 3 clusters Score: Raw -1532297.455846 + Penalty 3069.424897 = -1529228.030949 nChanged 5 SP:Iteration 67Q (3078.838720 sec): 3 clusters Score: Raw -1532298.000781 + Penalty 3069.424897 = -1529228.575884 nChanged 5 SP:Iteration 68Q (3078.906001 sec): 3 clusters Score: Raw -1532298.444158 + Penalty 3069.424897 = -1529229.019262 nChanged 5 SP:Iteration 69Q (3078.961626 sec): 3 clusters Score: Raw -1532298.898825 + Penalty 3069.424897 = -1529229.473928 nChanged 8 SP:Iteration 70Q (3079.035795 sec): 3 clusters Score: Raw -1532299.735924 + Penalty 3069.424897 = -1529230.311027 nChanged 7 SP:Iteration 71Q (3079.089269 sec): 3 clusters Score: Raw -1532301.281474 + Penalty 3069.424897 = -1529231.856577 nChanged 11 SP:Iteration 72Q (3079.154819 sec): 3 clusters Score: Raw -1532303.707908 + Penalty 3069.424897 = -1529234.283011 nChanged 10 SP:Iteration 73Q (3079.225307 sec): 3 clusters Score: Raw -1532304.674449 + Penalty 3069.424897 = -1529235.249552 nChanged 5 SP:Iteration 74Q (3079.281262 sec): 3 clusters Score: Raw -1532305.333757 + Penalty 3069.424897 = -1529235.908860 nChanged 4 SP:Iteration 75Q (3079.340878 sec): 3 clusters Score: Raw -1532305.705569 + Penalty 3069.424897 = -1529236.280672 nChanged 2 SP:Iteration 76Q (3079.403904 sec): 3 clusters Score: Raw -1532305.922682 + Penalty 3069.424897 = -1529236.497785 nChanged 0 SP:Iteration 77F (3079.475585 sec): 3 clusters Score: Raw -1532305.922682 + Penalty 3069.424897 = -1529236.497785 nChanged 0 Trying to split cluster 2 (48076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3079.565995 sec): 2 clusters Score: Raw -5554142.991401 + Penalty 1751.837485 = -5552391.153915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3079.698853 sec): 3 clusters Score: Raw -5523631.015199 + Penalty 3503.674971 = -5520127.340228 nChanged 22514 SP:Iteration 1F (3079.820009 sec): 3 clusters Score: Raw -5536472.175259 + Penalty 3503.674971 = -5532968.500288 nChanged 2174 SP:Iteration 2Q (3079.957297 sec): 3 clusters Score: Raw -5537274.985863 + Penalty 3503.674971 = -5533771.310892 nChanged 2324 SP:Iteration 3Q (3080.084630 sec): 3 clusters Score: Raw -5538268.550537 + Penalty 3503.674971 = -5534764.875567 nChanged 2474 SP:Iteration 4F (3080.217803 sec): 3 clusters Score: Raw -5539565.660277 + Penalty 3503.674971 = -5536061.985307 nChanged 2768 SP:Iteration 5F (3080.344638 sec): 3 clusters Score: Raw -5541301.484142 + Penalty 3503.674971 = -5537797.809172 nChanged 2890 SP:Iteration 6F (3080.465077 sec): 3 clusters Score: Raw -5543358.584390 + Penalty 3503.674971 = -5539854.909419 nChanged 2972 SP:Iteration 7F (3080.576490 sec): 3 clusters Score: Raw -5545733.053692 + Penalty 3503.674971 = -5542229.378722 nChanged 2835 SP:Iteration 8F (3080.688904 sec): 3 clusters Score: Raw -5547721.523655 + Penalty 3503.674971 = -5544217.848685 nChanged 2263 SP:Iteration 9Q (3080.811058 sec): 3 clusters Score: Raw -5548899.345594 + Penalty 3503.674971 = -5545395.670624 nChanged 1534 SP:Iteration 10Q (3080.940619 sec): 3 clusters Score: Raw -5549478.676875 + Penalty 3503.674971 = -5545975.001904 nChanged 1019 SP:Iteration 11Q (3081.075423 sec): 3 clusters Score: Raw -5549796.629026 + Penalty 3503.674971 = -5546292.954056 nChanged 789 SP:Iteration 12Q (3081.196620 sec): 3 clusters Score: Raw -5550010.782121 + Penalty 3503.674971 = -5546507.107151 nChanged 644 SP:Iteration 13Q (3081.319206 sec): 3 clusters Score: Raw -5550188.255971 + Penalty 3503.674971 = -5546684.581000 nChanged 617 SP:Iteration 14Q (3081.445855 sec): 3 clusters Score: Raw -5550365.897483 + Penalty 3503.674971 = -5546862.222513 nChanged 622 SP:Iteration 15Q (3081.570840 sec): 3 clusters Score: Raw -5550550.355658 + Penalty 3503.674971 = -5547046.680688 nChanged 663 SP:Iteration 16Q (3081.699645 sec): 3 clusters Score: Raw -5550771.770805 + Penalty 3503.674971 = -5547268.095834 nChanged 726 SP:Iteration 17Q (3081.823782 sec): 3 clusters Score: Raw -5551040.180793 + Penalty 3503.674971 = -5547536.505823 nChanged 746 SP:Iteration 18Q (3081.960546 sec): 3 clusters Score: Raw -5551326.852722 + Penalty 3503.674971 = -5547823.177751 nChanged 723 SP:Iteration 19Q (3082.079405 sec): 3 clusters Score: Raw -5551615.927251 + Penalty 3503.674971 = -5548112.252280 nChanged 725 SP:Iteration 20F (3082.199129 sec): 3 clusters Score: Raw -5551887.197856 + Penalty 3503.674971 = -5548383.522886 nChanged 641 SP:Iteration 21Q (3082.318822 sec): 3 clusters Score: Raw -5552124.439519 + Penalty 3503.674971 = -5548620.764549 nChanged 630 SP:Iteration 22Q (3082.431444 sec): 3 clusters Score: Raw -5552354.922779 + Penalty 3503.674971 = -5548851.247808 nChanged 605 SP:Iteration 23Q (3082.534833 sec): 3 clusters Score: Raw -5552588.283124 + Penalty 3503.674971 = -5549084.608153 nChanged 587 SP:Iteration 24Q (3082.646229 sec): 3 clusters Score: Raw -5552824.095823 + Penalty 3503.674971 = -5549320.420852 nChanged 554 SP:Iteration 25Q (3082.761341 sec): 3 clusters Score: Raw -5553034.163253 + Penalty 3503.674971 = -5549530.488282 nChanged 518 SP:Iteration 26Q (3082.880730 sec): 3 clusters Score: Raw -5553225.752026 + Penalty 3503.674971 = -5549722.077056 nChanged 467 SP:Iteration 27Q (3082.983912 sec): 3 clusters Score: Raw -5553386.425586 + Penalty 3503.674971 = -5549882.750615 nChanged 402 SP:Iteration 28Q (3083.093340 sec): 3 clusters Score: Raw -5553509.584661 + Penalty 3503.674971 = -5550005.909691 nChanged 391 SP:Iteration 29Q (3083.221624 sec): 3 clusters Score: Raw -5553629.148912 + Penalty 3503.674971 = -5550125.473942 nChanged 339 SP:Iteration 30Q (3083.322373 sec): 3 clusters Score: Raw -5553730.012054 + Penalty 3503.674971 = -5550226.337083 nChanged 339 SP:Iteration 31Q (3083.435949 sec): 3 clusters Score: Raw -5553834.834486 + Penalty 3503.674971 = -5550331.159515 nChanged 317 SP:Iteration 32Q (3083.556797 sec): 3 clusters Score: Raw -5553940.696822 + Penalty 3503.674971 = -5550437.021852 nChanged 276 SP:Iteration 33Q (3083.667364 sec): 3 clusters Score: Raw -5554023.112664 + Penalty 3503.674971 = -5550519.437693 nChanged 247 SP:Iteration 34Q (3083.792373 sec): 3 clusters Score: Raw -5554094.466779 + Penalty 3503.674971 = -5550590.791809 nChanged 244 SP:Iteration 35Q (3083.912926 sec): 3 clusters Score: Raw -5554164.130901 + Penalty 3503.674971 = -5550660.455930 nChanged 217 SP:Iteration 36Q (3084.027221 sec): 3 clusters Score: Raw -5554218.591844 + Penalty 3503.674971 = -5550714.916874 nChanged 186 SP:Iteration 37Q (3084.145124 sec): 3 clusters Score: Raw -5554258.465159 + Penalty 3503.674971 = -5550754.790188 nChanged 166 SP:Iteration 38Q (3084.262581 sec): 3 clusters Score: Raw -5554295.129799 + Penalty 3503.674971 = -5550791.454828 nChanged 165 SP:Iteration 39Q (3084.373101 sec): 3 clusters Score: Raw -5554334.972904 + Penalty 3503.674971 = -5550831.297934 nChanged 146 SP:Iteration 40F (3084.502483 sec): 3 clusters Score: Raw -5554372.061739 + Penalty 3503.674971 = -5550868.386768 nChanged 145 SP:Iteration 41Q (3084.625839 sec): 3 clusters Score: Raw -5554407.144372 + Penalty 3503.674971 = -5550903.469402 nChanged 135 SP:Iteration 42Q (3084.737336 sec): 3 clusters Score: Raw -5554443.688181 + Penalty 3503.674971 = -5550940.013210 nChanged 142 SP:Iteration 43Q (3084.854056 sec): 3 clusters Score: Raw -5554480.940715 + Penalty 3503.674971 = -5550977.265745 nChanged 128 SP:Iteration 44Q (3084.971834 sec): 3 clusters Score: Raw -5554511.888321 + Penalty 3503.674971 = -5551008.213350 nChanged 126 SP:Iteration 45Q (3085.083360 sec): 3 clusters Score: Raw -5554542.278474 + Penalty 3503.674971 = -5551038.603503 nChanged 111 SP:Iteration 46Q (3085.211715 sec): 3 clusters Score: Raw -5554567.679708 + Penalty 3503.674971 = -5551064.004738 nChanged 109 SP:Iteration 47Q (3085.324973 sec): 3 clusters Score: Raw -5554591.440072 + Penalty 3503.674971 = -5551087.765101 nChanged 83 SP:Iteration 48Q (3085.447479 sec): 3 clusters Score: Raw -5554609.621322 + Penalty 3503.674971 = -5551105.946352 nChanged 76 SP:Iteration 49Q (3085.559414 sec): 3 clusters Score: Raw -5554625.241214 + Penalty 3503.674971 = -5551121.566244 nChanged 68 SP:Iteration 50Q (3085.668466 sec): 3 clusters Score: Raw -5554639.189259 + Penalty 3503.674971 = -5551135.514288 nChanged 66 SP:Iteration 51Q (3085.771895 sec): 3 clusters Score: Raw -5554653.526162 + Penalty 3503.674971 = -5551149.851192 nChanged 60 SP:Iteration 52Q (3085.876340 sec): 3 clusters Score: Raw -5554666.506090 + Penalty 3503.674971 = -5551162.831119 nChanged 58 SP:Iteration 53Q (3086.003550 sec): 3 clusters Score: Raw -5554678.168326 + Penalty 3503.674971 = -5551174.493355 nChanged 50 SP:Iteration 54Q (3086.113021 sec): 3 clusters Score: Raw -5554688.075978 + Penalty 3503.674971 = -5551184.401007 nChanged 32 SP:Iteration 55Q (3086.231718 sec): 3 clusters Score: Raw -5554692.996911 + Penalty 3503.674971 = -5551189.321941 nChanged 34 SP:Iteration 56Q (3086.346352 sec): 3 clusters Score: Raw -5554699.996894 + Penalty 3503.674971 = -5551196.321923 nChanged 36 SP:Iteration 57Q (3086.455323 sec): 3 clusters Score: Raw -5554706.993774 + Penalty 3503.674971 = -5551203.318804 nChanged 26 SP:Iteration 58Q (3086.583618 sec): 3 clusters Score: Raw -5554712.008788 + Penalty 3503.674971 = -5551208.333817 nChanged 23 SP:Iteration 59Q (3086.699329 sec): 3 clusters Score: Raw -5554716.910007 + Penalty 3503.674971 = -5551213.235037 nChanged 23 SP:Iteration 60F (3086.827184 sec): 3 clusters Score: Raw -5554719.773046 + Penalty 3503.674971 = -5551216.098075 nChanged 13 SP:Iteration 61Q (3086.938932 sec): 3 clusters Score: Raw -5554721.940613 + Penalty 3503.674971 = -5551218.265642 nChanged 16 SP:Iteration 62Q (3087.048696 sec): 3 clusters Score: Raw -5554723.846185 + Penalty 3503.674971 = -5551220.171215 nChanged 15 SP:Iteration 63Q (3087.160748 sec): 3 clusters Score: Raw -5554726.325294 + Penalty 3503.674971 = -5551222.650324 nChanged 13 SP:Iteration 64Q (3087.276635 sec): 3 clusters Score: Raw -5554728.236513 + Penalty 3503.674971 = -5551224.561542 nChanged 6 SP:Iteration 65Q (3087.386037 sec): 3 clusters Score: Raw -5554729.180085 + Penalty 3503.674971 = -5551225.505115 nChanged 4 SP:Iteration 66Q (3087.505203 sec): 3 clusters Score: Raw -5554729.848610 + Penalty 3503.674971 = -5551226.173639 nChanged 1 SP:Iteration 67Q (3087.601815 sec): 3 clusters Score: Raw -5554730.015691 + Penalty 3503.674971 = -5551226.340720 nChanged 0 SP:Iteration 68F (3087.731915 sec): 3 clusters Score: Raw -5554730.015691 + Penalty 3503.674971 = -5551226.340720 nChanged 0 Trying to split cluster 3 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3087.757502 sec): 2 clusters Score: Raw -46020.862326 + Penalty 980.376511 = -45040.485815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3087.793580 sec): 3 clusters Score: Raw -46042.042759 + Penalty 1960.753022 = -44081.289737 nChanged 112 SP:Iteration 1F (3087.841884 sec): 3 clusters Score: Raw -46256.216575 + Penalty 1960.753022 = -44295.463553 nChanged 25 SP:Iteration 2F (3087.884212 sec): 3 clusters Score: Raw -46302.389699 + Penalty 1960.753022 = -44341.636677 nChanged 14 SP:Iteration 3Q (3087.933213 sec): 3 clusters Score: Raw -46325.245141 + Penalty 1960.753022 = -44364.492119 nChanged 6 SP:Iteration 4Q (3087.970648 sec): 3 clusters Score: Raw -46334.974002 + Penalty 1960.753022 = -44374.220980 nChanged 2 SP:Iteration 5Q (3088.019577 sec): 3 clusters Score: Raw -46337.428791 + Penalty 1960.753022 = -44376.675769 nChanged 0 SP:Iteration 6F (3088.067916 sec): 3 clusters Score: Raw -46337.428791 + Penalty 1960.753022 = -44376.675769 nChanged 0 Trying to split cluster 4 (10966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3088.103344 sec): 2 clusters Score: Raw -1348241.635741 + Penalty 1511.665164 = -1346729.970577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3088.158983 sec): 3 clusters Score: Raw -1341991.770907 + Penalty 3023.330328 = -1338968.440579 nChanged 4781 SP:Iteration 1F (3088.224822 sec): 3 clusters Score: Raw -1344576.726738 + Penalty 3023.330328 = -1341553.396409 nChanged 660 SP:Iteration 2F (3088.278719 sec): 3 clusters Score: Raw -1344886.011258 + Penalty 3023.330328 = -1341862.680930 nChanged 578 SP:Iteration 3F (3088.340412 sec): 3 clusters Score: Raw -1345169.792487 + Penalty 3023.330328 = -1342146.462158 nChanged 570 SP:Iteration 4F (3088.402152 sec): 3 clusters Score: Raw -1345517.146993 + Penalty 3023.330328 = -1342493.816665 nChanged 683 SP:Iteration 5F (3088.467635 sec): 3 clusters Score: Raw -1345996.948650 + Penalty 3023.330328 = -1342973.618321 nChanged 718 SP:Iteration 6F (3088.517145 sec): 3 clusters Score: Raw -1346555.317255 + Penalty 3023.330328 = -1343531.986927 nChanged 643 SP:Iteration 7F (3088.577293 sec): 3 clusters Score: Raw -1347056.073535 + Penalty 3023.330328 = -1344032.743207 nChanged 516 SP:Iteration 8Q (3088.634667 sec): 3 clusters Score: Raw -1347476.530223 + Penalty 3023.330328 = -1344453.199895 nChanged 381 SP:Iteration 9Q (3088.701803 sec): 3 clusters Score: Raw -1347773.377391 + Penalty 3023.330328 = -1344750.047062 nChanged 271 SP:Iteration 10Q (3088.759407 sec): 3 clusters Score: Raw -1347982.804213 + Penalty 3023.330328 = -1344959.473884 nChanged 213 SP:Iteration 11Q (3088.828232 sec): 3 clusters Score: Raw -1348144.269128 + Penalty 3023.330328 = -1345120.938800 nChanged 130 SP:Iteration 12Q (3088.883497 sec): 3 clusters Score: Raw -1348242.506870 + Penalty 3023.330328 = -1345219.176542 nChanged 93 SP:Iteration 13Q (3088.946313 sec): 3 clusters Score: Raw -1348304.772478 + Penalty 3023.330328 = -1345281.442150 nChanged 75 SP:Iteration 14Q (3089.002435 sec): 3 clusters Score: Raw -1348353.531207 + Penalty 3023.330328 = -1345330.200879 nChanged 45 SP:Iteration 15Q (3089.059750 sec): 3 clusters Score: Raw -1348379.612869 + Penalty 3023.330328 = -1345356.282541 nChanged 35 SP:Iteration 16Q (3089.118155 sec): 3 clusters Score: Raw -1348404.547339 + Penalty 3023.330328 = -1345381.217011 nChanged 30 SP:Iteration 17Q (3089.177369 sec): 3 clusters Score: Raw -1348422.957265 + Penalty 3023.330328 = -1345399.626936 nChanged 28 SP:Iteration 18Q (3089.231613 sec): 3 clusters Score: Raw -1348441.457657 + Penalty 3023.330328 = -1345418.127329 nChanged 18 SP:Iteration 19Q (3089.296772 sec): 3 clusters Score: Raw -1348454.314082 + Penalty 3023.330328 = -1345430.983754 nChanged 22 SP:Iteration 20F (3089.361345 sec): 3 clusters Score: Raw -1348468.460639 + Penalty 3023.330328 = -1345445.130311 nChanged 16 SP:Iteration 21Q (3089.415835 sec): 3 clusters Score: Raw -1348479.238673 + Penalty 3023.330328 = -1345455.908344 nChanged 11 SP:Iteration 22Q (3089.470696 sec): 3 clusters Score: Raw -1348484.768994 + Penalty 3023.330328 = -1345461.438666 nChanged 11 SP:Iteration 23Q (3089.531431 sec): 3 clusters Score: Raw -1348494.644805 + Penalty 3023.330328 = -1345471.314476 nChanged 16 SP:Iteration 24Q (3089.587205 sec): 3 clusters Score: Raw -1348509.012218 + Penalty 3023.330328 = -1345485.681889 nChanged 13 SP:Iteration 25Q (3089.655661 sec): 3 clusters Score: Raw -1348520.229019 + Penalty 3023.330328 = -1345496.898691 nChanged 14 SP:Iteration 26Q (3089.711282 sec): 3 clusters Score: Raw -1348530.400479 + Penalty 3023.330328 = -1345507.070151 nChanged 9 SP:Iteration 27Q (3089.768769 sec): 3 clusters Score: Raw -1348536.912993 + Penalty 3023.330328 = -1345513.582664 nChanged 6 SP:Iteration 28Q (3089.818339 sec): 3 clusters Score: Raw -1348539.753531 + Penalty 3023.330328 = -1345516.423203 nChanged 0 SP:Iteration 29F (3089.884678 sec): 3 clusters Score: Raw -1348539.753531 + Penalty 3023.330328 = -1345516.423203 nChanged 0 Trying to split cluster 5 (4087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3089.915193 sec): 2 clusters Score: Raw -465138.649400 + Penalty 1351.279554 = -463787.369847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3089.961893 sec): 3 clusters Score: Raw -463102.675305 + Penalty 2702.559107 = -460400.116198 nChanged 1641 SP:Iteration 1F (3090.009479 sec): 3 clusters Score: Raw -464093.488647 + Penalty 2702.559107 = -461390.929540 nChanged 364 SP:Iteration 2F (3090.047978 sec): 3 clusters Score: Raw -464392.024143 + Penalty 2702.559107 = -461689.465036 nChanged 293 SP:Iteration 3F (3090.101008 sec): 3 clusters Score: Raw -464673.982690 + Penalty 2702.559107 = -461971.423583 nChanged 288 SP:Iteration 4F (3090.158242 sec): 3 clusters Score: Raw -464932.169968 + Penalty 2702.559107 = -462229.610860 nChanged 256 SP:Iteration 5F (3090.204200 sec): 3 clusters Score: Raw -465139.595360 + Penalty 2702.559107 = -462437.036253 nChanged 221 SP:Iteration 6F (3090.251291 sec): 3 clusters Score: Raw -465288.406977 + Penalty 2702.559107 = -462585.847870 nChanged 155 SP:Iteration 7Q (3090.299116 sec): 3 clusters Score: Raw -465391.613018 + Penalty 2702.559107 = -462689.053911 nChanged 136 SP:Iteration 8Q (3090.347436 sec): 3 clusters Score: Raw -465472.438579 + Penalty 2702.559107 = -462769.879472 nChanged 106 SP:Iteration 9Q (3090.393730 sec): 3 clusters Score: Raw -465533.777932 + Penalty 2702.559107 = -462831.218825 nChanged 92 SP:Iteration 10Q (3090.441889 sec): 3 clusters Score: Raw -465588.350576 + Penalty 2702.559107 = -462885.791468 nChanged 78 SP:Iteration 11Q (3090.491174 sec): 3 clusters Score: Raw -465625.441617 + Penalty 2702.559107 = -462922.882510 nChanged 56 SP:Iteration 12Q (3090.539826 sec): 3 clusters Score: Raw -465655.777036 + Penalty 2702.559107 = -462953.217929 nChanged 46 SP:Iteration 13Q (3090.595639 sec): 3 clusters Score: Raw -465679.920099 + Penalty 2702.559107 = -462977.360992 nChanged 45 SP:Iteration 14Q (3090.648931 sec): 3 clusters Score: Raw -465700.539066 + Penalty 2702.559107 = -462997.979959 nChanged 39 SP:Iteration 15Q (3090.704613 sec): 3 clusters Score: Raw -465716.721596 + Penalty 2702.559107 = -463014.162489 nChanged 27 SP:Iteration 16Q (3090.740349 sec): 3 clusters Score: Raw -465730.616815 + Penalty 2702.559107 = -463028.057708 nChanged 25 SP:Iteration 17Q (3090.792199 sec): 3 clusters Score: Raw -465744.766818 + Penalty 2702.559107 = -463042.207711 nChanged 29 SP:Iteration 18Q (3090.843690 sec): 3 clusters Score: Raw -465763.080970 + Penalty 2702.559107 = -463060.521862 nChanged 37 SP:Iteration 19Q (3090.887970 sec): 3 clusters Score: Raw -465785.515796 + Penalty 2702.559107 = -463082.956689 nChanged 30 SP:Iteration 20F (3090.928130 sec): 3 clusters Score: Raw -465807.635437 + Penalty 2702.559107 = -463105.076330 nChanged 29 SP:Iteration 21Q (3090.977678 sec): 3 clusters Score: Raw -465826.185273 + Penalty 2702.559107 = -463123.626165 nChanged 21 SP:Iteration 22Q (3091.025530 sec): 3 clusters Score: Raw -465838.215068 + Penalty 2702.559107 = -463135.655960 nChanged 12 SP:Iteration 23Q (3091.080070 sec): 3 clusters Score: Raw -465842.720154 + Penalty 2702.559107 = -463140.161047 nChanged 5 SP:Iteration 24Q (3091.127420 sec): 3 clusters Score: Raw -465845.283409 + Penalty 2702.559107 = -463142.724301 nChanged 9 SP:Iteration 25Q (3091.180857 sec): 3 clusters Score: Raw -465851.760633 + Penalty 2702.559107 = -463149.201526 nChanged 12 SP:Iteration 26Q (3091.235957 sec): 3 clusters Score: Raw -465862.708296 + Penalty 2702.559107 = -463160.149189 nChanged 21 SP:Iteration 27Q (3091.279892 sec): 3 clusters Score: Raw -465880.186136 + Penalty 2702.559107 = -463177.627029 nChanged 14 SP:Iteration 28Q (3091.324103 sec): 3 clusters Score: Raw -465889.462686 + Penalty 2702.559107 = -463186.903579 nChanged 7 SP:Iteration 29Q (3091.382864 sec): 3 clusters Score: Raw -465893.871542 + Penalty 2702.559107 = -463191.312435 nChanged 11 SP:Iteration 30Q (3091.427333 sec): 3 clusters Score: Raw -465902.843663 + Penalty 2702.559107 = -463200.284556 nChanged 14 SP:Iteration 31Q (3091.475273 sec): 3 clusters Score: Raw -465913.535672 + Penalty 2702.559107 = -463210.976564 nChanged 6 SP:Iteration 32Q (3091.533506 sec): 3 clusters Score: Raw -465917.408715 + Penalty 2702.559107 = -463214.849608 nChanged 7 SP:Iteration 33Q (3091.574647 sec): 3 clusters Score: Raw -465920.265629 + Penalty 2702.559107 = -463217.706522 nChanged 2 SP:Iteration 34Q (3091.629425 sec): 3 clusters Score: Raw -465920.945284 + Penalty 2702.559107 = -463218.386177 nChanged 2 SP:Iteration 35Q (3091.667026 sec): 3 clusters Score: Raw -465922.998627 + Penalty 2702.559107 = -463220.439520 nChanged 4 SP:Iteration 36Q (3091.721536 sec): 3 clusters Score: Raw -465927.375643 + Penalty 2702.559107 = -463224.816536 nChanged 5 SP:Iteration 37Q (3091.771817 sec): 3 clusters Score: Raw -465930.289934 + Penalty 2702.559107 = -463227.730827 nChanged 2 SP:Iteration 38Q (3091.818711 sec): 3 clusters Score: Raw -465931.045977 + Penalty 2702.559107 = -463228.486870 nChanged 1 SP:Iteration 39Q (3091.867463 sec): 3 clusters Score: Raw -465931.765921 + Penalty 2702.559107 = -463229.206814 nChanged 0 SP:Iteration 40F (3091.915081 sec): 3 clusters Score: Raw -465931.765921 + Penalty 2702.559107 = -463229.206814 nChanged 0 Trying to split cluster 6 (11766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3091.944696 sec): 2 clusters Score: Raw -1421706.540674 + Penalty 1523.107511 = -1420183.433163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3092.017002 sec): 3 clusters Score: Raw -1414913.828757 + Penalty 3046.215021 = -1411867.613736 nChanged 5171 SP:Iteration 1F (3092.065379 sec): 3 clusters Score: Raw -1417796.389206 + Penalty 3046.215021 = -1414750.174185 nChanged 684 SP:Iteration 2F (3092.136217 sec): 3 clusters Score: Raw -1418120.896864 + Penalty 3046.215021 = -1415074.681843 nChanged 646 SP:Iteration 3F (3092.187959 sec): 3 clusters Score: Raw -1418452.570746 + Penalty 3046.215021 = -1415406.355725 nChanged 653 SP:Iteration 4F (3092.252223 sec): 3 clusters Score: Raw -1418810.802101 + Penalty 3046.215021 = -1415764.587080 nChanged 648 SP:Iteration 5F (3092.313345 sec): 3 clusters Score: Raw -1419212.109244 + Penalty 3046.215021 = -1416165.894223 nChanged 694 SP:Iteration 6F (3092.368206 sec): 3 clusters Score: Raw -1419726.158079 + Penalty 3046.215021 = -1416679.943058 nChanged 656 SP:Iteration 7F (3092.429794 sec): 3 clusters Score: Raw -1420269.314769 + Penalty 3046.215021 = -1417223.099748 nChanged 513 SP:Iteration 8Q (3092.495250 sec): 3 clusters Score: Raw -1420697.974273 + Penalty 3046.215021 = -1417651.759252 nChanged 438 SP:Iteration 9Q (3092.557979 sec): 3 clusters Score: Raw -1421050.156868 + Penalty 3046.215021 = -1418003.941847 nChanged 292 SP:Iteration 10Q (3092.620046 sec): 3 clusters Score: Raw -1421280.076732 + Penalty 3046.215021 = -1418233.861711 nChanged 209 SP:Iteration 11Q (3092.681448 sec): 3 clusters Score: Raw -1421431.906364 + Penalty 3046.215021 = -1418385.691343 nChanged 151 SP:Iteration 12Q (3092.744425 sec): 3 clusters Score: Raw -1421530.195457 + Penalty 3046.215021 = -1418483.980436 nChanged 103 SP:Iteration 13Q (3092.804553 sec): 3 clusters Score: Raw -1421585.309317 + Penalty 3046.215021 = -1418539.094296 nChanged 77 SP:Iteration 14Q (3092.864920 sec): 3 clusters Score: Raw -1421634.670149 + Penalty 3046.215021 = -1418588.455128 nChanged 64 SP:Iteration 15Q (3092.926549 sec): 3 clusters Score: Raw -1421679.719460 + Penalty 3046.215021 = -1418633.504439 nChanged 58 SP:Iteration 16Q (3092.988857 sec): 3 clusters Score: Raw -1421722.262877 + Penalty 3046.215021 = -1418676.047856 nChanged 43 SP:Iteration 17Q (3093.049922 sec): 3 clusters Score: Raw -1421752.508541 + Penalty 3046.215021 = -1418706.293519 nChanged 43 SP:Iteration 18Q (3093.097092 sec): 3 clusters Score: Raw -1421785.636891 + Penalty 3046.215021 = -1418739.421870 nChanged 27 SP:Iteration 19Q (3093.167583 sec): 3 clusters Score: Raw -1421810.875245 + Penalty 3046.215021 = -1418764.660224 nChanged 25 SP:Iteration 20F (3093.219329 sec): 3 clusters Score: Raw -1421828.375138 + Penalty 3046.215021 = -1418782.160117 nChanged 19 SP:Iteration 21Q (3093.279091 sec): 3 clusters Score: Raw -1421843.101341 + Penalty 3046.215021 = -1418796.886320 nChanged 24 SP:Iteration 22Q (3093.336184 sec): 3 clusters Score: Raw -1421859.952041 + Penalty 3046.215021 = -1418813.737020 nChanged 17 SP:Iteration 23Q (3093.399239 sec): 3 clusters Score: Raw -1421877.232881 + Penalty 3046.215021 = -1418831.017860 nChanged 16 SP:Iteration 24Q (3093.452901 sec): 3 clusters Score: Raw -1421888.572170 + Penalty 3046.215021 = -1418842.357149 nChanged 9 SP:Iteration 25Q (3093.514487 sec): 3 clusters Score: Raw -1421895.021036 + Penalty 3046.215021 = -1418848.806015 nChanged 9 SP:Iteration 26Q (3093.580102 sec): 3 clusters Score: Raw -1421900.887505 + Penalty 3046.215021 = -1418854.672484 nChanged 6 SP:Iteration 27Q (3093.643853 sec): 3 clusters Score: Raw -1421904.543903 + Penalty 3046.215021 = -1418858.328882 nChanged 4 SP:Iteration 28Q (3093.705282 sec): 3 clusters Score: Raw -1421908.419165 + Penalty 3046.215021 = -1418862.204144 nChanged 7 SP:Iteration 29Q (3093.755283 sec): 3 clusters Score: Raw -1421913.217532 + Penalty 3046.215021 = -1418867.002511 nChanged 7 SP:Iteration 30Q (3093.817636 sec): 3 clusters Score: Raw -1421918.253821 + Penalty 3046.215021 = -1418872.038800 nChanged 3 SP:Iteration 31Q (3093.871036 sec): 3 clusters Score: Raw -1421920.360623 + Penalty 3046.215021 = -1418874.145602 nChanged 5 SP:Iteration 32Q (3093.930104 sec): 3 clusters Score: Raw -1421923.013308 + Penalty 3046.215021 = -1418876.798287 nChanged 4 SP:Iteration 33Q (3093.997902 sec): 3 clusters Score: Raw -1421925.718123 + Penalty 3046.215021 = -1418879.503102 nChanged 7 SP:Iteration 34Q (3094.053387 sec): 3 clusters Score: Raw -1421931.601267 + Penalty 3046.215021 = -1418885.386246 nChanged 7 SP:Iteration 35Q (3094.120724 sec): 3 clusters Score: Raw -1421939.165479 + Penalty 3046.215021 = -1418892.950458 nChanged 8 SP:Iteration 36Q (3094.181548 sec): 3 clusters Score: Raw -1421945.867191 + Penalty 3046.215021 = -1418899.652170 nChanged 7 SP:Iteration 37Q (3094.235809 sec): 3 clusters Score: Raw -1421952.698808 + Penalty 3046.215021 = -1418906.483787 nChanged 10 SP:Iteration 38Q (3094.294023 sec): 3 clusters Score: Raw -1421964.715921 + Penalty 3046.215021 = -1418918.500900 nChanged 10 SP:Iteration 39Q (3094.350681 sec): 3 clusters Score: Raw -1421975.597177 + Penalty 3046.215021 = -1418929.382156 nChanged 10 SP:Iteration 40F (3094.415406 sec): 3 clusters Score: Raw -1421986.879881 + Penalty 3046.215021 = -1418940.664860 nChanged 12 SP:Iteration 41Q (3094.489153 sec): 3 clusters Score: Raw -1421998.956192 + Penalty 3046.215021 = -1418952.741171 nChanged 8 SP:Iteration 42Q (3094.545029 sec): 3 clusters Score: Raw -1422005.529822 + Penalty 3046.215021 = -1418959.314801 nChanged 7 SP:Iteration 43Q (3094.587950 sec): 3 clusters Score: Raw -1422010.230656 + Penalty 3046.215021 = -1418964.015635 nChanged 2 SP:Iteration 44Q (3094.653991 sec): 3 clusters Score: Raw -1422011.291724 + Penalty 3046.215021 = -1418965.076703 nChanged 2 SP:Iteration 45Q (3094.707615 sec): 3 clusters Score: Raw -1422012.365743 + Penalty 3046.215021 = -1418966.150722 nChanged 1 SP:Iteration 46Q (3094.778878 sec): 3 clusters Score: Raw -1422012.913366 + Penalty 3046.215021 = -1418966.698345 nChanged 2 SP:Iteration 47Q (3094.824924 sec): 3 clusters Score: Raw -1422016.493862 + Penalty 3046.215021 = -1418970.278841 nChanged 4 SP:Iteration 48Q (3094.886000 sec): 3 clusters Score: Raw -1422019.360298 + Penalty 3046.215021 = -1418973.145277 nChanged 3 SP:Iteration 49Q (3094.949734 sec): 3 clusters Score: Raw -1422022.680102 + Penalty 3046.215021 = -1418976.465081 nChanged 3 SP:Iteration 50Q (3095.010245 sec): 3 clusters Score: Raw -1422025.311578 + Penalty 3046.215021 = -1418979.096557 nChanged 3 SP:Iteration 51Q (3095.071425 sec): 3 clusters Score: Raw -1422027.833600 + Penalty 3046.215021 = -1418981.618579 nChanged 4 SP:Iteration 52Q (3095.126544 sec): 3 clusters Score: Raw -1422030.240287 + Penalty 3046.215021 = -1418984.025266 nChanged 4 SP:Iteration 53Q (3095.186729 sec): 3 clusters Score: Raw -1422034.362996 + Penalty 3046.215021 = -1418988.147975 nChanged 3 SP:Iteration 54Q (3095.249124 sec): 3 clusters Score: Raw -1422036.985272 + Penalty 3046.215021 = -1418990.770251 nChanged 0 SP:Iteration 55F (3095.314840 sec): 3 clusters Score: Raw -1422036.985272 + Penalty 3046.215021 = -1418990.770251 nChanged 0 Trying to split cluster 7 (89469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3095.453946 sec): 2 clusters Score: Raw -10790927.501143 + Penalty 1852.767715 = -10789074.733428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3095.650495 sec): 3 clusters Score: Raw -10732872.148151 + Penalty 3705.535430 = -10729166.612722 nChanged 42731 SP:Iteration 1F (3095.839018 sec): 3 clusters Score: Raw -10758079.228957 + Penalty 3705.535430 = -10754373.693528 nChanged 3829 SP:Iteration 2Q (3096.042060 sec): 3 clusters Score: Raw -10759555.303504 + Penalty 3705.535430 = -10755849.768074 nChanged 4911 SP:Iteration 3F (3096.236070 sec): 3 clusters Score: Raw -10762158.221544 + Penalty 3705.535430 = -10758452.686115 nChanged 6236 SP:Iteration 4F (3096.433545 sec): 3 clusters Score: Raw -10766500.848505 + Penalty 3705.535430 = -10762795.313075 nChanged 7335 SP:Iteration 5F (3096.631792 sec): 3 clusters Score: Raw -10772655.990551 + Penalty 3705.535430 = -10768950.455121 nChanged 7121 SP:Iteration 6F (3096.836414 sec): 3 clusters Score: Raw -10779308.124009 + Penalty 3705.535430 = -10775602.588580 nChanged 5611 SP:Iteration 7F (3097.021790 sec): 3 clusters Score: Raw -10784697.693647 + Penalty 3705.535430 = -10780992.158218 nChanged 3508 SP:Iteration 8Q (3097.218212 sec): 3 clusters Score: Raw -10787979.053690 + Penalty 3705.535430 = -10784273.518260 nChanged 1983 SP:Iteration 9Q (3097.395585 sec): 3 clusters Score: Raw -10789694.832680 + Penalty 3705.535430 = -10785989.297250 nChanged 926 SP:Iteration 10Q (3097.565228 sec): 3 clusters Score: Raw -10790441.975657 + Penalty 3705.535430 = -10786736.440228 nChanged 482 SP:Iteration 11Q (3097.755714 sec): 3 clusters Score: Raw -10790828.794290 + Penalty 3705.535430 = -10787123.258860 nChanged 222 SP:Iteration 12Q (3097.920919 sec): 3 clusters Score: Raw -10790991.225487 + Penalty 3705.535430 = -10787285.690057 nChanged 109 SP:Iteration 13Q (3098.083754 sec): 3 clusters Score: Raw -10791071.538976 + Penalty 3705.535430 = -10787366.003546 nChanged 77 SP:Iteration 14Q (3098.245929 sec): 3 clusters Score: Raw -10791124.524985 + Penalty 3705.535430 = -10787418.989556 nChanged 57 SP:Iteration 15Q (3098.401205 sec): 3 clusters Score: Raw -10791160.561187 + Penalty 3705.535430 = -10787455.025757 nChanged 34 SP:Iteration 16Q (3098.577909 sec): 3 clusters Score: Raw -10791181.942214 + Penalty 3705.535430 = -10787476.406784 nChanged 25 SP:Iteration 17Q (3098.721660 sec): 3 clusters Score: Raw -10791197.520311 + Penalty 3705.535430 = -10787491.984882 nChanged 22 SP:Iteration 18Q (3098.864094 sec): 3 clusters Score: Raw -10791211.542897 + Penalty 3705.535430 = -10787506.007468 nChanged 13 SP:Iteration 19Q (3099.026197 sec): 3 clusters Score: Raw -10791220.175330 + Penalty 3705.535430 = -10787514.639901 nChanged 11 SP:Iteration 20F (3099.227186 sec): 3 clusters Score: Raw -10791226.118565 + Penalty 3705.535430 = -10787520.583136 nChanged 4 SP:Iteration 21Q (3099.394317 sec): 3 clusters Score: Raw -10791228.001323 + Penalty 3705.535430 = -10787522.465893 nChanged 2 SP:Iteration 22Q (3099.563557 sec): 3 clusters Score: Raw -10791229.006794 + Penalty 3705.535430 = -10787523.471365 nChanged 3 SP:Iteration 23Q (3099.735843 sec): 3 clusters Score: Raw -10791230.561389 + Penalty 3705.535430 = -10787525.025959 nChanged 2 SP:Iteration 24Q (3099.894789 sec): 3 clusters Score: Raw -10791231.572260 + Penalty 3705.535430 = -10787526.036830 nChanged 1 SP:Iteration 25Q (3100.046517 sec): 3 clusters Score: Raw -10791231.703183 + Penalty 3705.535430 = -10787526.167754 nChanged 0 SP:Iteration 26F (3100.233876 sec): 3 clusters Score: Raw -10791231.703183 + Penalty 3705.535430 = -10787526.167754 nChanged 0 Trying to split cluster 8 (3408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3100.263704 sec): 2 clusters Score: Raw -343674.570120 + Penalty 1321.755644 = -342352.814476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3100.310842 sec): 3 clusters Score: Raw -342080.155458 + Penalty 2643.511289 = -339436.644169 nChanged 1333 SP:Iteration 1F (3100.372988 sec): 3 clusters Score: Raw -343135.538559 + Penalty 2643.511289 = -340492.027270 nChanged 331 SP:Iteration 2F (3100.425969 sec): 3 clusters Score: Raw -343406.998607 + Penalty 2643.511289 = -340763.487318 nChanged 246 SP:Iteration 3F (3100.474384 sec): 3 clusters Score: Raw -343615.364655 + Penalty 2643.511289 = -340971.853367 nChanged 206 SP:Iteration 4F (3100.525595 sec): 3 clusters Score: Raw -343792.468563 + Penalty 2643.511289 = -341148.957274 nChanged 170 SP:Iteration 5Q (3100.575331 sec): 3 clusters Score: Raw -343924.012910 + Penalty 2643.511289 = -341280.501621 nChanged 145 SP:Iteration 6Q (3100.616417 sec): 3 clusters Score: Raw -344049.176240 + Penalty 2643.511289 = -341405.664951 nChanged 132 SP:Iteration 7Q (3100.678476 sec): 3 clusters Score: Raw -344149.504876 + Penalty 2643.511289 = -341505.993587 nChanged 96 SP:Iteration 8Q (3100.721742 sec): 3 clusters Score: Raw -344223.952978 + Penalty 2643.511289 = -341580.441689 nChanged 70 SP:Iteration 9Q (3100.782035 sec): 3 clusters Score: Raw -344277.754561 + Penalty 2643.511289 = -341634.243273 nChanged 70 SP:Iteration 10Q (3100.829208 sec): 3 clusters Score: Raw -344328.616196 + Penalty 2643.511289 = -341685.104907 nChanged 69 SP:Iteration 11Q (3100.878564 sec): 3 clusters Score: Raw -344382.848200 + Penalty 2643.511289 = -341739.336912 nChanged 51 SP:Iteration 12Q (3100.932899 sec): 3 clusters Score: Raw -344423.084584 + Penalty 2643.511289 = -341779.573295 nChanged 40 SP:Iteration 13Q (3100.993535 sec): 3 clusters Score: Raw -344448.929906 + Penalty 2643.511289 = -341805.418617 nChanged 31 SP:Iteration 14Q (3101.052314 sec): 3 clusters Score: Raw -344479.640130 + Penalty 2643.511289 = -341836.128841 nChanged 24 SP:Iteration 15Q (3101.106499 sec): 3 clusters Score: Raw -344522.057216 + Penalty 2643.511289 = -341878.545928 nChanged 34 SP:Iteration 16Q (3101.162113 sec): 3 clusters Score: Raw -344552.536997 + Penalty 2643.511289 = -341909.025709 nChanged 25 SP:Iteration 17Q (3101.214908 sec): 3 clusters Score: Raw -344574.058447 + Penalty 2643.511289 = -341930.547158 nChanged 24 SP:Iteration 18Q (3101.269064 sec): 3 clusters Score: Raw -344592.853424 + Penalty 2643.511289 = -341949.342135 nChanged 18 SP:Iteration 19Q (3101.311950 sec): 3 clusters Score: Raw -344612.019258 + Penalty 2643.511289 = -341968.507969 nChanged 17 SP:Iteration 20F (3101.366302 sec): 3 clusters Score: Raw -344624.904090 + Penalty 2643.511289 = -341981.392802 nChanged 8 SP:Iteration 21Q (3101.416425 sec): 3 clusters Score: Raw -344628.078356 + Penalty 2643.511289 = -341984.567067 nChanged 8 SP:Iteration 22Q (3101.465203 sec): 3 clusters Score: Raw -344631.297725 + Penalty 2643.511289 = -341987.786436 nChanged 3 SP:Iteration 23Q (3101.524101 sec): 3 clusters Score: Raw -344634.380759 + Penalty 2643.511289 = -341990.869471 nChanged 2 SP:Iteration 24Q (3101.580514 sec): 3 clusters Score: Raw -344634.757878 + Penalty 2643.511289 = -341991.246589 nChanged 0 SP:Iteration 25F (3101.635797 sec): 3 clusters Score: Raw -344634.757878 + Penalty 2643.511289 = -341991.246589 nChanged 0 Trying to split cluster 9 (12980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3101.677524 sec): 2 clusters Score: Raw -1516414.839499 + Penalty 1539.064311 = -1514875.775188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3101.743323 sec): 3 clusters Score: Raw -1508888.699001 + Penalty 3078.128622 = -1505810.570379 nChanged 5665 SP:Iteration 1F (3101.799034 sec): 3 clusters Score: Raw -1512025.423993 + Penalty 3078.128622 = -1508947.295371 nChanged 809 SP:Iteration 2F (3101.870877 sec): 3 clusters Score: Raw -1512384.627628 + Penalty 3078.128622 = -1509306.499006 nChanged 678 SP:Iteration 3F (3101.942722 sec): 3 clusters Score: Raw -1512737.584661 + Penalty 3078.128622 = -1509659.456039 nChanged 741 SP:Iteration 4F (3102.008534 sec): 3 clusters Score: Raw -1513303.336826 + Penalty 3078.128622 = -1510225.208204 nChanged 944 SP:Iteration 5F (3102.072507 sec): 3 clusters Score: Raw -1514138.536789 + Penalty 3078.128622 = -1511060.408168 nChanged 997 SP:Iteration 6F (3102.137647 sec): 3 clusters Score: Raw -1515028.374025 + Penalty 3078.128622 = -1511950.245404 nChanged 901 SP:Iteration 7F (3102.199977 sec): 3 clusters Score: Raw -1515680.631970 + Penalty 3078.128622 = -1512602.503349 nChanged 650 SP:Iteration 8F (3102.259868 sec): 3 clusters Score: Raw -1516066.904755 + Penalty 3078.128622 = -1512988.776134 nChanged 457 SP:Iteration 9Q (3102.323937 sec): 3 clusters Score: Raw -1516280.923281 + Penalty 3078.128622 = -1513202.794660 nChanged 334 SP:Iteration 10Q (3102.397615 sec): 3 clusters Score: Raw -1516414.271300 + Penalty 3078.128622 = -1513336.142678 nChanged 234 SP:Iteration 11Q (3102.454115 sec): 3 clusters Score: Raw -1516490.081537 + Penalty 3078.128622 = -1513411.952915 nChanged 198 SP:Iteration 12Q (3102.521980 sec): 3 clusters Score: Raw -1516554.108527 + Penalty 3078.128622 = -1513475.979905 nChanged 154 SP:Iteration 13Q (3102.586410 sec): 3 clusters Score: Raw -1516603.279393 + Penalty 3078.128622 = -1513525.150771 nChanged 113 SP:Iteration 14Q (3102.655589 sec): 3 clusters Score: Raw -1516631.677187 + Penalty 3078.128622 = -1513553.548565 nChanged 87 SP:Iteration 15Q (3102.721998 sec): 3 clusters Score: Raw -1516653.159867 + Penalty 3078.128622 = -1513575.031245 nChanged 84 SP:Iteration 16Q (3102.788213 sec): 3 clusters Score: Raw -1516677.407195 + Penalty 3078.128622 = -1513599.278573 nChanged 67 SP:Iteration 17Q (3102.852283 sec): 3 clusters Score: Raw -1516697.365308 + Penalty 3078.128622 = -1513619.236687 nChanged 79 SP:Iteration 18Q (3102.932102 sec): 3 clusters Score: Raw -1516718.362645 + Penalty 3078.128622 = -1513640.234023 nChanged 81 SP:Iteration 19Q (3102.998427 sec): 3 clusters Score: Raw -1516744.092799 + Penalty 3078.128622 = -1513665.964177 nChanged 86 SP:Iteration 20F (3103.063702 sec): 3 clusters Score: Raw -1516773.826581 + Penalty 3078.128622 = -1513695.697959 nChanged 88 SP:Iteration 21Q (3103.129825 sec): 3 clusters Score: Raw -1516800.791651 + Penalty 3078.128622 = -1513722.663029 nChanged 87 SP:Iteration 22Q (3103.198648 sec): 3 clusters Score: Raw -1516826.134383 + Penalty 3078.128622 = -1513748.005761 nChanged 67 SP:Iteration 23Q (3103.256264 sec): 3 clusters Score: Raw -1516845.448947 + Penalty 3078.128622 = -1513767.320325 nChanged 67 SP:Iteration 24Q (3103.338558 sec): 3 clusters Score: Raw -1516860.522377 + Penalty 3078.128622 = -1513782.393755 nChanged 66 SP:Iteration 25Q (3103.402618 sec): 3 clusters Score: Raw -1516873.160679 + Penalty 3078.128622 = -1513795.032057 nChanged 53 SP:Iteration 26Q (3103.461703 sec): 3 clusters Score: Raw -1516885.212459 + Penalty 3078.128622 = -1513807.083837 nChanged 38 SP:Iteration 27Q (3103.532070 sec): 3 clusters Score: Raw -1516893.451510 + Penalty 3078.128622 = -1513815.322889 nChanged 46 SP:Iteration 28Q (3103.595161 sec): 3 clusters Score: Raw -1516902.697410 + Penalty 3078.128622 = -1513824.568788 nChanged 45 SP:Iteration 29Q (3103.668946 sec): 3 clusters Score: Raw -1516910.833378 + Penalty 3078.128622 = -1513832.704756 nChanged 43 SP:Iteration 30Q (3103.742681 sec): 3 clusters Score: Raw -1516916.877291 + Penalty 3078.128622 = -1513838.748670 nChanged 38 SP:Iteration 31Q (3103.810568 sec): 3 clusters Score: Raw -1516925.193138 + Penalty 3078.128622 = -1513847.064516 nChanged 42 SP:Iteration 32Q (3103.866187 sec): 3 clusters Score: Raw -1516932.315614 + Penalty 3078.128622 = -1513854.186992 nChanged 29 SP:Iteration 33Q (3103.936644 sec): 3 clusters Score: Raw -1516936.717331 + Penalty 3078.128622 = -1513858.588709 nChanged 30 SP:Iteration 34Q (3104.006360 sec): 3 clusters Score: Raw -1516941.130483 + Penalty 3078.128622 = -1513863.001861 nChanged 25 SP:Iteration 35Q (3104.080732 sec): 3 clusters Score: Raw -1516944.151084 + Penalty 3078.128622 = -1513866.022462 nChanged 15 SP:Iteration 36Q (3104.137122 sec): 3 clusters Score: Raw -1516946.043179 + Penalty 3078.128622 = -1513867.914557 nChanged 10 SP:Iteration 37Q (3104.211228 sec): 3 clusters Score: Raw -1516947.012189 + Penalty 3078.128622 = -1513868.883567 nChanged 8 SP:Iteration 38Q (3104.274282 sec): 3 clusters Score: Raw -1516948.058269 + Penalty 3078.128622 = -1513869.929647 nChanged 4 SP:Iteration 39Q (3104.343436 sec): 3 clusters Score: Raw -1516948.278345 + Penalty 3078.128622 = -1513870.149723 nChanged 1 SP:Iteration 40F (3104.408589 sec): 3 clusters Score: Raw -1516948.318518 + Penalty 3078.128622 = -1513870.189896 nChanged 1 SP:Iteration 41Q (3104.478200 sec): 3 clusters Score: Raw -1516948.340576 + Penalty 3078.128622 = -1513870.211954 nChanged 0 SP:Iteration 42F (3104.538955 sec): 3 clusters Score: Raw -1516948.340576 + Penalty 3078.128622 = -1513870.211954 nChanged 0 Trying to split cluster 10 (821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3104.565011 sec): 2 clusters Score: Raw -99989.193322 + Penalty 1090.460005 = -98898.733317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3104.608319 sec): 3 clusters Score: Raw -99764.454960 + Penalty 2180.920011 = -97583.534949 nChanged 193 SP:Iteration 1F (3104.643777 sec): 3 clusters Score: Raw -99930.879722 + Penalty 2180.920011 = -97749.959711 nChanged 47 SP:Iteration 2F (3104.689445 sec): 3 clusters Score: Raw -99992.061259 + Penalty 2180.920011 = -97811.141249 nChanged 31 SP:Iteration 3Q (3104.747951 sec): 3 clusters Score: Raw -100029.510715 + Penalty 2180.920011 = -97848.590705 nChanged 13 SP:Iteration 4Q (3104.797107 sec): 3 clusters Score: Raw -100042.420339 + Penalty 2180.920011 = -97861.500328 nChanged 8 SP:Iteration 5Q (3104.833427 sec): 3 clusters Score: Raw -100050.753370 + Penalty 2180.920011 = -97869.833360 nChanged 8 SP:Iteration 6Q (3104.890411 sec): 3 clusters Score: Raw -100059.994948 + Penalty 2180.920011 = -97879.074938 nChanged 3 SP:Iteration 7Q (3104.928806 sec): 3 clusters Score: Raw -100065.074068 + Penalty 2180.920011 = -97884.154058 nChanged 5 SP:Iteration 8Q (3104.982808 sec): 3 clusters Score: Raw -100068.667233 + Penalty 2180.920011 = -97887.747223 nChanged 1 SP:Iteration 9Q (3105.022478 sec): 3 clusters Score: Raw -100071.018974 + Penalty 2180.920011 = -97890.098963 nChanged 1 SP:Iteration 10Q (3105.070634 sec): 3 clusters Score: Raw -100072.239024 + Penalty 2180.920011 = -97891.319013 nChanged 1 SP:Iteration 11Q (3105.122614 sec): 3 clusters Score: Raw -100072.741227 + Penalty 2180.920011 = -97891.821217 nChanged 0 SP:Iteration 12F (3105.172951 sec): 3 clusters Score: Raw -100072.741227 + Penalty 2180.920011 = -97891.821217 nChanged 0 Trying to split cluster 11 (13004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3105.212543 sec): 2 clusters Score: Raw -1423088.851875 + Penalty 1539.364496 = -1421549.487380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3105.272709 sec): 3 clusters Score: Raw -1415453.862789 + Penalty 3078.728991 = -1412375.133797 nChanged 5736 SP:Iteration 1F (3105.343887 sec): 3 clusters Score: Raw -1418740.753813 + Penalty 3078.728991 = -1415662.024822 nChanged 841 SP:Iteration 2F (3105.413953 sec): 3 clusters Score: Raw -1419207.513635 + Penalty 3078.728991 = -1416128.784644 nChanged 788 SP:Iteration 3F (3105.479190 sec): 3 clusters Score: Raw -1419691.582269 + Penalty 3078.728991 = -1416612.853278 nChanged 796 SP:Iteration 4F (3105.543927 sec): 3 clusters Score: Raw -1420246.954929 + Penalty 3078.728991 = -1417168.225937 nChanged 788 SP:Iteration 5F (3105.604485 sec): 3 clusters Score: Raw -1420797.980910 + Penalty 3078.728991 = -1417719.251919 nChanged 742 SP:Iteration 6F (3105.673972 sec): 3 clusters Score: Raw -1421324.223161 + Penalty 3078.728991 = -1418245.494170 nChanged 639 SP:Iteration 7Q (3105.732380 sec): 3 clusters Score: Raw -1421783.645993 + Penalty 3078.728991 = -1418704.917001 nChanged 588 SP:Iteration 8Q (3105.800267 sec): 3 clusters Score: Raw -1422228.178951 + Penalty 3078.728991 = -1419149.449959 nChanged 441 SP:Iteration 9Q (3105.864897 sec): 3 clusters Score: Raw -1422558.992931 + Penalty 3078.728991 = -1419480.263939 nChanged 311 SP:Iteration 10Q (3105.931839 sec): 3 clusters Score: Raw -1422796.341858 + Penalty 3078.728991 = -1419717.612867 nChanged 246 SP:Iteration 11Q (3105.989465 sec): 3 clusters Score: Raw -1422995.903968 + Penalty 3078.728991 = -1419917.174977 nChanged 155 SP:Iteration 12Q (3106.045497 sec): 3 clusters Score: Raw -1423102.799492 + Penalty 3078.728991 = -1420024.070501 nChanged 93 SP:Iteration 13Q (3106.109756 sec): 3 clusters Score: Raw -1423174.548318 + Penalty 3078.728991 = -1420095.819327 nChanged 63 SP:Iteration 14Q (3106.177731 sec): 3 clusters Score: Raw -1423227.057118 + Penalty 3078.728991 = -1420148.328126 nChanged 55 SP:Iteration 15Q (3106.246755 sec): 3 clusters Score: Raw -1423276.473647 + Penalty 3078.728991 = -1420197.744656 nChanged 47 SP:Iteration 16Q (3106.311299 sec): 3 clusters Score: Raw -1423321.783305 + Penalty 3078.728991 = -1420243.054314 nChanged 36 SP:Iteration 17Q (3106.376966 sec): 3 clusters Score: Raw -1423354.972264 + Penalty 3078.728991 = -1420276.243272 nChanged 30 SP:Iteration 18Q (3106.440298 sec): 3 clusters Score: Raw -1423376.116923 + Penalty 3078.728991 = -1420297.387932 nChanged 23 SP:Iteration 19Q (3106.505106 sec): 3 clusters Score: Raw -1423390.593544 + Penalty 3078.728991 = -1420311.864553 nChanged 23 SP:Iteration 20F (3106.570184 sec): 3 clusters Score: Raw -1423400.641689 + Penalty 3078.728991 = -1420321.912698 nChanged 9 SP:Iteration 21Q (3106.634018 sec): 3 clusters Score: Raw -1423406.434629 + Penalty 3078.728991 = -1420327.705637 nChanged 6 SP:Iteration 22Q (3106.684510 sec): 3 clusters Score: Raw -1423410.335592 + Penalty 3078.728991 = -1420331.606600 nChanged 7 SP:Iteration 23Q (3106.752708 sec): 3 clusters Score: Raw -1423415.136910 + Penalty 3078.728991 = -1420336.407918 nChanged 9 SP:Iteration 24Q (3106.812304 sec): 3 clusters Score: Raw -1423421.012606 + Penalty 3078.728991 = -1420342.283614 nChanged 7 SP:Iteration 25Q (3106.879412 sec): 3 clusters Score: Raw -1423425.716059 + Penalty 3078.728991 = -1420346.987068 nChanged 1 SP:Iteration 26Q (3106.943486 sec): 3 clusters Score: Raw -1423426.974674 + Penalty 3078.728991 = -1420348.245682 nChanged 3 SP:Iteration 27Q (3107.007209 sec): 3 clusters Score: Raw -1423431.472509 + Penalty 3078.728991 = -1420352.743518 nChanged 4 SP:Iteration 28Q (3107.065321 sec): 3 clusters Score: Raw -1423432.920813 + Penalty 3078.728991 = -1420354.191821 nChanged 2 SP:Iteration 29Q (3107.127288 sec): 3 clusters Score: Raw -1423434.299884 + Penalty 3078.728991 = -1420355.570893 nChanged 3 SP:Iteration 30Q (3107.180455 sec): 3 clusters Score: Raw -1423437.779405 + Penalty 3078.728991 = -1420359.050413 nChanged 7 SP:Iteration 31Q (3107.241586 sec): 3 clusters Score: Raw -1423442.375681 + Penalty 3078.728991 = -1420363.646689 nChanged 6 SP:Iteration 32Q (3107.307884 sec): 3 clusters Score: Raw -1423446.878410 + Penalty 3078.728991 = -1420368.149419 nChanged 6 SP:Iteration 33Q (3107.376264 sec): 3 clusters Score: Raw -1423451.190787 + Penalty 3078.728991 = -1420372.461796 nChanged 8 SP:Iteration 34Q (3107.433142 sec): 3 clusters Score: Raw -1423454.834049 + Penalty 3078.728991 = -1420376.105058 nChanged 3 SP:Iteration 35Q (3107.496219 sec): 3 clusters Score: Raw -1423458.121176 + Penalty 3078.728991 = -1420379.392185 nChanged 6 SP:Iteration 36Q (3107.550762 sec): 3 clusters Score: Raw -1423463.419243 + Penalty 3078.728991 = -1420384.690251 nChanged 6 SP:Iteration 37Q (3107.620103 sec): 3 clusters Score: Raw -1423466.513693 + Penalty 3078.728991 = -1420387.784702 nChanged 3 SP:Iteration 38Q (3107.671720 sec): 3 clusters Score: Raw -1423467.988140 + Penalty 3078.728991 = -1420389.259148 nChanged 0 SP:Iteration 39F (3107.740275 sec): 3 clusters Score: Raw -1423467.988140 + Penalty 3078.728991 = -1420389.259148 nChanged 0 Trying to split cluster 12 (8665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3107.781034 sec): 2 clusters Score: Raw -1022939.416013 + Penalty 1473.395170 = -1021466.020842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3107.836741 sec): 3 clusters Score: Raw -1018070.936596 + Penalty 2946.790341 = -1015124.146256 nChanged 3727 SP:Iteration 1F (3107.900774 sec): 3 clusters Score: Raw -1020079.269027 + Penalty 2946.790341 = -1017132.478686 nChanged 560 SP:Iteration 2F (3107.965147 sec): 3 clusters Score: Raw -1020355.991802 + Penalty 2946.790341 = -1017409.201462 nChanged 470 SP:Iteration 3F (3108.010804 sec): 3 clusters Score: Raw -1020587.666974 + Penalty 2946.790341 = -1017640.876633 nChanged 452 SP:Iteration 4F (3108.074291 sec): 3 clusters Score: Raw -1020851.777182 + Penalty 2946.790341 = -1017904.986842 nChanged 424 SP:Iteration 5Q (3108.123385 sec): 3 clusters Score: Raw -1021111.299783 + Penalty 2946.790341 = -1018164.509442 nChanged 428 SP:Iteration 6Q (3108.194367 sec): 3 clusters Score: Raw -1021427.350041 + Penalty 2946.790341 = -1018480.559701 nChanged 440 SP:Iteration 7F (3108.249489 sec): 3 clusters Score: Raw -1021761.409421 + Penalty 2946.790341 = -1018814.619080 nChanged 434 SP:Iteration 8F (3108.300594 sec): 3 clusters Score: Raw -1022081.828197 + Penalty 2946.790341 = -1019135.037856 nChanged 398 SP:Iteration 9Q (3108.365118 sec): 3 clusters Score: Raw -1022338.430897 + Penalty 2946.790341 = -1019391.640557 nChanged 330 SP:Iteration 10Q (3108.435060 sec): 3 clusters Score: Raw -1022538.530329 + Penalty 2946.790341 = -1019591.739988 nChanged 267 SP:Iteration 11Q (3108.485066 sec): 3 clusters Score: Raw -1022671.329218 + Penalty 2946.790341 = -1019724.538877 nChanged 194 SP:Iteration 12Q (3108.545062 sec): 3 clusters Score: Raw -1022750.494032 + Penalty 2946.790341 = -1019803.703692 nChanged 151 SP:Iteration 13Q (3108.599992 sec): 3 clusters Score: Raw -1022807.514355 + Penalty 2946.790341 = -1019860.724014 nChanged 110 SP:Iteration 14Q (3108.664163 sec): 3 clusters Score: Raw -1022837.171780 + Penalty 2946.790341 = -1019890.381439 nChanged 77 SP:Iteration 15Q (3108.721242 sec): 3 clusters Score: Raw -1022857.058965 + Penalty 2946.790341 = -1019910.268625 nChanged 76 SP:Iteration 16Q (3108.784245 sec): 3 clusters Score: Raw -1022877.658384 + Penalty 2946.790341 = -1019930.868043 nChanged 66 SP:Iteration 17Q (3108.841775 sec): 3 clusters Score: Raw -1022899.203170 + Penalty 2946.790341 = -1019952.412829 nChanged 92 SP:Iteration 18Q (3108.902523 sec): 3 clusters Score: Raw -1022925.505553 + Penalty 2946.790341 = -1019978.715212 nChanged 72 SP:Iteration 19Q (3108.950570 sec): 3 clusters Score: Raw -1022946.014623 + Penalty 2946.790341 = -1019999.224282 nChanged 77 SP:Iteration 20F (3109.005912 sec): 3 clusters Score: Raw -1022967.378379 + Penalty 2946.790341 = -1020020.588038 nChanged 67 SP:Iteration 21Q (3109.063516 sec): 3 clusters Score: Raw -1022988.657901 + Penalty 2946.790341 = -1020041.867560 nChanged 58 SP:Iteration 22Q (3109.133098 sec): 3 clusters Score: Raw -1023003.001262 + Penalty 2946.790341 = -1020056.210921 nChanged 52 SP:Iteration 23Q (3109.190358 sec): 3 clusters Score: Raw -1023016.520294 + Penalty 2946.790341 = -1020069.729953 nChanged 56 SP:Iteration 24Q (3109.237664 sec): 3 clusters Score: Raw -1023031.955305 + Penalty 2946.790341 = -1020085.164964 nChanged 60 SP:Iteration 25Q (3109.288112 sec): 3 clusters Score: Raw -1023048.376297 + Penalty 2946.790341 = -1020101.585956 nChanged 61 SP:Iteration 26Q (3109.340692 sec): 3 clusters Score: Raw -1023065.819908 + Penalty 2946.790341 = -1020119.029567 nChanged 68 SP:Iteration 27Q (3109.406193 sec): 3 clusters Score: Raw -1023085.502535 + Penalty 2946.790341 = -1020138.712195 nChanged 54 SP:Iteration 28Q (3109.458634 sec): 3 clusters Score: Raw -1023100.486868 + Penalty 2946.790341 = -1020153.696527 nChanged 60 SP:Iteration 29Q (3109.508407 sec): 3 clusters Score: Raw -1023119.142617 + Penalty 2946.790341 = -1020172.352277 nChanged 58 SP:Iteration 30Q (3109.566160 sec): 3 clusters Score: Raw -1023140.355345 + Penalty 2946.790341 = -1020193.565005 nChanged 60 SP:Iteration 31Q (3109.615899 sec): 3 clusters Score: Raw -1023159.077269 + Penalty 2946.790341 = -1020212.286928 nChanged 56 SP:Iteration 32Q (3109.679633 sec): 3 clusters Score: Raw -1023172.540398 + Penalty 2946.790341 = -1020225.750057 nChanged 45 SP:Iteration 33Q (3109.727735 sec): 3 clusters Score: Raw -1023182.509667 + Penalty 2946.790341 = -1020235.719327 nChanged 36 SP:Iteration 34Q (3109.795443 sec): 3 clusters Score: Raw -1023191.265608 + Penalty 2946.790341 = -1020244.475267 nChanged 35 SP:Iteration 35Q (3109.849912 sec): 3 clusters Score: Raw -1023200.420071 + Penalty 2946.790341 = -1020253.629730 nChanged 28 SP:Iteration 36Q (3109.913929 sec): 3 clusters Score: Raw -1023207.387534 + Penalty 2946.790341 = -1020260.597193 nChanged 33 SP:Iteration 37Q (3109.962687 sec): 3 clusters Score: Raw -1023217.930133 + Penalty 2946.790341 = -1020271.139792 nChanged 33 SP:Iteration 38Q (3110.017984 sec): 3 clusters Score: Raw -1023229.165243 + Penalty 2946.790341 = -1020282.374902 nChanged 39 SP:Iteration 39Q (3110.083334 sec): 3 clusters Score: Raw -1023239.159580 + Penalty 2946.790341 = -1020292.369240 nChanged 34 SP:Iteration 40F (3110.137246 sec): 3 clusters Score: Raw -1023248.656317 + Penalty 2946.790341 = -1020301.865977 nChanged 30 SP:Iteration 41Q (3110.205566 sec): 3 clusters Score: Raw -1023257.128332 + Penalty 2946.790341 = -1020310.337991 nChanged 25 SP:Iteration 42Q (3110.261864 sec): 3 clusters Score: Raw -1023262.669858 + Penalty 2946.790341 = -1020315.879517 nChanged 23 SP:Iteration 43Q (3110.322206 sec): 3 clusters Score: Raw -1023268.006603 + Penalty 2946.790341 = -1020321.216262 nChanged 17 SP:Iteration 44Q (3110.380688 sec): 3 clusters Score: Raw -1023272.209702 + Penalty 2946.790341 = -1020325.419362 nChanged 28 SP:Iteration 45Q (3110.437329 sec): 3 clusters Score: Raw -1023278.610873 + Penalty 2946.790341 = -1020331.820532 nChanged 26 SP:Iteration 46Q (3110.499537 sec): 3 clusters Score: Raw -1023284.311109 + Penalty 2946.790341 = -1020337.520768 nChanged 19 SP:Iteration 47Q (3110.566330 sec): 3 clusters Score: Raw -1023287.535821 + Penalty 2946.790341 = -1020340.745480 nChanged 16 SP:Iteration 48Q (3110.628512 sec): 3 clusters Score: Raw -1023291.198496 + Penalty 2946.790341 = -1020344.408155 nChanged 15 SP:Iteration 49Q (3110.684167 sec): 3 clusters Score: Raw -1023294.524791 + Penalty 2946.790341 = -1020347.734451 nChanged 16 SP:Iteration 50Q (3110.731428 sec): 3 clusters Score: Raw -1023298.086146 + Penalty 2946.790341 = -1020351.295805 nChanged 14 SP:Iteration 51Q (3110.789283 sec): 3 clusters Score: Raw -1023301.538519 + Penalty 2946.790341 = -1020354.748178 nChanged 15 SP:Iteration 52Q (3110.854071 sec): 3 clusters Score: Raw -1023304.887049 + Penalty 2946.790341 = -1020358.096708 nChanged 13 SP:Iteration 53Q (3110.903973 sec): 3 clusters Score: Raw -1023308.315978 + Penalty 2946.790341 = -1020361.525637 nChanged 10 SP:Iteration 54Q (3110.962851 sec): 3 clusters Score: Raw -1023311.222782 + Penalty 2946.790341 = -1020364.432442 nChanged 13 SP:Iteration 55Q (3111.013623 sec): 3 clusters Score: Raw -1023314.104441 + Penalty 2946.790341 = -1020367.314101 nChanged 10 SP:Iteration 56Q (3111.078522 sec): 3 clusters Score: Raw -1023316.686783 + Penalty 2946.790341 = -1020369.896442 nChanged 12 SP:Iteration 57Q (3111.139463 sec): 3 clusters Score: Raw -1023319.589574 + Penalty 2946.790341 = -1020372.799233 nChanged 11 SP:Iteration 58Q (3111.180078 sec): 3 clusters Score: Raw -1023321.342735 + Penalty 2946.790341 = -1020374.552394 nChanged 9 SP:Iteration 59Q (3111.244601 sec): 3 clusters Score: Raw -1023323.502807 + Penalty 2946.790341 = -1020376.712466 nChanged 9 SP:Iteration 60F (3111.292555 sec): 3 clusters Score: Raw -1023325.100642 + Penalty 2946.790341 = -1020378.310302 nChanged 3 SP:Iteration 61Q (3111.349530 sec): 3 clusters Score: Raw -1023325.577381 + Penalty 2946.790341 = -1020378.787040 nChanged 5 SP:Iteration 62Q (3111.400956 sec): 3 clusters Score: Raw -1023326.506162 + Penalty 2946.790341 = -1020379.715822 nChanged 5 SP:Iteration 63Q (3111.456633 sec): 3 clusters Score: Raw -1023327.549870 + Penalty 2946.790341 = -1020380.759529 nChanged 8 SP:Iteration 64Q (3111.519964 sec): 3 clusters Score: Raw -1023330.158883 + Penalty 2946.790341 = -1020383.368542 nChanged 7 SP:Iteration 65Q (3111.565570 sec): 3 clusters Score: Raw -1023331.969726 + Penalty 2946.790341 = -1020385.179386 nChanged 11 SP:Iteration 66Q (3111.623230 sec): 3 clusters Score: Raw -1023334.493680 + Penalty 2946.790341 = -1020387.703339 nChanged 14 SP:Iteration 67Q (3111.674504 sec): 3 clusters Score: Raw -1023338.126170 + Penalty 2946.790341 = -1020391.335830 nChanged 10 SP:Iteration 68Q (3111.729979 sec): 3 clusters Score: Raw -1023339.732181 + Penalty 2946.790341 = -1020392.941841 nChanged 4 SP:Iteration 69Q (3111.792850 sec): 3 clusters Score: Raw -1023340.478003 + Penalty 2946.790341 = -1020393.687662 nChanged 3 SP:Iteration 70Q (3111.841775 sec): 3 clusters Score: Raw -1023341.450745 + Penalty 2946.790341 = -1020394.660404 nChanged 6 SP:Iteration 71Q (3111.900546 sec): 3 clusters Score: Raw -1023342.619987 + Penalty 2946.790341 = -1020395.829646 nChanged 6 SP:Iteration 72Q (3111.958989 sec): 3 clusters Score: Raw -1023343.870777 + Penalty 2946.790341 = -1020397.080436 nChanged 7 SP:Iteration 73Q (3112.025290 sec): 3 clusters Score: Raw -1023345.878859 + Penalty 2946.790341 = -1020399.088519 nChanged 7 SP:Iteration 74Q (3112.083164 sec): 3 clusters Score: Raw -1023347.157998 + Penalty 2946.790341 = -1020400.367658 nChanged 10 SP:Iteration 75Q (3112.139816 sec): 3 clusters Score: Raw -1023349.027110 + Penalty 2946.790341 = -1020402.236769 nChanged 4 SP:Iteration 76Q (3112.199900 sec): 3 clusters Score: Raw -1023349.614786 + Penalty 2946.790341 = -1020402.824446 nChanged 6 SP:Iteration 77Q (3112.247006 sec): 3 clusters Score: Raw -1023351.569470 + Penalty 2946.790341 = -1020404.779129 nChanged 6 SP:Iteration 78Q (3112.306930 sec): 3 clusters Score: Raw -1023353.017463 + Penalty 2946.790341 = -1020406.227123 nChanged 9 SP:Iteration 79Q (3112.370997 sec): 3 clusters Score: Raw -1023354.969564 + Penalty 2946.790341 = -1020408.179224 nChanged 9 SP:Iteration 80F (3112.426909 sec): 3 clusters Score: Raw -1023357.683631 + Penalty 2946.790341 = -1020410.893291 nChanged 8 SP:Iteration 81Q (3112.481808 sec): 3 clusters Score: Raw -1023359.727859 + Penalty 2946.790341 = -1020412.937518 nChanged 9 SP:Iteration 82Q (3112.541826 sec): 3 clusters Score: Raw -1023362.910906 + Penalty 2946.790341 = -1020416.120565 nChanged 8 SP:Iteration 83Q (3112.604041 sec): 3 clusters Score: Raw -1023365.009378 + Penalty 2946.790341 = -1020418.219037 nChanged 8 SP:Iteration 84Q (3112.660978 sec): 3 clusters Score: Raw -1023367.341992 + Penalty 2946.790341 = -1020420.551652 nChanged 7 SP:Iteration 85Q (3112.718886 sec): 3 clusters Score: Raw -1023368.927672 + Penalty 2946.790341 = -1020422.137332 nChanged 8 SP:Iteration 86Q (3112.772965 sec): 3 clusters Score: Raw -1023370.080110 + Penalty 2946.790341 = -1020423.289769 nChanged 4 SP:Iteration 87Q (3112.836147 sec): 3 clusters Score: Raw -1023370.708206 + Penalty 2946.790341 = -1020423.917865 nChanged 3 SP:Iteration 88Q (3112.874824 sec): 3 clusters Score: Raw -1023371.196104 + Penalty 2946.790341 = -1020424.405763 nChanged 1 SP:Iteration 89Q (3112.932855 sec): 3 clusters Score: Raw -1023371.463872 + Penalty 2946.790341 = -1020424.673531 nChanged 2 SP:Iteration 90Q (3112.979767 sec): 3 clusters Score: Raw -1023371.664352 + Penalty 2946.790341 = -1020424.874012 nChanged 0 SP:Iteration 91F (3113.030099 sec): 3 clusters Score: Raw -1023371.664352 + Penalty 2946.790341 = -1020424.874012 nChanged 0 Trying to split cluster 13 (67388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3113.133003 sec): 2 clusters Score: Raw -8111716.170229 + Penalty 1806.711114 = -8109909.459115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3113.295265 sec): 3 clusters Score: Raw -8068584.371277 + Penalty 3613.422228 = -8064970.949049 nChanged 31799 SP:Iteration 1F (3113.454209 sec): 3 clusters Score: Raw -8087052.912976 + Penalty 3613.422228 = -8083439.490748 nChanged 3069 SP:Iteration 2Q (3113.625777 sec): 3 clusters Score: Raw -8088316.269159 + Penalty 3613.422228 = -8084702.846931 nChanged 3538 SP:Iteration 3F (3113.788870 sec): 3 clusters Score: Raw -8090177.066739 + Penalty 3613.422228 = -8086563.644511 nChanged 4146 SP:Iteration 4F (3113.942035 sec): 3 clusters Score: Raw -8092838.173407 + Penalty 3613.422228 = -8089224.751179 nChanged 4658 SP:Iteration 5F (3114.097044 sec): 3 clusters Score: Raw -8096357.918634 + Penalty 3613.422228 = -8092744.496406 nChanged 4830 SP:Iteration 6F (3114.251588 sec): 3 clusters Score: Raw -8100297.921968 + Penalty 3613.422228 = -8096684.499740 nChanged 4369 SP:Iteration 7F (3114.400131 sec): 3 clusters Score: Raw -8104217.164437 + Penalty 3613.422228 = -8100603.742209 nChanged 3504 SP:Iteration 8F (3114.552458 sec): 3 clusters Score: Raw -8107475.926881 + Penalty 3613.422228 = -8103862.504653 nChanged 2602 SP:Iteration 9Q (3114.720835 sec): 3 clusters Score: Raw -8109318.800931 + Penalty 3613.422228 = -8105705.378703 nChanged 1779 SP:Iteration 10Q (3114.873984 sec): 3 clusters Score: Raw -8110210.973283 + Penalty 3613.422228 = -8106597.551055 nChanged 1238 SP:Iteration 11Q (3115.017217 sec): 3 clusters Score: Raw -8110793.372598 + Penalty 3613.422228 = -8107179.950370 nChanged 1052 SP:Iteration 12Q (3115.167004 sec): 3 clusters Score: Raw -8111273.704024 + Penalty 3613.422228 = -8107660.281797 nChanged 968 SP:Iteration 13Q (3115.328082 sec): 3 clusters Score: Raw -8111725.941635 + Penalty 3613.422228 = -8108112.519407 nChanged 852 SP:Iteration 14Q (3115.466918 sec): 3 clusters Score: Raw -8112152.776645 + Penalty 3613.422228 = -8108539.354417 nChanged 805 SP:Iteration 15Q (3115.617349 sec): 3 clusters Score: Raw -8112568.055780 + Penalty 3613.422228 = -8108954.633552 nChanged 755 SP:Iteration 16Q (3115.759981 sec): 3 clusters Score: Raw -8112941.610858 + Penalty 3613.422228 = -8109328.188630 nChanged 652 SP:Iteration 17Q (3115.903345 sec): 3 clusters Score: Raw -8113263.971266 + Penalty 3613.422228 = -8109650.549038 nChanged 586 SP:Iteration 18Q (3116.055378 sec): 3 clusters Score: Raw -8113496.767733 + Penalty 3613.422228 = -8109883.345505 nChanged 479 SP:Iteration 19Q (3116.211085 sec): 3 clusters Score: Raw -8113656.894248 + Penalty 3613.422228 = -8110043.472021 nChanged 400 SP:Iteration 20F (3116.369624 sec): 3 clusters Score: Raw -8113768.447594 + Penalty 3613.422228 = -8110155.025366 nChanged 334 SP:Iteration 21Q (3116.520066 sec): 3 clusters Score: Raw -8113851.595352 + Penalty 3613.422228 = -8110238.173124 nChanged 292 SP:Iteration 22Q (3116.658573 sec): 3 clusters Score: Raw -8113911.601093 + Penalty 3613.422228 = -8110298.178865 nChanged 235 SP:Iteration 23Q (3116.798598 sec): 3 clusters Score: Raw -8113957.159435 + Penalty 3613.422228 = -8110343.737207 nChanged 196 SP:Iteration 24Q (3116.936964 sec): 3 clusters Score: Raw -8113989.942423 + Penalty 3613.422228 = -8110376.520195 nChanged 175 SP:Iteration 25Q (3117.076072 sec): 3 clusters Score: Raw -8114019.801307 + Penalty 3613.422228 = -8110406.379079 nChanged 159 SP:Iteration 26Q (3117.210063 sec): 3 clusters Score: Raw -8114045.906729 + Penalty 3613.422228 = -8110432.484501 nChanged 150 SP:Iteration 27Q (3117.351692 sec): 3 clusters Score: Raw -8114066.804587 + Penalty 3613.422228 = -8110453.382359 nChanged 121 SP:Iteration 28Q (3117.490529 sec): 3 clusters Score: Raw -8114081.998388 + Penalty 3613.422228 = -8110468.576160 nChanged 103 SP:Iteration 29Q (3117.631561 sec): 3 clusters Score: Raw -8114093.060293 + Penalty 3613.422228 = -8110479.638065 nChanged 78 SP:Iteration 30Q (3117.776555 sec): 3 clusters Score: Raw -8114101.198770 + Penalty 3613.422228 = -8110487.776542 nChanged 69 SP:Iteration 31Q (3117.923853 sec): 3 clusters Score: Raw -8114108.442861 + Penalty 3613.422228 = -8110495.020633 nChanged 66 SP:Iteration 32Q (3118.070608 sec): 3 clusters Score: Raw -8114114.659852 + Penalty 3613.422228 = -8110501.237624 nChanged 64 SP:Iteration 33Q (3118.213355 sec): 3 clusters Score: Raw -8114121.198077 + Penalty 3613.422228 = -8110507.775849 nChanged 56 SP:Iteration 34Q (3118.355146 sec): 3 clusters Score: Raw -8114125.771934 + Penalty 3613.422228 = -8110512.349706 nChanged 41 SP:Iteration 35Q (3118.501402 sec): 3 clusters Score: Raw -8114129.059666 + Penalty 3613.422228 = -8110515.637438 nChanged 34 SP:Iteration 36Q (3118.646069 sec): 3 clusters Score: Raw -8114132.418749 + Penalty 3613.422228 = -8110518.996521 nChanged 37 SP:Iteration 37Q (3118.786146 sec): 3 clusters Score: Raw -8114135.601877 + Penalty 3613.422228 = -8110522.179649 nChanged 41 SP:Iteration 38Q (3118.928274 sec): 3 clusters Score: Raw -8114138.640433 + Penalty 3613.422228 = -8110525.218205 nChanged 35 SP:Iteration 39Q (3119.056763 sec): 3 clusters Score: Raw -8114142.028512 + Penalty 3613.422228 = -8110528.606284 nChanged 44 SP:Iteration 40F (3119.218412 sec): 3 clusters Score: Raw -8114147.056425 + Penalty 3613.422228 = -8110533.634198 nChanged 41 SP:Iteration 41Q (3119.362729 sec): 3 clusters Score: Raw -8114151.215822 + Penalty 3613.422228 = -8110537.793595 nChanged 38 SP:Iteration 42Q (3119.501756 sec): 3 clusters Score: Raw -8114154.641882 + Penalty 3613.422228 = -8110541.219654 nChanged 36 SP:Iteration 43Q (3119.649496 sec): 3 clusters Score: Raw -8114156.753271 + Penalty 3613.422228 = -8110543.331043 nChanged 21 SP:Iteration 44Q (3119.794056 sec): 3 clusters Score: Raw -8114157.805397 + Penalty 3613.422228 = -8110544.383169 nChanged 17 SP:Iteration 45Q (3119.939865 sec): 3 clusters Score: Raw -8114159.135760 + Penalty 3613.422228 = -8110545.713533 nChanged 20 SP:Iteration 46Q (3120.077272 sec): 3 clusters Score: Raw -8114160.381652 + Penalty 3613.422228 = -8110546.959424 nChanged 18 SP:Iteration 47Q (3120.222413 sec): 3 clusters Score: Raw -8114161.843238 + Penalty 3613.422228 = -8110548.421010 nChanged 18 SP:Iteration 48Q (3120.366193 sec): 3 clusters Score: Raw -8114163.168294 + Penalty 3613.422228 = -8110549.746066 nChanged 20 SP:Iteration 49Q (3120.518971 sec): 3 clusters Score: Raw -8114164.712608 + Penalty 3613.422228 = -8110551.290380 nChanged 23 SP:Iteration 50Q (3120.658794 sec): 3 clusters Score: Raw -8114166.759541 + Penalty 3613.422228 = -8110553.337313 nChanged 19 SP:Iteration 51Q (3120.799391 sec): 3 clusters Score: Raw -8114168.270855 + Penalty 3613.422228 = -8110554.848627 nChanged 16 SP:Iteration 52Q (3120.942285 sec): 3 clusters Score: Raw -8114169.394707 + Penalty 3613.422228 = -8110555.972479 nChanged 18 SP:Iteration 53Q (3121.081688 sec): 3 clusters Score: Raw -8114170.879512 + Penalty 3613.422228 = -8110557.457285 nChanged 20 SP:Iteration 54Q (3121.217492 sec): 3 clusters Score: Raw -8114172.196397 + Penalty 3613.422228 = -8110558.774169 nChanged 12 SP:Iteration 55Q (3121.358633 sec): 3 clusters Score: Raw -8114172.854564 + Penalty 3613.422228 = -8110559.432336 nChanged 11 SP:Iteration 56Q (3121.495623 sec): 3 clusters Score: Raw -8114173.411841 + Penalty 3613.422228 = -8110559.989613 nChanged 8 SP:Iteration 57Q (3121.641745 sec): 3 clusters Score: Raw -8114173.922922 + Penalty 3613.422228 = -8110560.500694 nChanged 8 SP:Iteration 58Q (3121.797092 sec): 3 clusters Score: Raw -8114174.275822 + Penalty 3613.422228 = -8110560.853594 nChanged 4 SP:Iteration 59Q (3121.958125 sec): 3 clusters Score: Raw -8114174.499235 + Penalty 3613.422228 = -8110561.077008 nChanged 4 SP:Iteration 60F (3122.108626 sec): 3 clusters Score: Raw -8114174.708003 + Penalty 3613.422228 = -8110561.285775 nChanged 6 SP:Iteration 61Q (3122.240885 sec): 3 clusters Score: Raw -8114174.980796 + Penalty 3613.422228 = -8110561.558568 nChanged 5 SP:Iteration 62Q (3122.381900 sec): 3 clusters Score: Raw -8114175.215491 + Penalty 3613.422228 = -8110561.793263 nChanged 5 SP:Iteration 63Q (3122.516757 sec): 3 clusters Score: Raw -8114175.446359 + Penalty 3613.422228 = -8110562.024132 nChanged 3 SP:Iteration 64Q (3122.670255 sec): 3 clusters Score: Raw -8114175.611213 + Penalty 3613.422228 = -8110562.188985 nChanged 6 SP:Iteration 65Q (3122.814118 sec): 3 clusters Score: Raw -8114175.895463 + Penalty 3613.422228 = -8110562.473235 nChanged 3 SP:Iteration 66Q (3122.955558 sec): 3 clusters Score: Raw -8114176.067287 + Penalty 3613.422228 = -8110562.645059 nChanged 4 SP:Iteration 67Q (3123.096675 sec): 3 clusters Score: Raw -8114176.225998 + Penalty 3613.422228 = -8110562.803770 nChanged 1 SP:Iteration 68Q (3123.239846 sec): 3 clusters Score: Raw -8114176.244665 + Penalty 3613.422228 = -8110562.822438 nChanged 0 SP:Iteration 69F (3123.416765 sec): 3 clusters Score: Raw -8114176.244665 + Penalty 3613.422228 = -8110562.822438 nChanged 0 Score: Raw -42694638.027900 + Penalty 62456.448406 = -42632181.579494 Splitting cluster 13 changes total score from -42631802.788907 to -42632181.579494 So it's getting split into cluster 30. Trying to split cluster 14 (877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3131.034920 sec): 2 clusters Score: Raw -99646.709862 + Penalty 1101.182386 = -98545.527476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3131.065006 sec): 3 clusters Score: Raw -99405.429898 + Penalty 2202.364773 = -97203.065125 nChanged 253 SP:Iteration 1F (3131.106487 sec): 3 clusters Score: Raw -99637.668116 + Penalty 2202.364773 = -97435.303344 nChanged 57 SP:Iteration 2F (3131.152398 sec): 3 clusters Score: Raw -99696.830558 + Penalty 2202.364773 = -97494.465785 nChanged 28 SP:Iteration 3Q (3131.179758 sec): 3 clusters Score: Raw -99729.202913 + Penalty 2202.364773 = -97526.838141 nChanged 16 SP:Iteration 4Q (3131.223338 sec): 3 clusters Score: Raw -99751.437364 + Penalty 2202.364773 = -97549.072591 nChanged 16 SP:Iteration 5Q (3131.266602 sec): 3 clusters Score: Raw -99782.776820 + Penalty 2202.364773 = -97580.412048 nChanged 15 SP:Iteration 6Q (3131.310407 sec): 3 clusters Score: Raw -99809.794279 + Penalty 2202.364773 = -97607.429507 nChanged 12 SP:Iteration 7Q (3131.349346 sec): 3 clusters Score: Raw -99825.233246 + Penalty 2202.364773 = -97622.868473 nChanged 11 SP:Iteration 8Q (3131.391250 sec): 3 clusters Score: Raw -99833.104956 + Penalty 2202.364773 = -97630.740183 nChanged 7 SP:Iteration 9Q (3131.432334 sec): 3 clusters Score: Raw -99838.755452 + Penalty 2202.364773 = -97636.390679 nChanged 2 SP:Iteration 10Q (3131.479765 sec): 3 clusters Score: Raw -99841.569122 + Penalty 2202.364773 = -97639.204350 nChanged 3 SP:Iteration 11Q (3131.524146 sec): 3 clusters Score: Raw -99843.369095 + Penalty 2202.364773 = -97641.004323 nChanged 2 SP:Iteration 12Q (3131.556399 sec): 3 clusters Score: Raw -99844.591333 + Penalty 2202.364773 = -97642.226560 nChanged 3 SP:Iteration 13Q (3131.610379 sec): 3 clusters Score: Raw -99847.074059 + Penalty 2202.364773 = -97644.709286 nChanged 6 SP:Iteration 14Q (3131.650618 sec): 3 clusters Score: Raw -99852.642946 + Penalty 2202.364773 = -97650.278173 nChanged 0 SP:Iteration 15F (3131.691866 sec): 3 clusters Score: Raw -99852.642946 + Penalty 2202.364773 = -97650.278173 nChanged 0 Trying to split cluster 15 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3131.712241 sec): 2 clusters Score: Raw -27296.890988 + Penalty 914.488431 = -26382.402557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3131.751976 sec): 3 clusters Score: Raw -27378.088959 + Penalty 1828.976862 = -25549.112097 nChanged 52 SP:Iteration 1F (3131.796052 sec): 3 clusters Score: Raw -27469.623394 + Penalty 1828.976862 = -25640.646532 nChanged 12 SP:Iteration 2Q (3131.846856 sec): 3 clusters Score: Raw -27504.119186 + Penalty 1828.976862 = -25675.142324 nChanged 4 SP:Iteration 3Q (3131.887328 sec): 3 clusters Score: Raw -27517.414218 + Penalty 1828.976862 = -25688.437356 nChanged 3 SP:Iteration 4Q (3131.935800 sec): 3 clusters Score: Raw -27528.527508 + Penalty 1828.976862 = -25699.550646 nChanged 6 SP:Iteration 5Q (3131.980404 sec): 3 clusters Score: Raw -27548.160970 + Penalty 1828.976862 = -25719.184108 nChanged 1 SP:Iteration 6Q (3132.024358 sec): 3 clusters Score: Raw -27551.908653 + Penalty 1828.976862 = -25722.931791 nChanged 0 SP:Iteration 7F (3132.061322 sec): 3 clusters Score: Raw -27551.908653 + Penalty 1828.976862 = -25722.931791 nChanged 0 Trying to split cluster 16 (7306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3132.101591 sec): 2 clusters Score: Raw -809154.393167 + Penalty 1445.673321 = -807708.719845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3132.160022 sec): 3 clusters Score: Raw -805088.064177 + Penalty 2891.346642 = -802196.717534 nChanged 3104 SP:Iteration 1F (3132.217815 sec): 3 clusters Score: Raw -806840.282603 + Penalty 2891.346642 = -803948.935961 nChanged 515 SP:Iteration 2F (3132.266761 sec): 3 clusters Score: Raw -807123.274757 + Penalty 2891.346642 = -804231.928115 nChanged 468 SP:Iteration 3F (3132.330540 sec): 3 clusters Score: Raw -807403.303558 + Penalty 2891.346642 = -804511.956915 nChanged 442 SP:Iteration 4F (3132.379826 sec): 3 clusters Score: Raw -807693.982264 + Penalty 2891.346642 = -804802.635621 nChanged 416 SP:Iteration 5F (3132.445827 sec): 3 clusters Score: Raw -807944.617639 + Penalty 2891.346642 = -805053.270996 nChanged 350 SP:Iteration 6Q (3132.507707 sec): 3 clusters Score: Raw -808167.597655 + Penalty 2891.346642 = -805276.251013 nChanged 327 SP:Iteration 7Q (3132.555114 sec): 3 clusters Score: Raw -808393.830125 + Penalty 2891.346642 = -805502.483482 nChanged 277 SP:Iteration 8Q (3132.612446 sec): 3 clusters Score: Raw -808572.522029 + Penalty 2891.346642 = -805681.175387 nChanged 220 SP:Iteration 9Q (3132.678196 sec): 3 clusters Score: Raw -808714.091277 + Penalty 2891.346642 = -805822.744634 nChanged 199 SP:Iteration 10Q (3132.737140 sec): 3 clusters Score: Raw -808846.895778 + Penalty 2891.346642 = -805955.549135 nChanged 169 SP:Iteration 11Q (3132.794339 sec): 3 clusters Score: Raw -808973.633224 + Penalty 2891.346642 = -806082.286581 nChanged 125 SP:Iteration 12Q (3132.839807 sec): 3 clusters Score: Raw -809057.500449 + Penalty 2891.346642 = -806166.153806 nChanged 89 SP:Iteration 13Q (3132.898602 sec): 3 clusters Score: Raw -809114.413395 + Penalty 2891.346642 = -806223.066753 nChanged 71 SP:Iteration 14Q (3132.962631 sec): 3 clusters Score: Raw -809165.468054 + Penalty 2891.346642 = -806274.121411 nChanged 61 SP:Iteration 15Q (3133.009541 sec): 3 clusters Score: Raw -809222.295445 + Penalty 2891.346642 = -806330.948802 nChanged 64 SP:Iteration 16Q (3133.070152 sec): 3 clusters Score: Raw -809272.553158 + Penalty 2891.346642 = -806381.206516 nChanged 43 SP:Iteration 17Q (3133.108223 sec): 3 clusters Score: Raw -809307.365888 + Penalty 2891.346642 = -806416.019245 nChanged 27 SP:Iteration 18Q (3133.171439 sec): 3 clusters Score: Raw -809332.350572 + Penalty 2891.346642 = -806441.003929 nChanged 23 SP:Iteration 19Q (3133.217653 sec): 3 clusters Score: Raw -809351.255306 + Penalty 2891.346642 = -806459.908663 nChanged 19 SP:Iteration 20F (3133.269074 sec): 3 clusters Score: Raw -809368.321163 + Penalty 2891.346642 = -806476.974521 nChanged 15 SP:Iteration 21Q (3133.325868 sec): 3 clusters Score: Raw -809382.950863 + Penalty 2891.346642 = -806491.604221 nChanged 12 SP:Iteration 22Q (3133.387490 sec): 3 clusters Score: Raw -809395.847438 + Penalty 2891.346642 = -806504.500796 nChanged 8 SP:Iteration 23Q (3133.444408 sec): 3 clusters Score: Raw -809401.363426 + Penalty 2891.346642 = -806510.016783 nChanged 4 SP:Iteration 24Q (3133.495134 sec): 3 clusters Score: Raw -809404.614765 + Penalty 2891.346642 = -806513.268122 nChanged 5 SP:Iteration 25Q (3133.538482 sec): 3 clusters Score: Raw -809409.728126 + Penalty 2891.346642 = -806518.381483 nChanged 4 SP:Iteration 26Q (3133.605176 sec): 3 clusters Score: Raw -809415.552588 + Penalty 2891.346642 = -806524.205945 nChanged 2 SP:Iteration 27Q (3133.661355 sec): 3 clusters Score: Raw -809417.576749 + Penalty 2891.346642 = -806526.230107 nChanged 2 SP:Iteration 28Q (3133.708683 sec): 3 clusters Score: Raw -809419.697381 + Penalty 2891.346642 = -806528.350738 nChanged 3 SP:Iteration 29Q (3133.773344 sec): 3 clusters Score: Raw -809421.466970 + Penalty 2891.346642 = -806530.120328 nChanged 1 SP:Iteration 30Q (3133.826008 sec): 3 clusters Score: Raw -809421.697834 + Penalty 2891.346642 = -806530.351191 nChanged 0 SP:Iteration 31F (3133.880394 sec): 3 clusters Score: Raw -809421.697834 + Penalty 2891.346642 = -806530.351191 nChanged 0 Trying to split cluster 17 (10204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3133.910590 sec): 2 clusters Score: Raw -1209357.516240 + Penalty 1499.961950 = -1207857.554289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3133.985439 sec): 3 clusters Score: Raw -1203516.412411 + Penalty 2999.923901 = -1200516.488510 nChanged 4425 SP:Iteration 1F (3134.038685 sec): 3 clusters Score: Raw -1205933.476780 + Penalty 2999.923901 = -1202933.552879 nChanged 620 SP:Iteration 2F (3134.107367 sec): 3 clusters Score: Raw -1206200.774669 + Penalty 2999.923901 = -1203200.850769 nChanged 515 SP:Iteration 3F (3134.160416 sec): 3 clusters Score: Raw -1206430.268384 + Penalty 2999.923901 = -1203430.344484 nChanged 485 SP:Iteration 4Q (3134.234638 sec): 3 clusters Score: Raw -1206647.761779 + Penalty 2999.923901 = -1203647.837878 nChanged 461 SP:Iteration 5Q (3134.297915 sec): 3 clusters Score: Raw -1206890.181814 + Penalty 2999.923901 = -1203890.257913 nChanged 533 SP:Iteration 6F (3134.354996 sec): 3 clusters Score: Raw -1207229.424650 + Penalty 2999.923901 = -1204229.500749 nChanged 555 SP:Iteration 7F (3134.424579 sec): 3 clusters Score: Raw -1207605.430973 + Penalty 2999.923901 = -1204605.507072 nChanged 549 SP:Iteration 8F (3134.477832 sec): 3 clusters Score: Raw -1208043.264146 + Penalty 2999.923901 = -1205043.340246 nChanged 506 SP:Iteration 9Q (3134.545795 sec): 3 clusters Score: Raw -1208483.267815 + Penalty 2999.923901 = -1205483.343914 nChanged 399 SP:Iteration 10Q (3134.605848 sec): 3 clusters Score: Raw -1208830.196932 + Penalty 2999.923901 = -1205830.273031 nChanged 283 SP:Iteration 11Q (3134.671027 sec): 3 clusters Score: Raw -1209088.795097 + Penalty 2999.923901 = -1206088.871196 nChanged 196 SP:Iteration 12Q (3134.727900 sec): 3 clusters Score: Raw -1209290.414579 + Penalty 2999.923901 = -1206290.490678 nChanged 119 SP:Iteration 13Q (3134.790657 sec): 3 clusters Score: Raw -1209416.040906 + Penalty 2999.923901 = -1206416.117006 nChanged 80 SP:Iteration 14Q (3134.841834 sec): 3 clusters Score: Raw -1209485.654971 + Penalty 2999.923901 = -1206485.731070 nChanged 50 SP:Iteration 15Q (3134.909197 sec): 3 clusters Score: Raw -1209520.048810 + Penalty 2999.923901 = -1206520.124909 nChanged 37 SP:Iteration 16Q (3134.956446 sec): 3 clusters Score: Raw -1209549.601910 + Penalty 2999.923901 = -1206549.678009 nChanged 31 SP:Iteration 17Q (3135.012241 sec): 3 clusters Score: Raw -1209566.780112 + Penalty 2999.923901 = -1206566.856212 nChanged 20 SP:Iteration 18Q (3135.073431 sec): 3 clusters Score: Raw -1209579.952885 + Penalty 2999.923901 = -1206580.028984 nChanged 22 SP:Iteration 19Q (3135.132505 sec): 3 clusters Score: Raw -1209589.471485 + Penalty 2999.923901 = -1206589.547584 nChanged 8 SP:Iteration 20F (3135.183549 sec): 3 clusters Score: Raw -1209592.949453 + Penalty 2999.923901 = -1206593.025552 nChanged 9 SP:Iteration 21Q (3135.247934 sec): 3 clusters Score: Raw -1209600.013934 + Penalty 2999.923901 = -1206600.090033 nChanged 11 SP:Iteration 22Q (3135.307759 sec): 3 clusters Score: Raw -1209607.898351 + Penalty 2999.923901 = -1206607.974450 nChanged 10 SP:Iteration 23Q (3135.359184 sec): 3 clusters Score: Raw -1209615.509544 + Penalty 2999.923901 = -1206615.585643 nChanged 9 SP:Iteration 24Q (3135.415229 sec): 3 clusters Score: Raw -1209621.267923 + Penalty 2999.923901 = -1206621.344023 nChanged 3 SP:Iteration 25Q (3135.479497 sec): 3 clusters Score: Raw -1209623.157848 + Penalty 2999.923901 = -1206623.233947 nChanged 3 SP:Iteration 26Q (3135.527782 sec): 3 clusters Score: Raw -1209624.376770 + Penalty 2999.923901 = -1206624.452870 nChanged 3 SP:Iteration 27Q (3135.592670 sec): 3 clusters Score: Raw -1209626.490077 + Penalty 2999.923901 = -1206626.566176 nChanged 5 SP:Iteration 28Q (3135.648860 sec): 3 clusters Score: Raw -1209629.668450 + Penalty 2999.923901 = -1206629.744550 nChanged 2 SP:Iteration 29Q (3135.703459 sec): 3 clusters Score: Raw -1209630.706171 + Penalty 2999.923901 = -1206630.782270 nChanged 1 SP:Iteration 30Q (3135.759117 sec): 3 clusters Score: Raw -1209631.110013 + Penalty 2999.923901 = -1206631.186113 nChanged 0 SP:Iteration 31F (3135.833940 sec): 3 clusters Score: Raw -1209631.110013 + Penalty 2999.923901 = -1206631.186113 nChanged 0 Trying to split cluster 18 (1979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3135.859529 sec): 2 clusters Score: Raw -251984.614607 + Penalty 1233.431379 = -250751.183228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3135.908535 sec): 3 clusters Score: Raw -251153.785640 + Penalty 2466.862757 = -248686.922883 nChanged 687 SP:Iteration 1F (3135.939650 sec): 3 clusters Score: Raw -251587.253711 + Penalty 2466.862757 = -249120.390954 nChanged 154 SP:Iteration 2F (3135.993427 sec): 3 clusters Score: Raw -251702.620963 + Penalty 2466.862757 = -249235.758205 nChanged 95 SP:Iteration 3Q (3136.046565 sec): 3 clusters Score: Raw -251778.677025 + Penalty 2466.862757 = -249311.814268 nChanged 76 SP:Iteration 4Q (3136.083309 sec): 3 clusters Score: Raw -251851.697127 + Penalty 2466.862757 = -249384.834370 nChanged 89 SP:Iteration 5Q (3136.129619 sec): 3 clusters Score: Raw -251936.819579 + Penalty 2466.862757 = -249469.956822 nChanged 86 SP:Iteration 6Q (3136.183697 sec): 3 clusters Score: Raw -252023.370656 + Penalty 2466.862757 = -249556.507899 nChanged 64 SP:Iteration 7Q (3136.219967 sec): 3 clusters Score: Raw -252080.292249 + Penalty 2466.862757 = -249613.429492 nChanged 48 SP:Iteration 8Q (3136.276083 sec): 3 clusters Score: Raw -252123.417475 + Penalty 2466.862757 = -249656.554717 nChanged 50 SP:Iteration 9Q (3136.319389 sec): 3 clusters Score: Raw -252165.952598 + Penalty 2466.862757 = -249699.089841 nChanged 44 SP:Iteration 10Q (3136.361511 sec): 3 clusters Score: Raw -252204.321761 + Penalty 2466.862757 = -249737.459004 nChanged 38 SP:Iteration 11Q (3136.414230 sec): 3 clusters Score: Raw -252236.445603 + Penalty 2466.862757 = -249769.582846 nChanged 39 SP:Iteration 12Q (3136.457536 sec): 3 clusters Score: Raw -252264.468140 + Penalty 2466.862757 = -249797.605383 nChanged 31 SP:Iteration 13Q (3136.493804 sec): 3 clusters Score: Raw -252293.535985 + Penalty 2466.862757 = -249826.673228 nChanged 40 SP:Iteration 14Q (3136.531376 sec): 3 clusters Score: Raw -252328.911599 + Penalty 2466.862757 = -249862.048841 nChanged 35 SP:Iteration 15Q (3136.572817 sec): 3 clusters Score: Raw -252351.455389 + Penalty 2466.862757 = -249884.592632 nChanged 25 SP:Iteration 16Q (3136.619832 sec): 3 clusters Score: Raw -252367.522201 + Penalty 2466.862757 = -249900.659444 nChanged 17 SP:Iteration 17Q (3136.665333 sec): 3 clusters Score: Raw -252381.413332 + Penalty 2466.862757 = -249914.550575 nChanged 20 SP:Iteration 18Q (3136.714544 sec): 3 clusters Score: Raw -252398.287346 + Penalty 2466.862757 = -249931.424588 nChanged 22 SP:Iteration 19Q (3136.760731 sec): 3 clusters Score: Raw -252411.280818 + Penalty 2466.862757 = -249944.418061 nChanged 12 SP:Iteration 20F (3136.802932 sec): 3 clusters Score: Raw -252421.452517 + Penalty 2466.862757 = -249954.589760 nChanged 14 SP:Iteration 21Q (3136.852394 sec): 3 clusters Score: Raw -252429.598999 + Penalty 2466.862757 = -249962.736242 nChanged 6 SP:Iteration 22Q (3136.897956 sec): 3 clusters Score: Raw -252433.308962 + Penalty 2466.862757 = -249966.446205 nChanged 4 SP:Iteration 23Q (3136.940355 sec): 3 clusters Score: Raw -252434.958669 + Penalty 2466.862757 = -249968.095912 nChanged 6 SP:Iteration 24Q (3136.979067 sec): 3 clusters Score: Raw -252438.767489 + Penalty 2466.862757 = -249971.904732 nChanged 5 SP:Iteration 25Q (3137.033037 sec): 3 clusters Score: Raw -252440.332591 + Penalty 2466.862757 = -249973.469834 nChanged 1 SP:Iteration 26Q (3137.075029 sec): 3 clusters Score: Raw -252441.163367 + Penalty 2466.862757 = -249974.300610 nChanged 1 SP:Iteration 27Q (3137.108203 sec): 3 clusters Score: Raw -252441.699016 + Penalty 2466.862757 = -249974.836259 nChanged 0 SP:Iteration 28F (3137.160604 sec): 3 clusters Score: Raw -252441.699016 + Penalty 2466.862757 = -249974.836259 nChanged 0 Trying to split cluster 19 (1889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3137.178645 sec): 2 clusters Score: Raw -208493.614507 + Penalty 1225.867966 = -207267.746541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3137.221442 sec): 3 clusters Score: Raw -207701.495935 + Penalty 2451.735932 = -205249.760004 nChanged 685 SP:Iteration 1F (3137.268743 sec): 3 clusters Score: Raw -208195.648674 + Penalty 2451.735932 = -205743.912742 nChanged 170 SP:Iteration 2F (3137.324829 sec): 3 clusters Score: Raw -208346.660247 + Penalty 2451.735932 = -205894.924315 nChanged 92 SP:Iteration 3Q (3137.370277 sec): 3 clusters Score: Raw -208448.251091 + Penalty 2451.735932 = -205996.515159 nChanged 87 SP:Iteration 4Q (3137.405608 sec): 3 clusters Score: Raw -208519.838330 + Penalty 2451.735932 = -206068.102399 nChanged 67 SP:Iteration 5Q (3137.457068 sec): 3 clusters Score: Raw -208577.577740 + Penalty 2451.735932 = -206125.841808 nChanged 36 SP:Iteration 6Q (3137.506092 sec): 3 clusters Score: Raw -208598.674472 + Penalty 2451.735932 = -206146.938540 nChanged 29 SP:Iteration 7Q (3137.556359 sec): 3 clusters Score: Raw -208614.575625 + Penalty 2451.735932 = -206162.839693 nChanged 25 SP:Iteration 8Q (3137.596707 sec): 3 clusters Score: Raw -208631.093539 + Penalty 2451.735932 = -206179.357607 nChanged 28 SP:Iteration 9Q (3137.647004 sec): 3 clusters Score: Raw -208649.810231 + Penalty 2451.735932 = -206198.074299 nChanged 25 SP:Iteration 10Q (3137.692335 sec): 3 clusters Score: Raw -208668.039341 + Penalty 2451.735932 = -206216.303409 nChanged 23 SP:Iteration 11Q (3137.742288 sec): 3 clusters Score: Raw -208682.852634 + Penalty 2451.735932 = -206231.116702 nChanged 23 SP:Iteration 12Q (3137.792657 sec): 3 clusters Score: Raw -208696.966027 + Penalty 2451.735932 = -206245.230095 nChanged 18 SP:Iteration 13Q (3137.852885 sec): 3 clusters Score: Raw -208711.640984 + Penalty 2451.735932 = -206259.905052 nChanged 18 SP:Iteration 14Q (3137.896189 sec): 3 clusters Score: Raw -208727.487493 + Penalty 2451.735932 = -206275.751561 nChanged 25 SP:Iteration 15Q (3137.948887 sec): 3 clusters Score: Raw -208743.687002 + Penalty 2451.735932 = -206291.951070 nChanged 19 SP:Iteration 16Q (3137.989755 sec): 3 clusters Score: Raw -208752.980812 + Penalty 2451.735932 = -206301.244880 nChanged 19 SP:Iteration 17Q (3138.042327 sec): 3 clusters Score: Raw -208764.783562 + Penalty 2451.735932 = -206313.047630 nChanged 23 SP:Iteration 18Q (3138.096591 sec): 3 clusters Score: Raw -208780.152060 + Penalty 2451.735932 = -206328.416128 nChanged 24 SP:Iteration 19Q (3138.131887 sec): 3 clusters Score: Raw -208796.225395 + Penalty 2451.735932 = -206344.489463 nChanged 32 SP:Iteration 20F (3138.180957 sec): 3 clusters Score: Raw -208821.014375 + Penalty 2451.735932 = -206369.278443 nChanged 37 SP:Iteration 21Q (3138.236089 sec): 3 clusters Score: Raw -208850.835052 + Penalty 2451.735932 = -206399.099120 nChanged 31 SP:Iteration 22Q (3138.276677 sec): 3 clusters Score: Raw -208875.747267 + Penalty 2451.735932 = -206424.011335 nChanged 27 SP:Iteration 23Q (3138.324096 sec): 3 clusters Score: Raw -208902.326642 + Penalty 2451.735932 = -206450.590711 nChanged 29 SP:Iteration 24Q (3138.370865 sec): 3 clusters Score: Raw -208928.953395 + Penalty 2451.735932 = -206477.217463 nChanged 23 SP:Iteration 25Q (3138.418073 sec): 3 clusters Score: Raw -208947.063932 + Penalty 2451.735932 = -206495.328000 nChanged 21 SP:Iteration 26Q (3138.452783 sec): 3 clusters Score: Raw -208962.709504 + Penalty 2451.735932 = -206510.973572 nChanged 15 SP:Iteration 27Q (3138.498799 sec): 3 clusters Score: Raw -208974.170146 + Penalty 2451.735932 = -206522.434214 nChanged 14 SP:Iteration 28Q (3138.543058 sec): 3 clusters Score: Raw -208986.670006 + Penalty 2451.735932 = -206534.934074 nChanged 12 SP:Iteration 29Q (3138.583985 sec): 3 clusters Score: Raw -209001.231301 + Penalty 2451.735932 = -206549.495369 nChanged 10 SP:Iteration 30Q (3138.626430 sec): 3 clusters Score: Raw -209008.708691 + Penalty 2451.735932 = -206556.972759 nChanged 9 SP:Iteration 31Q (3138.679149 sec): 3 clusters Score: Raw -209014.665801 + Penalty 2451.735932 = -206562.929869 nChanged 9 SP:Iteration 32Q (3138.713110 sec): 3 clusters Score: Raw -209022.355602 + Penalty 2451.735932 = -206570.619670 nChanged 7 SP:Iteration 33Q (3138.756995 sec): 3 clusters Score: Raw -209027.964531 + Penalty 2451.735932 = -206576.228599 nChanged 7 SP:Iteration 34Q (3138.801574 sec): 3 clusters Score: Raw -209032.387312 + Penalty 2451.735932 = -206580.651380 nChanged 4 SP:Iteration 35Q (3138.851175 sec): 3 clusters Score: Raw -209036.253119 + Penalty 2451.735932 = -206584.517187 nChanged 10 SP:Iteration 36Q (3138.891392 sec): 3 clusters Score: Raw -209045.124809 + Penalty 2451.735932 = -206593.388878 nChanged 5 SP:Iteration 37Q (3138.938619 sec): 3 clusters Score: Raw -209048.139836 + Penalty 2451.735932 = -206596.403904 nChanged 6 SP:Iteration 38Q (3138.976613 sec): 3 clusters Score: Raw -209051.289611 + Penalty 2451.735932 = -206599.553679 nChanged 4 SP:Iteration 39Q (3139.022038 sec): 3 clusters Score: Raw -209052.834431 + Penalty 2451.735932 = -206601.098499 nChanged 2 SP:Iteration 40F (3139.067464 sec): 3 clusters Score: Raw -209054.082230 + Penalty 2451.735932 = -206602.346298 nChanged 2 SP:Iteration 41Q (3139.117067 sec): 3 clusters Score: Raw -209056.152486 + Penalty 2451.735932 = -206604.416554 nChanged 5 SP:Iteration 42Q (3139.170107 sec): 3 clusters Score: Raw -209059.768127 + Penalty 2451.735932 = -206608.032195 nChanged 2 SP:Iteration 43Q (3139.206704 sec): 3 clusters Score: Raw -209061.083266 + Penalty 2451.735932 = -206609.347334 nChanged 1 SP:Iteration 44Q (3139.266672 sec): 3 clusters Score: Raw -209062.139036 + Penalty 2451.735932 = -206610.403104 nChanged 1 SP:Iteration 45Q (3139.313438 sec): 3 clusters Score: Raw -209062.745654 + Penalty 2451.735932 = -206611.009722 nChanged 1 SP:Iteration 46Q (3139.350862 sec): 3 clusters Score: Raw -209063.250274 + Penalty 2451.735932 = -206611.514342 nChanged 2 SP:Iteration 47Q (3139.406819 sec): 3 clusters Score: Raw -209063.946486 + Penalty 2451.735932 = -206612.210554 nChanged 1 SP:Iteration 48Q (3139.456680 sec): 3 clusters Score: Raw -209064.288579 + Penalty 2451.735932 = -206612.552647 nChanged 0 SP:Iteration 49F (3139.503651 sec): 3 clusters Score: Raw -209064.288579 + Penalty 2451.735932 = -206612.552647 nChanged 0 Trying to split cluster 20 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3139.524174 sec): 2 clusters Score: Raw -202745.278108 + Penalty 1209.785407 = -201535.492701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3139.575081 sec): 3 clusters Score: Raw -202048.479987 + Penalty 2419.570814 = -199628.909173 nChanged 571 SP:Iteration 1F (3139.632957 sec): 3 clusters Score: Raw -202445.206508 + Penalty 2419.570814 = -200025.635694 nChanged 132 SP:Iteration 2F (3139.674047 sec): 3 clusters Score: Raw -202538.025023 + Penalty 2419.570814 = -200118.454209 nChanged 68 SP:Iteration 3Q (3139.724456 sec): 3 clusters Score: Raw -202584.165060 + Penalty 2419.570814 = -200164.594246 nChanged 53 SP:Iteration 4Q (3139.777107 sec): 3 clusters Score: Raw -202621.830306 + Penalty 2419.570814 = -200202.259492 nChanged 41 SP:Iteration 5Q (3139.823455 sec): 3 clusters Score: Raw -202646.579282 + Penalty 2419.570814 = -200227.008468 nChanged 25 SP:Iteration 6Q (3139.869627 sec): 3 clusters Score: Raw -202663.895021 + Penalty 2419.570814 = -200244.324207 nChanged 22 SP:Iteration 7Q (3139.922056 sec): 3 clusters Score: Raw -202676.288056 + Penalty 2419.570814 = -200256.717242 nChanged 18 SP:Iteration 8Q (3139.973623 sec): 3 clusters Score: Raw -202683.339435 + Penalty 2419.570814 = -200263.768621 nChanged 13 SP:Iteration 9Q (3140.017365 sec): 3 clusters Score: Raw -202689.532180 + Penalty 2419.570814 = -200269.961366 nChanged 14 SP:Iteration 10Q (3140.071374 sec): 3 clusters Score: Raw -202697.587994 + Penalty 2419.570814 = -200278.017180 nChanged 11 SP:Iteration 11Q (3140.115988 sec): 3 clusters Score: Raw -202702.893425 + Penalty 2419.570814 = -200283.322611 nChanged 4 SP:Iteration 12Q (3140.159912 sec): 3 clusters Score: Raw -202704.793087 + Penalty 2419.570814 = -200285.222273 nChanged 6 SP:Iteration 13Q (3140.211794 sec): 3 clusters Score: Raw -202707.930192 + Penalty 2419.570814 = -200288.359378 nChanged 8 SP:Iteration 14Q (3140.267732 sec): 3 clusters Score: Raw -202712.707333 + Penalty 2419.570814 = -200293.136519 nChanged 10 SP:Iteration 15Q (3140.314073 sec): 3 clusters Score: Raw -202716.715644 + Penalty 2419.570814 = -200297.144830 nChanged 5 SP:Iteration 16Q (3140.370243 sec): 3 clusters Score: Raw -202720.079514 + Penalty 2419.570814 = -200300.508700 nChanged 6 SP:Iteration 17Q (3140.422055 sec): 3 clusters Score: Raw -202726.058388 + Penalty 2419.570814 = -200306.487574 nChanged 10 SP:Iteration 18Q (3140.475119 sec): 3 clusters Score: Raw -202731.434765 + Penalty 2419.570814 = -200311.863951 nChanged 7 SP:Iteration 19Q (3140.525971 sec): 3 clusters Score: Raw -202736.017776 + Penalty 2419.570814 = -200316.446962 nChanged 7 SP:Iteration 20F (3140.572250 sec): 3 clusters Score: Raw -202740.878095 + Penalty 2419.570814 = -200321.307281 nChanged 7 SP:Iteration 21Q (3140.627060 sec): 3 clusters Score: Raw -202745.474410 + Penalty 2419.570814 = -200325.903596 nChanged 5 SP:Iteration 22Q (3140.673813 sec): 3 clusters Score: Raw -202749.491115 + Penalty 2419.570814 = -200329.920301 nChanged 6 SP:Iteration 23Q (3140.723382 sec): 3 clusters Score: Raw -202751.378080 + Penalty 2419.570814 = -200331.807266 nChanged 8 SP:Iteration 24Q (3140.767785 sec): 3 clusters Score: Raw -202754.660528 + Penalty 2419.570814 = -200335.089714 nChanged 4 SP:Iteration 25Q (3140.828938 sec): 3 clusters Score: Raw -202756.076911 + Penalty 2419.570814 = -200336.506097 nChanged 4 SP:Iteration 26Q (3140.869765 sec): 3 clusters Score: Raw -202757.980203 + Penalty 2419.570814 = -200338.409389 nChanged 4 SP:Iteration 27Q (3140.905473 sec): 3 clusters Score: Raw -202760.169728 + Penalty 2419.570814 = -200340.598914 nChanged 3 SP:Iteration 28Q (3140.950572 sec): 3 clusters Score: Raw -202762.085515 + Penalty 2419.570814 = -200342.514701 nChanged 2 SP:Iteration 29Q (3140.994183 sec): 3 clusters Score: Raw -202763.525632 + Penalty 2419.570814 = -200343.954818 nChanged 4 SP:Iteration 30Q (3141.040412 sec): 3 clusters Score: Raw -202766.852280 + Penalty 2419.570814 = -200347.281466 nChanged 4 SP:Iteration 31Q (3141.087093 sec): 3 clusters Score: Raw -202768.895462 + Penalty 2419.570814 = -200349.324648 nChanged 3 SP:Iteration 32Q (3141.140522 sec): 3 clusters Score: Raw -202770.200235 + Penalty 2419.570814 = -200350.629421 nChanged 0 SP:Iteration 33F (3141.170076 sec): 3 clusters Score: Raw -202770.200235 + Penalty 2419.570814 = -200350.629421 nChanged 0 Trying to split cluster 21 (2456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3141.195590 sec): 2 clusters Score: Raw -297309.454840 + Penalty 1268.522010 = -296040.932831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3141.239276 sec): 3 clusters Score: Raw -296271.895750 + Penalty 2537.044019 = -293734.851731 nChanged 896 SP:Iteration 1F (3141.275384 sec): 3 clusters Score: Raw -296890.038012 + Penalty 2537.044019 = -294352.993993 nChanged 180 SP:Iteration 2F (3141.323218 sec): 3 clusters Score: Raw -297017.031768 + Penalty 2537.044019 = -294479.987749 nChanged 106 SP:Iteration 3Q (3141.372207 sec): 3 clusters Score: Raw -297086.319296 + Penalty 2537.044019 = -294549.275277 nChanged 71 SP:Iteration 4Q (3141.414648 sec): 3 clusters Score: Raw -297133.528047 + Penalty 2537.044019 = -294596.484028 nChanged 52 SP:Iteration 5Q (3141.458196 sec): 3 clusters Score: Raw -297164.949900 + Penalty 2537.044019 = -294627.905881 nChanged 50 SP:Iteration 6Q (3141.499509 sec): 3 clusters Score: Raw -297188.280175 + Penalty 2537.044019 = -294651.236156 nChanged 38 SP:Iteration 7Q (3141.544122 sec): 3 clusters Score: Raw -297204.689209 + Penalty 2537.044019 = -294667.645190 nChanged 38 SP:Iteration 8Q (3141.601767 sec): 3 clusters Score: Raw -297222.092629 + Penalty 2537.044019 = -294685.048610 nChanged 28 SP:Iteration 9Q (3141.643610 sec): 3 clusters Score: Raw -297235.342034 + Penalty 2537.044019 = -294698.298015 nChanged 27 SP:Iteration 10Q (3141.684941 sec): 3 clusters Score: Raw -297250.800142 + Penalty 2537.044019 = -294713.756123 nChanged 24 SP:Iteration 11Q (3141.735356 sec): 3 clusters Score: Raw -297260.342227 + Penalty 2537.044019 = -294723.298208 nChanged 24 SP:Iteration 12Q (3141.779126 sec): 3 clusters Score: Raw -297271.018375 + Penalty 2537.044019 = -294733.974356 nChanged 25 SP:Iteration 13Q (3141.828701 sec): 3 clusters Score: Raw -297286.134046 + Penalty 2537.044019 = -294749.090027 nChanged 30 SP:Iteration 14Q (3141.886116 sec): 3 clusters Score: Raw -297302.082841 + Penalty 2537.044019 = -294765.038822 nChanged 21 SP:Iteration 15Q (3141.927842 sec): 3 clusters Score: Raw -297313.724451 + Penalty 2537.044019 = -294776.680432 nChanged 18 SP:Iteration 16Q (3141.975466 sec): 3 clusters Score: Raw -297324.080715 + Penalty 2537.044019 = -294787.036696 nChanged 27 SP:Iteration 17Q (3142.032669 sec): 3 clusters Score: Raw -297337.784482 + Penalty 2537.044019 = -294800.740463 nChanged 22 SP:Iteration 18Q (3142.083502 sec): 3 clusters Score: Raw -297347.879569 + Penalty 2537.044019 = -294810.835550 nChanged 17 SP:Iteration 19Q (3142.121342 sec): 3 clusters Score: Raw -297355.634435 + Penalty 2537.044019 = -294818.590416 nChanged 18 SP:Iteration 20F (3142.171799 sec): 3 clusters Score: Raw -297363.145620 + Penalty 2537.044019 = -294826.101601 nChanged 11 SP:Iteration 21Q (3142.218856 sec): 3 clusters Score: Raw -297367.587068 + Penalty 2537.044019 = -294830.543049 nChanged 7 SP:Iteration 22Q (3142.274822 sec): 3 clusters Score: Raw -297370.337955 + Penalty 2537.044019 = -294833.293936 nChanged 9 SP:Iteration 23Q (3142.317347 sec): 3 clusters Score: Raw -297373.424470 + Penalty 2537.044019 = -294836.380451 nChanged 7 SP:Iteration 24Q (3142.364920 sec): 3 clusters Score: Raw -297376.138851 + Penalty 2537.044019 = -294839.094832 nChanged 9 SP:Iteration 25Q (3142.424784 sec): 3 clusters Score: Raw -297380.200482 + Penalty 2537.044019 = -294843.156463 nChanged 7 SP:Iteration 26Q (3142.475944 sec): 3 clusters Score: Raw -297382.348924 + Penalty 2537.044019 = -294845.304905 nChanged 7 SP:Iteration 27Q (3142.521208 sec): 3 clusters Score: Raw -297385.295275 + Penalty 2537.044019 = -294848.251256 nChanged 6 SP:Iteration 28Q (3142.562566 sec): 3 clusters Score: Raw -297388.074497 + Penalty 2537.044019 = -294851.030478 nChanged 7 SP:Iteration 29Q (3142.612524 sec): 3 clusters Score: Raw -297391.861966 + Penalty 2537.044019 = -294854.817947 nChanged 9 SP:Iteration 30Q (3142.665905 sec): 3 clusters Score: Raw -297396.542396 + Penalty 2537.044019 = -294859.498377 nChanged 11 SP:Iteration 31Q (3142.704639 sec): 3 clusters Score: Raw -297403.002121 + Penalty 2537.044019 = -294865.958102 nChanged 14 SP:Iteration 32Q (3142.757927 sec): 3 clusters Score: Raw -297410.043535 + Penalty 2537.044019 = -294872.999516 nChanged 15 SP:Iteration 33Q (3142.801832 sec): 3 clusters Score: Raw -297417.382257 + Penalty 2537.044019 = -294880.338238 nChanged 15 SP:Iteration 34Q (3142.835628 sec): 3 clusters Score: Raw -297423.014395 + Penalty 2537.044019 = -294885.970376 nChanged 7 SP:Iteration 35Q (3142.873235 sec): 3 clusters Score: Raw -297424.560748 + Penalty 2537.044019 = -294887.516729 nChanged 5 SP:Iteration 36Q (3142.919873 sec): 3 clusters Score: Raw -297426.284539 + Penalty 2537.044019 = -294889.240520 nChanged 6 SP:Iteration 37Q (3142.965143 sec): 3 clusters Score: Raw -297428.212416 + Penalty 2537.044019 = -294891.168397 nChanged 7 SP:Iteration 38Q (3143.009231 sec): 3 clusters Score: Raw -297430.054176 + Penalty 2537.044019 = -294893.010157 nChanged 7 SP:Iteration 39Q (3143.051049 sec): 3 clusters Score: Raw -297433.059546 + Penalty 2537.044019 = -294896.015527 nChanged 5 SP:Iteration 40F (3143.097793 sec): 3 clusters Score: Raw -297435.185720 + Penalty 2537.044019 = -294898.141701 nChanged 5 SP:Iteration 41Q (3143.144706 sec): 3 clusters Score: Raw -297436.328196 + Penalty 2537.044019 = -294899.284176 nChanged 1 SP:Iteration 42Q (3143.202073 sec): 3 clusters Score: Raw -297436.521275 + Penalty 2537.044019 = -294899.477256 nChanged 0 SP:Iteration 43F (3143.243150 sec): 3 clusters Score: Raw -297436.521275 + Penalty 2537.044019 = -294899.477256 nChanged 0 Trying to split cluster 22 (982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3143.269887 sec): 2 clusters Score: Raw -109214.622566 + Penalty 1119.558588 = -108095.063978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3143.314735 sec): 3 clusters Score: Raw -108930.573756 + Penalty 2239.117175 = -106691.456581 nChanged 280 SP:Iteration 1F (3143.354253 sec): 3 clusters Score: Raw -109183.153843 + Penalty 2239.117175 = -106944.036667 nChanged 78 SP:Iteration 2F (3143.399506 sec): 3 clusters Score: Raw -109302.056360 + Penalty 2239.117175 = -107062.939185 nChanged 52 SP:Iteration 3F (3143.441624 sec): 3 clusters Score: Raw -109366.468187 + Penalty 2239.117175 = -107127.351011 nChanged 41 SP:Iteration 4Q (3143.489727 sec): 3 clusters Score: Raw -109413.466930 + Penalty 2239.117175 = -107174.349755 nChanged 31 SP:Iteration 5Q (3143.533921 sec): 3 clusters Score: Raw -109452.486127 + Penalty 2239.117175 = -107213.368951 nChanged 29 SP:Iteration 6Q (3143.575343 sec): 3 clusters Score: Raw -109511.069666 + Penalty 2239.117175 = -107271.952490 nChanged 34 SP:Iteration 7Q (3143.619691 sec): 3 clusters Score: Raw -109580.556156 + Penalty 2239.117175 = -107341.438980 nChanged 39 SP:Iteration 8Q (3143.663950 sec): 3 clusters Score: Raw -109662.500009 + Penalty 2239.117175 = -107423.382834 nChanged 35 SP:Iteration 9Q (3143.711287 sec): 3 clusters Score: Raw -109727.915820 + Penalty 2239.117175 = -107488.798644 nChanged 21 SP:Iteration 10Q (3143.755912 sec): 3 clusters Score: Raw -109774.934840 + Penalty 2239.117175 = -107535.817665 nChanged 17 SP:Iteration 11Q (3143.811059 sec): 3 clusters Score: Raw -109798.220097 + Penalty 2239.117175 = -107559.102922 nChanged 11 SP:Iteration 12Q (3143.851993 sec): 3 clusters Score: Raw -109811.725677 + Penalty 2239.117175 = -107572.608502 nChanged 5 SP:Iteration 13Q (3143.907257 sec): 3 clusters Score: Raw -109818.374256 + Penalty 2239.117175 = -107579.257081 nChanged 7 SP:Iteration 14Q (3143.948307 sec): 3 clusters Score: Raw -109829.539883 + Penalty 2239.117175 = -107590.422708 nChanged 7 SP:Iteration 15Q (3143.985894 sec): 3 clusters Score: Raw -109840.473002 + Penalty 2239.117175 = -107601.355827 nChanged 7 SP:Iteration 16Q (3144.038182 sec): 3 clusters Score: Raw -109846.185998 + Penalty 2239.117175 = -107607.068823 nChanged 3 SP:Iteration 17Q (3144.083215 sec): 3 clusters Score: Raw -109848.842823 + Penalty 2239.117175 = -107609.725647 nChanged 0 SP:Iteration 18F (3144.119821 sec): 3 clusters Score: Raw -109849.111612 + Penalty 2239.117175 = -107609.994437 nChanged 1 SP:Iteration 19Q (3144.165638 sec): 3 clusters Score: Raw -109851.548922 + Penalty 2239.117175 = -107612.431747 nChanged 1 SP:Iteration 20F (3144.213000 sec): 3 clusters Score: Raw -109852.066257 + Penalty 2239.117175 = -107612.949082 nChanged 0 Trying to split cluster 23 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3144.247567 sec): 2 clusters Score: Raw -18539.073389 + Penalty 857.693632 = -17681.379757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3144.292109 sec): 3 clusters Score: Raw -18645.012771 + Penalty 1715.387264 = -16929.625507 nChanged 29 SP:Iteration 1F (3144.334409 sec): 3 clusters Score: Raw -18729.389795 + Penalty 1715.387264 = -17014.002530 nChanged 10 SP:Iteration 2F (3144.371950 sec): 3 clusters Score: Raw -18762.342957 + Penalty 1715.387264 = -17046.955693 nChanged 3 SP:Iteration 3Q (3144.407443 sec): 3 clusters Score: Raw -18770.610853 + Penalty 1715.387264 = -17055.223588 nChanged 0 SP:Iteration 4F (3144.448931 sec): 3 clusters Score: Raw -18770.610853 + Penalty 1715.387264 = -17055.223588 nChanged 0 Trying to split cluster 24 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3144.483764 sec): 2 clusters Score: Raw -211580.601965 + Penalty 1211.579962 = -210369.022004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3144.518813 sec): 3 clusters Score: Raw -210849.216048 + Penalty 2423.159923 = -208426.056125 nChanged 615 SP:Iteration 1F (3144.564642 sec): 3 clusters Score: Raw -211280.286468 + Penalty 2423.159923 = -208857.126545 nChanged 149 SP:Iteration 2F (3144.608303 sec): 3 clusters Score: Raw -211402.546561 + Penalty 2423.159923 = -208979.386637 nChanged 93 SP:Iteration 3F (3144.652217 sec): 3 clusters Score: Raw -211489.252664 + Penalty 2423.159923 = -209066.092740 nChanged 69 SP:Iteration 4Q (3144.700682 sec): 3 clusters Score: Raw -211551.582181 + Penalty 2423.159923 = -209128.422258 nChanged 67 SP:Iteration 5Q (3144.746739 sec): 3 clusters Score: Raw -211608.320844 + Penalty 2423.159923 = -209185.160921 nChanged 52 SP:Iteration 6Q (3144.791416 sec): 3 clusters Score: Raw -211656.732440 + Penalty 2423.159923 = -209233.572517 nChanged 47 SP:Iteration 7Q (3144.836783 sec): 3 clusters Score: Raw -211699.369714 + Penalty 2423.159923 = -209276.209791 nChanged 39 SP:Iteration 8Q (3144.893965 sec): 3 clusters Score: Raw -211737.714365 + Penalty 2423.159923 = -209314.554442 nChanged 35 SP:Iteration 9Q (3144.939902 sec): 3 clusters Score: Raw -211771.832299 + Penalty 2423.159923 = -209348.672376 nChanged 34 SP:Iteration 10Q (3144.980710 sec): 3 clusters Score: Raw -211803.444274 + Penalty 2423.159923 = -209380.284350 nChanged 33 SP:Iteration 11Q (3145.019292 sec): 3 clusters Score: Raw -211832.344221 + Penalty 2423.159923 = -209409.184297 nChanged 36 SP:Iteration 12Q (3145.062570 sec): 3 clusters Score: Raw -211871.337604 + Penalty 2423.159923 = -209448.177680 nChanged 44 SP:Iteration 13Q (3145.102452 sec): 3 clusters Score: Raw -211925.905545 + Penalty 2423.159923 = -209502.745622 nChanged 45 SP:Iteration 14Q (3145.152113 sec): 3 clusters Score: Raw -211992.260081 + Penalty 2423.159923 = -209569.100158 nChanged 55 SP:Iteration 15Q (3145.207276 sec): 3 clusters Score: Raw -212067.473826 + Penalty 2423.159923 = -209644.313903 nChanged 54 SP:Iteration 16Q (3145.248780 sec): 3 clusters Score: Raw -212129.306741 + Penalty 2423.159923 = -209706.146817 nChanged 39 SP:Iteration 17Q (3145.292791 sec): 3 clusters Score: Raw -212170.975208 + Penalty 2423.159923 = -209747.815284 nChanged 26 SP:Iteration 18Q (3145.346092 sec): 3 clusters Score: Raw -212205.129591 + Penalty 2423.159923 = -209781.969668 nChanged 34 SP:Iteration 19Q (3145.389990 sec): 3 clusters Score: Raw -212243.315879 + Penalty 2423.159923 = -209820.155956 nChanged 28 SP:Iteration 20F (3145.441825 sec): 3 clusters Score: Raw -212285.668805 + Penalty 2423.159923 = -209862.508882 nChanged 26 SP:Iteration 21Q (3145.489029 sec): 3 clusters Score: Raw -212318.661408 + Penalty 2423.159923 = -209895.501485 nChanged 15 SP:Iteration 22Q (3145.528877 sec): 3 clusters Score: Raw -212332.668859 + Penalty 2423.159923 = -209909.508936 nChanged 13 SP:Iteration 23Q (3145.582217 sec): 3 clusters Score: Raw -212348.046280 + Penalty 2423.159923 = -209924.886357 nChanged 12 SP:Iteration 24Q (3145.622885 sec): 3 clusters Score: Raw -212360.638282 + Penalty 2423.159923 = -209937.478359 nChanged 6 SP:Iteration 25Q (3145.672204 sec): 3 clusters Score: Raw -212365.090590 + Penalty 2423.159923 = -209941.930666 nChanged 8 SP:Iteration 26Q (3145.722919 sec): 3 clusters Score: Raw -212371.025183 + Penalty 2423.159923 = -209947.865260 nChanged 3 SP:Iteration 27Q (3145.772929 sec): 3 clusters Score: Raw -212372.775454 + Penalty 2423.159923 = -209949.615531 nChanged 1 SP:Iteration 28Q (3145.822472 sec): 3 clusters Score: Raw -212373.312744 + Penalty 2423.159923 = -209950.152821 nChanged 2 SP:Iteration 29Q (3145.864956 sec): 3 clusters Score: Raw -212374.252267 + Penalty 2423.159923 = -209951.092343 nChanged 2 SP:Iteration 30Q (3145.909168 sec): 3 clusters Score: Raw -212375.491670 + Penalty 2423.159923 = -209952.331747 nChanged 2 SP:Iteration 31Q (3145.955744 sec): 3 clusters Score: Raw -212377.353014 + Penalty 2423.159923 = -209954.193091 nChanged 2 SP:Iteration 32Q (3146.004582 sec): 3 clusters Score: Raw -212378.882106 + Penalty 2423.159923 = -209955.722182 nChanged 2 SP:Iteration 33Q (3146.045371 sec): 3 clusters Score: Raw -212380.312985 + Penalty 2423.159923 = -209957.153062 nChanged 0 SP:Iteration 34F (3146.093839 sec): 3 clusters Score: Raw -212380.312985 + Penalty 2423.159923 = -209957.153062 nChanged 0 Trying to split cluster 25 (13639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3146.134734 sec): 2 clusters Score: Raw -1670622.615742 + Penalty 1547.111900 = -1669075.503843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3146.201637 sec): 3 clusters Score: Raw -1662566.298240 + Penalty 3094.223800 = -1659472.074441 nChanged 6041 SP:Iteration 1F (3146.264103 sec): 3 clusters Score: Raw -1665846.165990 + Penalty 3094.223800 = -1662751.942190 nChanged 743 SP:Iteration 2F (3146.327711 sec): 3 clusters Score: Raw -1666131.817379 + Penalty 3094.223800 = -1663037.593579 nChanged 678 SP:Iteration 3Q (3146.387653 sec): 3 clusters Score: Raw -1666387.576578 + Penalty 3094.223800 = -1663293.352779 nChanged 596 SP:Iteration 4Q (3146.452242 sec): 3 clusters Score: Raw -1666622.741545 + Penalty 3094.223800 = -1663528.517745 nChanged 605 SP:Iteration 5Q (3146.520643 sec): 3 clusters Score: Raw -1666900.228431 + Penalty 3094.223800 = -1663806.004631 nChanged 615 SP:Iteration 6Q (3146.585831 sec): 3 clusters Score: Raw -1667202.774507 + Penalty 3094.223800 = -1664108.550707 nChanged 629 SP:Iteration 7Q (3146.649075 sec): 3 clusters Score: Raw -1667528.553630 + Penalty 3094.223800 = -1664434.329830 nChanged 582 SP:Iteration 8Q (3146.727861 sec): 3 clusters Score: Raw -1667835.517749 + Penalty 3094.223800 = -1664741.293949 nChanged 589 SP:Iteration 9Q (3146.790646 sec): 3 clusters Score: Raw -1668190.800789 + Penalty 3094.223800 = -1665096.576989 nChanged 585 SP:Iteration 10Q (3146.857881 sec): 3 clusters Score: Raw -1668580.672142 + Penalty 3094.223800 = -1665486.448342 nChanged 554 SP:Iteration 11Q (3146.929025 sec): 3 clusters Score: Raw -1668880.461777 + Penalty 3094.223800 = -1665786.237977 nChanged 479 SP:Iteration 12Q (3146.997561 sec): 3 clusters Score: Raw -1669116.184953 + Penalty 3094.223800 = -1666021.961153 nChanged 374 SP:Iteration 13Q (3147.070787 sec): 3 clusters Score: Raw -1669285.914606 + Penalty 3094.223800 = -1666191.690806 nChanged 287 SP:Iteration 14Q (3147.139387 sec): 3 clusters Score: Raw -1669384.393110 + Penalty 3094.223800 = -1666290.169310 nChanged 191 SP:Iteration 15Q (3147.203232 sec): 3 clusters Score: Raw -1669438.151401 + Penalty 3094.223800 = -1666343.927601 nChanged 160 SP:Iteration 16Q (3147.267597 sec): 3 clusters Score: Raw -1669477.970377 + Penalty 3094.223800 = -1666383.746577 nChanged 128 SP:Iteration 17Q (3147.341989 sec): 3 clusters Score: Raw -1669512.264207 + Penalty 3094.223800 = -1666418.040407 nChanged 119 SP:Iteration 18Q (3147.411003 sec): 3 clusters Score: Raw -1669542.579489 + Penalty 3094.223800 = -1666448.355689 nChanged 105 SP:Iteration 19Q (3147.476873 sec): 3 clusters Score: Raw -1669571.462324 + Penalty 3094.223800 = -1666477.238524 nChanged 97 SP:Iteration 20F (3147.542944 sec): 3 clusters Score: Raw -1669595.122094 + Penalty 3094.223800 = -1666500.898295 nChanged 99 SP:Iteration 21Q (3147.609734 sec): 3 clusters Score: Raw -1669623.895830 + Penalty 3094.223800 = -1666529.672030 nChanged 119 SP:Iteration 22Q (3147.684095 sec): 3 clusters Score: Raw -1669656.996167 + Penalty 3094.223800 = -1666562.772367 nChanged 105 SP:Iteration 23Q (3147.737711 sec): 3 clusters Score: Raw -1669683.216030 + Penalty 3094.223800 = -1666588.992230 nChanged 99 SP:Iteration 24Q (3147.810839 sec): 3 clusters Score: Raw -1669706.883272 + Penalty 3094.223800 = -1666612.659472 nChanged 89 SP:Iteration 25Q (3147.879827 sec): 3 clusters Score: Raw -1669731.173968 + Penalty 3094.223800 = -1666636.950168 nChanged 93 SP:Iteration 26Q (3147.938922 sec): 3 clusters Score: Raw -1669756.207215 + Penalty 3094.223800 = -1666661.983415 nChanged 95 SP:Iteration 27Q (3147.999412 sec): 3 clusters Score: Raw -1669779.779277 + Penalty 3094.223800 = -1666685.555477 nChanged 103 SP:Iteration 28Q (3148.063698 sec): 3 clusters Score: Raw -1669807.213212 + Penalty 3094.223800 = -1666712.989412 nChanged 110 SP:Iteration 29Q (3148.128431 sec): 3 clusters Score: Raw -1669836.788749 + Penalty 3094.223800 = -1666742.564949 nChanged 102 SP:Iteration 30Q (3148.186639 sec): 3 clusters Score: Raw -1669860.409578 + Penalty 3094.223800 = -1666766.185779 nChanged 93 SP:Iteration 31Q (3148.249564 sec): 3 clusters Score: Raw -1669883.856533 + Penalty 3094.223800 = -1666789.632733 nChanged 88 SP:Iteration 32Q (3148.319531 sec): 3 clusters Score: Raw -1669908.848664 + Penalty 3094.223800 = -1666814.624864 nChanged 92 SP:Iteration 33Q (3148.380784 sec): 3 clusters Score: Raw -1669945.089933 + Penalty 3094.223800 = -1666850.866133 nChanged 113 SP:Iteration 34Q (3148.439972 sec): 3 clusters Score: Raw -1669989.290064 + Penalty 3094.223800 = -1666895.066264 nChanged 111 SP:Iteration 35Q (3148.514790 sec): 3 clusters Score: Raw -1670027.105636 + Penalty 3094.223800 = -1666932.881836 nChanged 120 SP:Iteration 36Q (3148.570365 sec): 3 clusters Score: Raw -1670076.901398 + Penalty 3094.223800 = -1666982.677598 nChanged 129 SP:Iteration 37Q (3148.639284 sec): 3 clusters Score: Raw -1670134.037343 + Penalty 3094.223800 = -1667039.813543 nChanged 134 SP:Iteration 38Q (3148.704042 sec): 3 clusters Score: Raw -1670191.505865 + Penalty 3094.223800 = -1667097.282065 nChanged 119 SP:Iteration 39Q (3148.771311 sec): 3 clusters Score: Raw -1670240.139024 + Penalty 3094.223800 = -1667145.915224 nChanged 117 SP:Iteration 40F (3148.833551 sec): 3 clusters Score: Raw -1670284.475011 + Penalty 3094.223800 = -1667190.251212 nChanged 106 SP:Iteration 41Q (3148.895820 sec): 3 clusters Score: Raw -1670323.005662 + Penalty 3094.223800 = -1667228.781862 nChanged 85 SP:Iteration 42Q (3148.969816 sec): 3 clusters Score: Raw -1670355.226980 + Penalty 3094.223800 = -1667261.003180 nChanged 104 SP:Iteration 43Q (3149.038711 sec): 3 clusters Score: Raw -1670398.459301 + Penalty 3094.223800 = -1667304.235501 nChanged 84 SP:Iteration 44Q (3149.104820 sec): 3 clusters Score: Raw -1670432.874815 + Penalty 3094.223800 = -1667338.651015 nChanged 82 SP:Iteration 45Q (3149.170444 sec): 3 clusters Score: Raw -1670463.356650 + Penalty 3094.223800 = -1667369.132850 nChanged 67 SP:Iteration 46Q (3149.242092 sec): 3 clusters Score: Raw -1670486.294535 + Penalty 3094.223800 = -1667392.070735 nChanged 63 SP:Iteration 47Q (3149.306822 sec): 3 clusters Score: Raw -1670508.393843 + Penalty 3094.223800 = -1667414.170043 nChanged 70 SP:Iteration 48Q (3149.372554 sec): 3 clusters Score: Raw -1670533.772543 + Penalty 3094.223800 = -1667439.548743 nChanged 70 SP:Iteration 49Q (3149.438331 sec): 3 clusters Score: Raw -1670563.746483 + Penalty 3094.223800 = -1667469.522684 nChanged 77 SP:Iteration 50Q (3149.510819 sec): 3 clusters Score: Raw -1670595.783989 + Penalty 3094.223800 = -1667501.560189 nChanged 67 SP:Iteration 51Q (3149.572222 sec): 3 clusters Score: Raw -1670619.027992 + Penalty 3094.223800 = -1667524.804192 nChanged 60 SP:Iteration 52Q (3149.627929 sec): 3 clusters Score: Raw -1670639.730561 + Penalty 3094.223800 = -1667545.506761 nChanged 51 SP:Iteration 53Q (3149.697022 sec): 3 clusters Score: Raw -1670656.167266 + Penalty 3094.223800 = -1667561.943466 nChanged 47 SP:Iteration 54Q (3149.760578 sec): 3 clusters Score: Raw -1670670.786078 + Penalty 3094.223800 = -1667576.562279 nChanged 38 SP:Iteration 55Q (3149.821537 sec): 3 clusters Score: Raw -1670680.196020 + Penalty 3094.223800 = -1667585.972220 nChanged 29 SP:Iteration 56Q (3149.883611 sec): 3 clusters Score: Raw -1670689.881033 + Penalty 3094.223800 = -1667595.657233 nChanged 34 SP:Iteration 57Q (3149.954112 sec): 3 clusters Score: Raw -1670699.881586 + Penalty 3094.223800 = -1667605.657786 nChanged 34 SP:Iteration 58Q (3150.005980 sec): 3 clusters Score: Raw -1670710.444684 + Penalty 3094.223800 = -1667616.220884 nChanged 35 SP:Iteration 59Q (3150.071542 sec): 3 clusters Score: Raw -1670720.688659 + Penalty 3094.223800 = -1667626.464860 nChanged 31 SP:Iteration 60F (3150.128296 sec): 3 clusters Score: Raw -1670732.207287 + Penalty 3094.223800 = -1667637.983487 nChanged 27 SP:Iteration 61Q (3150.191249 sec): 3 clusters Score: Raw -1670741.926500 + Penalty 3094.223800 = -1667647.702700 nChanged 29 SP:Iteration 62Q (3150.247768 sec): 3 clusters Score: Raw -1670750.719442 + Penalty 3094.223800 = -1667656.495642 nChanged 25 SP:Iteration 63Q (3150.314195 sec): 3 clusters Score: Raw -1670759.029315 + Penalty 3094.223800 = -1667664.805516 nChanged 22 SP:Iteration 64Q (3150.378638 sec): 3 clusters Score: Raw -1670767.677171 + Penalty 3094.223800 = -1667673.453371 nChanged 20 SP:Iteration 65Q (3150.441460 sec): 3 clusters Score: Raw -1670775.317264 + Penalty 3094.223800 = -1667681.093464 nChanged 14 SP:Iteration 66Q (3150.500112 sec): 3 clusters Score: Raw -1670778.728146 + Penalty 3094.223800 = -1667684.504346 nChanged 8 SP:Iteration 67Q (3150.572550 sec): 3 clusters Score: Raw -1670781.502838 + Penalty 3094.223800 = -1667687.279038 nChanged 10 SP:Iteration 68Q (3150.623981 sec): 3 clusters Score: Raw -1670783.721174 + Penalty 3094.223800 = -1667689.497374 nChanged 8 SP:Iteration 69Q (3150.688788 sec): 3 clusters Score: Raw -1670785.770131 + Penalty 3094.223800 = -1667691.546331 nChanged 9 SP:Iteration 70Q (3150.755396 sec): 3 clusters Score: Raw -1670788.095180 + Penalty 3094.223800 = -1667693.871380 nChanged 5 SP:Iteration 71Q (3150.832107 sec): 3 clusters Score: Raw -1670789.141458 + Penalty 3094.223800 = -1667694.917658 nChanged 8 SP:Iteration 72Q (3150.897991 sec): 3 clusters Score: Raw -1670790.765506 + Penalty 3094.223800 = -1667696.541706 nChanged 6 SP:Iteration 73Q (3150.957226 sec): 3 clusters Score: Raw -1670791.734437 + Penalty 3094.223800 = -1667697.510637 nChanged 5 SP:Iteration 74Q (3151.025739 sec): 3 clusters Score: Raw -1670793.270966 + Penalty 3094.223800 = -1667699.047166 nChanged 6 SP:Iteration 75Q (3151.074673 sec): 3 clusters Score: Raw -1670795.140075 + Penalty 3094.223800 = -1667700.916275 nChanged 8 SP:Iteration 76Q (3151.142942 sec): 3 clusters Score: Raw -1670798.151593 + Penalty 3094.223800 = -1667703.927794 nChanged 12 SP:Iteration 77Q (3151.196888 sec): 3 clusters Score: Raw -1670802.044380 + Penalty 3094.223800 = -1667707.820580 nChanged 5 SP:Iteration 78Q (3151.266975 sec): 3 clusters Score: Raw -1670803.163924 + Penalty 3094.223800 = -1667708.940125 nChanged 4 SP:Iteration 79Q (3151.336204 sec): 3 clusters Score: Raw -1670804.302824 + Penalty 3094.223800 = -1667710.079024 nChanged 1 SP:Iteration 80F (3151.407077 sec): 3 clusters Score: Raw -1670804.859394 + Penalty 3094.223800 = -1667710.635594 nChanged 2 SP:Iteration 81Q (3151.460500 sec): 3 clusters Score: Raw -1670805.767269 + Penalty 3094.223800 = -1667711.543469 nChanged 0 SP:Iteration 82F (3151.536999 sec): 3 clusters Score: Raw -1670805.767269 + Penalty 3094.223800 = -1667711.543469 nChanged 0 Trying to split cluster 26 (6026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3151.568532 sec): 2 clusters Score: Raw -716326.076689 + Penalty 1414.373792 = -714911.702897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3151.628460 sec): 3 clusters Score: Raw -713152.372207 + Penalty 2828.747584 = -710323.624623 nChanged 2503 SP:Iteration 1F (3151.680231 sec): 3 clusters Score: Raw -714659.543174 + Penalty 2828.747584 = -711830.795590 nChanged 481 SP:Iteration 2F (3151.734159 sec): 3 clusters Score: Raw -715012.486187 + Penalty 2828.747584 = -712183.738603 nChanged 399 SP:Iteration 3F (3151.784717 sec): 3 clusters Score: Raw -715327.699035 + Penalty 2828.747584 = -712498.951452 nChanged 371 SP:Iteration 4F (3151.832878 sec): 3 clusters Score: Raw -715584.518938 + Penalty 2828.747584 = -712755.771354 nChanged 316 SP:Iteration 5F (3151.885324 sec): 3 clusters Score: Raw -715797.737887 + Penalty 2828.747584 = -712968.990303 nChanged 247 SP:Iteration 6Q (3151.933022 sec): 3 clusters Score: Raw -715933.102797 + Penalty 2828.747584 = -713104.355213 nChanged 193 SP:Iteration 7Q (3151.989930 sec): 3 clusters Score: Raw -716040.865675 + Penalty 2828.747584 = -713212.118091 nChanged 177 SP:Iteration 8Q (3152.035794 sec): 3 clusters Score: Raw -716126.887032 + Penalty 2828.747584 = -713298.139448 nChanged 148 SP:Iteration 9Q (3152.090157 sec): 3 clusters Score: Raw -716182.271103 + Penalty 2828.747584 = -713353.523519 nChanged 111 SP:Iteration 10Q (3152.151031 sec): 3 clusters Score: Raw -716221.584212 + Penalty 2828.747584 = -713392.836628 nChanged 91 SP:Iteration 11Q (3152.192153 sec): 3 clusters Score: Raw -716246.394221 + Penalty 2828.747584 = -713417.646637 nChanged 57 SP:Iteration 12Q (3152.248900 sec): 3 clusters Score: Raw -716260.955654 + Penalty 2828.747584 = -713432.208070 nChanged 54 SP:Iteration 13Q (3152.300472 sec): 3 clusters Score: Raw -716274.141312 + Penalty 2828.747584 = -713445.393728 nChanged 40 SP:Iteration 14Q (3152.355303 sec): 3 clusters Score: Raw -716281.813406 + Penalty 2828.747584 = -713453.065822 nChanged 39 SP:Iteration 15Q (3152.412205 sec): 3 clusters Score: Raw -716290.989017 + Penalty 2828.747584 = -713462.241433 nChanged 36 SP:Iteration 16Q (3152.469574 sec): 3 clusters Score: Raw -716297.752607 + Penalty 2828.747584 = -713469.005023 nChanged 21 SP:Iteration 17Q (3152.525584 sec): 3 clusters Score: Raw -716302.847684 + Penalty 2828.747584 = -713474.100100 nChanged 24 SP:Iteration 18Q (3152.585135 sec): 3 clusters Score: Raw -716308.016216 + Penalty 2828.747584 = -713479.268632 nChanged 18 SP:Iteration 19Q (3152.633198 sec): 3 clusters Score: Raw -716311.174993 + Penalty 2828.747584 = -713482.427409 nChanged 15 SP:Iteration 20F (3152.687381 sec): 3 clusters Score: Raw -716314.277111 + Penalty 2828.747584 = -713485.529527 nChanged 22 SP:Iteration 21Q (3152.741148 sec): 3 clusters Score: Raw -716319.781566 + Penalty 2828.747584 = -713491.033982 nChanged 27 SP:Iteration 22Q (3152.799606 sec): 3 clusters Score: Raw -716325.636872 + Penalty 2828.747584 = -713496.889288 nChanged 24 SP:Iteration 23Q (3152.849345 sec): 3 clusters Score: Raw -716331.794110 + Penalty 2828.747584 = -713503.046526 nChanged 26 SP:Iteration 24Q (3152.906729 sec): 3 clusters Score: Raw -716338.173102 + Penalty 2828.747584 = -713509.425518 nChanged 26 SP:Iteration 25Q (3152.960841 sec): 3 clusters Score: Raw -716346.204217 + Penalty 2828.747584 = -713517.456633 nChanged 35 SP:Iteration 26Q (3153.013346 sec): 3 clusters Score: Raw -716356.813249 + Penalty 2828.747584 = -713528.065665 nChanged 42 SP:Iteration 27Q (3153.065505 sec): 3 clusters Score: Raw -716371.302040 + Penalty 2828.747584 = -713542.554456 nChanged 43 SP:Iteration 28Q (3153.116066 sec): 3 clusters Score: Raw -716389.171034 + Penalty 2828.747584 = -713560.423450 nChanged 64 SP:Iteration 29Q (3153.171136 sec): 3 clusters Score: Raw -716414.221017 + Penalty 2828.747584 = -713585.473433 nChanged 61 SP:Iteration 30Q (3153.222431 sec): 3 clusters Score: Raw -716440.246149 + Penalty 2828.747584 = -713611.498565 nChanged 60 SP:Iteration 31Q (3153.287269 sec): 3 clusters Score: Raw -716463.435173 + Penalty 2828.747584 = -713634.687589 nChanged 66 SP:Iteration 32Q (3153.332029 sec): 3 clusters Score: Raw -716487.420309 + Penalty 2828.747584 = -713658.672725 nChanged 57 SP:Iteration 33Q (3153.392948 sec): 3 clusters Score: Raw -716512.274852 + Penalty 2828.747584 = -713683.527268 nChanged 56 SP:Iteration 34Q (3153.437298 sec): 3 clusters Score: Raw -716531.855570 + Penalty 2828.747584 = -713703.107986 nChanged 54 SP:Iteration 35Q (3153.500601 sec): 3 clusters Score: Raw -716551.952752 + Penalty 2828.747584 = -713723.205168 nChanged 47 SP:Iteration 36Q (3153.549453 sec): 3 clusters Score: Raw -716568.589072 + Penalty 2828.747584 = -713739.841488 nChanged 47 SP:Iteration 37Q (3153.615384 sec): 3 clusters Score: Raw -716581.148869 + Penalty 2828.747584 = -713752.401285 nChanged 29 SP:Iteration 38Q (3153.658465 sec): 3 clusters Score: Raw -716592.226699 + Penalty 2828.747584 = -713763.479115 nChanged 33 SP:Iteration 39Q (3153.700073 sec): 3 clusters Score: Raw -716606.829720 + Penalty 2828.747584 = -713778.082136 nChanged 41 SP:Iteration 40F (3153.750824 sec): 3 clusters Score: Raw -716622.744167 + Penalty 2828.747584 = -713793.996583 nChanged 40 SP:Iteration 41Q (3153.800921 sec): 3 clusters Score: Raw -716635.329423 + Penalty 2828.747584 = -713806.581839 nChanged 24 SP:Iteration 42Q (3153.844360 sec): 3 clusters Score: Raw -716643.216904 + Penalty 2828.747584 = -713814.469320 nChanged 26 SP:Iteration 43Q (3153.894774 sec): 3 clusters Score: Raw -716653.819141 + Penalty 2828.747584 = -713825.071557 nChanged 22 SP:Iteration 44Q (3153.955196 sec): 3 clusters Score: Raw -716659.411541 + Penalty 2828.747584 = -713830.663957 nChanged 10 SP:Iteration 45Q (3153.996944 sec): 3 clusters Score: Raw -716662.359831 + Penalty 2828.747584 = -713833.612247 nChanged 18 SP:Iteration 46Q (3154.063155 sec): 3 clusters Score: Raw -716669.209550 + Penalty 2828.747584 = -713840.461966 nChanged 23 SP:Iteration 47Q (3154.110326 sec): 3 clusters Score: Raw -716680.144787 + Penalty 2828.747584 = -713851.397203 nChanged 22 SP:Iteration 48Q (3154.172494 sec): 3 clusters Score: Raw -716687.085502 + Penalty 2828.747584 = -713858.337918 nChanged 11 SP:Iteration 49Q (3154.219419 sec): 3 clusters Score: Raw -716690.333524 + Penalty 2828.747584 = -713861.585940 nChanged 6 SP:Iteration 50Q (3154.270564 sec): 3 clusters Score: Raw -716692.060981 + Penalty 2828.747584 = -713863.313397 nChanged 10 SP:Iteration 51Q (3154.331013 sec): 3 clusters Score: Raw -716693.833507 + Penalty 2828.747584 = -713865.085923 nChanged 6 SP:Iteration 52Q (3154.378962 sec): 3 clusters Score: Raw -716695.723630 + Penalty 2828.747584 = -713866.976046 nChanged 7 SP:Iteration 53Q (3154.432058 sec): 3 clusters Score: Raw -716698.122181 + Penalty 2828.747584 = -713869.374597 nChanged 9 SP:Iteration 54Q (3154.487203 sec): 3 clusters Score: Raw -716701.428483 + Penalty 2828.747584 = -713872.680900 nChanged 7 SP:Iteration 55Q (3154.537955 sec): 3 clusters Score: Raw -716702.924929 + Penalty 2828.747584 = -713874.177345 nChanged 6 SP:Iteration 56Q (3154.599968 sec): 3 clusters Score: Raw -716704.405118 + Penalty 2828.747584 = -713875.657534 nChanged 7 SP:Iteration 57Q (3154.649651 sec): 3 clusters Score: Raw -716705.790944 + Penalty 2828.747584 = -713877.043360 nChanged 5 SP:Iteration 58Q (3154.702718 sec): 3 clusters Score: Raw -716706.689724 + Penalty 2828.747584 = -713877.942140 nChanged 4 SP:Iteration 59Q (3154.754518 sec): 3 clusters Score: Raw -716707.507685 + Penalty 2828.747584 = -713878.760101 nChanged 3 SP:Iteration 60F (3154.807708 sec): 3 clusters Score: Raw -716708.846032 + Penalty 2828.747584 = -713880.098448 nChanged 5 SP:Iteration 61Q (3154.861816 sec): 3 clusters Score: Raw -716709.970344 + Penalty 2828.747584 = -713881.222760 nChanged 3 SP:Iteration 62Q (3154.915767 sec): 3 clusters Score: Raw -716711.121332 + Penalty 2828.747584 = -713882.373748 nChanged 5 SP:Iteration 63Q (3154.971536 sec): 3 clusters Score: Raw -716712.503274 + Penalty 2828.747584 = -713883.755690 nChanged 5 SP:Iteration 64Q (3155.031934 sec): 3 clusters Score: Raw -716714.008653 + Penalty 2828.747584 = -713885.261069 nChanged 6 SP:Iteration 65Q (3155.087877 sec): 3 clusters Score: Raw -716715.578953 + Penalty 2828.747584 = -713886.831369 nChanged 7 SP:Iteration 66Q (3155.141195 sec): 3 clusters Score: Raw -716718.759760 + Penalty 2828.747584 = -713890.012176 nChanged 8 SP:Iteration 67Q (3155.196028 sec): 3 clusters Score: Raw -716720.856082 + Penalty 2828.747584 = -713892.108498 nChanged 4 SP:Iteration 68Q (3155.240300 sec): 3 clusters Score: Raw -716721.699480 + Penalty 2828.747584 = -713892.951896 nChanged 3 SP:Iteration 69Q (3155.297515 sec): 3 clusters Score: Raw -716722.487960 + Penalty 2828.747584 = -713893.740376 nChanged 2 SP:Iteration 70Q (3155.346107 sec): 3 clusters Score: Raw -716722.920173 + Penalty 2828.747584 = -713894.172589 nChanged 0 SP:Iteration 71F (3155.403206 sec): 3 clusters Score: Raw -716722.920173 + Penalty 2828.747584 = -713894.172589 nChanged 0 Trying to split cluster 27 (6415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3155.426024 sec): 2 clusters Score: Raw -792871.498338 + Penalty 1424.539070 = -791446.959268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3155.475977 sec): 3 clusters Score: Raw -789383.696456 + Penalty 2849.078140 = -786534.618316 nChanged 2685 SP:Iteration 1F (3155.539310 sec): 3 clusters Score: Raw -790806.796102 + Penalty 2849.078140 = -787957.717962 nChanged 442 SP:Iteration 2F (3155.594992 sec): 3 clusters Score: Raw -791028.837915 + Penalty 2849.078140 = -788179.759775 nChanged 345 SP:Iteration 3F (3155.639403 sec): 3 clusters Score: Raw -791197.829666 + Penalty 2849.078140 = -788348.751526 nChanged 268 SP:Iteration 4Q (3155.692101 sec): 3 clusters Score: Raw -791330.800787 + Penalty 2849.078140 = -788481.722647 nChanged 259 SP:Iteration 5Q (3155.746916 sec): 3 clusters Score: Raw -791459.580636 + Penalty 2849.078140 = -788610.502496 nChanged 240 SP:Iteration 6Q (3155.810609 sec): 3 clusters Score: Raw -791571.405508 + Penalty 2849.078140 = -788722.327368 nChanged 219 SP:Iteration 7Q (3155.863955 sec): 3 clusters Score: Raw -791693.201354 + Penalty 2849.078140 = -788844.123214 nChanged 214 SP:Iteration 8Q (3155.913943 sec): 3 clusters Score: Raw -791825.951832 + Penalty 2849.078140 = -788976.873692 nChanged 261 SP:Iteration 9Q (3155.953726 sec): 3 clusters Score: Raw -791977.510663 + Penalty 2849.078140 = -789128.432523 nChanged 245 SP:Iteration 10Q (3156.011625 sec): 3 clusters Score: Raw -792130.626048 + Penalty 2849.078140 = -789281.547908 nChanged 266 SP:Iteration 11Q (3156.068530 sec): 3 clusters Score: Raw -792307.476927 + Penalty 2849.078140 = -789458.398786 nChanged 241 SP:Iteration 12Q (3156.115468 sec): 3 clusters Score: Raw -792467.026125 + Penalty 2849.078140 = -789617.947985 nChanged 230 SP:Iteration 13Q (3156.166907 sec): 3 clusters Score: Raw -792593.807455 + Penalty 2849.078140 = -789744.729315 nChanged 170 SP:Iteration 14Q (3156.235640 sec): 3 clusters Score: Raw -792683.339851 + Penalty 2849.078140 = -789834.261711 nChanged 144 SP:Iteration 15Q (3156.283834 sec): 3 clusters Score: Raw -792749.081162 + Penalty 2849.078140 = -789900.003022 nChanged 107 SP:Iteration 16Q (3156.339956 sec): 3 clusters Score: Raw -792782.548436 + Penalty 2849.078140 = -789933.470296 nChanged 73 SP:Iteration 17Q (3156.401943 sec): 3 clusters Score: Raw -792807.475898 + Penalty 2849.078140 = -789958.397758 nChanged 73 SP:Iteration 18Q (3156.452721 sec): 3 clusters Score: Raw -792828.342125 + Penalty 2849.078140 = -789979.263985 nChanged 46 SP:Iteration 19Q (3156.511113 sec): 3 clusters Score: Raw -792841.020639 + Penalty 2849.078140 = -789991.942499 nChanged 42 SP:Iteration 20F (3156.560362 sec): 3 clusters Score: Raw -792852.892876 + Penalty 2849.078140 = -790003.814736 nChanged 43 SP:Iteration 21Q (3156.616934 sec): 3 clusters Score: Raw -792862.190268 + Penalty 2849.078140 = -790013.112128 nChanged 36 SP:Iteration 22Q (3156.678098 sec): 3 clusters Score: Raw -792870.589650 + Penalty 2849.078140 = -790021.511510 nChanged 31 SP:Iteration 23Q (3156.735981 sec): 3 clusters Score: Raw -792877.107298 + Penalty 2849.078140 = -790028.029158 nChanged 24 SP:Iteration 24Q (3156.794000 sec): 3 clusters Score: Raw -792882.056665 + Penalty 2849.078140 = -790032.978525 nChanged 24 SP:Iteration 25Q (3156.850973 sec): 3 clusters Score: Raw -792886.658618 + Penalty 2849.078140 = -790037.580478 nChanged 15 SP:Iteration 26Q (3156.909700 sec): 3 clusters Score: Raw -792888.995253 + Penalty 2849.078140 = -790039.917113 nChanged 13 SP:Iteration 27Q (3156.958105 sec): 3 clusters Score: Raw -792891.184693 + Penalty 2849.078140 = -790042.106553 nChanged 12 SP:Iteration 28Q (3157.003924 sec): 3 clusters Score: Raw -792893.652135 + Penalty 2849.078140 = -790044.573995 nChanged 14 SP:Iteration 29Q (3157.052143 sec): 3 clusters Score: Raw -792895.582655 + Penalty 2849.078140 = -790046.504515 nChanged 9 SP:Iteration 30Q (3157.104633 sec): 3 clusters Score: Raw -792897.204178 + Penalty 2849.078140 = -790048.126038 nChanged 7 SP:Iteration 31Q (3157.167418 sec): 3 clusters Score: Raw -792898.654370 + Penalty 2849.078140 = -790049.576230 nChanged 8 SP:Iteration 32Q (3157.215052 sec): 3 clusters Score: Raw -792899.432161 + Penalty 2849.078140 = -790050.354021 nChanged 4 SP:Iteration 33Q (3157.266457 sec): 3 clusters Score: Raw -792899.761250 + Penalty 2849.078140 = -790050.683110 nChanged 4 SP:Iteration 34Q (3157.323978 sec): 3 clusters Score: Raw -792900.275870 + Penalty 2849.078140 = -790051.197730 nChanged 3 SP:Iteration 35Q (3157.366616 sec): 3 clusters Score: Raw -792900.591399 + Penalty 2849.078140 = -790051.513259 nChanged 2 SP:Iteration 36Q (3157.420164 sec): 3 clusters Score: Raw -792900.896917 + Penalty 2849.078140 = -790051.818777 nChanged 3 SP:Iteration 37Q (3157.474231 sec): 3 clusters Score: Raw -792901.393516 + Penalty 2849.078140 = -790052.315376 nChanged 0 SP:Iteration 38F (3157.530057 sec): 3 clusters Score: Raw -792901.393516 + Penalty 2849.078140 = -790052.315376 nChanged 0 Trying to split cluster 28 (2291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3157.560667 sec): 2 clusters Score: Raw -294413.603960 + Penalty 1257.220848 = -293156.383112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3157.604292 sec): 3 clusters Score: Raw -293427.568554 + Penalty 2514.441697 = -290913.126858 nChanged 850 SP:Iteration 1F (3157.650804 sec): 3 clusters Score: Raw -293987.866350 + Penalty 2514.441697 = -291473.424654 nChanged 194 SP:Iteration 2F (3157.684363 sec): 3 clusters Score: Raw -294139.293663 + Penalty 2514.441697 = -291624.851967 nChanged 124 SP:Iteration 3F (3157.730704 sec): 3 clusters Score: Raw -294242.054108 + Penalty 2514.441697 = -291727.612411 nChanged 113 SP:Iteration 4Q (3157.774876 sec): 3 clusters Score: Raw -294356.674726 + Penalty 2514.441697 = -291842.233029 nChanged 123 SP:Iteration 5F (3157.812243 sec): 3 clusters Score: Raw -294459.724667 + Penalty 2514.441697 = -291945.282970 nChanged 102 SP:Iteration 6Q (3157.850612 sec): 3 clusters Score: Raw -294541.246165 + Penalty 2514.441697 = -292026.804469 nChanged 80 SP:Iteration 7Q (3157.909162 sec): 3 clusters Score: Raw -294611.943527 + Penalty 2514.441697 = -292097.501831 nChanged 72 SP:Iteration 8Q (3157.957623 sec): 3 clusters Score: Raw -294665.591670 + Penalty 2514.441697 = -292151.149973 nChanged 47 SP:Iteration 9Q (3157.995258 sec): 3 clusters Score: Raw -294695.608144 + Penalty 2514.441697 = -292181.166447 nChanged 39 SP:Iteration 10Q (3158.039866 sec): 3 clusters Score: Raw -294720.504904 + Penalty 2514.441697 = -292206.063207 nChanged 30 SP:Iteration 11Q (3158.085337 sec): 3 clusters Score: Raw -294738.554940 + Penalty 2514.441697 = -292224.113243 nChanged 24 SP:Iteration 12Q (3158.126167 sec): 3 clusters Score: Raw -294754.454134 + Penalty 2514.441697 = -292240.012437 nChanged 19 SP:Iteration 13Q (3158.181260 sec): 3 clusters Score: Raw -294764.291357 + Penalty 2514.441697 = -292249.849661 nChanged 11 SP:Iteration 14Q (3158.219963 sec): 3 clusters Score: Raw -294770.145482 + Penalty 2514.441697 = -292255.703785 nChanged 10 SP:Iteration 15Q (3158.264221 sec): 3 clusters Score: Raw -294775.132917 + Penalty 2514.441697 = -292260.691221 nChanged 10 SP:Iteration 16Q (3158.312576 sec): 3 clusters Score: Raw -294778.823828 + Penalty 2514.441697 = -292264.382131 nChanged 14 SP:Iteration 17Q (3158.368253 sec): 3 clusters Score: Raw -294784.564659 + Penalty 2514.441697 = -292270.122963 nChanged 4 SP:Iteration 18Q (3158.422371 sec): 3 clusters Score: Raw -294787.534720 + Penalty 2514.441697 = -292273.093024 nChanged 4 SP:Iteration 19Q (3158.469138 sec): 3 clusters Score: Raw -294789.299796 + Penalty 2514.441697 = -292274.858100 nChanged 6 SP:Iteration 20F (3158.519736 sec): 3 clusters Score: Raw -294791.082868 + Penalty 2514.441697 = -292276.641171 nChanged 3 SP:Iteration 21Q (3158.566891 sec): 3 clusters Score: Raw -294793.118055 + Penalty 2514.441697 = -292278.676358 nChanged 3 SP:Iteration 22Q (3158.607608 sec): 3 clusters Score: Raw -294795.118814 + Penalty 2514.441697 = -292280.677117 nChanged 4 SP:Iteration 23Q (3158.660917 sec): 3 clusters Score: Raw -294796.361196 + Penalty 2514.441697 = -292281.919499 nChanged 2 SP:Iteration 24Q (3158.713904 sec): 3 clusters Score: Raw -294796.857045 + Penalty 2514.441697 = -292282.415348 nChanged 1 SP:Iteration 25Q (3158.757973 sec): 3 clusters Score: Raw -294797.129137 + Penalty 2514.441697 = -292282.687440 nChanged 0 SP:Iteration 26F (3158.802760 sec): 3 clusters Score: Raw -294797.129137 + Penalty 2514.441697 = -292282.687440 nChanged 0 Trying to split cluster 29 (24747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3158.873816 sec): 2 clusters Score: Raw -3022508.746229 + Penalty 1643.924677 = -3020864.821552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3158.959990 sec): 3 clusters Score: Raw -3007363.802740 + Penalty 3287.849353 = -3004075.953386 nChanged 11264 SP:Iteration 1F (3159.033692 sec): 3 clusters Score: Raw -3013614.063851 + Penalty 3287.849353 = -3010326.214498 nChanged 1173 SP:Iteration 2Q (3159.128257 sec): 3 clusters Score: Raw -3014026.713993 + Penalty 3287.849353 = -3010738.864640 nChanged 1188 SP:Iteration 3Q (3159.222268 sec): 3 clusters Score: Raw -3014499.332933 + Penalty 3287.849353 = -3011211.483579 nChanged 1257 SP:Iteration 4F (3159.308492 sec): 3 clusters Score: Raw -3015079.204126 + Penalty 3287.849353 = -3011791.354772 nChanged 1360 SP:Iteration 5F (3159.390828 sec): 3 clusters Score: Raw -3015798.146252 + Penalty 3287.849353 = -3012510.296899 nChanged 1461 SP:Iteration 6F (3159.478117 sec): 3 clusters Score: Raw -3016756.503408 + Penalty 3287.849353 = -3013468.654055 nChanged 1544 SP:Iteration 7F (3159.571096 sec): 3 clusters Score: Raw -3017917.963080 + Penalty 3287.849353 = -3014630.113727 nChanged 1475 SP:Iteration 8F (3159.659398 sec): 3 clusters Score: Raw -3019145.929105 + Penalty 3287.849353 = -3015858.079752 nChanged 1252 SP:Iteration 9F (3159.747646 sec): 3 clusters Score: Raw -3020119.676673 + Penalty 3287.849353 = -3016831.827319 nChanged 893 SP:Iteration 10Q (3159.838573 sec): 3 clusters Score: Raw -3020772.527914 + Penalty 3287.849353 = -3017484.678561 nChanged 651 SP:Iteration 11Q (3159.914585 sec): 3 clusters Score: Raw -3021189.795848 + Penalty 3287.849353 = -3017901.946495 nChanged 439 SP:Iteration 12Q (3160.002448 sec): 3 clusters Score: Raw -3021462.976022 + Penalty 3287.849353 = -3018175.126669 nChanged 353 SP:Iteration 13Q (3160.100460 sec): 3 clusters Score: Raw -3021644.257701 + Penalty 3287.849353 = -3018356.408348 nChanged 260 SP:Iteration 14Q (3160.175027 sec): 3 clusters Score: Raw -3021774.817145 + Penalty 3287.849353 = -3018486.967792 nChanged 240 SP:Iteration 15Q (3160.261696 sec): 3 clusters Score: Raw -3021901.717311 + Penalty 3287.849353 = -3018613.867957 nChanged 222 SP:Iteration 16Q (3160.354847 sec): 3 clusters Score: Raw -3022013.427847 + Penalty 3287.849353 = -3018725.578493 nChanged 181 SP:Iteration 17Q (3160.433335 sec): 3 clusters Score: Raw -3022096.220247 + Penalty 3287.849353 = -3018808.370894 nChanged 164 SP:Iteration 18Q (3160.520163 sec): 3 clusters Score: Raw -3022183.221231 + Penalty 3287.849353 = -3018895.371878 nChanged 156 SP:Iteration 19Q (3160.601183 sec): 3 clusters Score: Raw -3022256.840607 + Penalty 3287.849353 = -3018968.991254 nChanged 131 SP:Iteration 20F (3160.692579 sec): 3 clusters Score: Raw -3022326.957718 + Penalty 3287.849353 = -3019039.108365 nChanged 124 SP:Iteration 21Q (3160.775577 sec): 3 clusters Score: Raw -3022399.422737 + Penalty 3287.849353 = -3019111.573383 nChanged 107 SP:Iteration 22Q (3160.852195 sec): 3 clusters Score: Raw -3022463.963604 + Penalty 3287.849353 = -3019176.114251 nChanged 94 SP:Iteration 23Q (3160.914084 sec): 3 clusters Score: Raw -3022517.583697 + Penalty 3287.849353 = -3019229.734343 nChanged 81 SP:Iteration 24Q (3160.990494 sec): 3 clusters Score: Raw -3022561.020174 + Penalty 3287.849353 = -3019273.170821 nChanged 65 SP:Iteration 25Q (3161.067846 sec): 3 clusters Score: Raw -3022592.869205 + Penalty 3287.849353 = -3019305.019852 nChanged 60 SP:Iteration 26Q (3161.145195 sec): 3 clusters Score: Raw -3022618.652131 + Penalty 3287.849353 = -3019330.802778 nChanged 52 SP:Iteration 27Q (3161.226668 sec): 3 clusters Score: Raw -3022641.087101 + Penalty 3287.849353 = -3019353.237747 nChanged 45 SP:Iteration 28Q (3161.312188 sec): 3 clusters Score: Raw -3022665.170084 + Penalty 3287.849353 = -3019377.320730 nChanged 26 SP:Iteration 29Q (3161.384659 sec): 3 clusters Score: Raw -3022679.415509 + Penalty 3287.849353 = -3019391.566155 nChanged 23 SP:Iteration 30Q (3161.468660 sec): 3 clusters Score: Raw -3022688.811790 + Penalty 3287.849353 = -3019400.962437 nChanged 25 SP:Iteration 31Q (3161.551155 sec): 3 clusters Score: Raw -3022698.973147 + Penalty 3287.849353 = -3019411.123794 nChanged 22 SP:Iteration 32Q (3161.632881 sec): 3 clusters Score: Raw -3022709.815882 + Penalty 3287.849353 = -3019421.966529 nChanged 16 SP:Iteration 33Q (3161.712422 sec): 3 clusters Score: Raw -3022720.240821 + Penalty 3287.849353 = -3019432.391467 nChanged 22 SP:Iteration 34Q (3161.783132 sec): 3 clusters Score: Raw -3022733.606418 + Penalty 3287.849353 = -3019445.757065 nChanged 19 SP:Iteration 35Q (3161.868169 sec): 3 clusters Score: Raw -3022741.888401 + Penalty 3287.849353 = -3019454.039047 nChanged 8 SP:Iteration 36Q (3161.957089 sec): 3 clusters Score: Raw -3022745.426545 + Penalty 3287.849353 = -3019457.577192 nChanged 8 SP:Iteration 37Q (3162.025558 sec): 3 clusters Score: Raw -3022747.886889 + Penalty 3287.849353 = -3019460.037536 nChanged 6 SP:Iteration 38Q (3162.106031 sec): 3 clusters Score: Raw -3022750.214190 + Penalty 3287.849353 = -3019462.364836 nChanged 7 SP:Iteration 39Q (3162.200710 sec): 3 clusters Score: Raw -3022754.186987 + Penalty 3287.849353 = -3019466.337634 nChanged 7 SP:Iteration 40F (3162.287296 sec): 3 clusters Score: Raw -3022757.941853 + Penalty 3287.849353 = -3019470.092500 nChanged 8 SP:Iteration 41Q (3162.371747 sec): 3 clusters Score: Raw -3022762.337074 + Penalty 3287.849353 = -3019474.487721 nChanged 10 SP:Iteration 42Q (3162.449654 sec): 3 clusters Score: Raw -3022767.874237 + Penalty 3287.849353 = -3019480.024884 nChanged 9 SP:Iteration 43Q (3162.526892 sec): 3 clusters Score: Raw -3022773.813472 + Penalty 3287.849353 = -3019485.964118 nChanged 6 SP:Iteration 44Q (3162.605501 sec): 3 clusters Score: Raw -3022776.270933 + Penalty 3287.849353 = -3019488.421580 nChanged 6 SP:Iteration 45Q (3162.670476 sec): 3 clusters Score: Raw -3022778.745380 + Penalty 3287.849353 = -3019490.896026 nChanged 6 SP:Iteration 46Q (3162.758327 sec): 3 clusters Score: Raw -3022781.203627 + Penalty 3287.849353 = -3019493.354274 nChanged 4 SP:Iteration 47Q (3162.834572 sec): 3 clusters Score: Raw -3022783.473594 + Penalty 3287.849353 = -3019495.624241 nChanged 6 SP:Iteration 48Q (3162.914779 sec): 3 clusters Score: Raw -3022786.259718 + Penalty 3287.849353 = -3019498.410365 nChanged 4 SP:Iteration 49Q (3162.994634 sec): 3 clusters Score: Raw -3022787.649221 + Penalty 3287.849353 = -3019499.799867 nChanged 0 SP:Iteration 50F (3163.085554 sec): 3 clusters Score: Raw -3022787.649221 + Penalty 3287.849353 = -3019499.799867 nChanged 0 Iteration 219Q (3167.319059 sec): 31 clusters Score: Raw -42694874.456902 + Penalty 62456.448406 = -42632418.008496 nChanged 833 Iteration 220F (3174.896251 sec): 31 clusters Score: Raw -42695041.060180 + Penalty 62456.448406 = -42632584.611774 nChanged 672 Iteration 221Q (3178.391270 sec): 31 clusters Score: Raw -42695105.509585 + Penalty 62456.448406 = -42632649.061179 nChanged 401 Iteration 222Q (3181.972882 sec): 31 clusters Score: Raw -42695138.937949 + Penalty 62456.448406 = -42632682.489543 nChanged 269 Iteration 223Q (3185.501324 sec): 31 clusters Score: Raw -42695158.772177 + Penalty 62456.448406 = -42632702.323771 nChanged 233 Iteration 224Q (3188.980579 sec): 31 clusters Score: Raw -42695174.665138 + Penalty 62456.448406 = -42632718.216732 nChanged 172 Iteration 225Q (3192.537086 sec): 31 clusters Score: Raw -42695185.160473 + Penalty 62456.448406 = -42632728.712067 nChanged 142 Iteration 226Q (3196.123820 sec): 31 clusters Score: Raw -42695192.295695 + Penalty 62456.448406 = -42632735.847289 nChanged 123 Iteration 227Q (3199.651591 sec): 31 clusters Score: Raw -42695198.199487 + Penalty 62456.448406 = -42632741.751081 nChanged 90 Iteration 228Q (3203.240972 sec): 31 clusters Score: Raw -42695202.293830 + Penalty 62456.448406 = -42632745.845424 nChanged 78 Iteration 229Q (3206.767196 sec): 31 clusters Score: Raw -42695205.386943 + Penalty 62456.448406 = -42632748.938537 nChanged 77 Iteration 230Q (3210.295995 sec): 31 clusters Score: Raw -42695209.038467 + Penalty 62456.448406 = -42632752.590061 nChanged 83 Iteration 231Q (3213.783109 sec): 31 clusters Score: Raw -42695211.636931 + Penalty 62456.448406 = -42632755.188525 nChanged 56 Iteration 232Q (3217.353113 sec): 31 clusters Score: Raw -42695213.537565 + Penalty 62456.448406 = -42632757.089159 nChanged 57 Iteration 233Q (3220.864960 sec): 31 clusters Score: Raw -42695215.626601 + Penalty 62456.448406 = -42632759.178195 nChanged 47 Iteration 234Q (3224.447528 sec): 31 clusters Score: Raw -42695217.223133 + Penalty 62456.448406 = -42632760.774727 nChanged 32 Iteration 235Q (3227.982052 sec): 31 clusters Score: Raw -42695218.128439 + Penalty 62456.448406 = -42632761.680033 nChanged 25 Iteration 236Q (3231.492416 sec): 31 clusters Score: Raw -42695218.877224 + Penalty 62456.448406 = -42632762.428818 nChanged 26 Iteration 237Q (3234.998958 sec): 31 clusters Score: Raw -42695219.575020 + Penalty 62456.448406 = -42632763.126614 nChanged 33 Iteration 238Q (3238.500351 sec): 31 clusters Score: Raw -42695220.704303 + Penalty 62456.448406 = -42632764.255897 nChanged 47 Iteration 239Q (3242.002730 sec): 31 clusters Score: Raw -42695222.362020 + Penalty 62456.448406 = -42632765.913614 nChanged 45 Iteration 240F (3249.582144 sec): 31 clusters Score: Raw -42695223.606977 + Penalty 62456.448406 = -42632767.158571 nChanged 45 Iteration 241Q (3253.153304 sec): 31 clusters Score: Raw -42695224.890192 + Penalty 62456.448406 = -42632768.441786 nChanged 53 Iteration 242Q (3256.716090 sec): 31 clusters Score: Raw -42695226.607570 + Penalty 62456.448406 = -42632770.159164 nChanged 50 Iteration 243Q (3260.293073 sec): 31 clusters Score: Raw -42695228.141165 + Penalty 62456.448406 = -42632771.692759 nChanged 55 Iteration 244Q (3263.770876 sec): 31 clusters Score: Raw -42695230.019968 + Penalty 62456.448406 = -42632773.571562 nChanged 56 Iteration 245Q (3267.344983 sec): 31 clusters Score: Raw -42695232.045393 + Penalty 62456.448406 = -42632775.596987 nChanged 49 Iteration 246Q (3270.843422 sec): 31 clusters Score: Raw -42695233.341989 + Penalty 62456.448406 = -42632776.893582 nChanged 42 Iteration 247Q (3274.399274 sec): 31 clusters Score: Raw -42695234.611054 + Penalty 62456.448406 = -42632778.162648 nChanged 51 Iteration 248Q (3277.911338 sec): 31 clusters Score: Raw -42695236.091798 + Penalty 62456.448406 = -42632779.643392 nChanged 49 Iteration 249Q (3281.363112 sec): 31 clusters Score: Raw -42695237.599744 + Penalty 62456.448406 = -42632781.151338 nChanged 44 Iteration 250Q (3284.923989 sec): 31 clusters Score: Raw -42695238.879433 + Penalty 62456.448406 = -42632782.431027 nChanged 43 Iteration 251Q (3288.409028 sec): 31 clusters Score: Raw -42695240.157692 + Penalty 62456.448406 = -42632783.709286 nChanged 46 Iteration 252Q (3291.968724 sec): 31 clusters Score: Raw -42695241.418701 + Penalty 62456.448406 = -42632784.970295 nChanged 49 Iteration 253Q (3295.532771 sec): 31 clusters Score: Raw -42695242.809862 + Penalty 62456.448406 = -42632786.361456 nChanged 40 Iteration 254Q (3299.020332 sec): 31 clusters Score: Raw -42695243.738384 + Penalty 62456.448406 = -42632787.289978 nChanged 32 Iteration 255Q (3302.494709 sec): 31 clusters Score: Raw -42695244.479553 + Penalty 62456.448406 = -42632788.031147 nChanged 24 Iteration 256Q (3305.972235 sec): 31 clusters Score: Raw -42695245.284424 + Penalty 62456.448406 = -42632788.836018 nChanged 34 Iteration 257Q (3309.486498 sec): 31 clusters Score: Raw -42695246.241810 + Penalty 62456.448406 = -42632789.793404 nChanged 25 Iteration 258Q (3313.079496 sec): 31 clusters Score: Raw -42695247.284226 + Penalty 62456.448406 = -42632790.835820 nChanged 33 Writing temp clu file Because OldScore, -42632789.793404, is greater than current (better) Score,-42632790.835820 Compute initial score before splitting: Score: Raw -42695247.284226 + Penalty 62456.448406 = -42632790.835820 Trying to split cluster 1 (12718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3313.240250 sec): 2 clusters Score: Raw -1541674.678585 + Penalty 1535.750709 = -1540138.927877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3313.303997 sec): 3 clusters Score: Raw -1534324.984990 + Penalty 3071.501417 = -1531253.483573 nChanged 5579 SP:Iteration 1F (3313.365833 sec): 3 clusters Score: Raw -1537434.104669 + Penalty 3071.501417 = -1534362.603251 nChanged 825 SP:Iteration 2F (3313.441348 sec): 3 clusters Score: Raw -1537908.478182 + Penalty 3071.501417 = -1534836.976765 nChanged 821 SP:Iteration 3F (3313.505937 sec): 3 clusters Score: Raw -1538398.577066 + Penalty 3071.501417 = -1535327.075649 nChanged 790 SP:Iteration 4F (3313.575699 sec): 3 clusters Score: Raw -1538879.583539 + Penalty 3071.501417 = -1535808.082122 nChanged 726 SP:Iteration 5F (3313.654754 sec): 3 clusters Score: Raw -1539317.264346 + Penalty 3071.501417 = -1536245.762928 nChanged 693 SP:Iteration 6F (3313.727932 sec): 3 clusters Score: Raw -1539765.712474 + Penalty 3071.501417 = -1536694.211057 nChanged 642 SP:Iteration 7F (3313.786929 sec): 3 clusters Score: Raw -1540161.679963 + Penalty 3071.501417 = -1537090.178545 nChanged 569 SP:Iteration 8Q (3313.864675 sec): 3 clusters Score: Raw -1540481.673717 + Penalty 3071.501417 = -1537410.172300 nChanged 461 SP:Iteration 9Q (3313.939410 sec): 3 clusters Score: Raw -1540690.717736 + Penalty 3071.501417 = -1537619.216318 nChanged 342 SP:Iteration 10Q (3313.997575 sec): 3 clusters Score: Raw -1540821.264964 + Penalty 3071.501417 = -1537749.763547 nChanged 265 SP:Iteration 11Q (3314.069943 sec): 3 clusters Score: Raw -1540907.713534 + Penalty 3071.501417 = -1537836.212117 nChanged 190 SP:Iteration 12Q (3314.140220 sec): 3 clusters Score: Raw -1540959.122536 + Penalty 3071.501417 = -1537887.621118 nChanged 134 SP:Iteration 13Q (3314.214756 sec): 3 clusters Score: Raw -1540992.496499 + Penalty 3071.501417 = -1537920.995081 nChanged 135 SP:Iteration 14Q (3314.270794 sec): 3 clusters Score: Raw -1541024.297600 + Penalty 3071.501417 = -1537952.796183 nChanged 111 SP:Iteration 15Q (3314.345054 sec): 3 clusters Score: Raw -1541051.802006 + Penalty 3071.501417 = -1537980.300588 nChanged 111 SP:Iteration 16Q (3314.409215 sec): 3 clusters Score: Raw -1541078.169569 + Penalty 3071.501417 = -1538006.668151 nChanged 114 SP:Iteration 17Q (3314.492210 sec): 3 clusters Score: Raw -1541102.305945 + Penalty 3071.501417 = -1538030.804528 nChanged 97 SP:Iteration 18Q (3314.563053 sec): 3 clusters Score: Raw -1541123.944178 + Penalty 3071.501417 = -1538052.442760 nChanged 95 SP:Iteration 19Q (3314.632234 sec): 3 clusters Score: Raw -1541144.112481 + Penalty 3071.501417 = -1538072.611064 nChanged 106 SP:Iteration 20F (3314.688071 sec): 3 clusters Score: Raw -1541165.685094 + Penalty 3071.501417 = -1538094.183676 nChanged 89 SP:Iteration 21Q (3314.759632 sec): 3 clusters Score: Raw -1541183.229308 + Penalty 3071.501417 = -1538111.727891 nChanged 83 SP:Iteration 22Q (3314.840842 sec): 3 clusters Score: Raw -1541197.535711 + Penalty 3071.501417 = -1538126.034294 nChanged 75 SP:Iteration 23Q (3314.902170 sec): 3 clusters Score: Raw -1541211.425882 + Penalty 3071.501417 = -1538139.924465 nChanged 86 SP:Iteration 24Q (3314.959256 sec): 3 clusters Score: Raw -1541228.807873 + Penalty 3071.501417 = -1538157.306456 nChanged 96 SP:Iteration 25Q (3315.034897 sec): 3 clusters Score: Raw -1541249.416970 + Penalty 3071.501417 = -1538177.915552 nChanged 96 SP:Iteration 26Q (3315.093732 sec): 3 clusters Score: Raw -1541267.385518 + Penalty 3071.501417 = -1538195.884101 nChanged 85 SP:Iteration 27Q (3315.169564 sec): 3 clusters Score: Raw -1541287.786880 + Penalty 3071.501417 = -1538216.285463 nChanged 81 SP:Iteration 28Q (3315.229941 sec): 3 clusters Score: Raw -1541305.543132 + Penalty 3071.501417 = -1538234.041715 nChanged 85 SP:Iteration 29Q (3315.286548 sec): 3 clusters Score: Raw -1541323.040723 + Penalty 3071.501417 = -1538251.539305 nChanged 85 SP:Iteration 30Q (3315.351873 sec): 3 clusters Score: Raw -1541339.812164 + Penalty 3071.501417 = -1538268.310746 nChanged 92 SP:Iteration 31Q (3315.420519 sec): 3 clusters Score: Raw -1541358.664948 + Penalty 3071.501417 = -1538287.163531 nChanged 83 SP:Iteration 32Q (3315.476894 sec): 3 clusters Score: Raw -1541375.680505 + Penalty 3071.501417 = -1538304.179088 nChanged 88 SP:Iteration 33Q (3315.547157 sec): 3 clusters Score: Raw -1541395.512271 + Penalty 3071.501417 = -1538324.010853 nChanged 108 SP:Iteration 34Q (3315.611022 sec): 3 clusters Score: Raw -1541425.156052 + Penalty 3071.501417 = -1538353.654635 nChanged 112 SP:Iteration 35Q (3315.669454 sec): 3 clusters Score: Raw -1541451.979816 + Penalty 3071.501417 = -1538380.478399 nChanged 120 SP:Iteration 36Q (3315.734434 sec): 3 clusters Score: Raw -1541477.752377 + Penalty 3071.501417 = -1538406.250960 nChanged 105 SP:Iteration 37Q (3315.795238 sec): 3 clusters Score: Raw -1541500.341356 + Penalty 3071.501417 = -1538428.839938 nChanged 101 SP:Iteration 38Q (3315.860808 sec): 3 clusters Score: Raw -1541522.484501 + Penalty 3071.501417 = -1538450.983084 nChanged 87 SP:Iteration 39Q (3315.920577 sec): 3 clusters Score: Raw -1541539.491294 + Penalty 3071.501417 = -1538467.989876 nChanged 72 SP:Iteration 40F (3315.984331 sec): 3 clusters Score: Raw -1541554.529348 + Penalty 3071.501417 = -1538483.027931 nChanged 86 SP:Iteration 41Q (3316.050459 sec): 3 clusters Score: Raw -1541572.703493 + Penalty 3071.501417 = -1538501.202076 nChanged 93 SP:Iteration 42Q (3316.122285 sec): 3 clusters Score: Raw -1541591.292012 + Penalty 3071.501417 = -1538519.790595 nChanged 100 SP:Iteration 43Q (3316.196039 sec): 3 clusters Score: Raw -1541613.046436 + Penalty 3071.501417 = -1538541.545019 nChanged 99 SP:Iteration 44Q (3316.257929 sec): 3 clusters Score: Raw -1541638.595808 + Penalty 3071.501417 = -1538567.094391 nChanged 111 SP:Iteration 45Q (3316.324623 sec): 3 clusters Score: Raw -1541669.284250 + Penalty 3071.501417 = -1538597.782833 nChanged 106 SP:Iteration 46Q (3316.398738 sec): 3 clusters Score: Raw -1541700.113258 + Penalty 3071.501417 = -1538628.611840 nChanged 108 SP:Iteration 47Q (3316.458752 sec): 3 clusters Score: Raw -1541731.484754 + Penalty 3071.501417 = -1538659.983337 nChanged 116 SP:Iteration 48Q (3316.528756 sec): 3 clusters Score: Raw -1541766.782189 + Penalty 3071.501417 = -1538695.280772 nChanged 116 SP:Iteration 49Q (3316.593952 sec): 3 clusters Score: Raw -1541802.875634 + Penalty 3071.501417 = -1538731.374216 nChanged 115 SP:Iteration 50Q (3316.661287 sec): 3 clusters Score: Raw -1541833.583209 + Penalty 3071.501417 = -1538762.081791 nChanged 115 SP:Iteration 51Q (3316.723098 sec): 3 clusters Score: Raw -1541866.997963 + Penalty 3071.501417 = -1538795.496546 nChanged 107 SP:Iteration 52Q (3316.790913 sec): 3 clusters Score: Raw -1541894.183850 + Penalty 3071.501417 = -1538822.682433 nChanged 98 SP:Iteration 53Q (3316.858980 sec): 3 clusters Score: Raw -1541919.894455 + Penalty 3071.501417 = -1538848.393037 nChanged 82 SP:Iteration 54Q (3316.921592 sec): 3 clusters Score: Raw -1541939.979878 + Penalty 3071.501417 = -1538868.478460 nChanged 83 SP:Iteration 55Q (3316.990320 sec): 3 clusters Score: Raw -1541958.063820 + Penalty 3071.501417 = -1538886.562402 nChanged 73 SP:Iteration 56Q (3317.056600 sec): 3 clusters Score: Raw -1541972.502227 + Penalty 3071.501417 = -1538901.000810 nChanged 68 SP:Iteration 57Q (3317.120035 sec): 3 clusters Score: Raw -1541986.147716 + Penalty 3071.501417 = -1538914.646299 nChanged 58 SP:Iteration 58Q (3317.177562 sec): 3 clusters Score: Raw -1541998.161394 + Penalty 3071.501417 = -1538926.659977 nChanged 54 SP:Iteration 59Q (3317.247351 sec): 3 clusters Score: Raw -1542009.809744 + Penalty 3071.501417 = -1538938.308327 nChanged 52 SP:Iteration 60F (3317.305480 sec): 3 clusters Score: Raw -1542023.244470 + Penalty 3071.501417 = -1538951.743053 nChanged 65 SP:Iteration 61Q (3317.366211 sec): 3 clusters Score: Raw -1542039.832100 + Penalty 3071.501417 = -1538968.330683 nChanged 62 SP:Iteration 62Q (3317.424256 sec): 3 clusters Score: Raw -1542055.092749 + Penalty 3071.501417 = -1538983.591331 nChanged 65 SP:Iteration 63Q (3317.481500 sec): 3 clusters Score: Raw -1542069.421721 + Penalty 3071.501417 = -1538997.920304 nChanged 64 SP:Iteration 64Q (3317.545575 sec): 3 clusters Score: Raw -1542083.214940 + Penalty 3071.501417 = -1539011.713522 nChanged 56 SP:Iteration 65Q (3317.609340 sec): 3 clusters Score: Raw -1542096.512072 + Penalty 3071.501417 = -1539025.010654 nChanged 52 SP:Iteration 66Q (3317.677820 sec): 3 clusters Score: Raw -1542108.048131 + Penalty 3071.501417 = -1539036.546714 nChanged 41 SP:Iteration 67Q (3317.739352 sec): 3 clusters Score: Raw -1542116.464670 + Penalty 3071.501417 = -1539044.963252 nChanged 47 SP:Iteration 68Q (3317.803165 sec): 3 clusters Score: Raw -1542128.534959 + Penalty 3071.501417 = -1539057.033541 nChanged 47 SP:Iteration 69Q (3317.875192 sec): 3 clusters Score: Raw -1542141.828821 + Penalty 3071.501417 = -1539070.327404 nChanged 51 SP:Iteration 70Q (3317.950511 sec): 3 clusters Score: Raw -1542152.305702 + Penalty 3071.501417 = -1539080.804285 nChanged 37 SP:Iteration 71Q (3318.002489 sec): 3 clusters Score: Raw -1542159.637661 + Penalty 3071.501417 = -1539088.136244 nChanged 40 SP:Iteration 72Q (3318.079333 sec): 3 clusters Score: Raw -1542167.840327 + Penalty 3071.501417 = -1539096.338910 nChanged 33 SP:Iteration 73Q (3318.145773 sec): 3 clusters Score: Raw -1542172.799166 + Penalty 3071.501417 = -1539101.297748 nChanged 21 SP:Iteration 74Q (3318.204209 sec): 3 clusters Score: Raw -1542175.613380 + Penalty 3071.501417 = -1539104.111962 nChanged 14 SP:Iteration 75Q (3318.276272 sec): 3 clusters Score: Raw -1542177.609414 + Penalty 3071.501417 = -1539106.107996 nChanged 16 SP:Iteration 76Q (3318.338303 sec): 3 clusters Score: Raw -1542180.553507 + Penalty 3071.501417 = -1539109.052090 nChanged 20 SP:Iteration 77Q (3318.406787 sec): 3 clusters Score: Raw -1542184.355071 + Penalty 3071.501417 = -1539112.853653 nChanged 25 SP:Iteration 78Q (3318.474127 sec): 3 clusters Score: Raw -1542188.611366 + Penalty 3071.501417 = -1539117.109949 nChanged 17 SP:Iteration 79Q (3318.530027 sec): 3 clusters Score: Raw -1542191.650443 + Penalty 3071.501417 = -1539120.149026 nChanged 18 SP:Iteration 80F (3318.599976 sec): 3 clusters Score: Raw -1542195.511199 + Penalty 3071.501417 = -1539124.009782 nChanged 13 SP:Iteration 81Q (3318.666333 sec): 3 clusters Score: Raw -1542197.719683 + Penalty 3071.501417 = -1539126.218265 nChanged 9 SP:Iteration 82Q (3318.722528 sec): 3 clusters Score: Raw -1542198.998138 + Penalty 3071.501417 = -1539127.496721 nChanged 12 SP:Iteration 83Q (3318.784334 sec): 3 clusters Score: Raw -1542200.376524 + Penalty 3071.501417 = -1539128.875107 nChanged 8 SP:Iteration 84Q (3318.860418 sec): 3 clusters Score: Raw -1542201.397665 + Penalty 3071.501417 = -1539129.896248 nChanged 12 SP:Iteration 85Q (3318.912262 sec): 3 clusters Score: Raw -1542203.335300 + Penalty 3071.501417 = -1539131.833882 nChanged 9 SP:Iteration 86Q (3318.976714 sec): 3 clusters Score: Raw -1542204.497705 + Penalty 3071.501417 = -1539132.996288 nChanged 5 SP:Iteration 87Q (3319.039178 sec): 3 clusters Score: Raw -1542205.046970 + Penalty 3071.501417 = -1539133.545552 nChanged 4 SP:Iteration 88Q (3319.095073 sec): 3 clusters Score: Raw -1542205.413261 + Penalty 3071.501417 = -1539133.911843 nChanged 3 SP:Iteration 89Q (3319.164988 sec): 3 clusters Score: Raw -1542205.652538 + Penalty 3071.501417 = -1539134.151120 nChanged 2 SP:Iteration 90Q (3319.225595 sec): 3 clusters Score: Raw -1542205.967067 + Penalty 3071.501417 = -1539134.465650 nChanged 5 SP:Iteration 91Q (3319.290531 sec): 3 clusters Score: Raw -1542206.815292 + Penalty 3071.501417 = -1539135.313874 nChanged 7 SP:Iteration 92Q (3319.345155 sec): 3 clusters Score: Raw -1542207.986103 + Penalty 3071.501417 = -1539136.484685 nChanged 10 SP:Iteration 93Q (3319.414778 sec): 3 clusters Score: Raw -1542209.238781 + Penalty 3071.501417 = -1539137.737364 nChanged 7 SP:Iteration 94Q (3319.474050 sec): 3 clusters Score: Raw -1542209.788580 + Penalty 3071.501417 = -1539138.287162 nChanged 1 SP:Iteration 95Q (3319.535167 sec): 3 clusters Score: Raw -1542209.845950 + Penalty 3071.501417 = -1539138.344533 nChanged 1 SP:Iteration 96Q (3319.611557 sec): 3 clusters Score: Raw -1542209.885085 + Penalty 3071.501417 = -1539138.383667 nChanged 1 SP:Iteration 97Q (3319.680453 sec): 3 clusters Score: Raw -1542209.956292 + Penalty 3071.501417 = -1539138.454875 nChanged 1 SP:Iteration 98Q (3319.734238 sec): 3 clusters Score: Raw -1542210.068040 + Penalty 3071.501417 = -1539138.566623 nChanged 2 SP:Iteration 99Q (3319.802552 sec): 3 clusters Score: Raw -1542210.279040 + Penalty 3071.501417 = -1539138.777622 nChanged 2 SP:Iteration 100F (3319.870450 sec): 3 clusters Score: Raw -1542210.514348 + Penalty 3071.501417 = -1539139.012931 nChanged 0 Trying to split cluster 2 (48050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3319.959926 sec): 2 clusters Score: Raw -5551432.592788 + Penalty 1751.749580 = -5549680.843208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3320.090886 sec): 3 clusters Score: Raw -5521022.010224 + Penalty 3503.499160 = -5517518.511064 nChanged 22523 SP:Iteration 1F (3320.216116 sec): 3 clusters Score: Raw -5533735.844741 + Penalty 3503.499160 = -5530232.345582 nChanged 2088 SP:Iteration 2Q (3320.357168 sec): 3 clusters Score: Raw -5534369.552074 + Penalty 3503.499160 = -5530866.052915 nChanged 2022 SP:Iteration 3Q (3320.497943 sec): 3 clusters Score: Raw -5535038.050490 + Penalty 3503.499160 = -5531534.551330 nChanged 2080 SP:Iteration 4Q (3320.622949 sec): 3 clusters Score: Raw -5535790.413542 + Penalty 3503.499160 = -5532286.914382 nChanged 2170 SP:Iteration 5Q (3320.746964 sec): 3 clusters Score: Raw -5536721.573714 + Penalty 3503.499160 = -5533218.074555 nChanged 2355 SP:Iteration 6Q (3320.867737 sec): 3 clusters Score: Raw -5537888.499042 + Penalty 3503.499160 = -5534384.999883 nChanged 2521 SP:Iteration 7F (3320.991914 sec): 3 clusters Score: Raw -5539345.950177 + Penalty 3503.499160 = -5535842.451018 nChanged 2622 SP:Iteration 8F (3321.116492 sec): 3 clusters Score: Raw -5541091.993758 + Penalty 3503.499160 = -5537588.494598 nChanged 2676 SP:Iteration 9F (3321.243493 sec): 3 clusters Score: Raw -5542986.850371 + Penalty 3503.499160 = -5539483.351211 nChanged 2278 SP:Iteration 10Q (3321.378180 sec): 3 clusters Score: Raw -5544405.586706 + Penalty 3503.499160 = -5540902.087546 nChanged 1764 SP:Iteration 11Q (3321.505615 sec): 3 clusters Score: Raw -5545230.598537 + Penalty 3503.499160 = -5541727.099377 nChanged 1228 SP:Iteration 12Q (3321.632126 sec): 3 clusters Score: Raw -5545689.197965 + Penalty 3503.499160 = -5542185.698805 nChanged 987 SP:Iteration 13Q (3321.757188 sec): 3 clusters Score: Raw -5546019.158671 + Penalty 3503.499160 = -5542515.659512 nChanged 863 SP:Iteration 14Q (3321.892272 sec): 3 clusters Score: Raw -5546305.770274 + Penalty 3503.499160 = -5542802.271114 nChanged 838 SP:Iteration 15Q (3322.014879 sec): 3 clusters Score: Raw -5546591.971173 + Penalty 3503.499160 = -5543088.472013 nChanged 838 SP:Iteration 16Q (3322.140613 sec): 3 clusters Score: Raw -5546895.402315 + Penalty 3503.499160 = -5543391.903155 nChanged 855 SP:Iteration 17Q (3322.265808 sec): 3 clusters Score: Raw -5547219.091652 + Penalty 3503.499160 = -5543715.592492 nChanged 862 SP:Iteration 18Q (3322.397914 sec): 3 clusters Score: Raw -5547566.153643 + Penalty 3503.499160 = -5544062.654484 nChanged 863 SP:Iteration 19Q (3322.514749 sec): 3 clusters Score: Raw -5547930.732587 + Penalty 3503.499160 = -5544427.233427 nChanged 866 SP:Iteration 20F (3322.648217 sec): 3 clusters Score: Raw -5548314.392088 + Penalty 3503.499160 = -5544810.892928 nChanged 850 SP:Iteration 21Q (3322.768295 sec): 3 clusters Score: Raw -5548717.885121 + Penalty 3503.499160 = -5545214.385961 nChanged 823 SP:Iteration 22Q (3322.886331 sec): 3 clusters Score: Raw -5549101.878303 + Penalty 3503.499160 = -5545598.379144 nChanged 775 SP:Iteration 23Q (3323.002734 sec): 3 clusters Score: Raw -5549495.249864 + Penalty 3503.499160 = -5545991.750705 nChanged 719 SP:Iteration 24Q (3323.126145 sec): 3 clusters Score: Raw -5549874.662983 + Penalty 3503.499160 = -5546371.163824 nChanged 651 SP:Iteration 25Q (3323.248775 sec): 3 clusters Score: Raw -5550221.538472 + Penalty 3503.499160 = -5546718.039313 nChanged 564 SP:Iteration 26Q (3323.372473 sec): 3 clusters Score: Raw -5550516.198200 + Penalty 3503.499160 = -5547012.699040 nChanged 475 SP:Iteration 27Q (3323.489294 sec): 3 clusters Score: Raw -5550781.577124 + Penalty 3503.499160 = -5547278.077964 nChanged 400 SP:Iteration 28Q (3323.603366 sec): 3 clusters Score: Raw -5551018.365633 + Penalty 3503.499160 = -5547514.866473 nChanged 302 SP:Iteration 29Q (3323.723500 sec): 3 clusters Score: Raw -5551173.961971 + Penalty 3503.499160 = -5547670.462812 nChanged 236 SP:Iteration 30Q (3323.839733 sec): 3 clusters Score: Raw -5551293.524081 + Penalty 3503.499160 = -5547790.024921 nChanged 189 SP:Iteration 31Q (3323.950278 sec): 3 clusters Score: Raw -5551392.100091 + Penalty 3503.499160 = -5547888.600931 nChanged 152 SP:Iteration 32Q (3324.072039 sec): 3 clusters Score: Raw -5551481.609807 + Penalty 3503.499160 = -5547978.110648 nChanged 123 SP:Iteration 33Q (3324.189317 sec): 3 clusters Score: Raw -5551546.542129 + Penalty 3503.499160 = -5548043.042969 nChanged 103 SP:Iteration 34Q (3324.298879 sec): 3 clusters Score: Raw -5551596.462842 + Penalty 3503.499160 = -5548092.963682 nChanged 56 SP:Iteration 35Q (3324.412224 sec): 3 clusters Score: Raw -5551624.829297 + Penalty 3503.499160 = -5548121.330138 nChanged 55 SP:Iteration 36Q (3324.525051 sec): 3 clusters Score: Raw -5551654.606851 + Penalty 3503.499160 = -5548151.107691 nChanged 41 SP:Iteration 37Q (3324.635944 sec): 3 clusters Score: Raw -5551677.201590 + Penalty 3503.499160 = -5548173.702430 nChanged 40 SP:Iteration 38Q (3324.751215 sec): 3 clusters Score: Raw -5551696.237292 + Penalty 3503.499160 = -5548192.738132 nChanged 26 SP:Iteration 39Q (3324.864375 sec): 3 clusters Score: Raw -5551708.380435 + Penalty 3503.499160 = -5548204.881276 nChanged 21 SP:Iteration 40F (3324.989573 sec): 3 clusters Score: Raw -5551719.517051 + Penalty 3503.499160 = -5548216.017891 nChanged 17 SP:Iteration 41Q (3325.093835 sec): 3 clusters Score: Raw -5551725.407897 + Penalty 3503.499160 = -5548221.908737 nChanged 7 SP:Iteration 42Q (3325.208316 sec): 3 clusters Score: Raw -5551728.171162 + Penalty 3503.499160 = -5548224.672002 nChanged 5 SP:Iteration 43Q (3325.324180 sec): 3 clusters Score: Raw -5551729.828156 + Penalty 3503.499160 = -5548226.328996 nChanged 5 SP:Iteration 44Q (3325.443732 sec): 3 clusters Score: Raw -5551731.795358 + Penalty 3503.499160 = -5548228.296198 nChanged 8 SP:Iteration 45Q (3325.562139 sec): 3 clusters Score: Raw -5551735.912582 + Penalty 3503.499160 = -5548232.413422 nChanged 8 SP:Iteration 46Q (3325.664431 sec): 3 clusters Score: Raw -5551739.310135 + Penalty 3503.499160 = -5548235.810975 nChanged 8 SP:Iteration 47Q (3325.774386 sec): 3 clusters Score: Raw -5551742.767434 + Penalty 3503.499160 = -5548239.268275 nChanged 7 SP:Iteration 48Q (3325.885469 sec): 3 clusters Score: Raw -5551746.498083 + Penalty 3503.499160 = -5548242.998923 nChanged 8 SP:Iteration 49Q (3325.990566 sec): 3 clusters Score: Raw -5551751.046912 + Penalty 3503.499160 = -5548247.547752 nChanged 15 SP:Iteration 50Q (3326.098419 sec): 3 clusters Score: Raw -5551758.132852 + Penalty 3503.499160 = -5548254.633693 nChanged 14 SP:Iteration 51Q (3326.221451 sec): 3 clusters Score: Raw -5551765.497740 + Penalty 3503.499160 = -5548261.998580 nChanged 10 SP:Iteration 52Q (3326.338170 sec): 3 clusters Score: Raw -5551769.804825 + Penalty 3503.499160 = -5548266.305665 nChanged 12 SP:Iteration 53Q (3326.449445 sec): 3 clusters Score: Raw -5551774.100935 + Penalty 3503.499160 = -5548270.601775 nChanged 9 SP:Iteration 54Q (3326.550574 sec): 3 clusters Score: Raw -5551777.281751 + Penalty 3503.499160 = -5548273.782591 nChanged 8 SP:Iteration 55Q (3326.669857 sec): 3 clusters Score: Raw -5551779.958346 + Penalty 3503.499160 = -5548276.459186 nChanged 9 SP:Iteration 56Q (3326.789144 sec): 3 clusters Score: Raw -5551782.703462 + Penalty 3503.499160 = -5548279.204302 nChanged 6 SP:Iteration 57Q (3326.894378 sec): 3 clusters Score: Raw -5551784.437323 + Penalty 3503.499160 = -5548280.938163 nChanged 1 SP:Iteration 58Q (3327.001561 sec): 3 clusters Score: Raw -5551785.046533 + Penalty 3503.499160 = -5548281.547373 nChanged 1 SP:Iteration 59Q (3327.124186 sec): 3 clusters Score: Raw -5551785.363754 + Penalty 3503.499160 = -5548281.864595 nChanged 1 SP:Iteration 60F (3327.240139 sec): 3 clusters Score: Raw -5551785.489396 + Penalty 3503.499160 = -5548281.990236 nChanged 1 SP:Iteration 61Q (3327.335686 sec): 3 clusters Score: Raw -5551786.154175 + Penalty 3503.499160 = -5548282.655015 nChanged 1 SP:Iteration 62Q (3327.449369 sec): 3 clusters Score: Raw -5551786.525202 + Penalty 3503.499160 = -5548283.026042 nChanged 1 SP:Iteration 63Q (3327.551985 sec): 3 clusters Score: Raw -5551786.751368 + Penalty 3503.499160 = -5548283.252208 nChanged 1 SP:Iteration 64Q (3327.669366 sec): 3 clusters Score: Raw -5551787.619952 + Penalty 3503.499160 = -5548284.120793 nChanged 1 SP:Iteration 65Q (3327.777860 sec): 3 clusters Score: Raw -5551787.913508 + Penalty 3503.499160 = -5548284.414348 nChanged 1 SP:Iteration 66Q (3327.887765 sec): 3 clusters Score: Raw -5551788.149865 + Penalty 3503.499160 = -5548284.650705 nChanged 0 SP:Iteration 67F (3328.014821 sec): 3 clusters Score: Raw -5551788.149865 + Penalty 3503.499160 = -5548284.650705 nChanged 0 Trying to split cluster 3 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3328.042671 sec): 2 clusters Score: Raw -46020.862326 + Penalty 980.376511 = -45040.485815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3328.086728 sec): 3 clusters Score: Raw -46048.548796 + Penalty 1960.753022 = -44087.795774 nChanged 81 SP:Iteration 1F (3328.136257 sec): 3 clusters Score: Raw -46211.214645 + Penalty 1960.753022 = -44250.461623 nChanged 29 SP:Iteration 2F (3328.182458 sec): 3 clusters Score: Raw -46258.397596 + Penalty 1960.753022 = -44297.644574 nChanged 5 SP:Iteration 3Q (3328.221398 sec): 3 clusters Score: Raw -46266.508414 + Penalty 1960.753022 = -44305.755392 nChanged 2 SP:Iteration 4Q (3328.268263 sec): 3 clusters Score: Raw -46270.489453 + Penalty 1960.753022 = -44309.736431 nChanged 2 SP:Iteration 5Q (3328.317367 sec): 3 clusters Score: Raw -46274.900833 + Penalty 1960.753022 = -44314.147811 nChanged 2 SP:Iteration 6Q (3328.359077 sec): 3 clusters Score: Raw -46277.851924 + Penalty 1960.753022 = -44317.098902 nChanged 1 SP:Iteration 7Q (3328.396310 sec): 3 clusters Score: Raw -46278.910764 + Penalty 1960.753022 = -44318.157741 nChanged 0 SP:Iteration 8F (3328.444070 sec): 3 clusters Score: Raw -46278.910764 + Penalty 1960.753022 = -44318.157741 nChanged 0 Trying to split cluster 4 (11967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3328.496197 sec): 2 clusters Score: Raw -1471047.057837 + Penalty 1525.860073 = -1469521.197764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3328.552834 sec): 3 clusters Score: Raw -1464162.648343 + Penalty 3051.720146 = -1461110.928198 nChanged 5187 SP:Iteration 1F (3328.614935 sec): 3 clusters Score: Raw -1467031.419088 + Penalty 3051.720146 = -1463979.698942 nChanged 670 SP:Iteration 2F (3328.687151 sec): 3 clusters Score: Raw -1467319.830699 + Penalty 3051.720146 = -1464268.110553 nChanged 561 SP:Iteration 3Q (3328.753923 sec): 3 clusters Score: Raw -1467572.666562 + Penalty 3051.720146 = -1464520.946417 nChanged 559 SP:Iteration 4Q (3328.820147 sec): 3 clusters Score: Raw -1467826.432202 + Penalty 3051.720146 = -1464774.712057 nChanged 540 SP:Iteration 5Q (3328.878401 sec): 3 clusters Score: Raw -1468064.479701 + Penalty 3051.720146 = -1465012.759556 nChanged 508 SP:Iteration 6Q (3328.941257 sec): 3 clusters Score: Raw -1468309.020257 + Penalty 3051.720146 = -1465257.300111 nChanged 542 SP:Iteration 7Q (3329.005791 sec): 3 clusters Score: Raw -1468622.228260 + Penalty 3051.720146 = -1465570.508115 nChanged 556 SP:Iteration 8Q (3329.069894 sec): 3 clusters Score: Raw -1468985.332986 + Penalty 3051.720146 = -1465933.612841 nChanged 549 SP:Iteration 9Q (3329.126942 sec): 3 clusters Score: Raw -1469380.113896 + Penalty 3051.720146 = -1466328.393750 nChanged 544 SP:Iteration 10Q (3329.199938 sec): 3 clusters Score: Raw -1469723.116826 + Penalty 3051.720146 = -1466671.396680 nChanged 445 SP:Iteration 11Q (3329.264932 sec): 3 clusters Score: Raw -1469963.736869 + Penalty 3051.720146 = -1466912.016723 nChanged 346 SP:Iteration 12Q (3329.332911 sec): 3 clusters Score: Raw -1470125.103967 + Penalty 3051.720146 = -1467073.383821 nChanged 249 SP:Iteration 13Q (3329.396718 sec): 3 clusters Score: Raw -1470239.619046 + Penalty 3051.720146 = -1467187.898901 nChanged 190 SP:Iteration 14Q (3329.457407 sec): 3 clusters Score: Raw -1470322.155091 + Penalty 3051.720146 = -1467270.434945 nChanged 171 SP:Iteration 15Q (3329.529447 sec): 3 clusters Score: Raw -1470397.254458 + Penalty 3051.720146 = -1467345.534312 nChanged 156 SP:Iteration 16Q (3329.594817 sec): 3 clusters Score: Raw -1470457.815913 + Penalty 3051.720146 = -1467406.095768 nChanged 133 SP:Iteration 17Q (3329.655389 sec): 3 clusters Score: Raw -1470515.523410 + Penalty 3051.720146 = -1467463.803264 nChanged 161 SP:Iteration 18Q (3329.726332 sec): 3 clusters Score: Raw -1470585.308892 + Penalty 3051.720146 = -1467533.588746 nChanged 142 SP:Iteration 19Q (3329.784730 sec): 3 clusters Score: Raw -1470642.523688 + Penalty 3051.720146 = -1467590.803543 nChanged 132 SP:Iteration 20F (3329.853559 sec): 3 clusters Score: Raw -1470691.607767 + Penalty 3051.720146 = -1467639.887621 nChanged 127 SP:Iteration 21Q (3329.919887 sec): 3 clusters Score: Raw -1470742.194153 + Penalty 3051.720146 = -1467690.474007 nChanged 125 SP:Iteration 22Q (3329.980260 sec): 3 clusters Score: Raw -1470788.062828 + Penalty 3051.720146 = -1467736.342683 nChanged 104 SP:Iteration 23Q (3330.055073 sec): 3 clusters Score: Raw -1470828.066427 + Penalty 3051.720146 = -1467776.346281 nChanged 96 SP:Iteration 24Q (3330.119382 sec): 3 clusters Score: Raw -1470861.694556 + Penalty 3051.720146 = -1467809.974410 nChanged 87 SP:Iteration 25Q (3330.184324 sec): 3 clusters Score: Raw -1470888.460516 + Penalty 3051.720146 = -1467836.740370 nChanged 74 SP:Iteration 26Q (3330.237303 sec): 3 clusters Score: Raw -1470909.569371 + Penalty 3051.720146 = -1467857.849226 nChanged 68 SP:Iteration 27Q (3330.300807 sec): 3 clusters Score: Raw -1470930.182319 + Penalty 3051.720146 = -1467878.462173 nChanged 61 SP:Iteration 28Q (3330.370488 sec): 3 clusters Score: Raw -1470951.962452 + Penalty 3051.720146 = -1467900.242307 nChanged 57 SP:Iteration 29Q (3330.419872 sec): 3 clusters Score: Raw -1470974.285631 + Penalty 3051.720146 = -1467922.565486 nChanged 67 SP:Iteration 30Q (3330.483043 sec): 3 clusters Score: Raw -1470996.686986 + Penalty 3051.720146 = -1467944.966840 nChanged 61 SP:Iteration 31Q (3330.552989 sec): 3 clusters Score: Raw -1471018.587338 + Penalty 3051.720146 = -1467966.867193 nChanged 63 SP:Iteration 32Q (3330.616225 sec): 3 clusters Score: Raw -1471042.356732 + Penalty 3051.720146 = -1467990.636586 nChanged 72 SP:Iteration 33Q (3330.667033 sec): 3 clusters Score: Raw -1471067.243765 + Penalty 3051.720146 = -1468015.523620 nChanged 61 SP:Iteration 34Q (3330.731773 sec): 3 clusters Score: Raw -1471090.241917 + Penalty 3051.720146 = -1468038.521771 nChanged 58 SP:Iteration 35Q (3330.784302 sec): 3 clusters Score: Raw -1471112.471203 + Penalty 3051.720146 = -1468060.751057 nChanged 53 SP:Iteration 36Q (3330.854657 sec): 3 clusters Score: Raw -1471134.888317 + Penalty 3051.720146 = -1468083.168172 nChanged 46 SP:Iteration 37Q (3330.913585 sec): 3 clusters Score: Raw -1471151.740795 + Penalty 3051.720146 = -1468100.020649 nChanged 33 SP:Iteration 38Q (3330.967252 sec): 3 clusters Score: Raw -1471163.124473 + Penalty 3051.720146 = -1468111.404328 nChanged 29 SP:Iteration 39Q (3331.027443 sec): 3 clusters Score: Raw -1471172.764279 + Penalty 3051.720146 = -1468121.044134 nChanged 26 SP:Iteration 40F (3331.104586 sec): 3 clusters Score: Raw -1471179.371200 + Penalty 3051.720146 = -1468127.651054 nChanged 19 SP:Iteration 41Q (3331.167913 sec): 3 clusters Score: Raw -1471183.724718 + Penalty 3051.720146 = -1468132.004572 nChanged 19 SP:Iteration 42Q (3331.231845 sec): 3 clusters Score: Raw -1471189.290508 + Penalty 3051.720146 = -1468137.570362 nChanged 18 SP:Iteration 43Q (3331.296775 sec): 3 clusters Score: Raw -1471193.943438 + Penalty 3051.720146 = -1468142.223292 nChanged 24 SP:Iteration 44Q (3331.358526 sec): 3 clusters Score: Raw -1471198.887840 + Penalty 3051.720146 = -1468147.167695 nChanged 24 SP:Iteration 45Q (3331.422388 sec): 3 clusters Score: Raw -1471203.598656 + Penalty 3051.720146 = -1468151.878510 nChanged 16 SP:Iteration 46Q (3331.476845 sec): 3 clusters Score: Raw -1471208.633101 + Penalty 3051.720146 = -1468156.912955 nChanged 18 SP:Iteration 47Q (3331.542110 sec): 3 clusters Score: Raw -1471213.369895 + Penalty 3051.720146 = -1468161.649749 nChanged 17 SP:Iteration 48Q (3331.607939 sec): 3 clusters Score: Raw -1471217.733759 + Penalty 3051.720146 = -1468166.013613 nChanged 10 SP:Iteration 49Q (3331.658717 sec): 3 clusters Score: Raw -1471219.978809 + Penalty 3051.720146 = -1468168.258663 nChanged 9 SP:Iteration 50Q (3331.731084 sec): 3 clusters Score: Raw -1471222.744127 + Penalty 3051.720146 = -1468171.023982 nChanged 9 SP:Iteration 51Q (3331.791125 sec): 3 clusters Score: Raw -1471224.807582 + Penalty 3051.720146 = -1468173.087436 nChanged 10 SP:Iteration 52Q (3331.844788 sec): 3 clusters Score: Raw -1471227.568785 + Penalty 3051.720146 = -1468175.848639 nChanged 16 SP:Iteration 53Q (3331.919695 sec): 3 clusters Score: Raw -1471232.231348 + Penalty 3051.720146 = -1468180.511203 nChanged 20 SP:Iteration 54Q (3331.983216 sec): 3 clusters Score: Raw -1471237.562206 + Penalty 3051.720146 = -1468185.842060 nChanged 19 SP:Iteration 55Q (3332.033005 sec): 3 clusters Score: Raw -1471244.882359 + Penalty 3051.720146 = -1468193.162213 nChanged 29 SP:Iteration 56Q (3332.096183 sec): 3 clusters Score: Raw -1471257.779583 + Penalty 3051.720146 = -1468206.059437 nChanged 24 SP:Iteration 57Q (3332.159010 sec): 3 clusters Score: Raw -1471267.745526 + Penalty 3051.720146 = -1468216.025380 nChanged 30 SP:Iteration 58Q (3332.219395 sec): 3 clusters Score: Raw -1471277.945306 + Penalty 3051.720146 = -1468226.225161 nChanged 29 SP:Iteration 59Q (3332.275396 sec): 3 clusters Score: Raw -1471287.600490 + Penalty 3051.720146 = -1468235.880345 nChanged 20 SP:Iteration 60F (3332.337100 sec): 3 clusters Score: Raw -1471294.648027 + Penalty 3051.720146 = -1468242.927881 nChanged 14 SP:Iteration 61Q (3332.399864 sec): 3 clusters Score: Raw -1471300.715855 + Penalty 3051.720146 = -1468248.995709 nChanged 10 SP:Iteration 62Q (3332.448802 sec): 3 clusters Score: Raw -1471304.289212 + Penalty 3051.720146 = -1468252.569067 nChanged 12 SP:Iteration 63Q (3332.509527 sec): 3 clusters Score: Raw -1471308.575929 + Penalty 3051.720146 = -1468256.855783 nChanged 11 SP:Iteration 64Q (3332.571567 sec): 3 clusters Score: Raw -1471313.538262 + Penalty 3051.720146 = -1468261.818116 nChanged 11 SP:Iteration 65Q (3332.626399 sec): 3 clusters Score: Raw -1471318.363707 + Penalty 3051.720146 = -1468266.643561 nChanged 9 SP:Iteration 66Q (3332.684568 sec): 3 clusters Score: Raw -1471322.910493 + Penalty 3051.720146 = -1468271.190347 nChanged 13 SP:Iteration 67Q (3332.748626 sec): 3 clusters Score: Raw -1471328.409142 + Penalty 3051.720146 = -1468276.688996 nChanged 8 SP:Iteration 68Q (3332.813262 sec): 3 clusters Score: Raw -1471331.100949 + Penalty 3051.720146 = -1468279.380803 nChanged 7 SP:Iteration 69Q (3332.866306 sec): 3 clusters Score: Raw -1471333.866532 + Penalty 3051.720146 = -1468282.146386 nChanged 5 SP:Iteration 70Q (3332.929742 sec): 3 clusters Score: Raw -1471335.369456 + Penalty 3051.720146 = -1468283.649310 nChanged 3 SP:Iteration 71Q (3332.995512 sec): 3 clusters Score: Raw -1471336.837726 + Penalty 3051.720146 = -1468285.117580 nChanged 3 SP:Iteration 72Q (3333.050208 sec): 3 clusters Score: Raw -1471337.745679 + Penalty 3051.720146 = -1468286.025533 nChanged 3 SP:Iteration 73Q (3333.120528 sec): 3 clusters Score: Raw -1471338.713132 + Penalty 3051.720146 = -1468286.992987 nChanged 5 SP:Iteration 74Q (3333.166007 sec): 3 clusters Score: Raw -1471339.852254 + Penalty 3051.720146 = -1468288.132108 nChanged 6 SP:Iteration 75Q (3333.235070 sec): 3 clusters Score: Raw -1471341.744183 + Penalty 3051.720146 = -1468290.024038 nChanged 8 SP:Iteration 76Q (3333.292831 sec): 3 clusters Score: Raw -1471343.592013 + Penalty 3051.720146 = -1468291.871868 nChanged 3 SP:Iteration 77Q (3333.367291 sec): 3 clusters Score: Raw -1471344.876556 + Penalty 3051.720146 = -1468293.156410 nChanged 4 SP:Iteration 78Q (3333.427779 sec): 3 clusters Score: Raw -1471345.891465 + Penalty 3051.720146 = -1468294.171319 nChanged 0 SP:Iteration 79F (3333.482810 sec): 3 clusters Score: Raw -1471345.891465 + Penalty 3051.720146 = -1468294.171319 nChanged 0 Trying to split cluster 5 (4088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3333.524619 sec): 2 clusters Score: Raw -465259.925588 + Penalty 1351.319309 = -463908.606279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3333.567819 sec): 3 clusters Score: Raw -463170.430654 + Penalty 2702.638618 = -460467.792036 nChanged 1685 SP:Iteration 1F (3333.623895 sec): 3 clusters Score: Raw -464318.957657 + Penalty 2702.638618 = -461616.319040 nChanged 384 SP:Iteration 2F (3333.667687 sec): 3 clusters Score: Raw -464706.423429 + Penalty 2702.638618 = -462003.784811 nChanged 355 SP:Iteration 3F (3333.723848 sec): 3 clusters Score: Raw -465050.239343 + Penalty 2702.638618 = -462347.600725 nChanged 285 SP:Iteration 4F (3333.770679 sec): 3 clusters Score: Raw -465256.430280 + Penalty 2702.638618 = -462553.791662 nChanged 182 SP:Iteration 5Q (3333.821888 sec): 3 clusters Score: Raw -465393.436456 + Penalty 2702.638618 = -462690.797839 nChanged 175 SP:Iteration 6Q (3333.874000 sec): 3 clusters Score: Raw -465519.865205 + Penalty 2702.638618 = -462817.226587 nChanged 125 SP:Iteration 7Q (3333.925482 sec): 3 clusters Score: Raw -465604.939007 + Penalty 2702.638618 = -462902.300389 nChanged 102 SP:Iteration 8Q (3333.980224 sec): 3 clusters Score: Raw -465669.696327 + Penalty 2702.638618 = -462967.057709 nChanged 95 SP:Iteration 9Q (3334.036305 sec): 3 clusters Score: Raw -465741.704584 + Penalty 2702.638618 = -463039.065966 nChanged 90 SP:Iteration 10Q (3334.080590 sec): 3 clusters Score: Raw -465803.384446 + Penalty 2702.638618 = -463100.745829 nChanged 65 SP:Iteration 11Q (3334.123173 sec): 3 clusters Score: Raw -465843.399014 + Penalty 2702.638618 = -463140.760396 nChanged 35 SP:Iteration 12Q (3334.170728 sec): 3 clusters Score: Raw -465863.296438 + Penalty 2702.638618 = -463160.657820 nChanged 30 SP:Iteration 13Q (3334.218558 sec): 3 clusters Score: Raw -465880.525826 + Penalty 2702.638618 = -463177.887208 nChanged 28 SP:Iteration 14Q (3334.275480 sec): 3 clusters Score: Raw -465896.037224 + Penalty 2702.638618 = -463193.398606 nChanged 17 SP:Iteration 15Q (3334.322463 sec): 3 clusters Score: Raw -465905.135775 + Penalty 2702.638618 = -463202.497157 nChanged 16 SP:Iteration 16Q (3334.365069 sec): 3 clusters Score: Raw -465913.360905 + Penalty 2702.638618 = -463210.722287 nChanged 15 SP:Iteration 17Q (3334.413992 sec): 3 clusters Score: Raw -465923.012316 + Penalty 2702.638618 = -463220.373698 nChanged 16 SP:Iteration 18Q (3334.462222 sec): 3 clusters Score: Raw -465934.951268 + Penalty 2702.638618 = -463232.312650 nChanged 15 SP:Iteration 19Q (3334.504595 sec): 3 clusters Score: Raw -465949.081892 + Penalty 2702.638618 = -463246.443274 nChanged 14 SP:Iteration 20F (3334.553970 sec): 3 clusters Score: Raw -465961.168476 + Penalty 2702.638618 = -463258.529858 nChanged 17 SP:Iteration 21Q (3334.602327 sec): 3 clusters Score: Raw -465980.959570 + Penalty 2702.638618 = -463278.320952 nChanged 20 SP:Iteration 22Q (3334.655130 sec): 3 clusters Score: Raw -465998.666575 + Penalty 2702.638618 = -463296.027957 nChanged 13 SP:Iteration 23Q (3334.710492 sec): 3 clusters Score: Raw -466015.728728 + Penalty 2702.638618 = -463313.090111 nChanged 11 SP:Iteration 24Q (3334.749864 sec): 3 clusters Score: Raw -466027.495186 + Penalty 2702.638618 = -463324.856568 nChanged 5 SP:Iteration 25Q (3334.800454 sec): 3 clusters Score: Raw -466032.409219 + Penalty 2702.638618 = -463329.770601 nChanged 7 SP:Iteration 26Q (3334.862529 sec): 3 clusters Score: Raw -466036.635962 + Penalty 2702.638618 = -463333.997344 nChanged 4 SP:Iteration 27Q (3334.907358 sec): 3 clusters Score: Raw -466038.175860 + Penalty 2702.638618 = -463335.537242 nChanged 4 SP:Iteration 28Q (3334.952579 sec): 3 clusters Score: Raw -466040.739435 + Penalty 2702.638618 = -463338.100817 nChanged 0 SP:Iteration 29F (3335.004659 sec): 3 clusters Score: Raw -466040.739435 + Penalty 2702.638618 = -463338.100817 nChanged 0 Trying to split cluster 6 (11558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3335.053330 sec): 2 clusters Score: Raw -1396823.304363 + Penalty 1520.209131 = -1395303.095231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3335.107052 sec): 3 clusters Score: Raw -1390207.720594 + Penalty 3040.418263 = -1387167.302331 nChanged 5021 SP:Iteration 1F (3335.173734 sec): 3 clusters Score: Raw -1392887.054962 + Penalty 3040.418263 = -1389846.636699 nChanged 597 SP:Iteration 2F (3335.230612 sec): 3 clusters Score: Raw -1393094.594414 + Penalty 3040.418263 = -1390054.176152 nChanged 471 SP:Iteration 3Q (3335.301672 sec): 3 clusters Score: Raw -1393257.666428 + Penalty 3040.418263 = -1390217.248165 nChanged 432 SP:Iteration 4Q (3335.358180 sec): 3 clusters Score: Raw -1393398.888739 + Penalty 3040.418263 = -1390358.470476 nChanged 365 SP:Iteration 5Q (3335.424753 sec): 3 clusters Score: Raw -1393531.200492 + Penalty 3040.418263 = -1390490.782229 nChanged 397 SP:Iteration 6Q (3335.502294 sec): 3 clusters Score: Raw -1393696.408419 + Penalty 3040.418263 = -1390655.990156 nChanged 431 SP:Iteration 7Q (3335.558201 sec): 3 clusters Score: Raw -1393885.910283 + Penalty 3040.418263 = -1390845.492020 nChanged 467 SP:Iteration 8Q (3335.630747 sec): 3 clusters Score: Raw -1394128.109790 + Penalty 3040.418263 = -1391087.691528 nChanged 532 SP:Iteration 9Q (3335.695765 sec): 3 clusters Score: Raw -1394448.868193 + Penalty 3040.418263 = -1391408.449930 nChanged 623 SP:Iteration 10F (3335.756252 sec): 3 clusters Score: Raw -1394874.364647 + Penalty 3040.418263 = -1391833.946384 nChanged 623 SP:Iteration 11F (3335.814996 sec): 3 clusters Score: Raw -1395353.468047 + Penalty 3040.418263 = -1392313.049784 nChanged 580 SP:Iteration 12F (3335.878989 sec): 3 clusters Score: Raw -1395861.461365 + Penalty 3040.418263 = -1392821.043102 nChanged 487 SP:Iteration 13Q (3335.937129 sec): 3 clusters Score: Raw -1396279.662457 + Penalty 3040.418263 = -1393239.244194 nChanged 320 SP:Iteration 14Q (3336.004688 sec): 3 clusters Score: Raw -1396565.002314 + Penalty 3040.418263 = -1393524.584051 nChanged 202 SP:Iteration 15Q (3336.067348 sec): 3 clusters Score: Raw -1396736.328924 + Penalty 3040.418263 = -1393695.910661 nChanged 121 SP:Iteration 16Q (3336.117328 sec): 3 clusters Score: Raw -1396845.539730 + Penalty 3040.418263 = -1393805.121467 nChanged 83 SP:Iteration 17Q (3336.183161 sec): 3 clusters Score: Raw -1396933.091987 + Penalty 3040.418263 = -1393892.673724 nChanged 50 SP:Iteration 18Q (3336.239891 sec): 3 clusters Score: Raw -1396985.566541 + Penalty 3040.418263 = -1393945.148278 nChanged 24 SP:Iteration 19Q (3336.299357 sec): 3 clusters Score: Raw -1397008.521121 + Penalty 3040.418263 = -1393968.102858 nChanged 13 SP:Iteration 20F (3336.352425 sec): 3 clusters Score: Raw -1397020.767183 + Penalty 3040.418263 = -1393980.348920 nChanged 7 SP:Iteration 21Q (3336.416892 sec): 3 clusters Score: Raw -1397026.232104 + Penalty 3040.418263 = -1393985.813841 nChanged 8 SP:Iteration 22Q (3336.469548 sec): 3 clusters Score: Raw -1397034.050021 + Penalty 3040.418263 = -1393993.631758 nChanged 6 SP:Iteration 23Q (3336.530380 sec): 3 clusters Score: Raw -1397039.053071 + Penalty 3040.418263 = -1393998.634808 nChanged 6 SP:Iteration 24Q (3336.595231 sec): 3 clusters Score: Raw -1397045.658039 + Penalty 3040.418263 = -1394005.239776 nChanged 5 SP:Iteration 25Q (3336.657257 sec): 3 clusters Score: Raw -1397050.962886 + Penalty 3040.418263 = -1394010.544623 nChanged 6 SP:Iteration 26Q (3336.719071 sec): 3 clusters Score: Raw -1397055.113627 + Penalty 3040.418263 = -1394014.695364 nChanged 4 SP:Iteration 27Q (3336.769151 sec): 3 clusters Score: Raw -1397057.676694 + Penalty 3040.418263 = -1394017.258431 nChanged 0 SP:Iteration 28F (3336.841256 sec): 3 clusters Score: Raw -1397057.676694 + Penalty 3040.418263 = -1394017.258431 nChanged 0 Trying to split cluster 7 (89225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3336.988775 sec): 2 clusters Score: Raw -10761774.173068 + Penalty 1852.323939 = -10759921.849129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3337.189785 sec): 3 clusters Score: Raw -10704075.418477 + Penalty 3704.647878 = -10700370.770599 nChanged 42439 SP:Iteration 1F (3337.382371 sec): 3 clusters Score: Raw -10728838.510349 + Penalty 3704.647878 = -10725133.862471 nChanged 3186 SP:Iteration 2Q (3337.602965 sec): 3 clusters Score: Raw -10729732.664644 + Penalty 3704.647878 = -10726028.016765 nChanged 3469 SP:Iteration 3Q (3337.819135 sec): 3 clusters Score: Raw -10730895.725342 + Penalty 3704.647878 = -10727191.077464 nChanged 3791 SP:Iteration 4Q (3338.017810 sec): 3 clusters Score: Raw -10732359.591257 + Penalty 3704.647878 = -10728654.943379 nChanged 4135 SP:Iteration 5Q (3338.233081 sec): 3 clusters Score: Raw -10734239.724677 + Penalty 3704.647878 = -10730535.076799 nChanged 4477 SP:Iteration 6F (3338.427561 sec): 3 clusters Score: Raw -10736655.357032 + Penalty 3704.647878 = -10732950.709154 nChanged 4934 SP:Iteration 7F (3338.609042 sec): 3 clusters Score: Raw -10739709.506447 + Penalty 3704.647878 = -10736004.858569 nChanged 4948 SP:Iteration 8F (3338.811004 sec): 3 clusters Score: Raw -10743043.750063 + Penalty 3704.647878 = -10739339.102185 nChanged 4663 SP:Iteration 9F (3339.012761 sec): 3 clusters Score: Raw -10745809.391406 + Penalty 3704.647878 = -10742104.743528 nChanged 3669 SP:Iteration 10Q (3339.211911 sec): 3 clusters Score: Raw -10747430.609920 + Penalty 3704.647878 = -10743725.962042 nChanged 2597 SP:Iteration 11Q (3339.402744 sec): 3 clusters Score: Raw -10748222.024561 + Penalty 3704.647878 = -10744517.376682 nChanged 1675 SP:Iteration 12Q (3339.596095 sec): 3 clusters Score: Raw -10748636.442082 + Penalty 3704.647878 = -10744931.794203 nChanged 1275 SP:Iteration 13Q (3339.797841 sec): 3 clusters Score: Raw -10748929.334570 + Penalty 3704.647878 = -10745224.686691 nChanged 1171 SP:Iteration 14Q (3339.991328 sec): 3 clusters Score: Raw -10749223.383665 + Penalty 3704.647878 = -10745518.735787 nChanged 1214 SP:Iteration 15Q (3340.197120 sec): 3 clusters Score: Raw -10749532.788781 + Penalty 3704.647878 = -10745828.140903 nChanged 1263 SP:Iteration 16Q (3340.397102 sec): 3 clusters Score: Raw -10749894.016228 + Penalty 3704.647878 = -10746189.368350 nChanged 1398 SP:Iteration 17Q (3340.592733 sec): 3 clusters Score: Raw -10750342.287862 + Penalty 3704.647878 = -10746637.639984 nChanged 1507 SP:Iteration 18Q (3340.779048 sec): 3 clusters Score: Raw -10750868.024998 + Penalty 3704.647878 = -10747163.377119 nChanged 1557 SP:Iteration 19Q (3340.962136 sec): 3 clusters Score: Raw -10751450.282226 + Penalty 3704.647878 = -10747745.634348 nChanged 1543 SP:Iteration 20F (3341.136661 sec): 3 clusters Score: Raw -10752041.938922 + Penalty 3704.647878 = -10748337.291043 nChanged 1565 SP:Iteration 21Q (3341.334349 sec): 3 clusters Score: Raw -10752674.621556 + Penalty 3704.647878 = -10748969.973678 nChanged 1591 SP:Iteration 22Q (3341.525556 sec): 3 clusters Score: Raw -10753377.442114 + Penalty 3704.647878 = -10749672.794236 nChanged 1592 SP:Iteration 23Q (3341.717542 sec): 3 clusters Score: Raw -10754086.683499 + Penalty 3704.647878 = -10750382.035621 nChanged 1526 SP:Iteration 24Q (3341.910636 sec): 3 clusters Score: Raw -10754781.701139 + Penalty 3704.647878 = -10751077.053261 nChanged 1452 SP:Iteration 25Q (3342.093530 sec): 3 clusters Score: Raw -10755495.503013 + Penalty 3704.647878 = -10751790.855135 nChanged 1425 SP:Iteration 26Q (3342.267124 sec): 3 clusters Score: Raw -10756200.333205 + Penalty 3704.647878 = -10752495.685326 nChanged 1325 SP:Iteration 27Q (3342.452983 sec): 3 clusters Score: Raw -10756867.511952 + Penalty 3704.647878 = -10753162.864073 nChanged 1228 SP:Iteration 28Q (3342.618281 sec): 3 clusters Score: Raw -10757454.711800 + Penalty 3704.647878 = -10753750.063921 nChanged 1082 SP:Iteration 29Q (3342.775127 sec): 3 clusters Score: Raw -10757952.730196 + Penalty 3704.647878 = -10754248.082317 nChanged 989 SP:Iteration 30Q (3342.939671 sec): 3 clusters Score: Raw -10758404.609324 + Penalty 3704.647878 = -10754699.961446 nChanged 843 SP:Iteration 31Q (3343.114840 sec): 3 clusters Score: Raw -10758786.061595 + Penalty 3704.647878 = -10755081.413717 nChanged 799 SP:Iteration 32Q (3343.288451 sec): 3 clusters Score: Raw -10759160.709345 + Penalty 3704.647878 = -10755456.061467 nChanged 750 SP:Iteration 33Q (3343.467356 sec): 3 clusters Score: Raw -10759527.420721 + Penalty 3704.647878 = -10755822.772843 nChanged 709 SP:Iteration 34Q (3343.633258 sec): 3 clusters Score: Raw -10759880.466318 + Penalty 3704.647878 = -10756175.818440 nChanged 659 SP:Iteration 35Q (3343.813120 sec): 3 clusters Score: Raw -10760233.541525 + Penalty 3704.647878 = -10756528.893647 nChanged 581 SP:Iteration 36Q (3343.995658 sec): 3 clusters Score: Raw -10760548.368687 + Penalty 3704.647878 = -10756843.720808 nChanged 521 SP:Iteration 37Q (3344.158009 sec): 3 clusters Score: Raw -10760834.939093 + Penalty 3704.647878 = -10757130.291215 nChanged 459 SP:Iteration 38Q (3344.324705 sec): 3 clusters Score: Raw -10761088.289605 + Penalty 3704.647878 = -10757383.641727 nChanged 383 SP:Iteration 39Q (3344.492032 sec): 3 clusters Score: Raw -10761288.817359 + Penalty 3704.647878 = -10757584.169481 nChanged 292 SP:Iteration 40F (3344.699469 sec): 3 clusters Score: Raw -10761433.972611 + Penalty 3704.647878 = -10757729.324732 nChanged 237 SP:Iteration 41Q (3344.865525 sec): 3 clusters Score: Raw -10761554.929309 + Penalty 3704.647878 = -10757850.281430 nChanged 205 SP:Iteration 42Q (3345.032790 sec): 3 clusters Score: Raw -10761657.240227 + Penalty 3704.647878 = -10757952.592349 nChanged 162 SP:Iteration 43Q (3345.192875 sec): 3 clusters Score: Raw -10761743.083312 + Penalty 3704.647878 = -10758038.435434 nChanged 142 SP:Iteration 44Q (3345.357299 sec): 3 clusters Score: Raw -10761812.552501 + Penalty 3704.647878 = -10758107.904623 nChanged 105 SP:Iteration 45Q (3345.517889 sec): 3 clusters Score: Raw -10761867.795716 + Penalty 3704.647878 = -10758163.147837 nChanged 101 SP:Iteration 46Q (3345.692592 sec): 3 clusters Score: Raw -10761918.668515 + Penalty 3704.647878 = -10758214.020637 nChanged 63 SP:Iteration 47Q (3345.856728 sec): 3 clusters Score: Raw -10761948.564416 + Penalty 3704.647878 = -10758243.916537 nChanged 51 SP:Iteration 48Q (3346.017245 sec): 3 clusters Score: Raw -10761970.769855 + Penalty 3704.647878 = -10758266.121977 nChanged 44 SP:Iteration 49Q (3346.191174 sec): 3 clusters Score: Raw -10761994.319194 + Penalty 3704.647878 = -10758289.671316 nChanged 39 SP:Iteration 50Q (3346.350656 sec): 3 clusters Score: Raw -10762013.364463 + Penalty 3704.647878 = -10758308.716584 nChanged 35 SP:Iteration 51Q (3346.503678 sec): 3 clusters Score: Raw -10762027.649991 + Penalty 3704.647878 = -10758323.002113 nChanged 22 SP:Iteration 52Q (3346.671283 sec): 3 clusters Score: Raw -10762037.409042 + Penalty 3704.647878 = -10758332.761164 nChanged 17 SP:Iteration 53Q (3346.831384 sec): 3 clusters Score: Raw -10762045.640808 + Penalty 3704.647878 = -10758340.992929 nChanged 16 SP:Iteration 54Q (3346.992624 sec): 3 clusters Score: Raw -10762052.566817 + Penalty 3704.647878 = -10758347.918939 nChanged 14 SP:Iteration 55Q (3347.172977 sec): 3 clusters Score: Raw -10762059.046347 + Penalty 3704.647878 = -10758354.398469 nChanged 14 SP:Iteration 56Q (3347.339199 sec): 3 clusters Score: Raw -10762065.779434 + Penalty 3704.647878 = -10758361.131556 nChanged 11 SP:Iteration 57Q (3347.501219 sec): 3 clusters Score: Raw -10762070.003490 + Penalty 3704.647878 = -10758365.355611 nChanged 9 SP:Iteration 58Q (3347.665555 sec): 3 clusters Score: Raw -10762073.965380 + Penalty 3704.647878 = -10758369.317502 nChanged 6 SP:Iteration 59Q (3347.830850 sec): 3 clusters Score: Raw -10762076.263612 + Penalty 3704.647878 = -10758371.615734 nChanged 6 SP:Iteration 60F (3348.024065 sec): 3 clusters Score: Raw -10762078.622710 + Penalty 3704.647878 = -10758373.974832 nChanged 2 SP:Iteration 61Q (3348.197274 sec): 3 clusters Score: Raw -10762079.103923 + Penalty 3704.647878 = -10758374.456045 nChanged 0 SP:Iteration 62F (3348.391678 sec): 3 clusters Score: Raw -10762079.103923 + Penalty 3704.647878 = -10758374.456045 nChanged 0 Trying to split cluster 8 (3422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3348.431332 sec): 2 clusters Score: Raw -345148.795807 + Penalty 1322.421824 = -343826.373983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3348.487030 sec): 3 clusters Score: Raw -343567.893159 + Penalty 2644.843648 = -340923.049511 nChanged 1333 SP:Iteration 1F (3348.539409 sec): 3 clusters Score: Raw -344661.809283 + Penalty 2644.843648 = -342016.965635 nChanged 372 SP:Iteration 2F (3348.582277 sec): 3 clusters Score: Raw -345096.015499 + Penalty 2644.843648 = -342451.171852 nChanged 308 SP:Iteration 3F (3348.634119 sec): 3 clusters Score: Raw -345489.888391 + Penalty 2644.843648 = -342845.044743 nChanged 210 SP:Iteration 4F (3348.689618 sec): 3 clusters Score: Raw -345672.513068 + Penalty 2644.843648 = -343027.669420 nChanged 164 SP:Iteration 5Q (3348.743926 sec): 3 clusters Score: Raw -345788.749336 + Penalty 2644.843648 = -343143.905689 nChanged 114 SP:Iteration 6Q (3348.794365 sec): 3 clusters Score: Raw -345859.730362 + Penalty 2644.843648 = -343214.886714 nChanged 84 SP:Iteration 7Q (3348.849629 sec): 3 clusters Score: Raw -345903.930242 + Penalty 2644.843648 = -343259.086594 nChanged 63 SP:Iteration 8Q (3348.908330 sec): 3 clusters Score: Raw -345934.339946 + Penalty 2644.843648 = -343289.496298 nChanged 54 SP:Iteration 9Q (3348.951059 sec): 3 clusters Score: Raw -345956.737803 + Penalty 2644.843648 = -343311.894155 nChanged 38 SP:Iteration 10Q (3349.013365 sec): 3 clusters Score: Raw -345976.446211 + Penalty 2644.843648 = -343331.602563 nChanged 34 SP:Iteration 11Q (3349.060454 sec): 3 clusters Score: Raw -345993.012742 + Penalty 2644.843648 = -343348.169095 nChanged 26 SP:Iteration 12Q (3349.112722 sec): 3 clusters Score: Raw -346005.702087 + Penalty 2644.843648 = -343360.858439 nChanged 24 SP:Iteration 13Q (3349.164763 sec): 3 clusters Score: Raw -346014.362599 + Penalty 2644.843648 = -343369.518951 nChanged 9 SP:Iteration 14Q (3349.225804 sec): 3 clusters Score: Raw -346017.527624 + Penalty 2644.843648 = -343372.683976 nChanged 6 SP:Iteration 15Q (3349.281929 sec): 3 clusters Score: Raw -346019.862971 + Penalty 2644.843648 = -343375.019323 nChanged 8 SP:Iteration 16Q (3349.334716 sec): 3 clusters Score: Raw -346022.593597 + Penalty 2644.843648 = -343377.749950 nChanged 10 SP:Iteration 17Q (3349.381894 sec): 3 clusters Score: Raw -346025.939409 + Penalty 2644.843648 = -343381.095761 nChanged 14 SP:Iteration 18Q (3349.428571 sec): 3 clusters Score: Raw -346029.804933 + Penalty 2644.843648 = -343384.961286 nChanged 10 SP:Iteration 19Q (3349.475971 sec): 3 clusters Score: Raw -346032.222218 + Penalty 2644.843648 = -343387.378570 nChanged 5 SP:Iteration 20F (3349.529104 sec): 3 clusters Score: Raw -346032.947633 + Penalty 2644.843648 = -343388.103985 nChanged 3 SP:Iteration 21Q (3349.569383 sec): 3 clusters Score: Raw -346033.515290 + Penalty 2644.843648 = -343388.671643 nChanged 2 SP:Iteration 22Q (3349.622104 sec): 3 clusters Score: Raw -346034.129012 + Penalty 2644.843648 = -343389.285364 nChanged 1 SP:Iteration 23Q (3349.670118 sec): 3 clusters Score: Raw -346034.400727 + Penalty 2644.843648 = -343389.557079 nChanged 3 SP:Iteration 24Q (3349.706495 sec): 3 clusters Score: Raw -346035.221149 + Penalty 2644.843648 = -343390.377501 nChanged 4 SP:Iteration 25Q (3349.764106 sec): 3 clusters Score: Raw -346036.095900 + Penalty 2644.843648 = -343391.252253 nChanged 4 SP:Iteration 26Q (3349.800825 sec): 3 clusters Score: Raw -346037.708284 + Penalty 2644.843648 = -343392.864636 nChanged 6 SP:Iteration 27Q (3349.847504 sec): 3 clusters Score: Raw -346038.686259 + Penalty 2644.843648 = -343393.842611 nChanged 0 SP:Iteration 28F (3349.904288 sec): 3 clusters Score: Raw -346038.686259 + Penalty 2644.843648 = -343393.842611 nChanged 0 Trying to split cluster 9 (12774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3349.946954 sec): 2 clusters Score: Raw -1492895.169626 + Penalty 1536.464659 = -1491358.704966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3350.003628 sec): 3 clusters Score: Raw -1485366.163667 + Penalty 3072.929319 = -1482293.234349 nChanged 5648 SP:Iteration 1F (3350.070052 sec): 3 clusters Score: Raw -1488737.313342 + Penalty 3072.929319 = -1485664.384023 nChanged 1042 SP:Iteration 2F (3350.128932 sec): 3 clusters Score: Raw -1489509.304212 + Penalty 3072.929319 = -1486436.374893 nChanged 1052 SP:Iteration 3F (3350.201861 sec): 3 clusters Score: Raw -1490330.999222 + Penalty 3072.929319 = -1487258.069904 nChanged 1059 SP:Iteration 4F (3350.263643 sec): 3 clusters Score: Raw -1491145.885181 + Penalty 3072.929319 = -1488072.955862 nChanged 876 SP:Iteration 5F (3350.336884 sec): 3 clusters Score: Raw -1491782.955248 + Penalty 3072.929319 = -1488710.025930 nChanged 718 SP:Iteration 6F (3350.405938 sec): 3 clusters Score: Raw -1492216.349378 + Penalty 3072.929319 = -1489143.420060 nChanged 457 SP:Iteration 7Q (3350.475008 sec): 3 clusters Score: Raw -1492469.763651 + Penalty 3072.929319 = -1489396.834332 nChanged 307 SP:Iteration 8Q (3350.545398 sec): 3 clusters Score: Raw -1492634.434350 + Penalty 3072.929319 = -1489561.505031 nChanged 226 SP:Iteration 9Q (3350.609490 sec): 3 clusters Score: Raw -1492741.064486 + Penalty 3072.929319 = -1489668.135167 nChanged 177 SP:Iteration 10Q (3350.669912 sec): 3 clusters Score: Raw -1492821.050286 + Penalty 3072.929319 = -1489748.120968 nChanged 134 SP:Iteration 11Q (3350.742083 sec): 3 clusters Score: Raw -1492880.530584 + Penalty 3072.929319 = -1489807.601266 nChanged 113 SP:Iteration 12Q (3350.807190 sec): 3 clusters Score: Raw -1492920.714369 + Penalty 3072.929319 = -1489847.785050 nChanged 95 SP:Iteration 13Q (3350.875660 sec): 3 clusters Score: Raw -1492952.916853 + Penalty 3072.929319 = -1489879.987535 nChanged 90 SP:Iteration 14Q (3350.935485 sec): 3 clusters Score: Raw -1492985.034318 + Penalty 3072.929319 = -1489912.105000 nChanged 97 SP:Iteration 15Q (3351.009395 sec): 3 clusters Score: Raw -1493017.388873 + Penalty 3072.929319 = -1489944.459555 nChanged 83 SP:Iteration 16Q (3351.067368 sec): 3 clusters Score: Raw -1493045.222613 + Penalty 3072.929319 = -1489972.293294 nChanged 79 SP:Iteration 17Q (3351.141670 sec): 3 clusters Score: Raw -1493072.828866 + Penalty 3072.929319 = -1489999.899547 nChanged 80 SP:Iteration 18Q (3351.200539 sec): 3 clusters Score: Raw -1493102.249693 + Penalty 3072.929319 = -1490029.320374 nChanged 73 SP:Iteration 19Q (3351.274119 sec): 3 clusters Score: Raw -1493130.931253 + Penalty 3072.929319 = -1490058.001935 nChanged 75 SP:Iteration 20F (3351.337426 sec): 3 clusters Score: Raw -1493162.484470 + Penalty 3072.929319 = -1490089.555151 nChanged 68 SP:Iteration 21Q (3351.396342 sec): 3 clusters Score: Raw -1493195.477279 + Penalty 3072.929319 = -1490122.547960 nChanged 71 SP:Iteration 22Q (3351.457164 sec): 3 clusters Score: Raw -1493250.563644 + Penalty 3072.929319 = -1490177.634325 nChanged 88 SP:Iteration 23Q (3351.524385 sec): 3 clusters Score: Raw -1493324.717892 + Penalty 3072.929319 = -1490251.788573 nChanged 84 SP:Iteration 24Q (3351.590847 sec): 3 clusters Score: Raw -1493419.063252 + Penalty 3072.929319 = -1490346.133933 nChanged 84 SP:Iteration 25Q (3351.647253 sec): 3 clusters Score: Raw -1493495.235212 + Penalty 3072.929319 = -1490422.305893 nChanged 68 SP:Iteration 26Q (3351.708921 sec): 3 clusters Score: Raw -1493537.693724 + Penalty 3072.929319 = -1490464.764406 nChanged 69 SP:Iteration 27Q (3351.770476 sec): 3 clusters Score: Raw -1493581.781369 + Penalty 3072.929319 = -1490508.852050 nChanged 43 SP:Iteration 28Q (3351.832919 sec): 3 clusters Score: Raw -1493605.693432 + Penalty 3072.929319 = -1490532.764114 nChanged 44 SP:Iteration 29Q (3351.897884 sec): 3 clusters Score: Raw -1493623.828723 + Penalty 3072.929319 = -1490550.899404 nChanged 33 SP:Iteration 30Q (3351.960223 sec): 3 clusters Score: Raw -1493642.088770 + Penalty 3072.929319 = -1490569.159452 nChanged 29 SP:Iteration 31Q (3352.015611 sec): 3 clusters Score: Raw -1493656.538651 + Penalty 3072.929319 = -1490583.609333 nChanged 27 SP:Iteration 32Q (3352.088025 sec): 3 clusters Score: Raw -1493668.818434 + Penalty 3072.929319 = -1490595.889116 nChanged 18 SP:Iteration 33Q (3352.155543 sec): 3 clusters Score: Raw -1493674.018348 + Penalty 3072.929319 = -1490601.089030 nChanged 12 SP:Iteration 34Q (3352.212143 sec): 3 clusters Score: Raw -1493677.185337 + Penalty 3072.929319 = -1490604.256019 nChanged 9 SP:Iteration 35Q (3352.272559 sec): 3 clusters Score: Raw -1493679.564458 + Penalty 3072.929319 = -1490606.635139 nChanged 7 SP:Iteration 36Q (3352.334196 sec): 3 clusters Score: Raw -1493681.275414 + Penalty 3072.929319 = -1490608.346095 nChanged 7 SP:Iteration 37Q (3352.390071 sec): 3 clusters Score: Raw -1493682.587770 + Penalty 3072.929319 = -1490609.658451 nChanged 6 SP:Iteration 38Q (3352.468071 sec): 3 clusters Score: Raw -1493683.639813 + Penalty 3072.929319 = -1490610.710494 nChanged 3 SP:Iteration 39Q (3352.524415 sec): 3 clusters Score: Raw -1493683.950603 + Penalty 3072.929319 = -1490611.021284 nChanged 2 SP:Iteration 40F (3352.588993 sec): 3 clusters Score: Raw -1493684.180804 + Penalty 3072.929319 = -1490611.251486 nChanged 1 SP:Iteration 41Q (3352.653829 sec): 3 clusters Score: Raw -1493684.339221 + Penalty 3072.929319 = -1490611.409902 nChanged 3 SP:Iteration 42Q (3352.719543 sec): 3 clusters Score: Raw -1493685.105035 + Penalty 3072.929319 = -1490612.175717 nChanged 2 SP:Iteration 43Q (3352.779262 sec): 3 clusters Score: Raw -1493685.338678 + Penalty 3072.929319 = -1490612.409359 nChanged 2 SP:Iteration 44Q (3352.840151 sec): 3 clusters Score: Raw -1493685.568012 + Penalty 3072.929319 = -1490612.638693 nChanged 0 SP:Iteration 45F (3352.906733 sec): 3 clusters Score: Raw -1493685.568012 + Penalty 3072.929319 = -1490612.638693 nChanged 0 Trying to split cluster 10 (828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3352.932046 sec): 2 clusters Score: Raw -100828.159529 + Penalty 1091.839638 = -99736.319892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3352.991512 sec): 3 clusters Score: Raw -100577.449233 + Penalty 2183.679275 = -98393.769958 nChanged 244 SP:Iteration 1F (3353.039687 sec): 3 clusters Score: Raw -100772.934961 + Penalty 2183.679275 = -98589.255686 nChanged 54 SP:Iteration 2F (3353.082355 sec): 3 clusters Score: Raw -100820.457311 + Penalty 2183.679275 = -98636.778036 nChanged 26 SP:Iteration 3Q (3353.126091 sec): 3 clusters Score: Raw -100851.086197 + Penalty 2183.679275 = -98667.406922 nChanged 19 SP:Iteration 4Q (3353.155024 sec): 3 clusters Score: Raw -100872.485024 + Penalty 2183.679275 = -98688.805749 nChanged 16 SP:Iteration 5Q (3353.200380 sec): 3 clusters Score: Raw -100891.009447 + Penalty 2183.679275 = -98707.330172 nChanged 13 SP:Iteration 6Q (3353.237754 sec): 3 clusters Score: Raw -100907.960072 + Penalty 2183.679275 = -98724.280797 nChanged 8 SP:Iteration 7Q (3353.282860 sec): 3 clusters Score: Raw -100912.908811 + Penalty 2183.679275 = -98729.229536 nChanged 2 SP:Iteration 8Q (3353.322487 sec): 3 clusters Score: Raw -100914.132200 + Penalty 2183.679275 = -98730.452925 nChanged 1 SP:Iteration 9Q (3353.357705 sec): 3 clusters Score: Raw -100915.028711 + Penalty 2183.679275 = -98731.349436 nChanged 0 SP:Iteration 10F (3353.399364 sec): 3 clusters Score: Raw -100915.028711 + Penalty 2183.679275 = -98731.349436 nChanged 0 Trying to split cluster 11 (13049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3353.441753 sec): 2 clusters Score: Raw -1428197.086849 + Penalty 1539.925852 = -1426657.160997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3353.504730 sec): 3 clusters Score: Raw -1420645.747577 + Penalty 3079.851704 = -1417565.895874 nChanged 5789 SP:Iteration 1F (3353.562094 sec): 3 clusters Score: Raw -1423937.546667 + Penalty 3079.851704 = -1420857.694963 nChanged 816 SP:Iteration 2F (3353.621651 sec): 3 clusters Score: Raw -1424372.389262 + Penalty 3079.851704 = -1421292.537558 nChanged 768 SP:Iteration 3F (3353.693174 sec): 3 clusters Score: Raw -1424787.441725 + Penalty 3079.851704 = -1421707.590021 nChanged 726 SP:Iteration 4F (3353.746940 sec): 3 clusters Score: Raw -1425134.125942 + Penalty 3079.851704 = -1422054.274238 nChanged 559 SP:Iteration 5Q (3353.816704 sec): 3 clusters Score: Raw -1425383.153853 + Penalty 3079.851704 = -1422303.302149 nChanged 499 SP:Iteration 6Q (3353.871147 sec): 3 clusters Score: Raw -1425598.331680 + Penalty 3079.851704 = -1422518.479976 nChanged 419 SP:Iteration 7Q (3353.939399 sec): 3 clusters Score: Raw -1425765.473229 + Penalty 3079.851704 = -1422685.621525 nChanged 420 SP:Iteration 8Q (3354.020059 sec): 3 clusters Score: Raw -1425929.950122 + Penalty 3079.851704 = -1422850.098418 nChanged 403 SP:Iteration 9Q (3354.085654 sec): 3 clusters Score: Raw -1426087.633189 + Penalty 3079.851704 = -1423007.781485 nChanged 355 SP:Iteration 10Q (3354.155493 sec): 3 clusters Score: Raw -1426213.632966 + Penalty 3079.851704 = -1423133.781262 nChanged 321 SP:Iteration 11Q (3354.226812 sec): 3 clusters Score: Raw -1426328.971773 + Penalty 3079.851704 = -1423249.120069 nChanged 323 SP:Iteration 12Q (3354.297476 sec): 3 clusters Score: Raw -1426448.310296 + Penalty 3079.851704 = -1423368.458592 nChanged 309 SP:Iteration 13Q (3354.369163 sec): 3 clusters Score: Raw -1426565.237741 + Penalty 3079.851704 = -1423485.386037 nChanged 308 SP:Iteration 14Q (3354.432445 sec): 3 clusters Score: Raw -1426686.529287 + Penalty 3079.851704 = -1423606.677583 nChanged 284 SP:Iteration 15Q (3354.500084 sec): 3 clusters Score: Raw -1426795.731235 + Penalty 3079.851704 = -1423715.879531 nChanged 253 SP:Iteration 16Q (3354.566368 sec): 3 clusters Score: Raw -1426895.787174 + Penalty 3079.851704 = -1423815.935470 nChanged 270 SP:Iteration 17Q (3354.629807 sec): 3 clusters Score: Raw -1427005.428554 + Penalty 3079.851704 = -1423925.576850 nChanged 288 SP:Iteration 18Q (3354.695640 sec): 3 clusters Score: Raw -1427115.449340 + Penalty 3079.851704 = -1424035.597636 nChanged 250 SP:Iteration 19Q (3354.769039 sec): 3 clusters Score: Raw -1427214.507896 + Penalty 3079.851704 = -1424134.656192 nChanged 252 SP:Iteration 20F (3354.833716 sec): 3 clusters Score: Raw -1427327.645495 + Penalty 3079.851704 = -1424247.793791 nChanged 256 SP:Iteration 21Q (3354.899741 sec): 3 clusters Score: Raw -1427446.116062 + Penalty 3079.851704 = -1424366.264358 nChanged 245 SP:Iteration 22Q (3354.967695 sec): 3 clusters Score: Raw -1427563.249157 + Penalty 3079.851704 = -1424483.397453 nChanged 218 SP:Iteration 23Q (3355.027940 sec): 3 clusters Score: Raw -1427670.124012 + Penalty 3079.851704 = -1424590.272308 nChanged 214 SP:Iteration 24Q (3355.096329 sec): 3 clusters Score: Raw -1427774.016009 + Penalty 3079.851704 = -1424694.164305 nChanged 190 SP:Iteration 25Q (3355.176543 sec): 3 clusters Score: Raw -1427866.068153 + Penalty 3079.851704 = -1424786.216449 nChanged 161 SP:Iteration 26Q (3355.240764 sec): 3 clusters Score: Raw -1427946.119822 + Penalty 3079.851704 = -1424866.268118 nChanged 130 SP:Iteration 27Q (3355.302082 sec): 3 clusters Score: Raw -1428010.277869 + Penalty 3079.851704 = -1424930.426165 nChanged 107 SP:Iteration 28Q (3355.353471 sec): 3 clusters Score: Raw -1428063.641068 + Penalty 3079.851704 = -1424983.789364 nChanged 93 SP:Iteration 29Q (3355.400798 sec): 3 clusters Score: Raw -1428108.426296 + Penalty 3079.851704 = -1425028.574592 nChanged 76 SP:Iteration 30Q (3355.462673 sec): 3 clusters Score: Raw -1428150.018228 + Penalty 3079.851704 = -1425070.166524 nChanged 80 SP:Iteration 31Q (3355.507646 sec): 3 clusters Score: Raw -1428197.545299 + Penalty 3079.851704 = -1425117.693595 nChanged 79 SP:Iteration 32Q (3355.580467 sec): 3 clusters Score: Raw -1428245.587905 + Penalty 3079.851704 = -1425165.736201 nChanged 61 SP:Iteration 33Q (3355.624767 sec): 3 clusters Score: Raw -1428281.518757 + Penalty 3079.851704 = -1425201.667053 nChanged 47 SP:Iteration 34Q (3355.693148 sec): 3 clusters Score: Raw -1428306.598599 + Penalty 3079.851704 = -1425226.746895 nChanged 33 SP:Iteration 35Q (3355.755134 sec): 3 clusters Score: Raw -1428326.747183 + Penalty 3079.851704 = -1425246.895479 nChanged 25 SP:Iteration 36Q (3355.809772 sec): 3 clusters Score: Raw -1428337.065040 + Penalty 3079.851704 = -1425257.213336 nChanged 26 SP:Iteration 37Q (3355.867994 sec): 3 clusters Score: Raw -1428354.529690 + Penalty 3079.851704 = -1425274.677986 nChanged 19 SP:Iteration 38Q (3355.927861 sec): 3 clusters Score: Raw -1428364.861010 + Penalty 3079.851704 = -1425285.009306 nChanged 13 SP:Iteration 39Q (3355.991970 sec): 3 clusters Score: Raw -1428373.088231 + Penalty 3079.851704 = -1425293.236527 nChanged 13 SP:Iteration 40F (3356.064708 sec): 3 clusters Score: Raw -1428380.590040 + Penalty 3079.851704 = -1425300.738336 nChanged 12 SP:Iteration 41Q (3356.114968 sec): 3 clusters Score: Raw -1428386.032830 + Penalty 3079.851704 = -1425306.181127 nChanged 7 SP:Iteration 42Q (3356.179899 sec): 3 clusters Score: Raw -1428390.253036 + Penalty 3079.851704 = -1425310.401332 nChanged 7 SP:Iteration 43Q (3356.237363 sec): 3 clusters Score: Raw -1428392.914916 + Penalty 3079.851704 = -1425313.063212 nChanged 5 SP:Iteration 44Q (3356.298016 sec): 3 clusters Score: Raw -1428396.752117 + Penalty 3079.851704 = -1425316.900413 nChanged 6 SP:Iteration 45Q (3356.368819 sec): 3 clusters Score: Raw -1428400.879317 + Penalty 3079.851704 = -1425321.027613 nChanged 4 SP:Iteration 46Q (3356.434938 sec): 3 clusters Score: Raw -1428404.671814 + Penalty 3079.851704 = -1425324.820110 nChanged 7 SP:Iteration 47Q (3356.496063 sec): 3 clusters Score: Raw -1428409.403325 + Penalty 3079.851704 = -1425329.551621 nChanged 9 SP:Iteration 48Q (3356.546740 sec): 3 clusters Score: Raw -1428416.278694 + Penalty 3079.851704 = -1425336.426990 nChanged 9 SP:Iteration 49Q (3356.605273 sec): 3 clusters Score: Raw -1428422.464033 + Penalty 3079.851704 = -1425342.612329 nChanged 5 SP:Iteration 50Q (3356.674526 sec): 3 clusters Score: Raw -1428425.007085 + Penalty 3079.851704 = -1425345.155381 nChanged 4 SP:Iteration 51Q (3356.732360 sec): 3 clusters Score: Raw -1428426.978619 + Penalty 3079.851704 = -1425347.126915 nChanged 2 SP:Iteration 52Q (3356.796377 sec): 3 clusters Score: Raw -1428428.241564 + Penalty 3079.851704 = -1425348.389860 nChanged 2 SP:Iteration 53Q (3356.869597 sec): 3 clusters Score: Raw -1428430.025675 + Penalty 3079.851704 = -1425350.173971 nChanged 1 SP:Iteration 54Q (3356.929295 sec): 3 clusters Score: Raw -1428430.241761 + Penalty 3079.851704 = -1425350.390057 nChanged 0 SP:Iteration 55F (3356.992454 sec): 3 clusters Score: Raw -1428430.241761 + Penalty 3079.851704 = -1425350.390057 nChanged 0 Trying to split cluster 12 (8651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3357.018366 sec): 2 clusters Score: Raw -1021309.278582 + Penalty 1473.132408 = -1019836.146174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3357.069059 sec): 3 clusters Score: Raw -1016504.835559 + Penalty 2946.264815 = -1013558.570744 nChanged 3680 SP:Iteration 1F (3357.127253 sec): 3 clusters Score: Raw -1018542.613264 + Penalty 2946.264815 = -1015596.348449 nChanged 594 SP:Iteration 2F (3357.180062 sec): 3 clusters Score: Raw -1018865.467247 + Penalty 2946.264815 = -1015919.202432 nChanged 522 SP:Iteration 3F (3357.241260 sec): 3 clusters Score: Raw -1019163.881231 + Penalty 2946.264815 = -1016217.616416 nChanged 481 SP:Iteration 4F (3357.303648 sec): 3 clusters Score: Raw -1019422.958052 + Penalty 2946.264815 = -1016476.693237 nChanged 461 SP:Iteration 5F (3357.356887 sec): 3 clusters Score: Raw -1019659.854123 + Penalty 2946.264815 = -1016713.589308 nChanged 384 SP:Iteration 6Q (3357.420411 sec): 3 clusters Score: Raw -1019897.698906 + Penalty 2946.264815 = -1016951.434091 nChanged 412 SP:Iteration 7Q (3357.472532 sec): 3 clusters Score: Raw -1020148.769482 + Penalty 2946.264815 = -1017202.504667 nChanged 366 SP:Iteration 8Q (3357.540424 sec): 3 clusters Score: Raw -1020385.854708 + Penalty 2946.264815 = -1017439.589893 nChanged 343 SP:Iteration 9Q (3357.586161 sec): 3 clusters Score: Raw -1020620.750359 + Penalty 2946.264815 = -1017674.485544 nChanged 311 SP:Iteration 10Q (3357.640130 sec): 3 clusters Score: Raw -1020851.606601 + Penalty 2946.264815 = -1017905.341786 nChanged 266 SP:Iteration 11Q (3357.692050 sec): 3 clusters Score: Raw -1021035.809154 + Penalty 2946.264815 = -1018089.544339 nChanged 204 SP:Iteration 12Q (3357.755374 sec): 3 clusters Score: Raw -1021188.191555 + Penalty 2946.264815 = -1018241.926740 nChanged 155 SP:Iteration 13Q (3357.816260 sec): 3 clusters Score: Raw -1021284.409981 + Penalty 2946.264815 = -1018338.145166 nChanged 119 SP:Iteration 14Q (3357.874023 sec): 3 clusters Score: Raw -1021350.723599 + Penalty 2946.264815 = -1018404.458783 nChanged 106 SP:Iteration 15Q (3357.928434 sec): 3 clusters Score: Raw -1021410.785916 + Penalty 2946.264815 = -1018464.521101 nChanged 88 SP:Iteration 16Q (3357.996172 sec): 3 clusters Score: Raw -1021450.613268 + Penalty 2946.264815 = -1018504.348453 nChanged 69 SP:Iteration 17Q (3358.052106 sec): 3 clusters Score: Raw -1021480.990897 + Penalty 2946.264815 = -1018534.726082 nChanged 56 SP:Iteration 18Q (3358.111586 sec): 3 clusters Score: Raw -1021508.840545 + Penalty 2946.264815 = -1018562.575730 nChanged 53 SP:Iteration 19Q (3358.168688 sec): 3 clusters Score: Raw -1021531.287872 + Penalty 2946.264815 = -1018585.023057 nChanged 50 SP:Iteration 20F (3358.215314 sec): 3 clusters Score: Raw -1021558.035812 + Penalty 2946.264815 = -1018611.770997 nChanged 45 SP:Iteration 21Q (3358.277663 sec): 3 clusters Score: Raw -1021581.781886 + Penalty 2946.264815 = -1018635.517071 nChanged 44 SP:Iteration 22Q (3358.332515 sec): 3 clusters Score: Raw -1021601.568009 + Penalty 2946.264815 = -1018655.303194 nChanged 32 SP:Iteration 23Q (3358.398886 sec): 3 clusters Score: Raw -1021617.104085 + Penalty 2946.264815 = -1018670.839270 nChanged 27 SP:Iteration 24Q (3358.459370 sec): 3 clusters Score: Raw -1021629.403357 + Penalty 2946.264815 = -1018683.138542 nChanged 30 SP:Iteration 25Q (3358.510656 sec): 3 clusters Score: Raw -1021643.781585 + Penalty 2946.264815 = -1018697.516770 nChanged 31 SP:Iteration 26Q (3358.575246 sec): 3 clusters Score: Raw -1021659.457416 + Penalty 2946.264815 = -1018713.192601 nChanged 41 SP:Iteration 27Q (3358.625286 sec): 3 clusters Score: Raw -1021685.898213 + Penalty 2946.264815 = -1018739.633398 nChanged 41 SP:Iteration 28Q (3358.693440 sec): 3 clusters Score: Raw -1021705.521800 + Penalty 2946.264815 = -1018759.256985 nChanged 33 SP:Iteration 29Q (3358.740566 sec): 3 clusters Score: Raw -1021715.743283 + Penalty 2946.264815 = -1018769.478468 nChanged 21 SP:Iteration 30Q (3358.794876 sec): 3 clusters Score: Raw -1021720.916114 + Penalty 2946.264815 = -1018774.651299 nChanged 18 SP:Iteration 31Q (3358.859202 sec): 3 clusters Score: Raw -1021728.052626 + Penalty 2946.264815 = -1018781.787811 nChanged 19 SP:Iteration 32Q (3358.916976 sec): 3 clusters Score: Raw -1021733.632355 + Penalty 2946.264815 = -1018787.367540 nChanged 8 SP:Iteration 33Q (3358.968514 sec): 3 clusters Score: Raw -1021736.676438 + Penalty 2946.264815 = -1018790.411623 nChanged 12 SP:Iteration 34Q (3359.021934 sec): 3 clusters Score: Raw -1021740.157823 + Penalty 2946.264815 = -1018793.893008 nChanged 9 SP:Iteration 35Q (3359.069729 sec): 3 clusters Score: Raw -1021742.023425 + Penalty 2946.264815 = -1018795.758610 nChanged 5 SP:Iteration 36Q (3359.129588 sec): 3 clusters Score: Raw -1021743.010921 + Penalty 2946.264815 = -1018796.746106 nChanged 6 SP:Iteration 37Q (3359.171685 sec): 3 clusters Score: Raw -1021744.355609 + Penalty 2946.264815 = -1018798.090794 nChanged 5 SP:Iteration 38Q (3359.227155 sec): 3 clusters Score: Raw -1021745.562274 + Penalty 2946.264815 = -1018799.297459 nChanged 5 SP:Iteration 39Q (3359.284172 sec): 3 clusters Score: Raw -1021746.751441 + Penalty 2946.264815 = -1018800.486626 nChanged 3 SP:Iteration 40F (3359.329679 sec): 3 clusters Score: Raw -1021747.769443 + Penalty 2946.264815 = -1018801.504628 nChanged 3 SP:Iteration 41Q (3359.392219 sec): 3 clusters Score: Raw -1021748.282518 + Penalty 2946.264815 = -1018802.017703 nChanged 1 SP:Iteration 42Q (3359.446684 sec): 3 clusters Score: Raw -1021748.587513 + Penalty 2946.264815 = -1018802.322698 nChanged 2 SP:Iteration 43Q (3359.507345 sec): 3 clusters Score: Raw -1021748.793649 + Penalty 2946.264815 = -1018802.528834 nChanged 0 SP:Iteration 44F (3359.560700 sec): 3 clusters Score: Raw -1021748.793649 + Penalty 2946.264815 = -1018802.528834 nChanged 0 Trying to split cluster 13 (6053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3359.592791 sec): 2 clusters Score: Raw -745260.547026 + Penalty 1415.100261 = -743845.446765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3359.646575 sec): 3 clusters Score: Raw -742071.571987 + Penalty 2830.200521 = -739241.371466 nChanged 2450 SP:Iteration 1F (3359.706082 sec): 3 clusters Score: Raw -743347.117903 + Penalty 2830.200521 = -740516.917382 nChanged 395 SP:Iteration 2F (3359.749411 sec): 3 clusters Score: Raw -743543.312751 + Penalty 2830.200521 = -740713.112230 nChanged 332 SP:Iteration 3F (3359.805061 sec): 3 clusters Score: Raw -743702.944898 + Penalty 2830.200521 = -740872.744376 nChanged 283 SP:Iteration 4Q (3359.866391 sec): 3 clusters Score: Raw -743832.049099 + Penalty 2830.200521 = -741001.848578 nChanged 242 SP:Iteration 5Q (3359.925849 sec): 3 clusters Score: Raw -743938.685842 + Penalty 2830.200521 = -741108.485320 nChanged 216 SP:Iteration 6Q (3359.973220 sec): 3 clusters Score: Raw -744042.801211 + Penalty 2830.200521 = -741212.600689 nChanged 218 SP:Iteration 7Q (3360.029853 sec): 3 clusters Score: Raw -744144.099566 + Penalty 2830.200521 = -741313.899045 nChanged 205 SP:Iteration 8Q (3360.087863 sec): 3 clusters Score: Raw -744242.949109 + Penalty 2830.200521 = -741412.748588 nChanged 201 SP:Iteration 9Q (3360.147684 sec): 3 clusters Score: Raw -744351.252028 + Penalty 2830.200521 = -741521.051507 nChanged 203 SP:Iteration 10Q (3360.203706 sec): 3 clusters Score: Raw -744473.999102 + Penalty 2830.200521 = -741643.798581 nChanged 214 SP:Iteration 11Q (3360.259605 sec): 3 clusters Score: Raw -744600.751754 + Penalty 2830.200521 = -741770.551232 nChanged 195 SP:Iteration 12Q (3360.309182 sec): 3 clusters Score: Raw -744708.447110 + Penalty 2830.200521 = -741878.246589 nChanged 169 SP:Iteration 13Q (3360.354136 sec): 3 clusters Score: Raw -744805.001901 + Penalty 2830.200521 = -741974.801380 nChanged 177 SP:Iteration 14Q (3360.410012 sec): 3 clusters Score: Raw -744906.692920 + Penalty 2830.200521 = -742076.492399 nChanged 150 SP:Iteration 15Q (3360.465191 sec): 3 clusters Score: Raw -744996.942695 + Penalty 2830.200521 = -742166.742174 nChanged 138 SP:Iteration 16Q (3360.516318 sec): 3 clusters Score: Raw -745086.310909 + Penalty 2830.200521 = -742256.110387 nChanged 130 SP:Iteration 17Q (3360.567991 sec): 3 clusters Score: Raw -745173.618749 + Penalty 2830.200521 = -742343.418228 nChanged 111 SP:Iteration 18Q (3360.621679 sec): 3 clusters Score: Raw -745239.720706 + Penalty 2830.200521 = -742409.520185 nChanged 93 SP:Iteration 19Q (3360.682697 sec): 3 clusters Score: Raw -745289.318013 + Penalty 2830.200521 = -742459.117492 nChanged 75 SP:Iteration 20F (3360.733834 sec): 3 clusters Score: Raw -745322.553217 + Penalty 2830.200521 = -742492.352696 nChanged 58 SP:Iteration 21Q (3360.779493 sec): 3 clusters Score: Raw -745348.981572 + Penalty 2830.200521 = -742518.781050 nChanged 48 SP:Iteration 22Q (3360.829840 sec): 3 clusters Score: Raw -745369.628229 + Penalty 2830.200521 = -742539.427708 nChanged 47 SP:Iteration 23Q (3360.881424 sec): 3 clusters Score: Raw -745391.014889 + Penalty 2830.200521 = -742560.814368 nChanged 44 SP:Iteration 24Q (3360.925603 sec): 3 clusters Score: Raw -745407.144894 + Penalty 2830.200521 = -742576.944373 nChanged 41 SP:Iteration 25Q (3360.974886 sec): 3 clusters Score: Raw -745424.502091 + Penalty 2830.200521 = -742594.301570 nChanged 40 SP:Iteration 26Q (3361.037825 sec): 3 clusters Score: Raw -745442.437757 + Penalty 2830.200521 = -742612.237236 nChanged 41 SP:Iteration 27Q (3361.082460 sec): 3 clusters Score: Raw -745458.184364 + Penalty 2830.200521 = -742627.983843 nChanged 34 SP:Iteration 28Q (3361.141728 sec): 3 clusters Score: Raw -745471.231509 + Penalty 2830.200521 = -742641.030988 nChanged 33 SP:Iteration 29Q (3361.188680 sec): 3 clusters Score: Raw -745485.832736 + Penalty 2830.200521 = -742655.632215 nChanged 31 SP:Iteration 30Q (3361.249389 sec): 3 clusters Score: Raw -745500.929179 + Penalty 2830.200521 = -742670.728658 nChanged 26 SP:Iteration 31Q (3361.295196 sec): 3 clusters Score: Raw -745510.850843 + Penalty 2830.200521 = -742680.650322 nChanged 15 SP:Iteration 32Q (3361.348507 sec): 3 clusters Score: Raw -745516.921396 + Penalty 2830.200521 = -742686.720875 nChanged 9 SP:Iteration 33Q (3361.409571 sec): 3 clusters Score: Raw -745520.096033 + Penalty 2830.200521 = -742689.895512 nChanged 10 SP:Iteration 34Q (3361.458882 sec): 3 clusters Score: Raw -745523.876634 + Penalty 2830.200521 = -742693.676112 nChanged 9 SP:Iteration 35Q (3361.518112 sec): 3 clusters Score: Raw -745526.485922 + Penalty 2830.200521 = -742696.285401 nChanged 7 SP:Iteration 36Q (3361.572615 sec): 3 clusters Score: Raw -745528.644673 + Penalty 2830.200521 = -742698.444152 nChanged 4 SP:Iteration 37Q (3361.630121 sec): 3 clusters Score: Raw -745529.624879 + Penalty 2830.200521 = -742699.424358 nChanged 4 SP:Iteration 38Q (3361.682359 sec): 3 clusters Score: Raw -745530.512094 + Penalty 2830.200521 = -742700.311572 nChanged 1 SP:Iteration 39Q (3361.729209 sec): 3 clusters Score: Raw -745530.881262 + Penalty 2830.200521 = -742700.680741 nChanged 0 SP:Iteration 40F (3361.785702 sec): 3 clusters Score: Raw -745530.881262 + Penalty 2830.200521 = -742700.680741 nChanged 0 Trying to split cluster 14 (881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3361.805862 sec): 2 clusters Score: Raw -100087.427470 + Penalty 1101.921864 = -98985.505606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3361.847153 sec): 3 clusters Score: Raw -99801.361587 + Penalty 2203.843728 = -97597.517858 nChanged 249 SP:Iteration 1F (3361.893396 sec): 3 clusters Score: Raw -100050.109485 + Penalty 2203.843728 = -97846.265757 nChanged 79 SP:Iteration 2F (3361.929081 sec): 3 clusters Score: Raw -100154.192874 + Penalty 2203.843728 = -97950.349145 nChanged 38 SP:Iteration 3Q (3361.982243 sec): 3 clusters Score: Raw -100213.251094 + Penalty 2203.843728 = -98009.407366 nChanged 32 SP:Iteration 4Q (3362.030993 sec): 3 clusters Score: Raw -100258.266321 + Penalty 2203.843728 = -98054.422592 nChanged 28 SP:Iteration 5Q (3362.078663 sec): 3 clusters Score: Raw -100287.060845 + Penalty 2203.843728 = -98083.217117 nChanged 16 SP:Iteration 6Q (3362.121425 sec): 3 clusters Score: Raw -100307.744791 + Penalty 2203.843728 = -98103.901062 nChanged 14 SP:Iteration 7Q (3362.172005 sec): 3 clusters Score: Raw -100328.711763 + Penalty 2203.843728 = -98124.868035 nChanged 11 SP:Iteration 8Q (3362.208417 sec): 3 clusters Score: Raw -100343.803500 + Penalty 2203.843728 = -98139.959772 nChanged 12 SP:Iteration 9Q (3362.258302 sec): 3 clusters Score: Raw -100356.310532 + Penalty 2203.843728 = -98152.466803 nChanged 7 SP:Iteration 10Q (3362.301115 sec): 3 clusters Score: Raw -100367.789138 + Penalty 2203.843728 = -98163.945410 nChanged 9 SP:Iteration 11Q (3362.352586 sec): 3 clusters Score: Raw -100384.178165 + Penalty 2203.843728 = -98180.334437 nChanged 6 SP:Iteration 12Q (3362.395560 sec): 3 clusters Score: Raw -100388.780466 + Penalty 2203.843728 = -98184.936738 nChanged 3 SP:Iteration 13Q (3362.440948 sec): 3 clusters Score: Raw -100392.063381 + Penalty 2203.843728 = -98188.219653 nChanged 0 SP:Iteration 14F (3362.477822 sec): 3 clusters Score: Raw -100392.063381 + Penalty 2203.843728 = -98188.219653 nChanged 0 Trying to split cluster 15 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3362.501477 sec): 2 clusters Score: Raw -27296.890988 + Penalty 914.488431 = -26382.402557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3362.534093 sec): 3 clusters Score: Raw -27380.351273 + Penalty 1828.976862 = -25551.374411 nChanged 45 SP:Iteration 1F (3362.572283 sec): 3 clusters Score: Raw -27477.501992 + Penalty 1828.976862 = -25648.525130 nChanged 16 SP:Iteration 2F (3362.615210 sec): 3 clusters Score: Raw -27520.578533 + Penalty 1828.976862 = -25691.601671 nChanged 3 SP:Iteration 3Q (3362.667548 sec): 3 clusters Score: Raw -27526.590861 + Penalty 1828.976862 = -25697.613999 nChanged 1 SP:Iteration 4Q (3362.707658 sec): 3 clusters Score: Raw -27528.767755 + Penalty 1828.976862 = -25699.790893 nChanged 0 SP:Iteration 5F (3362.741820 sec): 3 clusters Score: Raw -27528.767755 + Penalty 1828.976862 = -25699.790893 nChanged 0 Trying to split cluster 16 (7371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3362.780909 sec): 2 clusters Score: Raw -816334.777953 + Penalty 1447.112657 = -814887.665295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3362.831102 sec): 3 clusters Score: Raw -812297.788037 + Penalty 2894.225315 = -809403.562722 nChanged 3149 SP:Iteration 1F (3362.881731 sec): 3 clusters Score: Raw -814131.824145 + Penalty 2894.225315 = -811237.598830 nChanged 533 SP:Iteration 2F (3362.947069 sec): 3 clusters Score: Raw -814421.383108 + Penalty 2894.225315 = -811527.157793 nChanged 445 SP:Iteration 3F (3362.997691 sec): 3 clusters Score: Raw -814661.997351 + Penalty 2894.225315 = -811767.772036 nChanged 373 SP:Iteration 4F (3363.050244 sec): 3 clusters Score: Raw -814864.480613 + Penalty 2894.225315 = -811970.255298 nChanged 338 SP:Iteration 5Q (3363.106711 sec): 3 clusters Score: Raw -815044.229957 + Penalty 2894.225315 = -812150.004642 nChanged 294 SP:Iteration 6Q (3363.170208 sec): 3 clusters Score: Raw -815198.393841 + Penalty 2894.225315 = -812304.168526 nChanged 267 SP:Iteration 7Q (3363.222073 sec): 3 clusters Score: Raw -815331.870339 + Penalty 2894.225315 = -812437.645024 nChanged 225 SP:Iteration 8Q (3363.290170 sec): 3 clusters Score: Raw -815441.315140 + Penalty 2894.225315 = -812547.089825 nChanged 223 SP:Iteration 9Q (3363.339498 sec): 3 clusters Score: Raw -815551.601640 + Penalty 2894.225315 = -812657.376325 nChanged 224 SP:Iteration 10Q (3363.406005 sec): 3 clusters Score: Raw -815671.518446 + Penalty 2894.225315 = -812777.293131 nChanged 209 SP:Iteration 11Q (3363.459294 sec): 3 clusters Score: Raw -815790.586284 + Penalty 2894.225315 = -812896.360969 nChanged 187 SP:Iteration 12Q (3363.519955 sec): 3 clusters Score: Raw -815908.124847 + Penalty 2894.225315 = -813013.899532 nChanged 191 SP:Iteration 13Q (3363.563382 sec): 3 clusters Score: Raw -816024.131292 + Penalty 2894.225315 = -813129.905977 nChanged 164 SP:Iteration 14Q (3363.621224 sec): 3 clusters Score: Raw -816141.170614 + Penalty 2894.225315 = -813246.945299 nChanged 142 SP:Iteration 15Q (3363.680650 sec): 3 clusters Score: Raw -816238.049707 + Penalty 2894.225315 = -813343.824392 nChanged 96 SP:Iteration 16Q (3363.739285 sec): 3 clusters Score: Raw -816307.759047 + Penalty 2894.225315 = -813413.533732 nChanged 94 SP:Iteration 17Q (3363.800573 sec): 3 clusters Score: Raw -816381.965836 + Penalty 2894.225315 = -813487.740521 nChanged 59 SP:Iteration 18Q (3363.855086 sec): 3 clusters Score: Raw -816422.975834 + Penalty 2894.225315 = -813528.750520 nChanged 42 SP:Iteration 19Q (3363.910329 sec): 3 clusters Score: Raw -816460.048291 + Penalty 2894.225315 = -813565.822976 nChanged 38 SP:Iteration 20F (3363.958088 sec): 3 clusters Score: Raw -816491.926402 + Penalty 2894.225315 = -813597.701087 nChanged 26 SP:Iteration 21Q (3364.021378 sec): 3 clusters Score: Raw -816512.278920 + Penalty 2894.225315 = -813618.053605 nChanged 23 SP:Iteration 22Q (3364.083017 sec): 3 clusters Score: Raw -816530.536577 + Penalty 2894.225315 = -813636.311262 nChanged 15 SP:Iteration 23Q (3364.129876 sec): 3 clusters Score: Raw -816541.018629 + Penalty 2894.225315 = -813646.793314 nChanged 11 SP:Iteration 24Q (3364.188134 sec): 3 clusters Score: Raw -816548.920166 + Penalty 2894.225315 = -813654.694851 nChanged 13 SP:Iteration 25Q (3364.252971 sec): 3 clusters Score: Raw -816559.600868 + Penalty 2894.225315 = -813665.375554 nChanged 10 SP:Iteration 26Q (3364.304454 sec): 3 clusters Score: Raw -816568.078711 + Penalty 2894.225315 = -813673.853396 nChanged 11 SP:Iteration 27Q (3364.366241 sec): 3 clusters Score: Raw -816577.914142 + Penalty 2894.225315 = -813683.688827 nChanged 5 SP:Iteration 28Q (3364.409197 sec): 3 clusters Score: Raw -816583.117600 + Penalty 2894.225315 = -813688.892285 nChanged 5 SP:Iteration 29Q (3364.461511 sec): 3 clusters Score: Raw -816589.720222 + Penalty 2894.225315 = -813695.494907 nChanged 5 SP:Iteration 30Q (3364.515307 sec): 3 clusters Score: Raw -816595.954679 + Penalty 2894.225315 = -813701.729364 nChanged 6 SP:Iteration 31Q (3364.577465 sec): 3 clusters Score: Raw -816600.419949 + Penalty 2894.225315 = -813706.194634 nChanged 4 SP:Iteration 32Q (3364.621933 sec): 3 clusters Score: Raw -816605.208805 + Penalty 2894.225315 = -813710.983490 nChanged 4 SP:Iteration 33Q (3364.681280 sec): 3 clusters Score: Raw -816610.144475 + Penalty 2894.225315 = -813715.919160 nChanged 5 SP:Iteration 34Q (3364.733182 sec): 3 clusters Score: Raw -816612.045480 + Penalty 2894.225315 = -813717.820165 nChanged 1 SP:Iteration 35Q (3364.785524 sec): 3 clusters Score: Raw -816612.948337 + Penalty 2894.225315 = -813718.723022 nChanged 2 SP:Iteration 36Q (3364.846076 sec): 3 clusters Score: Raw -816615.099546 + Penalty 2894.225315 = -813720.874231 nChanged 0 SP:Iteration 37F (3364.897313 sec): 3 clusters Score: Raw -816615.099546 + Penalty 2894.225315 = -813720.874231 nChanged 0 Trying to split cluster 17 (10344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3364.941169 sec): 2 clusters Score: Raw -1226228.757013 + Penalty 1502.176312 = -1224726.580700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3365.002189 sec): 3 clusters Score: Raw -1220375.806715 + Penalty 3004.352624 = -1217371.454091 nChanged 4447 SP:Iteration 1F (3365.068754 sec): 3 clusters Score: Raw -1222765.267925 + Penalty 3004.352624 = -1219760.915301 nChanged 682 SP:Iteration 2F (3365.122599 sec): 3 clusters Score: Raw -1223077.588190 + Penalty 3004.352624 = -1220073.235566 nChanged 566 SP:Iteration 3F (3365.194005 sec): 3 clusters Score: Raw -1223327.460490 + Penalty 3004.352624 = -1220323.107865 nChanged 505 SP:Iteration 4Q (3365.259494 sec): 3 clusters Score: Raw -1223550.637600 + Penalty 3004.352624 = -1220546.284976 nChanged 457 SP:Iteration 5Q (3365.318586 sec): 3 clusters Score: Raw -1223783.653213 + Penalty 3004.352624 = -1220779.300589 nChanged 482 SP:Iteration 6Q (3365.373562 sec): 3 clusters Score: Raw -1224090.128248 + Penalty 3004.352624 = -1221085.775624 nChanged 512 SP:Iteration 7Q (3365.443266 sec): 3 clusters Score: Raw -1224433.989104 + Penalty 3004.352624 = -1221429.636480 nChanged 485 SP:Iteration 8Q (3365.501434 sec): 3 clusters Score: Raw -1224793.280752 + Penalty 3004.352624 = -1221788.928128 nChanged 458 SP:Iteration 9Q (3365.575207 sec): 3 clusters Score: Raw -1225229.711716 + Penalty 3004.352624 = -1222225.359091 nChanged 373 SP:Iteration 10Q (3365.627326 sec): 3 clusters Score: Raw -1225553.989146 + Penalty 3004.352624 = -1222549.636522 nChanged 297 SP:Iteration 11Q (3365.704292 sec): 3 clusters Score: Raw -1225778.744196 + Penalty 3004.352624 = -1222774.391572 nChanged 227 SP:Iteration 12Q (3365.758320 sec): 3 clusters Score: Raw -1225930.651273 + Penalty 3004.352624 = -1222926.298648 nChanged 170 SP:Iteration 13Q (3365.813375 sec): 3 clusters Score: Raw -1226035.638647 + Penalty 3004.352624 = -1223031.286023 nChanged 116 SP:Iteration 14Q (3365.880893 sec): 3 clusters Score: Raw -1226108.121019 + Penalty 3004.352624 = -1223103.768395 nChanged 115 SP:Iteration 15Q (3365.941307 sec): 3 clusters Score: Raw -1226176.706796 + Penalty 3004.352624 = -1223172.354172 nChanged 97 SP:Iteration 16Q (3365.993304 sec): 3 clusters Score: Raw -1226222.164602 + Penalty 3004.352624 = -1223217.811978 nChanged 66 SP:Iteration 17Q (3366.052769 sec): 3 clusters Score: Raw -1226260.998785 + Penalty 3004.352624 = -1223256.646161 nChanged 70 SP:Iteration 18Q (3366.104226 sec): 3 clusters Score: Raw -1226297.137402 + Penalty 3004.352624 = -1223292.784778 nChanged 61 SP:Iteration 19Q (3366.165317 sec): 3 clusters Score: Raw -1226331.448523 + Penalty 3004.352624 = -1223327.095899 nChanged 52 SP:Iteration 20F (3366.219747 sec): 3 clusters Score: Raw -1226362.067928 + Penalty 3004.352624 = -1223357.715304 nChanged 54 SP:Iteration 21Q (3366.281306 sec): 3 clusters Score: Raw -1226393.553569 + Penalty 3004.352624 = -1223389.200945 nChanged 46 SP:Iteration 22Q (3366.339308 sec): 3 clusters Score: Raw -1226415.994446 + Penalty 3004.352624 = -1223411.641822 nChanged 40 SP:Iteration 23Q (3366.388982 sec): 3 clusters Score: Raw -1226435.179537 + Penalty 3004.352624 = -1223430.826913 nChanged 29 SP:Iteration 24Q (3366.450246 sec): 3 clusters Score: Raw -1226447.708899 + Penalty 3004.352624 = -1223443.356275 nChanged 24 SP:Iteration 25Q (3366.515066 sec): 3 clusters Score: Raw -1226460.635108 + Penalty 3004.352624 = -1223456.282483 nChanged 29 SP:Iteration 26Q (3366.574535 sec): 3 clusters Score: Raw -1226479.075198 + Penalty 3004.352624 = -1223474.722574 nChanged 26 SP:Iteration 27Q (3366.629027 sec): 3 clusters Score: Raw -1226493.045880 + Penalty 3004.352624 = -1223488.693255 nChanged 10 SP:Iteration 28Q (3366.688167 sec): 3 clusters Score: Raw -1226498.765780 + Penalty 3004.352624 = -1223494.413156 nChanged 8 SP:Iteration 29Q (3366.752705 sec): 3 clusters Score: Raw -1226503.193256 + Penalty 3004.352624 = -1223498.840632 nChanged 8 SP:Iteration 30Q (3366.811544 sec): 3 clusters Score: Raw -1226506.423826 + Penalty 3004.352624 = -1223502.071202 nChanged 3 SP:Iteration 31Q (3366.875834 sec): 3 clusters Score: Raw -1226507.531437 + Penalty 3004.352624 = -1223503.178813 nChanged 2 SP:Iteration 32Q (3366.926038 sec): 3 clusters Score: Raw -1226508.569340 + Penalty 3004.352624 = -1223504.216716 nChanged 2 SP:Iteration 33Q (3366.990491 sec): 3 clusters Score: Raw -1226509.302022 + Penalty 3004.352624 = -1223504.949398 nChanged 2 SP:Iteration 34Q (3367.046351 sec): 3 clusters Score: Raw -1226510.862493 + Penalty 3004.352624 = -1223506.509869 nChanged 4 SP:Iteration 35Q (3367.111728 sec): 3 clusters Score: Raw -1226512.842848 + Penalty 3004.352624 = -1223508.490223 nChanged 5 SP:Iteration 36Q (3367.175382 sec): 3 clusters Score: Raw -1226514.770786 + Penalty 3004.352624 = -1223510.418162 nChanged 3 SP:Iteration 37Q (3367.235203 sec): 3 clusters Score: Raw -1226515.858568 + Penalty 3004.352624 = -1223511.505944 nChanged 2 SP:Iteration 38Q (3367.288856 sec): 3 clusters Score: Raw -1226516.658150 + Penalty 3004.352624 = -1223512.305526 nChanged 0 SP:Iteration 39F (3367.341846 sec): 3 clusters Score: Raw -1226516.658150 + Penalty 3004.352624 = -1223512.305526 nChanged 0 Trying to split cluster 18 (1979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3367.367706 sec): 2 clusters Score: Raw -251984.614607 + Penalty 1233.431379 = -250751.183228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3367.418180 sec): 3 clusters Score: Raw -251174.560309 + Penalty 2466.862757 = -248707.697552 nChanged 681 SP:Iteration 1F (3367.470131 sec): 3 clusters Score: Raw -251691.878392 + Penalty 2466.862757 = -249225.015634 nChanged 160 SP:Iteration 2F (3367.515618 sec): 3 clusters Score: Raw -251815.340067 + Penalty 2466.862757 = -249348.477309 nChanged 96 SP:Iteration 3Q (3367.561732 sec): 3 clusters Score: Raw -251878.524440 + Penalty 2466.862757 = -249411.661682 nChanged 60 SP:Iteration 4Q (3367.610324 sec): 3 clusters Score: Raw -251921.369248 + Penalty 2466.862757 = -249454.506491 nChanged 51 SP:Iteration 5Q (3367.647221 sec): 3 clusters Score: Raw -251959.903637 + Penalty 2466.862757 = -249493.040880 nChanged 32 SP:Iteration 6Q (3367.697686 sec): 3 clusters Score: Raw -251981.318808 + Penalty 2466.862757 = -249514.456051 nChanged 29 SP:Iteration 7Q (3367.742056 sec): 3 clusters Score: Raw -252000.965834 + Penalty 2466.862757 = -249534.103077 nChanged 28 SP:Iteration 8Q (3367.786508 sec): 3 clusters Score: Raw -252014.427339 + Penalty 2466.862757 = -249547.564582 nChanged 23 SP:Iteration 9Q (3367.830142 sec): 3 clusters Score: Raw -252025.980780 + Penalty 2466.862757 = -249559.118023 nChanged 12 SP:Iteration 10Q (3367.875976 sec): 3 clusters Score: Raw -252032.158656 + Penalty 2466.862757 = -249565.295899 nChanged 17 SP:Iteration 11Q (3367.911850 sec): 3 clusters Score: Raw -252042.949162 + Penalty 2466.862757 = -249576.086404 nChanged 21 SP:Iteration 12Q (3367.960292 sec): 3 clusters Score: Raw -252059.452613 + Penalty 2466.862757 = -249592.589856 nChanged 29 SP:Iteration 13Q (3368.004623 sec): 3 clusters Score: Raw -252079.255667 + Penalty 2466.862757 = -249612.392910 nChanged 33 SP:Iteration 14Q (3368.055821 sec): 3 clusters Score: Raw -252104.746216 + Penalty 2466.862757 = -249637.883458 nChanged 37 SP:Iteration 15Q (3368.101257 sec): 3 clusters Score: Raw -252146.822037 + Penalty 2466.862757 = -249679.959280 nChanged 47 SP:Iteration 16Q (3368.131820 sec): 3 clusters Score: Raw -252196.918527 + Penalty 2466.862757 = -249730.055770 nChanged 51 SP:Iteration 17Q (3368.174693 sec): 3 clusters Score: Raw -252258.469653 + Penalty 2466.862757 = -249791.606896 nChanged 53 SP:Iteration 18Q (3368.224493 sec): 3 clusters Score: Raw -252333.393056 + Penalty 2466.862757 = -249866.530299 nChanged 55 SP:Iteration 19Q (3368.266180 sec): 3 clusters Score: Raw -252399.484845 + Penalty 2466.862757 = -249932.622088 nChanged 51 SP:Iteration 20F (3368.313595 sec): 3 clusters Score: Raw -252456.491865 + Penalty 2466.862757 = -249989.629108 nChanged 36 SP:Iteration 21Q (3368.351595 sec): 3 clusters Score: Raw -252498.602145 + Penalty 2466.862757 = -250031.739388 nChanged 38 SP:Iteration 22Q (3368.409473 sec): 3 clusters Score: Raw -252546.416770 + Penalty 2466.862757 = -250079.554013 nChanged 32 SP:Iteration 23Q (3368.451161 sec): 3 clusters Score: Raw -252584.020871 + Penalty 2466.862757 = -250117.158113 nChanged 33 SP:Iteration 24Q (3368.502639 sec): 3 clusters Score: Raw -252632.021879 + Penalty 2466.862757 = -250165.159121 nChanged 37 SP:Iteration 25Q (3368.550929 sec): 3 clusters Score: Raw -252670.714037 + Penalty 2466.862757 = -250203.851279 nChanged 31 SP:Iteration 26Q (3368.592025 sec): 3 clusters Score: Raw -252704.205311 + Penalty 2466.862757 = -250237.342554 nChanged 20 SP:Iteration 27Q (3368.648808 sec): 3 clusters Score: Raw -252720.026338 + Penalty 2466.862757 = -250253.163581 nChanged 12 SP:Iteration 28Q (3368.685398 sec): 3 clusters Score: Raw -252733.022355 + Penalty 2466.862757 = -250266.159597 nChanged 13 SP:Iteration 29Q (3368.739455 sec): 3 clusters Score: Raw -252743.715098 + Penalty 2466.862757 = -250276.852340 nChanged 10 SP:Iteration 30Q (3368.779397 sec): 3 clusters Score: Raw -252750.457593 + Penalty 2466.862757 = -250283.594836 nChanged 6 SP:Iteration 31Q (3368.834688 sec): 3 clusters Score: Raw -252755.228082 + Penalty 2466.862757 = -250288.365325 nChanged 4 SP:Iteration 32Q (3368.872846 sec): 3 clusters Score: Raw -252756.664034 + Penalty 2466.862757 = -250289.801276 nChanged 3 SP:Iteration 33Q (3368.931252 sec): 3 clusters Score: Raw -252758.468748 + Penalty 2466.862757 = -250291.605991 nChanged 0 SP:Iteration 34F (3368.978373 sec): 3 clusters Score: Raw -252758.468748 + Penalty 2466.862757 = -250291.605991 nChanged 0 Trying to split cluster 19 (1890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3369.003903 sec): 2 clusters Score: Raw -208606.648254 + Penalty 1225.953968 = -207380.694286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3369.048494 sec): 3 clusters Score: Raw -207788.518424 + Penalty 2451.907935 = -205336.610489 nChanged 647 SP:Iteration 1F (3369.085881 sec): 3 clusters Score: Raw -208262.310547 + Penalty 2451.907935 = -205810.402612 nChanged 168 SP:Iteration 2F (3369.130557 sec): 3 clusters Score: Raw -208422.753519 + Penalty 2451.907935 = -205970.845584 nChanged 107 SP:Iteration 3F (3369.186819 sec): 3 clusters Score: Raw -208530.821805 + Penalty 2451.907935 = -206078.913870 nChanged 79 SP:Iteration 4Q (3369.222979 sec): 3 clusters Score: Raw -208597.956399 + Penalty 2451.907935 = -206146.048464 nChanged 50 SP:Iteration 5Q (3369.278097 sec): 3 clusters Score: Raw -208641.398212 + Penalty 2451.907935 = -206189.490277 nChanged 37 SP:Iteration 6Q (3369.326307 sec): 3 clusters Score: Raw -208666.384969 + Penalty 2451.907935 = -206214.477034 nChanged 27 SP:Iteration 7Q (3369.357485 sec): 3 clusters Score: Raw -208688.952904 + Penalty 2451.907935 = -206237.044969 nChanged 27 SP:Iteration 8Q (3369.397849 sec): 3 clusters Score: Raw -208713.488535 + Penalty 2451.907935 = -206261.580600 nChanged 22 SP:Iteration 9Q (3369.457226 sec): 3 clusters Score: Raw -208728.614146 + Penalty 2451.907935 = -206276.706211 nChanged 17 SP:Iteration 10Q (3369.491389 sec): 3 clusters Score: Raw -208737.806669 + Penalty 2451.907935 = -206285.898734 nChanged 16 SP:Iteration 11Q (3369.528410 sec): 3 clusters Score: Raw -208746.415099 + Penalty 2451.907935 = -206294.507164 nChanged 8 SP:Iteration 12Q (3369.570921 sec): 3 clusters Score: Raw -208750.124093 + Penalty 2451.907935 = -206298.216158 nChanged 5 SP:Iteration 13Q (3369.600770 sec): 3 clusters Score: Raw -208753.327095 + Penalty 2451.907935 = -206301.419160 nChanged 1 SP:Iteration 14Q (3369.637721 sec): 3 clusters Score: Raw -208754.424011 + Penalty 2451.907935 = -206302.516076 nChanged 1 SP:Iteration 15Q (3369.674587 sec): 3 clusters Score: Raw -208754.767570 + Penalty 2451.907935 = -206302.859635 nChanged 1 SP:Iteration 16Q (3369.711373 sec): 3 clusters Score: Raw -208755.666594 + Penalty 2451.907935 = -206303.758659 nChanged 1 SP:Iteration 17Q (3369.748235 sec): 3 clusters Score: Raw -208756.149739 + Penalty 2451.907935 = -206304.241804 nChanged 0 SP:Iteration 18F (3369.785472 sec): 3 clusters Score: Raw -208756.149739 + Penalty 2451.907935 = -206304.241804 nChanged 0 Trying to split cluster 20 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3369.812580 sec): 2 clusters Score: Raw -202728.355932 + Penalty 1209.785407 = -201518.570525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3369.859280 sec): 3 clusters Score: Raw -202023.218492 + Penalty 2419.570814 = -199603.647678 nChanged 579 SP:Iteration 1F (3369.898607 sec): 3 clusters Score: Raw -202404.426655 + Penalty 2419.570814 = -199984.855841 nChanged 136 SP:Iteration 2F (3369.953357 sec): 3 clusters Score: Raw -202515.750282 + Penalty 2419.570814 = -200096.179468 nChanged 86 SP:Iteration 3F (3369.988462 sec): 3 clusters Score: Raw -202567.109261 + Penalty 2419.570814 = -200147.538447 nChanged 49 SP:Iteration 4Q (3370.044923 sec): 3 clusters Score: Raw -202602.147281 + Penalty 2419.570814 = -200182.576467 nChanged 41 SP:Iteration 5Q (3370.082889 sec): 3 clusters Score: Raw -202630.708152 + Penalty 2419.570814 = -200211.137338 nChanged 32 SP:Iteration 6Q (3370.137040 sec): 3 clusters Score: Raw -202650.131023 + Penalty 2419.570814 = -200230.560209 nChanged 21 SP:Iteration 7Q (3370.177976 sec): 3 clusters Score: Raw -202660.001980 + Penalty 2419.570814 = -200240.431166 nChanged 14 SP:Iteration 8Q (3370.216101 sec): 3 clusters Score: Raw -202666.802259 + Penalty 2419.570814 = -200247.231445 nChanged 18 SP:Iteration 9Q (3370.267400 sec): 3 clusters Score: Raw -202680.063487 + Penalty 2419.570814 = -200260.492673 nChanged 21 SP:Iteration 10Q (3370.314093 sec): 3 clusters Score: Raw -202693.626463 + Penalty 2419.570814 = -200274.055649 nChanged 16 SP:Iteration 11Q (3370.370959 sec): 3 clusters Score: Raw -202703.181461 + Penalty 2419.570814 = -200283.610647 nChanged 12 SP:Iteration 12Q (3370.418195 sec): 3 clusters Score: Raw -202711.691819 + Penalty 2419.570814 = -200292.121005 nChanged 15 SP:Iteration 13Q (3370.467410 sec): 3 clusters Score: Raw -202719.674741 + Penalty 2419.570814 = -200300.103927 nChanged 14 SP:Iteration 14Q (3370.509583 sec): 3 clusters Score: Raw -202726.976319 + Penalty 2419.570814 = -200307.405505 nChanged 9 SP:Iteration 15Q (3370.555406 sec): 3 clusters Score: Raw -202731.915021 + Penalty 2419.570814 = -200312.344207 nChanged 5 SP:Iteration 16Q (3370.600897 sec): 3 clusters Score: Raw -202733.752733 + Penalty 2419.570814 = -200314.181919 nChanged 1 SP:Iteration 17Q (3370.642500 sec): 3 clusters Score: Raw -202733.920055 + Penalty 2419.570814 = -200314.349241 nChanged 1 SP:Iteration 18Q (3370.689733 sec): 3 clusters Score: Raw -202734.292195 + Penalty 2419.570814 = -200314.721381 nChanged 2 SP:Iteration 19Q (3370.732426 sec): 3 clusters Score: Raw -202735.258897 + Penalty 2419.570814 = -200315.688083 nChanged 2 SP:Iteration 20F (3370.778811 sec): 3 clusters Score: Raw -202737.057647 + Penalty 2419.570814 = -200317.486833 nChanged 2 SP:Iteration 21Q (3370.824904 sec): 3 clusters Score: Raw -202738.307323 + Penalty 2419.570814 = -200318.736509 nChanged 3 SP:Iteration 22Q (3370.872545 sec): 3 clusters Score: Raw -202740.026670 + Penalty 2419.570814 = -200320.455856 nChanged 2 SP:Iteration 23Q (3370.923244 sec): 3 clusters Score: Raw -202741.358652 + Penalty 2419.570814 = -200321.787838 nChanged 1 SP:Iteration 24Q (3370.964697 sec): 3 clusters Score: Raw -202741.603922 + Penalty 2419.570814 = -200322.033108 nChanged 1 SP:Iteration 25Q (3371.009695 sec): 3 clusters Score: Raw -202741.759229 + Penalty 2419.570814 = -200322.188415 nChanged 1 SP:Iteration 26Q (3371.054089 sec): 3 clusters Score: Raw -202742.700587 + Penalty 2419.570814 = -200323.129773 nChanged 1 SP:Iteration 27Q (3371.099707 sec): 3 clusters Score: Raw -202742.968228 + Penalty 2419.570814 = -200323.397414 nChanged 0 SP:Iteration 28F (3371.140355 sec): 3 clusters Score: Raw -202742.968228 + Penalty 2419.570814 = -200323.397414 nChanged 0 Trying to split cluster 21 (2453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3371.172005 sec): 2 clusters Score: Raw -296929.203528 + Penalty 1268.323395 = -295660.880133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3371.221267 sec): 3 clusters Score: Raw -295824.380103 + Penalty 2536.646789 = -293287.733314 nChanged 892 SP:Iteration 1F (3371.259170 sec): 3 clusters Score: Raw -296377.655175 + Penalty 2536.646789 = -293841.008385 nChanged 196 SP:Iteration 2F (3371.308797 sec): 3 clusters Score: Raw -296502.109223 + Penalty 2536.646789 = -293965.462434 nChanged 108 SP:Iteration 3Q (3371.355245 sec): 3 clusters Score: Raw -296569.466982 + Penalty 2536.646789 = -294032.820193 nChanged 93 SP:Iteration 4Q (3371.402034 sec): 3 clusters Score: Raw -296626.851141 + Penalty 2536.646789 = -294090.204352 nChanged 75 SP:Iteration 5Q (3371.457414 sec): 3 clusters Score: Raw -296673.625341 + Penalty 2536.646789 = -294136.978551 nChanged 71 SP:Iteration 6Q (3371.494562 sec): 3 clusters Score: Raw -296719.944894 + Penalty 2536.646789 = -294183.298105 nChanged 70 SP:Iteration 7Q (3371.550160 sec): 3 clusters Score: Raw -296775.717347 + Penalty 2536.646789 = -294239.070557 nChanged 82 SP:Iteration 8Q (3371.586784 sec): 3 clusters Score: Raw -296840.370133 + Penalty 2536.646789 = -294303.723344 nChanged 71 SP:Iteration 9Q (3371.635617 sec): 3 clusters Score: Raw -296884.910990 + Penalty 2536.646789 = -294348.264201 nChanged 48 SP:Iteration 10Q (3371.679062 sec): 3 clusters Score: Raw -296914.932120 + Penalty 2536.646789 = -294378.285331 nChanged 49 SP:Iteration 11Q (3371.726522 sec): 3 clusters Score: Raw -296949.917207 + Penalty 2536.646789 = -294413.270417 nChanged 47 SP:Iteration 12Q (3371.770171 sec): 3 clusters Score: Raw -296976.546333 + Penalty 2536.646789 = -294439.899543 nChanged 32 SP:Iteration 13Q (3371.812093 sec): 3 clusters Score: Raw -296992.486796 + Penalty 2536.646789 = -294455.840007 nChanged 27 SP:Iteration 14Q (3371.846749 sec): 3 clusters Score: Raw -297007.265575 + Penalty 2536.646789 = -294470.618786 nChanged 26 SP:Iteration 15Q (3371.892485 sec): 3 clusters Score: Raw -297020.314725 + Penalty 2536.646789 = -294483.667935 nChanged 19 SP:Iteration 16Q (3371.931807 sec): 3 clusters Score: Raw -297030.032715 + Penalty 2536.646789 = -294493.385926 nChanged 12 SP:Iteration 17Q (3371.979338 sec): 3 clusters Score: Raw -297034.788051 + Penalty 2536.646789 = -294498.141261 nChanged 7 SP:Iteration 18Q (3372.022914 sec): 3 clusters Score: Raw -297037.320259 + Penalty 2536.646789 = -294500.673470 nChanged 6 SP:Iteration 19Q (3372.059612 sec): 3 clusters Score: Raw -297039.324302 + Penalty 2536.646789 = -294502.677513 nChanged 0 SP:Iteration 20F (3372.105894 sec): 3 clusters Score: Raw -297039.324302 + Penalty 2536.646789 = -294502.677513 nChanged 0 Trying to split cluster 22 (981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3372.126922 sec): 2 clusters Score: Raw -109101.910014 + Penalty 1119.393025 = -107982.516989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3372.180249 sec): 3 clusters Score: Raw -108766.202407 + Penalty 2238.786049 = -106527.416357 nChanged 296 SP:Iteration 1F (3372.215452 sec): 3 clusters Score: Raw -109048.865965 + Penalty 2238.786049 = -106810.079916 nChanged 86 SP:Iteration 2F (3372.265560 sec): 3 clusters Score: Raw -109173.347993 + Penalty 2238.786049 = -106934.561944 nChanged 64 SP:Iteration 3F (3372.317807 sec): 3 clusters Score: Raw -109257.889512 + Penalty 2238.786049 = -107019.103462 nChanged 54 SP:Iteration 4F (3372.354026 sec): 3 clusters Score: Raw -109353.174220 + Penalty 2238.786049 = -107114.388171 nChanged 49 SP:Iteration 5Q (3372.402404 sec): 3 clusters Score: Raw -109433.383817 + Penalty 2238.786049 = -107194.597768 nChanged 37 SP:Iteration 6Q (3372.450266 sec): 3 clusters Score: Raw -109504.209515 + Penalty 2238.786049 = -107265.423465 nChanged 34 SP:Iteration 7Q (3372.497569 sec): 3 clusters Score: Raw -109575.244559 + Penalty 2238.786049 = -107336.458509 nChanged 35 SP:Iteration 8Q (3372.542481 sec): 3 clusters Score: Raw -109633.853295 + Penalty 2238.786049 = -107395.067245 nChanged 32 SP:Iteration 9Q (3372.587544 sec): 3 clusters Score: Raw -109678.337707 + Penalty 2238.786049 = -107439.551658 nChanged 23 SP:Iteration 10Q (3372.635388 sec): 3 clusters Score: Raw -109707.954906 + Penalty 2238.786049 = -107469.168856 nChanged 12 SP:Iteration 11Q (3372.674555 sec): 3 clusters Score: Raw -109719.527021 + Penalty 2238.786049 = -107480.740972 nChanged 5 SP:Iteration 12Q (3372.718324 sec): 3 clusters Score: Raw -109723.892391 + Penalty 2238.786049 = -107485.106342 nChanged 3 SP:Iteration 13Q (3372.766731 sec): 3 clusters Score: Raw -109725.516468 + Penalty 2238.786049 = -107486.730418 nChanged 3 SP:Iteration 14Q (3372.818468 sec): 3 clusters Score: Raw -109728.612528 + Penalty 2238.786049 = -107489.826479 nChanged 1 SP:Iteration 15Q (3372.864071 sec): 3 clusters Score: Raw -109730.247114 + Penalty 2238.786049 = -107491.461064 nChanged 0 SP:Iteration 16F (3372.900723 sec): 3 clusters Score: Raw -109730.247114 + Penalty 2238.786049 = -107491.461064 nChanged 0 Trying to split cluster 23 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3372.927158 sec): 2 clusters Score: Raw -18539.073389 + Penalty 857.693632 = -17681.379757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3372.973353 sec): 3 clusters Score: Raw -18702.846733 + Penalty 1715.387264 = -16987.459469 nChanged 23 SP:Iteration 1F (3373.018005 sec): 3 clusters Score: Raw -18789.277768 + Penalty 1715.387264 = -17073.890504 nChanged 8 SP:Iteration 2Q (3373.066613 sec): 3 clusters Score: Raw -18829.784631 + Penalty 1715.387264 = -17114.397367 nChanged 4 SP:Iteration 3Q (3373.112830 sec): 3 clusters Score: Raw -18844.033362 + Penalty 1715.387264 = -17128.646098 nChanged 1 SP:Iteration 4Q (3373.140290 sec): 3 clusters Score: Raw -18856.540822 + Penalty 1715.387264 = -17141.153557 nChanged 1 SP:Iteration 5Q (3373.175773 sec): 3 clusters Score: Raw -18859.370190 + Penalty 1715.387264 = -17143.982926 nChanged 0 SP:Iteration 6F (3373.215046 sec): 3 clusters Score: Raw -18859.370190 + Penalty 1715.387264 = -17143.982926 nChanged 0 Trying to split cluster 24 (1728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3373.240725 sec): 2 clusters Score: Raw -211338.386575 + Penalty 1211.391992 = -210126.994583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3373.279192 sec): 3 clusters Score: Raw -210626.279921 + Penalty 2422.783984 = -208203.495937 nChanged 603 SP:Iteration 1F (3373.331186 sec): 3 clusters Score: Raw -211049.016817 + Penalty 2422.783984 = -208626.232833 nChanged 129 SP:Iteration 2F (3373.372787 sec): 3 clusters Score: Raw -211156.246710 + Penalty 2422.783984 = -208733.462727 nChanged 87 SP:Iteration 3F (3373.420905 sec): 3 clusters Score: Raw -211246.890398 + Penalty 2422.783984 = -208824.106414 nChanged 78 SP:Iteration 4Q (3373.463607 sec): 3 clusters Score: Raw -211320.336325 + Penalty 2422.783984 = -208897.552342 nChanged 61 SP:Iteration 5Q (3373.509336 sec): 3 clusters Score: Raw -211384.633947 + Penalty 2422.783984 = -208961.849963 nChanged 61 SP:Iteration 6Q (3373.545244 sec): 3 clusters Score: Raw -211443.261863 + Penalty 2422.783984 = -209020.477879 nChanged 52 SP:Iteration 7Q (3373.596207 sec): 3 clusters Score: Raw -211496.197801 + Penalty 2422.783984 = -209073.413817 nChanged 54 SP:Iteration 8Q (3373.640701 sec): 3 clusters Score: Raw -211553.634800 + Penalty 2422.783984 = -209130.850817 nChanged 47 SP:Iteration 9Q (3373.676223 sec): 3 clusters Score: Raw -211615.511829 + Penalty 2422.783984 = -209192.727845 nChanged 52 SP:Iteration 10Q (3373.720578 sec): 3 clusters Score: Raw -211678.999525 + Penalty 2422.783984 = -209256.215542 nChanged 47 SP:Iteration 11Q (3373.764412 sec): 3 clusters Score: Raw -211747.245582 + Penalty 2422.783984 = -209324.461598 nChanged 49 SP:Iteration 12Q (3373.812489 sec): 3 clusters Score: Raw -211825.051890 + Penalty 2422.783984 = -209402.267907 nChanged 57 SP:Iteration 13Q (3373.864330 sec): 3 clusters Score: Raw -211913.875882 + Penalty 2422.783984 = -209491.091899 nChanged 40 SP:Iteration 14Q (3373.899764 sec): 3 clusters Score: Raw -211980.499743 + Penalty 2422.783984 = -209557.715760 nChanged 44 SP:Iteration 15Q (3373.942015 sec): 3 clusters Score: Raw -212037.039118 + Penalty 2422.783984 = -209614.255134 nChanged 27 SP:Iteration 16Q (3373.986491 sec): 3 clusters Score: Raw -212072.131626 + Penalty 2422.783984 = -209649.347643 nChanged 22 SP:Iteration 17Q (3374.036337 sec): 3 clusters Score: Raw -212092.050070 + Penalty 2422.783984 = -209669.266087 nChanged 10 SP:Iteration 18Q (3374.089145 sec): 3 clusters Score: Raw -212099.322688 + Penalty 2422.783984 = -209676.538704 nChanged 7 SP:Iteration 19Q (3374.131641 sec): 3 clusters Score: Raw -212106.396998 + Penalty 2422.783984 = -209683.613014 nChanged 6 SP:Iteration 20F (3374.180346 sec): 3 clusters Score: Raw -212111.109367 + Penalty 2422.783984 = -209688.325383 nChanged 4 SP:Iteration 21Q (3374.225758 sec): 3 clusters Score: Raw -212113.675758 + Penalty 2422.783984 = -209690.891775 nChanged 5 SP:Iteration 22Q (3374.267214 sec): 3 clusters Score: Raw -212122.068892 + Penalty 2422.783984 = -209699.284909 nChanged 7 SP:Iteration 23Q (3374.309464 sec): 3 clusters Score: Raw -212130.563878 + Penalty 2422.783984 = -209707.779894 nChanged 5 SP:Iteration 24Q (3374.369048 sec): 3 clusters Score: Raw -212134.364356 + Penalty 2422.783984 = -209711.580373 nChanged 2 SP:Iteration 25Q (3374.415597 sec): 3 clusters Score: Raw -212136.206918 + Penalty 2422.783984 = -209713.422934 nChanged 3 SP:Iteration 26Q (3374.463308 sec): 3 clusters Score: Raw -212139.211806 + Penalty 2422.783984 = -209716.427823 nChanged 4 SP:Iteration 27Q (3374.510159 sec): 3 clusters Score: Raw -212142.690390 + Penalty 2422.783984 = -209719.906407 nChanged 4 SP:Iteration 28Q (3374.555848 sec): 3 clusters Score: Raw -212146.369253 + Penalty 2422.783984 = -209723.585270 nChanged 2 SP:Iteration 29Q (3374.608208 sec): 3 clusters Score: Raw -212147.245627 + Penalty 2422.783984 = -209724.461644 nChanged 2 SP:Iteration 30Q (3374.652419 sec): 3 clusters Score: Raw -212148.418358 + Penalty 2422.783984 = -209725.634375 nChanged 2 SP:Iteration 31Q (3374.692966 sec): 3 clusters Score: Raw -212150.095839 + Penalty 2422.783984 = -209727.311855 nChanged 1 SP:Iteration 32Q (3374.740102 sec): 3 clusters Score: Raw -212152.221343 + Penalty 2422.783984 = -209729.437359 nChanged 3 SP:Iteration 33Q (3374.793038 sec): 3 clusters Score: Raw -212154.509529 + Penalty 2422.783984 = -209731.725546 nChanged 4 SP:Iteration 34Q (3374.841124 sec): 3 clusters Score: Raw -212157.450713 + Penalty 2422.783984 = -209734.666729 nChanged 1 SP:Iteration 35Q (3374.888127 sec): 3 clusters Score: Raw -212158.862313 + Penalty 2422.783984 = -209736.078329 nChanged 1 SP:Iteration 36Q (3374.931839 sec): 3 clusters Score: Raw -212159.589076 + Penalty 2422.783984 = -209736.805092 nChanged 2 SP:Iteration 37Q (3374.974590 sec): 3 clusters Score: Raw -212161.493992 + Penalty 2422.783984 = -209738.710008 nChanged 1 SP:Iteration 38Q (3375.019851 sec): 3 clusters Score: Raw -212161.918278 + Penalty 2422.783984 = -209739.134294 nChanged 1 SP:Iteration 39Q (3375.067859 sec): 3 clusters Score: Raw -212162.621924 + Penalty 2422.783984 = -209739.837940 nChanged 2 SP:Iteration 40F (3375.112451 sec): 3 clusters Score: Raw -212163.734014 + Penalty 2422.783984 = -209740.950030 nChanged 0 Trying to split cluster 25 (13713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3375.157802 sec): 2 clusters Score: Raw -1679552.582449 + Penalty 1547.991180 = -1678004.591270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3375.223244 sec): 3 clusters Score: Raw -1671646.013826 + Penalty 3095.982359 = -1668550.031466 nChanged 5975 SP:Iteration 1F (3375.286179 sec): 3 clusters Score: Raw -1674776.943633 + Penalty 3095.982359 = -1671680.961273 nChanged 806 SP:Iteration 2F (3375.343179 sec): 3 clusters Score: Raw -1675106.919018 + Penalty 3095.982359 = -1672010.936659 nChanged 756 SP:Iteration 3F (3375.408252 sec): 3 clusters Score: Raw -1675470.896859 + Penalty 3095.982359 = -1672374.914500 nChanged 770 SP:Iteration 4F (3375.476268 sec): 3 clusters Score: Raw -1675861.167527 + Penalty 3095.982359 = -1672765.185168 nChanged 782 SP:Iteration 5F (3375.532414 sec): 3 clusters Score: Raw -1676288.727734 + Penalty 3095.982359 = -1673192.745375 nChanged 767 SP:Iteration 6F (3375.596624 sec): 3 clusters Score: Raw -1676750.094351 + Penalty 3095.982359 = -1673654.111992 nChanged 803 SP:Iteration 7F (3375.670856 sec): 3 clusters Score: Raw -1677310.786118 + Penalty 3095.982359 = -1674214.803759 nChanged 762 SP:Iteration 8F (3375.735271 sec): 3 clusters Score: Raw -1677879.625815 + Penalty 3095.982359 = -1674783.643456 nChanged 668 SP:Iteration 9Q (3375.804688 sec): 3 clusters Score: Raw -1678401.720188 + Penalty 3095.982359 = -1675305.737828 nChanged 565 SP:Iteration 10Q (3375.875280 sec): 3 clusters Score: Raw -1678807.687324 + Penalty 3095.982359 = -1675711.704965 nChanged 422 SP:Iteration 11Q (3375.935859 sec): 3 clusters Score: Raw -1679084.954629 + Penalty 3095.982359 = -1675988.972269 nChanged 320 SP:Iteration 12Q (3376.001293 sec): 3 clusters Score: Raw -1679257.477696 + Penalty 3095.982359 = -1676161.495337 nChanged 245 SP:Iteration 13Q (3376.072835 sec): 3 clusters Score: Raw -1679374.097201 + Penalty 3095.982359 = -1676278.114842 nChanged 187 SP:Iteration 14Q (3376.149166 sec): 3 clusters Score: Raw -1679462.078825 + Penalty 3095.982359 = -1676366.096465 nChanged 156 SP:Iteration 15Q (3376.218969 sec): 3 clusters Score: Raw -1679521.573365 + Penalty 3095.982359 = -1676425.591006 nChanged 133 SP:Iteration 16Q (3376.279714 sec): 3 clusters Score: Raw -1679563.229215 + Penalty 3095.982359 = -1676467.246856 nChanged 103 SP:Iteration 17Q (3376.345845 sec): 3 clusters Score: Raw -1679597.163235 + Penalty 3095.982359 = -1676501.180876 nChanged 97 SP:Iteration 18Q (3376.420090 sec): 3 clusters Score: Raw -1679628.001372 + Penalty 3095.982359 = -1676532.019013 nChanged 98 SP:Iteration 19Q (3376.481037 sec): 3 clusters Score: Raw -1679660.709675 + Penalty 3095.982359 = -1676564.727316 nChanged 75 SP:Iteration 20F (3376.552404 sec): 3 clusters Score: Raw -1679682.078408 + Penalty 3095.982359 = -1676586.096049 nChanged 69 SP:Iteration 21Q (3376.616331 sec): 3 clusters Score: Raw -1679701.601579 + Penalty 3095.982359 = -1676605.619220 nChanged 66 SP:Iteration 22Q (3376.677299 sec): 3 clusters Score: Raw -1679717.630150 + Penalty 3095.982359 = -1676621.647791 nChanged 53 SP:Iteration 23Q (3376.744014 sec): 3 clusters Score: Raw -1679730.448790 + Penalty 3095.982359 = -1676634.466431 nChanged 44 SP:Iteration 24Q (3376.809950 sec): 3 clusters Score: Raw -1679738.875480 + Penalty 3095.982359 = -1676642.893121 nChanged 28 SP:Iteration 25Q (3376.870623 sec): 3 clusters Score: Raw -1679743.534645 + Penalty 3095.982359 = -1676647.552286 nChanged 18 SP:Iteration 26Q (3376.926165 sec): 3 clusters Score: Raw -1679746.316253 + Penalty 3095.982359 = -1676650.333894 nChanged 18 SP:Iteration 27Q (3376.984419 sec): 3 clusters Score: Raw -1679749.829169 + Penalty 3095.982359 = -1676653.846809 nChanged 21 SP:Iteration 28Q (3377.045895 sec): 3 clusters Score: Raw -1679752.860474 + Penalty 3095.982359 = -1676656.878115 nChanged 20 SP:Iteration 29Q (3377.115929 sec): 3 clusters Score: Raw -1679756.347489 + Penalty 3095.982359 = -1676660.365130 nChanged 20 SP:Iteration 30Q (3377.167684 sec): 3 clusters Score: Raw -1679760.593647 + Penalty 3095.982359 = -1676664.611287 nChanged 25 SP:Iteration 31Q (3377.226711 sec): 3 clusters Score: Raw -1679766.549317 + Penalty 3095.982359 = -1676670.566958 nChanged 26 SP:Iteration 32Q (3377.288808 sec): 3 clusters Score: Raw -1679772.531353 + Penalty 3095.982359 = -1676676.548994 nChanged 29 SP:Iteration 33Q (3377.350640 sec): 3 clusters Score: Raw -1679778.621363 + Penalty 3095.982359 = -1676682.639003 nChanged 29 SP:Iteration 34Q (3377.413874 sec): 3 clusters Score: Raw -1679785.544927 + Penalty 3095.982359 = -1676689.562568 nChanged 30 SP:Iteration 35Q (3377.484989 sec): 3 clusters Score: Raw -1679793.265832 + Penalty 3095.982359 = -1676697.283473 nChanged 23 SP:Iteration 36Q (3377.537418 sec): 3 clusters Score: Raw -1679799.628167 + Penalty 3095.982359 = -1676703.645808 nChanged 24 SP:Iteration 37Q (3377.610958 sec): 3 clusters Score: Raw -1679804.578761 + Penalty 3095.982359 = -1676708.596402 nChanged 23 SP:Iteration 38Q (3377.668047 sec): 3 clusters Score: Raw -1679809.034378 + Penalty 3095.982359 = -1676713.052019 nChanged 17 SP:Iteration 39Q (3377.739533 sec): 3 clusters Score: Raw -1679812.787320 + Penalty 3095.982359 = -1676716.804960 nChanged 14 SP:Iteration 40F (3377.810100 sec): 3 clusters Score: Raw -1679815.733996 + Penalty 3095.982359 = -1676719.751637 nChanged 13 SP:Iteration 41Q (3377.866737 sec): 3 clusters Score: Raw -1679818.511265 + Penalty 3095.982359 = -1676722.528906 nChanged 13 SP:Iteration 42Q (3377.930338 sec): 3 clusters Score: Raw -1679822.622066 + Penalty 3095.982359 = -1676726.639707 nChanged 17 SP:Iteration 43Q (3377.999286 sec): 3 clusters Score: Raw -1679827.399243 + Penalty 3095.982359 = -1676731.416884 nChanged 23 SP:Iteration 44Q (3378.057748 sec): 3 clusters Score: Raw -1679832.595101 + Penalty 3095.982359 = -1676736.612742 nChanged 24 SP:Iteration 45Q (3378.127148 sec): 3 clusters Score: Raw -1679837.479257 + Penalty 3095.982359 = -1676741.496898 nChanged 21 SP:Iteration 46Q (3378.197945 sec): 3 clusters Score: Raw -1679841.630698 + Penalty 3095.982359 = -1676745.648339 nChanged 18 SP:Iteration 47Q (3378.257845 sec): 3 clusters Score: Raw -1679845.634546 + Penalty 3095.982359 = -1676749.652187 nChanged 14 SP:Iteration 48Q (3378.330605 sec): 3 clusters Score: Raw -1679847.523759 + Penalty 3095.982359 = -1676751.541400 nChanged 11 SP:Iteration 49Q (3378.390066 sec): 3 clusters Score: Raw -1679849.290775 + Penalty 3095.982359 = -1676753.308415 nChanged 12 SP:Iteration 50Q (3378.454666 sec): 3 clusters Score: Raw -1679851.701845 + Penalty 3095.982359 = -1676755.719486 nChanged 14 SP:Iteration 51Q (3378.522911 sec): 3 clusters Score: Raw -1679854.721073 + Penalty 3095.982359 = -1676758.738713 nChanged 9 SP:Iteration 52Q (3378.597567 sec): 3 clusters Score: Raw -1679856.408477 + Penalty 3095.982359 = -1676760.426118 nChanged 8 SP:Iteration 53Q (3378.663920 sec): 3 clusters Score: Raw -1679858.000944 + Penalty 3095.982359 = -1676762.018585 nChanged 6 SP:Iteration 54Q (3378.711777 sec): 3 clusters Score: Raw -1679858.991832 + Penalty 3095.982359 = -1676763.009473 nChanged 9 SP:Iteration 55Q (3378.778862 sec): 3 clusters Score: Raw -1679860.352011 + Penalty 3095.982359 = -1676764.369652 nChanged 6 SP:Iteration 56Q (3378.837253 sec): 3 clusters Score: Raw -1679861.071768 + Penalty 3095.982359 = -1676765.089408 nChanged 4 SP:Iteration 57Q (3378.909618 sec): 3 clusters Score: Raw -1679861.595090 + Penalty 3095.982359 = -1676765.612731 nChanged 8 SP:Iteration 58Q (3378.964311 sec): 3 clusters Score: Raw -1679863.426991 + Penalty 3095.982359 = -1676767.444632 nChanged 7 SP:Iteration 59Q (3379.031281 sec): 3 clusters Score: Raw -1679864.770935 + Penalty 3095.982359 = -1676768.788575 nChanged 9 SP:Iteration 60F (3379.086743 sec): 3 clusters Score: Raw -1679866.699000 + Penalty 3095.982359 = -1676770.716640 nChanged 11 SP:Iteration 61Q (3379.152821 sec): 3 clusters Score: Raw -1679868.778181 + Penalty 3095.982359 = -1676772.795822 nChanged 14 SP:Iteration 62Q (3379.212167 sec): 3 clusters Score: Raw -1679872.011964 + Penalty 3095.982359 = -1676776.029605 nChanged 18 SP:Iteration 63Q (3379.270980 sec): 3 clusters Score: Raw -1679875.759286 + Penalty 3095.982359 = -1676779.776926 nChanged 12 SP:Iteration 64Q (3379.341296 sec): 3 clusters Score: Raw -1679878.877205 + Penalty 3095.982359 = -1676782.894846 nChanged 11 SP:Iteration 65Q (3379.397664 sec): 3 clusters Score: Raw -1679881.057498 + Penalty 3095.982359 = -1676785.075138 nChanged 5 SP:Iteration 66Q (3379.460210 sec): 3 clusters Score: Raw -1679881.943220 + Penalty 3095.982359 = -1676785.960861 nChanged 5 SP:Iteration 67Q (3379.524051 sec): 3 clusters Score: Raw -1679882.952803 + Penalty 3095.982359 = -1676786.970444 nChanged 6 SP:Iteration 68Q (3379.596770 sec): 3 clusters Score: Raw -1679883.980389 + Penalty 3095.982359 = -1676787.998030 nChanged 8 SP:Iteration 69Q (3379.660043 sec): 3 clusters Score: Raw -1679886.034766 + Penalty 3095.982359 = -1676790.052407 nChanged 10 SP:Iteration 70Q (3379.721626 sec): 3 clusters Score: Raw -1679888.314564 + Penalty 3095.982359 = -1676792.332205 nChanged 10 SP:Iteration 71Q (3379.780665 sec): 3 clusters Score: Raw -1679889.409112 + Penalty 3095.982359 = -1676793.426753 nChanged 7 SP:Iteration 72Q (3379.846828 sec): 3 clusters Score: Raw -1679891.073027 + Penalty 3095.982359 = -1676795.090667 nChanged 8 SP:Iteration 73Q (3379.912370 sec): 3 clusters Score: Raw -1679892.839154 + Penalty 3095.982359 = -1676796.856795 nChanged 8 SP:Iteration 74Q (3379.979664 sec): 3 clusters Score: Raw -1679894.253884 + Penalty 3095.982359 = -1676798.271525 nChanged 11 SP:Iteration 75Q (3380.045008 sec): 3 clusters Score: Raw -1679897.201536 + Penalty 3095.982359 = -1676801.219177 nChanged 7 SP:Iteration 76Q (3380.112764 sec): 3 clusters Score: Raw -1679898.735911 + Penalty 3095.982359 = -1676802.753552 nChanged 7 SP:Iteration 77Q (3380.181506 sec): 3 clusters Score: Raw -1679901.480057 + Penalty 3095.982359 = -1676805.497698 nChanged 10 SP:Iteration 78Q (3380.251003 sec): 3 clusters Score: Raw -1679904.765531 + Penalty 3095.982359 = -1676808.783172 nChanged 10 SP:Iteration 79Q (3380.313977 sec): 3 clusters Score: Raw -1679907.176474 + Penalty 3095.982359 = -1676811.194115 nChanged 4 SP:Iteration 80F (3380.374487 sec): 3 clusters Score: Raw -1679907.928645 + Penalty 3095.982359 = -1676811.946286 nChanged 5 SP:Iteration 81Q (3380.448229 sec): 3 clusters Score: Raw -1679909.686268 + Penalty 3095.982359 = -1676813.703908 nChanged 8 SP:Iteration 82Q (3380.502998 sec): 3 clusters Score: Raw -1679912.777518 + Penalty 3095.982359 = -1676816.795158 nChanged 8 SP:Iteration 83Q (3380.568854 sec): 3 clusters Score: Raw -1679915.054778 + Penalty 3095.982359 = -1676819.072419 nChanged 9 SP:Iteration 84Q (3380.638876 sec): 3 clusters Score: Raw -1679917.817342 + Penalty 3095.982359 = -1676821.834983 nChanged 8 SP:Iteration 85Q (3380.692417 sec): 3 clusters Score: Raw -1679919.768733 + Penalty 3095.982359 = -1676823.786374 nChanged 7 SP:Iteration 86Q (3380.761155 sec): 3 clusters Score: Raw -1679921.629045 + Penalty 3095.982359 = -1676825.646685 nChanged 8 SP:Iteration 87Q (3380.820394 sec): 3 clusters Score: Raw -1679923.560881 + Penalty 3095.982359 = -1676827.578522 nChanged 4 SP:Iteration 88Q (3380.884152 sec): 3 clusters Score: Raw -1679924.544629 + Penalty 3095.982359 = -1676828.562269 nChanged 5 SP:Iteration 89Q (3380.950673 sec): 3 clusters Score: Raw -1679925.456811 + Penalty 3095.982359 = -1676829.474452 nChanged 7 SP:Iteration 90Q (3380.998611 sec): 3 clusters Score: Raw -1679928.237512 + Penalty 3095.982359 = -1676832.255152 nChanged 10 SP:Iteration 91Q (3381.066406 sec): 3 clusters Score: Raw -1679931.418501 + Penalty 3095.982359 = -1676835.436142 nChanged 11 SP:Iteration 92Q (3381.132024 sec): 3 clusters Score: Raw -1679934.504008 + Penalty 3095.982359 = -1676838.521649 nChanged 6 SP:Iteration 93Q (3381.200778 sec): 3 clusters Score: Raw -1679935.902510 + Penalty 3095.982359 = -1676839.920150 nChanged 7 SP:Iteration 94Q (3381.266598 sec): 3 clusters Score: Raw -1679936.616749 + Penalty 3095.982359 = -1676840.634390 nChanged 4 SP:Iteration 95Q (3381.338521 sec): 3 clusters Score: Raw -1679936.992664 + Penalty 3095.982359 = -1676841.010304 nChanged 3 SP:Iteration 96Q (3381.393662 sec): 3 clusters Score: Raw -1679937.571359 + Penalty 3095.982359 = -1676841.589000 nChanged 0 SP:Iteration 97F (3381.468389 sec): 3 clusters Score: Raw -1679937.571359 + Penalty 3095.982359 = -1676841.589000 nChanged 0 Trying to split cluster 26 (6027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3381.493238 sec): 2 clusters Score: Raw -716358.987806 + Penalty 1414.400756 = -714944.587050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3381.546401 sec): 3 clusters Score: Raw -713194.508944 + Penalty 2828.801512 = -710365.707432 nChanged 2451 SP:Iteration 1F (3381.604568 sec): 3 clusters Score: Raw -714687.023010 + Penalty 2828.801512 = -711858.221498 nChanged 509 SP:Iteration 2F (3381.660556 sec): 3 clusters Score: Raw -715104.193309 + Penalty 2828.801512 = -712275.391797 nChanged 487 SP:Iteration 3F (3381.712127 sec): 3 clusters Score: Raw -715516.717118 + Penalty 2828.801512 = -712687.915606 nChanged 441 SP:Iteration 4F (3381.763005 sec): 3 clusters Score: Raw -715825.939356 + Penalty 2828.801512 = -712997.137843 nChanged 357 SP:Iteration 5F (3381.824469 sec): 3 clusters Score: Raw -716068.075123 + Penalty 2828.801512 = -713239.273610 nChanged 254 SP:Iteration 6Q (3381.865762 sec): 3 clusters Score: Raw -716225.232106 + Penalty 2828.801512 = -713396.430594 nChanged 199 SP:Iteration 7Q (3381.922163 sec): 3 clusters Score: Raw -716325.132680 + Penalty 2828.801512 = -713496.331168 nChanged 139 SP:Iteration 8Q (3381.981088 sec): 3 clusters Score: Raw -716401.517495 + Penalty 2828.801512 = -713572.715982 nChanged 111 SP:Iteration 9Q (3382.035798 sec): 3 clusters Score: Raw -716464.587674 + Penalty 2828.801512 = -713635.786162 nChanged 99 SP:Iteration 10Q (3382.081389 sec): 3 clusters Score: Raw -716515.471155 + Penalty 2828.801512 = -713686.669643 nChanged 72 SP:Iteration 11Q (3382.139975 sec): 3 clusters Score: Raw -716541.480067 + Penalty 2828.801512 = -713712.678555 nChanged 49 SP:Iteration 12Q (3382.200128 sec): 3 clusters Score: Raw -716565.507160 + Penalty 2828.801512 = -713736.705647 nChanged 52 SP:Iteration 13Q (3382.250288 sec): 3 clusters Score: Raw -716586.221300 + Penalty 2828.801512 = -713757.419788 nChanged 42 SP:Iteration 14Q (3382.315125 sec): 3 clusters Score: Raw -716601.617887 + Penalty 2828.801512 = -713772.816374 nChanged 42 SP:Iteration 15Q (3382.365884 sec): 3 clusters Score: Raw -716619.305363 + Penalty 2828.801512 = -713790.503851 nChanged 41 SP:Iteration 16Q (3382.409361 sec): 3 clusters Score: Raw -716635.854550 + Penalty 2828.801512 = -713807.053038 nChanged 26 SP:Iteration 17Q (3382.467154 sec): 3 clusters Score: Raw -716646.928250 + Penalty 2828.801512 = -713818.126737 nChanged 25 SP:Iteration 18Q (3382.524494 sec): 3 clusters Score: Raw -716658.164462 + Penalty 2828.801512 = -713829.362950 nChanged 29 SP:Iteration 19Q (3382.578193 sec): 3 clusters Score: Raw -716670.629649 + Penalty 2828.801512 = -713841.828136 nChanged 34 SP:Iteration 20F (3382.626460 sec): 3 clusters Score: Raw -716686.188406 + Penalty 2828.801512 = -713857.386894 nChanged 25 SP:Iteration 21Q (3382.667881 sec): 3 clusters Score: Raw -716696.006170 + Penalty 2828.801512 = -713867.204658 nChanged 15 SP:Iteration 22Q (3382.717021 sec): 3 clusters Score: Raw -716701.902588 + Penalty 2828.801512 = -713873.101075 nChanged 21 SP:Iteration 23Q (3382.768215 sec): 3 clusters Score: Raw -716708.056043 + Penalty 2828.801512 = -713879.254531 nChanged 20 SP:Iteration 24Q (3382.814542 sec): 3 clusters Score: Raw -716715.137964 + Penalty 2828.801512 = -713886.336452 nChanged 20 SP:Iteration 25Q (3382.870134 sec): 3 clusters Score: Raw -716724.845175 + Penalty 2828.801512 = -713896.043663 nChanged 17 SP:Iteration 26Q (3382.924492 sec): 3 clusters Score: Raw -716729.699144 + Penalty 2828.801512 = -713900.897631 nChanged 10 SP:Iteration 27Q (3382.977232 sec): 3 clusters Score: Raw -716733.102063 + Penalty 2828.801512 = -713904.300550 nChanged 8 SP:Iteration 28Q (3383.028448 sec): 3 clusters Score: Raw -716735.983179 + Penalty 2828.801512 = -713907.181667 nChanged 14 SP:Iteration 29Q (3383.079332 sec): 3 clusters Score: Raw -716740.395948 + Penalty 2828.801512 = -713911.594435 nChanged 8 SP:Iteration 30Q (3383.111221 sec): 3 clusters Score: Raw -716743.806013 + Penalty 2828.801512 = -713915.004501 nChanged 9 SP:Iteration 31Q (3383.169108 sec): 3 clusters Score: Raw -716745.849836 + Penalty 2828.801512 = -713917.048324 nChanged 5 SP:Iteration 32Q (3383.212838 sec): 3 clusters Score: Raw -716747.781956 + Penalty 2828.801512 = -713918.980444 nChanged 8 SP:Iteration 33Q (3383.271810 sec): 3 clusters Score: Raw -716749.610408 + Penalty 2828.801512 = -713920.808895 nChanged 2 SP:Iteration 34Q (3383.319905 sec): 3 clusters Score: Raw -716750.093362 + Penalty 2828.801512 = -713921.291849 nChanged 3 SP:Iteration 35Q (3383.369517 sec): 3 clusters Score: Raw -716751.183714 + Penalty 2828.801512 = -713922.382201 nChanged 2 SP:Iteration 36Q (3383.434100 sec): 3 clusters Score: Raw -716752.056343 + Penalty 2828.801512 = -713923.254831 nChanged 3 SP:Iteration 37Q (3383.474036 sec): 3 clusters Score: Raw -716753.038137 + Penalty 2828.801512 = -713924.236625 nChanged 5 SP:Iteration 38Q (3383.535722 sec): 3 clusters Score: Raw -716754.807157 + Penalty 2828.801512 = -713926.005644 nChanged 5 SP:Iteration 39Q (3383.595095 sec): 3 clusters Score: Raw -716756.137653 + Penalty 2828.801512 = -713927.336140 nChanged 5 SP:Iteration 40F (3383.649917 sec): 3 clusters Score: Raw -716757.496696 + Penalty 2828.801512 = -713928.695183 nChanged 1 SP:Iteration 41Q (3383.702551 sec): 3 clusters Score: Raw -716757.689328 + Penalty 2828.801512 = -713928.887815 nChanged 2 SP:Iteration 42Q (3383.746284 sec): 3 clusters Score: Raw -716758.122602 + Penalty 2828.801512 = -713929.321090 nChanged 0 SP:Iteration 43F (3383.794318 sec): 3 clusters Score: Raw -716758.122602 + Penalty 2828.801512 = -713929.321090 nChanged 0 Trying to split cluster 27 (6416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3383.826709 sec): 2 clusters Score: Raw -792986.392464 + Penalty 1424.564399 = -791561.828064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3383.881512 sec): 3 clusters Score: Raw -789458.952007 + Penalty 2849.128799 = -786609.823208 nChanged 2732 SP:Iteration 1F (3383.943516 sec): 3 clusters Score: Raw -790913.237570 + Penalty 2849.128799 = -788064.108771 nChanged 473 SP:Iteration 2F (3383.998113 sec): 3 clusters Score: Raw -791173.793376 + Penalty 2849.128799 = -788324.664577 nChanged 352 SP:Iteration 3F (3384.045699 sec): 3 clusters Score: Raw -791388.152920 + Penalty 2849.128799 = -788539.024121 nChanged 346 SP:Iteration 4F (3384.100474 sec): 3 clusters Score: Raw -791584.341850 + Penalty 2849.128799 = -788735.213052 nChanged 295 SP:Iteration 5Q (3384.151134 sec): 3 clusters Score: Raw -791751.674527 + Penalty 2849.128799 = -788902.545728 nChanged 303 SP:Iteration 6Q (3384.213391 sec): 3 clusters Score: Raw -791923.024919 + Penalty 2849.128799 = -789073.896120 nChanged 274 SP:Iteration 7Q (3384.253723 sec): 3 clusters Score: Raw -792079.204267 + Penalty 2849.128799 = -789230.075468 nChanged 273 SP:Iteration 8Q (3384.309822 sec): 3 clusters Score: Raw -792234.852708 + Penalty 2849.128799 = -789385.723910 nChanged 231 SP:Iteration 9Q (3384.370274 sec): 3 clusters Score: Raw -792392.911604 + Penalty 2849.128799 = -789543.782805 nChanged 224 SP:Iteration 10Q (3384.414262 sec): 3 clusters Score: Raw -792547.521495 + Penalty 2849.128799 = -789698.392696 nChanged 205 SP:Iteration 11Q (3384.478242 sec): 3 clusters Score: Raw -792677.536970 + Penalty 2849.128799 = -789828.408172 nChanged 162 SP:Iteration 12Q (3384.521285 sec): 3 clusters Score: Raw -792781.982388 + Penalty 2849.128799 = -789932.853589 nChanged 133 SP:Iteration 13Q (3384.586963 sec): 3 clusters Score: Raw -792862.098539 + Penalty 2849.128799 = -790012.969740 nChanged 92 SP:Iteration 14Q (3384.634826 sec): 3 clusters Score: Raw -792909.467038 + Penalty 2849.128799 = -790060.338239 nChanged 76 SP:Iteration 15Q (3384.686199 sec): 3 clusters Score: Raw -792942.458533 + Penalty 2849.128799 = -790093.329734 nChanged 68 SP:Iteration 16Q (3384.745939 sec): 3 clusters Score: Raw -792970.710420 + Penalty 2849.128799 = -790121.581621 nChanged 58 SP:Iteration 17Q (3384.795518 sec): 3 clusters Score: Raw -793009.584986 + Penalty 2849.128799 = -790160.456187 nChanged 72 SP:Iteration 18Q (3384.845448 sec): 3 clusters Score: Raw -793062.370449 + Penalty 2849.128799 = -790213.241651 nChanged 73 SP:Iteration 19Q (3384.898732 sec): 3 clusters Score: Raw -793104.271732 + Penalty 2849.128799 = -790255.142933 nChanged 56 SP:Iteration 20F (3384.949709 sec): 3 clusters Score: Raw -793138.919612 + Penalty 2849.128799 = -790289.790813 nChanged 55 SP:Iteration 21Q (3385.007966 sec): 3 clusters Score: Raw -793165.653216 + Penalty 2849.128799 = -790316.524418 nChanged 45 SP:Iteration 22Q (3385.066748 sec): 3 clusters Score: Raw -793181.693195 + Penalty 2849.128799 = -790332.564397 nChanged 31 SP:Iteration 23Q (3385.124769 sec): 3 clusters Score: Raw -793192.924655 + Penalty 2849.128799 = -790343.795856 nChanged 22 SP:Iteration 24Q (3385.167940 sec): 3 clusters Score: Raw -793200.521425 + Penalty 2849.128799 = -790351.392627 nChanged 22 SP:Iteration 25Q (3385.223805 sec): 3 clusters Score: Raw -793208.011372 + Penalty 2849.128799 = -790358.882573 nChanged 18 SP:Iteration 26Q (3385.276996 sec): 3 clusters Score: Raw -793215.147165 + Penalty 2849.128799 = -790366.018366 nChanged 10 SP:Iteration 27Q (3385.327244 sec): 3 clusters Score: Raw -793219.260194 + Penalty 2849.128799 = -790370.131395 nChanged 15 SP:Iteration 28Q (3385.367536 sec): 3 clusters Score: Raw -793224.446327 + Penalty 2849.128799 = -790375.317529 nChanged 13 SP:Iteration 29Q (3385.429160 sec): 3 clusters Score: Raw -793228.952227 + Penalty 2849.128799 = -790379.823428 nChanged 14 SP:Iteration 30Q (3385.481954 sec): 3 clusters Score: Raw -793233.303308 + Penalty 2849.128799 = -790384.174509 nChanged 8 SP:Iteration 31Q (3385.531661 sec): 3 clusters Score: Raw -793235.365779 + Penalty 2849.128799 = -790386.236981 nChanged 4 SP:Iteration 32Q (3385.583456 sec): 3 clusters Score: Raw -793236.352574 + Penalty 2849.128799 = -790387.223775 nChanged 3 SP:Iteration 33Q (3385.622965 sec): 3 clusters Score: Raw -793237.267577 + Penalty 2849.128799 = -790388.138778 nChanged 3 SP:Iteration 34Q (3385.674504 sec): 3 clusters Score: Raw -793238.033236 + Penalty 2849.128799 = -790388.904437 nChanged 0 SP:Iteration 35F (3385.737293 sec): 3 clusters Score: Raw -793238.033236 + Penalty 2849.128799 = -790388.904437 nChanged 0 Trying to split cluster 28 (2292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3385.757257 sec): 2 clusters Score: Raw -294540.271894 + Penalty 1257.291763 = -293282.980131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3385.804792 sec): 3 clusters Score: Raw -293521.815101 + Penalty 2514.583525 = -291007.231576 nChanged 816 SP:Iteration 1F (3385.849415 sec): 3 clusters Score: Raw -294037.660337 + Penalty 2514.583525 = -291523.076812 nChanged 177 SP:Iteration 2F (3385.898153 sec): 3 clusters Score: Raw -294160.045547 + Penalty 2514.583525 = -291645.462022 nChanged 123 SP:Iteration 3F (3385.943448 sec): 3 clusters Score: Raw -294250.145867 + Penalty 2514.583525 = -291735.562342 nChanged 91 SP:Iteration 4Q (3385.993275 sec): 3 clusters Score: Raw -294306.837474 + Penalty 2514.583525 = -291792.253949 nChanged 74 SP:Iteration 5Q (3386.036394 sec): 3 clusters Score: Raw -294362.051340 + Penalty 2514.583525 = -291847.467815 nChanged 74 SP:Iteration 6Q (3386.087447 sec): 3 clusters Score: Raw -294411.132428 + Penalty 2514.583525 = -291896.548902 nChanged 71 SP:Iteration 7Q (3386.137727 sec): 3 clusters Score: Raw -294472.763266 + Penalty 2514.583525 = -291958.179741 nChanged 79 SP:Iteration 8Q (3386.179947 sec): 3 clusters Score: Raw -294531.731477 + Penalty 2514.583525 = -292017.147952 nChanged 76 SP:Iteration 9Q (3386.230661 sec): 3 clusters Score: Raw -294594.266023 + Penalty 2514.583525 = -292079.682498 nChanged 80 SP:Iteration 10Q (3386.274725 sec): 3 clusters Score: Raw -294663.568584 + Penalty 2514.583525 = -292148.985059 nChanged 84 SP:Iteration 11Q (3386.326662 sec): 3 clusters Score: Raw -294743.164049 + Penalty 2514.583525 = -292228.580524 nChanged 86 SP:Iteration 12Q (3386.366173 sec): 3 clusters Score: Raw -294810.883279 + Penalty 2514.583525 = -292296.299753 nChanged 59 SP:Iteration 13Q (3386.408629 sec): 3 clusters Score: Raw -294844.586596 + Penalty 2514.583525 = -292330.003071 nChanged 34 SP:Iteration 14Q (3386.444397 sec): 3 clusters Score: Raw -294864.436836 + Penalty 2514.583525 = -292349.853310 nChanged 26 SP:Iteration 15Q (3386.497237 sec): 3 clusters Score: Raw -294881.881208 + Penalty 2514.583525 = -292367.297682 nChanged 19 SP:Iteration 16Q (3386.540189 sec): 3 clusters Score: Raw -294894.845906 + Penalty 2514.583525 = -292380.262381 nChanged 18 SP:Iteration 17Q (3386.579795 sec): 3 clusters Score: Raw -294902.122495 + Penalty 2514.583525 = -292387.538969 nChanged 9 SP:Iteration 18Q (3386.624374 sec): 3 clusters Score: Raw -294905.497832 + Penalty 2514.583525 = -292390.914307 nChanged 4 SP:Iteration 19Q (3386.680462 sec): 3 clusters Score: Raw -294906.623700 + Penalty 2514.583525 = -292392.040175 nChanged 5 SP:Iteration 20F (3386.710880 sec): 3 clusters Score: Raw -294908.387275 + Penalty 2514.583525 = -292393.803749 nChanged 1 SP:Iteration 21Q (3386.768257 sec): 3 clusters Score: Raw -294909.040095 + Penalty 2514.583525 = -292394.456570 nChanged 3 SP:Iteration 22Q (3386.809834 sec): 3 clusters Score: Raw -294910.311860 + Penalty 2514.583525 = -292395.728334 nChanged 5 SP:Iteration 23Q (3386.854972 sec): 3 clusters Score: Raw -294913.528051 + Penalty 2514.583525 = -292398.944526 nChanged 4 SP:Iteration 24Q (3386.900459 sec): 3 clusters Score: Raw -294915.249357 + Penalty 2514.583525 = -292400.665832 nChanged 5 SP:Iteration 25Q (3386.935956 sec): 3 clusters Score: Raw -294918.135734 + Penalty 2514.583525 = -292403.552209 nChanged 2 SP:Iteration 26Q (3386.978829 sec): 3 clusters Score: Raw -294918.949401 + Penalty 2514.583525 = -292404.365875 nChanged 1 SP:Iteration 27Q (3387.021898 sec): 3 clusters Score: Raw -294919.300051 + Penalty 2514.583525 = -292404.716526 nChanged 0 SP:Iteration 28F (3387.069430 sec): 3 clusters Score: Raw -294919.300051 + Penalty 2514.583525 = -292404.716526 nChanged 0 Trying to split cluster 29 (24869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3387.137489 sec): 2 clusters Score: Raw -3037318.534487 + Penalty 1644.723816 = -3035673.810672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3387.218882 sec): 3 clusters Score: Raw -3022196.225020 + Penalty 3289.447631 = -3018906.777389 nChanged 11293 SP:Iteration 1F (3387.304829 sec): 3 clusters Score: Raw -3028542.835141 + Penalty 3289.447631 = -3025253.387510 nChanged 1302 SP:Iteration 2F (3387.395047 sec): 3 clusters Score: Raw -3029053.749594 + Penalty 3289.447631 = -3025764.301962 nChanged 1320 SP:Iteration 3F (3387.470816 sec): 3 clusters Score: Raw -3029606.094415 + Penalty 3289.447631 = -3026316.646784 nChanged 1340 SP:Iteration 4F (3387.560906 sec): 3 clusters Score: Raw -3030257.803351 + Penalty 3289.447631 = -3026968.355720 nChanged 1392 SP:Iteration 5F (3387.650993 sec): 3 clusters Score: Raw -3031046.848147 + Penalty 3289.447631 = -3027757.400516 nChanged 1474 SP:Iteration 6F (3387.732939 sec): 3 clusters Score: Raw -3032071.651893 + Penalty 3289.447631 = -3028782.204262 nChanged 1511 SP:Iteration 7F (3387.823728 sec): 3 clusters Score: Raw -3033234.487724 + Penalty 3289.447631 = -3029945.040093 nChanged 1392 SP:Iteration 8F (3387.902635 sec): 3 clusters Score: Raw -3034364.597822 + Penalty 3289.447631 = -3031075.150190 nChanged 1160 SP:Iteration 9Q (3387.993801 sec): 3 clusters Score: Raw -3035241.191109 + Penalty 3289.447631 = -3031951.743478 nChanged 893 SP:Iteration 10Q (3388.082528 sec): 3 clusters Score: Raw -3035678.019920 + Penalty 3289.447631 = -3032388.572288 nChanged 549 SP:Iteration 11Q (3388.159362 sec): 3 clusters Score: Raw -3035865.984513 + Penalty 3289.447631 = -3032576.536882 nChanged 348 SP:Iteration 12Q (3388.240937 sec): 3 clusters Score: Raw -3035978.011787 + Penalty 3289.447631 = -3032688.564156 nChanged 296 SP:Iteration 13Q (3388.327540 sec): 3 clusters Score: Raw -3036071.627800 + Penalty 3289.447631 = -3032782.180169 nChanged 255 SP:Iteration 14Q (3388.409706 sec): 3 clusters Score: Raw -3036141.191871 + Penalty 3289.447631 = -3032851.744240 nChanged 228 SP:Iteration 15Q (3388.494899 sec): 3 clusters Score: Raw -3036201.025933 + Penalty 3289.447631 = -3032911.578301 nChanged 235 SP:Iteration 16Q (3388.580308 sec): 3 clusters Score: Raw -3036263.184832 + Penalty 3289.447631 = -3032973.737201 nChanged 226 SP:Iteration 17Q (3388.673402 sec): 3 clusters Score: Raw -3036319.772205 + Penalty 3289.447631 = -3033030.324574 nChanged 176 SP:Iteration 18Q (3388.743218 sec): 3 clusters Score: Raw -3036358.968087 + Penalty 3289.447631 = -3033069.520456 nChanged 159 SP:Iteration 19Q (3388.833275 sec): 3 clusters Score: Raw -3036391.425453 + Penalty 3289.447631 = -3033101.977822 nChanged 149 SP:Iteration 20F (3388.924328 sec): 3 clusters Score: Raw -3036417.887180 + Penalty 3289.447631 = -3033128.439549 nChanged 135 SP:Iteration 21Q (3389.010746 sec): 3 clusters Score: Raw -3036445.216509 + Penalty 3289.447631 = -3033155.768878 nChanged 126 SP:Iteration 22Q (3389.096067 sec): 3 clusters Score: Raw -3036466.962432 + Penalty 3289.447631 = -3033177.514801 nChanged 113 SP:Iteration 23Q (3389.175138 sec): 3 clusters Score: Raw -3036484.374641 + Penalty 3289.447631 = -3033194.927009 nChanged 87 SP:Iteration 24Q (3389.259679 sec): 3 clusters Score: Raw -3036496.586011 + Penalty 3289.447631 = -3033207.138380 nChanged 74 SP:Iteration 25Q (3389.336638 sec): 3 clusters Score: Raw -3036505.540354 + Penalty 3289.447631 = -3033216.092722 nChanged 59 SP:Iteration 26Q (3389.431395 sec): 3 clusters Score: Raw -3036511.276904 + Penalty 3289.447631 = -3033221.829273 nChanged 53 SP:Iteration 27Q (3389.511995 sec): 3 clusters Score: Raw -3036517.062936 + Penalty 3289.447631 = -3033227.615304 nChanged 43 SP:Iteration 28Q (3389.600961 sec): 3 clusters Score: Raw -3036521.051153 + Penalty 3289.447631 = -3033231.603522 nChanged 40 SP:Iteration 29Q (3389.693431 sec): 3 clusters Score: Raw -3036524.952448 + Penalty 3289.447631 = -3033235.504817 nChanged 36 SP:Iteration 30Q (3389.773175 sec): 3 clusters Score: Raw -3036527.295051 + Penalty 3289.447631 = -3033237.847420 nChanged 23 SP:Iteration 31Q (3389.858186 sec): 3 clusters Score: Raw -3036529.096322 + Penalty 3289.447631 = -3033239.648691 nChanged 22 SP:Iteration 32Q (3389.940724 sec): 3 clusters Score: Raw -3036530.945724 + Penalty 3289.447631 = -3033241.498093 nChanged 21 SP:Iteration 33Q (3390.018001 sec): 3 clusters Score: Raw -3036532.955943 + Penalty 3289.447631 = -3033243.508312 nChanged 36 SP:Iteration 34Q (3390.099222 sec): 3 clusters Score: Raw -3036536.395983 + Penalty 3289.447631 = -3033246.948352 nChanged 36 SP:Iteration 35Q (3390.184236 sec): 3 clusters Score: Raw -3036539.823468 + Penalty 3289.447631 = -3033250.375837 nChanged 36 SP:Iteration 36Q (3390.263839 sec): 3 clusters Score: Raw -3036543.586339 + Penalty 3289.447631 = -3033254.138708 nChanged 37 SP:Iteration 37Q (3390.344930 sec): 3 clusters Score: Raw -3036548.313030 + Penalty 3289.447631 = -3033258.865399 nChanged 37 SP:Iteration 38Q (3390.433354 sec): 3 clusters Score: Raw -3036552.365604 + Penalty 3289.447631 = -3033262.917972 nChanged 36 SP:Iteration 39Q (3390.519212 sec): 3 clusters Score: Raw -3036556.215180 + Penalty 3289.447631 = -3033266.767549 nChanged 38 SP:Iteration 40F (3390.613605 sec): 3 clusters Score: Raw -3036560.283951 + Penalty 3289.447631 = -3033270.836320 nChanged 37 SP:Iteration 41Q (3390.688598 sec): 3 clusters Score: Raw -3036564.175654 + Penalty 3289.447631 = -3033274.728023 nChanged 37 SP:Iteration 42Q (3390.785147 sec): 3 clusters Score: Raw -3036567.115238 + Penalty 3289.447631 = -3033277.667606 nChanged 27 SP:Iteration 43Q (3390.863780 sec): 3 clusters Score: Raw -3036569.043031 + Penalty 3289.447631 = -3033279.595400 nChanged 17 SP:Iteration 44Q (3390.939017 sec): 3 clusters Score: Raw -3036570.031200 + Penalty 3289.447631 = -3033280.583569 nChanged 15 SP:Iteration 45Q (3391.022119 sec): 3 clusters Score: Raw -3036571.241205 + Penalty 3289.447631 = -3033281.793574 nChanged 16 SP:Iteration 46Q (3391.111608 sec): 3 clusters Score: Raw -3036572.342611 + Penalty 3289.447631 = -3033282.894979 nChanged 13 SP:Iteration 47Q (3391.190304 sec): 3 clusters Score: Raw -3036573.428113 + Penalty 3289.447631 = -3033283.980482 nChanged 14 SP:Iteration 48Q (3391.272911 sec): 3 clusters Score: Raw -3036574.435781 + Penalty 3289.447631 = -3033284.988150 nChanged 12 SP:Iteration 49Q (3391.367972 sec): 3 clusters Score: Raw -3036575.611159 + Penalty 3289.447631 = -3033286.163528 nChanged 15 SP:Iteration 50Q (3391.450872 sec): 3 clusters Score: Raw -3036576.504384 + Penalty 3289.447631 = -3033287.056752 nChanged 10 SP:Iteration 51Q (3391.520589 sec): 3 clusters Score: Raw -3036577.059058 + Penalty 3289.447631 = -3033287.611427 nChanged 3 SP:Iteration 52Q (3391.612263 sec): 3 clusters Score: Raw -3036577.206655 + Penalty 3289.447631 = -3033287.759024 nChanged 4 SP:Iteration 53Q (3391.696779 sec): 3 clusters Score: Raw -3036577.456335 + Penalty 3289.447631 = -3033288.008704 nChanged 4 SP:Iteration 54Q (3391.784074 sec): 3 clusters Score: Raw -3036577.823958 + Penalty 3289.447631 = -3033288.376327 nChanged 9 SP:Iteration 55Q (3391.862388 sec): 3 clusters Score: Raw -3036578.651439 + Penalty 3289.447631 = -3033289.203807 nChanged 13 SP:Iteration 56Q (3391.941901 sec): 3 clusters Score: Raw -3036579.506616 + Penalty 3289.447631 = -3033290.058985 nChanged 9 SP:Iteration 57Q (3392.029463 sec): 3 clusters Score: Raw -3036579.977850 + Penalty 3289.447631 = -3033290.530219 nChanged 7 SP:Iteration 58Q (3392.115388 sec): 3 clusters Score: Raw -3036580.490055 + Penalty 3289.447631 = -3033291.042424 nChanged 8 SP:Iteration 59Q (3392.201146 sec): 3 clusters Score: Raw -3036580.892614 + Penalty 3289.447631 = -3033291.444983 nChanged 4 SP:Iteration 60F (3392.290610 sec): 3 clusters Score: Raw -3036581.262708 + Penalty 3289.447631 = -3033291.815077 nChanged 6 SP:Iteration 61Q (3392.369021 sec): 3 clusters Score: Raw -3036581.716777 + Penalty 3289.447631 = -3033292.269145 nChanged 9 SP:Iteration 62Q (3392.459561 sec): 3 clusters Score: Raw -3036582.260797 + Penalty 3289.447631 = -3033292.813166 nChanged 8 SP:Iteration 63Q (3392.544176 sec): 3 clusters Score: Raw -3036582.668126 + Penalty 3289.447631 = -3033293.220495 nChanged 3 SP:Iteration 64Q (3392.626399 sec): 3 clusters Score: Raw -3036582.897658 + Penalty 3289.447631 = -3033293.450027 nChanged 7 SP:Iteration 65Q (3392.699891 sec): 3 clusters Score: Raw -3036583.301391 + Penalty 3289.447631 = -3033293.853760 nChanged 6 SP:Iteration 66Q (3392.788827 sec): 3 clusters Score: Raw -3036583.632572 + Penalty 3289.447631 = -3033294.184941 nChanged 8 SP:Iteration 67Q (3392.872861 sec): 3 clusters Score: Raw -3036584.163835 + Penalty 3289.447631 = -3033294.716203 nChanged 13 SP:Iteration 68Q (3392.947690 sec): 3 clusters Score: Raw -3036585.225393 + Penalty 3289.447631 = -3033295.777762 nChanged 15 SP:Iteration 69Q (3393.030799 sec): 3 clusters Score: Raw -3036585.995319 + Penalty 3289.447631 = -3033296.547687 nChanged 15 SP:Iteration 70Q (3393.113565 sec): 3 clusters Score: Raw -3036587.051522 + Penalty 3289.447631 = -3033297.603891 nChanged 10 SP:Iteration 71Q (3393.198113 sec): 3 clusters Score: Raw -3036587.623547 + Penalty 3289.447631 = -3033298.175915 nChanged 9 SP:Iteration 72Q (3393.285588 sec): 3 clusters Score: Raw -3036588.094606 + Penalty 3289.447631 = -3033298.646975 nChanged 9 SP:Iteration 73Q (3393.374503 sec): 3 clusters Score: Raw -3036588.735476 + Penalty 3289.447631 = -3033299.287845 nChanged 8 SP:Iteration 74Q (3393.457410 sec): 3 clusters Score: Raw -3036589.323677 + Penalty 3289.447631 = -3033299.876046 nChanged 10 SP:Iteration 75Q (3393.540924 sec): 3 clusters Score: Raw -3036590.047903 + Penalty 3289.447631 = -3033300.600272 nChanged 10 SP:Iteration 76Q (3393.625005 sec): 3 clusters Score: Raw -3036590.598430 + Penalty 3289.447631 = -3033301.150798 nChanged 6 SP:Iteration 77Q (3393.708903 sec): 3 clusters Score: Raw -3036590.935040 + Penalty 3289.447631 = -3033301.487409 nChanged 13 SP:Iteration 78Q (3393.795923 sec): 3 clusters Score: Raw -3036591.575678 + Penalty 3289.447631 = -3033302.128047 nChanged 8 SP:Iteration 79Q (3393.877437 sec): 3 clusters Score: Raw -3036592.061605 + Penalty 3289.447631 = -3033302.613974 nChanged 14 SP:Iteration 80F (3393.964523 sec): 3 clusters Score: Raw -3036592.995637 + Penalty 3289.447631 = -3033303.548005 nChanged 10 SP:Iteration 81Q (3394.050188 sec): 3 clusters Score: Raw -3036593.632005 + Penalty 3289.447631 = -3033304.184374 nChanged 9 SP:Iteration 82Q (3394.139773 sec): 3 clusters Score: Raw -3036594.087900 + Penalty 3289.447631 = -3033304.640268 nChanged 5 SP:Iteration 83Q (3394.216378 sec): 3 clusters Score: Raw -3036594.304027 + Penalty 3289.447631 = -3033304.856396 nChanged 4 SP:Iteration 84Q (3394.307048 sec): 3 clusters Score: Raw -3036594.423127 + Penalty 3289.447631 = -3033304.975496 nChanged 3 SP:Iteration 85Q (3394.393563 sec): 3 clusters Score: Raw -3036594.569002 + Penalty 3289.447631 = -3033305.121370 nChanged 4 SP:Iteration 86Q (3394.470896 sec): 3 clusters Score: Raw -3036594.726681 + Penalty 3289.447631 = -3033305.279050 nChanged 4 SP:Iteration 87Q (3394.553981 sec): 3 clusters Score: Raw -3036594.872453 + Penalty 3289.447631 = -3033305.424822 nChanged 4 SP:Iteration 88Q (3394.631470 sec): 3 clusters Score: Raw -3036594.994987 + Penalty 3289.447631 = -3033305.547355 nChanged 0 SP:Iteration 89F (3394.716551 sec): 3 clusters Score: Raw -3036594.994987 + Penalty 3289.447631 = -3033305.547355 nChanged 0 Trying to split cluster 30 (60481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3394.822376 sec): 2 clusters Score: Raw -7285598.586609 + Penalty 1789.138739 = -7283809.447870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3394.968497 sec): 3 clusters Score: Raw -7247022.301825 + Penalty 3578.277477 = -7243444.024348 nChanged 28467 SP:Iteration 1F (3395.102624 sec): 3 clusters Score: Raw -7263536.795519 + Penalty 3578.277477 = -7259958.518041 nChanged 2768 SP:Iteration 2Q (3395.255024 sec): 3 clusters Score: Raw -7264519.525170 + Penalty 3578.277477 = -7260941.247693 nChanged 2980 SP:Iteration 3Q (3395.427961 sec): 3 clusters Score: Raw -7265752.755631 + Penalty 3578.277477 = -7262174.478154 nChanged 3339 SP:Iteration 4F (3395.566704 sec): 3 clusters Score: Raw -7267514.497969 + Penalty 3578.277477 = -7263936.220492 nChanged 3923 SP:Iteration 5F (3395.713596 sec): 3 clusters Score: Raw -7270095.238792 + Penalty 3578.277477 = -7266516.961315 nChanged 4269 SP:Iteration 6F (3395.860240 sec): 3 clusters Score: Raw -7273281.057149 + Penalty 3578.277477 = -7269702.779672 nChanged 4102 SP:Iteration 7F (3395.994496 sec): 3 clusters Score: Raw -7276782.906789 + Penalty 3578.277477 = -7273204.629311 nChanged 3531 SP:Iteration 8F (3396.142371 sec): 3 clusters Score: Raw -7280063.284507 + Penalty 3578.277477 = -7276485.007030 nChanged 2634 SP:Iteration 9Q (3396.295945 sec): 3 clusters Score: Raw -7282520.455849 + Penalty 3578.277477 = -7278942.178372 nChanged 1705 SP:Iteration 10Q (3396.420187 sec): 3 clusters Score: Raw -7283973.159907 + Penalty 3578.277477 = -7280394.882430 nChanged 1074 SP:Iteration 11Q (3396.575068 sec): 3 clusters Score: Raw -7284801.954483 + Penalty 3578.277477 = -7281223.677006 nChanged 676 SP:Iteration 12Q (3396.721106 sec): 3 clusters Score: Raw -7285312.844384 + Penalty 3578.277477 = -7281734.566907 nChanged 476 SP:Iteration 13Q (3396.856854 sec): 3 clusters Score: Raw -7285620.273770 + Penalty 3578.277477 = -7282041.996293 nChanged 322 SP:Iteration 14Q (3396.983298 sec): 3 clusters Score: Raw -7285801.211732 + Penalty 3578.277477 = -7282222.934254 nChanged 249 SP:Iteration 15Q (3397.108849 sec): 3 clusters Score: Raw -7285929.799087 + Penalty 3578.277477 = -7282351.521610 nChanged 192 SP:Iteration 16Q (3397.241304 sec): 3 clusters Score: Raw -7286013.666622 + Penalty 3578.277477 = -7282435.389145 nChanged 145 SP:Iteration 17Q (3397.367537 sec): 3 clusters Score: Raw -7286073.492030 + Penalty 3578.277477 = -7282495.214553 nChanged 120 SP:Iteration 18Q (3397.503269 sec): 3 clusters Score: Raw -7286120.472993 + Penalty 3578.277477 = -7282542.195516 nChanged 94 SP:Iteration 19Q (3397.618431 sec): 3 clusters Score: Raw -7286155.273230 + Penalty 3578.277477 = -7282576.995753 nChanged 68 SP:Iteration 20F (3397.764898 sec): 3 clusters Score: Raw -7286179.906606 + Penalty 3578.277477 = -7282601.629128 nChanged 52 SP:Iteration 21Q (3397.896948 sec): 3 clusters Score: Raw -7286194.633830 + Penalty 3578.277477 = -7282616.356353 nChanged 38 SP:Iteration 22Q (3398.035861 sec): 3 clusters Score: Raw -7286206.851626 + Penalty 3578.277477 = -7282628.574149 nChanged 39 SP:Iteration 23Q (3398.159453 sec): 3 clusters Score: Raw -7286220.916856 + Penalty 3578.277477 = -7282642.639379 nChanged 44 SP:Iteration 24Q (3398.286981 sec): 3 clusters Score: Raw -7286235.857413 + Penalty 3578.277477 = -7282657.579936 nChanged 45 SP:Iteration 25Q (3398.407394 sec): 3 clusters Score: Raw -7286247.032893 + Penalty 3578.277477 = -7282668.755416 nChanged 32 SP:Iteration 26Q (3398.536550 sec): 3 clusters Score: Raw -7286256.165023 + Penalty 3578.277477 = -7282677.887546 nChanged 36 SP:Iteration 27Q (3398.665369 sec): 3 clusters Score: Raw -7286265.848606 + Penalty 3578.277477 = -7282687.571129 nChanged 24 SP:Iteration 28Q (3398.785744 sec): 3 clusters Score: Raw -7286271.300622 + Penalty 3578.277477 = -7282693.023145 nChanged 18 SP:Iteration 29Q (3398.921021 sec): 3 clusters Score: Raw -7286275.015206 + Penalty 3578.277477 = -7282696.737729 nChanged 11 SP:Iteration 30Q (3399.042389 sec): 3 clusters Score: Raw -7286277.624402 + Penalty 3578.277477 = -7282699.346925 nChanged 11 SP:Iteration 31Q (3399.174549 sec): 3 clusters Score: Raw -7286281.686836 + Penalty 3578.277477 = -7282703.409358 nChanged 21 SP:Iteration 32Q (3399.296403 sec): 3 clusters Score: Raw -7286288.243862 + Penalty 3578.277477 = -7282709.966384 nChanged 20 SP:Iteration 33Q (3399.416422 sec): 3 clusters Score: Raw -7286293.125957 + Penalty 3578.277477 = -7282714.848480 nChanged 21 SP:Iteration 34Q (3399.539702 sec): 3 clusters Score: Raw -7286299.502085 + Penalty 3578.277477 = -7282721.224608 nChanged 20 SP:Iteration 35Q (3399.665207 sec): 3 clusters Score: Raw -7286305.254784 + Penalty 3578.277477 = -7282726.977307 nChanged 25 SP:Iteration 36Q (3399.782900 sec): 3 clusters Score: Raw -7286311.217673 + Penalty 3578.277477 = -7282732.940196 nChanged 27 SP:Iteration 37Q (3399.914515 sec): 3 clusters Score: Raw -7286317.870828 + Penalty 3578.277477 = -7282739.593351 nChanged 18 SP:Iteration 38Q (3400.037853 sec): 3 clusters Score: Raw -7286324.390205 + Penalty 3578.277477 = -7282746.112728 nChanged 33 SP:Iteration 39Q (3400.168623 sec): 3 clusters Score: Raw -7286333.667230 + Penalty 3578.277477 = -7282755.389753 nChanged 20 SP:Iteration 40F (3400.311657 sec): 3 clusters Score: Raw -7286340.539172 + Penalty 3578.277477 = -7282762.261695 nChanged 30 SP:Iteration 41Q (3400.439782 sec): 3 clusters Score: Raw -7286353.345701 + Penalty 3578.277477 = -7282775.068224 nChanged 36 SP:Iteration 42Q (3400.553096 sec): 3 clusters Score: Raw -7286366.221868 + Penalty 3578.277477 = -7282787.944391 nChanged 30 SP:Iteration 43Q (3400.682695 sec): 3 clusters Score: Raw -7286374.526304 + Penalty 3578.277477 = -7282796.248827 nChanged 33 SP:Iteration 44Q (3400.811375 sec): 3 clusters Score: Raw -7286384.699550 + Penalty 3578.277477 = -7282806.422072 nChanged 34 SP:Iteration 45Q (3400.929426 sec): 3 clusters Score: Raw -7286396.865055 + Penalty 3578.277477 = -7282818.587578 nChanged 32 SP:Iteration 46Q (3401.057736 sec): 3 clusters Score: Raw -7286407.769295 + Penalty 3578.277477 = -7282829.491818 nChanged 39 SP:Iteration 47Q (3401.194387 sec): 3 clusters Score: Raw -7286422.120049 + Penalty 3578.277477 = -7282843.842572 nChanged 32 SP:Iteration 48Q (3401.325284 sec): 3 clusters Score: Raw -7286434.890962 + Penalty 3578.277477 = -7282856.613485 nChanged 42 SP:Iteration 49Q (3401.444433 sec): 3 clusters Score: Raw -7286446.287760 + Penalty 3578.277477 = -7282868.010283 nChanged 32 SP:Iteration 50Q (3401.576601 sec): 3 clusters Score: Raw -7286455.752531 + Penalty 3578.277477 = -7282877.475054 nChanged 15 SP:Iteration 51Q (3401.698596 sec): 3 clusters Score: Raw -7286459.392389 + Penalty 3578.277477 = -7282881.114912 nChanged 15 SP:Iteration 52Q (3401.839220 sec): 3 clusters Score: Raw -7286462.802008 + Penalty 3578.277477 = -7282884.524531 nChanged 12 SP:Iteration 53Q (3401.976286 sec): 3 clusters Score: Raw -7286465.664861 + Penalty 3578.277477 = -7282887.387384 nChanged 10 SP:Iteration 54Q (3402.113447 sec): 3 clusters Score: Raw -7286468.143712 + Penalty 3578.277477 = -7282889.866235 nChanged 12 SP:Iteration 55Q (3402.244510 sec): 3 clusters Score: Raw -7286470.760957 + Penalty 3578.277477 = -7282892.483479 nChanged 9 SP:Iteration 56Q (3402.373277 sec): 3 clusters Score: Raw -7286472.686358 + Penalty 3578.277477 = -7282894.408881 nChanged 8 SP:Iteration 57Q (3402.497991 sec): 3 clusters Score: Raw -7286474.069517 + Penalty 3578.277477 = -7282895.792040 nChanged 8 SP:Iteration 58Q (3402.621350 sec): 3 clusters Score: Raw -7286475.782444 + Penalty 3578.277477 = -7282897.504967 nChanged 9 SP:Iteration 59Q (3402.753440 sec): 3 clusters Score: Raw -7286477.059297 + Penalty 3578.277477 = -7282898.781820 nChanged 7 SP:Iteration 60F (3402.899080 sec): 3 clusters Score: Raw -7286478.495899 + Penalty 3578.277477 = -7282900.218421 nChanged 7 SP:Iteration 61Q (3403.015509 sec): 3 clusters Score: Raw -7286479.754049 + Penalty 3578.277477 = -7282901.476572 nChanged 3 SP:Iteration 62Q (3403.149672 sec): 3 clusters Score: Raw -7286480.142245 + Penalty 3578.277477 = -7282901.864768 nChanged 5 SP:Iteration 63Q (3403.279377 sec): 3 clusters Score: Raw -7286480.850581 + Penalty 3578.277477 = -7282902.573104 nChanged 7 SP:Iteration 64Q (3403.408280 sec): 3 clusters Score: Raw -7286481.779732 + Penalty 3578.277477 = -7282903.502254 nChanged 5 SP:Iteration 65Q (3403.528489 sec): 3 clusters Score: Raw -7286482.555837 + Penalty 3578.277477 = -7282904.278360 nChanged 3 SP:Iteration 66Q (3403.659532 sec): 3 clusters Score: Raw -7286482.903921 + Penalty 3578.277477 = -7282904.626444 nChanged 0 SP:Iteration 67F (3403.798288 sec): 3 clusters Score: Raw -7286482.903921 + Penalty 3578.277477 = -7282904.626444 nChanged 0 Iteration 259Q (3407.292583 sec): 31 clusters Score: Raw -42695248.458545 + Penalty 62456.448406 = -42632792.010139 nChanged 42 Iteration 260F (3414.856172 sec): 31 clusters Score: Raw -42695249.866858 + Penalty 62456.448406 = -42632793.418452 nChanged 38 Iteration 261Q (3418.318275 sec): 31 clusters Score: Raw -42695251.085525 + Penalty 62456.448406 = -42632794.637118 nChanged 32 Iteration 262Q (3421.834878 sec): 31 clusters Score: Raw -42695252.175231 + Penalty 62456.448406 = -42632795.726825 nChanged 31 Iteration 263Q (3425.386281 sec): 31 clusters Score: Raw -42695253.238510 + Penalty 62456.448406 = -42632796.790103 nChanged 38 Iteration 264Q (3428.925032 sec): 31 clusters Score: Raw -42695254.941014 + Penalty 62456.448406 = -42632798.492608 nChanged 31 Iteration 265Q (3432.380541 sec): 31 clusters Score: Raw -42695256.216404 + Penalty 62456.448406 = -42632799.767998 nChanged 31 Iteration 266Q (3435.923234 sec): 31 clusters Score: Raw -42695257.457166 + Penalty 62456.448406 = -42632801.008760 nChanged 35 Iteration 267Q (3439.460708 sec): 31 clusters Score: Raw -42695258.455121 + Penalty 62456.448406 = -42632802.006715 nChanged 30 Iteration 268Q (3443.018635 sec): 31 clusters Score: Raw -42695259.384209 + Penalty 62456.448406 = -42632802.935803 nChanged 43 Iteration 269Q (3446.645181 sec): 31 clusters Score: Raw -42695260.745601 + Penalty 62456.448406 = -42632804.297194 nChanged 41 Iteration 270Q (3450.271166 sec): 31 clusters Score: Raw -42695261.925596 + Penalty 62456.448406 = -42632805.477190 nChanged 30 Iteration 271Q (3453.825234 sec): 31 clusters Score: Raw -42695262.928548 + Penalty 62456.448406 = -42632806.480142 nChanged 42 Iteration 272Q (3457.375393 sec): 31 clusters Score: Raw -42695264.130272 + Penalty 62456.448406 = -42632807.681866 nChanged 30 Iteration 273Q (3460.979486 sec): 31 clusters Score: Raw -42695264.984852 + Penalty 62456.448406 = -42632808.536446 nChanged 27 Iteration 274Q (3464.551580 sec): 31 clusters Score: Raw -42695265.595780 + Penalty 62456.448406 = -42632809.147374 nChanged 24 Iteration 275Q (3468.127680 sec): 31 clusters Score: Raw -42695266.203495 + Penalty 62456.448406 = -42632809.755089 nChanged 17 Iteration 276Q (3471.681506 sec): 31 clusters Score: Raw -42695266.607697 + Penalty 62456.448406 = -42632810.159291 nChanged 19 Iteration 277Q (3475.229336 sec): 31 clusters Score: Raw -42695266.956290 + Penalty 62456.448406 = -42632810.507884 nChanged 17 Iteration 278Q (3478.728635 sec): 31 clusters Score: Raw -42695267.325181 + Penalty 62456.448406 = -42632810.876775 nChanged 11 Iteration 279Q (3482.282126 sec): 31 clusters Score: Raw -42695267.550586 + Penalty 62456.448406 = -42632811.102179 nChanged 7 Iteration 280F (3489.787938 sec): 31 clusters Score: Raw -42695267.704914 + Penalty 62456.448406 = -42632811.256508 nChanged 5 Iteration 281Q (3493.355587 sec): 31 clusters Score: Raw -42695267.793203 + Penalty 62456.448406 = -42632811.344797 nChanged 4 Iteration 282Q (3496.905707 sec): 31 clusters Score: Raw -42695267.868987 + Penalty 62456.448406 = -42632811.420581 nChanged 3 Iteration 283Q (3500.442371 sec): 31 clusters Score: Raw -42695267.917178 + Penalty 62456.448406 = -42632811.468772 nChanged 2 Iteration 284Q (3503.918093 sec): 31 clusters Score: Raw -42695267.949485 + Penalty 62456.448406 = -42632811.501079 nChanged 2 Iteration 285Q (3507.384164 sec): 31 clusters Score: Raw -42695268.014560 + Penalty 62456.448406 = -42632811.566154 nChanged 6 Iteration 286Q (3510.943278 sec): 31 clusters Score: Raw -42695268.189121 + Penalty 62456.448406 = -42632811.740715 nChanged 8 Iteration 287Q (3514.278487 sec): 31 clusters Score: Raw -42695268.415225 + Penalty 62456.448406 = -42632811.966819 nChanged 16 Iteration 288Q (3517.801618 sec): 31 clusters Score: Raw -42695268.783188 + Penalty 62456.448406 = -42632812.334782 nChanged 15 Iteration 289Q (3521.408226 sec): 31 clusters Score: Raw -42695269.131757 + Penalty 62456.448406 = -42632812.683351 nChanged 13 Iteration 290Q (3524.963749 sec): 31 clusters Score: Raw -42695269.474432 + Penalty 62456.448406 = -42632813.026026 nChanged 9 Iteration 291Q (3528.573334 sec): 31 clusters Score: Raw -42695269.773099 + Penalty 62456.448406 = -42632813.324693 nChanged 9 Iteration 292Q (3532.112798 sec): 31 clusters Score: Raw -42695269.954054 + Penalty 62456.448406 = -42632813.505648 nChanged 8 Iteration 293Q (3535.685874 sec): 31 clusters Score: Raw -42695270.068023 + Penalty 62456.448406 = -42632813.619616 nChanged 6 Iteration 294Q (3539.269389 sec): 31 clusters Score: Raw -42695270.242307 + Penalty 62456.448406 = -42632813.793901 nChanged 6 Iteration 295Q (3542.851405 sec): 31 clusters Score: Raw -42695270.387159 + Penalty 62456.448406 = -42632813.938753 nChanged 6 Iteration 296Q (3546.404585 sec): 31 clusters Score: Raw -42695270.571014 + Penalty 62456.448406 = -42632814.122608 nChanged 6 Iteration 297Q (3550.015694 sec): 31 clusters Score: Raw -42695270.702983 + Penalty 62456.448406 = -42632814.254577 nChanged 5 Iteration 298Q (3553.592650 sec): 31 clusters Score: Raw -42695270.835838 + Penalty 62456.448406 = -42632814.387432 nChanged 6 Writing temp clu file Because OldScore, -42632814.254577, is greater than current (better) Score,-42632814.387432 Compute initial score before splitting: Score: Raw -42695270.835838 + Penalty 62456.448406 = -42632814.387432 Trying to split cluster 1 (12746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.732736 sec): 2 clusters Score: Raw -1545040.929167 + Penalty 1536.108076 = -1543504.821091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.803222 sec): 3 clusters Score: Raw -1537861.142796 + Penalty 3072.216152 = -1534788.926643 nChanged 5515 SP:Iteration 1F (3553.869585 sec): 3 clusters Score: Raw -1541236.941087 + Penalty 3072.216152 = -1538164.724935 nChanged 1054 SP:Iteration 2F (3553.937311 sec): 3 clusters Score: Raw -1542004.861916 + Penalty 3072.216152 = -1538932.645764 nChanged 1034 SP:Iteration 3F (3554.004989 sec): 3 clusters Score: Raw -1542842.972461 + Penalty 3072.216152 = -1539770.756309 nChanged 939 SP:Iteration 4F (3554.066582 sec): 3 clusters Score: Raw -1543639.944032 + Penalty 3072.216152 = -1540567.727880 nChanged 834 SP:Iteration 5F (3554.126945 sec): 3 clusters Score: Raw -1544334.039965 + Penalty 3072.216152 = -1541261.823813 nChanged 627 SP:Iteration 6Q (3554.198495 sec): 3 clusters Score: Raw -1544826.424617 + Penalty 3072.216152 = -1541754.208465 nChanged 450 SP:Iteration 7Q (3554.259721 sec): 3 clusters Score: Raw -1545110.551815 + Penalty 3072.216152 = -1542038.335663 nChanged 313 SP:Iteration 8Q (3554.338864 sec): 3 clusters Score: Raw -1545252.107642 + Penalty 3072.216152 = -1542179.891490 nChanged 192 SP:Iteration 9Q (3554.408809 sec): 3 clusters Score: Raw -1545325.469086 + Penalty 3072.216152 = -1542253.252934 nChanged 143 SP:Iteration 10Q (3554.480246 sec): 3 clusters Score: Raw -1545368.582533 + Penalty 3072.216152 = -1542296.366381 nChanged 112 SP:Iteration 11Q (3554.535217 sec): 3 clusters Score: Raw -1545399.433751 + Penalty 3072.216152 = -1542327.217599 nChanged 89 SP:Iteration 12Q (3554.602909 sec): 3 clusters Score: Raw -1545426.245900 + Penalty 3072.216152 = -1542354.029748 nChanged 71 SP:Iteration 13Q (3554.681717 sec): 3 clusters Score: Raw -1545447.879593 + Penalty 3072.216152 = -1542375.663441 nChanged 68 SP:Iteration 14Q (3554.738371 sec): 3 clusters Score: Raw -1545464.196101 + Penalty 3072.216152 = -1542391.979949 nChanged 52 SP:Iteration 15Q (3554.799436 sec): 3 clusters Score: Raw -1545477.732129 + Penalty 3072.216152 = -1542405.515976 nChanged 57 SP:Iteration 16Q (3554.860890 sec): 3 clusters Score: Raw -1545489.644297 + Penalty 3072.216152 = -1542417.428145 nChanged 50 SP:Iteration 17Q (3554.927359 sec): 3 clusters Score: Raw -1545499.149449 + Penalty 3072.216152 = -1542426.933297 nChanged 40 SP:Iteration 18Q (3554.985893 sec): 3 clusters Score: Raw -1545506.253302 + Penalty 3072.216152 = -1542434.037150 nChanged 41 SP:Iteration 19Q (3555.052423 sec): 3 clusters Score: Raw -1545514.318484 + Penalty 3072.216152 = -1542442.102331 nChanged 36 SP:Iteration 20F (3555.109058 sec): 3 clusters Score: Raw -1545520.539705 + Penalty 3072.216152 = -1542448.323553 nChanged 30 SP:Iteration 21Q (3555.166752 sec): 3 clusters Score: Raw -1545525.890429 + Penalty 3072.216152 = -1542453.674277 nChanged 24 SP:Iteration 22Q (3555.236042 sec): 3 clusters Score: Raw -1545529.885727 + Penalty 3072.216152 = -1542457.669574 nChanged 19 SP:Iteration 23Q (3555.295475 sec): 3 clusters Score: Raw -1545533.206219 + Penalty 3072.216152 = -1542460.990067 nChanged 22 SP:Iteration 24Q (3555.364732 sec): 3 clusters Score: Raw -1545536.948210 + Penalty 3072.216152 = -1542464.732058 nChanged 20 SP:Iteration 25Q (3555.433700 sec): 3 clusters Score: Raw -1545539.512623 + Penalty 3072.216152 = -1542467.296471 nChanged 14 SP:Iteration 26Q (3555.489970 sec): 3 clusters Score: Raw -1545541.576197 + Penalty 3072.216152 = -1542469.360045 nChanged 14 SP:Iteration 27Q (3555.555158 sec): 3 clusters Score: Raw -1545543.816327 + Penalty 3072.216152 = -1542471.600175 nChanged 16 SP:Iteration 28Q (3555.625501 sec): 3 clusters Score: Raw -1545546.068965 + Penalty 3072.216152 = -1542473.852813 nChanged 15 SP:Iteration 29Q (3555.691941 sec): 3 clusters Score: Raw -1545548.282286 + Penalty 3072.216152 = -1542476.066134 nChanged 10 SP:Iteration 30Q (3555.751899 sec): 3 clusters Score: Raw -1545549.501815 + Penalty 3072.216152 = -1542477.285663 nChanged 12 SP:Iteration 31Q (3555.822704 sec): 3 clusters Score: Raw -1545550.962762 + Penalty 3072.216152 = -1542478.746610 nChanged 5 SP:Iteration 32Q (3555.888905 sec): 3 clusters Score: Raw -1545551.735306 + Penalty 3072.216152 = -1542479.519154 nChanged 6 SP:Iteration 33Q (3555.945397 sec): 3 clusters Score: Raw -1545552.875306 + Penalty 3072.216152 = -1542480.659154 nChanged 10 SP:Iteration 34Q (3556.008960 sec): 3 clusters Score: Raw -1545554.301375 + Penalty 3072.216152 = -1542482.085223 nChanged 6 SP:Iteration 35Q (3556.077942 sec): 3 clusters Score: Raw -1545555.495040 + Penalty 3072.216152 = -1542483.278888 nChanged 11 SP:Iteration 36Q (3556.140332 sec): 3 clusters Score: Raw -1545557.174597 + Penalty 3072.216152 = -1542484.958445 nChanged 11 SP:Iteration 37Q (3556.211683 sec): 3 clusters Score: Raw -1545558.542774 + Penalty 3072.216152 = -1542486.326622 nChanged 10 SP:Iteration 38Q (3556.276620 sec): 3 clusters Score: Raw -1545559.780635 + Penalty 3072.216152 = -1542487.564483 nChanged 10 SP:Iteration 39Q (3556.332695 sec): 3 clusters Score: Raw -1545560.966243 + Penalty 3072.216152 = -1542488.750091 nChanged 6 SP:Iteration 40F (3556.411661 sec): 3 clusters Score: Raw -1545561.489663 + Penalty 3072.216152 = -1542489.273511 nChanged 4 SP:Iteration 41Q (3556.478176 sec): 3 clusters Score: Raw -1545561.777542 + Penalty 3072.216152 = -1542489.561389 nChanged 1 SP:Iteration 42Q (3556.528323 sec): 3 clusters Score: Raw -1545561.927229 + Penalty 3072.216152 = -1542489.711076 nChanged 3 SP:Iteration 43Q (3556.587085 sec): 3 clusters Score: Raw -1545562.559486 + Penalty 3072.216152 = -1542490.343334 nChanged 5 SP:Iteration 44Q (3556.651018 sec): 3 clusters Score: Raw -1545563.260827 + Penalty 3072.216152 = -1542491.044675 nChanged 8 SP:Iteration 45Q (3556.718972 sec): 3 clusters Score: Raw -1545564.288829 + Penalty 3072.216152 = -1542492.072677 nChanged 4 SP:Iteration 46Q (3556.777013 sec): 3 clusters Score: Raw -1545564.908442 + Penalty 3072.216152 = -1542492.692290 nChanged 5 SP:Iteration 47Q (3556.843512 sec): 3 clusters Score: Raw -1545565.367432 + Penalty 3072.216152 = -1542493.151280 nChanged 2 SP:Iteration 48Q (3556.908676 sec): 3 clusters Score: Raw -1545565.661362 + Penalty 3072.216152 = -1542493.445210 nChanged 3 SP:Iteration 49Q (3556.959105 sec): 3 clusters Score: Raw -1545566.054984 + Penalty 3072.216152 = -1542493.838832 nChanged 3 SP:Iteration 50Q (3557.028122 sec): 3 clusters Score: Raw -1545566.617224 + Penalty 3072.216152 = -1542494.401072 nChanged 4 SP:Iteration 51Q (3557.080035 sec): 3 clusters Score: Raw -1545567.397047 + Penalty 3072.216152 = -1542495.180895 nChanged 7 SP:Iteration 52Q (3557.145723 sec): 3 clusters Score: Raw -1545568.706452 + Penalty 3072.216152 = -1542496.490300 nChanged 8 SP:Iteration 53Q (3557.203684 sec): 3 clusters Score: Raw -1545569.974534 + Penalty 3072.216152 = -1542497.758382 nChanged 6 SP:Iteration 54Q (3557.264266 sec): 3 clusters Score: Raw -1545571.220252 + Penalty 3072.216152 = -1542499.004100 nChanged 4 SP:Iteration 55Q (3557.326853 sec): 3 clusters Score: Raw -1545571.640610 + Penalty 3072.216152 = -1542499.424458 nChanged 3 SP:Iteration 56Q (3557.382516 sec): 3 clusters Score: Raw -1545571.905264 + Penalty 3072.216152 = -1542499.689112 nChanged 3 SP:Iteration 57Q (3557.446626 sec): 3 clusters Score: Raw -1545572.256676 + Penalty 3072.216152 = -1542500.040524 nChanged 5 SP:Iteration 58Q (3557.522779 sec): 3 clusters Score: Raw -1545573.110438 + Penalty 3072.216152 = -1542500.894285 nChanged 4 SP:Iteration 59Q (3557.579471 sec): 3 clusters Score: Raw -1545573.900054 + Penalty 3072.216152 = -1542501.683902 nChanged 2 SP:Iteration 60F (3557.650569 sec): 3 clusters Score: Raw -1545574.070388 + Penalty 3072.216152 = -1542501.854235 nChanged 1 SP:Iteration 61Q (3557.720200 sec): 3 clusters Score: Raw -1545574.099617 + Penalty 3072.216152 = -1542501.883465 nChanged 0 SP:Iteration 62F (3557.782745 sec): 3 clusters Score: Raw -1545574.099617 + Penalty 3072.216152 = -1542501.883465 nChanged 0 Trying to split cluster 2 (48063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3557.872004 sec): 2 clusters Score: Raw -5553169.837603 + Penalty 1751.793539 = -5551418.044065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3557.994253 sec): 3 clusters Score: Raw -5522950.822052 + Penalty 3503.587077 = -5519447.234975 nChanged 22412 SP:Iteration 1F (3558.117971 sec): 3 clusters Score: Raw -5535973.433813 + Penalty 3503.587077 = -5532469.846736 nChanged 2468 SP:Iteration 2F (3558.240331 sec): 3 clusters Score: Raw -5536949.802409 + Penalty 3503.587077 = -5533446.215332 nChanged 2551 SP:Iteration 3F (3558.367256 sec): 3 clusters Score: Raw -5538078.391719 + Penalty 3503.587077 = -5534574.804642 nChanged 2721 SP:Iteration 4F (3558.495602 sec): 3 clusters Score: Raw -5539395.720277 + Penalty 3503.587077 = -5535892.133200 nChanged 2755 SP:Iteration 5F (3558.623386 sec): 3 clusters Score: Raw -5540738.854788 + Penalty 3503.587077 = -5537235.267711 nChanged 2610 SP:Iteration 6F (3558.756779 sec): 3 clusters Score: Raw -5541930.586567 + Penalty 3503.587077 = -5538426.999490 nChanged 2349 SP:Iteration 7Q (3558.882859 sec): 3 clusters Score: Raw -5542930.251604 + Penalty 3503.587077 = -5539426.664527 nChanged 2015 SP:Iteration 8Q (3559.012528 sec): 3 clusters Score: Raw -5543796.980435 + Penalty 3503.587077 = -5540293.393358 nChanged 1783 SP:Iteration 9Q (3559.159973 sec): 3 clusters Score: Raw -5544649.911824 + Penalty 3503.587077 = -5541146.324747 nChanged 1635 SP:Iteration 10Q (3559.292607 sec): 3 clusters Score: Raw -5545595.195359 + Penalty 3503.587077 = -5542091.608282 nChanged 1637 SP:Iteration 11Q (3559.420484 sec): 3 clusters Score: Raw -5546689.924106 + Penalty 3503.587077 = -5543186.337029 nChanged 1550 SP:Iteration 12Q (3559.554083 sec): 3 clusters Score: Raw -5547902.506054 + Penalty 3503.587077 = -5544398.918977 nChanged 1466 SP:Iteration 13Q (3559.681435 sec): 3 clusters Score: Raw -5548901.987679 + Penalty 3503.587077 = -5545398.400602 nChanged 1205 SP:Iteration 14Q (3559.819076 sec): 3 clusters Score: Raw -5549617.985426 + Penalty 3503.587077 = -5546114.398349 nChanged 1016 SP:Iteration 15Q (3559.941287 sec): 3 clusters Score: Raw -5550200.776471 + Penalty 3503.587077 = -5546697.189394 nChanged 923 SP:Iteration 16Q (3560.064897 sec): 3 clusters Score: Raw -5550705.450663 + Penalty 3503.587077 = -5547201.863586 nChanged 859 SP:Iteration 17Q (3560.192875 sec): 3 clusters Score: Raw -5551190.116577 + Penalty 3503.587077 = -5547686.529500 nChanged 800 SP:Iteration 18Q (3560.312504 sec): 3 clusters Score: Raw -5551649.143471 + Penalty 3503.587077 = -5548145.556394 nChanged 740 SP:Iteration 19Q (3560.444992 sec): 3 clusters Score: Raw -5552051.754221 + Penalty 3503.587077 = -5548548.167144 nChanged 601 SP:Iteration 20F (3560.569787 sec): 3 clusters Score: Raw -5552364.686288 + Penalty 3503.587077 = -5548861.099211 nChanged 521 SP:Iteration 21Q (3560.690848 sec): 3 clusters Score: Raw -5552599.719917 + Penalty 3503.587077 = -5549096.132840 nChanged 487 SP:Iteration 22Q (3560.805965 sec): 3 clusters Score: Raw -5552812.500554 + Penalty 3503.587077 = -5549308.913477 nChanged 399 SP:Iteration 23Q (3560.931955 sec): 3 clusters Score: Raw -5552994.359160 + Penalty 3503.587077 = -5549490.772083 nChanged 363 SP:Iteration 24Q (3561.042736 sec): 3 clusters Score: Raw -5553146.797591 + Penalty 3503.587077 = -5549643.210514 nChanged 315 SP:Iteration 25Q (3561.163296 sec): 3 clusters Score: Raw -5553254.677481 + Penalty 3503.587077 = -5549751.090404 nChanged 258 SP:Iteration 26Q (3561.281296 sec): 3 clusters Score: Raw -5553336.336799 + Penalty 3503.587077 = -5549832.749722 nChanged 207 SP:Iteration 27Q (3561.396991 sec): 3 clusters Score: Raw -5553396.561908 + Penalty 3503.587077 = -5549892.974831 nChanged 181 SP:Iteration 28Q (3561.506854 sec): 3 clusters Score: Raw -5553439.417546 + Penalty 3503.587077 = -5549935.830468 nChanged 150 SP:Iteration 29Q (3561.622911 sec): 3 clusters Score: Raw -5553474.803553 + Penalty 3503.587077 = -5549971.216476 nChanged 134 SP:Iteration 30Q (3561.737330 sec): 3 clusters Score: Raw -5553501.674894 + Penalty 3503.587077 = -5549998.087817 nChanged 113 SP:Iteration 31Q (3561.863234 sec): 3 clusters Score: Raw -5553521.155495 + Penalty 3503.587077 = -5550017.568418 nChanged 104 SP:Iteration 32Q (3561.976503 sec): 3 clusters Score: Raw -5553536.557459 + Penalty 3503.587077 = -5550032.970382 nChanged 88 SP:Iteration 33Q (3562.088892 sec): 3 clusters Score: Raw -5553548.685308 + Penalty 3503.587077 = -5550045.098231 nChanged 79 SP:Iteration 34Q (3562.211966 sec): 3 clusters Score: Raw -5553560.175691 + Penalty 3503.587077 = -5550056.588613 nChanged 73 SP:Iteration 35Q (3562.325510 sec): 3 clusters Score: Raw -5553570.107406 + Penalty 3503.587077 = -5550066.520329 nChanged 64 SP:Iteration 36Q (3562.435756 sec): 3 clusters Score: Raw -5553578.560618 + Penalty 3503.587077 = -5550074.973540 nChanged 50 SP:Iteration 37Q (3562.553037 sec): 3 clusters Score: Raw -5553584.814902 + Penalty 3503.587077 = -5550081.227825 nChanged 46 SP:Iteration 38Q (3562.665341 sec): 3 clusters Score: Raw -5553590.752556 + Penalty 3503.587077 = -5550087.165479 nChanged 46 SP:Iteration 39Q (3562.770766 sec): 3 clusters Score: Raw -5553596.616198 + Penalty 3503.587077 = -5550093.029121 nChanged 34 SP:Iteration 40F (3562.896060 sec): 3 clusters Score: Raw -5553600.175876 + Penalty 3503.587077 = -5550096.588799 nChanged 29 SP:Iteration 41Q (3563.010145 sec): 3 clusters Score: Raw -5553602.848533 + Penalty 3503.587077 = -5550099.261456 nChanged 21 SP:Iteration 42Q (3563.113730 sec): 3 clusters Score: Raw -5553604.897365 + Penalty 3503.587077 = -5550101.310288 nChanged 26 SP:Iteration 43Q (3563.219512 sec): 3 clusters Score: Raw -5553607.665259 + Penalty 3503.587077 = -5550104.078182 nChanged 20 SP:Iteration 44Q (3563.345693 sec): 3 clusters Score: Raw -5553608.978945 + Penalty 3503.587077 = -5550105.391868 nChanged 14 SP:Iteration 45Q (3563.457072 sec): 3 clusters Score: Raw -5553609.999645 + Penalty 3503.587077 = -5550106.412568 nChanged 14 SP:Iteration 46Q (3563.580591 sec): 3 clusters Score: Raw -5553610.956264 + Penalty 3503.587077 = -5550107.369187 nChanged 10 SP:Iteration 47Q (3563.694554 sec): 3 clusters Score: Raw -5553611.528253 + Penalty 3503.587077 = -5550107.941176 nChanged 6 SP:Iteration 48Q (3563.807667 sec): 3 clusters Score: Raw -5553611.943546 + Penalty 3503.587077 = -5550108.356469 nChanged 4 SP:Iteration 49Q (3563.923113 sec): 3 clusters Score: Raw -5553612.297136 + Penalty 3503.587077 = -5550108.710059 nChanged 3 SP:Iteration 50Q (3564.043109 sec): 3 clusters Score: Raw -5553612.385051 + Penalty 3503.587077 = -5550108.797974 nChanged 0 SP:Iteration 51F (3564.159250 sec): 3 clusters Score: Raw -5553612.385051 + Penalty 3503.587077 = -5550108.797974 nChanged 0 Trying to split cluster 3 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3564.184961 sec): 2 clusters Score: Raw -46020.862326 + Penalty 980.376511 = -45040.485815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3564.232198 sec): 3 clusters Score: Raw -46032.521141 + Penalty 1960.753022 = -44071.768119 nChanged 90 SP:Iteration 1F (3564.279053 sec): 3 clusters Score: Raw -46170.432082 + Penalty 1960.753022 = -44209.679060 nChanged 25 SP:Iteration 2F (3564.324820 sec): 3 clusters Score: Raw -46231.650864 + Penalty 1960.753022 = -44270.897841 nChanged 11 SP:Iteration 3Q (3564.376755 sec): 3 clusters Score: Raw -46248.002712 + Penalty 1960.753022 = -44287.249690 nChanged 7 SP:Iteration 4Q (3564.424427 sec): 3 clusters Score: Raw -46254.888750 + Penalty 1960.753022 = -44294.135728 nChanged 3 SP:Iteration 5Q (3564.469427 sec): 3 clusters Score: Raw -46256.326751 + Penalty 1960.753022 = -44295.573729 nChanged 2 SP:Iteration 6Q (3564.507851 sec): 3 clusters Score: Raw -46258.741796 + Penalty 1960.753022 = -44297.988774 nChanged 2 SP:Iteration 7Q (3564.552314 sec): 3 clusters Score: Raw -46260.960604 + Penalty 1960.753022 = -44300.207582 nChanged 2 SP:Iteration 8Q (3564.598063 sec): 3 clusters Score: Raw -46263.663985 + Penalty 1960.753022 = -44302.910963 nChanged 0 SP:Iteration 9F (3564.648989 sec): 3 clusters Score: Raw -46263.663985 + Penalty 1960.753022 = -44302.910963 nChanged 0 Trying to split cluster 4 (11967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3564.703587 sec): 2 clusters Score: Raw -1471047.057837 + Penalty 1525.860073 = -1469521.197764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3564.767248 sec): 3 clusters Score: Raw -1464090.825976 + Penalty 3051.720146 = -1461039.105831 nChanged 5273 SP:Iteration 1F (3564.827251 sec): 3 clusters Score: Raw -1466918.272496 + Penalty 3051.720146 = -1463866.552351 nChanged 707 SP:Iteration 2F (3564.890807 sec): 3 clusters Score: Raw -1467230.406903 + Penalty 3051.720146 = -1464178.686757 nChanged 646 SP:Iteration 3F (3564.958293 sec): 3 clusters Score: Raw -1467542.583905 + Penalty 3051.720146 = -1464490.863759 nChanged 652 SP:Iteration 4F (3565.022748 sec): 3 clusters Score: Raw -1467883.505163 + Penalty 3051.720146 = -1464831.785017 nChanged 645 SP:Iteration 5F (3565.081943 sec): 3 clusters Score: Raw -1468250.711922 + Penalty 3051.720146 = -1465198.991777 nChanged 650 SP:Iteration 6F (3565.150387 sec): 3 clusters Score: Raw -1468659.687277 + Penalty 3051.720146 = -1465607.967131 nChanged 651 SP:Iteration 7F (3565.227664 sec): 3 clusters Score: Raw -1469123.049449 + Penalty 3051.720146 = -1466071.329303 nChanged 631 SP:Iteration 8F (3565.285359 sec): 3 clusters Score: Raw -1469588.571590 + Penalty 3051.720146 = -1466536.851444 nChanged 560 SP:Iteration 9Q (3565.349653 sec): 3 clusters Score: Raw -1470018.288617 + Penalty 3051.720146 = -1466966.568471 nChanged 427 SP:Iteration 10Q (3565.410950 sec): 3 clusters Score: Raw -1470349.060247 + Penalty 3051.720146 = -1467297.340102 nChanged 333 SP:Iteration 11Q (3565.486225 sec): 3 clusters Score: Raw -1470597.815268 + Penalty 3051.720146 = -1467546.095123 nChanged 254 SP:Iteration 12Q (3565.543888 sec): 3 clusters Score: Raw -1470788.987170 + Penalty 3051.720146 = -1467737.267024 nChanged 178 SP:Iteration 13Q (3565.618344 sec): 3 clusters Score: Raw -1470899.819251 + Penalty 3051.720146 = -1467848.099105 nChanged 116 SP:Iteration 14Q (3565.675533 sec): 3 clusters Score: Raw -1470961.714165 + Penalty 3051.720146 = -1467909.994019 nChanged 91 SP:Iteration 15Q (3565.734277 sec): 3 clusters Score: Raw -1471014.527052 + Penalty 3051.720146 = -1467962.806906 nChanged 101 SP:Iteration 16Q (3565.809690 sec): 3 clusters Score: Raw -1471084.746770 + Penalty 3051.720146 = -1468033.026625 nChanged 83 SP:Iteration 17Q (3565.856859 sec): 3 clusters Score: Raw -1471140.411777 + Penalty 3051.720146 = -1468088.691631 nChanged 70 SP:Iteration 18Q (3565.919445 sec): 3 clusters Score: Raw -1471187.304665 + Penalty 3051.720146 = -1468135.584520 nChanged 43 SP:Iteration 19Q (3565.982354 sec): 3 clusters Score: Raw -1471212.526901 + Penalty 3051.720146 = -1468160.806755 nChanged 29 SP:Iteration 20F (3566.043857 sec): 3 clusters Score: Raw -1471230.742702 + Penalty 3051.720146 = -1468179.022556 nChanged 27 SP:Iteration 21Q (3566.114376 sec): 3 clusters Score: Raw -1471251.218270 + Penalty 3051.720146 = -1468199.498124 nChanged 21 SP:Iteration 22Q (3566.160558 sec): 3 clusters Score: Raw -1471262.351516 + Penalty 3051.720146 = -1468210.631370 nChanged 11 SP:Iteration 23Q (3566.229241 sec): 3 clusters Score: Raw -1471268.979763 + Penalty 3051.720146 = -1468217.259617 nChanged 9 SP:Iteration 24Q (3566.287174 sec): 3 clusters Score: Raw -1471274.255920 + Penalty 3051.720146 = -1468222.535774 nChanged 4 SP:Iteration 25Q (3566.343664 sec): 3 clusters Score: Raw -1471276.141993 + Penalty 3051.720146 = -1468224.421848 nChanged 2 SP:Iteration 26Q (3566.403104 sec): 3 clusters Score: Raw -1471277.305820 + Penalty 3051.720146 = -1468225.585674 nChanged 2 SP:Iteration 27Q (3566.464526 sec): 3 clusters Score: Raw -1471277.752839 + Penalty 3051.720146 = -1468226.032693 nChanged 0 SP:Iteration 28F (3566.525734 sec): 3 clusters Score: Raw -1471277.752839 + Penalty 3051.720146 = -1468226.032693 nChanged 0 Trying to split cluster 5 (4085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3566.561459 sec): 2 clusters Score: Raw -464911.265173 + Penalty 1351.200014 = -463560.065159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3566.611865 sec): 3 clusters Score: Raw -462880.925118 + Penalty 2702.400027 = -460178.525091 nChanged 1661 SP:Iteration 1F (3566.658588 sec): 3 clusters Score: Raw -463885.671072 + Penalty 2702.400027 = -461183.271044 nChanged 312 SP:Iteration 2F (3566.708634 sec): 3 clusters Score: Raw -464191.243450 + Penalty 2702.400027 = -461488.843423 nChanged 309 SP:Iteration 3F (3566.763318 sec): 3 clusters Score: Raw -464491.561299 + Penalty 2702.400027 = -461789.161272 nChanged 312 SP:Iteration 4F (3566.810198 sec): 3 clusters Score: Raw -464778.079822 + Penalty 2702.400027 = -462075.679794 nChanged 267 SP:Iteration 5F (3566.852189 sec): 3 clusters Score: Raw -464999.044690 + Penalty 2702.400027 = -462296.644663 nChanged 216 SP:Iteration 6F (3566.901127 sec): 3 clusters Score: Raw -465163.549743 + Penalty 2702.400027 = -462461.149716 nChanged 158 SP:Iteration 7Q (3566.947932 sec): 3 clusters Score: Raw -465278.097952 + Penalty 2702.400027 = -462575.697925 nChanged 115 SP:Iteration 8Q (3566.999432 sec): 3 clusters Score: Raw -465358.466699 + Penalty 2702.400027 = -462656.066671 nChanged 94 SP:Iteration 9Q (3567.044556 sec): 3 clusters Score: Raw -465412.867107 + Penalty 2702.400027 = -462710.467080 nChanged 68 SP:Iteration 10Q (3567.099599 sec): 3 clusters Score: Raw -465445.863075 + Penalty 2702.400027 = -462743.463048 nChanged 45 SP:Iteration 11Q (3567.147860 sec): 3 clusters Score: Raw -465468.718281 + Penalty 2702.400027 = -462766.318254 nChanged 46 SP:Iteration 12Q (3567.188193 sec): 3 clusters Score: Raw -465491.595551 + Penalty 2702.400027 = -462789.195523 nChanged 39 SP:Iteration 13Q (3567.233588 sec): 3 clusters Score: Raw -465516.488011 + Penalty 2702.400027 = -462814.087983 nChanged 31 SP:Iteration 14Q (3567.291513 sec): 3 clusters Score: Raw -465536.551726 + Penalty 2702.400027 = -462834.151699 nChanged 30 SP:Iteration 15Q (3567.337584 sec): 3 clusters Score: Raw -465553.477304 + Penalty 2702.400027 = -462851.077277 nChanged 21 SP:Iteration 16Q (3567.382054 sec): 3 clusters Score: Raw -465566.980242 + Penalty 2702.400027 = -462864.580214 nChanged 24 SP:Iteration 17Q (3567.427504 sec): 3 clusters Score: Raw -465584.844451 + Penalty 2702.400027 = -462882.444424 nChanged 27 SP:Iteration 18Q (3567.475443 sec): 3 clusters Score: Raw -465603.006650 + Penalty 2702.400027 = -462900.606623 nChanged 16 SP:Iteration 19Q (3567.516461 sec): 3 clusters Score: Raw -465617.888316 + Penalty 2702.400027 = -462915.488289 nChanged 18 SP:Iteration 20F (3567.573584 sec): 3 clusters Score: Raw -465633.377205 + Penalty 2702.400027 = -462930.977177 nChanged 20 SP:Iteration 21Q (3567.627042 sec): 3 clusters Score: Raw -465650.605660 + Penalty 2702.400027 = -462948.205633 nChanged 16 SP:Iteration 22Q (3567.661835 sec): 3 clusters Score: Raw -465662.504296 + Penalty 2702.400027 = -462960.104269 nChanged 11 SP:Iteration 23Q (3567.714326 sec): 3 clusters Score: Raw -465669.694304 + Penalty 2702.400027 = -462967.294277 nChanged 6 SP:Iteration 24Q (3567.763301 sec): 3 clusters Score: Raw -465673.954058 + Penalty 2702.400027 = -462971.554030 nChanged 5 SP:Iteration 25Q (3567.821521 sec): 3 clusters Score: Raw -465676.233333 + Penalty 2702.400027 = -462973.833306 nChanged 6 SP:Iteration 26Q (3567.872238 sec): 3 clusters Score: Raw -465678.712680 + Penalty 2702.400027 = -462976.312652 nChanged 3 SP:Iteration 27Q (3567.904013 sec): 3 clusters Score: Raw -465680.157811 + Penalty 2702.400027 = -462977.757784 nChanged 1 SP:Iteration 28Q (3567.949483 sec): 3 clusters Score: Raw -465680.525361 + Penalty 2702.400027 = -462978.125334 nChanged 1 SP:Iteration 29Q (3567.995505 sec): 3 clusters Score: Raw -465681.412878 + Penalty 2702.400027 = -462979.012850 nChanged 1 SP:Iteration 30Q (3568.049784 sec): 3 clusters Score: Raw -465681.984826 + Penalty 2702.400027 = -462979.584799 nChanged 2 SP:Iteration 31Q (3568.092452 sec): 3 clusters Score: Raw -465683.230231 + Penalty 2702.400027 = -462980.830203 nChanged 4 SP:Iteration 32Q (3568.135220 sec): 3 clusters Score: Raw -465684.906587 + Penalty 2702.400027 = -462982.506559 nChanged 4 SP:Iteration 33Q (3568.186084 sec): 3 clusters Score: Raw -465685.996531 + Penalty 2702.400027 = -462983.596504 nChanged 3 SP:Iteration 34Q (3568.238345 sec): 3 clusters Score: Raw -465687.920220 + Penalty 2702.400027 = -462985.520192 nChanged 1 SP:Iteration 35Q (3568.277989 sec): 3 clusters Score: Raw -465691.133839 + Penalty 2702.400027 = -462988.733811 nChanged 6 SP:Iteration 36Q (3568.322155 sec): 3 clusters Score: Raw -465694.680597 + Penalty 2702.400027 = -462992.280570 nChanged 2 SP:Iteration 37Q (3568.369945 sec): 3 clusters Score: Raw -465695.112187 + Penalty 2702.400027 = -462992.712160 nChanged 1 SP:Iteration 38Q (3568.430874 sec): 3 clusters Score: Raw -465695.549200 + Penalty 2702.400027 = -462993.149172 nChanged 0 SP:Iteration 39F (3568.473674 sec): 3 clusters Score: Raw -465695.549200 + Penalty 2702.400027 = -462993.149172 nChanged 0 Trying to split cluster 6 (11379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3568.523208 sec): 2 clusters Score: Raw -1375471.448978 + Penalty 1517.672785 = -1373953.776193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3568.581463 sec): 3 clusters Score: Raw -1368995.705822 + Penalty 3035.345570 = -1365960.360252 nChanged 4854 SP:Iteration 1F (3568.643586 sec): 3 clusters Score: Raw -1371548.481504 + Penalty 3035.345570 = -1368513.135934 nChanged 673 SP:Iteration 2F (3568.699154 sec): 3 clusters Score: Raw -1371804.557873 + Penalty 3035.345570 = -1368769.212304 nChanged 506 SP:Iteration 3Q (3568.757259 sec): 3 clusters Score: Raw -1372001.739473 + Penalty 3035.345570 = -1368966.393903 nChanged 442 SP:Iteration 4Q (3568.817804 sec): 3 clusters Score: Raw -1372160.060886 + Penalty 3035.345570 = -1369124.715316 nChanged 376 SP:Iteration 5Q (3568.891963 sec): 3 clusters Score: Raw -1372283.244927 + Penalty 3035.345570 = -1369247.899357 nChanged 332 SP:Iteration 6Q (3568.942345 sec): 3 clusters Score: Raw -1372410.127793 + Penalty 3035.345570 = -1369374.782223 nChanged 365 SP:Iteration 7Q (3569.006176 sec): 3 clusters Score: Raw -1372579.612262 + Penalty 3035.345570 = -1369544.266692 nChanged 393 SP:Iteration 8Q (3569.074059 sec): 3 clusters Score: Raw -1372775.426543 + Penalty 3035.345570 = -1369740.080973 nChanged 412 SP:Iteration 9Q (3569.131347 sec): 3 clusters Score: Raw -1373005.385771 + Penalty 3035.345570 = -1369970.040201 nChanged 448 SP:Iteration 10Q (3569.208803 sec): 3 clusters Score: Raw -1373296.771050 + Penalty 3035.345570 = -1370261.425480 nChanged 472 SP:Iteration 11Q (3569.269425 sec): 3 clusters Score: Raw -1373621.692089 + Penalty 3035.345570 = -1370586.346519 nChanged 476 SP:Iteration 12Q (3569.328630 sec): 3 clusters Score: Raw -1373954.098707 + Penalty 3035.345570 = -1370918.753137 nChanged 418 SP:Iteration 13Q (3569.397824 sec): 3 clusters Score: Raw -1374206.764554 + Penalty 3035.345570 = -1371171.418984 nChanged 363 SP:Iteration 14Q (3569.453307 sec): 3 clusters Score: Raw -1374414.881753 + Penalty 3035.345570 = -1371379.536183 nChanged 310 SP:Iteration 15Q (3569.512386 sec): 3 clusters Score: Raw -1374572.614092 + Penalty 3035.345570 = -1371537.268522 nChanged 265 SP:Iteration 16Q (3569.573792 sec): 3 clusters Score: Raw -1374704.742336 + Penalty 3035.345570 = -1371669.396766 nChanged 209 SP:Iteration 17Q (3569.637942 sec): 3 clusters Score: Raw -1374804.056073 + Penalty 3035.345570 = -1371768.710503 nChanged 177 SP:Iteration 18Q (3569.703956 sec): 3 clusters Score: Raw -1374877.133004 + Penalty 3035.345570 = -1371841.787434 nChanged 164 SP:Iteration 19Q (3569.755575 sec): 3 clusters Score: Raw -1374942.769115 + Penalty 3035.345570 = -1371907.423545 nChanged 122 SP:Iteration 20F (3569.820291 sec): 3 clusters Score: Raw -1374989.720175 + Penalty 3035.345570 = -1371954.374605 nChanged 122 SP:Iteration 21Q (3569.878483 sec): 3 clusters Score: Raw -1375043.180071 + Penalty 3035.345570 = -1372007.834501 nChanged 115 SP:Iteration 22Q (3569.931750 sec): 3 clusters Score: Raw -1375092.188761 + Penalty 3035.345570 = -1372056.843191 nChanged 119 SP:Iteration 23Q (3569.996182 sec): 3 clusters Score: Raw -1375149.394213 + Penalty 3035.345570 = -1372114.048643 nChanged 124 SP:Iteration 24Q (3570.047804 sec): 3 clusters Score: Raw -1375215.480750 + Penalty 3035.345570 = -1372180.135181 nChanged 121 SP:Iteration 25Q (3570.114152 sec): 3 clusters Score: Raw -1375277.980413 + Penalty 3035.345570 = -1372242.634843 nChanged 97 SP:Iteration 26Q (3570.173556 sec): 3 clusters Score: Raw -1375323.931272 + Penalty 3035.345570 = -1372288.585702 nChanged 81 SP:Iteration 27Q (3570.228774 sec): 3 clusters Score: Raw -1375362.097852 + Penalty 3035.345570 = -1372326.752282 nChanged 65 SP:Iteration 28Q (3570.279186 sec): 3 clusters Score: Raw -1375391.115519 + Penalty 3035.345570 = -1372355.769950 nChanged 72 SP:Iteration 29Q (3570.341138 sec): 3 clusters Score: Raw -1375422.373118 + Penalty 3035.345570 = -1372387.027548 nChanged 49 SP:Iteration 30Q (3570.399119 sec): 3 clusters Score: Raw -1375442.687818 + Penalty 3035.345570 = -1372407.342249 nChanged 53 SP:Iteration 31Q (3570.457281 sec): 3 clusters Score: Raw -1375461.422050 + Penalty 3035.345570 = -1372426.076480 nChanged 33 SP:Iteration 32Q (3570.517817 sec): 3 clusters Score: Raw -1375471.898321 + Penalty 3035.345570 = -1372436.552751 nChanged 27 SP:Iteration 33Q (3570.578641 sec): 3 clusters Score: Raw -1375480.859647 + Penalty 3035.345570 = -1372445.514077 nChanged 26 SP:Iteration 34Q (3570.633723 sec): 3 clusters Score: Raw -1375490.157380 + Penalty 3035.345570 = -1372454.811810 nChanged 28 SP:Iteration 35Q (3570.695770 sec): 3 clusters Score: Raw -1375503.529135 + Penalty 3035.345570 = -1372468.183565 nChanged 26 SP:Iteration 36Q (3570.758397 sec): 3 clusters Score: Raw -1375516.783738 + Penalty 3035.345570 = -1372481.438169 nChanged 35 SP:Iteration 37Q (3570.822888 sec): 3 clusters Score: Raw -1375531.822075 + Penalty 3035.345570 = -1372496.476505 nChanged 23 SP:Iteration 38Q (3570.868236 sec): 3 clusters Score: Raw -1375541.200381 + Penalty 3035.345570 = -1372505.854812 nChanged 21 SP:Iteration 39Q (3570.923790 sec): 3 clusters Score: Raw -1375548.739381 + Penalty 3035.345570 = -1372513.393812 nChanged 24 SP:Iteration 40F (3570.984981 sec): 3 clusters Score: Raw -1375559.501786 + Penalty 3035.345570 = -1372524.156216 nChanged 22 SP:Iteration 41Q (3571.054091 sec): 3 clusters Score: Raw -1375568.505093 + Penalty 3035.345570 = -1372533.159523 nChanged 19 SP:Iteration 42Q (3571.111840 sec): 3 clusters Score: Raw -1375576.146812 + Penalty 3035.345570 = -1372540.801243 nChanged 21 SP:Iteration 43Q (3571.172290 sec): 3 clusters Score: Raw -1375587.285888 + Penalty 3035.345570 = -1372551.940319 nChanged 29 SP:Iteration 44Q (3571.227111 sec): 3 clusters Score: Raw -1375599.077484 + Penalty 3035.345570 = -1372563.731915 nChanged 18 SP:Iteration 45Q (3571.277395 sec): 3 clusters Score: Raw -1375606.337519 + Penalty 3035.345570 = -1372570.991949 nChanged 20 SP:Iteration 46Q (3571.336183 sec): 3 clusters Score: Raw -1375615.774371 + Penalty 3035.345570 = -1372580.428801 nChanged 22 SP:Iteration 47Q (3571.405502 sec): 3 clusters Score: Raw -1375627.131903 + Penalty 3035.345570 = -1372591.786333 nChanged 25 SP:Iteration 48Q (3571.467077 sec): 3 clusters Score: Raw -1375640.048934 + Penalty 3035.345570 = -1372604.703364 nChanged 22 SP:Iteration 49Q (3571.525666 sec): 3 clusters Score: Raw -1375654.303504 + Penalty 3035.345570 = -1372618.957934 nChanged 25 SP:Iteration 50Q (3571.582477 sec): 3 clusters Score: Raw -1375665.935765 + Penalty 3035.345570 = -1372630.590195 nChanged 18 SP:Iteration 51Q (3571.638802 sec): 3 clusters Score: Raw -1375673.603194 + Penalty 3035.345570 = -1372638.257624 nChanged 9 SP:Iteration 52Q (3571.698307 sec): 3 clusters Score: Raw -1375678.908352 + Penalty 3035.345570 = -1372643.562783 nChanged 8 SP:Iteration 53Q (3571.762039 sec): 3 clusters Score: Raw -1375681.875366 + Penalty 3035.345570 = -1372646.529796 nChanged 5 SP:Iteration 54Q (3571.813950 sec): 3 clusters Score: Raw -1375683.715086 + Penalty 3035.345570 = -1372648.369517 nChanged 0 SP:Iteration 55F (3571.873636 sec): 3 clusters Score: Raw -1375683.715086 + Penalty 3035.345570 = -1372648.369517 nChanged 0 Trying to split cluster 7 (89066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3572.022213 sec): 2 clusters Score: Raw -10742885.958026 + Penalty 1852.034104 = -10741033.923922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3572.214735 sec): 3 clusters Score: Raw -10685256.029192 + Penalty 3704.068208 = -10681551.960984 nChanged 42374 SP:Iteration 1F (3572.406216 sec): 3 clusters Score: Raw -10710838.264059 + Penalty 3704.068208 = -10707134.195851 nChanged 4114 SP:Iteration 2Q (3572.604988 sec): 3 clusters Score: Raw -10712453.709146 + Penalty 3704.068208 = -10708749.640938 nChanged 4522 SP:Iteration 3F (3572.805759 sec): 3 clusters Score: Raw -10714582.045861 + Penalty 3704.068208 = -10710877.977653 nChanged 5057 SP:Iteration 4F (3573.011378 sec): 3 clusters Score: Raw -10717423.029513 + Penalty 3704.068208 = -10713718.961305 nChanged 5544 SP:Iteration 5F (3573.213307 sec): 3 clusters Score: Raw -10721030.016455 + Penalty 3704.068208 = -10717325.948247 nChanged 5711 SP:Iteration 6F (3573.411166 sec): 3 clusters Score: Raw -10724926.665348 + Penalty 3704.068208 = -10721222.597140 nChanged 5238 SP:Iteration 7F (3573.611192 sec): 3 clusters Score: Raw -10728166.737839 + Penalty 3704.068208 = -10724462.669631 nChanged 4142 SP:Iteration 8Q (3573.816009 sec): 3 clusters Score: Raw -10730063.748240 + Penalty 3704.068208 = -10726359.680032 nChanged 2880 SP:Iteration 9Q (3574.020595 sec): 3 clusters Score: Raw -10730888.494388 + Penalty 3704.068208 = -10727184.426180 nChanged 1780 SP:Iteration 10Q (3574.209829 sec): 3 clusters Score: Raw -10731270.761749 + Penalty 3704.068208 = -10727566.693542 nChanged 1194 SP:Iteration 11Q (3574.407011 sec): 3 clusters Score: Raw -10731509.906238 + Penalty 3704.068208 = -10727805.838031 nChanged 1029 SP:Iteration 12Q (3574.607857 sec): 3 clusters Score: Raw -10731729.535209 + Penalty 3704.068208 = -10728025.467001 nChanged 1008 SP:Iteration 13Q (3574.817027 sec): 3 clusters Score: Raw -10731955.220666 + Penalty 3704.068208 = -10728251.152458 nChanged 1013 SP:Iteration 14Q (3575.022364 sec): 3 clusters Score: Raw -10732182.792209 + Penalty 3704.068208 = -10728478.724002 nChanged 1004 SP:Iteration 15Q (3575.221621 sec): 3 clusters Score: Raw -10732392.041814 + Penalty 3704.068208 = -10728687.973606 nChanged 954 SP:Iteration 16Q (3575.415905 sec): 3 clusters Score: Raw -10732584.437575 + Penalty 3704.068208 = -10728880.369367 nChanged 905 SP:Iteration 17Q (3575.597966 sec): 3 clusters Score: Raw -10732759.933131 + Penalty 3704.068208 = -10729055.864923 nChanged 857 SP:Iteration 18Q (3575.792979 sec): 3 clusters Score: Raw -10732915.826825 + Penalty 3704.068208 = -10729211.758617 nChanged 810 SP:Iteration 19Q (3575.984963 sec): 3 clusters Score: Raw -10733069.090355 + Penalty 3704.068208 = -10729365.022147 nChanged 813 SP:Iteration 20F (3576.177520 sec): 3 clusters Score: Raw -10733231.383671 + Penalty 3704.068208 = -10729527.315464 nChanged 823 SP:Iteration 21Q (3576.375599 sec): 3 clusters Score: Raw -10733391.545383 + Penalty 3704.068208 = -10729687.477175 nChanged 814 SP:Iteration 22Q (3576.572519 sec): 3 clusters Score: Raw -10733543.499094 + Penalty 3704.068208 = -10729839.430886 nChanged 784 SP:Iteration 23Q (3576.768646 sec): 3 clusters Score: Raw -10733686.437919 + Penalty 3704.068208 = -10729982.369712 nChanged 764 SP:Iteration 24Q (3576.959743 sec): 3 clusters Score: Raw -10733830.145681 + Penalty 3704.068208 = -10730126.077473 nChanged 777 SP:Iteration 25Q (3577.152916 sec): 3 clusters Score: Raw -10733974.313159 + Penalty 3704.068208 = -10730270.244951 nChanged 760 SP:Iteration 26Q (3577.346091 sec): 3 clusters Score: Raw -10734118.573397 + Penalty 3704.068208 = -10730414.505189 nChanged 748 SP:Iteration 27Q (3577.535400 sec): 3 clusters Score: Raw -10734260.351788 + Penalty 3704.068208 = -10730556.283580 nChanged 754 SP:Iteration 28Q (3577.730016 sec): 3 clusters Score: Raw -10734398.737014 + Penalty 3704.068208 = -10730694.668806 nChanged 704 SP:Iteration 29Q (3577.923645 sec): 3 clusters Score: Raw -10734522.988711 + Penalty 3704.068208 = -10730818.920504 nChanged 701 SP:Iteration 30Q (3578.111164 sec): 3 clusters Score: Raw -10734638.033743 + Penalty 3704.068208 = -10730933.965536 nChanged 646 SP:Iteration 31Q (3578.302849 sec): 3 clusters Score: Raw -10734745.035914 + Penalty 3704.068208 = -10731040.967706 nChanged 654 SP:Iteration 32Q (3578.500008 sec): 3 clusters Score: Raw -10734858.735068 + Penalty 3704.068208 = -10731154.666860 nChanged 667 SP:Iteration 33Q (3578.683352 sec): 3 clusters Score: Raw -10734974.806591 + Penalty 3704.068208 = -10731270.738384 nChanged 670 SP:Iteration 34Q (3578.881115 sec): 3 clusters Score: Raw -10735095.150536 + Penalty 3704.068208 = -10731391.082328 nChanged 685 SP:Iteration 35Q (3579.068786 sec): 3 clusters Score: Raw -10735217.409575 + Penalty 3704.068208 = -10731513.341367 nChanged 698 SP:Iteration 36Q (3579.256510 sec): 3 clusters Score: Raw -10735354.734263 + Penalty 3704.068208 = -10731650.666055 nChanged 745 SP:Iteration 37Q (3579.450964 sec): 3 clusters Score: Raw -10735502.119399 + Penalty 3704.068208 = -10731798.051191 nChanged 734 SP:Iteration 38Q (3579.651503 sec): 3 clusters Score: Raw -10735643.019793 + Penalty 3704.068208 = -10731938.951585 nChanged 718 SP:Iteration 39Q (3579.850898 sec): 3 clusters Score: Raw -10735777.621424 + Penalty 3704.068208 = -10732073.553216 nChanged 669 SP:Iteration 40F (3580.047467 sec): 3 clusters Score: Raw -10735898.098680 + Penalty 3704.068208 = -10732194.030472 nChanged 677 SP:Iteration 41Q (3580.235319 sec): 3 clusters Score: Raw -10736015.268923 + Penalty 3704.068208 = -10732311.200716 nChanged 638 SP:Iteration 42Q (3580.416885 sec): 3 clusters Score: Raw -10736119.439628 + Penalty 3704.068208 = -10732415.371420 nChanged 632 SP:Iteration 43Q (3580.607754 sec): 3 clusters Score: Raw -10736232.310772 + Penalty 3704.068208 = -10732528.242564 nChanged 681 SP:Iteration 44Q (3580.784427 sec): 3 clusters Score: Raw -10736349.536851 + Penalty 3704.068208 = -10732645.468643 nChanged 644 SP:Iteration 45Q (3580.968717 sec): 3 clusters Score: Raw -10736454.907709 + Penalty 3704.068208 = -10732750.839501 nChanged 627 SP:Iteration 46Q (3581.159255 sec): 3 clusters Score: Raw -10736561.554520 + Penalty 3704.068208 = -10732857.486312 nChanged 633 SP:Iteration 47Q (3581.358776 sec): 3 clusters Score: Raw -10736667.037735 + Penalty 3704.068208 = -10732962.969527 nChanged 628 SP:Iteration 48Q (3581.550213 sec): 3 clusters Score: Raw -10736773.755609 + Penalty 3704.068208 = -10733069.687401 nChanged 657 SP:Iteration 49Q (3581.733172 sec): 3 clusters Score: Raw -10736889.954609 + Penalty 3704.068208 = -10733185.886401 nChanged 632 SP:Iteration 50Q (3581.919142 sec): 3 clusters Score: Raw -10736996.919236 + Penalty 3704.068208 = -10733292.851029 nChanged 627 SP:Iteration 51Q (3582.089365 sec): 3 clusters Score: Raw -10737107.624658 + Penalty 3704.068208 = -10733403.556450 nChanged 644 SP:Iteration 52Q (3582.278484 sec): 3 clusters Score: Raw -10737224.184371 + Penalty 3704.068208 = -10733520.116163 nChanged 632 SP:Iteration 53Q (3582.465353 sec): 3 clusters Score: Raw -10737345.665191 + Penalty 3704.068208 = -10733641.596983 nChanged 659 SP:Iteration 54Q (3582.641554 sec): 3 clusters Score: Raw -10737475.181451 + Penalty 3704.068208 = -10733771.113243 nChanged 634 SP:Iteration 55Q (3582.823482 sec): 3 clusters Score: Raw -10737604.117697 + Penalty 3704.068208 = -10733900.049490 nChanged 640 SP:Iteration 56Q (3582.999403 sec): 3 clusters Score: Raw -10737737.577278 + Penalty 3704.068208 = -10734033.509070 nChanged 627 SP:Iteration 57Q (3583.172924 sec): 3 clusters Score: Raw -10737862.502842 + Penalty 3704.068208 = -10734158.434634 nChanged 631 SP:Iteration 58Q (3583.354436 sec): 3 clusters Score: Raw -10737993.244489 + Penalty 3704.068208 = -10734289.176281 nChanged 645 SP:Iteration 59Q (3583.535803 sec): 3 clusters Score: Raw -10738133.869042 + Penalty 3704.068208 = -10734429.800834 nChanged 637 SP:Iteration 60F (3583.726828 sec): 3 clusters Score: Raw -10738286.161750 + Penalty 3704.068208 = -10734582.093543 nChanged 649 SP:Iteration 61Q (3583.900007 sec): 3 clusters Score: Raw -10738436.843490 + Penalty 3704.068208 = -10734732.775282 nChanged 627 SP:Iteration 62Q (3584.072032 sec): 3 clusters Score: Raw -10738585.526171 + Penalty 3704.068208 = -10734881.457963 nChanged 647 SP:Iteration 63Q (3584.250803 sec): 3 clusters Score: Raw -10738750.744884 + Penalty 3704.068208 = -10735046.676676 nChanged 654 SP:Iteration 64Q (3584.418451 sec): 3 clusters Score: Raw -10738924.863397 + Penalty 3704.068208 = -10735220.795190 nChanged 701 SP:Iteration 65Q (3584.590764 sec): 3 clusters Score: Raw -10739116.034097 + Penalty 3704.068208 = -10735411.965890 nChanged 644 SP:Iteration 66Q (3584.766075 sec): 3 clusters Score: Raw -10739302.248352 + Penalty 3704.068208 = -10735598.180144 nChanged 685 SP:Iteration 67Q (3584.935835 sec): 3 clusters Score: Raw -10739518.680898 + Penalty 3704.068208 = -10735814.612690 nChanged 705 SP:Iteration 68Q (3585.105474 sec): 3 clusters Score: Raw -10739765.450117 + Penalty 3704.068208 = -10736061.381909 nChanged 699 SP:Iteration 69Q (3585.284814 sec): 3 clusters Score: Raw -10740016.523753 + Penalty 3704.068208 = -10736312.455545 nChanged 678 SP:Iteration 70Q (3585.462325 sec): 3 clusters Score: Raw -10740265.772579 + Penalty 3704.068208 = -10736561.704371 nChanged 638 SP:Iteration 71Q (3585.637359 sec): 3 clusters Score: Raw -10740497.219110 + Penalty 3704.068208 = -10736793.150902 nChanged 612 SP:Iteration 72Q (3585.807368 sec): 3 clusters Score: Raw -10740735.814874 + Penalty 3704.068208 = -10737031.746666 nChanged 596 SP:Iteration 73Q (3585.979635 sec): 3 clusters Score: Raw -10740989.412788 + Penalty 3704.068208 = -10737285.344580 nChanged 583 SP:Iteration 74Q (3586.154536 sec): 3 clusters Score: Raw -10741243.115600 + Penalty 3704.068208 = -10737539.047393 nChanged 550 SP:Iteration 75Q (3586.310775 sec): 3 clusters Score: Raw -10741487.532796 + Penalty 3704.068208 = -10737783.464589 nChanged 500 SP:Iteration 76Q (3586.480366 sec): 3 clusters Score: Raw -10741694.549210 + Penalty 3704.068208 = -10737990.481003 nChanged 445 SP:Iteration 77Q (3586.634573 sec): 3 clusters Score: Raw -10741891.088266 + Penalty 3704.068208 = -10738187.020059 nChanged 419 SP:Iteration 78Q (3586.805142 sec): 3 clusters Score: Raw -10742075.899475 + Penalty 3704.068208 = -10738371.831268 nChanged 342 SP:Iteration 79Q (3586.972138 sec): 3 clusters Score: Raw -10742223.370044 + Penalty 3704.068208 = -10738519.301836 nChanged 303 SP:Iteration 80F (3587.169761 sec): 3 clusters Score: Raw -10742352.666222 + Penalty 3704.068208 = -10738648.598014 nChanged 255 SP:Iteration 81Q (3587.321945 sec): 3 clusters Score: Raw -10742460.916905 + Penalty 3704.068208 = -10738756.848697 nChanged 218 SP:Iteration 82Q (3587.482886 sec): 3 clusters Score: Raw -10742554.172038 + Penalty 3704.068208 = -10738850.103830 nChanged 188 SP:Iteration 83Q (3587.644657 sec): 3 clusters Score: Raw -10742633.858611 + Penalty 3704.068208 = -10738929.790403 nChanged 155 SP:Iteration 84Q (3587.809146 sec): 3 clusters Score: Raw -10742703.120186 + Penalty 3704.068208 = -10738999.051979 nChanged 138 SP:Iteration 85Q (3587.963777 sec): 3 clusters Score: Raw -10742768.280499 + Penalty 3704.068208 = -10739064.212291 nChanged 125 SP:Iteration 86Q (3588.115253 sec): 3 clusters Score: Raw -10742825.076235 + Penalty 3704.068208 = -10739121.008027 nChanged 112 SP:Iteration 87Q (3588.284814 sec): 3 clusters Score: Raw -10742884.873120 + Penalty 3704.068208 = -10739180.804912 nChanged 106 SP:Iteration 88Q (3588.446143 sec): 3 clusters Score: Raw -10742953.645439 + Penalty 3704.068208 = -10739249.577231 nChanged 87 SP:Iteration 89Q (3588.611704 sec): 3 clusters Score: Raw -10742998.387493 + Penalty 3704.068208 = -10739294.319285 nChanged 65 SP:Iteration 90Q (3588.766671 sec): 3 clusters Score: Raw -10743032.375210 + Penalty 3704.068208 = -10739328.307002 nChanged 54 SP:Iteration 91Q (3588.933103 sec): 3 clusters Score: Raw -10743058.041540 + Penalty 3704.068208 = -10739353.973333 nChanged 48 SP:Iteration 92Q (3589.097730 sec): 3 clusters Score: Raw -10743078.121005 + Penalty 3704.068208 = -10739374.052798 nChanged 34 SP:Iteration 93Q (3589.245966 sec): 3 clusters Score: Raw -10743095.099580 + Penalty 3704.068208 = -10739391.031372 nChanged 27 SP:Iteration 94Q (3589.402734 sec): 3 clusters Score: Raw -10743108.341271 + Penalty 3704.068208 = -10739404.273063 nChanged 27 SP:Iteration 95Q (3589.552209 sec): 3 clusters Score: Raw -10743120.847777 + Penalty 3704.068208 = -10739416.779569 nChanged 24 SP:Iteration 96Q (3589.708517 sec): 3 clusters Score: Raw -10743133.102496 + Penalty 3704.068208 = -10739429.034288 nChanged 22 SP:Iteration 97Q (3589.865498 sec): 3 clusters Score: Raw -10743145.034064 + Penalty 3704.068208 = -10739440.965856 nChanged 19 SP:Iteration 98Q (3590.019560 sec): 3 clusters Score: Raw -10743152.540960 + Penalty 3704.068208 = -10739448.472752 nChanged 10 SP:Iteration 99Q (3590.185022 sec): 3 clusters Score: Raw -10743156.248812 + Penalty 3704.068208 = -10739452.180604 nChanged 8 SP:Iteration 100F (3590.369225 sec): 3 clusters Score: Raw -10743159.522154 + Penalty 3704.068208 = -10739455.453946 nChanged 4 SP:Iteration 101Q (3590.523283 sec): 3 clusters Score: Raw -10743160.619444 + Penalty 3704.068208 = -10739456.551236 nChanged 1 SP:Iteration 102Q (3590.680792 sec): 3 clusters Score: Raw -10743161.021785 + Penalty 3704.068208 = -10739456.953577 nChanged 0 SP:Iteration 103F (3590.870364 sec): 3 clusters Score: Raw -10743161.021785 + Penalty 3704.068208 = -10739456.953577 nChanged 0 Trying to split cluster 8 (3426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3590.899850 sec): 2 clusters Score: Raw -345571.350830 + Penalty 1322.611660 = -344248.739169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3590.948326 sec): 3 clusters Score: Raw -343989.894819 + Penalty 2645.223321 = -341344.671498 nChanged 1349 SP:Iteration 1F (3591.002093 sec): 3 clusters Score: Raw -344837.803182 + Penalty 2645.223321 = -342192.579861 nChanged 311 SP:Iteration 2F (3591.045565 sec): 3 clusters Score: Raw -345114.493843 + Penalty 2645.223321 = -342469.270522 nChanged 254 SP:Iteration 3F (3591.090231 sec): 3 clusters Score: Raw -345315.453050 + Penalty 2645.223321 = -342670.229729 nChanged 167 SP:Iteration 4Q (3591.134782 sec): 3 clusters Score: Raw -345449.535899 + Penalty 2645.223321 = -342804.312578 nChanged 152 SP:Iteration 5Q (3591.184640 sec): 3 clusters Score: Raw -345548.370713 + Penalty 2645.223321 = -342903.147392 nChanged 118 SP:Iteration 6Q (3591.234422 sec): 3 clusters Score: Raw -345660.352494 + Penalty 2645.223321 = -343015.129173 nChanged 133 SP:Iteration 7Q (3591.283880 sec): 3 clusters Score: Raw -345769.855000 + Penalty 2645.223321 = -343124.631679 nChanged 134 SP:Iteration 8Q (3591.344983 sec): 3 clusters Score: Raw -345868.792966 + Penalty 2645.223321 = -343223.569646 nChanged 124 SP:Iteration 9Q (3591.392075 sec): 3 clusters Score: Raw -345950.143201 + Penalty 2645.223321 = -343304.919880 nChanged 82 SP:Iteration 10Q (3591.435549 sec): 3 clusters Score: Raw -346002.763986 + Penalty 2645.223321 = -343357.540666 nChanged 78 SP:Iteration 11Q (3591.481817 sec): 3 clusters Score: Raw -346059.032871 + Penalty 2645.223321 = -343413.809551 nChanged 76 SP:Iteration 12Q (3591.531326 sec): 3 clusters Score: Raw -346151.162940 + Penalty 2645.223321 = -343505.939619 nChanged 54 SP:Iteration 13Q (3591.579801 sec): 3 clusters Score: Raw -346216.834095 + Penalty 2645.223321 = -343571.610775 nChanged 64 SP:Iteration 14Q (3591.641187 sec): 3 clusters Score: Raw -346258.837103 + Penalty 2645.223321 = -343613.613783 nChanged 54 SP:Iteration 15Q (3591.681157 sec): 3 clusters Score: Raw -346285.829219 + Penalty 2645.223321 = -343640.605898 nChanged 46 SP:Iteration 16Q (3591.737599 sec): 3 clusters Score: Raw -346303.817749 + Penalty 2645.223321 = -343658.594429 nChanged 22 SP:Iteration 17Q (3591.785038 sec): 3 clusters Score: Raw -346310.951901 + Penalty 2645.223321 = -343665.728580 nChanged 13 SP:Iteration 18Q (3591.838249 sec): 3 clusters Score: Raw -346316.502662 + Penalty 2645.223321 = -343671.279341 nChanged 11 SP:Iteration 19Q (3591.887052 sec): 3 clusters Score: Raw -346319.983472 + Penalty 2645.223321 = -343674.760151 nChanged 7 SP:Iteration 20F (3591.925477 sec): 3 clusters Score: Raw -346322.237801 + Penalty 2645.223321 = -343677.014480 nChanged 6 SP:Iteration 21Q (3591.972392 sec): 3 clusters Score: Raw -346324.616757 + Penalty 2645.223321 = -343679.393437 nChanged 10 SP:Iteration 22Q (3592.019644 sec): 3 clusters Score: Raw -346326.294218 + Penalty 2645.223321 = -343681.070897 nChanged 4 SP:Iteration 23Q (3592.077266 sec): 3 clusters Score: Raw -346326.983655 + Penalty 2645.223321 = -343681.760334 nChanged 1 SP:Iteration 24Q (3592.119388 sec): 3 clusters Score: Raw -346327.177055 + Penalty 2645.223321 = -343681.953734 nChanged 1 SP:Iteration 25Q (3592.167441 sec): 3 clusters Score: Raw -346327.319181 + Penalty 2645.223321 = -343682.095860 nChanged 0 SP:Iteration 26F (3592.227452 sec): 3 clusters Score: Raw -346327.319181 + Penalty 2645.223321 = -343682.095860 nChanged 0 Trying to split cluster 9 (12774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3592.267266 sec): 2 clusters Score: Raw -1492895.169626 + Penalty 1536.464659 = -1491358.704966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3592.322423 sec): 3 clusters Score: Raw -1485474.710682 + Penalty 3072.929319 = -1482401.781364 nChanged 5645 SP:Iteration 1F (3592.390194 sec): 3 clusters Score: Raw -1488842.262648 + Penalty 3072.929319 = -1485769.333330 nChanged 916 SP:Iteration 2F (3592.453846 sec): 3 clusters Score: Raw -1489406.737608 + Penalty 3072.929319 = -1486333.808290 nChanged 821 SP:Iteration 3F (3592.525997 sec): 3 clusters Score: Raw -1489925.591339 + Penalty 3072.929319 = -1486852.662020 nChanged 735 SP:Iteration 4F (3592.578636 sec): 3 clusters Score: Raw -1490396.471810 + Penalty 3072.929319 = -1487323.542492 nChanged 734 SP:Iteration 5F (3592.648312 sec): 3 clusters Score: Raw -1490901.052812 + Penalty 3072.929319 = -1487828.123494 nChanged 804 SP:Iteration 6F (3592.707106 sec): 3 clusters Score: Raw -1491464.870689 + Penalty 3072.929319 = -1488391.941370 nChanged 723 SP:Iteration 7F (3592.777442 sec): 3 clusters Score: Raw -1491946.547999 + Penalty 3072.929319 = -1488873.618680 nChanged 615 SP:Iteration 8Q (3592.836091 sec): 3 clusters Score: Raw -1492326.169632 + Penalty 3072.929319 = -1489253.240314 nChanged 469 SP:Iteration 9Q (3592.900521 sec): 3 clusters Score: Raw -1492539.494802 + Penalty 3072.929319 = -1489466.565483 nChanged 327 SP:Iteration 10Q (3592.981771 sec): 3 clusters Score: Raw -1492661.355060 + Penalty 3072.929319 = -1489588.425741 nChanged 239 SP:Iteration 11Q (3593.043938 sec): 3 clusters Score: Raw -1492734.067827 + Penalty 3072.929319 = -1489661.138508 nChanged 166 SP:Iteration 12Q (3593.101541 sec): 3 clusters Score: Raw -1492778.849006 + Penalty 3072.929319 = -1489705.919687 nChanged 143 SP:Iteration 13Q (3593.168340 sec): 3 clusters Score: Raw -1492813.030040 + Penalty 3072.929319 = -1489740.100721 nChanged 117 SP:Iteration 14Q (3593.247823 sec): 3 clusters Score: Raw -1492838.643889 + Penalty 3072.929319 = -1489765.714570 nChanged 99 SP:Iteration 15Q (3593.307642 sec): 3 clusters Score: Raw -1492863.123245 + Penalty 3072.929319 = -1489790.193927 nChanged 87 SP:Iteration 16Q (3593.378695 sec): 3 clusters Score: Raw -1492880.399762 + Penalty 3072.929319 = -1489807.470443 nChanged 81 SP:Iteration 17Q (3593.436800 sec): 3 clusters Score: Raw -1492900.871453 + Penalty 3072.929319 = -1489827.942135 nChanged 78 SP:Iteration 18Q (3593.501798 sec): 3 clusters Score: Raw -1492917.664859 + Penalty 3072.929319 = -1489844.735540 nChanged 71 SP:Iteration 19Q (3593.572166 sec): 3 clusters Score: Raw -1492931.703148 + Penalty 3072.929319 = -1489858.773829 nChanged 63 SP:Iteration 20F (3593.638843 sec): 3 clusters Score: Raw -1492943.645639 + Penalty 3072.929319 = -1489870.716321 nChanged 54 SP:Iteration 21Q (3593.707601 sec): 3 clusters Score: Raw -1492952.958231 + Penalty 3072.929319 = -1489880.028913 nChanged 44 SP:Iteration 22Q (3593.771995 sec): 3 clusters Score: Raw -1492961.813929 + Penalty 3072.929319 = -1489888.884611 nChanged 46 SP:Iteration 23Q (3593.833300 sec): 3 clusters Score: Raw -1492972.351996 + Penalty 3072.929319 = -1489899.422678 nChanged 45 SP:Iteration 24Q (3593.900166 sec): 3 clusters Score: Raw -1492980.945989 + Penalty 3072.929319 = -1489908.016671 nChanged 49 SP:Iteration 25Q (3593.966179 sec): 3 clusters Score: Raw -1492989.142173 + Penalty 3072.929319 = -1489916.212854 nChanged 39 SP:Iteration 26Q (3594.035867 sec): 3 clusters Score: Raw -1492994.203065 + Penalty 3072.929319 = -1489921.273746 nChanged 28 SP:Iteration 27Q (3594.103309 sec): 3 clusters Score: Raw -1492997.321365 + Penalty 3072.929319 = -1489924.392046 nChanged 18 SP:Iteration 28Q (3594.168401 sec): 3 clusters Score: Raw -1492999.792932 + Penalty 3072.929319 = -1489926.863614 nChanged 24 SP:Iteration 29Q (3594.236683 sec): 3 clusters Score: Raw -1493003.098987 + Penalty 3072.929319 = -1489930.169668 nChanged 21 SP:Iteration 30Q (3594.295126 sec): 3 clusters Score: Raw -1493005.282463 + Penalty 3072.929319 = -1489932.353145 nChanged 17 SP:Iteration 31Q (3594.359464 sec): 3 clusters Score: Raw -1493007.012709 + Penalty 3072.929319 = -1489934.083390 nChanged 15 SP:Iteration 32Q (3594.423452 sec): 3 clusters Score: Raw -1493008.899784 + Penalty 3072.929319 = -1489935.970466 nChanged 16 SP:Iteration 33Q (3594.494382 sec): 3 clusters Score: Raw -1493010.777271 + Penalty 3072.929319 = -1489937.847952 nChanged 16 SP:Iteration 34Q (3594.565583 sec): 3 clusters Score: Raw -1493012.528063 + Penalty 3072.929319 = -1489939.598744 nChanged 12 SP:Iteration 35Q (3594.627786 sec): 3 clusters Score: Raw -1493013.809771 + Penalty 3072.929319 = -1489940.880452 nChanged 13 SP:Iteration 36Q (3594.698571 sec): 3 clusters Score: Raw -1493015.807556 + Penalty 3072.929319 = -1489942.878237 nChanged 14 SP:Iteration 37Q (3594.757509 sec): 3 clusters Score: Raw -1493017.372689 + Penalty 3072.929319 = -1489944.443370 nChanged 9 SP:Iteration 38Q (3594.828498 sec): 3 clusters Score: Raw -1493018.674422 + Penalty 3072.929319 = -1489945.745104 nChanged 12 SP:Iteration 39Q (3594.888048 sec): 3 clusters Score: Raw -1493020.003017 + Penalty 3072.929319 = -1489947.073698 nChanged 13 SP:Iteration 40F (3594.957872 sec): 3 clusters Score: Raw -1493021.130619 + Penalty 3072.929319 = -1489948.201300 nChanged 8 SP:Iteration 41Q (3595.021017 sec): 3 clusters Score: Raw -1493022.066589 + Penalty 3072.929319 = -1489949.137271 nChanged 11 SP:Iteration 42Q (3595.090458 sec): 3 clusters Score: Raw -1493023.005539 + Penalty 3072.929319 = -1489950.076221 nChanged 7 SP:Iteration 43Q (3595.154801 sec): 3 clusters Score: Raw -1493023.631519 + Penalty 3072.929319 = -1489950.702201 nChanged 4 SP:Iteration 44Q (3595.217333 sec): 3 clusters Score: Raw -1493023.878479 + Penalty 3072.929319 = -1489950.949160 nChanged 2 SP:Iteration 45Q (3595.283143 sec): 3 clusters Score: Raw -1493023.991098 + Penalty 3072.929319 = -1489951.061779 nChanged 1 SP:Iteration 46Q (3595.344539 sec): 3 clusters Score: Raw -1493024.133429 + Penalty 3072.929319 = -1489951.204110 nChanged 1 SP:Iteration 47Q (3595.412882 sec): 3 clusters Score: Raw -1493024.249200 + Penalty 3072.929319 = -1489951.319881 nChanged 0 SP:Iteration 48F (3595.478284 sec): 3 clusters Score: Raw -1493024.249200 + Penalty 3072.929319 = -1489951.319881 nChanged 0 Trying to split cluster 10 (828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3595.505409 sec): 2 clusters Score: Raw -100828.159529 + Penalty 1091.839638 = -99736.319892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3595.555186 sec): 3 clusters Score: Raw -100624.906101 + Penalty 2183.679275 = -98441.226826 nChanged 215 SP:Iteration 1F (3595.591879 sec): 3 clusters Score: Raw -100822.471628 + Penalty 2183.679275 = -98638.792353 nChanged 60 SP:Iteration 2F (3595.633485 sec): 3 clusters Score: Raw -100887.067513 + Penalty 2183.679275 = -98703.388237 nChanged 30 SP:Iteration 3Q (3595.673884 sec): 3 clusters Score: Raw -100925.443540 + Penalty 2183.679275 = -98741.764265 nChanged 21 SP:Iteration 4Q (3595.721727 sec): 3 clusters Score: Raw -100946.263233 + Penalty 2183.679275 = -98762.583958 nChanged 9 SP:Iteration 5Q (3595.766502 sec): 3 clusters Score: Raw -100957.096171 + Penalty 2183.679275 = -98773.416896 nChanged 5 SP:Iteration 6Q (3595.807871 sec): 3 clusters Score: Raw -100961.590693 + Penalty 2183.679275 = -98777.911418 nChanged 4 SP:Iteration 7Q (3595.857033 sec): 3 clusters Score: Raw -100964.032705 + Penalty 2183.679275 = -98780.353430 nChanged 5 SP:Iteration 8Q (3595.894940 sec): 3 clusters Score: Raw -100970.074931 + Penalty 2183.679275 = -98786.395656 nChanged 8 SP:Iteration 9Q (3595.929976 sec): 3 clusters Score: Raw -100978.263330 + Penalty 2183.679275 = -98794.584055 nChanged 2 SP:Iteration 10Q (3595.976313 sec): 3 clusters Score: Raw -100981.104893 + Penalty 2183.679275 = -98797.425618 nChanged 3 SP:Iteration 11Q (3596.019401 sec): 3 clusters Score: Raw -100984.996858 + Penalty 2183.679275 = -98801.317583 nChanged 3 SP:Iteration 12Q (3596.059729 sec): 3 clusters Score: Raw -100986.575704 + Penalty 2183.679275 = -98802.896429 nChanged 1 SP:Iteration 13Q (3596.107195 sec): 3 clusters Score: Raw -100986.914352 + Penalty 2183.679275 = -98803.235077 nChanged 0 SP:Iteration 14F (3596.154398 sec): 3 clusters Score: Raw -100986.914352 + Penalty 2183.679275 = -98803.235077 nChanged 0 Trying to split cluster 11 (13054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3596.192552 sec): 2 clusters Score: Raw -1428782.130229 + Penalty 1539.988105 = -1427242.142124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3596.270343 sec): 3 clusters Score: Raw -1421116.468317 + Penalty 3079.976211 = -1418036.492106 nChanged 5740 SP:Iteration 1F (3596.329326 sec): 3 clusters Score: Raw -1424274.795165 + Penalty 3079.976211 = -1421194.818954 nChanged 821 SP:Iteration 2F (3596.402447 sec): 3 clusters Score: Raw -1424661.330312 + Penalty 3079.976211 = -1421581.354101 nChanged 733 SP:Iteration 3F (3596.470587 sec): 3 clusters Score: Raw -1424972.865295 + Penalty 3079.976211 = -1421892.889084 nChanged 623 SP:Iteration 4Q (3596.527878 sec): 3 clusters Score: Raw -1425255.817304 + Penalty 3079.976211 = -1422175.841093 nChanged 611 SP:Iteration 5Q (3596.605669 sec): 3 clusters Score: Raw -1425573.264275 + Penalty 3079.976211 = -1422493.288064 nChanged 624 SP:Iteration 6Q (3596.671607 sec): 3 clusters Score: Raw -1425939.731845 + Penalty 3079.976211 = -1422859.755634 nChanged 678 SP:Iteration 7F (3596.737830 sec): 3 clusters Score: Raw -1426304.615901 + Penalty 3079.976211 = -1423224.639690 nChanged 595 SP:Iteration 8Q (3596.800120 sec): 3 clusters Score: Raw -1426638.884795 + Penalty 3079.976211 = -1423558.908584 nChanged 551 SP:Iteration 9Q (3596.875679 sec): 3 clusters Score: Raw -1426940.935371 + Penalty 3079.976211 = -1423860.959161 nChanged 511 SP:Iteration 10Q (3596.940772 sec): 3 clusters Score: Raw -1427197.961991 + Penalty 3079.976211 = -1424117.985780 nChanged 417 SP:Iteration 11Q (3597.003832 sec): 3 clusters Score: Raw -1427378.161818 + Penalty 3079.976211 = -1424298.185607 nChanged 368 SP:Iteration 12Q (3597.065369 sec): 3 clusters Score: Raw -1427528.136406 + Penalty 3079.976211 = -1424448.160195 nChanged 279 SP:Iteration 13Q (3597.133822 sec): 3 clusters Score: Raw -1427625.172323 + Penalty 3079.976211 = -1424545.196112 nChanged 246 SP:Iteration 14Q (3597.202251 sec): 3 clusters Score: Raw -1427695.196622 + Penalty 3079.976211 = -1424615.220411 nChanged 179 SP:Iteration 15Q (3597.277867 sec): 3 clusters Score: Raw -1427745.058567 + Penalty 3079.976211 = -1424665.082356 nChanged 164 SP:Iteration 16Q (3597.340429 sec): 3 clusters Score: Raw -1427787.375338 + Penalty 3079.976211 = -1424707.399127 nChanged 122 SP:Iteration 17Q (3597.406658 sec): 3 clusters Score: Raw -1427815.608209 + Penalty 3079.976211 = -1424735.631998 nChanged 112 SP:Iteration 18Q (3597.472598 sec): 3 clusters Score: Raw -1427843.702915 + Penalty 3079.976211 = -1424763.726705 nChanged 120 SP:Iteration 19Q (3597.538198 sec): 3 clusters Score: Raw -1427866.268112 + Penalty 3079.976211 = -1424786.291901 nChanged 96 SP:Iteration 20F (3597.601726 sec): 3 clusters Score: Raw -1427883.694527 + Penalty 3079.976211 = -1424803.718316 nChanged 97 SP:Iteration 21Q (3597.662958 sec): 3 clusters Score: Raw -1427903.596556 + Penalty 3079.976211 = -1424823.620346 nChanged 81 SP:Iteration 22Q (3597.734076 sec): 3 clusters Score: Raw -1427918.283403 + Penalty 3079.976211 = -1424838.307192 nChanged 79 SP:Iteration 23Q (3597.803559 sec): 3 clusters Score: Raw -1427931.505044 + Penalty 3079.976211 = -1424851.528833 nChanged 75 SP:Iteration 24Q (3597.870817 sec): 3 clusters Score: Raw -1427948.331210 + Penalty 3079.976211 = -1424868.354999 nChanged 96 SP:Iteration 25Q (3597.934667 sec): 3 clusters Score: Raw -1427965.540914 + Penalty 3079.976211 = -1424885.564704 nChanged 66 SP:Iteration 26Q (3597.999287 sec): 3 clusters Score: Raw -1427974.676342 + Penalty 3079.976211 = -1424894.700132 nChanged 49 SP:Iteration 27Q (3598.073707 sec): 3 clusters Score: Raw -1427982.134610 + Penalty 3079.976211 = -1424902.158400 nChanged 39 SP:Iteration 28Q (3598.142814 sec): 3 clusters Score: Raw -1427987.183565 + Penalty 3079.976211 = -1424907.207355 nChanged 38 SP:Iteration 29Q (3598.205994 sec): 3 clusters Score: Raw -1427991.459844 + Penalty 3079.976211 = -1424911.483634 nChanged 30 SP:Iteration 30Q (3598.267633 sec): 3 clusters Score: Raw -1427994.466796 + Penalty 3079.976211 = -1424914.490585 nChanged 22 SP:Iteration 31Q (3598.346080 sec): 3 clusters Score: Raw -1427996.531419 + Penalty 3079.976211 = -1424916.555208 nChanged 17 SP:Iteration 32Q (3598.408945 sec): 3 clusters Score: Raw -1427998.092844 + Penalty 3079.976211 = -1424918.116633 nChanged 17 SP:Iteration 33Q (3598.467566 sec): 3 clusters Score: Raw -1427999.513519 + Penalty 3079.976211 = -1424919.537308 nChanged 17 SP:Iteration 34Q (3598.536129 sec): 3 clusters Score: Raw -1428000.883437 + Penalty 3079.976211 = -1424920.907226 nChanged 20 SP:Iteration 35Q (3598.603091 sec): 3 clusters Score: Raw -1428003.712899 + Penalty 3079.976211 = -1424923.736689 nChanged 19 SP:Iteration 36Q (3598.671384 sec): 3 clusters Score: Raw -1428006.481010 + Penalty 3079.976211 = -1424926.504799 nChanged 25 SP:Iteration 37Q (3598.741619 sec): 3 clusters Score: Raw -1428009.618409 + Penalty 3079.976211 = -1424929.642198 nChanged 26 SP:Iteration 38Q (3598.802827 sec): 3 clusters Score: Raw -1428012.507573 + Penalty 3079.976211 = -1424932.531362 nChanged 26 SP:Iteration 39Q (3598.865822 sec): 3 clusters Score: Raw -1428015.237619 + Penalty 3079.976211 = -1424935.261408 nChanged 26 SP:Iteration 40F (3598.935975 sec): 3 clusters Score: Raw -1428018.307948 + Penalty 3079.976211 = -1424938.331737 nChanged 29 SP:Iteration 41Q (3599.004510 sec): 3 clusters Score: Raw -1428023.409758 + Penalty 3079.976211 = -1424943.433547 nChanged 32 SP:Iteration 42Q (3599.074903 sec): 3 clusters Score: Raw -1428027.934397 + Penalty 3079.976211 = -1424947.958186 nChanged 39 SP:Iteration 43Q (3599.143917 sec): 3 clusters Score: Raw -1428034.279023 + Penalty 3079.976211 = -1424954.302812 nChanged 38 SP:Iteration 44Q (3599.207129 sec): 3 clusters Score: Raw -1428040.391814 + Penalty 3079.976211 = -1424960.415603 nChanged 51 SP:Iteration 45Q (3599.268469 sec): 3 clusters Score: Raw -1428047.778515 + Penalty 3079.976211 = -1424967.802304 nChanged 43 SP:Iteration 46Q (3599.330903 sec): 3 clusters Score: Raw -1428053.331855 + Penalty 3079.976211 = -1424973.355644 nChanged 49 SP:Iteration 47Q (3599.401304 sec): 3 clusters Score: Raw -1428059.643079 + Penalty 3079.976211 = -1424979.666868 nChanged 50 SP:Iteration 48Q (3599.477119 sec): 3 clusters Score: Raw -1428065.718960 + Penalty 3079.976211 = -1424985.742749 nChanged 43 SP:Iteration 49Q (3599.535716 sec): 3 clusters Score: Raw -1428071.278940 + Penalty 3079.976211 = -1424991.302729 nChanged 45 SP:Iteration 50Q (3599.604382 sec): 3 clusters Score: Raw -1428077.844543 + Penalty 3079.976211 = -1424997.868332 nChanged 48 SP:Iteration 51Q (3599.678846 sec): 3 clusters Score: Raw -1428084.112809 + Penalty 3079.976211 = -1425004.136599 nChanged 38 SP:Iteration 52Q (3599.740139 sec): 3 clusters Score: Raw -1428089.645492 + Penalty 3079.976211 = -1425009.669281 nChanged 35 SP:Iteration 53Q (3599.807856 sec): 3 clusters Score: Raw -1428094.586243 + Penalty 3079.976211 = -1425014.610032 nChanged 27 SP:Iteration 54Q (3599.874893 sec): 3 clusters Score: Raw -1428097.917808 + Penalty 3079.976211 = -1425017.941598 nChanged 31 SP:Iteration 55Q (3599.936380 sec): 3 clusters Score: Raw -1428101.391064 + Penalty 3079.976211 = -1425021.414854 nChanged 20 SP:Iteration 56Q (3600.011534 sec): 3 clusters Score: Raw -1428103.769125 + Penalty 3079.976211 = -1425023.792914 nChanged 23 SP:Iteration 57Q (3600.072131 sec): 3 clusters Score: Raw -1428106.874875 + Penalty 3079.976211 = -1425026.898664 nChanged 19 SP:Iteration 58Q (3600.135118 sec): 3 clusters Score: Raw -1428108.512593 + Penalty 3079.976211 = -1425028.536383 nChanged 11 SP:Iteration 59Q (3600.206071 sec): 3 clusters Score: Raw -1428109.354159 + Penalty 3079.976211 = -1425029.377949 nChanged 11 SP:Iteration 60F (3600.268209 sec): 3 clusters Score: Raw -1428110.371551 + Penalty 3079.976211 = -1425030.395341 nChanged 8 SP:Iteration 61Q (3600.344469 sec): 3 clusters Score: Raw -1428111.011979 + Penalty 3079.976211 = -1425031.035769 nChanged 6 SP:Iteration 62Q (3600.406528 sec): 3 clusters Score: Raw -1428111.563061 + Penalty 3079.976211 = -1425031.586850 nChanged 5 SP:Iteration 63Q (3600.464037 sec): 3 clusters Score: Raw -1428111.840930 + Penalty 3079.976211 = -1425031.864719 nChanged 5 SP:Iteration 64Q (3600.535144 sec): 3 clusters Score: Raw -1428112.099985 + Penalty 3079.976211 = -1425032.123774 nChanged 4 SP:Iteration 65Q (3600.597189 sec): 3 clusters Score: Raw -1428112.285621 + Penalty 3079.976211 = -1425032.309410 nChanged 3 SP:Iteration 66Q (3600.670147 sec): 3 clusters Score: Raw -1428112.459900 + Penalty 3079.976211 = -1425032.483690 nChanged 1 SP:Iteration 67Q (3600.736501 sec): 3 clusters Score: Raw -1428112.486062 + Penalty 3079.976211 = -1425032.509852 nChanged 0 SP:Iteration 68F (3600.796434 sec): 3 clusters Score: Raw -1428112.486062 + Penalty 3079.976211 = -1425032.509852 nChanged 0 Trying to split cluster 12 (8652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3600.829413 sec): 2 clusters Score: Raw -1021413.473912 + Penalty 1473.151190 = -1019940.322722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3600.890099 sec): 3 clusters Score: Raw -1016562.780752 + Penalty 2946.302381 = -1013616.478371 nChanged 3707 SP:Iteration 1F (3600.947022 sec): 3 clusters Score: Raw -1018620.733751 + Penalty 2946.302381 = -1015674.431370 nChanged 669 SP:Iteration 2F (3601.016273 sec): 3 clusters Score: Raw -1019076.200247 + Penalty 2946.302381 = -1016129.897866 nChanged 637 SP:Iteration 3F (3601.063915 sec): 3 clusters Score: Raw -1019599.013381 + Penalty 2946.302381 = -1016652.711001 nChanged 582 SP:Iteration 4F (3601.122607 sec): 3 clusters Score: Raw -1020066.280881 + Penalty 2946.302381 = -1017119.978500 nChanged 540 SP:Iteration 5F (3601.185241 sec): 3 clusters Score: Raw -1020433.908961 + Penalty 2946.302381 = -1017487.606580 nChanged 428 SP:Iteration 6Q (3601.242661 sec): 3 clusters Score: Raw -1020723.137717 + Penalty 2946.302381 = -1017776.835336 nChanged 382 SP:Iteration 7Q (3601.287277 sec): 3 clusters Score: Raw -1020949.658292 + Penalty 2946.302381 = -1018003.355911 nChanged 330 SP:Iteration 8Q (3601.352405 sec): 3 clusters Score: Raw -1021116.663611 + Penalty 2946.302381 = -1018170.361231 nChanged 256 SP:Iteration 9Q (3601.412056 sec): 3 clusters Score: Raw -1021239.563457 + Penalty 2946.302381 = -1018293.261077 nChanged 209 SP:Iteration 10Q (3601.455506 sec): 3 clusters Score: Raw -1021324.703480 + Penalty 2946.302381 = -1018378.401100 nChanged 167 SP:Iteration 11Q (3601.523892 sec): 3 clusters Score: Raw -1021385.090032 + Penalty 2946.302381 = -1018438.787652 nChanged 140 SP:Iteration 12Q (3601.575293 sec): 3 clusters Score: Raw -1021433.417763 + Penalty 2946.302381 = -1018487.115382 nChanged 119 SP:Iteration 13Q (3601.628888 sec): 3 clusters Score: Raw -1021468.723030 + Penalty 2946.302381 = -1018522.420649 nChanged 98 SP:Iteration 14Q (3601.700841 sec): 3 clusters Score: Raw -1021499.437212 + Penalty 2946.302381 = -1018553.134831 nChanged 88 SP:Iteration 15Q (3601.753487 sec): 3 clusters Score: Raw -1021528.127167 + Penalty 2946.302381 = -1018581.824786 nChanged 80 SP:Iteration 16Q (3601.810957 sec): 3 clusters Score: Raw -1021553.232748 + Penalty 2946.302381 = -1018606.930367 nChanged 61 SP:Iteration 17Q (3601.877068 sec): 3 clusters Score: Raw -1021577.968032 + Penalty 2946.302381 = -1018631.665651 nChanged 78 SP:Iteration 18Q (3601.928185 sec): 3 clusters Score: Raw -1021601.088705 + Penalty 2946.302381 = -1018654.786325 nChanged 64 SP:Iteration 19Q (3601.984269 sec): 3 clusters Score: Raw -1021620.916353 + Penalty 2946.302381 = -1018674.613972 nChanged 58 SP:Iteration 20F (3602.041304 sec): 3 clusters Score: Raw -1021638.110748 + Penalty 2946.302381 = -1018691.808367 nChanged 70 SP:Iteration 21Q (3602.099493 sec): 3 clusters Score: Raw -1021655.911655 + Penalty 2946.302381 = -1018709.609274 nChanged 51 SP:Iteration 22Q (3602.169753 sec): 3 clusters Score: Raw -1021668.013407 + Penalty 2946.302381 = -1018721.711026 nChanged 48 SP:Iteration 23Q (3602.216921 sec): 3 clusters Score: Raw -1021679.405689 + Penalty 2946.302381 = -1018733.103308 nChanged 41 SP:Iteration 24Q (3602.284470 sec): 3 clusters Score: Raw -1021690.069722 + Penalty 2946.302381 = -1018743.767341 nChanged 35 SP:Iteration 25Q (3602.342600 sec): 3 clusters Score: Raw -1021697.666809 + Penalty 2946.302381 = -1018751.364429 nChanged 28 SP:Iteration 26Q (3602.401798 sec): 3 clusters Score: Raw -1021703.799327 + Penalty 2946.302381 = -1018757.496947 nChanged 26 SP:Iteration 27Q (3602.460335 sec): 3 clusters Score: Raw -1021710.203123 + Penalty 2946.302381 = -1018763.900742 nChanged 25 SP:Iteration 28Q (3602.524083 sec): 3 clusters Score: Raw -1021717.115755 + Penalty 2946.302381 = -1018770.813374 nChanged 26 SP:Iteration 29Q (3602.577405 sec): 3 clusters Score: Raw -1021723.543359 + Penalty 2946.302381 = -1018777.240979 nChanged 20 SP:Iteration 30Q (3602.638672 sec): 3 clusters Score: Raw -1021728.367140 + Penalty 2946.302381 = -1018782.064759 nChanged 20 SP:Iteration 31Q (3602.692450 sec): 3 clusters Score: Raw -1021732.572076 + Penalty 2946.302381 = -1018786.269696 nChanged 18 SP:Iteration 32Q (3602.754297 sec): 3 clusters Score: Raw -1021735.829315 + Penalty 2946.302381 = -1018789.526934 nChanged 17 SP:Iteration 33Q (3602.810588 sec): 3 clusters Score: Raw -1021741.664462 + Penalty 2946.302381 = -1018795.362081 nChanged 28 SP:Iteration 34Q (3602.874488 sec): 3 clusters Score: Raw -1021748.030132 + Penalty 2946.302381 = -1018801.727751 nChanged 20 SP:Iteration 35Q (3602.920283 sec): 3 clusters Score: Raw -1021751.671372 + Penalty 2946.302381 = -1018805.368991 nChanged 18 SP:Iteration 36Q (3602.979674 sec): 3 clusters Score: Raw -1021754.509199 + Penalty 2946.302381 = -1018808.206818 nChanged 11 SP:Iteration 37Q (3603.039235 sec): 3 clusters Score: Raw -1021757.343815 + Penalty 2946.302381 = -1018811.041435 nChanged 12 SP:Iteration 38Q (3603.096134 sec): 3 clusters Score: Raw -1021759.593774 + Penalty 2946.302381 = -1018813.291394 nChanged 10 SP:Iteration 39Q (3603.161852 sec): 3 clusters Score: Raw -1021761.569861 + Penalty 2946.302381 = -1018815.267480 nChanged 11 SP:Iteration 40F (3603.222887 sec): 3 clusters Score: Raw -1021764.740302 + Penalty 2946.302381 = -1018818.437921 nChanged 17 SP:Iteration 41Q (3603.274462 sec): 3 clusters Score: Raw -1021769.107139 + Penalty 2946.302381 = -1018822.804758 nChanged 18 SP:Iteration 42Q (3603.323089 sec): 3 clusters Score: Raw -1021772.471282 + Penalty 2946.302381 = -1018826.168902 nChanged 12 SP:Iteration 43Q (3603.382388 sec): 3 clusters Score: Raw -1021774.760713 + Penalty 2946.302381 = -1018828.458333 nChanged 8 SP:Iteration 44Q (3603.446079 sec): 3 clusters Score: Raw -1021776.772255 + Penalty 2946.302381 = -1018830.469875 nChanged 12 SP:Iteration 45Q (3603.503368 sec): 3 clusters Score: Raw -1021779.095967 + Penalty 2946.302381 = -1018832.793586 nChanged 11 SP:Iteration 46Q (3603.558408 sec): 3 clusters Score: Raw -1021780.444365 + Penalty 2946.302381 = -1018834.141984 nChanged 6 SP:Iteration 47Q (3603.611334 sec): 3 clusters Score: Raw -1021781.246159 + Penalty 2946.302381 = -1018834.943778 nChanged 6 SP:Iteration 48Q (3603.661817 sec): 3 clusters Score: Raw -1021781.884451 + Penalty 2946.302381 = -1018835.582070 nChanged 2 SP:Iteration 49Q (3603.714411 sec): 3 clusters Score: Raw -1021782.194346 + Penalty 2946.302381 = -1018835.891965 nChanged 4 SP:Iteration 50Q (3603.778187 sec): 3 clusters Score: Raw -1021783.138804 + Penalty 2946.302381 = -1018836.836423 nChanged 4 SP:Iteration 51Q (3603.832295 sec): 3 clusters Score: Raw -1021783.718286 + Penalty 2946.302381 = -1018837.415905 nChanged 4 SP:Iteration 52Q (3603.892393 sec): 3 clusters Score: Raw -1021784.690555 + Penalty 2946.302381 = -1018838.388175 nChanged 7 SP:Iteration 53Q (3603.947696 sec): 3 clusters Score: Raw -1021786.733216 + Penalty 2946.302381 = -1018840.430835 nChanged 16 SP:Iteration 54Q (3604.005673 sec): 3 clusters Score: Raw -1021790.036615 + Penalty 2946.302381 = -1018843.734234 nChanged 17 SP:Iteration 55Q (3604.056454 sec): 3 clusters Score: Raw -1021793.961463 + Penalty 2946.302381 = -1018847.659082 nChanged 23 SP:Iteration 56Q (3604.117070 sec): 3 clusters Score: Raw -1021799.752220 + Penalty 2946.302381 = -1018853.449839 nChanged 22 SP:Iteration 57Q (3604.182139 sec): 3 clusters Score: Raw -1021804.664302 + Penalty 2946.302381 = -1018858.361921 nChanged 14 SP:Iteration 58Q (3604.229625 sec): 3 clusters Score: Raw -1021808.179785 + Penalty 2946.302381 = -1018861.877404 nChanged 16 SP:Iteration 59Q (3604.299249 sec): 3 clusters Score: Raw -1021812.841588 + Penalty 2946.302381 = -1018866.539207 nChanged 19 SP:Iteration 60F (3604.357197 sec): 3 clusters Score: Raw -1021817.619929 + Penalty 2946.302381 = -1018871.317548 nChanged 16 SP:Iteration 61Q (3604.405633 sec): 3 clusters Score: Raw -1021822.311360 + Penalty 2946.302381 = -1018876.008979 nChanged 13 SP:Iteration 62Q (3604.461734 sec): 3 clusters Score: Raw -1021825.837799 + Penalty 2946.302381 = -1018879.535418 nChanged 15 SP:Iteration 63Q (3604.522432 sec): 3 clusters Score: Raw -1021831.575473 + Penalty 2946.302381 = -1018885.273092 nChanged 14 SP:Iteration 64Q (3604.588741 sec): 3 clusters Score: Raw -1021835.175680 + Penalty 2946.302381 = -1018888.873299 nChanged 8 SP:Iteration 65Q (3604.647921 sec): 3 clusters Score: Raw -1021837.012070 + Penalty 2946.302381 = -1018890.709689 nChanged 2 SP:Iteration 66Q (3604.701458 sec): 3 clusters Score: Raw -1021837.394776 + Penalty 2946.302381 = -1018891.092395 nChanged 6 SP:Iteration 67Q (3604.751579 sec): 3 clusters Score: Raw -1021838.792233 + Penalty 2946.302381 = -1018892.489852 nChanged 8 SP:Iteration 68Q (3604.812931 sec): 3 clusters Score: Raw -1021840.851012 + Penalty 2946.302381 = -1018894.548631 nChanged 9 SP:Iteration 69Q (3604.873767 sec): 3 clusters Score: Raw -1021842.819496 + Penalty 2946.302381 = -1018896.517115 nChanged 2 SP:Iteration 70Q (3604.928799 sec): 3 clusters Score: Raw -1021842.982177 + Penalty 2946.302381 = -1018896.679797 nChanged 1 SP:Iteration 71Q (3604.983888 sec): 3 clusters Score: Raw -1021843.404647 + Penalty 2946.302381 = -1018897.102266 nChanged 3 SP:Iteration 72Q (3605.037367 sec): 3 clusters Score: Raw -1021844.791852 + Penalty 2946.302381 = -1018898.489472 nChanged 4 SP:Iteration 73Q (3605.104739 sec): 3 clusters Score: Raw -1021845.403911 + Penalty 2946.302381 = -1018899.101530 nChanged 3 SP:Iteration 74Q (3605.151546 sec): 3 clusters Score: Raw -1021845.750627 + Penalty 2946.302381 = -1018899.448246 nChanged 2 SP:Iteration 75Q (3605.211076 sec): 3 clusters Score: Raw -1021846.518893 + Penalty 2946.302381 = -1018900.216512 nChanged 3 SP:Iteration 76Q (3605.267562 sec): 3 clusters Score: Raw -1021847.596689 + Penalty 2946.302381 = -1018901.294308 nChanged 2 SP:Iteration 77Q (3605.326985 sec): 3 clusters Score: Raw -1021847.879238 + Penalty 2946.302381 = -1018901.576857 nChanged 6 SP:Iteration 78Q (3605.378459 sec): 3 clusters Score: Raw -1021850.076892 + Penalty 2946.302381 = -1018903.774511 nChanged 9 SP:Iteration 79Q (3605.432214 sec): 3 clusters Score: Raw -1021852.151040 + Penalty 2946.302381 = -1018905.848659 nChanged 12 SP:Iteration 80F (3605.496428 sec): 3 clusters Score: Raw -1021855.230994 + Penalty 2946.302381 = -1018908.928613 nChanged 7 SP:Iteration 81Q (3605.556540 sec): 3 clusters Score: Raw -1021856.736494 + Penalty 2946.302381 = -1018910.434113 nChanged 8 SP:Iteration 82Q (3605.614793 sec): 3 clusters Score: Raw -1021858.662900 + Penalty 2946.302381 = -1018912.360519 nChanged 9 SP:Iteration 83Q (3605.670110 sec): 3 clusters Score: Raw -1021860.456106 + Penalty 2946.302381 = -1018914.153725 nChanged 5 SP:Iteration 84Q (3605.728007 sec): 3 clusters Score: Raw -1021861.199137 + Penalty 2946.302381 = -1018914.896756 nChanged 6 SP:Iteration 85Q (3605.771692 sec): 3 clusters Score: Raw -1021862.493843 + Penalty 2946.302381 = -1018916.191462 nChanged 8 SP:Iteration 86Q (3605.837164 sec): 3 clusters Score: Raw -1021863.978146 + Penalty 2946.302381 = -1018917.675765 nChanged 7 SP:Iteration 87Q (3605.894887 sec): 3 clusters Score: Raw -1021865.108589 + Penalty 2946.302381 = -1018918.806208 nChanged 4 SP:Iteration 88Q (3605.952144 sec): 3 clusters Score: Raw -1021865.761521 + Penalty 2946.302381 = -1018919.459140 nChanged 4 SP:Iteration 89Q (3606.014859 sec): 3 clusters Score: Raw -1021865.958073 + Penalty 2946.302381 = -1018919.655692 nChanged 1 SP:Iteration 90Q (3606.062978 sec): 3 clusters Score: Raw -1021866.103785 + Penalty 2946.302381 = -1018919.801405 nChanged 2 SP:Iteration 91Q (3606.117118 sec): 3 clusters Score: Raw -1021866.615723 + Penalty 2946.302381 = -1018920.313343 nChanged 3 SP:Iteration 92Q (3606.173951 sec): 3 clusters Score: Raw -1021867.418466 + Penalty 2946.302381 = -1018921.116085 nChanged 5 SP:Iteration 93Q (3606.231385 sec): 3 clusters Score: Raw -1021868.605393 + Penalty 2946.302381 = -1018922.303012 nChanged 2 SP:Iteration 94Q (3606.298069 sec): 3 clusters Score: Raw -1021869.154992 + Penalty 2946.302381 = -1018922.852611 nChanged 4 SP:Iteration 95Q (3606.356075 sec): 3 clusters Score: Raw -1021870.350502 + Penalty 2946.302381 = -1018924.048121 nChanged 3 SP:Iteration 96Q (3606.402542 sec): 3 clusters Score: Raw -1021871.241028 + Penalty 2946.302381 = -1018924.938647 nChanged 7 SP:Iteration 97Q (3606.467429 sec): 3 clusters Score: Raw -1021873.973724 + Penalty 2946.302381 = -1018927.671344 nChanged 7 SP:Iteration 98Q (3606.526346 sec): 3 clusters Score: Raw -1021875.511791 + Penalty 2946.302381 = -1018929.209410 nChanged 6 SP:Iteration 99Q (3606.584138 sec): 3 clusters Score: Raw -1021876.878273 + Penalty 2946.302381 = -1018930.575893 nChanged 8 SP:Iteration 100F (3606.635351 sec): 3 clusters Score: Raw -1021878.761865 + Penalty 2946.302381 = -1018932.459484 nChanged 5 SP:Iteration 101Q (3606.699096 sec): 3 clusters Score: Raw -1021880.149018 + Penalty 2946.302381 = -1018933.846637 nChanged 4 SP:Iteration 102Q (3606.753241 sec): 3 clusters Score: Raw -1021881.473442 + Penalty 2946.302381 = -1018935.171061 nChanged 5 SP:Iteration 103Q (3606.814015 sec): 3 clusters Score: Raw -1021882.411719 + Penalty 2946.302381 = -1018936.109338 nChanged 1 SP:Iteration 104Q (3606.860288 sec): 3 clusters Score: Raw -1021882.605308 + Penalty 2946.302381 = -1018936.302927 nChanged 1 SP:Iteration 105Q (3606.917469 sec): 3 clusters Score: Raw -1021882.638327 + Penalty 2946.302381 = -1018936.335946 nChanged 1 SP:Iteration 106Q (3606.981175 sec): 3 clusters Score: Raw -1021882.969966 + Penalty 2946.302381 = -1018936.667586 nChanged 2 SP:Iteration 107Q (3607.033111 sec): 3 clusters Score: Raw -1021883.325693 + Penalty 2946.302381 = -1018937.023313 nChanged 2 SP:Iteration 108Q (3607.090442 sec): 3 clusters Score: Raw -1021883.838861 + Penalty 2946.302381 = -1018937.536480 nChanged 4 SP:Iteration 109Q (3607.149022 sec): 3 clusters Score: Raw -1021884.747500 + Penalty 2946.302381 = -1018938.445120 nChanged 3 SP:Iteration 110Q (3607.200124 sec): 3 clusters Score: Raw -1021885.484742 + Penalty 2946.302381 = -1018939.182361 nChanged 6 SP:Iteration 111Q (3607.257468 sec): 3 clusters Score: Raw -1021886.671098 + Penalty 2946.302381 = -1018940.368717 nChanged 4 SP:Iteration 112Q (3607.320522 sec): 3 clusters Score: Raw -1021887.653619 + Penalty 2946.302381 = -1018941.351238 nChanged 3 SP:Iteration 113Q (3607.378047 sec): 3 clusters Score: Raw -1021888.209696 + Penalty 2946.302381 = -1018941.907315 nChanged 2 SP:Iteration 114Q (3607.432968 sec): 3 clusters Score: Raw -1021888.643162 + Penalty 2946.302381 = -1018942.340781 nChanged 1 SP:Iteration 115Q (3607.496841 sec): 3 clusters Score: Raw -1021889.055820 + Penalty 2946.302381 = -1018942.753440 nChanged 1 SP:Iteration 116Q (3607.552251 sec): 3 clusters Score: Raw -1021889.318410 + Penalty 2946.302381 = -1018943.016029 nChanged 3 SP:Iteration 117Q (3607.599833 sec): 3 clusters Score: Raw -1021890.072014 + Penalty 2946.302381 = -1018943.769633 nChanged 4 SP:Iteration 118Q (3607.655605 sec): 3 clusters Score: Raw -1021891.674841 + Penalty 2946.302381 = -1018945.372461 nChanged 5 SP:Iteration 119Q (3607.718094 sec): 3 clusters Score: Raw -1021892.997599 + Penalty 2946.302381 = -1018946.695218 nChanged 4 SP:Iteration 120F (3607.775968 sec): 3 clusters Score: Raw -1021893.466636 + Penalty 2946.302381 = -1018947.164256 nChanged 2 SP:Iteration 121Q (3607.842559 sec): 3 clusters Score: Raw -1021893.827852 + Penalty 2946.302381 = -1018947.525471 nChanged 1 SP:Iteration 122Q (3607.888930 sec): 3 clusters Score: Raw -1021893.964947 + Penalty 2946.302381 = -1018947.662567 nChanged 0 SP:Iteration 123F (3607.953398 sec): 3 clusters Score: Raw -1021893.964947 + Penalty 2946.302381 = -1018947.662567 nChanged 0 Trying to split cluster 13 (6053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3607.976376 sec): 2 clusters Score: Raw -745260.547026 + Penalty 1415.100261 = -743845.446765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3608.031824 sec): 3 clusters Score: Raw -742001.283685 + Penalty 2830.200521 = -739171.083164 nChanged 2509 SP:Iteration 1F (3608.091740 sec): 3 clusters Score: Raw -743432.806490 + Penalty 2830.200521 = -740602.605969 nChanged 441 SP:Iteration 2F (3608.143156 sec): 3 clusters Score: Raw -743687.793578 + Penalty 2830.200521 = -740857.593057 nChanged 364 SP:Iteration 3F (3608.192538 sec): 3 clusters Score: Raw -743901.638950 + Penalty 2830.200521 = -741071.438429 nChanged 303 SP:Iteration 4F (3608.235684 sec): 3 clusters Score: Raw -744091.788147 + Penalty 2830.200521 = -741261.587626 nChanged 293 SP:Iteration 5Q (3608.289567 sec): 3 clusters Score: Raw -744282.092076 + Penalty 2830.200521 = -741451.891554 nChanged 256 SP:Iteration 6Q (3608.342017 sec): 3 clusters Score: Raw -744449.132986 + Penalty 2830.200521 = -741618.932465 nChanged 246 SP:Iteration 7Q (3608.389399 sec): 3 clusters Score: Raw -744631.055580 + Penalty 2830.200521 = -741800.855059 nChanged 247 SP:Iteration 8Q (3608.450605 sec): 3 clusters Score: Raw -744811.816118 + Penalty 2830.200521 = -741981.615597 nChanged 214 SP:Iteration 9Q (3608.496546 sec): 3 clusters Score: Raw -744983.404293 + Penalty 2830.200521 = -742153.203772 nChanged 184 SP:Iteration 10Q (3608.552284 sec): 3 clusters Score: Raw -745132.577016 + Penalty 2830.200521 = -742302.376495 nChanged 108 SP:Iteration 11Q (3608.618199 sec): 3 clusters Score: Raw -745215.976353 + Penalty 2830.200521 = -742385.775832 nChanged 88 SP:Iteration 12Q (3608.667436 sec): 3 clusters Score: Raw -745280.367048 + Penalty 2830.200521 = -742450.166527 nChanged 53 SP:Iteration 13Q (3608.718762 sec): 3 clusters Score: Raw -745316.851127 + Penalty 2830.200521 = -742486.650606 nChanged 34 SP:Iteration 14Q (3608.765167 sec): 3 clusters Score: Raw -745340.293624 + Penalty 2830.200521 = -742510.093103 nChanged 35 SP:Iteration 15Q (3608.823366 sec): 3 clusters Score: Raw -745365.217925 + Penalty 2830.200521 = -742535.017403 nChanged 28 SP:Iteration 16Q (3608.875010 sec): 3 clusters Score: Raw -745390.113625 + Penalty 2830.200521 = -742559.913104 nChanged 20 SP:Iteration 17Q (3608.928410 sec): 3 clusters Score: Raw -745408.785429 + Penalty 2830.200521 = -742578.584908 nChanged 16 SP:Iteration 18Q (3608.971438 sec): 3 clusters Score: Raw -745420.266459 + Penalty 2830.200521 = -742590.065938 nChanged 8 SP:Iteration 19Q (3609.022961 sec): 3 clusters Score: Raw -745427.159784 + Penalty 2830.200521 = -742596.959263 nChanged 12 SP:Iteration 20F (3609.074525 sec): 3 clusters Score: Raw -745433.668563 + Penalty 2830.200521 = -742603.468042 nChanged 8 SP:Iteration 21Q (3609.132293 sec): 3 clusters Score: Raw -745440.886618 + Penalty 2830.200521 = -742610.686096 nChanged 8 SP:Iteration 22Q (3609.182753 sec): 3 clusters Score: Raw -745446.351851 + Penalty 2830.200521 = -742616.151330 nChanged 8 SP:Iteration 23Q (3609.241958 sec): 3 clusters Score: Raw -745453.316228 + Penalty 2830.200521 = -742623.115707 nChanged 5 SP:Iteration 24Q (3609.287207 sec): 3 clusters Score: Raw -745456.001997 + Penalty 2830.200521 = -742625.801476 nChanged 3 SP:Iteration 25Q (3609.334492 sec): 3 clusters Score: Raw -745457.681793 + Penalty 2830.200521 = -742627.481272 nChanged 3 SP:Iteration 26Q (3609.375246 sec): 3 clusters Score: Raw -745459.019199 + Penalty 2830.200521 = -742628.818678 nChanged 2 SP:Iteration 27Q (3609.437182 sec): 3 clusters Score: Raw -745460.379177 + Penalty 2830.200521 = -742630.178656 nChanged 1 SP:Iteration 28Q (3609.488253 sec): 3 clusters Score: Raw -745461.587066 + Penalty 2830.200521 = -742631.386545 nChanged 3 SP:Iteration 29Q (3609.537395 sec): 3 clusters Score: Raw -745464.139955 + Penalty 2830.200521 = -742633.939434 nChanged 1 SP:Iteration 30Q (3609.575615 sec): 3 clusters Score: Raw -745465.007794 + Penalty 2830.200521 = -742634.807273 nChanged 2 SP:Iteration 31Q (3609.629894 sec): 3 clusters Score: Raw -745467.343989 + Penalty 2830.200521 = -742637.143468 nChanged 2 SP:Iteration 32Q (3609.684423 sec): 3 clusters Score: Raw -745469.085089 + Penalty 2830.200521 = -742638.884568 nChanged 2 SP:Iteration 33Q (3609.743837 sec): 3 clusters Score: Raw -745470.107051 + Penalty 2830.200521 = -742639.906530 nChanged 1 SP:Iteration 34Q (3609.786422 sec): 3 clusters Score: Raw -745470.365722 + Penalty 2830.200521 = -742640.165201 nChanged 0 SP:Iteration 35F (3609.840855 sec): 3 clusters Score: Raw -745470.365722 + Penalty 2830.200521 = -742640.165201 nChanged 0 Trying to split cluster 14 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3609.874299 sec): 2 clusters Score: Raw -99969.484327 + Penalty 1101.737310 = -98867.747017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3609.912163 sec): 3 clusters Score: Raw -99695.983177 + Penalty 2203.474620 = -97492.508557 nChanged 258 SP:Iteration 1F (3609.951025 sec): 3 clusters Score: Raw -99928.147103 + Penalty 2203.474620 = -97724.672483 nChanged 64 SP:Iteration 2F (3609.985105 sec): 3 clusters Score: Raw -99996.152874 + Penalty 2203.474620 = -97792.678254 nChanged 34 SP:Iteration 3Q (3610.031187 sec): 3 clusters Score: Raw -100040.066663 + Penalty 2203.474620 = -97836.592043 nChanged 21 SP:Iteration 4Q (3610.080232 sec): 3 clusters Score: Raw -100067.415519 + Penalty 2203.474620 = -97863.940899 nChanged 19 SP:Iteration 5Q (3610.118863 sec): 3 clusters Score: Raw -100090.540378 + Penalty 2203.474620 = -97887.065758 nChanged 13 SP:Iteration 6Q (3610.155555 sec): 3 clusters Score: Raw -100116.986322 + Penalty 2203.474620 = -97913.511702 nChanged 19 SP:Iteration 7Q (3610.207027 sec): 3 clusters Score: Raw -100133.622282 + Penalty 2203.474620 = -97930.147662 nChanged 18 SP:Iteration 8Q (3610.245098 sec): 3 clusters Score: Raw -100155.352572 + Penalty 2203.474620 = -97951.877952 nChanged 13 SP:Iteration 9Q (3610.289467 sec): 3 clusters Score: Raw -100172.284214 + Penalty 2203.474620 = -97968.809594 nChanged 17 SP:Iteration 10Q (3610.327074 sec): 3 clusters Score: Raw -100194.075697 + Penalty 2203.474620 = -97990.601077 nChanged 12 SP:Iteration 11Q (3610.369671 sec): 3 clusters Score: Raw -100206.453267 + Penalty 2203.474620 = -98002.978647 nChanged 11 SP:Iteration 12Q (3610.414452 sec): 3 clusters Score: Raw -100217.182699 + Penalty 2203.474620 = -98013.708079 nChanged 3 SP:Iteration 13Q (3610.462970 sec): 3 clusters Score: Raw -100222.135040 + Penalty 2203.474620 = -98018.660421 nChanged 3 SP:Iteration 14Q (3610.508994 sec): 3 clusters Score: Raw -100223.662361 + Penalty 2203.474620 = -98020.187741 nChanged 3 SP:Iteration 15Q (3610.552490 sec): 3 clusters Score: Raw -100225.179345 + Penalty 2203.474620 = -98021.704725 nChanged 2 SP:Iteration 16Q (3610.587532 sec): 3 clusters Score: Raw -100226.737029 + Penalty 2203.474620 = -98023.262409 nChanged 3 SP:Iteration 17Q (3610.639875 sec): 3 clusters Score: Raw -100228.455712 + Penalty 2203.474620 = -98024.981092 nChanged 2 SP:Iteration 18Q (3610.679925 sec): 3 clusters Score: Raw -100230.200390 + Penalty 2203.474620 = -98026.725771 nChanged 3 SP:Iteration 19Q (3610.728807 sec): 3 clusters Score: Raw -100232.006445 + Penalty 2203.474620 = -98028.531825 nChanged 3 SP:Iteration 20F (3610.774419 sec): 3 clusters Score: Raw -100233.740180 + Penalty 2203.474620 = -98030.265560 nChanged 2 SP:Iteration 21Q (3610.811154 sec): 3 clusters Score: Raw -100236.141285 + Penalty 2203.474620 = -98032.666665 nChanged 3 SP:Iteration 22Q (3610.860853 sec): 3 clusters Score: Raw -100237.819822 + Penalty 2203.474620 = -98034.345202 nChanged 0 SP:Iteration 23F (3610.905525 sec): 3 clusters Score: Raw -100237.819822 + Penalty 2203.474620 = -98034.345202 nChanged 0 Trying to split cluster 15 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3610.918516 sec): 2 clusters Score: Raw -27296.890988 + Penalty 914.488431 = -26382.402557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3610.971716 sec): 3 clusters Score: Raw -27359.236169 + Penalty 1828.976862 = -25530.259307 nChanged 48 SP:Iteration 1F (3611.002842 sec): 3 clusters Score: Raw -27476.535288 + Penalty 1828.976862 = -25647.558426 nChanged 15 SP:Iteration 2F (3611.051705 sec): 3 clusters Score: Raw -27521.536218 + Penalty 1828.976862 = -25692.559356 nChanged 10 SP:Iteration 3Q (3611.095346 sec): 3 clusters Score: Raw -27555.212077 + Penalty 1828.976862 = -25726.235215 nChanged 6 SP:Iteration 4Q (3611.126983 sec): 3 clusters Score: Raw -27574.837296 + Penalty 1828.976862 = -25745.860434 nChanged 4 SP:Iteration 5Q (3611.160759 sec): 3 clusters Score: Raw -27595.217692 + Penalty 1828.976862 = -25766.240830 nChanged 2 SP:Iteration 6Q (3611.207509 sec): 3 clusters Score: Raw -27599.888375 + Penalty 1828.976862 = -25770.911513 nChanged 2 SP:Iteration 7Q (3611.243461 sec): 3 clusters Score: Raw -27606.227438 + Penalty 1828.976862 = -25777.250576 nChanged 2 SP:Iteration 8Q (3611.286665 sec): 3 clusters Score: Raw -27609.169560 + Penalty 1828.976862 = -25780.192698 nChanged 1 SP:Iteration 9Q (3611.328989 sec): 3 clusters Score: Raw -27615.568210 + Penalty 1828.976862 = -25786.591349 nChanged 1 SP:Iteration 10Q (3611.366227 sec): 3 clusters Score: Raw -27617.079777 + Penalty 1828.976862 = -25788.102915 nChanged 1 SP:Iteration 11Q (3611.409597 sec): 3 clusters Score: Raw -27621.190367 + Penalty 1828.976862 = -25792.213505 nChanged 3 SP:Iteration 12Q (3611.453411 sec): 3 clusters Score: Raw -27631.655152 + Penalty 1828.976862 = -25802.678290 nChanged 2 SP:Iteration 13Q (3611.494758 sec): 3 clusters Score: Raw -27635.862801 + Penalty 1828.976862 = -25806.885940 nChanged 1 SP:Iteration 14Q (3611.542730 sec): 3 clusters Score: Raw -27637.307239 + Penalty 1828.976862 = -25808.330377 nChanged 0 SP:Iteration 15F (3611.584037 sec): 3 clusters Score: Raw -27637.307239 + Penalty 1828.976862 = -25808.330377 nChanged 0 Trying to split cluster 16 (7372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3611.622656 sec): 2 clusters Score: Raw -816446.311517 + Penalty 1447.134702 = -814999.176815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3611.683742 sec): 3 clusters Score: Raw -812421.559706 + Penalty 2894.269404 = -809527.290303 nChanged 3103 SP:Iteration 1F (3611.745439 sec): 3 clusters Score: Raw -814135.583210 + Penalty 2894.269404 = -811241.313807 nChanged 519 SP:Iteration 2F (3611.792853 sec): 3 clusters Score: Raw -814440.841414 + Penalty 2894.269404 = -811546.572011 nChanged 457 SP:Iteration 3F (3611.851520 sec): 3 clusters Score: Raw -814715.165913 + Penalty 2894.269404 = -811820.896510 nChanged 457 SP:Iteration 4F (3611.907709 sec): 3 clusters Score: Raw -815013.561863 + Penalty 2894.269404 = -812119.292460 nChanged 393 SP:Iteration 5F (3611.966318 sec): 3 clusters Score: Raw -815255.757643 + Penalty 2894.269404 = -812361.488239 nChanged 361 SP:Iteration 6Q (3612.015445 sec): 3 clusters Score: Raw -815472.427948 + Penalty 2894.269404 = -812578.158545 nChanged 291 SP:Iteration 7Q (3612.073683 sec): 3 clusters Score: Raw -815640.016686 + Penalty 2894.269404 = -812745.747282 nChanged 260 SP:Iteration 8Q (3612.125750 sec): 3 clusters Score: Raw -815777.491538 + Penalty 2894.269404 = -812883.222134 nChanged 234 SP:Iteration 9Q (3612.187232 sec): 3 clusters Score: Raw -815874.031725 + Penalty 2894.269404 = -812979.762322 nChanged 168 SP:Iteration 10Q (3612.240434 sec): 3 clusters Score: Raw -815940.016811 + Penalty 2894.269404 = -813045.747408 nChanged 123 SP:Iteration 11Q (3612.296051 sec): 3 clusters Score: Raw -815987.337680 + Penalty 2894.269404 = -813093.068277 nChanged 120 SP:Iteration 12Q (3612.359080 sec): 3 clusters Score: Raw -816028.013915 + Penalty 2894.269404 = -813133.744511 nChanged 86 SP:Iteration 13Q (3612.413173 sec): 3 clusters Score: Raw -816059.944888 + Penalty 2894.269404 = -813165.675484 nChanged 83 SP:Iteration 14Q (3612.456600 sec): 3 clusters Score: Raw -816085.875889 + Penalty 2894.269404 = -813191.606485 nChanged 74 SP:Iteration 15Q (3612.521676 sec): 3 clusters Score: Raw -816108.695447 + Penalty 2894.269404 = -813214.426043 nChanged 69 SP:Iteration 16Q (3612.566675 sec): 3 clusters Score: Raw -816144.454930 + Penalty 2894.269404 = -813250.185526 nChanged 88 SP:Iteration 17Q (3612.621332 sec): 3 clusters Score: Raw -816181.243578 + Penalty 2894.269404 = -813286.974174 nChanged 76 SP:Iteration 18Q (3612.683537 sec): 3 clusters Score: Raw -816217.731431 + Penalty 2894.269404 = -813323.462028 nChanged 85 SP:Iteration 19Q (3612.734469 sec): 3 clusters Score: Raw -816266.965971 + Penalty 2894.269404 = -813372.696567 nChanged 93 SP:Iteration 20F (3612.792647 sec): 3 clusters Score: Raw -816309.391098 + Penalty 2894.269404 = -813415.121694 nChanged 90 SP:Iteration 21Q (3612.853841 sec): 3 clusters Score: Raw -816352.785720 + Penalty 2894.269404 = -813458.516317 nChanged 99 SP:Iteration 22Q (3612.906607 sec): 3 clusters Score: Raw -816407.684938 + Penalty 2894.269404 = -813513.415535 nChanged 106 SP:Iteration 23Q (3612.958770 sec): 3 clusters Score: Raw -816482.962764 + Penalty 2894.269404 = -813588.693360 nChanged 116 SP:Iteration 24Q (3613.015289 sec): 3 clusters Score: Raw -816570.143345 + Penalty 2894.269404 = -813675.873941 nChanged 97 SP:Iteration 25Q (3613.073167 sec): 3 clusters Score: Raw -816649.130755 + Penalty 2894.269404 = -813754.861352 nChanged 111 SP:Iteration 26Q (3613.130541 sec): 3 clusters Score: Raw -816741.595870 + Penalty 2894.269404 = -813847.326466 nChanged 88 SP:Iteration 27Q (3613.184994 sec): 3 clusters Score: Raw -816812.571000 + Penalty 2894.269404 = -813918.301597 nChanged 89 SP:Iteration 28Q (3613.251205 sec): 3 clusters Score: Raw -816885.565242 + Penalty 2894.269404 = -813991.295839 nChanged 83 SP:Iteration 29Q (3613.295264 sec): 3 clusters Score: Raw -816949.907626 + Penalty 2894.269404 = -814055.638223 nChanged 72 SP:Iteration 30Q (3613.351187 sec): 3 clusters Score: Raw -816993.886735 + Penalty 2894.269404 = -814099.617331 nChanged 60 SP:Iteration 31Q (3613.408761 sec): 3 clusters Score: Raw -817027.550768 + Penalty 2894.269404 = -814133.281365 nChanged 55 SP:Iteration 32Q (3613.447274 sec): 3 clusters Score: Raw -817065.813451 + Penalty 2894.269404 = -814171.544047 nChanged 58 SP:Iteration 33Q (3613.505984 sec): 3 clusters Score: Raw -817108.708813 + Penalty 2894.269404 = -814214.439409 nChanged 59 SP:Iteration 34Q (3613.558619 sec): 3 clusters Score: Raw -817162.407603 + Penalty 2894.269404 = -814268.138200 nChanged 56 SP:Iteration 35Q (3613.593620 sec): 3 clusters Score: Raw -817220.356819 + Penalty 2894.269404 = -814326.087415 nChanged 55 SP:Iteration 36Q (3613.655055 sec): 3 clusters Score: Raw -817275.431039 + Penalty 2894.269404 = -814381.161635 nChanged 56 SP:Iteration 37Q (3613.713690 sec): 3 clusters Score: Raw -817345.362317 + Penalty 2894.269404 = -814451.092914 nChanged 56 SP:Iteration 38Q (3613.774844 sec): 3 clusters Score: Raw -817386.782754 + Penalty 2894.269404 = -814492.513350 nChanged 43 SP:Iteration 39Q (3613.819107 sec): 3 clusters Score: Raw -817411.188900 + Penalty 2894.269404 = -814516.919496 nChanged 31 SP:Iteration 40F (3613.877394 sec): 3 clusters Score: Raw -817430.822005 + Penalty 2894.269404 = -814536.552601 nChanged 37 SP:Iteration 41Q (3613.926893 sec): 3 clusters Score: Raw -817450.660746 + Penalty 2894.269404 = -814556.391342 nChanged 26 SP:Iteration 42Q (3613.980631 sec): 3 clusters Score: Raw -817464.187196 + Penalty 2894.269404 = -814569.917792 nChanged 28 SP:Iteration 43Q (3614.033634 sec): 3 clusters Score: Raw -817480.210849 + Penalty 2894.269404 = -814585.941446 nChanged 31 SP:Iteration 44Q (3614.087778 sec): 3 clusters Score: Raw -817499.467605 + Penalty 2894.269404 = -814605.198202 nChanged 22 SP:Iteration 45Q (3614.141946 sec): 3 clusters Score: Raw -817515.836714 + Penalty 2894.269404 = -814621.567311 nChanged 28 SP:Iteration 46Q (3614.193125 sec): 3 clusters Score: Raw -817535.010093 + Penalty 2894.269404 = -814640.740689 nChanged 30 SP:Iteration 47Q (3614.240916 sec): 3 clusters Score: Raw -817553.242130 + Penalty 2894.269404 = -814658.972726 nChanged 35 SP:Iteration 48Q (3614.300626 sec): 3 clusters Score: Raw -817582.838180 + Penalty 2894.269404 = -814688.568776 nChanged 40 SP:Iteration 49Q (3614.354794 sec): 3 clusters Score: Raw -817616.667079 + Penalty 2894.269404 = -814722.397675 nChanged 51 SP:Iteration 50Q (3614.409233 sec): 3 clusters Score: Raw -817658.972697 + Penalty 2894.269404 = -814764.703293 nChanged 64 SP:Iteration 51Q (3614.463761 sec): 3 clusters Score: Raw -817714.196054 + Penalty 2894.269404 = -814819.926651 nChanged 58 SP:Iteration 52Q (3614.516063 sec): 3 clusters Score: Raw -817765.908405 + Penalty 2894.269404 = -814871.639002 nChanged 45 SP:Iteration 53Q (3614.574610 sec): 3 clusters Score: Raw -817801.965065 + Penalty 2894.269404 = -814907.695661 nChanged 34 SP:Iteration 54Q (3614.622727 sec): 3 clusters Score: Raw -817826.504582 + Penalty 2894.269404 = -814932.235179 nChanged 27 SP:Iteration 55Q (3614.683334 sec): 3 clusters Score: Raw -817841.125243 + Penalty 2894.269404 = -814946.855839 nChanged 27 SP:Iteration 56Q (3614.733601 sec): 3 clusters Score: Raw -817851.840642 + Penalty 2894.269404 = -814957.571238 nChanged 8 SP:Iteration 57Q (3614.789700 sec): 3 clusters Score: Raw -817853.262606 + Penalty 2894.269404 = -814958.993203 nChanged 3 SP:Iteration 58Q (3614.840310 sec): 3 clusters Score: Raw -817853.770285 + Penalty 2894.269404 = -814959.500882 nChanged 2 SP:Iteration 59Q (3614.899790 sec): 3 clusters Score: Raw -817853.992603 + Penalty 2894.269404 = -814959.723200 nChanged 0 SP:Iteration 60F (3614.953194 sec): 3 clusters Score: Raw -817860.371787 + Penalty 2894.269404 = -814966.102383 nChanged 8 SP:Iteration 61Q (3615.017213 sec): 3 clusters Score: Raw -817864.525594 + Penalty 2894.269404 = -814970.256190 nChanged 4 SP:Iteration 62Q (3615.068283 sec): 3 clusters Score: Raw -817865.169291 + Penalty 2894.269404 = -814970.899888 nChanged 1 SP:Iteration 63Q (3615.125603 sec): 3 clusters Score: Raw -817865.373086 + Penalty 2894.269404 = -814971.103682 nChanged 0 SP:Iteration 64F (3615.185255 sec): 3 clusters Score: Raw -817865.373086 + Penalty 2894.269404 = -814971.103682 nChanged 0 Trying to split cluster 17 (10525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3615.223605 sec): 2 clusters Score: Raw -1247642.507032 + Penalty 1504.995157 = -1246137.511875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3615.273660 sec): 3 clusters Score: Raw -1241698.623995 + Penalty 3009.990314 = -1238688.633681 nChanged 4575 SP:Iteration 1F (3615.339735 sec): 3 clusters Score: Raw -1244316.564650 + Penalty 3009.990314 = -1241306.574336 nChanged 696 SP:Iteration 2F (3615.396210 sec): 3 clusters Score: Raw -1244655.111484 + Penalty 3009.990314 = -1241645.121170 nChanged 603 SP:Iteration 3F (3615.454096 sec): 3 clusters Score: Raw -1244953.516527 + Penalty 3009.990314 = -1241943.526213 nChanged 548 SP:Iteration 4F (3615.525872 sec): 3 clusters Score: Raw -1245226.777696 + Penalty 3009.990314 = -1242216.787382 nChanged 526 SP:Iteration 5Q (3615.586975 sec): 3 clusters Score: Raw -1245517.611056 + Penalty 3009.990314 = -1242507.620742 nChanged 527 SP:Iteration 6F (3615.641110 sec): 3 clusters Score: Raw -1245842.571212 + Penalty 3009.990314 = -1242832.580898 nChanged 448 SP:Iteration 7Q (3615.704325 sec): 3 clusters Score: Raw -1246115.679355 + Penalty 3009.990314 = -1243105.689041 nChanged 398 SP:Iteration 8Q (3615.774535 sec): 3 clusters Score: Raw -1246361.226144 + Penalty 3009.990314 = -1243351.235830 nChanged 328 SP:Iteration 9Q (3615.831183 sec): 3 clusters Score: Raw -1246590.872859 + Penalty 3009.990314 = -1243580.882545 nChanged 310 SP:Iteration 10Q (3615.901903 sec): 3 clusters Score: Raw -1246811.695595 + Penalty 3009.990314 = -1243801.705281 nChanged 257 SP:Iteration 11Q (3615.952869 sec): 3 clusters Score: Raw -1246984.451917 + Penalty 3009.990314 = -1243974.461603 nChanged 234 SP:Iteration 12Q (3616.013237 sec): 3 clusters Score: Raw -1247137.026078 + Penalty 3009.990314 = -1244127.035764 nChanged 207 SP:Iteration 13Q (3616.080366 sec): 3 clusters Score: Raw -1247268.406191 + Penalty 3009.990314 = -1244258.415877 nChanged 165 SP:Iteration 14Q (3616.136576 sec): 3 clusters Score: Raw -1247377.125869 + Penalty 3009.990314 = -1244367.135555 nChanged 134 SP:Iteration 15Q (3616.191654 sec): 3 clusters Score: Raw -1247474.010396 + Penalty 3009.990314 = -1244464.020082 nChanged 97 SP:Iteration 16Q (3616.256217 sec): 3 clusters Score: Raw -1247543.021443 + Penalty 3009.990314 = -1244533.031129 nChanged 89 SP:Iteration 17Q (3616.306599 sec): 3 clusters Score: Raw -1247606.523199 + Penalty 3009.990314 = -1244596.532885 nChanged 64 SP:Iteration 18Q (3616.370785 sec): 3 clusters Score: Raw -1247651.287562 + Penalty 3009.990314 = -1244641.297248 nChanged 57 SP:Iteration 19Q (3616.431184 sec): 3 clusters Score: Raw -1247684.792724 + Penalty 3009.990314 = -1244674.802410 nChanged 38 SP:Iteration 20F (3616.493181 sec): 3 clusters Score: Raw -1247704.023518 + Penalty 3009.990314 = -1244694.033204 nChanged 38 SP:Iteration 21Q (3616.545714 sec): 3 clusters Score: Raw -1247724.442618 + Penalty 3009.990314 = -1244714.452304 nChanged 31 SP:Iteration 22Q (3616.603283 sec): 3 clusters Score: Raw -1247742.930166 + Penalty 3009.990314 = -1244732.939852 nChanged 30 SP:Iteration 23Q (3616.660838 sec): 3 clusters Score: Raw -1247760.525430 + Penalty 3009.990314 = -1244750.535116 nChanged 30 SP:Iteration 24Q (3616.731748 sec): 3 clusters Score: Raw -1247778.561687 + Penalty 3009.990314 = -1244768.571373 nChanged 30 SP:Iteration 25Q (3616.778760 sec): 3 clusters Score: Raw -1247797.809159 + Penalty 3009.990314 = -1244787.818845 nChanged 28 SP:Iteration 26Q (3616.843650 sec): 3 clusters Score: Raw -1247820.309496 + Penalty 3009.990314 = -1244810.319182 nChanged 28 SP:Iteration 27Q (3616.905317 sec): 3 clusters Score: Raw -1247841.400474 + Penalty 3009.990314 = -1244831.410160 nChanged 18 SP:Iteration 28Q (3616.966556 sec): 3 clusters Score: Raw -1247852.775616 + Penalty 3009.990314 = -1244842.785302 nChanged 15 SP:Iteration 29Q (3617.026646 sec): 3 clusters Score: Raw -1247862.914576 + Penalty 3009.990314 = -1244852.924262 nChanged 6 SP:Iteration 30Q (3617.079795 sec): 3 clusters Score: Raw -1247866.653070 + Penalty 3009.990314 = -1244856.662756 nChanged 6 SP:Iteration 31Q (3617.134845 sec): 3 clusters Score: Raw -1247870.255534 + Penalty 3009.990314 = -1244860.265220 nChanged 3 SP:Iteration 32Q (3617.194018 sec): 3 clusters Score: Raw -1247873.433287 + Penalty 3009.990314 = -1244863.442973 nChanged 5 SP:Iteration 33Q (3617.252631 sec): 3 clusters Score: Raw -1247876.491483 + Penalty 3009.990314 = -1244866.501169 nChanged 5 SP:Iteration 34Q (3617.307684 sec): 3 clusters Score: Raw -1247879.090358 + Penalty 3009.990314 = -1244869.100044 nChanged 7 SP:Iteration 35Q (3617.369470 sec): 3 clusters Score: Raw -1247882.824355 + Penalty 3009.990314 = -1244872.834041 nChanged 3 SP:Iteration 36Q (3617.414306 sec): 3 clusters Score: Raw -1247883.965018 + Penalty 3009.990314 = -1244873.974704 nChanged 3 SP:Iteration 37Q (3617.484049 sec): 3 clusters Score: Raw -1247885.682185 + Penalty 3009.990314 = -1244875.691871 nChanged 4 SP:Iteration 38Q (3617.539778 sec): 3 clusters Score: Raw -1247887.600459 + Penalty 3009.990314 = -1244877.610145 nChanged 3 SP:Iteration 39Q (3617.591219 sec): 3 clusters Score: Raw -1247889.826015 + Penalty 3009.990314 = -1244879.835701 nChanged 3 SP:Iteration 40F (3617.649506 sec): 3 clusters Score: Raw -1247893.454936 + Penalty 3009.990314 = -1244883.464622 nChanged 5 SP:Iteration 41Q (3617.704471 sec): 3 clusters Score: Raw -1247899.215999 + Penalty 3009.990314 = -1244889.225684 nChanged 6 SP:Iteration 42Q (3617.763582 sec): 3 clusters Score: Raw -1247903.608842 + Penalty 3009.990314 = -1244893.618528 nChanged 3 SP:Iteration 43Q (3617.822334 sec): 3 clusters Score: Raw -1247906.028721 + Penalty 3009.990314 = -1244896.038407 nChanged 3 SP:Iteration 44Q (3617.886568 sec): 3 clusters Score: Raw -1247907.931413 + Penalty 3009.990314 = -1244897.941099 nChanged 0 SP:Iteration 45F (3617.938365 sec): 3 clusters Score: Raw -1247907.931413 + Penalty 3009.990314 = -1244897.941099 nChanged 0 Trying to split cluster 18 (1979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3617.961419 sec): 2 clusters Score: Raw -251984.614607 + Penalty 1233.431379 = -250751.183228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3618.014188 sec): 3 clusters Score: Raw -251117.840473 + Penalty 2466.862757 = -248650.977715 nChanged 728 SP:Iteration 1F (3618.060699 sec): 3 clusters Score: Raw -251585.996202 + Penalty 2466.862757 = -249119.133444 nChanged 177 SP:Iteration 2F (3618.112045 sec): 3 clusters Score: Raw -251718.115425 + Penalty 2466.862757 = -249251.252668 nChanged 117 SP:Iteration 3F (3618.155738 sec): 3 clusters Score: Raw -251817.519189 + Penalty 2466.862757 = -249350.656431 nChanged 96 SP:Iteration 4Q (3618.195948 sec): 3 clusters Score: Raw -251899.384898 + Penalty 2466.862757 = -249432.522141 nChanged 76 SP:Iteration 5Q (3618.240775 sec): 3 clusters Score: Raw -251972.795528 + Penalty 2466.862757 = -249505.932771 nChanged 72 SP:Iteration 6Q (3618.290458 sec): 3 clusters Score: Raw -252037.737626 + Penalty 2466.862757 = -249570.874869 nChanged 62 SP:Iteration 7Q (3618.335455 sec): 3 clusters Score: Raw -252098.113611 + Penalty 2466.862757 = -249631.250854 nChanged 60 SP:Iteration 8Q (3618.386224 sec): 3 clusters Score: Raw -252147.401542 + Penalty 2466.862757 = -249680.538785 nChanged 56 SP:Iteration 9Q (3618.423607 sec): 3 clusters Score: Raw -252215.841858 + Penalty 2466.862757 = -249748.979101 nChanged 62 SP:Iteration 10Q (3618.478570 sec): 3 clusters Score: Raw -252281.856381 + Penalty 2466.862757 = -249814.993624 nChanged 64 SP:Iteration 11Q (3618.510900 sec): 3 clusters Score: Raw -252353.159469 + Penalty 2466.862757 = -249886.296712 nChanged 57 SP:Iteration 12Q (3618.563804 sec): 3 clusters Score: Raw -252421.837621 + Penalty 2466.862757 = -249954.974864 nChanged 55 SP:Iteration 13Q (3618.601525 sec): 3 clusters Score: Raw -252477.816903 + Penalty 2466.862757 = -250010.954145 nChanged 49 SP:Iteration 14Q (3618.643762 sec): 3 clusters Score: Raw -252528.455045 + Penalty 2466.862757 = -250061.592287 nChanged 42 SP:Iteration 15Q (3618.701156 sec): 3 clusters Score: Raw -252572.058450 + Penalty 2466.862757 = -250105.195692 nChanged 32 SP:Iteration 16Q (3618.740711 sec): 3 clusters Score: Raw -252601.412481 + Penalty 2466.862757 = -250134.549723 nChanged 20 SP:Iteration 17Q (3618.785272 sec): 3 clusters Score: Raw -252621.207167 + Penalty 2466.862757 = -250154.344410 nChanged 15 SP:Iteration 18Q (3618.825635 sec): 3 clusters Score: Raw -252629.276569 + Penalty 2466.862757 = -250162.413812 nChanged 11 SP:Iteration 19Q (3618.867928 sec): 3 clusters Score: Raw -252636.576708 + Penalty 2466.862757 = -250169.713951 nChanged 9 SP:Iteration 20F (3618.910352 sec): 3 clusters Score: Raw -252640.750654 + Penalty 2466.862757 = -250173.887896 nChanged 5 SP:Iteration 21Q (3618.956291 sec): 3 clusters Score: Raw -252643.072101 + Penalty 2466.862757 = -250176.209344 nChanged 4 SP:Iteration 22Q (3618.992227 sec): 3 clusters Score: Raw -252645.369569 + Penalty 2466.862757 = -250178.506812 nChanged 3 SP:Iteration 23Q (3619.044169 sec): 3 clusters Score: Raw -252647.551714 + Penalty 2466.862757 = -250180.688957 nChanged 1 SP:Iteration 24Q (3619.076149 sec): 3 clusters Score: Raw -252647.676516 + Penalty 2466.862757 = -250180.813759 nChanged 0 SP:Iteration 25F (3619.128587 sec): 3 clusters Score: Raw -252647.676516 + Penalty 2466.862757 = -250180.813759 nChanged 0 Trying to split cluster 19 (1892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3619.155053 sec): 2 clusters Score: Raw -208833.142175 + Penalty 1226.125834 = -207607.016341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3619.201821 sec): 3 clusters Score: Raw -208005.345403 + Penalty 2452.251669 = -205553.093734 nChanged 647 SP:Iteration 1F (3619.241853 sec): 3 clusters Score: Raw -208465.961005 + Penalty 2452.251669 = -206013.709337 nChanged 131 SP:Iteration 2F (3619.279952 sec): 3 clusters Score: Raw -208584.609947 + Penalty 2452.251669 = -206132.358279 nChanged 112 SP:Iteration 3F (3619.339320 sec): 3 clusters Score: Raw -208676.651298 + Penalty 2452.251669 = -206224.399629 nChanged 77 SP:Iteration 4Q (3619.378968 sec): 3 clusters Score: Raw -208751.364809 + Penalty 2452.251669 = -206299.113141 nChanged 65 SP:Iteration 5Q (3619.429295 sec): 3 clusters Score: Raw -208800.470004 + Penalty 2452.251669 = -206348.218336 nChanged 44 SP:Iteration 6Q (3619.483752 sec): 3 clusters Score: Raw -208836.383453 + Penalty 2452.251669 = -206384.131784 nChanged 41 SP:Iteration 7Q (3619.527900 sec): 3 clusters Score: Raw -208873.755105 + Penalty 2452.251669 = -206421.503436 nChanged 49 SP:Iteration 8Q (3619.562920 sec): 3 clusters Score: Raw -208909.558946 + Penalty 2452.251669 = -206457.307277 nChanged 37 SP:Iteration 9Q (3619.609709 sec): 3 clusters Score: Raw -208934.665837 + Penalty 2452.251669 = -206482.414168 nChanged 30 SP:Iteration 10Q (3619.658222 sec): 3 clusters Score: Raw -208969.541108 + Penalty 2452.251669 = -206517.289440 nChanged 53 SP:Iteration 11Q (3619.714793 sec): 3 clusters Score: Raw -209021.659476 + Penalty 2452.251669 = -206569.407807 nChanged 60 SP:Iteration 12Q (3619.758497 sec): 3 clusters Score: Raw -209073.214290 + Penalty 2452.251669 = -206620.962622 nChanged 42 SP:Iteration 13Q (3619.798022 sec): 3 clusters Score: Raw -209112.121430 + Penalty 2452.251669 = -206659.869762 nChanged 35 SP:Iteration 14Q (3619.845882 sec): 3 clusters Score: Raw -209139.259436 + Penalty 2452.251669 = -206687.007767 nChanged 27 SP:Iteration 15Q (3619.894424 sec): 3 clusters Score: Raw -209153.117267 + Penalty 2452.251669 = -206700.865598 nChanged 20 SP:Iteration 16Q (3619.943706 sec): 3 clusters Score: Raw -209163.754943 + Penalty 2452.251669 = -206711.503275 nChanged 17 SP:Iteration 17Q (3620.000652 sec): 3 clusters Score: Raw -209173.447032 + Penalty 2452.251669 = -206721.195364 nChanged 13 SP:Iteration 18Q (3620.039466 sec): 3 clusters Score: Raw -209182.682711 + Penalty 2452.251669 = -206730.431042 nChanged 13 SP:Iteration 19Q (3620.096353 sec): 3 clusters Score: Raw -209196.226626 + Penalty 2452.251669 = -206743.974958 nChanged 22 SP:Iteration 20F (3620.135731 sec): 3 clusters Score: Raw -209208.502818 + Penalty 2452.251669 = -206756.251149 nChanged 11 SP:Iteration 21Q (3620.184236 sec): 3 clusters Score: Raw -209214.353933 + Penalty 2452.251669 = -206762.102264 nChanged 16 SP:Iteration 22Q (3620.232443 sec): 3 clusters Score: Raw -209223.774795 + Penalty 2452.251669 = -206771.523126 nChanged 14 SP:Iteration 23Q (3620.278354 sec): 3 clusters Score: Raw -209232.720753 + Penalty 2452.251669 = -206780.469085 nChanged 15 SP:Iteration 24Q (3620.319451 sec): 3 clusters Score: Raw -209239.070959 + Penalty 2452.251669 = -206786.819290 nChanged 8 SP:Iteration 25Q (3620.370749 sec): 3 clusters Score: Raw -209242.997055 + Penalty 2452.251669 = -206790.745387 nChanged 4 SP:Iteration 26Q (3620.415927 sec): 3 clusters Score: Raw -209245.198578 + Penalty 2452.251669 = -206792.946909 nChanged 2 SP:Iteration 27Q (3620.462106 sec): 3 clusters Score: Raw -209246.401245 + Penalty 2452.251669 = -206794.149577 nChanged 1 SP:Iteration 28Q (3620.503069 sec): 3 clusters Score: Raw -209246.947333 + Penalty 2452.251669 = -206794.695664 nChanged 1 SP:Iteration 29Q (3620.547843 sec): 3 clusters Score: Raw -209247.193978 + Penalty 2452.251669 = -206794.942310 nChanged 3 SP:Iteration 30Q (3620.591548 sec): 3 clusters Score: Raw -209248.758565 + Penalty 2452.251669 = -206796.506896 nChanged 2 SP:Iteration 31Q (3620.636198 sec): 3 clusters Score: Raw -209249.297270 + Penalty 2452.251669 = -206797.045601 nChanged 2 SP:Iteration 32Q (3620.677383 sec): 3 clusters Score: Raw -209250.341248 + Penalty 2452.251669 = -206798.089580 nChanged 2 SP:Iteration 33Q (3620.726791 sec): 3 clusters Score: Raw -209251.487195 + Penalty 2452.251669 = -206799.235527 nChanged 3 SP:Iteration 34Q (3620.762163 sec): 3 clusters Score: Raw -209253.830940 + Penalty 2452.251669 = -206801.579271 nChanged 5 SP:Iteration 35Q (3620.805605 sec): 3 clusters Score: Raw -209257.303909 + Penalty 2452.251669 = -206805.052241 nChanged 6 SP:Iteration 36Q (3620.850135 sec): 3 clusters Score: Raw -209262.815385 + Penalty 2452.251669 = -206810.563716 nChanged 5 SP:Iteration 37Q (3620.905122 sec): 3 clusters Score: Raw -209266.756506 + Penalty 2452.251669 = -206814.504837 nChanged 1 SP:Iteration 38Q (3620.943380 sec): 3 clusters Score: Raw -209267.074670 + Penalty 2452.251669 = -206814.823001 nChanged 2 SP:Iteration 39Q (3620.990807 sec): 3 clusters Score: Raw -209267.666159 + Penalty 2452.251669 = -206815.414490 nChanged 1 SP:Iteration 40F (3621.038024 sec): 3 clusters Score: Raw -209268.393381 + Penalty 2452.251669 = -206816.141713 nChanged 0 Trying to split cluster 20 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3621.067794 sec): 2 clusters Score: Raw -202728.355932 + Penalty 1209.785407 = -201518.570525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3621.120438 sec): 3 clusters Score: Raw -202062.797017 + Penalty 2419.570814 = -199643.226203 nChanged 577 SP:Iteration 1F (3621.155032 sec): 3 clusters Score: Raw -202428.523001 + Penalty 2419.570814 = -200008.952187 nChanged 92 SP:Iteration 2F (3621.200542 sec): 3 clusters Score: Raw -202491.057659 + Penalty 2419.570814 = -200071.486845 nChanged 57 SP:Iteration 3Q (3621.244871 sec): 3 clusters Score: Raw -202528.124146 + Penalty 2419.570814 = -200108.553332 nChanged 44 SP:Iteration 4Q (3621.287383 sec): 3 clusters Score: Raw -202558.645646 + Penalty 2419.570814 = -200139.074832 nChanged 44 SP:Iteration 5Q (3621.332424 sec): 3 clusters Score: Raw -202590.783205 + Penalty 2419.570814 = -200171.212391 nChanged 37 SP:Iteration 6Q (3621.367373 sec): 3 clusters Score: Raw -202617.854063 + Penalty 2419.570814 = -200198.283249 nChanged 35 SP:Iteration 7Q (3621.417809 sec): 3 clusters Score: Raw -202636.313813 + Penalty 2419.570814 = -200216.742999 nChanged 27 SP:Iteration 8Q (3621.462100 sec): 3 clusters Score: Raw -202651.849601 + Penalty 2419.570814 = -200232.278787 nChanged 28 SP:Iteration 9Q (3621.505584 sec): 3 clusters Score: Raw -202670.498203 + Penalty 2419.570814 = -200250.927389 nChanged 24 SP:Iteration 10Q (3621.556202 sec): 3 clusters Score: Raw -202682.288221 + Penalty 2419.570814 = -200262.717407 nChanged 13 SP:Iteration 11Q (3621.601286 sec): 3 clusters Score: Raw -202687.894564 + Penalty 2419.570814 = -200268.323750 nChanged 4 SP:Iteration 12Q (3621.647294 sec): 3 clusters Score: Raw -202689.784219 + Penalty 2419.570814 = -200270.213405 nChanged 5 SP:Iteration 13Q (3621.702756 sec): 3 clusters Score: Raw -202691.884080 + Penalty 2419.570814 = -200272.313266 nChanged 3 SP:Iteration 14Q (3621.748176 sec): 3 clusters Score: Raw -202693.063308 + Penalty 2419.570814 = -200273.492494 nChanged 4 SP:Iteration 15Q (3621.787371 sec): 3 clusters Score: Raw -202694.399414 + Penalty 2419.570814 = -200274.828600 nChanged 3 SP:Iteration 16Q (3621.823376 sec): 3 clusters Score: Raw -202695.927290 + Penalty 2419.570814 = -200276.356476 nChanged 5 SP:Iteration 17Q (3621.857696 sec): 3 clusters Score: Raw -202698.483582 + Penalty 2419.570814 = -200278.912768 nChanged 3 SP:Iteration 18Q (3621.899396 sec): 3 clusters Score: Raw -202700.389462 + Penalty 2419.570814 = -200280.818648 nChanged 2 SP:Iteration 19Q (3621.948692 sec): 3 clusters Score: Raw -202703.138238 + Penalty 2419.570814 = -200283.567424 nChanged 4 SP:Iteration 20F (3621.996508 sec): 3 clusters Score: Raw -202706.184886 + Penalty 2419.570814 = -200286.614072 nChanged 8 SP:Iteration 21Q (3622.038856 sec): 3 clusters Score: Raw -202710.154792 + Penalty 2419.570814 = -200290.583978 nChanged 6 SP:Iteration 22Q (3622.084745 sec): 3 clusters Score: Raw -202711.726071 + Penalty 2419.570814 = -200292.155257 nChanged 5 SP:Iteration 23Q (3622.130374 sec): 3 clusters Score: Raw -202713.276079 + Penalty 2419.570814 = -200293.705265 nChanged 2 SP:Iteration 24Q (3622.178280 sec): 3 clusters Score: Raw -202713.686653 + Penalty 2419.570814 = -200294.115839 nChanged 0 SP:Iteration 25F (3622.221901 sec): 3 clusters Score: Raw -202713.686653 + Penalty 2419.570814 = -200294.115839 nChanged 0 Trying to split cluster 21 (2455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3622.256123 sec): 2 clusters Score: Raw -297171.830411 + Penalty 1268.455832 = -295903.374579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3622.294864 sec): 3 clusters Score: Raw -296071.359524 + Penalty 2536.911663 = -293534.447861 nChanged 891 SP:Iteration 1F (3622.337255 sec): 3 clusters Score: Raw -296686.034551 + Penalty 2536.911663 = -294149.122888 nChanged 201 SP:Iteration 2F (3622.390177 sec): 3 clusters Score: Raw -296821.406678 + Penalty 2536.911663 = -294284.495015 nChanged 121 SP:Iteration 3Q (3622.442851 sec): 3 clusters Score: Raw -296912.048772 + Penalty 2536.911663 = -294375.137109 nChanged 98 SP:Iteration 4Q (3622.488365 sec): 3 clusters Score: Raw -296978.321442 + Penalty 2536.911663 = -294441.409779 nChanged 71 SP:Iteration 5Q (3622.535883 sec): 3 clusters Score: Raw -297021.306136 + Penalty 2536.911663 = -294484.394473 nChanged 53 SP:Iteration 6Q (3622.576310 sec): 3 clusters Score: Raw -297052.830741 + Penalty 2536.911663 = -294515.919078 nChanged 54 SP:Iteration 7Q (3622.621402 sec): 3 clusters Score: Raw -297085.947605 + Penalty 2536.911663 = -294549.035942 nChanged 48 SP:Iteration 8Q (3622.674359 sec): 3 clusters Score: Raw -297113.571941 + Penalty 2536.911663 = -294576.660278 nChanged 37 SP:Iteration 9Q (3622.708293 sec): 3 clusters Score: Raw -297131.304118 + Penalty 2536.911663 = -294594.392454 nChanged 34 SP:Iteration 10Q (3622.754258 sec): 3 clusters Score: Raw -297144.700100 + Penalty 2536.911663 = -294607.788437 nChanged 24 SP:Iteration 11Q (3622.802223 sec): 3 clusters Score: Raw -297154.983146 + Penalty 2536.911663 = -294618.071483 nChanged 20 SP:Iteration 12Q (3622.846237 sec): 3 clusters Score: Raw -297163.431865 + Penalty 2536.911663 = -294626.520202 nChanged 17 SP:Iteration 13Q (3622.901798 sec): 3 clusters Score: Raw -297169.624945 + Penalty 2536.911663 = -294632.713282 nChanged 13 SP:Iteration 14Q (3622.944429 sec): 3 clusters Score: Raw -297176.023813 + Penalty 2536.911663 = -294639.112150 nChanged 20 SP:Iteration 15Q (3622.982732 sec): 3 clusters Score: Raw -297183.410884 + Penalty 2536.911663 = -294646.499221 nChanged 13 SP:Iteration 16Q (3623.027294 sec): 3 clusters Score: Raw -297190.640675 + Penalty 2536.911663 = -294653.729012 nChanged 11 SP:Iteration 17Q (3623.071933 sec): 3 clusters Score: Raw -297196.394628 + Penalty 2536.911663 = -294659.482965 nChanged 13 SP:Iteration 18Q (3623.127375 sec): 3 clusters Score: Raw -297201.222962 + Penalty 2536.911663 = -294664.311299 nChanged 11 SP:Iteration 19Q (3623.168791 sec): 3 clusters Score: Raw -297205.830614 + Penalty 2536.911663 = -294668.918951 nChanged 11 SP:Iteration 20F (3623.214208 sec): 3 clusters Score: Raw -297210.755927 + Penalty 2536.911663 = -294673.844264 nChanged 9 SP:Iteration 21Q (3623.267217 sec): 3 clusters Score: Raw -297215.387808 + Penalty 2536.911663 = -294678.476145 nChanged 9 SP:Iteration 22Q (3623.309107 sec): 3 clusters Score: Raw -297218.820471 + Penalty 2536.911663 = -294681.908808 nChanged 7 SP:Iteration 23Q (3623.338509 sec): 3 clusters Score: Raw -297221.114329 + Penalty 2536.911663 = -294684.202666 nChanged 7 SP:Iteration 24Q (3623.390941 sec): 3 clusters Score: Raw -297223.172319 + Penalty 2536.911663 = -294686.260656 nChanged 3 SP:Iteration 25Q (3623.435942 sec): 3 clusters Score: Raw -297224.273330 + Penalty 2536.911663 = -294687.361667 nChanged 3 SP:Iteration 26Q (3623.480471 sec): 3 clusters Score: Raw -297225.649046 + Penalty 2536.911663 = -294688.737383 nChanged 4 SP:Iteration 27Q (3623.536285 sec): 3 clusters Score: Raw -297226.790307 + Penalty 2536.911663 = -294689.878644 nChanged 4 SP:Iteration 28Q (3623.578689 sec): 3 clusters Score: Raw -297228.084692 + Penalty 2536.911663 = -294691.173029 nChanged 5 SP:Iteration 29Q (3623.636583 sec): 3 clusters Score: Raw -297229.843849 + Penalty 2536.911663 = -294692.932186 nChanged 3 SP:Iteration 30Q (3623.682598 sec): 3 clusters Score: Raw -297231.010227 + Penalty 2536.911663 = -294694.098564 nChanged 5 SP:Iteration 31Q (3623.721076 sec): 3 clusters Score: Raw -297232.992130 + Penalty 2536.911663 = -294696.080467 nChanged 4 SP:Iteration 32Q (3623.771063 sec): 3 clusters Score: Raw -297234.037625 + Penalty 2536.911663 = -294697.125962 nChanged 3 SP:Iteration 33Q (3623.813844 sec): 3 clusters Score: Raw -297236.531826 + Penalty 2536.911663 = -294699.620163 nChanged 7 SP:Iteration 34Q (3623.864364 sec): 3 clusters Score: Raw -297241.166548 + Penalty 2536.911663 = -294704.254885 nChanged 7 SP:Iteration 35Q (3623.911865 sec): 3 clusters Score: Raw -297244.562505 + Penalty 2536.911663 = -294707.650842 nChanged 8 SP:Iteration 36Q (3623.960834 sec): 3 clusters Score: Raw -297247.840712 + Penalty 2536.911663 = -294710.929049 nChanged 4 SP:Iteration 37Q (3624.008993 sec): 3 clusters Score: Raw -297248.836447 + Penalty 2536.911663 = -294711.924784 nChanged 5 SP:Iteration 38Q (3624.051010 sec): 3 clusters Score: Raw -297249.783155 + Penalty 2536.911663 = -294712.871492 nChanged 2 SP:Iteration 39Q (3624.089773 sec): 3 clusters Score: Raw -297250.828788 + Penalty 2536.911663 = -294713.917125 nChanged 0 SP:Iteration 40F (3624.141685 sec): 3 clusters Score: Raw -297250.828788 + Penalty 2536.911663 = -294713.917125 nChanged 0 Trying to split cluster 22 (981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3624.154956 sec): 2 clusters Score: Raw -109101.910014 + Penalty 1119.393025 = -107982.516989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3624.203984 sec): 3 clusters Score: Raw -108812.359777 + Penalty 2238.786049 = -106573.573728 nChanged 291 SP:Iteration 1F (3624.240848 sec): 3 clusters Score: Raw -109094.336663 + Penalty 2238.786049 = -106855.550614 nChanged 71 SP:Iteration 2F (3624.279399 sec): 3 clusters Score: Raw -109169.947013 + Penalty 2238.786049 = -106931.160964 nChanged 41 SP:Iteration 3Q (3624.318899 sec): 3 clusters Score: Raw -109221.779503 + Penalty 2238.786049 = -106982.993454 nChanged 24 SP:Iteration 4Q (3624.360993 sec): 3 clusters Score: Raw -109256.178295 + Penalty 2238.786049 = -107017.392246 nChanged 19 SP:Iteration 5Q (3624.396797 sec): 3 clusters Score: Raw -109279.721865 + Penalty 2238.786049 = -107040.935816 nChanged 16 SP:Iteration 6Q (3624.455590 sec): 3 clusters Score: Raw -109303.754156 + Penalty 2238.786049 = -107064.968107 nChanged 14 SP:Iteration 7Q (3624.489174 sec): 3 clusters Score: Raw -109323.674884 + Penalty 2238.786049 = -107084.888835 nChanged 18 SP:Iteration 8Q (3624.547525 sec): 3 clusters Score: Raw -109345.623895 + Penalty 2238.786049 = -107106.837846 nChanged 9 SP:Iteration 9Q (3624.578592 sec): 3 clusters Score: Raw -109355.397935 + Penalty 2238.786049 = -107116.611886 nChanged 6 SP:Iteration 10Q (3624.622321 sec): 3 clusters Score: Raw -109361.427568 + Penalty 2238.786049 = -107122.641519 nChanged 7 SP:Iteration 11Q (3624.663857 sec): 3 clusters Score: Raw -109367.579032 + Penalty 2238.786049 = -107128.792983 nChanged 6 SP:Iteration 12Q (3624.703958 sec): 3 clusters Score: Raw -109373.551207 + Penalty 2238.786049 = -107134.765157 nChanged 4 SP:Iteration 13Q (3624.758947 sec): 3 clusters Score: Raw -109377.190045 + Penalty 2238.786049 = -107138.403995 nChanged 6 SP:Iteration 14Q (3624.802968 sec): 3 clusters Score: Raw -109381.391035 + Penalty 2238.786049 = -107142.604986 nChanged 3 SP:Iteration 15Q (3624.840014 sec): 3 clusters Score: Raw -109386.859466 + Penalty 2238.786049 = -107148.073417 nChanged 6 SP:Iteration 16Q (3624.878374 sec): 3 clusters Score: Raw -109393.089572 + Penalty 2238.786049 = -107154.303522 nChanged 5 SP:Iteration 17Q (3624.927133 sec): 3 clusters Score: Raw -109400.729741 + Penalty 2238.786049 = -107161.943692 nChanged 7 SP:Iteration 18Q (3624.965150 sec): 3 clusters Score: Raw -109406.364448 + Penalty 2238.786049 = -107167.578399 nChanged 3 SP:Iteration 19Q (3625.006976 sec): 3 clusters Score: Raw -109409.247193 + Penalty 2238.786049 = -107170.461144 nChanged 4 SP:Iteration 20F (3625.056772 sec): 3 clusters Score: Raw -109412.886823 + Penalty 2238.786049 = -107174.100774 nChanged 2 SP:Iteration 21Q (3625.094419 sec): 3 clusters Score: Raw -109414.932743 + Penalty 2238.786049 = -107176.146694 nChanged 2 SP:Iteration 22Q (3625.149443 sec): 3 clusters Score: Raw -109417.835875 + Penalty 2238.786049 = -107179.049826 nChanged 4 SP:Iteration 23Q (3625.190704 sec): 3 clusters Score: Raw -109421.662553 + Penalty 2238.786049 = -107182.876504 nChanged 3 SP:Iteration 24Q (3625.236744 sec): 3 clusters Score: Raw -109424.635410 + Penalty 2238.786049 = -107185.849360 nChanged 3 SP:Iteration 25Q (3625.280563 sec): 3 clusters Score: Raw -109427.999176 + Penalty 2238.786049 = -107189.213127 nChanged 4 SP:Iteration 26Q (3625.321372 sec): 3 clusters Score: Raw -109430.539581 + Penalty 2238.786049 = -107191.753532 nChanged 1 SP:Iteration 27Q (3625.360330 sec): 3 clusters Score: Raw -109430.950520 + Penalty 2238.786049 = -107192.164470 nChanged 1 SP:Iteration 28Q (3625.415002 sec): 3 clusters Score: Raw -109433.387751 + Penalty 2238.786049 = -107194.601701 nChanged 2 SP:Iteration 29Q (3625.449676 sec): 3 clusters Score: Raw -109437.441152 + Penalty 2238.786049 = -107198.655103 nChanged 3 SP:Iteration 30Q (3625.493483 sec): 3 clusters Score: Raw -109443.550123 + Penalty 2238.786049 = -107204.764074 nChanged 4 SP:Iteration 31Q (3625.536494 sec): 3 clusters Score: Raw -109447.307685 + Penalty 2238.786049 = -107208.521636 nChanged 3 SP:Iteration 32Q (3625.578353 sec): 3 clusters Score: Raw -109451.674861 + Penalty 2238.786049 = -107212.888812 nChanged 4 SP:Iteration 33Q (3625.630092 sec): 3 clusters Score: Raw -109456.771404 + Penalty 2238.786049 = -107217.985355 nChanged 5 SP:Iteration 34Q (3625.664199 sec): 3 clusters Score: Raw -109463.461113 + Penalty 2238.786049 = -107224.675063 nChanged 5 SP:Iteration 35Q (3625.716580 sec): 3 clusters Score: Raw -109467.791890 + Penalty 2238.786049 = -107229.005841 nChanged 1 SP:Iteration 36Q (3625.748923 sec): 3 clusters Score: Raw -109468.233025 + Penalty 2238.786049 = -107229.446976 nChanged 1 SP:Iteration 37Q (3625.793791 sec): 3 clusters Score: Raw -109468.936670 + Penalty 2238.786049 = -107230.150621 nChanged 1 SP:Iteration 38Q (3625.836349 sec): 3 clusters Score: Raw -109469.199551 + Penalty 2238.786049 = -107230.413502 nChanged 1 SP:Iteration 39Q (3625.870090 sec): 3 clusters Score: Raw -109470.281414 + Penalty 2238.786049 = -107231.495364 nChanged 2 SP:Iteration 40F (3625.911580 sec): 3 clusters Score: Raw -109471.825887 + Penalty 2238.786049 = -107233.039838 nChanged 1 SP:Iteration 41Q (3625.968728 sec): 3 clusters Score: Raw -109473.238828 + Penalty 2238.786049 = -107234.452779 nChanged 2 SP:Iteration 42Q (3626.002142 sec): 3 clusters Score: Raw -109474.001716 + Penalty 2238.786049 = -107235.215667 nChanged 0 SP:Iteration 43F (3626.040585 sec): 3 clusters Score: Raw -109474.001716 + Penalty 2238.786049 = -107235.215667 nChanged 0 Trying to split cluster 23 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3626.062975 sec): 2 clusters Score: Raw -18539.073389 + Penalty 857.693632 = -17681.379757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3626.110302 sec): 3 clusters Score: Raw -18651.874626 + Penalty 1715.387264 = -16936.487362 nChanged 35 SP:Iteration 1F (3626.158708 sec): 3 clusters Score: Raw -18789.604549 + Penalty 1715.387264 = -17074.217284 nChanged 12 SP:Iteration 2F (3626.191119 sec): 3 clusters Score: Raw -18874.940422 + Penalty 1715.387264 = -17159.553157 nChanged 5 SP:Iteration 3Q (3626.244967 sec): 3 clusters Score: Raw -18923.921440 + Penalty 1715.387264 = -17208.534176 nChanged 4 SP:Iteration 4Q (3626.274370 sec): 3 clusters Score: Raw -18955.224716 + Penalty 1715.387264 = -17239.837452 nChanged 4 SP:Iteration 5Q (3626.323290 sec): 3 clusters Score: Raw -18973.227458 + Penalty 1715.387264 = -17257.840194 nChanged 4 SP:Iteration 6Q (3626.359439 sec): 3 clusters Score: Raw -18996.472757 + Penalty 1715.387264 = -17281.085493 nChanged 4 SP:Iteration 7Q (3626.394661 sec): 3 clusters Score: Raw -19011.571935 + Penalty 1715.387264 = -17296.184670 nChanged 3 SP:Iteration 8Q (3626.437684 sec): 3 clusters Score: Raw -19053.612017 + Penalty 1715.387264 = -17338.224753 nChanged 2 SP:Iteration 9Q (3626.470302 sec): 3 clusters Score: Raw -19098.360603 + Penalty 1715.387264 = -17382.973339 nChanged 3 SP:Iteration 10Q (3626.513330 sec): 3 clusters Score: Raw -19118.999488 + Penalty 1715.387264 = -17403.612223 nChanged 1 SP:Iteration 11Q (3626.563866 sec): 3 clusters Score: Raw -19124.172230 + Penalty 1715.387264 = -17408.784965 nChanged 0 SP:Iteration 12F (3626.600263 sec): 3 clusters Score: Raw -19124.172230 + Penalty 1715.387264 = -17408.784965 nChanged 0 Trying to split cluster 24 (1727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3626.619647 sec): 2 clusters Score: Raw -211213.546937 + Penalty 1211.297925 = -210002.249012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3626.664231 sec): 3 clusters Score: Raw -210502.526795 + Penalty 2422.595850 = -208079.930945 nChanged 582 SP:Iteration 1F (3626.705091 sec): 3 clusters Score: Raw -210902.872671 + Penalty 2422.595850 = -208480.276821 nChanged 138 SP:Iteration 2F (3626.751073 sec): 3 clusters Score: Raw -211039.611520 + Penalty 2422.595850 = -208617.015669 nChanged 106 SP:Iteration 3F (3626.803271 sec): 3 clusters Score: Raw -211153.307799 + Penalty 2422.595850 = -208730.711949 nChanged 100 SP:Iteration 4F (3626.848446 sec): 3 clusters Score: Raw -211272.308483 + Penalty 2422.595850 = -208849.712633 nChanged 87 SP:Iteration 5F (3626.905484 sec): 3 clusters Score: Raw -211381.112165 + Penalty 2422.595850 = -208958.516314 nChanged 74 SP:Iteration 6Q (3626.945923 sec): 3 clusters Score: Raw -211512.050673 + Penalty 2422.595850 = -209089.454823 nChanged 70 SP:Iteration 7Q (3626.987276 sec): 3 clusters Score: Raw -211626.352004 + Penalty 2422.595850 = -209203.756154 nChanged 59 SP:Iteration 8Q (3627.026414 sec): 3 clusters Score: Raw -211714.717406 + Penalty 2422.595850 = -209292.121556 nChanged 50 SP:Iteration 9Q (3627.071797 sec): 3 clusters Score: Raw -211782.760652 + Penalty 2422.595850 = -209360.164801 nChanged 47 SP:Iteration 10Q (3627.125480 sec): 3 clusters Score: Raw -211847.755398 + Penalty 2422.595850 = -209425.159547 nChanged 42 SP:Iteration 11Q (3627.157816 sec): 3 clusters Score: Raw -211897.035911 + Penalty 2422.595850 = -209474.440061 nChanged 21 SP:Iteration 12Q (3627.198434 sec): 3 clusters Score: Raw -211922.952880 + Penalty 2422.595850 = -209500.357029 nChanged 21 SP:Iteration 13Q (3627.237670 sec): 3 clusters Score: Raw -211946.318396 + Penalty 2422.595850 = -209523.722545 nChanged 24 SP:Iteration 14Q (3627.285332 sec): 3 clusters Score: Raw -211975.348823 + Penalty 2422.595850 = -209552.752973 nChanged 20 SP:Iteration 15Q (3627.327559 sec): 3 clusters Score: Raw -212001.494340 + Penalty 2422.595850 = -209578.898490 nChanged 12 SP:Iteration 16Q (3627.371156 sec): 3 clusters Score: Raw -212014.039709 + Penalty 2422.595850 = -209591.443858 nChanged 10 SP:Iteration 17Q (3627.413771 sec): 3 clusters Score: Raw -212024.062294 + Penalty 2422.595850 = -209601.466443 nChanged 9 SP:Iteration 18Q (3627.454967 sec): 3 clusters Score: Raw -212033.392889 + Penalty 2422.595850 = -209610.797038 nChanged 7 SP:Iteration 19Q (3627.492028 sec): 3 clusters Score: Raw -212037.318931 + Penalty 2422.595850 = -209614.723081 nChanged 3 SP:Iteration 20F (3627.537697 sec): 3 clusters Score: Raw -212039.323820 + Penalty 2422.595850 = -209616.727970 nChanged 1 SP:Iteration 21Q (3627.584184 sec): 3 clusters Score: Raw -212039.884091 + Penalty 2422.595850 = -209617.288241 nChanged 0 SP:Iteration 22F (3627.633686 sec): 3 clusters Score: Raw -212039.884091 + Penalty 2422.595850 = -209617.288241 nChanged 0 Trying to split cluster 25 (13740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3627.666674 sec): 2 clusters Score: Raw -1682867.985845 + Penalty 1548.310817 = -1681319.675028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3627.736713 sec): 3 clusters Score: Raw -1674717.375312 + Penalty 3096.621634 = -1671620.753678 nChanged 6152 SP:Iteration 1F (3627.809860 sec): 3 clusters Score: Raw -1678064.650050 + Penalty 3096.621634 = -1674968.028416 nChanged 731 SP:Iteration 2F (3627.865538 sec): 3 clusters Score: Raw -1678349.050484 + Penalty 3096.621634 = -1675252.428850 nChanged 689 SP:Iteration 3F (3627.934937 sec): 3 clusters Score: Raw -1678642.613378 + Penalty 3096.621634 = -1675545.991744 nChanged 663 SP:Iteration 4Q (3628.001901 sec): 3 clusters Score: Raw -1678938.930096 + Penalty 3096.621634 = -1675842.308462 nChanged 655 SP:Iteration 5Q (3628.071996 sec): 3 clusters Score: Raw -1679249.416557 + Penalty 3096.621634 = -1676152.794923 nChanged 635 SP:Iteration 6Q (3628.133239 sec): 3 clusters Score: Raw -1679570.653618 + Penalty 3096.621634 = -1676474.031984 nChanged 617 SP:Iteration 7Q (3628.199341 sec): 3 clusters Score: Raw -1679887.650587 + Penalty 3096.621634 = -1676791.028953 nChanged 558 SP:Iteration 8Q (3628.254292 sec): 3 clusters Score: Raw -1680145.246748 + Penalty 3096.621634 = -1677048.625114 nChanged 498 SP:Iteration 9Q (3628.314800 sec): 3 clusters Score: Raw -1680372.946170 + Penalty 3096.621634 = -1677276.324536 nChanged 481 SP:Iteration 10Q (3628.389013 sec): 3 clusters Score: Raw -1680602.970558 + Penalty 3096.621634 = -1677506.348924 nChanged 477 SP:Iteration 11Q (3628.452879 sec): 3 clusters Score: Raw -1680834.337862 + Penalty 3096.621634 = -1677737.716228 nChanged 461 SP:Iteration 12Q (3628.513419 sec): 3 clusters Score: Raw -1681062.544074 + Penalty 3096.621634 = -1677965.922440 nChanged 398 SP:Iteration 13Q (3628.587634 sec): 3 clusters Score: Raw -1681254.655534 + Penalty 3096.621634 = -1678158.033900 nChanged 388 SP:Iteration 14Q (3628.645451 sec): 3 clusters Score: Raw -1681415.201371 + Penalty 3096.621634 = -1678318.579737 nChanged 308 SP:Iteration 15Q (3628.713711 sec): 3 clusters Score: Raw -1681526.912385 + Penalty 3096.621634 = -1678430.290751 nChanged 231 SP:Iteration 16Q (3628.778345 sec): 3 clusters Score: Raw -1681594.015625 + Penalty 3096.621634 = -1678497.393991 nChanged 195 SP:Iteration 17Q (3628.842977 sec): 3 clusters Score: Raw -1681647.587759 + Penalty 3096.621634 = -1678550.966125 nChanged 151 SP:Iteration 18Q (3628.921331 sec): 3 clusters Score: Raw -1681677.637531 + Penalty 3096.621634 = -1678581.015898 nChanged 103 SP:Iteration 19Q (3628.979101 sec): 3 clusters Score: Raw -1681693.898717 + Penalty 3096.621634 = -1678597.277083 nChanged 82 SP:Iteration 20F (3629.047701 sec): 3 clusters Score: Raw -1681707.566428 + Penalty 3096.621634 = -1678610.944794 nChanged 80 SP:Iteration 21Q (3629.112975 sec): 3 clusters Score: Raw -1681721.309222 + Penalty 3096.621634 = -1678624.687588 nChanged 70 SP:Iteration 22Q (3629.182457 sec): 3 clusters Score: Raw -1681731.750779 + Penalty 3096.621634 = -1678635.129145 nChanged 69 SP:Iteration 23Q (3629.236838 sec): 3 clusters Score: Raw -1681743.418841 + Penalty 3096.621634 = -1678646.797208 nChanged 66 SP:Iteration 24Q (3629.301290 sec): 3 clusters Score: Raw -1681753.525146 + Penalty 3096.621634 = -1678656.903512 nChanged 58 SP:Iteration 25Q (3629.366782 sec): 3 clusters Score: Raw -1681763.127429 + Penalty 3096.621634 = -1678666.505795 nChanged 66 SP:Iteration 26Q (3629.436805 sec): 3 clusters Score: Raw -1681774.888435 + Penalty 3096.621634 = -1678678.266801 nChanged 63 SP:Iteration 27Q (3629.493420 sec): 3 clusters Score: Raw -1681785.889439 + Penalty 3096.621634 = -1678689.267805 nChanged 62 SP:Iteration 28Q (3629.565960 sec): 3 clusters Score: Raw -1681798.802345 + Penalty 3096.621634 = -1678702.180711 nChanged 82 SP:Iteration 29Q (3629.624014 sec): 3 clusters Score: Raw -1681816.960108 + Penalty 3096.621634 = -1678720.338474 nChanged 80 SP:Iteration 30Q (3629.690554 sec): 3 clusters Score: Raw -1681832.377957 + Penalty 3096.621634 = -1678735.756323 nChanged 76 SP:Iteration 31Q (3629.751093 sec): 3 clusters Score: Raw -1681846.237553 + Penalty 3096.621634 = -1678749.615919 nChanged 76 SP:Iteration 32Q (3629.825011 sec): 3 clusters Score: Raw -1681858.112885 + Penalty 3096.621634 = -1678761.491251 nChanged 76 SP:Iteration 33Q (3629.879016 sec): 3 clusters Score: Raw -1681871.725389 + Penalty 3096.621634 = -1678775.103755 nChanged 79 SP:Iteration 34Q (3629.948890 sec): 3 clusters Score: Raw -1681884.610390 + Penalty 3096.621634 = -1678787.988756 nChanged 74 SP:Iteration 35Q (3630.007016 sec): 3 clusters Score: Raw -1681895.678627 + Penalty 3096.621634 = -1678799.056993 nChanged 72 SP:Iteration 36Q (3630.076077 sec): 3 clusters Score: Raw -1681907.529932 + Penalty 3096.621634 = -1678810.908298 nChanged 78 SP:Iteration 37Q (3630.133841 sec): 3 clusters Score: Raw -1681919.960988 + Penalty 3096.621634 = -1678823.339354 nChanged 76 SP:Iteration 38Q (3630.210167 sec): 3 clusters Score: Raw -1681931.906773 + Penalty 3096.621634 = -1678835.285139 nChanged 79 SP:Iteration 39Q (3630.267971 sec): 3 clusters Score: Raw -1681943.799603 + Penalty 3096.621634 = -1678847.177969 nChanged 69 SP:Iteration 40F (3630.342434 sec): 3 clusters Score: Raw -1681953.374160 + Penalty 3096.621634 = -1678856.752526 nChanged 49 SP:Iteration 41Q (3630.410125 sec): 3 clusters Score: Raw -1681960.700048 + Penalty 3096.621634 = -1678864.078414 nChanged 64 SP:Iteration 42Q (3630.475952 sec): 3 clusters Score: Raw -1681969.745687 + Penalty 3096.621634 = -1678873.124053 nChanged 74 SP:Iteration 43Q (3630.536477 sec): 3 clusters Score: Raw -1681979.609540 + Penalty 3096.621634 = -1678882.987907 nChanged 55 SP:Iteration 44Q (3630.593793 sec): 3 clusters Score: Raw -1681987.001713 + Penalty 3096.621634 = -1678890.380079 nChanged 45 SP:Iteration 45Q (3630.662418 sec): 3 clusters Score: Raw -1681992.499923 + Penalty 3096.621634 = -1678895.878289 nChanged 47 SP:Iteration 46Q (3630.731953 sec): 3 clusters Score: Raw -1681999.191039 + Penalty 3096.621634 = -1678902.569405 nChanged 55 SP:Iteration 47Q (3630.802504 sec): 3 clusters Score: Raw -1682008.004406 + Penalty 3096.621634 = -1678911.382772 nChanged 69 SP:Iteration 48Q (3630.858160 sec): 3 clusters Score: Raw -1682020.847717 + Penalty 3096.621634 = -1678924.226083 nChanged 79 SP:Iteration 49Q (3630.925252 sec): 3 clusters Score: Raw -1682035.080942 + Penalty 3096.621634 = -1678938.459308 nChanged 80 SP:Iteration 50Q (3630.999468 sec): 3 clusters Score: Raw -1682050.756853 + Penalty 3096.621634 = -1678954.135219 nChanged 80 SP:Iteration 51Q (3631.066844 sec): 3 clusters Score: Raw -1682063.460823 + Penalty 3096.621634 = -1678966.839189 nChanged 77 SP:Iteration 52Q (3631.131006 sec): 3 clusters Score: Raw -1682074.698898 + Penalty 3096.621634 = -1678978.077264 nChanged 75 SP:Iteration 53Q (3631.188522 sec): 3 clusters Score: Raw -1682087.251416 + Penalty 3096.621634 = -1678990.629782 nChanged 72 SP:Iteration 54Q (3631.255371 sec): 3 clusters Score: Raw -1682099.394545 + Penalty 3096.621634 = -1679002.772911 nChanged 67 SP:Iteration 55Q (3631.328831 sec): 3 clusters Score: Raw -1682111.633681 + Penalty 3096.621634 = -1679015.012047 nChanged 84 SP:Iteration 56Q (3631.399117 sec): 3 clusters Score: Raw -1682128.905146 + Penalty 3096.621634 = -1679032.283512 nChanged 93 SP:Iteration 57Q (3631.459279 sec): 3 clusters Score: Raw -1682148.367023 + Penalty 3096.621634 = -1679051.745389 nChanged 88 SP:Iteration 58Q (3631.519178 sec): 3 clusters Score: Raw -1682168.068467 + Penalty 3096.621634 = -1679071.446834 nChanged 108 SP:Iteration 59Q (3631.594523 sec): 3 clusters Score: Raw -1682192.776553 + Penalty 3096.621634 = -1679096.154919 nChanged 113 SP:Iteration 60F (3631.652190 sec): 3 clusters Score: Raw -1682216.651944 + Penalty 3096.621634 = -1679120.030310 nChanged 107 SP:Iteration 61Q (3631.718439 sec): 3 clusters Score: Raw -1682238.637629 + Penalty 3096.621634 = -1679142.015995 nChanged 97 SP:Iteration 62Q (3631.782692 sec): 3 clusters Score: Raw -1682256.457697 + Penalty 3096.621634 = -1679159.836063 nChanged 93 SP:Iteration 63Q (3631.849006 sec): 3 clusters Score: Raw -1682276.488877 + Penalty 3096.621634 = -1679179.867243 nChanged 94 SP:Iteration 64Q (3631.912831 sec): 3 clusters Score: Raw -1682294.911417 + Penalty 3096.621634 = -1679198.289783 nChanged 100 SP:Iteration 65Q (3631.981742 sec): 3 clusters Score: Raw -1682316.388519 + Penalty 3096.621634 = -1679219.766885 nChanged 103 SP:Iteration 66Q (3632.053281 sec): 3 clusters Score: Raw -1682339.489878 + Penalty 3096.621634 = -1679242.868244 nChanged 107 SP:Iteration 67Q (3632.112339 sec): 3 clusters Score: Raw -1682365.434245 + Penalty 3096.621634 = -1679268.812611 nChanged 112 SP:Iteration 68Q (3632.178493 sec): 3 clusters Score: Raw -1682392.443743 + Penalty 3096.621634 = -1679295.822110 nChanged 107 SP:Iteration 69Q (3632.246255 sec): 3 clusters Score: Raw -1682413.609642 + Penalty 3096.621634 = -1679316.988008 nChanged 79 SP:Iteration 70Q (3632.311108 sec): 3 clusters Score: Raw -1682429.227358 + Penalty 3096.621634 = -1679332.605724 nChanged 83 SP:Iteration 71Q (3632.380306 sec): 3 clusters Score: Raw -1682444.801868 + Penalty 3096.621634 = -1679348.180235 nChanged 85 SP:Iteration 72Q (3632.454520 sec): 3 clusters Score: Raw -1682460.816822 + Penalty 3096.621634 = -1679364.195188 nChanged 67 SP:Iteration 73Q (3632.514020 sec): 3 clusters Score: Raw -1682472.161062 + Penalty 3096.621634 = -1679375.539429 nChanged 57 SP:Iteration 74Q (3632.574147 sec): 3 clusters Score: Raw -1682480.531118 + Penalty 3096.621634 = -1679383.909484 nChanged 53 SP:Iteration 75Q (3632.638867 sec): 3 clusters Score: Raw -1682487.310356 + Penalty 3096.621634 = -1679390.688722 nChanged 46 SP:Iteration 76Q (3632.712799 sec): 3 clusters Score: Raw -1682493.815537 + Penalty 3096.621634 = -1679397.193903 nChanged 44 SP:Iteration 77Q (3632.770156 sec): 3 clusters Score: Raw -1682500.275440 + Penalty 3096.621634 = -1679403.653806 nChanged 49 SP:Iteration 78Q (3632.831933 sec): 3 clusters Score: Raw -1682508.915711 + Penalty 3096.621634 = -1679412.294077 nChanged 59 SP:Iteration 79Q (3632.897306 sec): 3 clusters Score: Raw -1682518.250156 + Penalty 3096.621634 = -1679421.628522 nChanged 54 SP:Iteration 80F (3632.964289 sec): 3 clusters Score: Raw -1682526.608075 + Penalty 3096.621634 = -1679429.986441 nChanged 56 SP:Iteration 81Q (3633.036626 sec): 3 clusters Score: Raw -1682536.482103 + Penalty 3096.621634 = -1679439.860469 nChanged 67 SP:Iteration 82Q (3633.100977 sec): 3 clusters Score: Raw -1682549.789725 + Penalty 3096.621634 = -1679453.168091 nChanged 78 SP:Iteration 83Q (3633.173609 sec): 3 clusters Score: Raw -1682563.807019 + Penalty 3096.621634 = -1679467.185385 nChanged 75 SP:Iteration 84Q (3633.223512 sec): 3 clusters Score: Raw -1682577.158052 + Penalty 3096.621634 = -1679480.536418 nChanged 73 SP:Iteration 85Q (3633.286297 sec): 3 clusters Score: Raw -1682589.697308 + Penalty 3096.621634 = -1679493.075674 nChanged 72 SP:Iteration 86Q (3633.350326 sec): 3 clusters Score: Raw -1682601.282517 + Penalty 3096.621634 = -1679504.660883 nChanged 55 SP:Iteration 87Q (3633.413931 sec): 3 clusters Score: Raw -1682609.133751 + Penalty 3096.621634 = -1679512.512118 nChanged 49 SP:Iteration 88Q (3633.466606 sec): 3 clusters Score: Raw -1682614.813669 + Penalty 3096.621634 = -1679518.192035 nChanged 29 SP:Iteration 89Q (3633.539400 sec): 3 clusters Score: Raw -1682617.099869 + Penalty 3096.621634 = -1679520.478235 nChanged 19 SP:Iteration 90Q (3633.613220 sec): 3 clusters Score: Raw -1682618.595387 + Penalty 3096.621634 = -1679521.973753 nChanged 20 SP:Iteration 91Q (3633.670711 sec): 3 clusters Score: Raw -1682620.442763 + Penalty 3096.621634 = -1679523.821129 nChanged 16 SP:Iteration 92Q (3633.748456 sec): 3 clusters Score: Raw -1682622.017137 + Penalty 3096.621634 = -1679525.395503 nChanged 12 SP:Iteration 93Q (3633.809873 sec): 3 clusters Score: Raw -1682623.616245 + Penalty 3096.621634 = -1679526.994612 nChanged 19 SP:Iteration 94Q (3633.866760 sec): 3 clusters Score: Raw -1682625.797662 + Penalty 3096.621634 = -1679529.176028 nChanged 12 SP:Iteration 95Q (3633.938720 sec): 3 clusters Score: Raw -1682627.221314 + Penalty 3096.621634 = -1679530.599680 nChanged 14 SP:Iteration 96Q (3634.000937 sec): 3 clusters Score: Raw -1682628.322702 + Penalty 3096.621634 = -1679531.701069 nChanged 17 SP:Iteration 97Q (3634.066789 sec): 3 clusters Score: Raw -1682630.150782 + Penalty 3096.621634 = -1679533.529148 nChanged 20 SP:Iteration 98Q (3634.133816 sec): 3 clusters Score: Raw -1682632.109064 + Penalty 3096.621634 = -1679535.487431 nChanged 23 SP:Iteration 99Q (3634.207913 sec): 3 clusters Score: Raw -1682634.917820 + Penalty 3096.621634 = -1679538.296186 nChanged 33 SP:Iteration 100F (3634.279885 sec): 3 clusters Score: Raw -1682639.229807 + Penalty 3096.621634 = -1679542.608173 nChanged 33 SP:Iteration 101Q (3634.340229 sec): 3 clusters Score: Raw -1682643.598030 + Penalty 3096.621634 = -1679546.976396 nChanged 34 SP:Iteration 102Q (3634.401610 sec): 3 clusters Score: Raw -1682647.104426 + Penalty 3096.621634 = -1679550.482792 nChanged 29 SP:Iteration 103Q (3634.465870 sec): 3 clusters Score: Raw -1682650.075346 + Penalty 3096.621634 = -1679553.453713 nChanged 26 SP:Iteration 104Q (3634.537233 sec): 3 clusters Score: Raw -1682652.929288 + Penalty 3096.621634 = -1679556.307654 nChanged 28 SP:Iteration 105Q (3634.603671 sec): 3 clusters Score: Raw -1682656.305398 + Penalty 3096.621634 = -1679559.683764 nChanged 23 SP:Iteration 106Q (3634.681048 sec): 3 clusters Score: Raw -1682659.020456 + Penalty 3096.621634 = -1679562.398822 nChanged 28 SP:Iteration 107Q (3634.744604 sec): 3 clusters Score: Raw -1682662.394387 + Penalty 3096.621634 = -1679565.772753 nChanged 28 SP:Iteration 108Q (3634.811702 sec): 3 clusters Score: Raw -1682665.332029 + Penalty 3096.621634 = -1679568.710396 nChanged 29 SP:Iteration 109Q (3634.877969 sec): 3 clusters Score: Raw -1682668.768158 + Penalty 3096.621634 = -1679572.146524 nChanged 27 SP:Iteration 110Q (3634.940178 sec): 3 clusters Score: Raw -1682671.801155 + Penalty 3096.621634 = -1679575.179521 nChanged 32 SP:Iteration 111Q (3635.006767 sec): 3 clusters Score: Raw -1682675.592684 + Penalty 3096.621634 = -1679578.971051 nChanged 26 SP:Iteration 112Q (3635.079191 sec): 3 clusters Score: Raw -1682678.377599 + Penalty 3096.621634 = -1679581.755965 nChanged 20 SP:Iteration 113Q (3635.147454 sec): 3 clusters Score: Raw -1682680.193822 + Penalty 3096.621634 = -1679583.572188 nChanged 19 SP:Iteration 114Q (3635.208539 sec): 3 clusters Score: Raw -1682681.795509 + Penalty 3096.621634 = -1679585.173876 nChanged 19 SP:Iteration 115Q (3635.272013 sec): 3 clusters Score: Raw -1682683.356949 + Penalty 3096.621634 = -1679586.735316 nChanged 14 SP:Iteration 116Q (3635.350421 sec): 3 clusters Score: Raw -1682684.695210 + Penalty 3096.621634 = -1679588.073576 nChanged 13 SP:Iteration 117Q (3635.403160 sec): 3 clusters Score: Raw -1682685.934947 + Penalty 3096.621634 = -1679589.313313 nChanged 16 SP:Iteration 118Q (3635.474969 sec): 3 clusters Score: Raw -1682687.276086 + Penalty 3096.621634 = -1679590.654452 nChanged 10 SP:Iteration 119Q (3635.533605 sec): 3 clusters Score: Raw -1682688.150587 + Penalty 3096.621634 = -1679591.528953 nChanged 8 SP:Iteration 120F (3635.602138 sec): 3 clusters Score: Raw -1682688.825254 + Penalty 3096.621634 = -1679592.203620 nChanged 4 SP:Iteration 121Q (3635.678669 sec): 3 clusters Score: Raw -1682689.085015 + Penalty 3096.621634 = -1679592.463381 nChanged 2 SP:Iteration 122Q (3635.740257 sec): 3 clusters Score: Raw -1682689.177134 + Penalty 3096.621634 = -1679592.555500 nChanged 2 SP:Iteration 123Q (3635.812514 sec): 3 clusters Score: Raw -1682689.369136 + Penalty 3096.621634 = -1679592.747502 nChanged 2 SP:Iteration 124Q (3635.881082 sec): 3 clusters Score: Raw -1682689.525291 + Penalty 3096.621634 = -1679592.903657 nChanged 2 SP:Iteration 125Q (3635.947070 sec): 3 clusters Score: Raw -1682689.769000 + Penalty 3096.621634 = -1679593.147366 nChanged 4 SP:Iteration 126Q (3636.017429 sec): 3 clusters Score: Raw -1682690.025203 + Penalty 3096.621634 = -1679593.403569 nChanged 4 SP:Iteration 127Q (3636.081985 sec): 3 clusters Score: Raw -1682690.331820 + Penalty 3096.621634 = -1679593.710186 nChanged 6 SP:Iteration 128Q (3636.140511 sec): 3 clusters Score: Raw -1682690.799359 + Penalty 3096.621634 = -1679594.177725 nChanged 4 SP:Iteration 129Q (3636.203753 sec): 3 clusters Score: Raw -1682690.985633 + Penalty 3096.621634 = -1679594.363999 nChanged 1 SP:Iteration 130Q (3636.265139 sec): 3 clusters Score: Raw -1682691.009202 + Penalty 3096.621634 = -1679594.387568 nChanged 0 SP:Iteration 131F (3636.336467 sec): 3 clusters Score: Raw -1682691.009202 + Penalty 3096.621634 = -1679594.387568 nChanged 0 Trying to split cluster 26 (6027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3636.359046 sec): 2 clusters Score: Raw -716358.987806 + Penalty 1414.400756 = -714944.587050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3636.418987 sec): 3 clusters Score: Raw -713149.515035 + Penalty 2828.801512 = -710320.713523 nChanged 2431 SP:Iteration 1F (3636.475271 sec): 3 clusters Score: Raw -714529.105447 + Penalty 2828.801512 = -711700.303934 nChanged 450 SP:Iteration 2F (3636.529156 sec): 3 clusters Score: Raw -714777.316168 + Penalty 2828.801512 = -711948.514655 nChanged 351 SP:Iteration 3F (3636.571171 sec): 3 clusters Score: Raw -714957.178462 + Penalty 2828.801512 = -712128.376949 nChanged 284 SP:Iteration 4Q (3636.634699 sec): 3 clusters Score: Raw -715096.481016 + Penalty 2828.801512 = -712267.679504 nChanged 260 SP:Iteration 5Q (3636.680374 sec): 3 clusters Score: Raw -715229.416781 + Penalty 2828.801512 = -712400.615268 nChanged 227 SP:Iteration 6Q (3636.741745 sec): 3 clusters Score: Raw -715334.146611 + Penalty 2828.801512 = -712505.345098 nChanged 193 SP:Iteration 7Q (3636.790611 sec): 3 clusters Score: Raw -715431.828041 + Penalty 2828.801512 = -712603.026529 nChanged 191 SP:Iteration 8Q (3636.845701 sec): 3 clusters Score: Raw -715543.948964 + Penalty 2828.801512 = -712715.147451 nChanged 198 SP:Iteration 9Q (3636.900118 sec): 3 clusters Score: Raw -715661.030605 + Penalty 2828.801512 = -712832.229093 nChanged 187 SP:Iteration 10Q (3636.962041 sec): 3 clusters Score: Raw -715765.276285 + Penalty 2828.801512 = -712936.474772 nChanged 185 SP:Iteration 11Q (3637.013334 sec): 3 clusters Score: Raw -715866.217049 + Penalty 2828.801512 = -713037.415537 nChanged 142 SP:Iteration 12Q (3637.058611 sec): 3 clusters Score: Raw -715935.257428 + Penalty 2828.801512 = -713106.455915 nChanged 124 SP:Iteration 13Q (3637.117349 sec): 3 clusters Score: Raw -715998.438539 + Penalty 2828.801512 = -713169.637027 nChanged 123 SP:Iteration 14Q (3637.155471 sec): 3 clusters Score: Raw -716055.620306 + Penalty 2828.801512 = -713226.818794 nChanged 101 SP:Iteration 15Q (3637.217696 sec): 3 clusters Score: Raw -716096.340016 + Penalty 2828.801512 = -713267.538504 nChanged 96 SP:Iteration 16Q (3637.266435 sec): 3 clusters Score: Raw -716131.005922 + Penalty 2828.801512 = -713302.204410 nChanged 73 SP:Iteration 17Q (3637.313756 sec): 3 clusters Score: Raw -716159.743901 + Penalty 2828.801512 = -713330.942388 nChanged 71 SP:Iteration 18Q (3637.367127 sec): 3 clusters Score: Raw -716186.603437 + Penalty 2828.801512 = -713357.801925 nChanged 63 SP:Iteration 19Q (3637.429557 sec): 3 clusters Score: Raw -716205.604345 + Penalty 2828.801512 = -713376.802833 nChanged 56 SP:Iteration 20F (3637.473139 sec): 3 clusters Score: Raw -716226.065597 + Penalty 2828.801512 = -713397.264085 nChanged 55 SP:Iteration 21Q (3637.534401 sec): 3 clusters Score: Raw -716247.784803 + Penalty 2828.801512 = -713418.983291 nChanged 51 SP:Iteration 22Q (3637.584606 sec): 3 clusters Score: Raw -716264.430574 + Penalty 2828.801512 = -713435.629061 nChanged 50 SP:Iteration 23Q (3637.621688 sec): 3 clusters Score: Raw -716285.195019 + Penalty 2828.801512 = -713456.393507 nChanged 46 SP:Iteration 24Q (3637.687071 sec): 3 clusters Score: Raw -716298.975843 + Penalty 2828.801512 = -713470.174331 nChanged 46 SP:Iteration 25Q (3637.737572 sec): 3 clusters Score: Raw -716313.383681 + Penalty 2828.801512 = -713484.582168 nChanged 46 SP:Iteration 26Q (3637.786054 sec): 3 clusters Score: Raw -716331.019685 + Penalty 2828.801512 = -713502.218172 nChanged 41 SP:Iteration 27Q (3637.841339 sec): 3 clusters Score: Raw -716345.615764 + Penalty 2828.801512 = -713516.814252 nChanged 39 SP:Iteration 28Q (3637.902134 sec): 3 clusters Score: Raw -716357.898521 + Penalty 2828.801512 = -713529.097009 nChanged 35 SP:Iteration 29Q (3637.946760 sec): 3 clusters Score: Raw -716367.762421 + Penalty 2828.801512 = -713538.960908 nChanged 29 SP:Iteration 30Q (3637.999725 sec): 3 clusters Score: Raw -716375.543291 + Penalty 2828.801512 = -713546.741778 nChanged 25 SP:Iteration 31Q (3638.057148 sec): 3 clusters Score: Raw -716382.506126 + Penalty 2828.801512 = -713553.704613 nChanged 23 SP:Iteration 32Q (3638.110799 sec): 3 clusters Score: Raw -716388.822266 + Penalty 2828.801512 = -713560.020753 nChanged 27 SP:Iteration 33Q (3638.166045 sec): 3 clusters Score: Raw -716397.605201 + Penalty 2828.801512 = -713568.803689 nChanged 29 SP:Iteration 34Q (3638.216695 sec): 3 clusters Score: Raw -716408.120667 + Penalty 2828.801512 = -713579.319154 nChanged 36 SP:Iteration 35Q (3638.264532 sec): 3 clusters Score: Raw -716418.421742 + Penalty 2828.801512 = -713589.620230 nChanged 38 SP:Iteration 36Q (3638.323860 sec): 3 clusters Score: Raw -716430.298551 + Penalty 2828.801512 = -713601.497039 nChanged 34 SP:Iteration 37Q (3638.374520 sec): 3 clusters Score: Raw -716439.410261 + Penalty 2828.801512 = -713610.608749 nChanged 35 SP:Iteration 38Q (3638.421198 sec): 3 clusters Score: Raw -716449.389104 + Penalty 2828.801512 = -713620.587592 nChanged 29 SP:Iteration 39Q (3638.474332 sec): 3 clusters Score: Raw -716457.354120 + Penalty 2828.801512 = -713628.552608 nChanged 26 SP:Iteration 40F (3638.540189 sec): 3 clusters Score: Raw -716466.768965 + Penalty 2828.801512 = -713637.967452 nChanged 41 SP:Iteration 41Q (3638.591656 sec): 3 clusters Score: Raw -716480.962332 + Penalty 2828.801512 = -713652.160820 nChanged 44 SP:Iteration 42Q (3638.642239 sec): 3 clusters Score: Raw -716495.036960 + Penalty 2828.801512 = -713666.235448 nChanged 39 SP:Iteration 43Q (3638.703836 sec): 3 clusters Score: Raw -716511.879441 + Penalty 2828.801512 = -713683.077929 nChanged 44 SP:Iteration 44Q (3638.744692 sec): 3 clusters Score: Raw -716533.635183 + Penalty 2828.801512 = -713704.833671 nChanged 49 SP:Iteration 45Q (3638.796493 sec): 3 clusters Score: Raw -716560.494171 + Penalty 2828.801512 = -713731.692659 nChanged 60 SP:Iteration 46Q (3638.849655 sec): 3 clusters Score: Raw -716596.438707 + Penalty 2828.801512 = -713767.637195 nChanged 53 SP:Iteration 47Q (3638.913502 sec): 3 clusters Score: Raw -716629.092815 + Penalty 2828.801512 = -713800.291303 nChanged 50 SP:Iteration 48Q (3638.957184 sec): 3 clusters Score: Raw -716656.307674 + Penalty 2828.801512 = -713827.506161 nChanged 48 SP:Iteration 49Q (3639.012418 sec): 3 clusters Score: Raw -716684.792131 + Penalty 2828.801512 = -713855.990619 nChanged 50 SP:Iteration 50Q (3639.068864 sec): 3 clusters Score: Raw -716719.023849 + Penalty 2828.801512 = -713890.222336 nChanged 43 SP:Iteration 51Q (3639.114265 sec): 3 clusters Score: Raw -716743.354887 + Penalty 2828.801512 = -713914.553375 nChanged 31 SP:Iteration 52Q (3639.161972 sec): 3 clusters Score: Raw -716755.176405 + Penalty 2828.801512 = -713926.374893 nChanged 22 SP:Iteration 53Q (3639.222938 sec): 3 clusters Score: Raw -716762.726326 + Penalty 2828.801512 = -713933.924814 nChanged 16 SP:Iteration 54Q (3639.275398 sec): 3 clusters Score: Raw -716769.038218 + Penalty 2828.801512 = -713940.236705 nChanged 9 SP:Iteration 55Q (3639.325017 sec): 3 clusters Score: Raw -716773.544027 + Penalty 2828.801512 = -713944.742515 nChanged 11 SP:Iteration 56Q (3639.382897 sec): 3 clusters Score: Raw -716776.415097 + Penalty 2828.801512 = -713947.613585 nChanged 6 SP:Iteration 57Q (3639.430699 sec): 3 clusters Score: Raw -716778.430298 + Penalty 2828.801512 = -713949.628785 nChanged 5 SP:Iteration 58Q (3639.487624 sec): 3 clusters Score: Raw -716779.810105 + Penalty 2828.801512 = -713951.008592 nChanged 7 SP:Iteration 59Q (3639.541499 sec): 3 clusters Score: Raw -716782.284885 + Penalty 2828.801512 = -713953.483373 nChanged 4 SP:Iteration 60F (3639.596532 sec): 3 clusters Score: Raw -716782.938567 + Penalty 2828.801512 = -713954.137055 nChanged 1 SP:Iteration 61Q (3639.651583 sec): 3 clusters Score: Raw -716783.641324 + Penalty 2828.801512 = -713954.839812 nChanged 1 SP:Iteration 62Q (3639.708352 sec): 3 clusters Score: Raw -716784.019237 + Penalty 2828.801512 = -713955.217725 nChanged 2 SP:Iteration 63Q (3639.753166 sec): 3 clusters Score: Raw -716784.405734 + Penalty 2828.801512 = -713955.604222 nChanged 3 SP:Iteration 64Q (3639.816343 sec): 3 clusters Score: Raw -716785.219682 + Penalty 2828.801512 = -713956.418170 nChanged 1 SP:Iteration 65Q (3639.860692 sec): 3 clusters Score: Raw -716785.494327 + Penalty 2828.801512 = -713956.692814 nChanged 0 SP:Iteration 66F (3639.914666 sec): 3 clusters Score: Raw -716785.494327 + Penalty 2828.801512 = -713956.692814 nChanged 0 Trying to split cluster 27 (6416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3639.935183 sec): 2 clusters Score: Raw -792986.392464 + Penalty 1424.564399 = -791561.828064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3639.996590 sec): 3 clusters Score: Raw -789546.539468 + Penalty 2849.128799 = -786697.410669 nChanged 2672 SP:Iteration 1F (3640.047433 sec): 3 clusters Score: Raw -790934.175782 + Penalty 2849.128799 = -788085.046983 nChanged 474 SP:Iteration 2F (3640.110171 sec): 3 clusters Score: Raw -791173.551166 + Penalty 2849.128799 = -788324.422367 nChanged 346 SP:Iteration 3F (3640.159793 sec): 3 clusters Score: Raw -791348.824686 + Penalty 2849.128799 = -788499.695888 nChanged 280 SP:Iteration 4Q (3640.214017 sec): 3 clusters Score: Raw -791483.615847 + Penalty 2849.128799 = -788634.487048 nChanged 251 SP:Iteration 5Q (3640.274576 sec): 3 clusters Score: Raw -791596.879657 + Penalty 2849.128799 = -788747.750858 nChanged 220 SP:Iteration 6Q (3640.334925 sec): 3 clusters Score: Raw -791701.913772 + Penalty 2849.128799 = -788852.784973 nChanged 195 SP:Iteration 7Q (3640.378332 sec): 3 clusters Score: Raw -791799.555023 + Penalty 2849.128799 = -788950.426224 nChanged 205 SP:Iteration 8Q (3640.438074 sec): 3 clusters Score: Raw -791921.102043 + Penalty 2849.128799 = -789071.973244 nChanged 225 SP:Iteration 9Q (3640.508103 sec): 3 clusters Score: Raw -792044.928085 + Penalty 2849.128799 = -789195.799287 nChanged 209 SP:Iteration 10Q (3640.562552 sec): 3 clusters Score: Raw -792155.091677 + Penalty 2849.128799 = -789305.962878 nChanged 190 SP:Iteration 11Q (3640.609920 sec): 3 clusters Score: Raw -792259.632113 + Penalty 2849.128799 = -789410.503314 nChanged 208 SP:Iteration 12Q (3640.674541 sec): 3 clusters Score: Raw -792367.195112 + Penalty 2849.128799 = -789518.066313 nChanged 174 SP:Iteration 13Q (3640.724712 sec): 3 clusters Score: Raw -792464.615716 + Penalty 2849.128799 = -789615.486918 nChanged 149 SP:Iteration 14Q (3640.775933 sec): 3 clusters Score: Raw -792548.216486 + Penalty 2849.128799 = -789699.087687 nChanged 139 SP:Iteration 15Q (3640.830925 sec): 3 clusters Score: Raw -792610.914495 + Penalty 2849.128799 = -789761.785696 nChanged 107 SP:Iteration 16Q (3640.893765 sec): 3 clusters Score: Raw -792654.869591 + Penalty 2849.128799 = -789805.740792 nChanged 74 SP:Iteration 17Q (3640.946563 sec): 3 clusters Score: Raw -792683.862136 + Penalty 2849.128799 = -789834.733338 nChanged 75 SP:Iteration 18Q (3641.001491 sec): 3 clusters Score: Raw -792711.748148 + Penalty 2849.128799 = -789862.619350 nChanged 74 SP:Iteration 19Q (3641.046710 sec): 3 clusters Score: Raw -792736.583318 + Penalty 2849.128799 = -789887.454519 nChanged 68 SP:Iteration 20F (3641.110484 sec): 3 clusters Score: Raw -792760.583843 + Penalty 2849.128799 = -789911.455044 nChanged 69 SP:Iteration 21Q (3641.163882 sec): 3 clusters Score: Raw -792784.987430 + Penalty 2849.128799 = -789935.858631 nChanged 59 SP:Iteration 22Q (3641.211210 sec): 3 clusters Score: Raw -792808.804209 + Penalty 2849.128799 = -789959.675411 nChanged 55 SP:Iteration 23Q (3641.274384 sec): 3 clusters Score: Raw -792828.784539 + Penalty 2849.128799 = -789979.655741 nChanged 50 SP:Iteration 24Q (3641.318404 sec): 3 clusters Score: Raw -792850.451922 + Penalty 2849.128799 = -790001.323123 nChanged 54 SP:Iteration 25Q (3641.376000 sec): 3 clusters Score: Raw -792871.662196 + Penalty 2849.128799 = -790022.533397 nChanged 47 SP:Iteration 26Q (3641.429783 sec): 3 clusters Score: Raw -792890.944287 + Penalty 2849.128799 = -790041.815488 nChanged 48 SP:Iteration 27Q (3641.482243 sec): 3 clusters Score: Raw -792907.796384 + Penalty 2849.128799 = -790058.667585 nChanged 39 SP:Iteration 28Q (3641.524547 sec): 3 clusters Score: Raw -792917.821265 + Penalty 2849.128799 = -790068.692466 nChanged 30 SP:Iteration 29Q (3641.581356 sec): 3 clusters Score: Raw -792926.576903 + Penalty 2849.128799 = -790077.448104 nChanged 31 SP:Iteration 30Q (3641.623129 sec): 3 clusters Score: Raw -792937.701366 + Penalty 2849.128799 = -790088.572568 nChanged 36 SP:Iteration 31Q (3641.673974 sec): 3 clusters Score: Raw -792949.514746 + Penalty 2849.128799 = -790100.385947 nChanged 32 SP:Iteration 32Q (3641.734614 sec): 3 clusters Score: Raw -792959.931761 + Penalty 2849.128799 = -790110.802962 nChanged 27 SP:Iteration 33Q (3641.791245 sec): 3 clusters Score: Raw -792969.035459 + Penalty 2849.128799 = -790119.906661 nChanged 36 SP:Iteration 34Q (3641.835777 sec): 3 clusters Score: Raw -792980.354908 + Penalty 2849.128799 = -790131.226109 nChanged 33 SP:Iteration 35Q (3641.884950 sec): 3 clusters Score: Raw -792991.399577 + Penalty 2849.128799 = -790142.270778 nChanged 32 SP:Iteration 36Q (3641.949482 sec): 3 clusters Score: Raw -792999.661094 + Penalty 2849.128799 = -790150.532295 nChanged 22 SP:Iteration 37Q (3642.004785 sec): 3 clusters Score: Raw -793006.045832 + Penalty 2849.128799 = -790156.917033 nChanged 15 SP:Iteration 38Q (3642.058427 sec): 3 clusters Score: Raw -793010.453530 + Penalty 2849.128799 = -790161.324732 nChanged 16 SP:Iteration 39Q (3642.109577 sec): 3 clusters Score: Raw -793014.169219 + Penalty 2849.128799 = -790165.040420 nChanged 13 SP:Iteration 40F (3642.165336 sec): 3 clusters Score: Raw -793016.817989 + Penalty 2849.128799 = -790167.689191 nChanged 11 SP:Iteration 41Q (3642.220924 sec): 3 clusters Score: Raw -793018.757159 + Penalty 2849.128799 = -790169.628361 nChanged 12 SP:Iteration 42Q (3642.273212 sec): 3 clusters Score: Raw -793022.512445 + Penalty 2849.128799 = -790173.383647 nChanged 16 SP:Iteration 43Q (3642.329214 sec): 3 clusters Score: Raw -793028.227073 + Penalty 2849.128799 = -790179.098275 nChanged 14 SP:Iteration 44Q (3642.388032 sec): 3 clusters Score: Raw -793032.255145 + Penalty 2849.128799 = -790183.126347 nChanged 15 SP:Iteration 45Q (3642.440033 sec): 3 clusters Score: Raw -793037.322351 + Penalty 2849.128799 = -790188.193552 nChanged 21 SP:Iteration 46Q (3642.492703 sec): 3 clusters Score: Raw -793045.116681 + Penalty 2849.128799 = -790195.987882 nChanged 21 SP:Iteration 47Q (3642.542919 sec): 3 clusters Score: Raw -793053.594925 + Penalty 2849.128799 = -790204.466127 nChanged 22 SP:Iteration 48Q (3642.596939 sec): 3 clusters Score: Raw -793061.213855 + Penalty 2849.128799 = -790212.085056 nChanged 18 SP:Iteration 49Q (3642.659733 sec): 3 clusters Score: Raw -793066.395368 + Penalty 2849.128799 = -790217.266569 nChanged 13 SP:Iteration 50Q (3642.707551 sec): 3 clusters Score: Raw -793068.908352 + Penalty 2849.128799 = -790219.779554 nChanged 8 SP:Iteration 51Q (3642.765948 sec): 3 clusters Score: Raw -793071.293120 + Penalty 2849.128799 = -790222.164322 nChanged 12 SP:Iteration 52Q (3642.822958 sec): 3 clusters Score: Raw -793074.479131 + Penalty 2849.128799 = -790225.350333 nChanged 8 SP:Iteration 53Q (3642.876818 sec): 3 clusters Score: Raw -793077.920078 + Penalty 2849.128799 = -790228.791280 nChanged 15 SP:Iteration 54Q (3642.920547 sec): 3 clusters Score: Raw -793083.954574 + Penalty 2849.128799 = -790234.825775 nChanged 16 SP:Iteration 55Q (3642.986618 sec): 3 clusters Score: Raw -793088.904968 + Penalty 2849.128799 = -790239.776170 nChanged 15 SP:Iteration 56Q (3643.040093 sec): 3 clusters Score: Raw -793093.461560 + Penalty 2849.128799 = -790244.332761 nChanged 12 SP:Iteration 57Q (3643.083824 sec): 3 clusters Score: Raw -793098.118003 + Penalty 2849.128799 = -790248.989204 nChanged 17 SP:Iteration 58Q (3643.126081 sec): 3 clusters Score: Raw -793104.900222 + Penalty 2849.128799 = -790255.771423 nChanged 18 SP:Iteration 59Q (3643.180128 sec): 3 clusters Score: Raw -793111.907910 + Penalty 2849.128799 = -790262.779111 nChanged 20 SP:Iteration 60F (3643.235510 sec): 3 clusters Score: Raw -793119.026470 + Penalty 2849.128799 = -790269.897672 nChanged 18 SP:Iteration 61Q (3643.283653 sec): 3 clusters Score: Raw -793123.621467 + Penalty 2849.128799 = -790274.492668 nChanged 16 SP:Iteration 62Q (3643.330801 sec): 3 clusters Score: Raw -793129.160790 + Penalty 2849.128799 = -790280.031992 nChanged 21 SP:Iteration 63Q (3643.388834 sec): 3 clusters Score: Raw -793137.562513 + Penalty 2849.128799 = -790288.433714 nChanged 21 SP:Iteration 64Q (3643.436708 sec): 3 clusters Score: Raw -793145.198790 + Penalty 2849.128799 = -790296.069992 nChanged 17 SP:Iteration 65Q (3643.489015 sec): 3 clusters Score: Raw -793150.154110 + Penalty 2849.128799 = -790301.025311 nChanged 13 SP:Iteration 66Q (3643.538633 sec): 3 clusters Score: Raw -793155.939389 + Penalty 2849.128799 = -790306.810590 nChanged 22 SP:Iteration 67Q (3643.593886 sec): 3 clusters Score: Raw -793166.267092 + Penalty 2849.128799 = -790317.138293 nChanged 28 SP:Iteration 68Q (3643.650975 sec): 3 clusters Score: Raw -793178.385875 + Penalty 2849.128799 = -790329.257077 nChanged 28 SP:Iteration 69Q (3643.700829 sec): 3 clusters Score: Raw -793191.094603 + Penalty 2849.128799 = -790341.965805 nChanged 22 SP:Iteration 70Q (3643.755941 sec): 3 clusters Score: Raw -793199.709220 + Penalty 2849.128799 = -790350.580421 nChanged 15 SP:Iteration 71Q (3643.807505 sec): 3 clusters Score: Raw -793205.667618 + Penalty 2849.128799 = -790356.538819 nChanged 17 SP:Iteration 72Q (3643.864599 sec): 3 clusters Score: Raw -793211.179901 + Penalty 2849.128799 = -790362.051103 nChanged 9 SP:Iteration 73Q (3643.905286 sec): 3 clusters Score: Raw -793214.879764 + Penalty 2849.128799 = -790365.750966 nChanged 12 SP:Iteration 74Q (3643.954194 sec): 3 clusters Score: Raw -793219.687089 + Penalty 2849.128799 = -790370.558291 nChanged 9 SP:Iteration 75Q (3644.006095 sec): 3 clusters Score: Raw -793223.580864 + Penalty 2849.128799 = -790374.452065 nChanged 6 SP:Iteration 76Q (3644.062262 sec): 3 clusters Score: Raw -793224.788664 + Penalty 2849.128799 = -790375.659865 nChanged 3 SP:Iteration 77Q (3644.121810 sec): 3 clusters Score: Raw -793225.720954 + Penalty 2849.128799 = -790376.592156 nChanged 5 SP:Iteration 78Q (3644.165891 sec): 3 clusters Score: Raw -793226.985373 + Penalty 2849.128799 = -790377.856574 nChanged 2 SP:Iteration 79Q (3644.214973 sec): 3 clusters Score: Raw -793227.435302 + Penalty 2849.128799 = -790378.306503 nChanged 1 SP:Iteration 80F (3644.269019 sec): 3 clusters Score: Raw -793227.696365 + Penalty 2849.128799 = -790378.567566 nChanged 2 SP:Iteration 81Q (3644.330381 sec): 3 clusters Score: Raw -793228.081073 + Penalty 2849.128799 = -790378.952274 nChanged 1 SP:Iteration 82Q (3644.386665 sec): 3 clusters Score: Raw -793228.412772 + Penalty 2849.128799 = -790379.283974 nChanged 3 SP:Iteration 83Q (3644.428092 sec): 3 clusters Score: Raw -793229.258666 + Penalty 2849.128799 = -790380.129867 nChanged 3 SP:Iteration 84Q (3644.487970 sec): 3 clusters Score: Raw -793230.163069 + Penalty 2849.128799 = -790381.034270 nChanged 5 SP:Iteration 85Q (3644.541784 sec): 3 clusters Score: Raw -793231.458051 + Penalty 2849.128799 = -790382.329253 nChanged 5 SP:Iteration 86Q (3644.592657 sec): 3 clusters Score: Raw -793232.637343 + Penalty 2849.128799 = -790383.508545 nChanged 4 SP:Iteration 87Q (3644.644763 sec): 3 clusters Score: Raw -793233.876868 + Penalty 2849.128799 = -790384.748070 nChanged 5 SP:Iteration 88Q (3644.697994 sec): 3 clusters Score: Raw -793235.904855 + Penalty 2849.128799 = -790386.776056 nChanged 4 SP:Iteration 89Q (3644.755211 sec): 3 clusters Score: Raw -793236.929422 + Penalty 2849.128799 = -790387.800623 nChanged 4 SP:Iteration 90Q (3644.801646 sec): 3 clusters Score: Raw -793237.511009 + Penalty 2849.128799 = -790388.382211 nChanged 2 SP:Iteration 91Q (3644.845870 sec): 3 clusters Score: Raw -793238.156475 + Penalty 2849.128799 = -790389.027677 nChanged 4 SP:Iteration 92Q (3644.898816 sec): 3 clusters Score: Raw -793239.598624 + Penalty 2849.128799 = -790390.469825 nChanged 4 SP:Iteration 93Q (3644.958779 sec): 3 clusters Score: Raw -793240.581463 + Penalty 2849.128799 = -790391.452664 nChanged 1 SP:Iteration 94Q (3645.006526 sec): 3 clusters Score: Raw -793241.313253 + Penalty 2849.128799 = -790392.184455 nChanged 1 SP:Iteration 95Q (3645.060380 sec): 3 clusters Score: Raw -793241.477269 + Penalty 2849.128799 = -790392.348471 nChanged 0 SP:Iteration 96F (3645.111057 sec): 3 clusters Score: Raw -793241.477269 + Penalty 2849.128799 = -790392.348471 nChanged 0 Trying to split cluster 28 (2292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3645.131655 sec): 2 clusters Score: Raw -294540.271894 + Penalty 1257.291763 = -293282.980131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3645.190236 sec): 3 clusters Score: Raw -293499.112731 + Penalty 2514.583525 = -290984.529205 nChanged 839 SP:Iteration 1F (3645.227749 sec): 3 clusters Score: Raw -294023.768723 + Penalty 2514.583525 = -291509.185197 nChanged 191 SP:Iteration 2F (3645.285327 sec): 3 clusters Score: Raw -294182.049241 + Penalty 2514.583525 = -291667.465716 nChanged 137 SP:Iteration 3F (3645.328461 sec): 3 clusters Score: Raw -294306.800880 + Penalty 2514.583525 = -291792.217354 nChanged 128 SP:Iteration 4F (3645.372049 sec): 3 clusters Score: Raw -294430.914666 + Penalty 2514.583525 = -291916.331141 nChanged 117 SP:Iteration 5F (3645.410923 sec): 3 clusters Score: Raw -294551.949583 + Penalty 2514.583525 = -292037.366058 nChanged 104 SP:Iteration 6Q (3645.467393 sec): 3 clusters Score: Raw -294653.539115 + Penalty 2514.583525 = -292138.955590 nChanged 82 SP:Iteration 7Q (3645.516368 sec): 3 clusters Score: Raw -294701.261108 + Penalty 2514.583525 = -292186.677582 nChanged 46 SP:Iteration 8Q (3645.558355 sec): 3 clusters Score: Raw -294732.138136 + Penalty 2514.583525 = -292217.554611 nChanged 53 SP:Iteration 9Q (3645.601857 sec): 3 clusters Score: Raw -294773.543362 + Penalty 2514.583525 = -292258.959837 nChanged 44 SP:Iteration 10Q (3645.648326 sec): 3 clusters Score: Raw -294798.196943 + Penalty 2514.583525 = -292283.613418 nChanged 34 SP:Iteration 11Q (3645.697197 sec): 3 clusters Score: Raw -294818.482569 + Penalty 2514.583525 = -292303.899044 nChanged 24 SP:Iteration 12Q (3645.745075 sec): 3 clusters Score: Raw -294830.942238 + Penalty 2514.583525 = -292316.358713 nChanged 22 SP:Iteration 13Q (3645.780972 sec): 3 clusters Score: Raw -294843.927027 + Penalty 2514.583525 = -292329.343502 nChanged 25 SP:Iteration 14Q (3645.831975 sec): 3 clusters Score: Raw -294858.972660 + Penalty 2514.583525 = -292344.389135 nChanged 25 SP:Iteration 15Q (3645.886534 sec): 3 clusters Score: Raw -294874.372455 + Penalty 2514.583525 = -292359.788930 nChanged 17 SP:Iteration 16Q (3645.920631 sec): 3 clusters Score: Raw -294883.204960 + Penalty 2514.583525 = -292368.621435 nChanged 11 SP:Iteration 17Q (3645.971403 sec): 3 clusters Score: Raw -294888.647400 + Penalty 2514.583525 = -292374.063875 nChanged 11 SP:Iteration 18Q (3646.023836 sec): 3 clusters Score: Raw -294893.541988 + Penalty 2514.583525 = -292378.958463 nChanged 16 SP:Iteration 19Q (3646.074599 sec): 3 clusters Score: Raw -294899.932239 + Penalty 2514.583525 = -292385.348714 nChanged 9 SP:Iteration 20F (3646.123206 sec): 3 clusters Score: Raw -294904.557003 + Penalty 2514.583525 = -292389.973478 nChanged 9 SP:Iteration 21Q (3646.173564 sec): 3 clusters Score: Raw -294908.624879 + Penalty 2514.583525 = -292394.041354 nChanged 10 SP:Iteration 22Q (3646.221734 sec): 3 clusters Score: Raw -294913.580097 + Penalty 2514.583525 = -292398.996571 nChanged 10 SP:Iteration 23Q (3646.265982 sec): 3 clusters Score: Raw -294918.967903 + Penalty 2514.583525 = -292404.384378 nChanged 7 SP:Iteration 24Q (3646.308720 sec): 3 clusters Score: Raw -294922.013936 + Penalty 2514.583525 = -292407.430410 nChanged 8 SP:Iteration 25Q (3646.349734 sec): 3 clusters Score: Raw -294924.678993 + Penalty 2514.583525 = -292410.095468 nChanged 4 SP:Iteration 26Q (3646.409251 sec): 3 clusters Score: Raw -294926.380291 + Penalty 2514.583525 = -292411.796766 nChanged 3 SP:Iteration 27Q (3646.441591 sec): 3 clusters Score: Raw -294927.824237 + Penalty 2514.583525 = -292413.240712 nChanged 2 SP:Iteration 28Q (3646.483357 sec): 3 clusters Score: Raw -294928.793030 + Penalty 2514.583525 = -292414.209504 nChanged 1 SP:Iteration 29Q (3646.546218 sec): 3 clusters Score: Raw -294928.945308 + Penalty 2514.583525 = -292414.361783 nChanged 0 SP:Iteration 30F (3646.591324 sec): 3 clusters Score: Raw -294928.945308 + Penalty 2514.583525 = -292414.361783 nChanged 0 Trying to split cluster 29 (24948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3646.651255 sec): 2 clusters Score: Raw -3046907.363284 + Penalty 1645.239202 = -3045262.124082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3646.744991 sec): 3 clusters Score: Raw -3031663.385184 + Penalty 3290.478405 = -3028372.906779 nChanged 11461 SP:Iteration 1F (3646.817683 sec): 3 clusters Score: Raw -3038032.378743 + Penalty 3290.478405 = -3034741.900338 nChanged 1302 SP:Iteration 2F (3646.910000 sec): 3 clusters Score: Raw -3038557.180261 + Penalty 3290.478405 = -3035266.701857 nChanged 1324 SP:Iteration 3F (3646.998469 sec): 3 clusters Score: Raw -3039137.325729 + Penalty 3290.478405 = -3035846.847324 nChanged 1268 SP:Iteration 4F (3647.083291 sec): 3 clusters Score: Raw -3039770.680090 + Penalty 3290.478405 = -3036480.201686 nChanged 1378 SP:Iteration 5F (3647.176155 sec): 3 clusters Score: Raw -3040599.022868 + Penalty 3290.478405 = -3037308.544464 nChanged 1486 SP:Iteration 6F (3647.251510 sec): 3 clusters Score: Raw -3041623.136082 + Penalty 3290.478405 = -3038332.657677 nChanged 1421 SP:Iteration 7F (3647.331983 sec): 3 clusters Score: Raw -3042646.016262 + Penalty 3290.478405 = -3039355.537857 nChanged 1316 SP:Iteration 8F (3647.417949 sec): 3 clusters Score: Raw -3043597.672187 + Penalty 3290.478405 = -3040307.193783 nChanged 1097 SP:Iteration 9Q (3647.499614 sec): 3 clusters Score: Raw -3044299.354461 + Penalty 3290.478405 = -3041008.876056 nChanged 854 SP:Iteration 10Q (3647.582721 sec): 3 clusters Score: Raw -3044752.664543 + Penalty 3290.478405 = -3041462.186138 nChanged 662 SP:Iteration 11Q (3647.666624 sec): 3 clusters Score: Raw -3045061.628616 + Penalty 3290.478405 = -3041771.150211 nChanged 529 SP:Iteration 12Q (3647.751102 sec): 3 clusters Score: Raw -3045283.049622 + Penalty 3290.478405 = -3041992.571217 nChanged 402 SP:Iteration 13Q (3647.833720 sec): 3 clusters Score: Raw -3045442.649543 + Penalty 3290.478405 = -3042152.171138 nChanged 348 SP:Iteration 14Q (3647.917245 sec): 3 clusters Score: Raw -3045568.219532 + Penalty 3290.478405 = -3042277.741127 nChanged 310 SP:Iteration 15Q (3648.006627 sec): 3 clusters Score: Raw -3045681.543837 + Penalty 3290.478405 = -3042391.065432 nChanged 301 SP:Iteration 16Q (3648.092705 sec): 3 clusters Score: Raw -3045780.121033 + Penalty 3290.478405 = -3042489.642629 nChanged 269 SP:Iteration 17Q (3648.168641 sec): 3 clusters Score: Raw -3045878.504413 + Penalty 3290.478405 = -3042588.026008 nChanged 247 SP:Iteration 18Q (3648.265694 sec): 3 clusters Score: Raw -3045971.408859 + Penalty 3290.478405 = -3042680.930454 nChanged 237 SP:Iteration 19Q (3648.343610 sec): 3 clusters Score: Raw -3046044.409651 + Penalty 3290.478405 = -3042753.931246 nChanged 202 SP:Iteration 20F (3648.440800 sec): 3 clusters Score: Raw -3046107.068376 + Penalty 3290.478405 = -3042816.589971 nChanged 211 SP:Iteration 21Q (3648.526467 sec): 3 clusters Score: Raw -3046168.425830 + Penalty 3290.478405 = -3042877.947426 nChanged 189 SP:Iteration 22Q (3648.613436 sec): 3 clusters Score: Raw -3046228.499486 + Penalty 3290.478405 = -3042938.021082 nChanged 221 SP:Iteration 23Q (3648.696446 sec): 3 clusters Score: Raw -3046310.303597 + Penalty 3290.478405 = -3043019.825192 nChanged 214 SP:Iteration 24Q (3648.784470 sec): 3 clusters Score: Raw -3046376.644766 + Penalty 3290.478405 = -3043086.166362 nChanged 174 SP:Iteration 25Q (3648.857225 sec): 3 clusters Score: Raw -3046434.865533 + Penalty 3290.478405 = -3043144.387129 nChanged 190 SP:Iteration 26Q (3648.941786 sec): 3 clusters Score: Raw -3046507.976882 + Penalty 3290.478405 = -3043217.498477 nChanged 184 SP:Iteration 27Q (3649.027315 sec): 3 clusters Score: Raw -3046574.722782 + Penalty 3290.478405 = -3043284.244378 nChanged 144 SP:Iteration 28Q (3649.112839 sec): 3 clusters Score: Raw -3046625.151384 + Penalty 3290.478405 = -3043334.672979 nChanged 133 SP:Iteration 29Q (3649.178459 sec): 3 clusters Score: Raw -3046674.051630 + Penalty 3290.478405 = -3043383.573225 nChanged 140 SP:Iteration 30Q (3649.260777 sec): 3 clusters Score: Raw -3046726.232677 + Penalty 3290.478405 = -3043435.754273 nChanged 119 SP:Iteration 31Q (3649.349585 sec): 3 clusters Score: Raw -3046768.835772 + Penalty 3290.478405 = -3043478.357367 nChanged 112 SP:Iteration 32Q (3649.437893 sec): 3 clusters Score: Raw -3046811.982484 + Penalty 3290.478405 = -3043521.504080 nChanged 106 SP:Iteration 33Q (3649.523181 sec): 3 clusters Score: Raw -3046852.881876 + Penalty 3290.478405 = -3043562.403471 nChanged 94 SP:Iteration 34Q (3649.592089 sec): 3 clusters Score: Raw -3046890.182815 + Penalty 3290.478405 = -3043599.704410 nChanged 84 SP:Iteration 35Q (3649.671194 sec): 3 clusters Score: Raw -3046924.733878 + Penalty 3290.478405 = -3043634.255473 nChanged 69 SP:Iteration 36Q (3649.756645 sec): 3 clusters Score: Raw -3046953.623719 + Penalty 3290.478405 = -3043663.145314 nChanged 70 SP:Iteration 37Q (3649.829094 sec): 3 clusters Score: Raw -3046984.117499 + Penalty 3290.478405 = -3043693.639094 nChanged 58 SP:Iteration 38Q (3649.904580 sec): 3 clusters Score: Raw -3047006.653710 + Penalty 3290.478405 = -3043716.175305 nChanged 44 SP:Iteration 39Q (3649.974695 sec): 3 clusters Score: Raw -3047021.376578 + Penalty 3290.478405 = -3043730.898173 nChanged 38 SP:Iteration 40F (3650.061533 sec): 3 clusters Score: Raw -3047033.601852 + Penalty 3290.478405 = -3043743.123447 nChanged 30 SP:Iteration 41Q (3650.143875 sec): 3 clusters Score: Raw -3047042.409137 + Penalty 3290.478405 = -3043751.930732 nChanged 26 SP:Iteration 42Q (3650.220259 sec): 3 clusters Score: Raw -3047053.576476 + Penalty 3290.478405 = -3043763.098071 nChanged 27 SP:Iteration 43Q (3650.296371 sec): 3 clusters Score: Raw -3047063.442348 + Penalty 3290.478405 = -3043772.963943 nChanged 24 SP:Iteration 44Q (3650.385135 sec): 3 clusters Score: Raw -3047072.147239 + Penalty 3290.478405 = -3043781.668834 nChanged 27 SP:Iteration 45Q (3650.461956 sec): 3 clusters Score: Raw -3047087.342184 + Penalty 3290.478405 = -3043796.863779 nChanged 26 SP:Iteration 46Q (3650.540356 sec): 3 clusters Score: Raw -3047099.476285 + Penalty 3290.478405 = -3043808.997880 nChanged 28 SP:Iteration 47Q (3650.626587 sec): 3 clusters Score: Raw -3047110.251984 + Penalty 3290.478405 = -3043819.773579 nChanged 20 SP:Iteration 48Q (3650.711432 sec): 3 clusters Score: Raw -3047119.140844 + Penalty 3290.478405 = -3043828.662439 nChanged 15 SP:Iteration 49Q (3650.797377 sec): 3 clusters Score: Raw -3047125.539612 + Penalty 3290.478405 = -3043835.061208 nChanged 14 SP:Iteration 50Q (3650.877057 sec): 3 clusters Score: Raw -3047130.657507 + Penalty 3290.478405 = -3043840.179102 nChanged 17 SP:Iteration 51Q (3650.951272 sec): 3 clusters Score: Raw -3047137.978032 + Penalty 3290.478405 = -3043847.499627 nChanged 16 SP:Iteration 52Q (3651.040606 sec): 3 clusters Score: Raw -3047143.673404 + Penalty 3290.478405 = -3043853.194999 nChanged 7 SP:Iteration 53Q (3651.122389 sec): 3 clusters Score: Raw -3047146.662806 + Penalty 3290.478405 = -3043856.184402 nChanged 4 SP:Iteration 54Q (3651.197835 sec): 3 clusters Score: Raw -3047148.724634 + Penalty 3290.478405 = -3043858.246229 nChanged 4 SP:Iteration 55Q (3651.276687 sec): 3 clusters Score: Raw -3047151.370507 + Penalty 3290.478405 = -3043860.892103 nChanged 2 SP:Iteration 56Q (3651.343554 sec): 3 clusters Score: Raw -3047152.194088 + Penalty 3290.478405 = -3043861.715684 nChanged 1 SP:Iteration 57Q (3651.425010 sec): 3 clusters Score: Raw -3047152.415416 + Penalty 3290.478405 = -3043861.937011 nChanged 0 SP:Iteration 58F (3651.512510 sec): 3 clusters Score: Raw -3047152.415416 + Penalty 3290.478405 = -3043861.937011 nChanged 0 Trying to split cluster 30 (60481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3651.621264 sec): 2 clusters Score: Raw -7285598.586609 + Penalty 1789.138739 = -7283809.447870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3651.762354 sec): 3 clusters Score: Raw -7247224.344991 + Penalty 3578.277477 = -7243646.067514 nChanged 28450 SP:Iteration 1F (3651.923353 sec): 3 clusters Score: Raw -7263801.869916 + Penalty 3578.277477 = -7260223.592439 nChanged 2760 SP:Iteration 2Q (3652.064947 sec): 3 clusters Score: Raw -7264849.389425 + Penalty 3578.277477 = -7261271.111948 nChanged 3010 SP:Iteration 3Q (3652.226879 sec): 3 clusters Score: Raw -7266235.906917 + Penalty 3578.277477 = -7262657.629440 nChanged 3394 SP:Iteration 4F (3652.378525 sec): 3 clusters Score: Raw -7268156.395214 + Penalty 3578.277477 = -7264578.117737 nChanged 3701 SP:Iteration 5F (3652.519152 sec): 3 clusters Score: Raw -7270640.496966 + Penalty 3578.277477 = -7267062.219489 nChanged 3984 SP:Iteration 6F (3652.661109 sec): 3 clusters Score: Raw -7273573.953386 + Penalty 3578.277477 = -7269995.675909 nChanged 3731 SP:Iteration 7F (3652.806714 sec): 3 clusters Score: Raw -7276115.383783 + Penalty 3578.277477 = -7272537.106306 nChanged 2891 SP:Iteration 8Q (3652.960442 sec): 3 clusters Score: Raw -7277552.658868 + Penalty 3578.277477 = -7273974.381390 nChanged 1991 SP:Iteration 9Q (3653.114366 sec): 3 clusters Score: Raw -7278200.863767 + Penalty 3578.277477 = -7274622.586290 nChanged 1221 SP:Iteration 10Q (3653.256066 sec): 3 clusters Score: Raw -7278513.618541 + Penalty 3578.277477 = -7274935.341064 nChanged 924 SP:Iteration 11Q (3653.413873 sec): 3 clusters Score: Raw -7278734.954195 + Penalty 3578.277477 = -7275156.676717 nChanged 838 SP:Iteration 12Q (3653.574013 sec): 3 clusters Score: Raw -7278919.550049 + Penalty 3578.277477 = -7275341.272572 nChanged 734 SP:Iteration 13Q (3653.725246 sec): 3 clusters Score: Raw -7279081.782051 + Penalty 3578.277477 = -7275503.504573 nChanged 693 SP:Iteration 14Q (3653.874956 sec): 3 clusters Score: Raw -7279229.999836 + Penalty 3578.277477 = -7275651.722359 nChanged 671 SP:Iteration 15Q (3654.032048 sec): 3 clusters Score: Raw -7279371.599128 + Penalty 3578.277477 = -7275793.321651 nChanged 665 SP:Iteration 16Q (3654.174590 sec): 3 clusters Score: Raw -7279507.812568 + Penalty 3578.277477 = -7275929.535091 nChanged 671 SP:Iteration 17Q (3654.336931 sec): 3 clusters Score: Raw -7279647.582812 + Penalty 3578.277477 = -7276069.305334 nChanged 645 SP:Iteration 18Q (3654.490510 sec): 3 clusters Score: Raw -7279779.115152 + Penalty 3578.277477 = -7276200.837674 nChanged 649 SP:Iteration 19Q (3654.638206 sec): 3 clusters Score: Raw -7279912.004889 + Penalty 3578.277477 = -7276333.727411 nChanged 639 SP:Iteration 20F (3654.793274 sec): 3 clusters Score: Raw -7280038.386336 + Penalty 3578.277477 = -7276460.108859 nChanged 606 SP:Iteration 21Q (3654.947365 sec): 3 clusters Score: Raw -7280153.795706 + Penalty 3578.277477 = -7276575.518229 nChanged 598 SP:Iteration 22Q (3655.110864 sec): 3 clusters Score: Raw -7280267.722324 + Penalty 3578.277477 = -7276689.444847 nChanged 631 SP:Iteration 23Q (3655.250893 sec): 3 clusters Score: Raw -7280401.942705 + Penalty 3578.277477 = -7276823.665228 nChanged 661 SP:Iteration 24Q (3655.393178 sec): 3 clusters Score: Raw -7280551.899756 + Penalty 3578.277477 = -7276973.622279 nChanged 663 SP:Iteration 25Q (3655.537524 sec): 3 clusters Score: Raw -7280712.182848 + Penalty 3578.277477 = -7277133.905370 nChanged 665 SP:Iteration 26Q (3655.691122 sec): 3 clusters Score: Raw -7280880.041351 + Penalty 3578.277477 = -7277301.763874 nChanged 680 SP:Iteration 27Q (3655.837961 sec): 3 clusters Score: Raw -7281062.213996 + Penalty 3578.277477 = -7277483.936519 nChanged 681 SP:Iteration 28Q (3655.988752 sec): 3 clusters Score: Raw -7281255.170097 + Penalty 3578.277477 = -7277676.892619 nChanged 712 SP:Iteration 29Q (3656.134787 sec): 3 clusters Score: Raw -7281470.178820 + Penalty 3578.277477 = -7277891.901343 nChanged 690 SP:Iteration 30Q (3656.269011 sec): 3 clusters Score: Raw -7281687.877573 + Penalty 3578.277477 = -7278109.600096 nChanged 673 SP:Iteration 31Q (3656.400962 sec): 3 clusters Score: Raw -7281920.396424 + Penalty 3578.277477 = -7278342.118947 nChanged 730 SP:Iteration 32Q (3656.535476 sec): 3 clusters Score: Raw -7282182.231144 + Penalty 3578.277477 = -7278603.953667 nChanged 713 SP:Iteration 33Q (3656.665649 sec): 3 clusters Score: Raw -7282451.895485 + Penalty 3578.277477 = -7278873.618008 nChanged 739 SP:Iteration 34Q (3656.825221 sec): 3 clusters Score: Raw -7282782.698652 + Penalty 3578.277477 = -7279204.421174 nChanged 752 SP:Iteration 35Q (3656.966276 sec): 3 clusters Score: Raw -7283113.987057 + Penalty 3578.277477 = -7279535.709579 nChanged 728 SP:Iteration 36Q (3657.104163 sec): 3 clusters Score: Raw -7283430.177854 + Penalty 3578.277477 = -7279851.900377 nChanged 706 SP:Iteration 37Q (3657.243261 sec): 3 clusters Score: Raw -7283744.082719 + Penalty 3578.277477 = -7280165.805242 nChanged 669 SP:Iteration 38Q (3657.396314 sec): 3 clusters Score: Raw -7284039.102579 + Penalty 3578.277477 = -7280460.825102 nChanged 618 SP:Iteration 39Q (3657.536999 sec): 3 clusters Score: Raw -7284294.524820 + Penalty 3578.277477 = -7280716.247343 nChanged 566 SP:Iteration 40F (3657.680955 sec): 3 clusters Score: Raw -7284529.458912 + Penalty 3578.277477 = -7280951.181435 nChanged 501 SP:Iteration 41Q (3657.831707 sec): 3 clusters Score: Raw -7284707.219355 + Penalty 3578.277477 = -7281128.941878 nChanged 422 SP:Iteration 42Q (3657.971589 sec): 3 clusters Score: Raw -7284830.674569 + Penalty 3578.277477 = -7281252.397092 nChanged 367 SP:Iteration 43Q (3658.107661 sec): 3 clusters Score: Raw -7284928.108228 + Penalty 3578.277477 = -7281349.830751 nChanged 339 SP:Iteration 44Q (3658.266395 sec): 3 clusters Score: Raw -7285013.330660 + Penalty 3578.277477 = -7281435.053183 nChanged 303 SP:Iteration 45Q (3658.394295 sec): 3 clusters Score: Raw -7285081.210197 + Penalty 3578.277477 = -7281502.932720 nChanged 287 SP:Iteration 46Q (3658.528246 sec): 3 clusters Score: Raw -7285139.351263 + Penalty 3578.277477 = -7281561.073786 nChanged 264 SP:Iteration 47Q (3658.691219 sec): 3 clusters Score: Raw -7285188.727137 + Penalty 3578.277477 = -7281610.449660 nChanged 251 SP:Iteration 48Q (3658.827644 sec): 3 clusters Score: Raw -7285235.593159 + Penalty 3578.277477 = -7281657.315682 nChanged 243 SP:Iteration 49Q (3658.967731 sec): 3 clusters Score: Raw -7285282.602157 + Penalty 3578.277477 = -7281704.324679 nChanged 223 SP:Iteration 50Q (3659.105316 sec): 3 clusters Score: Raw -7285321.299424 + Penalty 3578.277477 = -7281743.021947 nChanged 200 SP:Iteration 51Q (3659.235706 sec): 3 clusters Score: Raw -7285352.214528 + Penalty 3578.277477 = -7281773.937051 nChanged 179 SP:Iteration 52Q (3659.381381 sec): 3 clusters Score: Raw -7285379.952516 + Penalty 3578.277477 = -7281801.675038 nChanged 163 SP:Iteration 53Q (3659.518182 sec): 3 clusters Score: Raw -7285403.408929 + Penalty 3578.277477 = -7281825.131452 nChanged 166 SP:Iteration 54Q (3659.661386 sec): 3 clusters Score: Raw -7285427.469532 + Penalty 3578.277477 = -7281849.192055 nChanged 143 SP:Iteration 55Q (3659.806590 sec): 3 clusters Score: Raw -7285446.324487 + Penalty 3578.277477 = -7281868.047010 nChanged 140 SP:Iteration 56Q (3659.950126 sec): 3 clusters Score: Raw -7285464.442478 + Penalty 3578.277477 = -7281886.165001 nChanged 117 SP:Iteration 57Q (3660.075577 sec): 3 clusters Score: Raw -7285479.878823 + Penalty 3578.277477 = -7281901.601346 nChanged 118 SP:Iteration 58Q (3660.220077 sec): 3 clusters Score: Raw -7285495.499631 + Penalty 3578.277477 = -7281917.222154 nChanged 102 SP:Iteration 59Q (3660.351761 sec): 3 clusters Score: Raw -7285507.679920 + Penalty 3578.277477 = -7281929.402443 nChanged 104 SP:Iteration 60F (3660.497239 sec): 3 clusters Score: Raw -7285521.591936 + Penalty 3578.277477 = -7281943.314459 nChanged 108 SP:Iteration 61Q (3660.636538 sec): 3 clusters Score: Raw -7285535.233491 + Penalty 3578.277477 = -7281956.956014 nChanged 108 SP:Iteration 62Q (3660.770961 sec): 3 clusters Score: Raw -7285548.327348 + Penalty 3578.277477 = -7281970.049871 nChanged 98 SP:Iteration 63Q (3660.906415 sec): 3 clusters Score: Raw -7285558.793428 + Penalty 3578.277477 = -7281980.515951 nChanged 93 SP:Iteration 64Q (3661.041846 sec): 3 clusters Score: Raw -7285569.173895 + Penalty 3578.277477 = -7281990.896418 nChanged 79 SP:Iteration 65Q (3661.172226 sec): 3 clusters Score: Raw -7285576.979788 + Penalty 3578.277477 = -7281998.702311 nChanged 54 SP:Iteration 66Q (3661.303149 sec): 3 clusters Score: Raw -7285581.203055 + Penalty 3578.277477 = -7282002.925578 nChanged 45 SP:Iteration 67Q (3661.418651 sec): 3 clusters Score: Raw -7285585.108443 + Penalty 3578.277477 = -7282006.830966 nChanged 38 SP:Iteration 68Q (3661.558892 sec): 3 clusters Score: Raw -7285589.225562 + Penalty 3578.277477 = -7282010.948084 nChanged 46 SP:Iteration 69Q (3661.695566 sec): 3 clusters Score: Raw -7285593.823920 + Penalty 3578.277477 = -7282015.546443 nChanged 43 SP:Iteration 70Q (3661.825660 sec): 3 clusters Score: Raw -7285597.703579 + Penalty 3578.277477 = -7282019.426102 nChanged 36 SP:Iteration 71Q (3661.957903 sec): 3 clusters Score: Raw -7285600.670191 + Penalty 3578.277477 = -7282022.392713 nChanged 38 SP:Iteration 72Q (3662.076833 sec): 3 clusters Score: Raw -7285604.017321 + Penalty 3578.277477 = -7282025.739844 nChanged 31 SP:Iteration 73Q (3662.222377 sec): 3 clusters Score: Raw -7285606.582584 + Penalty 3578.277477 = -7282028.305107 nChanged 30 SP:Iteration 74Q (3662.357582 sec): 3 clusters Score: Raw -7285609.241855 + Penalty 3578.277477 = -7282030.964378 nChanged 38 SP:Iteration 75Q (3662.494011 sec): 3 clusters Score: Raw -7285611.921382 + Penalty 3578.277477 = -7282033.643905 nChanged 36 SP:Iteration 76Q (3662.639628 sec): 3 clusters Score: Raw -7285615.152703 + Penalty 3578.277477 = -7282036.875226 nChanged 36 SP:Iteration 77Q (3662.778861 sec): 3 clusters Score: Raw -7285618.230511 + Penalty 3578.277477 = -7282039.953033 nChanged 35 SP:Iteration 78Q (3662.911766 sec): 3 clusters Score: Raw -7285621.048401 + Penalty 3578.277477 = -7282042.770924 nChanged 36 SP:Iteration 79Q (3663.058494 sec): 3 clusters Score: Raw -7285624.933662 + Penalty 3578.277477 = -7282046.656184 nChanged 38 SP:Iteration 80F (3663.197177 sec): 3 clusters Score: Raw -7285628.662980 + Penalty 3578.277477 = -7282050.385502 nChanged 40 SP:Iteration 81Q (3663.323073 sec): 3 clusters Score: Raw -7285633.425034 + Penalty 3578.277477 = -7282055.147557 nChanged 34 SP:Iteration 82Q (3663.461900 sec): 3 clusters Score: Raw -7285636.263763 + Penalty 3578.277477 = -7282057.986286 nChanged 30 SP:Iteration 83Q (3663.588615 sec): 3 clusters Score: Raw -7285638.282861 + Penalty 3578.277477 = -7282060.005384 nChanged 28 SP:Iteration 84Q (3663.737997 sec): 3 clusters Score: Raw -7285639.864940 + Penalty 3578.277477 = -7282061.587463 nChanged 16 SP:Iteration 85Q (3663.864618 sec): 3 clusters Score: Raw -7285640.752202 + Penalty 3578.277477 = -7282062.474725 nChanged 23 SP:Iteration 86Q (3663.984045 sec): 3 clusters Score: Raw -7285642.139601 + Penalty 3578.277477 = -7282063.862124 nChanged 26 SP:Iteration 87Q (3664.118455 sec): 3 clusters Score: Raw -7285643.817159 + Penalty 3578.277477 = -7282065.539682 nChanged 28 SP:Iteration 88Q (3664.265606 sec): 3 clusters Score: Raw -7285645.760269 + Penalty 3578.277477 = -7282067.482792 nChanged 31 SP:Iteration 89Q (3664.398179 sec): 3 clusters Score: Raw -7285648.101107 + Penalty 3578.277477 = -7282069.823630 nChanged 29 SP:Iteration 90Q (3664.536885 sec): 3 clusters Score: Raw -7285650.228070 + Penalty 3578.277477 = -7282071.950593 nChanged 30 SP:Iteration 91Q (3664.670849 sec): 3 clusters Score: Raw -7285652.273962 + Penalty 3578.277477 = -7282073.996485 nChanged 27 SP:Iteration 92Q (3664.815615 sec): 3 clusters Score: Raw -7285654.120196 + Penalty 3578.277477 = -7282075.842719 nChanged 25 SP:Iteration 93Q (3664.962247 sec): 3 clusters Score: Raw -7285655.715114 + Penalty 3578.277477 = -7282077.437636 nChanged 24 SP:Iteration 94Q (3665.090139 sec): 3 clusters Score: Raw -7285657.563767 + Penalty 3578.277477 = -7282079.286289 nChanged 29 SP:Iteration 95Q (3665.226116 sec): 3 clusters Score: Raw -7285659.683547 + Penalty 3578.277477 = -7282081.406070 nChanged 28 SP:Iteration 96Q (3665.349330 sec): 3 clusters Score: Raw -7285661.814023 + Penalty 3578.277477 = -7282083.536546 nChanged 31 SP:Iteration 97Q (3665.479711 sec): 3 clusters Score: Raw -7285664.743708 + Penalty 3578.277477 = -7282086.466231 nChanged 29 SP:Iteration 98Q (3665.618632 sec): 3 clusters Score: Raw -7285667.565306 + Penalty 3578.277477 = -7282089.287829 nChanged 32 SP:Iteration 99Q (3665.753994 sec): 3 clusters Score: Raw -7285670.980153 + Penalty 3578.277477 = -7282092.702676 nChanged 40 SP:Iteration 100F (3665.902922 sec): 3 clusters Score: Raw -7285674.826846 + Penalty 3578.277477 = -7282096.549369 nChanged 42 SP:Iteration 101Q (3666.049303 sec): 3 clusters Score: Raw -7285679.752546 + Penalty 3578.277477 = -7282101.475069 nChanged 36 SP:Iteration 102Q (3666.175000 sec): 3 clusters Score: Raw -7285682.846617 + Penalty 3578.277477 = -7282104.569140 nChanged 31 SP:Iteration 103Q (3666.317276 sec): 3 clusters Score: Raw -7285685.603400 + Penalty 3578.277477 = -7282107.325922 nChanged 30 SP:Iteration 104Q (3666.454874 sec): 3 clusters Score: Raw -7285688.401443 + Penalty 3578.277477 = -7282110.123966 nChanged 26 SP:Iteration 105Q (3666.590134 sec): 3 clusters Score: Raw -7285690.695757 + Penalty 3578.277477 = -7282112.418280 nChanged 27 SP:Iteration 106Q (3666.720354 sec): 3 clusters Score: Raw -7285693.583377 + Penalty 3578.277477 = -7282115.305900 nChanged 36 SP:Iteration 107Q (3666.861185 sec): 3 clusters Score: Raw -7285697.201205 + Penalty 3578.277477 = -7282118.923728 nChanged 33 SP:Iteration 108Q (3666.995072 sec): 3 clusters Score: Raw -7285700.340610 + Penalty 3578.277477 = -7282122.063133 nChanged 28 SP:Iteration 109Q (3667.135480 sec): 3 clusters Score: Raw -7285703.235230 + Penalty 3578.277477 = -7282124.957753 nChanged 31 SP:Iteration 110Q (3667.277373 sec): 3 clusters Score: Raw -7285707.023836 + Penalty 3578.277477 = -7282128.746359 nChanged 34 SP:Iteration 111Q (3667.410338 sec): 3 clusters Score: Raw -7285710.098299 + Penalty 3578.277477 = -7282131.820822 nChanged 19 SP:Iteration 112Q (3667.554478 sec): 3 clusters Score: Raw -7285712.019410 + Penalty 3578.277477 = -7282133.741933 nChanged 18 SP:Iteration 113Q (3667.684888 sec): 3 clusters Score: Raw -7285713.433579 + Penalty 3578.277477 = -7282135.156102 nChanged 18 SP:Iteration 114Q (3667.821432 sec): 3 clusters Score: Raw -7285714.597082 + Penalty 3578.277477 = -7282136.319605 nChanged 12 SP:Iteration 115Q (3667.947200 sec): 3 clusters Score: Raw -7285715.310022 + Penalty 3578.277477 = -7282137.032545 nChanged 9 SP:Iteration 116Q (3668.066951 sec): 3 clusters Score: Raw -7285715.864418 + Penalty 3578.277477 = -7282137.586941 nChanged 12 SP:Iteration 117Q (3668.203152 sec): 3 clusters Score: Raw -7285716.551152 + Penalty 3578.277477 = -7282138.273675 nChanged 13 SP:Iteration 118Q (3668.319228 sec): 3 clusters Score: Raw -7285717.579690 + Penalty 3578.277477 = -7282139.302212 nChanged 18 SP:Iteration 119Q (3668.442757 sec): 3 clusters Score: Raw -7285718.892026 + Penalty 3578.277477 = -7282140.614549 nChanged 12 SP:Iteration 120F (3668.590505 sec): 3 clusters Score: Raw -7285719.970457 + Penalty 3578.277477 = -7282141.692980 nChanged 19 SP:Iteration 121Q (3668.730537 sec): 3 clusters Score: Raw -7285721.786695 + Penalty 3578.277477 = -7282143.509218 nChanged 14 SP:Iteration 122Q (3668.852448 sec): 3 clusters Score: Raw -7285723.265271 + Penalty 3578.277477 = -7282144.987794 nChanged 17 SP:Iteration 123Q (3669.002285 sec): 3 clusters Score: Raw -7285724.294657 + Penalty 3578.277477 = -7282146.017180 nChanged 10 SP:Iteration 124Q (3669.139012 sec): 3 clusters Score: Raw -7285725.027430 + Penalty 3578.277477 = -7282146.749952 nChanged 15 SP:Iteration 125Q (3669.289994 sec): 3 clusters Score: Raw -7285726.217595 + Penalty 3578.277477 = -7282147.940118 nChanged 12 SP:Iteration 126Q (3669.433693 sec): 3 clusters Score: Raw -7285726.997837 + Penalty 3578.277477 = -7282148.720360 nChanged 11 SP:Iteration 127Q (3669.559523 sec): 3 clusters Score: Raw -7285728.102487 + Penalty 3578.277477 = -7282149.825010 nChanged 15 SP:Iteration 128Q (3669.683723 sec): 3 clusters Score: Raw -7285729.568100 + Penalty 3578.277477 = -7282151.290623 nChanged 16 SP:Iteration 129Q (3669.825424 sec): 3 clusters Score: Raw -7285730.599302 + Penalty 3578.277477 = -7282152.321825 nChanged 10 SP:Iteration 130Q (3669.959224 sec): 3 clusters Score: Raw -7285731.183174 + Penalty 3578.277477 = -7282152.905697 nChanged 8 SP:Iteration 131Q (3670.097802 sec): 3 clusters Score: Raw -7285731.600777 + Penalty 3578.277477 = -7282153.323300 nChanged 8 SP:Iteration 132Q (3670.233038 sec): 3 clusters Score: Raw -7285732.075217 + Penalty 3578.277477 = -7282153.797740 nChanged 10 SP:Iteration 133Q (3670.372749 sec): 3 clusters Score: Raw -7285732.638778 + Penalty 3578.277477 = -7282154.361301 nChanged 6 SP:Iteration 134Q (3670.500108 sec): 3 clusters Score: Raw -7285732.915746 + Penalty 3578.277477 = -7282154.638269 nChanged 5 SP:Iteration 135Q (3670.627094 sec): 3 clusters Score: Raw -7285733.143777 + Penalty 3578.277477 = -7282154.866300 nChanged 4 SP:Iteration 136Q (3670.764258 sec): 3 clusters Score: Raw -7285733.376729 + Penalty 3578.277477 = -7282155.099252 nChanged 6 SP:Iteration 137Q (3670.886286 sec): 3 clusters Score: Raw -7285733.795885 + Penalty 3578.277477 = -7282155.518408 nChanged 10 SP:Iteration 138Q (3671.023279 sec): 3 clusters Score: Raw -7285734.566120 + Penalty 3578.277477 = -7282156.288643 nChanged 9 SP:Iteration 139Q (3671.146270 sec): 3 clusters Score: Raw -7285735.182227 + Penalty 3578.277477 = -7282156.904749 nChanged 11 SP:Iteration 140F (3671.300188 sec): 3 clusters Score: Raw -7285735.924947 + Penalty 3578.277477 = -7282157.647470 nChanged 12 SP:Iteration 141Q (3671.426196 sec): 3 clusters Score: Raw -7285736.755390 + Penalty 3578.277477 = -7282158.477913 nChanged 11 SP:Iteration 142Q (3671.563980 sec): 3 clusters Score: Raw -7285737.454818 + Penalty 3578.277477 = -7282159.177340 nChanged 14 SP:Iteration 143Q (3671.702862 sec): 3 clusters Score: Raw -7285738.175804 + Penalty 3578.277477 = -7282159.898327 nChanged 8 SP:Iteration 144Q (3671.818314 sec): 3 clusters Score: Raw -7285738.782990 + Penalty 3578.277477 = -7282160.505513 nChanged 10 SP:Iteration 145Q (3671.950185 sec): 3 clusters Score: Raw -7285739.652675 + Penalty 3578.277477 = -7282161.375198 nChanged 14 SP:Iteration 146Q (3672.079899 sec): 3 clusters Score: Raw -7285740.657016 + Penalty 3578.277477 = -7282162.379539 nChanged 12 SP:Iteration 147Q (3672.224063 sec): 3 clusters Score: Raw -7285741.525519 + Penalty 3578.277477 = -7282163.248042 nChanged 15 SP:Iteration 148Q (3672.356115 sec): 3 clusters Score: Raw -7285743.113520 + Penalty 3578.277477 = -7282164.836043 nChanged 16 SP:Iteration 149Q (3672.498777 sec): 3 clusters Score: Raw -7285745.231931 + Penalty 3578.277477 = -7282166.954454 nChanged 19 SP:Iteration 150Q (3672.627590 sec): 3 clusters Score: Raw -7285746.741326 + Penalty 3578.277477 = -7282168.463849 nChanged 14 SP:Iteration 151Q (3672.760093 sec): 3 clusters Score: Raw -7285747.886536 + Penalty 3578.277477 = -7282169.609058 nChanged 14 SP:Iteration 152Q (3672.901534 sec): 3 clusters Score: Raw -7285749.110275 + Penalty 3578.277477 = -7282170.832798 nChanged 17 SP:Iteration 153Q (3673.051650 sec): 3 clusters Score: Raw -7285750.610247 + Penalty 3578.277477 = -7282172.332769 nChanged 21 SP:Iteration 154Q (3673.186452 sec): 3 clusters Score: Raw -7285752.760778 + Penalty 3578.277477 = -7282174.483301 nChanged 16 SP:Iteration 155Q (3673.321661 sec): 3 clusters Score: Raw -7285754.351788 + Penalty 3578.277477 = -7282176.074311 nChanged 10 SP:Iteration 156Q (3673.460067 sec): 3 clusters Score: Raw -7285755.193977 + Penalty 3578.277477 = -7282176.916500 nChanged 11 SP:Iteration 157Q (3673.597119 sec): 3 clusters Score: Raw -7285756.025876 + Penalty 3578.277477 = -7282177.748399 nChanged 11 SP:Iteration 158Q (3673.719710 sec): 3 clusters Score: Raw -7285756.831809 + Penalty 3578.277477 = -7282178.554332 nChanged 7 SP:Iteration 159Q (3673.857735 sec): 3 clusters Score: Raw -7285757.466131 + Penalty 3578.277477 = -7282179.188653 nChanged 11 SP:Iteration 160F (3674.011731 sec): 3 clusters Score: Raw -7285758.207287 + Penalty 3578.277477 = -7282179.929810 nChanged 8 SP:Iteration 161Q (3674.158848 sec): 3 clusters Score: Raw -7285758.798453 + Penalty 3578.277477 = -7282180.520976 nChanged 9 SP:Iteration 162Q (3674.294248 sec): 3 clusters Score: Raw -7285759.586334 + Penalty 3578.277477 = -7282181.308857 nChanged 14 SP:Iteration 163Q (3674.412504 sec): 3 clusters Score: Raw -7285761.111448 + Penalty 3578.277477 = -7282182.833971 nChanged 11 SP:Iteration 164Q (3674.545079 sec): 3 clusters Score: Raw -7285762.038717 + Penalty 3578.277477 = -7282183.761240 nChanged 6 SP:Iteration 165Q (3674.682917 sec): 3 clusters Score: Raw -7285762.469080 + Penalty 3578.277477 = -7282184.191603 nChanged 6 SP:Iteration 166Q (3674.814221 sec): 3 clusters Score: Raw -7285762.882192 + Penalty 3578.277477 = -7282184.604714 nChanged 5 SP:Iteration 167Q (3674.945631 sec): 3 clusters Score: Raw -7285763.346794 + Penalty 3578.277477 = -7282185.069317 nChanged 6 SP:Iteration 168Q (3675.079945 sec): 3 clusters Score: Raw -7285763.818306 + Penalty 3578.277477 = -7282185.540829 nChanged 4 SP:Iteration 169Q (3675.206471 sec): 3 clusters Score: Raw -7285764.011578 + Penalty 3578.277477 = -7282185.734101 nChanged 3 SP:Iteration 170Q (3675.343030 sec): 3 clusters Score: Raw -7285764.160229 + Penalty 3578.277477 = -7282185.882752 nChanged 4 SP:Iteration 171Q (3675.462601 sec): 3 clusters Score: Raw -7285764.389663 + Penalty 3578.277477 = -7282186.112186 nChanged 1 SP:Iteration 172Q (3675.578806 sec): 3 clusters Score: Raw -7285764.423205 + Penalty 3578.277477 = -7282186.145728 nChanged 0 SP:Iteration 173F (3675.728712 sec): 3 clusters Score: Raw -7285764.423205 + Penalty 3578.277477 = -7282186.145728 nChanged 0 Iteration 299Q (3679.429508 sec): 31 clusters Score: Raw -42695270.992226 + Penalty 62456.448406 = -42632814.543819 nChanged 2 Iteration 300F (3686.935572 sec): 31 clusters Score: Raw -42695271.047437 + Penalty 62456.448406 = -42632814.599030 nChanged 5 Iteration 301Q (3690.445057 sec): 31 clusters Score: Raw -42695271.154986 + Penalty 62456.448406 = -42632814.706580 nChanged 1 Iteration 302Q (3693.978214 sec): 31 clusters Score: Raw -42695271.162207 + Penalty 62456.448406 = -42632814.713801 nChanged 0 Iteration 303F (3701.507438 sec): 31 clusters Score: Raw -42695271.162207 + Penalty 62456.448406 = -42632814.713801 nChanged 0 Compute initial score before splitting: Score: Raw -42695271.162207 + Penalty 62456.448406 = -42632814.713801 Trying to split cluster 1 (12746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3701.615704 sec): 2 clusters Score: Raw -1545040.929167 + Penalty 1536.108076 = -1543504.821091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3701.684945 sec): 3 clusters Score: Raw -1537664.676077 + Penalty 3072.216152 = -1534592.459925 nChanged 5588 SP:Iteration 1F (3701.751590 sec): 3 clusters Score: Raw -1540769.301619 + Penalty 3072.216152 = -1537697.085467 nChanged 837 SP:Iteration 2F (3701.811670 sec): 3 clusters Score: Raw -1541279.827795 + Penalty 3072.216152 = -1538207.611643 nChanged 881 SP:Iteration 3F (3701.881406 sec): 3 clusters Score: Raw -1541892.147992 + Penalty 3072.216152 = -1538819.931840 nChanged 951 SP:Iteration 4F (3701.936072 sec): 3 clusters Score: Raw -1542653.465780 + Penalty 3072.216152 = -1539581.249628 nChanged 955 SP:Iteration 5F (3702.002737 sec): 3 clusters Score: Raw -1543454.101856 + Penalty 3072.216152 = -1540381.885704 nChanged 860 SP:Iteration 6F (3702.071109 sec): 3 clusters Score: Raw -1544109.235715 + Penalty 3072.216152 = -1541037.019563 nChanged 668 SP:Iteration 7F (3702.130960 sec): 3 clusters Score: Raw -1544605.569120 + Penalty 3072.216152 = -1541533.352968 nChanged 541 SP:Iteration 8Q (3702.199159 sec): 3 clusters Score: Raw -1544894.037800 + Penalty 3072.216152 = -1541821.821648 nChanged 332 SP:Iteration 9Q (3702.269993 sec): 3 clusters Score: Raw -1545044.194584 + Penalty 3072.216152 = -1541971.978432 nChanged 243 SP:Iteration 10Q (3702.337740 sec): 3 clusters Score: Raw -1545131.906312 + Penalty 3072.216152 = -1542059.690160 nChanged 187 SP:Iteration 11Q (3702.416121 sec): 3 clusters Score: Raw -1545194.757368 + Penalty 3072.216152 = -1542122.541216 nChanged 154 SP:Iteration 12Q (3702.486018 sec): 3 clusters Score: Raw -1545249.796060 + Penalty 3072.216152 = -1542177.579908 nChanged 144 SP:Iteration 13Q (3702.539956 sec): 3 clusters Score: Raw -1545293.475739 + Penalty 3072.216152 = -1542221.259586 nChanged 125 SP:Iteration 14Q (3702.611071 sec): 3 clusters Score: Raw -1545326.658647 + Penalty 3072.216152 = -1542254.442495 nChanged 88 SP:Iteration 15Q (3702.672266 sec): 3 clusters Score: Raw -1545347.528349 + Penalty 3072.216152 = -1542275.312197 nChanged 74 SP:Iteration 16Q (3702.744414 sec): 3 clusters Score: Raw -1545362.560842 + Penalty 3072.216152 = -1542290.344690 nChanged 58 SP:Iteration 17Q (3702.798251 sec): 3 clusters Score: Raw -1545374.919431 + Penalty 3072.216152 = -1542302.703279 nChanged 55 SP:Iteration 18Q (3702.871255 sec): 3 clusters Score: Raw -1545386.724679 + Penalty 3072.216152 = -1542314.508527 nChanged 66 SP:Iteration 19Q (3702.941838 sec): 3 clusters Score: Raw -1545398.071873 + Penalty 3072.216152 = -1542325.855720 nChanged 58 SP:Iteration 20F (3703.001828 sec): 3 clusters Score: Raw -1545410.221845 + Penalty 3072.216152 = -1542338.005693 nChanged 55 SP:Iteration 21Q (3703.072333 sec): 3 clusters Score: Raw -1545420.460430 + Penalty 3072.216152 = -1542348.244278 nChanged 47 SP:Iteration 22Q (3703.138261 sec): 3 clusters Score: Raw -1545428.489791 + Penalty 3072.216152 = -1542356.273639 nChanged 45 SP:Iteration 23Q (3703.191961 sec): 3 clusters Score: Raw -1545436.825997 + Penalty 3072.216152 = -1542364.609845 nChanged 47 SP:Iteration 24Q (3703.251014 sec): 3 clusters Score: Raw -1545445.243153 + Penalty 3072.216152 = -1542373.027000 nChanged 50 SP:Iteration 25Q (3703.317327 sec): 3 clusters Score: Raw -1545455.842943 + Penalty 3072.216152 = -1542383.626791 nChanged 50 SP:Iteration 26Q (3703.383306 sec): 3 clusters Score: Raw -1545467.110915 + Penalty 3072.216152 = -1542394.894763 nChanged 43 SP:Iteration 27Q (3703.442857 sec): 3 clusters Score: Raw -1545475.169777 + Penalty 3072.216152 = -1542402.953625 nChanged 43 SP:Iteration 28Q (3703.507491 sec): 3 clusters Score: Raw -1545484.351412 + Penalty 3072.216152 = -1542412.135260 nChanged 52 SP:Iteration 29Q (3703.565049 sec): 3 clusters Score: Raw -1545494.975272 + Penalty 3072.216152 = -1542422.759120 nChanged 38 SP:Iteration 30Q (3703.625104 sec): 3 clusters Score: Raw -1545501.743294 + Penalty 3072.216152 = -1542429.527141 nChanged 29 SP:Iteration 31Q (3703.701589 sec): 3 clusters Score: Raw -1545505.999272 + Penalty 3072.216152 = -1542433.783120 nChanged 32 SP:Iteration 32Q (3703.761970 sec): 3 clusters Score: Raw -1545511.065276 + Penalty 3072.216152 = -1542438.849124 nChanged 25 SP:Iteration 33Q (3703.840980 sec): 3 clusters Score: Raw -1545514.990312 + Penalty 3072.216152 = -1542442.774159 nChanged 18 SP:Iteration 34Q (3703.912402 sec): 3 clusters Score: Raw -1545517.697606 + Penalty 3072.216152 = -1542445.481454 nChanged 15 SP:Iteration 35Q (3703.983140 sec): 3 clusters Score: Raw -1545520.071366 + Penalty 3072.216152 = -1542447.855214 nChanged 13 SP:Iteration 36Q (3704.051700 sec): 3 clusters Score: Raw -1545521.865842 + Penalty 3072.216152 = -1542449.649690 nChanged 13 SP:Iteration 37Q (3704.105941 sec): 3 clusters Score: Raw -1545523.358206 + Penalty 3072.216152 = -1542451.142054 nChanged 11 SP:Iteration 38Q (3704.177026 sec): 3 clusters Score: Raw -1545524.959471 + Penalty 3072.216152 = -1542452.743319 nChanged 9 SP:Iteration 39Q (3704.242352 sec): 3 clusters Score: Raw -1545526.001437 + Penalty 3072.216152 = -1542453.785285 nChanged 9 SP:Iteration 40F (3704.303240 sec): 3 clusters Score: Raw -1545527.107416 + Penalty 3072.216152 = -1542454.891264 nChanged 10 SP:Iteration 41Q (3704.371113 sec): 3 clusters Score: Raw -1545528.051554 + Penalty 3072.216152 = -1542455.835402 nChanged 6 SP:Iteration 42Q (3704.446746 sec): 3 clusters Score: Raw -1545528.652314 + Penalty 3072.216152 = -1542456.436162 nChanged 9 SP:Iteration 43Q (3704.521147 sec): 3 clusters Score: Raw -1545529.613843 + Penalty 3072.216152 = -1542457.397691 nChanged 6 SP:Iteration 44Q (3704.590265 sec): 3 clusters Score: Raw -1545530.347268 + Penalty 3072.216152 = -1542458.131116 nChanged 6 SP:Iteration 45Q (3704.657223 sec): 3 clusters Score: Raw -1545530.892177 + Penalty 3072.216152 = -1542458.676025 nChanged 5 SP:Iteration 46Q (3704.729548 sec): 3 clusters Score: Raw -1545531.312109 + Penalty 3072.216152 = -1542459.095957 nChanged 4 SP:Iteration 47Q (3704.795581 sec): 3 clusters Score: Raw -1545531.555326 + Penalty 3072.216152 = -1542459.339174 nChanged 3 SP:Iteration 48Q (3704.865987 sec): 3 clusters Score: Raw -1545531.853758 + Penalty 3072.216152 = -1542459.637606 nChanged 2 SP:Iteration 49Q (3704.925107 sec): 3 clusters Score: Raw -1545532.036263 + Penalty 3072.216152 = -1542459.820111 nChanged 2 SP:Iteration 50Q (3704.994454 sec): 3 clusters Score: Raw -1545532.266542 + Penalty 3072.216152 = -1542460.050390 nChanged 3 SP:Iteration 51Q (3705.070027 sec): 3 clusters Score: Raw -1545532.569133 + Penalty 3072.216152 = -1542460.352981 nChanged 1 SP:Iteration 52Q (3705.140250 sec): 3 clusters Score: Raw -1545532.606345 + Penalty 3072.216152 = -1542460.390192 nChanged 1 SP:Iteration 53Q (3705.203838 sec): 3 clusters Score: Raw -1545532.692897 + Penalty 3072.216152 = -1542460.476744 nChanged 3 SP:Iteration 54Q (3705.261765 sec): 3 clusters Score: Raw -1545533.003339 + Penalty 3072.216152 = -1542460.787187 nChanged 4 SP:Iteration 55Q (3705.324681 sec): 3 clusters Score: Raw -1545533.707104 + Penalty 3072.216152 = -1542461.490952 nChanged 6 SP:Iteration 56Q (3705.399674 sec): 3 clusters Score: Raw -1545534.462045 + Penalty 3072.216152 = -1542462.245893 nChanged 8 SP:Iteration 57Q (3705.462093 sec): 3 clusters Score: Raw -1545535.570049 + Penalty 3072.216152 = -1542463.353897 nChanged 14 SP:Iteration 58Q (3705.523090 sec): 3 clusters Score: Raw -1545537.747750 + Penalty 3072.216152 = -1542465.531597 nChanged 15 SP:Iteration 59Q (3705.574590 sec): 3 clusters Score: Raw -1545540.089266 + Penalty 3072.216152 = -1542467.873114 nChanged 15 SP:Iteration 60F (3705.647665 sec): 3 clusters Score: Raw -1545542.044684 + Penalty 3072.216152 = -1542469.828532 nChanged 20 SP:Iteration 61Q (3705.704174 sec): 3 clusters Score: Raw -1545545.006167 + Penalty 3072.216152 = -1542472.790014 nChanged 21 SP:Iteration 62Q (3705.771818 sec): 3 clusters Score: Raw -1545547.524722 + Penalty 3072.216152 = -1542475.308570 nChanged 14 SP:Iteration 63Q (3705.836708 sec): 3 clusters Score: Raw -1545549.156603 + Penalty 3072.216152 = -1542476.940451 nChanged 14 SP:Iteration 64Q (3705.907139 sec): 3 clusters Score: Raw -1545551.605043 + Penalty 3072.216152 = -1542479.388891 nChanged 15 SP:Iteration 65Q (3705.971876 sec): 3 clusters Score: Raw -1545554.271660 + Penalty 3072.216152 = -1542482.055508 nChanged 14 SP:Iteration 66Q (3706.036502 sec): 3 clusters Score: Raw -1545556.616303 + Penalty 3072.216152 = -1542484.400151 nChanged 14 SP:Iteration 67Q (3706.099058 sec): 3 clusters Score: Raw -1545559.397213 + Penalty 3072.216152 = -1542487.181061 nChanged 12 SP:Iteration 68Q (3706.169398 sec): 3 clusters Score: Raw -1545560.644974 + Penalty 3072.216152 = -1542488.428822 nChanged 7 SP:Iteration 69Q (3706.227522 sec): 3 clusters Score: Raw -1545561.652510 + Penalty 3072.216152 = -1542489.436358 nChanged 6 SP:Iteration 70Q (3706.298056 sec): 3 clusters Score: Raw -1545562.719935 + Penalty 3072.216152 = -1542490.503783 nChanged 11 SP:Iteration 71Q (3706.364362 sec): 3 clusters Score: Raw -1545564.093600 + Penalty 3072.216152 = -1542491.877448 nChanged 7 SP:Iteration 72Q (3706.424210 sec): 3 clusters Score: Raw -1545565.240600 + Penalty 3072.216152 = -1542493.024448 nChanged 10 SP:Iteration 73Q (3706.491692 sec): 3 clusters Score: Raw -1545566.378284 + Penalty 3072.216152 = -1542494.162132 nChanged 6 SP:Iteration 74Q (3706.556921 sec): 3 clusters Score: Raw -1545567.084490 + Penalty 3072.216152 = -1542494.868338 nChanged 4 SP:Iteration 75Q (3706.627594 sec): 3 clusters Score: Raw -1545567.381533 + Penalty 3072.216152 = -1542495.165381 nChanged 2 SP:Iteration 76Q (3706.693965 sec): 3 clusters Score: Raw -1545567.565233 + Penalty 3072.216152 = -1542495.349081 nChanged 3 SP:Iteration 77Q (3706.753772 sec): 3 clusters Score: Raw -1545567.927950 + Penalty 3072.216152 = -1542495.711798 nChanged 1 SP:Iteration 78Q (3706.830502 sec): 3 clusters Score: Raw -1545568.005940 + Penalty 3072.216152 = -1542495.789787 nChanged 0 SP:Iteration 79F (3706.894985 sec): 3 clusters Score: Raw -1545568.005940 + Penalty 3072.216152 = -1542495.789787 nChanged 0 Trying to split cluster 2 (48071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3706.983993 sec): 2 clusters Score: Raw -5554107.231649 + Penalty 1751.820584 = -5552355.411065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3707.104697 sec): 3 clusters Score: Raw -5523523.757237 + Penalty 3503.641168 = -5520020.116069 nChanged 22619 SP:Iteration 1F (3707.240488 sec): 3 clusters Score: Raw -5536665.305991 + Penalty 3503.641168 = -5533161.664823 nChanged 2343 SP:Iteration 2Q (3707.358426 sec): 3 clusters Score: Raw -5537706.583945 + Penalty 3503.641168 = -5534202.942777 nChanged 2596 SP:Iteration 3F (3707.486230 sec): 3 clusters Score: Raw -5539030.977312 + Penalty 3503.641168 = -5535527.336144 nChanged 2783 SP:Iteration 4F (3707.606489 sec): 3 clusters Score: Raw -5540688.724889 + Penalty 3503.641168 = -5537185.083721 nChanged 2990 SP:Iteration 5F (3707.745038 sec): 3 clusters Score: Raw -5542735.565759 + Penalty 3503.641168 = -5539231.924590 nChanged 3248 SP:Iteration 6F (3707.849518 sec): 3 clusters Score: Raw -5545167.095273 + Penalty 3503.641168 = -5541663.454105 nChanged 3110 SP:Iteration 7F (3707.983003 sec): 3 clusters Score: Raw -5547444.209708 + Penalty 3503.641168 = -5543940.568540 nChanged 2540 SP:Iteration 8F (3708.097343 sec): 3 clusters Score: Raw -5548877.170313 + Penalty 3503.641168 = -5545373.529145 nChanged 1724 SP:Iteration 9Q (3708.236917 sec): 3 clusters Score: Raw -5549544.253974 + Penalty 3503.641168 = -5546040.612806 nChanged 1158 SP:Iteration 10Q (3708.370117 sec): 3 clusters Score: Raw -5549912.317808 + Penalty 3503.641168 = -5546408.676640 nChanged 898 SP:Iteration 11Q (3708.485823 sec): 3 clusters Score: Raw -5550204.495728 + Penalty 3503.641168 = -5546700.854560 nChanged 764 SP:Iteration 12Q (3708.628336 sec): 3 clusters Score: Raw -5550449.077020 + Penalty 3503.641168 = -5546945.435852 nChanged 715 SP:Iteration 13Q (3708.744665 sec): 3 clusters Score: Raw -5550674.645965 + Penalty 3503.641168 = -5547171.004797 nChanged 644 SP:Iteration 14Q (3708.872651 sec): 3 clusters Score: Raw -5550866.795734 + Penalty 3503.641168 = -5547363.154566 nChanged 606 SP:Iteration 15Q (3708.995799 sec): 3 clusters Score: Raw -5551052.638500 + Penalty 3503.641168 = -5547548.997332 nChanged 599 SP:Iteration 16Q (3709.128106 sec): 3 clusters Score: Raw -5551243.630326 + Penalty 3503.641168 = -5547739.989157 nChanged 579 SP:Iteration 17Q (3709.250766 sec): 3 clusters Score: Raw -5551430.375376 + Penalty 3503.641168 = -5547926.734208 nChanged 555 SP:Iteration 18Q (3709.381819 sec): 3 clusters Score: Raw -5551604.692484 + Penalty 3503.641168 = -5548101.051316 nChanged 518 SP:Iteration 19Q (3709.506399 sec): 3 clusters Score: Raw -5551763.986068 + Penalty 3503.641168 = -5548260.344900 nChanged 482 SP:Iteration 20F (3709.620995 sec): 3 clusters Score: Raw -5551899.237383 + Penalty 3503.641168 = -5548395.596215 nChanged 472 SP:Iteration 21Q (3709.743749 sec): 3 clusters Score: Raw -5552018.169072 + Penalty 3503.641168 = -5548514.527904 nChanged 415 SP:Iteration 22Q (3709.865452 sec): 3 clusters Score: Raw -5552102.895786 + Penalty 3503.641168 = -5548599.254618 nChanged 363 SP:Iteration 23Q (3709.988743 sec): 3 clusters Score: Raw -5552167.854910 + Penalty 3503.641168 = -5548664.213741 nChanged 335 SP:Iteration 24Q (3710.110050 sec): 3 clusters Score: Raw -5552222.976928 + Penalty 3503.641168 = -5548719.335760 nChanged 306 SP:Iteration 25Q (3710.238785 sec): 3 clusters Score: Raw -5552271.107408 + Penalty 3503.641168 = -5548767.466240 nChanged 329 SP:Iteration 26Q (3710.352665 sec): 3 clusters Score: Raw -5552326.312961 + Penalty 3503.641168 = -5548822.671793 nChanged 318 SP:Iteration 27Q (3710.484643 sec): 3 clusters Score: Raw -5552380.034091 + Penalty 3503.641168 = -5548876.392923 nChanged 306 SP:Iteration 28Q (3710.605769 sec): 3 clusters Score: Raw -5552431.584645 + Penalty 3503.641168 = -5548927.943477 nChanged 292 SP:Iteration 29Q (3710.728107 sec): 3 clusters Score: Raw -5552479.716471 + Penalty 3503.641168 = -5548976.075302 nChanged 320 SP:Iteration 30Q (3710.865934 sec): 3 clusters Score: Raw -5552536.004591 + Penalty 3503.641168 = -5549032.363423 nChanged 325 SP:Iteration 31Q (3710.979294 sec): 3 clusters Score: Raw -5552596.308437 + Penalty 3503.641168 = -5549092.667268 nChanged 333 SP:Iteration 32Q (3711.100254 sec): 3 clusters Score: Raw -5552661.016260 + Penalty 3503.641168 = -5549157.375092 nChanged 350 SP:Iteration 33Q (3711.216497 sec): 3 clusters Score: Raw -5552733.795492 + Penalty 3503.641168 = -5549230.154324 nChanged 331 SP:Iteration 34Q (3711.334084 sec): 3 clusters Score: Raw -5552802.431857 + Penalty 3503.641168 = -5549298.790689 nChanged 313 SP:Iteration 35Q (3711.454675 sec): 3 clusters Score: Raw -5552867.775258 + Penalty 3503.641168 = -5549364.134089 nChanged 300 SP:Iteration 36Q (3711.569940 sec): 3 clusters Score: Raw -5552934.163015 + Penalty 3503.641168 = -5549430.521847 nChanged 289 SP:Iteration 37Q (3711.696874 sec): 3 clusters Score: Raw -5552997.607838 + Penalty 3503.641168 = -5549493.966670 nChanged 263 SP:Iteration 38Q (3711.809012 sec): 3 clusters Score: Raw -5553055.336466 + Penalty 3503.641168 = -5549551.695297 nChanged 256 SP:Iteration 39Q (3711.921141 sec): 3 clusters Score: Raw -5553107.420969 + Penalty 3503.641168 = -5549603.779800 nChanged 249 SP:Iteration 40F (3712.050856 sec): 3 clusters Score: Raw -5553161.991215 + Penalty 3503.641168 = -5549658.350047 nChanged 280 SP:Iteration 41Q (3712.173652 sec): 3 clusters Score: Raw -5553232.822627 + Penalty 3503.641168 = -5549729.181459 nChanged 274 SP:Iteration 42Q (3712.305675 sec): 3 clusters Score: Raw -5553311.673649 + Penalty 3503.641168 = -5549808.032481 nChanged 291 SP:Iteration 43Q (3712.426857 sec): 3 clusters Score: Raw -5553391.405944 + Penalty 3503.641168 = -5549887.764775 nChanged 289 SP:Iteration 44Q (3712.530699 sec): 3 clusters Score: Raw -5553480.282387 + Penalty 3503.641168 = -5549976.641218 nChanged 286 SP:Iteration 45Q (3712.656933 sec): 3 clusters Score: Raw -5553578.127661 + Penalty 3503.641168 = -5550074.486493 nChanged 281 SP:Iteration 46Q (3712.766010 sec): 3 clusters Score: Raw -5553671.808301 + Penalty 3503.641168 = -5550168.167132 nChanged 281 SP:Iteration 47Q (3712.884900 sec): 3 clusters Score: Raw -5553770.356997 + Penalty 3503.641168 = -5550266.715828 nChanged 259 SP:Iteration 48Q (3713.000674 sec): 3 clusters Score: Raw -5553850.604614 + Penalty 3503.641168 = -5550346.963446 nChanged 252 SP:Iteration 49Q (3713.113705 sec): 3 clusters Score: Raw -5553922.462833 + Penalty 3503.641168 = -5550418.821665 nChanged 256 SP:Iteration 50Q (3713.228416 sec): 3 clusters Score: Raw -5554003.900921 + Penalty 3503.641168 = -5550500.259753 nChanged 241 SP:Iteration 51Q (3713.347924 sec): 3 clusters Score: Raw -5554082.779795 + Penalty 3503.641168 = -5550579.138626 nChanged 209 SP:Iteration 52Q (3713.457582 sec): 3 clusters Score: Raw -5554148.111133 + Penalty 3503.641168 = -5550644.469965 nChanged 201 SP:Iteration 53Q (3713.576025 sec): 3 clusters Score: Raw -5554205.304157 + Penalty 3503.641168 = -5550701.662989 nChanged 179 SP:Iteration 54Q (3713.684363 sec): 3 clusters Score: Raw -5554248.798678 + Penalty 3503.641168 = -5550745.157510 nChanged 146 SP:Iteration 55Q (3713.807201 sec): 3 clusters Score: Raw -5554282.979136 + Penalty 3503.641168 = -5550779.337968 nChanged 134 SP:Iteration 56Q (3713.926516 sec): 3 clusters Score: Raw -5554313.652008 + Penalty 3503.641168 = -5550810.010840 nChanged 121 SP:Iteration 57Q (3714.038673 sec): 3 clusters Score: Raw -5554344.836009 + Penalty 3503.641168 = -5550841.194841 nChanged 133 SP:Iteration 58Q (3714.158961 sec): 3 clusters Score: Raw -5554372.509341 + Penalty 3503.641168 = -5550868.868173 nChanged 115 SP:Iteration 59Q (3714.276818 sec): 3 clusters Score: Raw -5554393.766652 + Penalty 3503.641168 = -5550890.125484 nChanged 89 SP:Iteration 60F (3714.410828 sec): 3 clusters Score: Raw -5554408.299223 + Penalty 3503.641168 = -5550904.658055 nChanged 81 SP:Iteration 61Q (3714.541846 sec): 3 clusters Score: Raw -5554420.885995 + Penalty 3503.641168 = -5550917.244827 nChanged 81 SP:Iteration 62Q (3714.651979 sec): 3 clusters Score: Raw -5554433.799099 + Penalty 3503.641168 = -5550930.157931 nChanged 61 SP:Iteration 63Q (3714.782374 sec): 3 clusters Score: Raw -5554442.414576 + Penalty 3503.641168 = -5550938.773407 nChanged 57 SP:Iteration 64Q (3714.899284 sec): 3 clusters Score: Raw -5554451.532713 + Penalty 3503.641168 = -5550947.891545 nChanged 59 SP:Iteration 65Q (3715.012074 sec): 3 clusters Score: Raw -5554460.670188 + Penalty 3503.641168 = -5550957.029020 nChanged 48 SP:Iteration 66Q (3715.128168 sec): 3 clusters Score: Raw -5554466.292121 + Penalty 3503.641168 = -5550962.650953 nChanged 44 SP:Iteration 67Q (3715.248039 sec): 3 clusters Score: Raw -5554471.975395 + Penalty 3503.641168 = -5550968.334227 nChanged 44 SP:Iteration 68Q (3715.363285 sec): 3 clusters Score: Raw -5554478.685694 + Penalty 3503.641168 = -5550975.044526 nChanged 49 SP:Iteration 69Q (3715.473101 sec): 3 clusters Score: Raw -5554485.631606 + Penalty 3503.641168 = -5550981.990438 nChanged 48 SP:Iteration 70Q (3715.584121 sec): 3 clusters Score: Raw -5554492.482633 + Penalty 3503.641168 = -5550988.841465 nChanged 42 SP:Iteration 71Q (3715.708531 sec): 3 clusters Score: Raw -5554497.124141 + Penalty 3503.641168 = -5550993.482973 nChanged 34 SP:Iteration 72Q (3715.806320 sec): 3 clusters Score: Raw -5554501.488893 + Penalty 3503.641168 = -5550997.847725 nChanged 38 SP:Iteration 73Q (3715.929504 sec): 3 clusters Score: Raw -5554506.028088 + Penalty 3503.641168 = -5551002.386920 nChanged 40 SP:Iteration 74Q (3716.051139 sec): 3 clusters Score: Raw -5554511.664912 + Penalty 3503.641168 = -5551008.023744 nChanged 43 SP:Iteration 75Q (3716.162047 sec): 3 clusters Score: Raw -5554517.294087 + Penalty 3503.641168 = -5551013.652919 nChanged 35 SP:Iteration 76Q (3716.265117 sec): 3 clusters Score: Raw -5554522.173181 + Penalty 3503.641168 = -5551018.532013 nChanged 48 SP:Iteration 77Q (3716.388587 sec): 3 clusters Score: Raw -5554527.738629 + Penalty 3503.641168 = -5551024.097461 nChanged 40 SP:Iteration 78Q (3716.495890 sec): 3 clusters Score: Raw -5554532.983260 + Penalty 3503.641168 = -5551029.342091 nChanged 43 SP:Iteration 79Q (3716.601884 sec): 3 clusters Score: Raw -5554538.366266 + Penalty 3503.641168 = -5551034.725098 nChanged 31 SP:Iteration 80F (3716.725599 sec): 3 clusters Score: Raw -5554542.090064 + Penalty 3503.641168 = -5551038.448896 nChanged 31 SP:Iteration 81Q (3716.839381 sec): 3 clusters Score: Raw -5554546.020262 + Penalty 3503.641168 = -5551042.379093 nChanged 30 SP:Iteration 82Q (3716.965916 sec): 3 clusters Score: Raw -5554550.083672 + Penalty 3503.641168 = -5551046.442503 nChanged 30 SP:Iteration 83Q (3717.077929 sec): 3 clusters Score: Raw -5554553.243273 + Penalty 3503.641168 = -5551049.602105 nChanged 27 SP:Iteration 84Q (3717.195836 sec): 3 clusters Score: Raw -5554556.023207 + Penalty 3503.641168 = -5551052.382039 nChanged 22 SP:Iteration 85Q (3717.310328 sec): 3 clusters Score: Raw -5554558.354635 + Penalty 3503.641168 = -5551054.713467 nChanged 16 SP:Iteration 86Q (3717.410963 sec): 3 clusters Score: Raw -5554560.599582 + Penalty 3503.641168 = -5551056.958414 nChanged 17 SP:Iteration 87Q (3717.531301 sec): 3 clusters Score: Raw -5554562.549448 + Penalty 3503.641168 = -5551058.908280 nChanged 17 SP:Iteration 88Q (3717.634380 sec): 3 clusters Score: Raw -5554564.630760 + Penalty 3503.641168 = -5551060.989592 nChanged 20 SP:Iteration 89Q (3717.761644 sec): 3 clusters Score: Raw -5554566.574500 + Penalty 3503.641168 = -5551062.933332 nChanged 20 SP:Iteration 90Q (3717.872587 sec): 3 clusters Score: Raw -5554568.867650 + Penalty 3503.641168 = -5551065.226482 nChanged 21 SP:Iteration 91Q (3717.988126 sec): 3 clusters Score: Raw -5554571.167431 + Penalty 3503.641168 = -5551067.526262 nChanged 19 SP:Iteration 92Q (3718.107329 sec): 3 clusters Score: Raw -5554572.846662 + Penalty 3503.641168 = -5551069.205494 nChanged 16 SP:Iteration 93Q (3718.218908 sec): 3 clusters Score: Raw -5554574.680892 + Penalty 3503.641168 = -5551071.039723 nChanged 17 SP:Iteration 94Q (3718.334072 sec): 3 clusters Score: Raw -5554576.496284 + Penalty 3503.641168 = -5551072.855116 nChanged 14 SP:Iteration 95Q (3718.456218 sec): 3 clusters Score: Raw -5554577.575213 + Penalty 3503.641168 = -5551073.934045 nChanged 9 SP:Iteration 96Q (3718.562174 sec): 3 clusters Score: Raw -5554578.284950 + Penalty 3503.641168 = -5551074.643782 nChanged 8 SP:Iteration 97Q (3718.696552 sec): 3 clusters Score: Raw -5554579.070995 + Penalty 3503.641168 = -5551075.429826 nChanged 7 SP:Iteration 98Q (3718.812060 sec): 3 clusters Score: Raw -5554579.796182 + Penalty 3503.641168 = -5551076.155014 nChanged 9 SP:Iteration 99Q (3718.922028 sec): 3 clusters Score: Raw -5554580.625790 + Penalty 3503.641168 = -5551076.984622 nChanged 8 SP:Iteration 100F (3719.042619 sec): 3 clusters Score: Raw -5554581.585614 + Penalty 3503.641168 = -5551077.944446 nChanged 11 SP:Iteration 101Q (3719.152105 sec): 3 clusters Score: Raw -5554582.260040 + Penalty 3503.641168 = -5551078.618872 nChanged 8 SP:Iteration 102Q (3719.279958 sec): 3 clusters Score: Raw -5554582.890707 + Penalty 3503.641168 = -5551079.249539 nChanged 9 SP:Iteration 103Q (3719.394534 sec): 3 clusters Score: Raw -5554583.757160 + Penalty 3503.641168 = -5551080.115992 nChanged 9 SP:Iteration 104Q (3719.497149 sec): 3 clusters Score: Raw -5554584.587181 + Penalty 3503.641168 = -5551080.946013 nChanged 7 SP:Iteration 105Q (3719.617343 sec): 3 clusters Score: Raw -5554585.101772 + Penalty 3503.641168 = -5551081.460603 nChanged 7 SP:Iteration 106Q (3719.735024 sec): 3 clusters Score: Raw -5554585.544519 + Penalty 3503.641168 = -5551081.903351 nChanged 10 SP:Iteration 107Q (3719.858572 sec): 3 clusters Score: Raw -5554586.047915 + Penalty 3503.641168 = -5551082.406747 nChanged 2 SP:Iteration 108Q (3719.965359 sec): 3 clusters Score: Raw -5554586.309512 + Penalty 3503.641168 = -5551082.668344 nChanged 1 SP:Iteration 109Q (3720.095007 sec): 3 clusters Score: Raw -5554586.340935 + Penalty 3503.641168 = -5551082.699767 nChanged 0 SP:Iteration 110F (3720.225060 sec): 3 clusters Score: Raw -5554586.340935 + Penalty 3503.641168 = -5551082.699767 nChanged 0 Trying to split cluster 3 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3720.251513 sec): 2 clusters Score: Raw -46020.862326 + Penalty 980.376511 = -45040.485815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3720.299618 sec): 3 clusters Score: Raw -46011.950274 + Penalty 1960.753022 = -44051.197252 nChanged 92 SP:Iteration 1F (3720.347748 sec): 3 clusters Score: Raw -46185.511283 + Penalty 1960.753022 = -44224.758261 nChanged 33 SP:Iteration 2F (3720.388230 sec): 3 clusters Score: Raw -46243.733261 + Penalty 1960.753022 = -44282.980239 nChanged 8 SP:Iteration 3Q (3720.435246 sec): 3 clusters Score: Raw -46272.837378 + Penalty 1960.753022 = -44312.084356 nChanged 6 SP:Iteration 4Q (3720.476690 sec): 3 clusters Score: Raw -46287.689709 + Penalty 1960.753022 = -44326.936687 nChanged 3 SP:Iteration 5Q (3720.509718 sec): 3 clusters Score: Raw -46294.333240 + Penalty 1960.753022 = -44333.580218 nChanged 4 SP:Iteration 6Q (3720.555674 sec): 3 clusters Score: Raw -46302.762190 + Penalty 1960.753022 = -44342.009168 nChanged 3 SP:Iteration 7Q (3720.600150 sec): 3 clusters Score: Raw -46308.167332 + Penalty 1960.753022 = -44347.414310 nChanged 2 SP:Iteration 8Q (3720.636081 sec): 3 clusters Score: Raw -46335.484236 + Penalty 1960.753022 = -44374.731214 nChanged 4 SP:Iteration 9Q (3720.672602 sec): 3 clusters Score: Raw -46342.520831 + Penalty 1960.753022 = -44381.767809 nChanged 2 SP:Iteration 10Q (3720.714434 sec): 3 clusters Score: Raw -46349.204214 + Penalty 1960.753022 = -44388.451192 nChanged 1 SP:Iteration 11Q (3720.758237 sec): 3 clusters Score: Raw -46349.871483 + Penalty 1960.753022 = -44389.118461 nChanged 0 SP:Iteration 12F (3720.802935 sec): 3 clusters Score: Raw -46349.871483 + Penalty 1960.753022 = -44389.118461 nChanged 0 Trying to split cluster 4 (11967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3720.831954 sec): 2 clusters Score: Raw -1471047.057837 + Penalty 1525.860073 = -1469521.197764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3720.903834 sec): 3 clusters Score: Raw -1464088.315266 + Penalty 3051.720146 = -1461036.595120 nChanged 5225 SP:Iteration 1F (3720.962734 sec): 3 clusters Score: Raw -1466993.496775 + Penalty 3051.720146 = -1463941.776629 nChanged 724 SP:Iteration 2F (3721.038961 sec): 3 clusters Score: Raw -1467318.383431 + Penalty 3051.720146 = -1464266.663286 nChanged 650 SP:Iteration 3F (3721.093785 sec): 3 clusters Score: Raw -1467598.668285 + Penalty 3051.720146 = -1464546.948140 nChanged 591 SP:Iteration 4Q (3721.170729 sec): 3 clusters Score: Raw -1467863.828406 + Penalty 3051.720146 = -1464812.108261 nChanged 539 SP:Iteration 5Q (3721.222963 sec): 3 clusters Score: Raw -1468108.716065 + Penalty 3051.720146 = -1465056.995919 nChanged 514 SP:Iteration 6Q (3721.297503 sec): 3 clusters Score: Raw -1468355.414717 + Penalty 3051.720146 = -1465303.694571 nChanged 474 SP:Iteration 7Q (3721.362922 sec): 3 clusters Score: Raw -1468611.568845 + Penalty 3051.720146 = -1465559.848700 nChanged 507 SP:Iteration 8Q (3721.421784 sec): 3 clusters Score: Raw -1468903.784318 + Penalty 3051.720146 = -1465852.064172 nChanged 482 SP:Iteration 9Q (3721.488821 sec): 3 clusters Score: Raw -1469164.608798 + Penalty 3051.720146 = -1466112.888652 nChanged 454 SP:Iteration 10Q (3721.556546 sec): 3 clusters Score: Raw -1469440.142096 + Penalty 3051.720146 = -1466388.421950 nChanged 421 SP:Iteration 11Q (3721.623192 sec): 3 clusters Score: Raw -1469639.291936 + Penalty 3051.720146 = -1466587.571790 nChanged 324 SP:Iteration 12Q (3721.681862 sec): 3 clusters Score: Raw -1469770.060464 + Penalty 3051.720146 = -1466718.340319 nChanged 256 SP:Iteration 13Q (3721.741183 sec): 3 clusters Score: Raw -1469849.758050 + Penalty 3051.720146 = -1466798.037904 nChanged 176 SP:Iteration 14Q (3721.812795 sec): 3 clusters Score: Raw -1469896.940146 + Penalty 3051.720146 = -1466845.220000 nChanged 132 SP:Iteration 15Q (3721.859912 sec): 3 clusters Score: Raw -1469935.233625 + Penalty 3051.720146 = -1466883.513479 nChanged 130 SP:Iteration 16Q (3721.928283 sec): 3 clusters Score: Raw -1469968.754092 + Penalty 3051.720146 = -1466917.033946 nChanged 109 SP:Iteration 17Q (3721.988790 sec): 3 clusters Score: Raw -1469996.238695 + Penalty 3051.720146 = -1466944.518549 nChanged 92 SP:Iteration 18Q (3722.050982 sec): 3 clusters Score: Raw -1470022.335049 + Penalty 3051.720146 = -1466970.614903 nChanged 94 SP:Iteration 19Q (3722.124467 sec): 3 clusters Score: Raw -1470047.286055 + Penalty 3051.720146 = -1466995.565909 nChanged 93 SP:Iteration 20F (3722.177389 sec): 3 clusters Score: Raw -1470073.425328 + Penalty 3051.720146 = -1467021.705183 nChanged 104 SP:Iteration 21Q (3722.242886 sec): 3 clusters Score: Raw -1470100.589131 + Penalty 3051.720146 = -1467048.868985 nChanged 87 SP:Iteration 22Q (3722.305309 sec): 3 clusters Score: Raw -1470121.598390 + Penalty 3051.720146 = -1467069.878244 nChanged 104 SP:Iteration 23Q (3722.370678 sec): 3 clusters Score: Raw -1470149.999175 + Penalty 3051.720146 = -1467098.279030 nChanged 102 SP:Iteration 24Q (3722.426156 sec): 3 clusters Score: Raw -1470173.972881 + Penalty 3051.720146 = -1467122.252736 nChanged 84 SP:Iteration 25Q (3722.491844 sec): 3 clusters Score: Raw -1470191.943565 + Penalty 3051.720146 = -1467140.223419 nChanged 85 SP:Iteration 26Q (3722.558234 sec): 3 clusters Score: Raw -1470214.384612 + Penalty 3051.720146 = -1467162.664466 nChanged 104 SP:Iteration 27Q (3722.624904 sec): 3 clusters Score: Raw -1470243.256907 + Penalty 3051.720146 = -1467191.536761 nChanged 102 SP:Iteration 28Q (3722.688210 sec): 3 clusters Score: Raw -1470272.000269 + Penalty 3051.720146 = -1467220.280123 nChanged 113 SP:Iteration 29Q (3722.737688 sec): 3 clusters Score: Raw -1470303.703109 + Penalty 3051.720146 = -1467251.982963 nChanged 117 SP:Iteration 30Q (3722.808466 sec): 3 clusters Score: Raw -1470340.536485 + Penalty 3051.720146 = -1467288.816339 nChanged 116 SP:Iteration 31Q (3722.868038 sec): 3 clusters Score: Raw -1470381.069891 + Penalty 3051.720146 = -1467329.349745 nChanged 143 SP:Iteration 32Q (3722.930618 sec): 3 clusters Score: Raw -1470437.219667 + Penalty 3051.720146 = -1467385.499521 nChanged 157 SP:Iteration 33Q (3722.990556 sec): 3 clusters Score: Raw -1470499.273802 + Penalty 3051.720146 = -1467447.553656 nChanged 150 SP:Iteration 34Q (3723.060538 sec): 3 clusters Score: Raw -1470562.169209 + Penalty 3051.720146 = -1467510.449063 nChanged 133 SP:Iteration 35Q (3723.115051 sec): 3 clusters Score: Raw -1470618.506042 + Penalty 3051.720146 = -1467566.785896 nChanged 121 SP:Iteration 36Q (3723.175599 sec): 3 clusters Score: Raw -1470666.414933 + Penalty 3051.720146 = -1467614.694787 nChanged 128 SP:Iteration 37Q (3723.241293 sec): 3 clusters Score: Raw -1470718.765694 + Penalty 3051.720146 = -1467667.045548 nChanged 116 SP:Iteration 38Q (3723.287437 sec): 3 clusters Score: Raw -1470768.609928 + Penalty 3051.720146 = -1467716.889782 nChanged 109 SP:Iteration 39Q (3723.358051 sec): 3 clusters Score: Raw -1470821.503542 + Penalty 3051.720146 = -1467769.783396 nChanged 96 SP:Iteration 40F (3723.417550 sec): 3 clusters Score: Raw -1470865.369552 + Penalty 3051.720146 = -1467813.649406 nChanged 107 SP:Iteration 41Q (3723.477856 sec): 3 clusters Score: Raw -1470904.940462 + Penalty 3051.720146 = -1467853.220317 nChanged 88 SP:Iteration 42Q (3723.542763 sec): 3 clusters Score: Raw -1470939.934959 + Penalty 3051.720146 = -1467888.214813 nChanged 87 SP:Iteration 43Q (3723.602525 sec): 3 clusters Score: Raw -1470976.186213 + Penalty 3051.720146 = -1467924.466067 nChanged 86 SP:Iteration 44Q (3723.669359 sec): 3 clusters Score: Raw -1471011.198106 + Penalty 3051.720146 = -1467959.477960 nChanged 80 SP:Iteration 45Q (3723.730308 sec): 3 clusters Score: Raw -1471048.007188 + Penalty 3051.720146 = -1467996.287043 nChanged 88 SP:Iteration 46Q (3723.789627 sec): 3 clusters Score: Raw -1471091.400180 + Penalty 3051.720146 = -1468039.680034 nChanged 77 SP:Iteration 47Q (3723.860173 sec): 3 clusters Score: Raw -1471130.548473 + Penalty 3051.720146 = -1468078.828327 nChanged 64 SP:Iteration 48Q (3723.910975 sec): 3 clusters Score: Raw -1471158.979041 + Penalty 3051.720146 = -1468107.258895 nChanged 58 SP:Iteration 49Q (3723.985188 sec): 3 clusters Score: Raw -1471185.282594 + Penalty 3051.720146 = -1468133.562449 nChanged 43 SP:Iteration 50Q (3724.037140 sec): 3 clusters Score: Raw -1471199.708165 + Penalty 3051.720146 = -1468147.988019 nChanged 31 SP:Iteration 51Q (3724.106443 sec): 3 clusters Score: Raw -1471212.950202 + Penalty 3051.720146 = -1468161.230056 nChanged 34 SP:Iteration 52Q (3724.169017 sec): 3 clusters Score: Raw -1471226.826193 + Penalty 3051.720146 = -1468175.106047 nChanged 33 SP:Iteration 53Q (3724.229568 sec): 3 clusters Score: Raw -1471237.953861 + Penalty 3051.720146 = -1468186.233715 nChanged 30 SP:Iteration 54Q (3724.291556 sec): 3 clusters Score: Raw -1471245.817143 + Penalty 3051.720146 = -1468194.096997 nChanged 27 SP:Iteration 55Q (3724.341289 sec): 3 clusters Score: Raw -1471253.500040 + Penalty 3051.720146 = -1468201.779894 nChanged 19 SP:Iteration 56Q (3724.398740 sec): 3 clusters Score: Raw -1471259.396661 + Penalty 3051.720146 = -1468207.676516 nChanged 20 SP:Iteration 57Q (3724.463418 sec): 3 clusters Score: Raw -1471265.056434 + Penalty 3051.720146 = -1468213.336288 nChanged 25 SP:Iteration 58Q (3724.522697 sec): 3 clusters Score: Raw -1471274.587380 + Penalty 3051.720146 = -1468222.867235 nChanged 22 SP:Iteration 59Q (3724.588435 sec): 3 clusters Score: Raw -1471281.972277 + Penalty 3051.720146 = -1468230.252131 nChanged 16 SP:Iteration 60F (3724.644114 sec): 3 clusters Score: Raw -1471287.403047 + Penalty 3051.720146 = -1468235.682902 nChanged 12 SP:Iteration 61Q (3724.712393 sec): 3 clusters Score: Raw -1471292.787043 + Penalty 3051.720146 = -1468241.066897 nChanged 17 SP:Iteration 62Q (3724.769666 sec): 3 clusters Score: Raw -1471300.133363 + Penalty 3051.720146 = -1468248.413217 nChanged 11 SP:Iteration 63Q (3724.827281 sec): 3 clusters Score: Raw -1471305.393884 + Penalty 3051.720146 = -1468253.673739 nChanged 14 SP:Iteration 64Q (3724.894489 sec): 3 clusters Score: Raw -1471310.526712 + Penalty 3051.720146 = -1468258.806566 nChanged 12 SP:Iteration 65Q (3724.944288 sec): 3 clusters Score: Raw -1471313.604163 + Penalty 3051.720146 = -1468261.884018 nChanged 6 SP:Iteration 66Q (3725.005693 sec): 3 clusters Score: Raw -1471315.033689 + Penalty 3051.720146 = -1468263.313544 nChanged 4 SP:Iteration 67Q (3725.070415 sec): 3 clusters Score: Raw -1471316.393067 + Penalty 3051.720146 = -1468264.672922 nChanged 4 SP:Iteration 68Q (3725.135635 sec): 3 clusters Score: Raw -1471317.255197 + Penalty 3051.720146 = -1468265.535052 nChanged 2 SP:Iteration 69Q (3725.200059 sec): 3 clusters Score: Raw -1471317.700611 + Penalty 3051.720146 = -1468265.980465 nChanged 1 SP:Iteration 70Q (3725.251585 sec): 3 clusters Score: Raw -1471317.994760 + Penalty 3051.720146 = -1468266.274614 nChanged 3 SP:Iteration 71Q (3725.318424 sec): 3 clusters Score: Raw -1471318.932073 + Penalty 3051.720146 = -1468267.211928 nChanged 3 SP:Iteration 72Q (3725.364532 sec): 3 clusters Score: Raw -1471319.782107 + Penalty 3051.720146 = -1468268.061961 nChanged 3 SP:Iteration 73Q (3725.424390 sec): 3 clusters Score: Raw -1471320.533975 + Penalty 3051.720146 = -1468268.813829 nChanged 3 SP:Iteration 74Q (3725.487550 sec): 3 clusters Score: Raw -1471321.231295 + Penalty 3051.720146 = -1468269.511149 nChanged 5 SP:Iteration 75Q (3725.542607 sec): 3 clusters Score: Raw -1471322.805368 + Penalty 3051.720146 = -1468271.085223 nChanged 4 SP:Iteration 76Q (3725.600159 sec): 3 clusters Score: Raw -1471323.833924 + Penalty 3051.720146 = -1468272.113778 nChanged 1 SP:Iteration 77Q (3725.662559 sec): 3 clusters Score: Raw -1471324.378071 + Penalty 3051.720146 = -1468272.657925 nChanged 2 SP:Iteration 78Q (3725.723260 sec): 3 clusters Score: Raw -1471325.123786 + Penalty 3051.720146 = -1468273.403641 nChanged 2 SP:Iteration 79Q (3725.794182 sec): 3 clusters Score: Raw -1471325.980986 + Penalty 3051.720146 = -1468274.260841 nChanged 0 SP:Iteration 80F (3725.850683 sec): 3 clusters Score: Raw -1471325.980986 + Penalty 3051.720146 = -1468274.260841 nChanged 0 Trying to split cluster 5 (4085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3725.882816 sec): 2 clusters Score: Raw -464911.265173 + Penalty 1351.200014 = -463560.065159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3725.931984 sec): 3 clusters Score: Raw -462867.585507 + Penalty 2702.400027 = -460165.185480 nChanged 1604 SP:Iteration 1F (3725.980767 sec): 3 clusters Score: Raw -463798.120855 + Penalty 2702.400027 = -461095.720827 nChanged 330 SP:Iteration 2F (3726.037239 sec): 3 clusters Score: Raw -464001.442694 + Penalty 2702.400027 = -461299.042667 nChanged 264 SP:Iteration 3F (3726.086591 sec): 3 clusters Score: Raw -464167.301388 + Penalty 2702.400027 = -461464.901360 nChanged 222 SP:Iteration 4F (3726.137057 sec): 3 clusters Score: Raw -464325.061584 + Penalty 2702.400027 = -461622.661556 nChanged 215 SP:Iteration 5F (3726.185135 sec): 3 clusters Score: Raw -464480.960676 + Penalty 2702.400027 = -461778.560649 nChanged 190 SP:Iteration 6Q (3726.224753 sec): 3 clusters Score: Raw -464641.255789 + Penalty 2702.400027 = -461938.855761 nChanged 210 SP:Iteration 7F (3726.276318 sec): 3 clusters Score: Raw -464814.676957 + Penalty 2702.400027 = -462112.276929 nChanged 205 SP:Iteration 8F (3726.320367 sec): 3 clusters Score: Raw -464994.910552 + Penalty 2702.400027 = -462292.510525 nChanged 198 SP:Iteration 9Q (3726.369936 sec): 3 clusters Score: Raw -465154.560774 + Penalty 2702.400027 = -462452.160747 nChanged 144 SP:Iteration 10Q (3726.423338 sec): 3 clusters Score: Raw -465272.015298 + Penalty 2702.400027 = -462569.615270 nChanged 114 SP:Iteration 11Q (3726.467491 sec): 3 clusters Score: Raw -465358.177902 + Penalty 2702.400027 = -462655.777875 nChanged 83 SP:Iteration 12Q (3726.524821 sec): 3 clusters Score: Raw -465413.998933 + Penalty 2702.400027 = -462711.598905 nChanged 60 SP:Iteration 13Q (3726.571403 sec): 3 clusters Score: Raw -465445.325981 + Penalty 2702.400027 = -462742.925954 nChanged 42 SP:Iteration 14Q (3726.617820 sec): 3 clusters Score: Raw -465471.511651 + Penalty 2702.400027 = -462769.111624 nChanged 34 SP:Iteration 15Q (3726.673510 sec): 3 clusters Score: Raw -465490.126368 + Penalty 2702.400027 = -462787.726340 nChanged 33 SP:Iteration 16Q (3726.713514 sec): 3 clusters Score: Raw -465510.182662 + Penalty 2702.400027 = -462807.782634 nChanged 27 SP:Iteration 17Q (3726.761392 sec): 3 clusters Score: Raw -465523.053663 + Penalty 2702.400027 = -462820.653635 nChanged 22 SP:Iteration 18Q (3726.814053 sec): 3 clusters Score: Raw -465533.591422 + Penalty 2702.400027 = -462831.191394 nChanged 30 SP:Iteration 19Q (3726.864374 sec): 3 clusters Score: Raw -465555.819129 + Penalty 2702.400027 = -462853.419102 nChanged 23 SP:Iteration 20F (3726.905837 sec): 3 clusters Score: Raw -465576.579121 + Penalty 2702.400027 = -462874.179093 nChanged 29 SP:Iteration 21Q (3726.962446 sec): 3 clusters Score: Raw -465602.684400 + Penalty 2702.400027 = -462900.284372 nChanged 26 SP:Iteration 22Q (3727.001031 sec): 3 clusters Score: Raw -465626.396491 + Penalty 2702.400027 = -462923.996464 nChanged 23 SP:Iteration 23Q (3727.062102 sec): 3 clusters Score: Raw -465643.823203 + Penalty 2702.400027 = -462941.423175 nChanged 17 SP:Iteration 24Q (3727.100101 sec): 3 clusters Score: Raw -465655.087227 + Penalty 2702.400027 = -462952.687200 nChanged 10 SP:Iteration 25Q (3727.156067 sec): 3 clusters Score: Raw -465661.209037 + Penalty 2702.400027 = -462958.809009 nChanged 8 SP:Iteration 26Q (3727.198348 sec): 3 clusters Score: Raw -465667.706326 + Penalty 2702.400027 = -462965.306299 nChanged 8 SP:Iteration 27Q (3727.248470 sec): 3 clusters Score: Raw -465673.870542 + Penalty 2702.400027 = -462971.470515 nChanged 7 SP:Iteration 28Q (3727.301018 sec): 3 clusters Score: Raw -465677.756235 + Penalty 2702.400027 = -462975.356208 nChanged 2 SP:Iteration 29Q (3727.346737 sec): 3 clusters Score: Raw -465679.869788 + Penalty 2702.400027 = -462977.469761 nChanged 4 SP:Iteration 30Q (3727.393636 sec): 3 clusters Score: Raw -465681.037682 + Penalty 2702.400027 = -462978.637654 nChanged 1 SP:Iteration 31Q (3727.438049 sec): 3 clusters Score: Raw -465681.342500 + Penalty 2702.400027 = -462978.942473 nChanged 2 SP:Iteration 32Q (3727.485531 sec): 3 clusters Score: Raw -465682.199749 + Penalty 2702.400027 = -462979.799721 nChanged 1 SP:Iteration 33Q (3727.532183 sec): 3 clusters Score: Raw -465683.017900 + Penalty 2702.400027 = -462980.617872 nChanged 1 SP:Iteration 34Q (3727.582141 sec): 3 clusters Score: Raw -465683.305962 + Penalty 2702.400027 = -462980.905934 nChanged 2 SP:Iteration 35Q (3727.636423 sec): 3 clusters Score: Raw -465683.735690 + Penalty 2702.400027 = -462981.335663 nChanged 1 SP:Iteration 36Q (3727.683714 sec): 3 clusters Score: Raw -465683.780611 + Penalty 2702.400027 = -462981.380584 nChanged 0 SP:Iteration 37F (3727.726675 sec): 3 clusters Score: Raw -465683.780611 + Penalty 2702.400027 = -462981.380584 nChanged 0 Trying to split cluster 6 (11373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3727.763531 sec): 2 clusters Score: Raw -1374751.425537 + Penalty 1517.587078 = -1373233.838459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3727.827605 sec): 3 clusters Score: Raw -1368175.723902 + Penalty 3035.174156 = -1365140.549746 nChanged 4955 SP:Iteration 1F (3727.888239 sec): 3 clusters Score: Raw -1370928.447123 + Penalty 3035.174156 = -1367893.272966 nChanged 657 SP:Iteration 2F (3727.947108 sec): 3 clusters Score: Raw -1371191.909647 + Penalty 3035.174156 = -1368156.735491 nChanged 535 SP:Iteration 3Q (3728.001180 sec): 3 clusters Score: Raw -1371394.795834 + Penalty 3035.174156 = -1368359.621678 nChanged 450 SP:Iteration 4Q (3728.064351 sec): 3 clusters Score: Raw -1371563.976485 + Penalty 3035.174156 = -1368528.802329 nChanged 419 SP:Iteration 5Q (3728.128589 sec): 3 clusters Score: Raw -1371723.750122 + Penalty 3035.174156 = -1368688.575965 nChanged 396 SP:Iteration 6Q (3728.193928 sec): 3 clusters Score: Raw -1371880.112004 + Penalty 3035.174156 = -1368844.937847 nChanged 379 SP:Iteration 7Q (3728.252505 sec): 3 clusters Score: Raw -1372057.151263 + Penalty 3035.174156 = -1369021.977106 nChanged 416 SP:Iteration 8Q (3728.327134 sec): 3 clusters Score: Raw -1372280.030291 + Penalty 3035.174156 = -1369244.856135 nChanged 458 SP:Iteration 9Q (3728.386816 sec): 3 clusters Score: Raw -1372557.960976 + Penalty 3035.174156 = -1369522.786819 nChanged 468 SP:Iteration 10Q (3728.451910 sec): 3 clusters Score: Raw -1372891.400205 + Penalty 3035.174156 = -1369856.226049 nChanged 493 SP:Iteration 11Q (3728.510336 sec): 3 clusters Score: Raw -1373241.406632 + Penalty 3035.174156 = -1370206.232476 nChanged 432 SP:Iteration 12Q (3728.579201 sec): 3 clusters Score: Raw -1373545.288187 + Penalty 3035.174156 = -1370510.114030 nChanged 384 SP:Iteration 13Q (3728.635624 sec): 3 clusters Score: Raw -1373796.868998 + Penalty 3035.174156 = -1370761.694842 nChanged 325 SP:Iteration 14Q (3728.698618 sec): 3 clusters Score: Raw -1373989.879291 + Penalty 3035.174156 = -1370954.705134 nChanged 255 SP:Iteration 15Q (3728.754503 sec): 3 clusters Score: Raw -1374120.543790 + Penalty 3035.174156 = -1371085.369634 nChanged 192 SP:Iteration 16Q (3728.818933 sec): 3 clusters Score: Raw -1374213.811310 + Penalty 3035.174156 = -1371178.637153 nChanged 149 SP:Iteration 17Q (3728.882725 sec): 3 clusters Score: Raw -1374285.023066 + Penalty 3035.174156 = -1371249.848910 nChanged 127 SP:Iteration 18Q (3728.953613 sec): 3 clusters Score: Raw -1374340.013747 + Penalty 3035.174156 = -1371304.839590 nChanged 125 SP:Iteration 19Q (3729.007041 sec): 3 clusters Score: Raw -1374389.088646 + Penalty 3035.174156 = -1371353.914490 nChanged 101 SP:Iteration 20F (3729.065507 sec): 3 clusters Score: Raw -1374430.300129 + Penalty 3035.174156 = -1371395.125972 nChanged 92 SP:Iteration 21Q (3729.122594 sec): 3 clusters Score: Raw -1374470.302142 + Penalty 3035.174156 = -1371435.127986 nChanged 82 SP:Iteration 22Q (3729.187939 sec): 3 clusters Score: Raw -1374509.714177 + Penalty 3035.174156 = -1371474.540021 nChanged 78 SP:Iteration 23Q (3729.254141 sec): 3 clusters Score: Raw -1374541.071671 + Penalty 3035.174156 = -1371505.897515 nChanged 60 SP:Iteration 24Q (3729.309124 sec): 3 clusters Score: Raw -1374562.069313 + Penalty 3035.174156 = -1371526.895156 nChanged 48 SP:Iteration 25Q (3729.360292 sec): 3 clusters Score: Raw -1374578.839111 + Penalty 3035.174156 = -1371543.664955 nChanged 32 SP:Iteration 26Q (3729.426765 sec): 3 clusters Score: Raw -1374589.212354 + Penalty 3035.174156 = -1371554.038198 nChanged 28 SP:Iteration 27Q (3729.487204 sec): 3 clusters Score: Raw -1374598.829009 + Penalty 3035.174156 = -1371563.654852 nChanged 31 SP:Iteration 28Q (3729.555487 sec): 3 clusters Score: Raw -1374608.715999 + Penalty 3035.174156 = -1371573.541842 nChanged 34 SP:Iteration 29Q (3729.605585 sec): 3 clusters Score: Raw -1374622.248719 + Penalty 3035.174156 = -1371587.074563 nChanged 33 SP:Iteration 30Q (3729.664799 sec): 3 clusters Score: Raw -1374635.859703 + Penalty 3035.174156 = -1371600.685546 nChanged 37 SP:Iteration 31Q (3729.721591 sec): 3 clusters Score: Raw -1374651.051603 + Penalty 3035.174156 = -1371615.877447 nChanged 34 SP:Iteration 32Q (3729.786447 sec): 3 clusters Score: Raw -1374664.472192 + Penalty 3035.174156 = -1371629.298036 nChanged 35 SP:Iteration 33Q (3729.846762 sec): 3 clusters Score: Raw -1374682.175879 + Penalty 3035.174156 = -1371647.001722 nChanged 35 SP:Iteration 34Q (3729.902665 sec): 3 clusters Score: Raw -1374698.298330 + Penalty 3035.174156 = -1371663.124174 nChanged 38 SP:Iteration 35Q (3729.963534 sec): 3 clusters Score: Raw -1374719.787200 + Penalty 3035.174156 = -1371684.613044 nChanged 47 SP:Iteration 36Q (3730.029195 sec): 3 clusters Score: Raw -1374750.893691 + Penalty 3035.174156 = -1371715.719534 nChanged 43 SP:Iteration 37Q (3730.086379 sec): 3 clusters Score: Raw -1374779.681755 + Penalty 3035.174156 = -1371744.507598 nChanged 44 SP:Iteration 38Q (3730.141799 sec): 3 clusters Score: Raw -1374802.151049 + Penalty 3035.174156 = -1371766.976893 nChanged 36 SP:Iteration 39Q (3730.204808 sec): 3 clusters Score: Raw -1374822.146242 + Penalty 3035.174156 = -1371786.972086 nChanged 31 SP:Iteration 40F (3730.269373 sec): 3 clusters Score: Raw -1374839.562619 + Penalty 3035.174156 = -1371804.388463 nChanged 28 SP:Iteration 41Q (3730.322640 sec): 3 clusters Score: Raw -1374854.691751 + Penalty 3035.174156 = -1371819.517594 nChanged 23 SP:Iteration 42Q (3730.388016 sec): 3 clusters Score: Raw -1374867.203444 + Penalty 3035.174156 = -1371832.029288 nChanged 22 SP:Iteration 43Q (3730.443410 sec): 3 clusters Score: Raw -1374879.798543 + Penalty 3035.174156 = -1371844.624386 nChanged 17 SP:Iteration 44Q (3730.501658 sec): 3 clusters Score: Raw -1374890.058194 + Penalty 3035.174156 = -1371854.884038 nChanged 22 SP:Iteration 45Q (3730.552469 sec): 3 clusters Score: Raw -1374902.024540 + Penalty 3035.174156 = -1371866.850384 nChanged 19 SP:Iteration 46Q (3730.616777 sec): 3 clusters Score: Raw -1374919.461678 + Penalty 3035.174156 = -1371884.287522 nChanged 24 SP:Iteration 47Q (3730.671354 sec): 3 clusters Score: Raw -1374938.179363 + Penalty 3035.174156 = -1371903.005206 nChanged 28 SP:Iteration 48Q (3730.729521 sec): 3 clusters Score: Raw -1374955.720922 + Penalty 3035.174156 = -1371920.546766 nChanged 17 SP:Iteration 49Q (3730.796349 sec): 3 clusters Score: Raw -1374967.726244 + Penalty 3035.174156 = -1371932.552087 nChanged 11 SP:Iteration 50Q (3730.855226 sec): 3 clusters Score: Raw -1374976.284674 + Penalty 3035.174156 = -1371941.110518 nChanged 12 SP:Iteration 51Q (3730.912897 sec): 3 clusters Score: Raw -1374983.389765 + Penalty 3035.174156 = -1371948.215609 nChanged 9 SP:Iteration 52Q (3730.977864 sec): 3 clusters Score: Raw -1374987.026703 + Penalty 3035.174156 = -1371951.852546 nChanged 7 SP:Iteration 53Q (3731.042406 sec): 3 clusters Score: Raw -1374990.389278 + Penalty 3035.174156 = -1371955.215121 nChanged 2 SP:Iteration 54Q (3731.102868 sec): 3 clusters Score: Raw -1374991.369639 + Penalty 3035.174156 = -1371956.195483 nChanged 1 SP:Iteration 55Q (3731.165585 sec): 3 clusters Score: Raw -1374991.763614 + Penalty 3035.174156 = -1371956.589458 nChanged 1 SP:Iteration 56Q (3731.224086 sec): 3 clusters Score: Raw -1374992.470818 + Penalty 3035.174156 = -1371957.296661 nChanged 1 SP:Iteration 57Q (3731.267167 sec): 3 clusters Score: Raw -1374993.129619 + Penalty 3035.174156 = -1371957.955463 nChanged 2 SP:Iteration 58Q (3731.324656 sec): 3 clusters Score: Raw -1374993.904218 + Penalty 3035.174156 = -1371958.730062 nChanged 3 SP:Iteration 59Q (3731.391089 sec): 3 clusters Score: Raw -1374995.764966 + Penalty 3035.174156 = -1371960.590810 nChanged 6 SP:Iteration 60F (3731.447994 sec): 3 clusters Score: Raw -1375000.264346 + Penalty 3035.174156 = -1371965.090190 nChanged 8 SP:Iteration 61Q (3731.513593 sec): 3 clusters Score: Raw -1375003.687932 + Penalty 3035.174156 = -1371968.513776 nChanged 1 SP:Iteration 62Q (3731.564684 sec): 3 clusters Score: Raw -1375003.848537 + Penalty 3035.174156 = -1371968.674381 nChanged 0 SP:Iteration 63F (3731.632076 sec): 3 clusters Score: Raw -1375003.848537 + Penalty 3035.174156 = -1371968.674381 nChanged 0 Trying to split cluster 7 (89064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3731.779881 sec): 2 clusters Score: Raw -10742661.347161 + Penalty 1852.030455 = -10740809.316706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3731.985359 sec): 3 clusters Score: Raw -10685210.261116 + Penalty 3704.060910 = -10681506.200207 nChanged 42306 SP:Iteration 1F (3732.178761 sec): 3 clusters Score: Raw -10709929.918269 + Penalty 3704.060910 = -10706225.857359 nChanged 3613 SP:Iteration 2Q (3732.374961 sec): 3 clusters Score: Raw -10711166.325859 + Penalty 3704.060910 = -10707462.264949 nChanged 4099 SP:Iteration 3Q (3732.576285 sec): 3 clusters Score: Raw -10712922.000288 + Penalty 3704.060910 = -10709217.939378 nChanged 4710 SP:Iteration 4F (3732.764352 sec): 3 clusters Score: Raw -10715486.621322 + Penalty 3704.060910 = -10711782.560412 nChanged 5505 SP:Iteration 5F (3732.951248 sec): 3 clusters Score: Raw -10719318.998210 + Penalty 3704.060910 = -10715614.937300 nChanged 5958 SP:Iteration 6F (3733.129683 sec): 3 clusters Score: Raw -10724288.693119 + Penalty 3704.060910 = -10720584.632209 nChanged 5649 SP:Iteration 7F (3733.325554 sec): 3 clusters Score: Raw -10729281.937502 + Penalty 3704.060910 = -10725577.876592 nChanged 4606 SP:Iteration 8F (3733.521150 sec): 3 clusters Score: Raw -10733051.761742 + Penalty 3704.060910 = -10729347.700832 nChanged 3415 SP:Iteration 9Q (3733.719919 sec): 3 clusters Score: Raw -10735453.099006 + Penalty 3704.060910 = -10731749.038096 nChanged 2583 SP:Iteration 10Q (3733.919395 sec): 3 clusters Score: Raw -10737120.471279 + Penalty 3704.060910 = -10733416.410369 nChanged 2111 SP:Iteration 11Q (3734.097039 sec): 3 clusters Score: Raw -10738461.845755 + Penalty 3704.060910 = -10734757.784845 nChanged 1745 SP:Iteration 12Q (3734.299266 sec): 3 clusters Score: Raw -10739549.360834 + Penalty 3704.060910 = -10735845.299924 nChanged 1460 SP:Iteration 13Q (3734.478983 sec): 3 clusters Score: Raw -10740451.150187 + Penalty 3704.060910 = -10736747.089277 nChanged 1231 SP:Iteration 14Q (3734.659889 sec): 3 clusters Score: Raw -10741202.053937 + Penalty 3704.060910 = -10737497.993027 nChanged 954 SP:Iteration 15Q (3734.831241 sec): 3 clusters Score: Raw -10741788.287682 + Penalty 3704.060910 = -10738084.226772 nChanged 783 SP:Iteration 16Q (3734.986264 sec): 3 clusters Score: Raw -10742241.731622 + Penalty 3704.060910 = -10738537.670713 nChanged 600 SP:Iteration 17Q (3735.152668 sec): 3 clusters Score: Raw -10742554.413988 + Penalty 3704.060910 = -10738850.353079 nChanged 500 SP:Iteration 18Q (3735.332243 sec): 3 clusters Score: Raw -10742789.429544 + Penalty 3704.060910 = -10739085.368634 nChanged 377 SP:Iteration 19Q (3735.483691 sec): 3 clusters Score: Raw -10742945.107809 + Penalty 3704.060910 = -10739241.046900 nChanged 299 SP:Iteration 20F (3735.679285 sec): 3 clusters Score: Raw -10743050.521905 + Penalty 3704.060910 = -10739346.460995 nChanged 228 SP:Iteration 21Q (3735.849623 sec): 3 clusters Score: Raw -10743126.922185 + Penalty 3704.060910 = -10739422.861275 nChanged 182 SP:Iteration 22Q (3736.003035 sec): 3 clusters Score: Raw -10743181.488609 + Penalty 3704.060910 = -10739477.427700 nChanged 149 SP:Iteration 23Q (3736.161256 sec): 3 clusters Score: Raw -10743229.210890 + Penalty 3704.060910 = -10739525.149980 nChanged 134 SP:Iteration 24Q (3736.314327 sec): 3 clusters Score: Raw -10743266.871823 + Penalty 3704.060910 = -10739562.810913 nChanged 97 SP:Iteration 25Q (3736.469582 sec): 3 clusters Score: Raw -10743293.888142 + Penalty 3704.060910 = -10739589.827232 nChanged 87 SP:Iteration 26Q (3736.640074 sec): 3 clusters Score: Raw -10743314.778396 + Penalty 3704.060910 = -10739610.717486 nChanged 75 SP:Iteration 27Q (3736.799482 sec): 3 clusters Score: Raw -10743334.053003 + Penalty 3704.060910 = -10739629.992093 nChanged 68 SP:Iteration 28Q (3736.969833 sec): 3 clusters Score: Raw -10743350.380785 + Penalty 3704.060910 = -10739646.319875 nChanged 45 SP:Iteration 29Q (3737.125912 sec): 3 clusters Score: Raw -10743359.656196 + Penalty 3704.060910 = -10739655.595286 nChanged 36 SP:Iteration 30Q (3737.289121 sec): 3 clusters Score: Raw -10743366.646320 + Penalty 3704.060910 = -10739662.585410 nChanged 27 SP:Iteration 31Q (3737.472633 sec): 3 clusters Score: Raw -10743372.728674 + Penalty 3704.060910 = -10739668.667764 nChanged 24 SP:Iteration 32Q (3737.633487 sec): 3 clusters Score: Raw -10743376.382007 + Penalty 3704.060910 = -10739672.321098 nChanged 17 SP:Iteration 33Q (3737.791233 sec): 3 clusters Score: Raw -10743378.877546 + Penalty 3704.060910 = -10739674.816636 nChanged 15 SP:Iteration 34Q (3737.970126 sec): 3 clusters Score: Raw -10743380.683707 + Penalty 3704.060910 = -10739676.622798 nChanged 11 SP:Iteration 35Q (3738.145203 sec): 3 clusters Score: Raw -10743383.017453 + Penalty 3704.060910 = -10739678.956543 nChanged 11 SP:Iteration 36Q (3738.295927 sec): 3 clusters Score: Raw -10743385.234486 + Penalty 3704.060910 = -10739681.173576 nChanged 16 SP:Iteration 37Q (3738.468979 sec): 3 clusters Score: Raw -10743388.074486 + Penalty 3704.060910 = -10739684.013576 nChanged 11 SP:Iteration 38Q (3738.633770 sec): 3 clusters Score: Raw -10743389.770588 + Penalty 3704.060910 = -10739685.709678 nChanged 10 SP:Iteration 39Q (3738.815263 sec): 3 clusters Score: Raw -10743391.266186 + Penalty 3704.060910 = -10739687.205276 nChanged 7 SP:Iteration 40F (3739.015625 sec): 3 clusters Score: Raw -10743392.287727 + Penalty 3704.060910 = -10739688.226818 nChanged 4 SP:Iteration 41Q (3739.193243 sec): 3 clusters Score: Raw -10743392.596683 + Penalty 3704.060910 = -10739688.535774 nChanged 1 SP:Iteration 42Q (3739.377112 sec): 3 clusters Score: Raw -10743392.671518 + Penalty 3704.060910 = -10739688.610608 nChanged 2 SP:Iteration 43Q (3739.558638 sec): 3 clusters Score: Raw -10743393.199891 + Penalty 3704.060910 = -10739689.138981 nChanged 7 SP:Iteration 44Q (3739.726264 sec): 3 clusters Score: Raw -10743394.309901 + Penalty 3704.060910 = -10739690.248991 nChanged 10 SP:Iteration 45Q (3739.895629 sec): 3 clusters Score: Raw -10743396.781678 + Penalty 3704.060910 = -10739692.720768 nChanged 15 SP:Iteration 46Q (3740.039708 sec): 3 clusters Score: Raw -10743399.781334 + Penalty 3704.060910 = -10739695.720425 nChanged 16 SP:Iteration 47Q (3740.194624 sec): 3 clusters Score: Raw -10743401.923161 + Penalty 3704.060910 = -10739697.862251 nChanged 10 SP:Iteration 48Q (3740.340490 sec): 3 clusters Score: Raw -10743403.007598 + Penalty 3704.060910 = -10739698.946688 nChanged 5 SP:Iteration 49Q (3740.520575 sec): 3 clusters Score: Raw -10743403.889694 + Penalty 3704.060910 = -10739699.828784 nChanged 6 SP:Iteration 50Q (3740.704106 sec): 3 clusters Score: Raw -10743404.703134 + Penalty 3704.060910 = -10739700.642225 nChanged 1 SP:Iteration 51Q (3740.856686 sec): 3 clusters Score: Raw -10743404.756033 + Penalty 3704.060910 = -10739700.695123 nChanged 1 SP:Iteration 52Q (3741.022504 sec): 3 clusters Score: Raw -10743404.823998 + Penalty 3704.060910 = -10739700.763088 nChanged 0 SP:Iteration 53F (3741.189698 sec): 3 clusters Score: Raw -10743404.823998 + Penalty 3704.060910 = -10739700.763088 nChanged 0 Trying to split cluster 8 (3426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3741.228163 sec): 2 clusters Score: Raw -345571.350830 + Penalty 1322.611660 = -344248.739169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3741.272937 sec): 3 clusters Score: Raw -343999.790516 + Penalty 2645.223321 = -341354.567196 nChanged 1275 SP:Iteration 1F (3741.313663 sec): 3 clusters Score: Raw -344809.128966 + Penalty 2645.223321 = -342163.905645 nChanged 315 SP:Iteration 2F (3741.350557 sec): 3 clusters Score: Raw -345102.039298 + Penalty 2645.223321 = -342456.815978 nChanged 258 SP:Iteration 3F (3741.401619 sec): 3 clusters Score: Raw -345354.642437 + Penalty 2645.223321 = -342709.419117 nChanged 218 SP:Iteration 4F (3741.450204 sec): 3 clusters Score: Raw -345553.580215 + Penalty 2645.223321 = -342908.356895 nChanged 191 SP:Iteration 5F (3741.487700 sec): 3 clusters Score: Raw -345709.816346 + Penalty 2645.223321 = -343064.593025 nChanged 158 SP:Iteration 6Q (3741.534722 sec): 3 clusters Score: Raw -345832.624812 + Penalty 2645.223321 = -343187.401492 nChanged 126 SP:Iteration 7Q (3741.584355 sec): 3 clusters Score: Raw -345920.059127 + Penalty 2645.223321 = -343274.835806 nChanged 94 SP:Iteration 8Q (3741.642602 sec): 3 clusters Score: Raw -345975.425278 + Penalty 2645.223321 = -343330.201958 nChanged 70 SP:Iteration 9Q (3741.679277 sec): 3 clusters Score: Raw -346016.473382 + Penalty 2645.223321 = -343371.250061 nChanged 63 SP:Iteration 10Q (3741.733919 sec): 3 clusters Score: Raw -346055.301310 + Penalty 2645.223321 = -343410.077989 nChanged 62 SP:Iteration 11Q (3741.787767 sec): 3 clusters Score: Raw -346092.502050 + Penalty 2645.223321 = -343447.278729 nChanged 54 SP:Iteration 12Q (3741.827962 sec): 3 clusters Score: Raw -346126.886189 + Penalty 2645.223321 = -343481.662868 nChanged 44 SP:Iteration 13Q (3741.880568 sec): 3 clusters Score: Raw -346149.761999 + Penalty 2645.223321 = -343504.538678 nChanged 36 SP:Iteration 14Q (3741.916070 sec): 3 clusters Score: Raw -346169.256941 + Penalty 2645.223321 = -343524.033620 nChanged 29 SP:Iteration 15Q (3741.957104 sec): 3 clusters Score: Raw -346184.498827 + Penalty 2645.223321 = -343539.275506 nChanged 21 SP:Iteration 16Q (3742.015137 sec): 3 clusters Score: Raw -346198.540820 + Penalty 2645.223321 = -343553.317499 nChanged 24 SP:Iteration 17Q (3742.048536 sec): 3 clusters Score: Raw -346212.991745 + Penalty 2645.223321 = -343567.768424 nChanged 15 SP:Iteration 18Q (3742.104094 sec): 3 clusters Score: Raw -346219.990900 + Penalty 2645.223321 = -343574.767580 nChanged 11 SP:Iteration 19Q (3742.147613 sec): 3 clusters Score: Raw -346224.882158 + Penalty 2645.223321 = -343579.658838 nChanged 7 SP:Iteration 20F (3742.187539 sec): 3 clusters Score: Raw -346227.776601 + Penalty 2645.223321 = -343582.553280 nChanged 7 SP:Iteration 21Q (3742.235012 sec): 3 clusters Score: Raw -346230.031321 + Penalty 2645.223321 = -343584.808001 nChanged 2 SP:Iteration 22Q (3742.284492 sec): 3 clusters Score: Raw -346230.480233 + Penalty 2645.223321 = -343585.256913 nChanged 1 SP:Iteration 23Q (3742.338747 sec): 3 clusters Score: Raw -346230.651015 + Penalty 2645.223321 = -343585.427695 nChanged 1 SP:Iteration 24Q (3742.383979 sec): 3 clusters Score: Raw -346230.872884 + Penalty 2645.223321 = -343585.649563 nChanged 2 SP:Iteration 25Q (3742.440674 sec): 3 clusters Score: Raw -346231.505724 + Penalty 2645.223321 = -343586.282404 nChanged 3 SP:Iteration 26Q (3742.483073 sec): 3 clusters Score: Raw -346232.709600 + Penalty 2645.223321 = -343587.486279 nChanged 2 SP:Iteration 27Q (3742.537199 sec): 3 clusters Score: Raw -346233.342217 + Penalty 2645.223321 = -343588.118896 nChanged 1 SP:Iteration 28Q (3742.591624 sec): 3 clusters Score: Raw -346233.455008 + Penalty 2645.223321 = -343588.231688 nChanged 2 SP:Iteration 29Q (3742.639298 sec): 3 clusters Score: Raw -346234.239777 + Penalty 2645.223321 = -343589.016457 nChanged 3 SP:Iteration 30Q (3742.684820 sec): 3 clusters Score: Raw -346235.526675 + Penalty 2645.223321 = -343590.303355 nChanged 3 SP:Iteration 31Q (3742.727964 sec): 3 clusters Score: Raw -346236.340783 + Penalty 2645.223321 = -343591.117462 nChanged 2 SP:Iteration 32Q (3742.774426 sec): 3 clusters Score: Raw -346237.462061 + Penalty 2645.223321 = -343592.238740 nChanged 5 SP:Iteration 33Q (3742.819428 sec): 3 clusters Score: Raw -346238.901149 + Penalty 2645.223321 = -343593.677829 nChanged 4 SP:Iteration 34Q (3742.866448 sec): 3 clusters Score: Raw -346240.783635 + Penalty 2645.223321 = -343595.560315 nChanged 5 SP:Iteration 35Q (3742.916170 sec): 3 clusters Score: Raw -346242.199222 + Penalty 2645.223321 = -343596.975901 nChanged 0 SP:Iteration 36F (3742.971902 sec): 3 clusters Score: Raw -346242.199222 + Penalty 2645.223321 = -343596.975901 nChanged 0 Trying to split cluster 9 (12774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3743.013496 sec): 2 clusters Score: Raw -1492895.169626 + Penalty 1536.464659 = -1491358.704966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3743.073231 sec): 3 clusters Score: Raw -1485491.931096 + Penalty 3072.929319 = -1482419.001777 nChanged 5642 SP:Iteration 1F (3743.139984 sec): 3 clusters Score: Raw -1488805.920433 + Penalty 3072.929319 = -1485732.991115 nChanged 1016 SP:Iteration 2F (3743.210070 sec): 3 clusters Score: Raw -1489491.505052 + Penalty 3072.929319 = -1486418.575734 nChanged 1033 SP:Iteration 3F (3743.275419 sec): 3 clusters Score: Raw -1490365.992959 + Penalty 3072.929319 = -1487293.063641 nChanged 1022 SP:Iteration 4F (3743.344983 sec): 3 clusters Score: Raw -1491277.348682 + Penalty 3072.929319 = -1488204.419363 nChanged 953 SP:Iteration 5F (3743.408493 sec): 3 clusters Score: Raw -1491986.369254 + Penalty 3072.929319 = -1488913.439935 nChanged 768 SP:Iteration 6F (3743.466679 sec): 3 clusters Score: Raw -1492437.884863 + Penalty 3072.929319 = -1489364.955544 nChanged 558 SP:Iteration 7Q (3743.543859 sec): 3 clusters Score: Raw -1492723.950980 + Penalty 3072.929319 = -1489651.021662 nChanged 428 SP:Iteration 8Q (3743.603256 sec): 3 clusters Score: Raw -1492898.776604 + Penalty 3072.929319 = -1489825.847285 nChanged 299 SP:Iteration 9Q (3743.670973 sec): 3 clusters Score: Raw -1493005.174355 + Penalty 3072.929319 = -1489932.245036 nChanged 210 SP:Iteration 10Q (3743.731372 sec): 3 clusters Score: Raw -1493069.472403 + Penalty 3072.929319 = -1489996.543084 nChanged 168 SP:Iteration 11Q (3743.804519 sec): 3 clusters Score: Raw -1493115.180710 + Penalty 3072.929319 = -1490042.251392 nChanged 124 SP:Iteration 12Q (3743.867968 sec): 3 clusters Score: Raw -1493142.310337 + Penalty 3072.929319 = -1490069.381019 nChanged 106 SP:Iteration 13Q (3743.926321 sec): 3 clusters Score: Raw -1493162.192064 + Penalty 3072.929319 = -1490089.262746 nChanged 68 SP:Iteration 14Q (3743.999561 sec): 3 clusters Score: Raw -1493173.396572 + Penalty 3072.929319 = -1490100.467253 nChanged 59 SP:Iteration 15Q (3744.070172 sec): 3 clusters Score: Raw -1493182.478787 + Penalty 3072.929319 = -1490109.549468 nChanged 46 SP:Iteration 16Q (3744.123330 sec): 3 clusters Score: Raw -1493192.519336 + Penalty 3072.929319 = -1490119.590017 nChanged 40 SP:Iteration 17Q (3744.193463 sec): 3 clusters Score: Raw -1493201.069607 + Penalty 3072.929319 = -1490128.140289 nChanged 34 SP:Iteration 18Q (3744.258519 sec): 3 clusters Score: Raw -1493206.868942 + Penalty 3072.929319 = -1490133.939623 nChanged 34 SP:Iteration 19Q (3744.324573 sec): 3 clusters Score: Raw -1493213.613168 + Penalty 3072.929319 = -1490140.683850 nChanged 36 SP:Iteration 20F (3744.392190 sec): 3 clusters Score: Raw -1493220.911694 + Penalty 3072.929319 = -1490147.982375 nChanged 40 SP:Iteration 21Q (3744.468029 sec): 3 clusters Score: Raw -1493230.060460 + Penalty 3072.929319 = -1490157.131141 nChanged 37 SP:Iteration 22Q (3744.527749 sec): 3 clusters Score: Raw -1493238.641010 + Penalty 3072.929319 = -1490165.711691 nChanged 38 SP:Iteration 23Q (3744.588706 sec): 3 clusters Score: Raw -1493244.898198 + Penalty 3072.929319 = -1490171.968879 nChanged 36 SP:Iteration 24Q (3744.665612 sec): 3 clusters Score: Raw -1493251.342068 + Penalty 3072.929319 = -1490178.412749 nChanged 38 SP:Iteration 25Q (3744.717042 sec): 3 clusters Score: Raw -1493261.447995 + Penalty 3072.929319 = -1490188.518677 nChanged 45 SP:Iteration 26Q (3744.783600 sec): 3 clusters Score: Raw -1493275.376673 + Penalty 3072.929319 = -1490202.447354 nChanged 61 SP:Iteration 27Q (3744.856063 sec): 3 clusters Score: Raw -1493291.732396 + Penalty 3072.929319 = -1490218.803078 nChanged 66 SP:Iteration 28Q (3744.919127 sec): 3 clusters Score: Raw -1493312.193231 + Penalty 3072.929319 = -1490239.263913 nChanged 70 SP:Iteration 29Q (3744.984169 sec): 3 clusters Score: Raw -1493329.999964 + Penalty 3072.929319 = -1490257.070645 nChanged 59 SP:Iteration 30Q (3745.045879 sec): 3 clusters Score: Raw -1493347.369603 + Penalty 3072.929319 = -1490274.440284 nChanged 55 SP:Iteration 31Q (3745.109019 sec): 3 clusters Score: Raw -1493364.044427 + Penalty 3072.929319 = -1490291.115108 nChanged 49 SP:Iteration 32Q (3745.172855 sec): 3 clusters Score: Raw -1493377.615469 + Penalty 3072.929319 = -1490304.686150 nChanged 56 SP:Iteration 33Q (3745.243939 sec): 3 clusters Score: Raw -1493392.035584 + Penalty 3072.929319 = -1490319.106265 nChanged 50 SP:Iteration 34Q (3745.299801 sec): 3 clusters Score: Raw -1493405.478293 + Penalty 3072.929319 = -1490332.548974 nChanged 44 SP:Iteration 35Q (3745.370183 sec): 3 clusters Score: Raw -1493420.180738 + Penalty 3072.929319 = -1490347.251420 nChanged 47 SP:Iteration 36Q (3745.439582 sec): 3 clusters Score: Raw -1493430.298867 + Penalty 3072.929319 = -1490357.369548 nChanged 47 SP:Iteration 37Q (3745.499263 sec): 3 clusters Score: Raw -1493441.377162 + Penalty 3072.929319 = -1490368.447844 nChanged 52 SP:Iteration 38Q (3745.566782 sec): 3 clusters Score: Raw -1493452.991752 + Penalty 3072.929319 = -1490380.062434 nChanged 43 SP:Iteration 39Q (3745.620964 sec): 3 clusters Score: Raw -1493461.086676 + Penalty 3072.929319 = -1490388.157357 nChanged 40 SP:Iteration 40F (3745.687824 sec): 3 clusters Score: Raw -1493470.166017 + Penalty 3072.929319 = -1490397.236698 nChanged 48 SP:Iteration 41Q (3745.753150 sec): 3 clusters Score: Raw -1493481.390982 + Penalty 3072.929319 = -1490408.461663 nChanged 39 SP:Iteration 42Q (3745.811626 sec): 3 clusters Score: Raw -1493487.710185 + Penalty 3072.929319 = -1490414.780866 nChanged 34 SP:Iteration 43Q (3745.874670 sec): 3 clusters Score: Raw -1493492.273755 + Penalty 3072.929319 = -1490419.344437 nChanged 20 SP:Iteration 44Q (3745.936046 sec): 3 clusters Score: Raw -1493495.558394 + Penalty 3072.929319 = -1490422.629075 nChanged 15 SP:Iteration 45Q (3746.010589 sec): 3 clusters Score: Raw -1493497.460261 + Penalty 3072.929319 = -1490424.530942 nChanged 12 SP:Iteration 46Q (3746.070823 sec): 3 clusters Score: Raw -1493498.946865 + Penalty 3072.929319 = -1490426.017547 nChanged 6 SP:Iteration 47Q (3746.132475 sec): 3 clusters Score: Raw -1493499.719890 + Penalty 3072.929319 = -1490426.790571 nChanged 12 SP:Iteration 48Q (3746.205167 sec): 3 clusters Score: Raw -1493500.964728 + Penalty 3072.929319 = -1490428.035409 nChanged 14 SP:Iteration 49Q (3746.272968 sec): 3 clusters Score: Raw -1493503.276583 + Penalty 3072.929319 = -1490430.347264 nChanged 15 SP:Iteration 50Q (3746.331240 sec): 3 clusters Score: Raw -1493504.787748 + Penalty 3072.929319 = -1490431.858429 nChanged 12 SP:Iteration 51Q (3746.398241 sec): 3 clusters Score: Raw -1493505.945783 + Penalty 3072.929319 = -1490433.016464 nChanged 5 SP:Iteration 52Q (3746.464301 sec): 3 clusters Score: Raw -1493506.640284 + Penalty 3072.929319 = -1490433.710965 nChanged 4 SP:Iteration 53Q (3746.530667 sec): 3 clusters Score: Raw -1493506.990754 + Penalty 3072.929319 = -1490434.061435 nChanged 2 SP:Iteration 54Q (3746.588729 sec): 3 clusters Score: Raw -1493507.209175 + Penalty 3072.929319 = -1490434.279856 nChanged 4 SP:Iteration 55Q (3746.650065 sec): 3 clusters Score: Raw -1493507.530082 + Penalty 3072.929319 = -1490434.600763 nChanged 4 SP:Iteration 56Q (3746.708966 sec): 3 clusters Score: Raw -1493507.784462 + Penalty 3072.929319 = -1490434.855144 nChanged 1 SP:Iteration 57Q (3746.784291 sec): 3 clusters Score: Raw -1493507.827832 + Penalty 3072.929319 = -1490434.898514 nChanged 1 SP:Iteration 58Q (3746.844473 sec): 3 clusters Score: Raw -1493507.932772 + Penalty 3072.929319 = -1490435.003453 nChanged 4 SP:Iteration 59Q (3746.917224 sec): 3 clusters Score: Raw -1493508.276982 + Penalty 3072.929319 = -1490435.347664 nChanged 4 SP:Iteration 60F (3746.975274 sec): 3 clusters Score: Raw -1493508.696670 + Penalty 3072.929319 = -1490435.767351 nChanged 3 SP:Iteration 61Q (3747.039172 sec): 3 clusters Score: Raw -1493509.309415 + Penalty 3072.929319 = -1490436.380096 nChanged 1 SP:Iteration 62Q (3747.108334 sec): 3 clusters Score: Raw -1493509.425581 + Penalty 3072.929319 = -1490436.496263 nChanged 1 SP:Iteration 63Q (3747.164343 sec): 3 clusters Score: Raw -1493509.492215 + Penalty 3072.929319 = -1490436.562896 nChanged 0 SP:Iteration 64F (3747.234086 sec): 3 clusters Score: Raw -1493509.492215 + Penalty 3072.929319 = -1490436.562896 nChanged 0 Trying to split cluster 10 (828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3747.254674 sec): 2 clusters Score: Raw -100828.159529 + Penalty 1091.839638 = -99736.319892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3747.302380 sec): 3 clusters Score: Raw -100627.121576 + Penalty 2183.679275 = -98443.442301 nChanged 202 SP:Iteration 1F (3747.350984 sec): 3 clusters Score: Raw -100815.947887 + Penalty 2183.679275 = -98632.268612 nChanged 57 SP:Iteration 2F (3747.395934 sec): 3 clusters Score: Raw -100881.024143 + Penalty 2183.679275 = -98697.344868 nChanged 26 SP:Iteration 3Q (3747.432758 sec): 3 clusters Score: Raw -100910.818269 + Penalty 2183.679275 = -98727.138994 nChanged 17 SP:Iteration 4Q (3747.475041 sec): 3 clusters Score: Raw -100929.343752 + Penalty 2183.679275 = -98745.664477 nChanged 12 SP:Iteration 5Q (3747.520123 sec): 3 clusters Score: Raw -100938.591577 + Penalty 2183.679275 = -98754.912302 nChanged 6 SP:Iteration 6Q (3747.550875 sec): 3 clusters Score: Raw -100945.875799 + Penalty 2183.679275 = -98762.196524 nChanged 7 SP:Iteration 7Q (3747.593692 sec): 3 clusters Score: Raw -100950.678810 + Penalty 2183.679275 = -98766.999534 nChanged 4 SP:Iteration 8Q (3747.637129 sec): 3 clusters Score: Raw -100954.518646 + Penalty 2183.679275 = -98770.839371 nChanged 5 SP:Iteration 9Q (3747.672743 sec): 3 clusters Score: Raw -100959.266120 + Penalty 2183.679275 = -98775.586845 nChanged 3 SP:Iteration 10Q (3747.717441 sec): 3 clusters Score: Raw -100961.111218 + Penalty 2183.679275 = -98777.431943 nChanged 2 SP:Iteration 11Q (3747.762030 sec): 3 clusters Score: Raw -100963.049623 + Penalty 2183.679275 = -98779.370347 nChanged 1 SP:Iteration 12Q (3747.804714 sec): 3 clusters Score: Raw -100964.057368 + Penalty 2183.679275 = -98780.378092 nChanged 0 SP:Iteration 13F (3747.847469 sec): 3 clusters Score: Raw -100964.057368 + Penalty 2183.679275 = -98780.378092 nChanged 0 Trying to split cluster 11 (13054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3747.888662 sec): 2 clusters Score: Raw -1428782.130229 + Penalty 1539.988105 = -1427242.142124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3747.953858 sec): 3 clusters Score: Raw -1421206.819939 + Penalty 3079.976211 = -1418126.843728 nChanged 5702 SP:Iteration 1F (3748.018651 sec): 3 clusters Score: Raw -1424467.200532 + Penalty 3079.976211 = -1421387.224322 nChanged 786 SP:Iteration 2F (3748.083403 sec): 3 clusters Score: Raw -1424835.394472 + Penalty 3079.976211 = -1421755.418262 nChanged 672 SP:Iteration 3F (3748.149137 sec): 3 clusters Score: Raw -1425165.687285 + Penalty 3079.976211 = -1422085.711074 nChanged 647 SP:Iteration 4Q (3748.217047 sec): 3 clusters Score: Raw -1425483.797814 + Penalty 3079.976211 = -1422403.821603 nChanged 628 SP:Iteration 5Q (3748.294140 sec): 3 clusters Score: Raw -1425857.251056 + Penalty 3079.976211 = -1422777.274846 nChanged 675 SP:Iteration 6F (3748.364885 sec): 3 clusters Score: Raw -1426252.983228 + Penalty 3079.976211 = -1423173.007017 nChanged 628 SP:Iteration 7Q (3748.424790 sec): 3 clusters Score: Raw -1426596.963049 + Penalty 3079.976211 = -1423516.986839 nChanged 547 SP:Iteration 8Q (3748.492105 sec): 3 clusters Score: Raw -1426870.297359 + Penalty 3079.976211 = -1423790.321148 nChanged 512 SP:Iteration 9Q (3748.550270 sec): 3 clusters Score: Raw -1427101.796146 + Penalty 3079.976211 = -1424021.819936 nChanged 405 SP:Iteration 10Q (3748.618374 sec): 3 clusters Score: Raw -1427258.475208 + Penalty 3079.976211 = -1424178.498998 nChanged 306 SP:Iteration 11Q (3748.680921 sec): 3 clusters Score: Raw -1427356.616978 + Penalty 3079.976211 = -1424276.640767 nChanged 252 SP:Iteration 12Q (3748.740025 sec): 3 clusters Score: Raw -1427434.134303 + Penalty 3079.976211 = -1424354.158092 nChanged 220 SP:Iteration 13Q (3748.808700 sec): 3 clusters Score: Raw -1427495.923669 + Penalty 3079.976211 = -1424415.947459 nChanged 188 SP:Iteration 14Q (3748.884068 sec): 3 clusters Score: Raw -1427553.174879 + Penalty 3079.976211 = -1424473.198669 nChanged 175 SP:Iteration 15Q (3748.946778 sec): 3 clusters Score: Raw -1427610.663967 + Penalty 3079.976211 = -1424530.687756 nChanged 190 SP:Iteration 16Q (3749.015115 sec): 3 clusters Score: Raw -1427674.644782 + Penalty 3079.976211 = -1424594.668572 nChanged 213 SP:Iteration 17Q (3749.074736 sec): 3 clusters Score: Raw -1427744.023620 + Penalty 3079.976211 = -1424664.047409 nChanged 228 SP:Iteration 18Q (3749.153087 sec): 3 clusters Score: Raw -1427823.107896 + Penalty 3079.976211 = -1424743.131685 nChanged 223 SP:Iteration 19Q (3749.208024 sec): 3 clusters Score: Raw -1427902.529457 + Penalty 3079.976211 = -1424822.553246 nChanged 228 SP:Iteration 20F (3749.285748 sec): 3 clusters Score: Raw -1427987.913514 + Penalty 3079.976211 = -1424907.937303 nChanged 222 SP:Iteration 21Q (3749.351116 sec): 3 clusters Score: Raw -1428074.321191 + Penalty 3079.976211 = -1424994.344980 nChanged 231 SP:Iteration 22Q (3749.420394 sec): 3 clusters Score: Raw -1428162.330021 + Penalty 3079.976211 = -1425082.353810 nChanged 212 SP:Iteration 23Q (3749.474954 sec): 3 clusters Score: Raw -1428244.430167 + Penalty 3079.976211 = -1425164.453956 nChanged 210 SP:Iteration 24Q (3749.544965 sec): 3 clusters Score: Raw -1428332.164110 + Penalty 3079.976211 = -1425252.187900 nChanged 229 SP:Iteration 25Q (3749.600607 sec): 3 clusters Score: Raw -1428433.047539 + Penalty 3079.976211 = -1425353.071328 nChanged 231 SP:Iteration 26Q (3749.666580 sec): 3 clusters Score: Raw -1428550.910989 + Penalty 3079.976211 = -1425470.934778 nChanged 214 SP:Iteration 27Q (3749.730810 sec): 3 clusters Score: Raw -1428657.609592 + Penalty 3079.976211 = -1425577.633381 nChanged 197 SP:Iteration 28Q (3749.802406 sec): 3 clusters Score: Raw -1428755.492167 + Penalty 3079.976211 = -1425675.515956 nChanged 194 SP:Iteration 29Q (3749.871538 sec): 3 clusters Score: Raw -1428856.211849 + Penalty 3079.976211 = -1425776.235638 nChanged 165 SP:Iteration 30Q (3749.925308 sec): 3 clusters Score: Raw -1428946.152659 + Penalty 3079.976211 = -1425866.176448 nChanged 141 SP:Iteration 31Q (3749.989947 sec): 3 clusters Score: Raw -1429009.770484 + Penalty 3079.976211 = -1425929.794273 nChanged 112 SP:Iteration 32Q (3750.052142 sec): 3 clusters Score: Raw -1429058.707917 + Penalty 3079.976211 = -1425978.731706 nChanged 95 SP:Iteration 33Q (3750.116265 sec): 3 clusters Score: Raw -1429096.586377 + Penalty 3079.976211 = -1426016.610166 nChanged 98 SP:Iteration 34Q (3750.172798 sec): 3 clusters Score: Raw -1429133.270605 + Penalty 3079.976211 = -1426053.294395 nChanged 66 SP:Iteration 35Q (3750.239790 sec): 3 clusters Score: Raw -1429156.081168 + Penalty 3079.976211 = -1426076.104957 nChanged 64 SP:Iteration 36Q (3750.301884 sec): 3 clusters Score: Raw -1429179.383690 + Penalty 3079.976211 = -1426099.407479 nChanged 53 SP:Iteration 37Q (3750.375340 sec): 3 clusters Score: Raw -1429195.119353 + Penalty 3079.976211 = -1426115.143143 nChanged 49 SP:Iteration 38Q (3750.435933 sec): 3 clusters Score: Raw -1429211.140939 + Penalty 3079.976211 = -1426131.164728 nChanged 42 SP:Iteration 39Q (3750.503795 sec): 3 clusters Score: Raw -1429222.364009 + Penalty 3079.976211 = -1426142.387798 nChanged 33 SP:Iteration 40F (3750.563121 sec): 3 clusters Score: Raw -1429233.516967 + Penalty 3079.976211 = -1426153.540756 nChanged 33 SP:Iteration 41Q (3750.623203 sec): 3 clusters Score: Raw -1429242.005305 + Penalty 3079.976211 = -1426162.029095 nChanged 30 SP:Iteration 42Q (3750.679276 sec): 3 clusters Score: Raw -1429250.703672 + Penalty 3079.976211 = -1426170.727461 nChanged 20 SP:Iteration 43Q (3750.745329 sec): 3 clusters Score: Raw -1429256.827990 + Penalty 3079.976211 = -1426176.851779 nChanged 20 SP:Iteration 44Q (3750.811022 sec): 3 clusters Score: Raw -1429263.036433 + Penalty 3079.976211 = -1426183.060223 nChanged 15 SP:Iteration 45Q (3750.869354 sec): 3 clusters Score: Raw -1429267.345165 + Penalty 3079.976211 = -1426187.368954 nChanged 12 SP:Iteration 46Q (3750.927861 sec): 3 clusters Score: Raw -1429271.366352 + Penalty 3079.976211 = -1426191.390142 nChanged 13 SP:Iteration 47Q (3750.990633 sec): 3 clusters Score: Raw -1429273.776368 + Penalty 3079.976211 = -1426193.800157 nChanged 6 SP:Iteration 48Q (3751.057804 sec): 3 clusters Score: Raw -1429274.830979 + Penalty 3079.976211 = -1426194.854768 nChanged 7 SP:Iteration 49Q (3751.128838 sec): 3 clusters Score: Raw -1429276.117037 + Penalty 3079.976211 = -1426196.140826 nChanged 6 SP:Iteration 50Q (3751.181976 sec): 3 clusters Score: Raw -1429278.093370 + Penalty 3079.976211 = -1426198.117159 nChanged 8 SP:Iteration 51Q (3751.250302 sec): 3 clusters Score: Raw -1429279.789046 + Penalty 3079.976211 = -1426199.812835 nChanged 10 SP:Iteration 52Q (3751.310665 sec): 3 clusters Score: Raw -1429282.009057 + Penalty 3079.976211 = -1426202.032846 nChanged 9 SP:Iteration 53Q (3751.381162 sec): 3 clusters Score: Raw -1429284.426986 + Penalty 3079.976211 = -1426204.450775 nChanged 5 SP:Iteration 54Q (3751.430061 sec): 3 clusters Score: Raw -1429285.563966 + Penalty 3079.976211 = -1426205.587756 nChanged 5 SP:Iteration 55Q (3751.483895 sec): 3 clusters Score: Raw -1429286.558042 + Penalty 3079.976211 = -1426206.581832 nChanged 4 SP:Iteration 56Q (3751.555766 sec): 3 clusters Score: Raw -1429287.389406 + Penalty 3079.976211 = -1426207.413196 nChanged 7 SP:Iteration 57Q (3751.613295 sec): 3 clusters Score: Raw -1429288.824655 + Penalty 3079.976211 = -1426208.848444 nChanged 1 SP:Iteration 58Q (3751.686191 sec): 3 clusters Score: Raw -1429289.012896 + Penalty 3079.976211 = -1426209.036685 nChanged 0 SP:Iteration 59F (3751.751114 sec): 3 clusters Score: Raw -1429289.012896 + Penalty 3079.976211 = -1426209.036685 nChanged 0 Trying to split cluster 12 (8652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3751.773372 sec): 2 clusters Score: Raw -1021413.473912 + Penalty 1473.151190 = -1019940.322722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3751.827384 sec): 3 clusters Score: Raw -1016530.430874 + Penalty 2946.302381 = -1013584.128493 nChanged 3718 SP:Iteration 1F (3751.881364 sec): 3 clusters Score: Raw -1018479.804268 + Penalty 2946.302381 = -1015533.501888 nChanged 570 SP:Iteration 2F (3751.952808 sec): 3 clusters Score: Raw -1018735.219125 + Penalty 2946.302381 = -1015788.916744 nChanged 456 SP:Iteration 3F (3752.008748 sec): 3 clusters Score: Raw -1018923.552901 + Penalty 2946.302381 = -1015977.250520 nChanged 395 SP:Iteration 4Q (3752.048149 sec): 3 clusters Score: Raw -1019079.219452 + Penalty 2946.302381 = -1016132.917071 nChanged 346 SP:Iteration 5Q (3752.107410 sec): 3 clusters Score: Raw -1019207.654804 + Penalty 2946.302381 = -1016261.352423 nChanged 302 SP:Iteration 6Q (3752.158177 sec): 3 clusters Score: Raw -1019330.590801 + Penalty 2946.302381 = -1016384.288420 nChanged 293 SP:Iteration 7Q (3752.230793 sec): 3 clusters Score: Raw -1019453.827231 + Penalty 2946.302381 = -1016507.524850 nChanged 307 SP:Iteration 8Q (3752.288838 sec): 3 clusters Score: Raw -1019585.725267 + Penalty 2946.302381 = -1016639.422886 nChanged 279 SP:Iteration 9Q (3752.340921 sec): 3 clusters Score: Raw -1019714.199062 + Penalty 2946.302381 = -1016767.896681 nChanged 283 SP:Iteration 10Q (3752.403457 sec): 3 clusters Score: Raw -1019857.546947 + Penalty 2946.302381 = -1016911.244566 nChanged 325 SP:Iteration 11Q (3752.461865 sec): 3 clusters Score: Raw -1020049.615473 + Penalty 2946.302381 = -1017103.313092 nChanged 347 SP:Iteration 12Q (3752.531804 sec): 3 clusters Score: Raw -1020268.733450 + Penalty 2946.302381 = -1017322.431069 nChanged 368 SP:Iteration 13Q (3752.591018 sec): 3 clusters Score: Raw -1020538.205400 + Penalty 2946.302381 = -1017591.903019 nChanged 351 SP:Iteration 14Q (3752.644389 sec): 3 clusters Score: Raw -1020776.592104 + Penalty 2946.302381 = -1017830.289723 nChanged 328 SP:Iteration 15Q (3752.704243 sec): 3 clusters Score: Raw -1021015.014970 + Penalty 2946.302381 = -1018068.712589 nChanged 302 SP:Iteration 16Q (3752.770219 sec): 3 clusters Score: Raw -1021248.099485 + Penalty 2946.302381 = -1018301.797104 nChanged 297 SP:Iteration 17Q (3752.827716 sec): 3 clusters Score: Raw -1021496.471304 + Penalty 2946.302381 = -1018550.168923 nChanged 241 SP:Iteration 18Q (3752.887376 sec): 3 clusters Score: Raw -1021704.708247 + Penalty 2946.302381 = -1018758.405866 nChanged 182 SP:Iteration 19Q (3752.935785 sec): 3 clusters Score: Raw -1021834.135442 + Penalty 2946.302381 = -1018887.833061 nChanged 129 SP:Iteration 20F (3753.004233 sec): 3 clusters Score: Raw -1021911.092772 + Penalty 2946.302381 = -1018964.790391 nChanged 92 SP:Iteration 21Q (3753.049655 sec): 3 clusters Score: Raw -1021944.783154 + Penalty 2946.302381 = -1018998.480773 nChanged 54 SP:Iteration 22Q (3753.113170 sec): 3 clusters Score: Raw -1021960.248813 + Penalty 2946.302381 = -1019013.946432 nChanged 49 SP:Iteration 23Q (3753.170359 sec): 3 clusters Score: Raw -1021975.774002 + Penalty 2946.302381 = -1019029.471621 nChanged 40 SP:Iteration 24Q (3753.232761 sec): 3 clusters Score: Raw -1021986.540121 + Penalty 2946.302381 = -1019040.237740 nChanged 29 SP:Iteration 25Q (3753.288145 sec): 3 clusters Score: Raw -1021992.336629 + Penalty 2946.302381 = -1019046.034249 nChanged 21 SP:Iteration 26Q (3753.342556 sec): 3 clusters Score: Raw -1021996.411116 + Penalty 2946.302381 = -1019050.108735 nChanged 18 SP:Iteration 27Q (3753.407369 sec): 3 clusters Score: Raw -1021999.564429 + Penalty 2946.302381 = -1019053.262048 nChanged 13 SP:Iteration 28Q (3753.453733 sec): 3 clusters Score: Raw -1022002.706240 + Penalty 2946.302381 = -1019056.403859 nChanged 15 SP:Iteration 29Q (3753.507991 sec): 3 clusters Score: Raw -1022006.300055 + Penalty 2946.302381 = -1019059.997674 nChanged 12 SP:Iteration 30Q (3753.573770 sec): 3 clusters Score: Raw -1022007.837802 + Penalty 2946.302381 = -1019061.535421 nChanged 7 SP:Iteration 31Q (3753.623123 sec): 3 clusters Score: Raw -1022008.664738 + Penalty 2946.302381 = -1019062.362357 nChanged 2 SP:Iteration 32Q (3753.680363 sec): 3 clusters Score: Raw -1022008.899054 + Penalty 2946.302381 = -1019062.596673 nChanged 1 SP:Iteration 33Q (3753.741294 sec): 3 clusters Score: Raw -1022009.139953 + Penalty 2946.302381 = -1019062.837573 nChanged 3 SP:Iteration 34Q (3753.802393 sec): 3 clusters Score: Raw -1022009.431407 + Penalty 2946.302381 = -1019063.129027 nChanged 1 SP:Iteration 35Q (3753.850142 sec): 3 clusters Score: Raw -1022009.623044 + Penalty 2946.302381 = -1019063.320663 nChanged 3 SP:Iteration 36Q (3753.914577 sec): 3 clusters Score: Raw -1022009.888835 + Penalty 2946.302381 = -1019063.586454 nChanged 1 SP:Iteration 37Q (3753.971391 sec): 3 clusters Score: Raw -1022009.937434 + Penalty 2946.302381 = -1019063.635053 nChanged 0 SP:Iteration 38F (3754.020826 sec): 3 clusters Score: Raw -1022009.937434 + Penalty 2946.302381 = -1019063.635053 nChanged 0 Trying to split cluster 13 (6053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3754.051215 sec): 2 clusters Score: Raw -745260.547026 + Penalty 1415.100261 = -743845.446765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3754.105447 sec): 3 clusters Score: Raw -742001.232132 + Penalty 2830.200521 = -739171.031611 nChanged 2540 SP:Iteration 1F (3754.165993 sec): 3 clusters Score: Raw -743374.647747 + Penalty 2830.200521 = -740544.447226 nChanged 429 SP:Iteration 2F (3754.224935 sec): 3 clusters Score: Raw -743608.477634 + Penalty 2830.200521 = -740778.277112 nChanged 310 SP:Iteration 3F (3754.269267 sec): 3 clusters Score: Raw -743760.054799 + Penalty 2830.200521 = -740929.854277 nChanged 286 SP:Iteration 4Q (3754.322662 sec): 3 clusters Score: Raw -743912.129914 + Penalty 2830.200521 = -741081.929393 nChanged 283 SP:Iteration 5Q (3754.381747 sec): 3 clusters Score: Raw -744061.299706 + Penalty 2830.200521 = -741231.099185 nChanged 278 SP:Iteration 6Q (3754.435416 sec): 3 clusters Score: Raw -744224.886501 + Penalty 2830.200521 = -741394.685980 nChanged 258 SP:Iteration 7Q (3754.494717 sec): 3 clusters Score: Raw -744388.619738 + Penalty 2830.200521 = -741558.419217 nChanged 251 SP:Iteration 8Q (3754.541643 sec): 3 clusters Score: Raw -744535.721985 + Penalty 2830.200521 = -741705.521464 nChanged 241 SP:Iteration 9Q (3754.595970 sec): 3 clusters Score: Raw -744676.181023 + Penalty 2830.200521 = -741845.980502 nChanged 209 SP:Iteration 10Q (3754.644641 sec): 3 clusters Score: Raw -744804.482787 + Penalty 2830.200521 = -741974.282266 nChanged 188 SP:Iteration 11Q (3754.703645 sec): 3 clusters Score: Raw -744926.847475 + Penalty 2830.200521 = -742096.646953 nChanged 168 SP:Iteration 12Q (3754.751437 sec): 3 clusters Score: Raw -745027.084831 + Penalty 2830.200521 = -742196.884310 nChanged 136 SP:Iteration 13Q (3754.809347 sec): 3 clusters Score: Raw -745101.758847 + Penalty 2830.200521 = -742271.558325 nChanged 106 SP:Iteration 14Q (3754.870519 sec): 3 clusters Score: Raw -745169.818564 + Penalty 2830.200521 = -742339.618043 nChanged 104 SP:Iteration 15Q (3754.921300 sec): 3 clusters Score: Raw -745231.390895 + Penalty 2830.200521 = -742401.190374 nChanged 78 SP:Iteration 16Q (3754.988593 sec): 3 clusters Score: Raw -745270.776526 + Penalty 2830.200521 = -742440.576005 nChanged 58 SP:Iteration 17Q (3755.039127 sec): 3 clusters Score: Raw -745298.328133 + Penalty 2830.200521 = -742468.127611 nChanged 50 SP:Iteration 18Q (3755.101342 sec): 3 clusters Score: Raw -745319.916132 + Penalty 2830.200521 = -742489.715611 nChanged 55 SP:Iteration 19Q (3755.159867 sec): 3 clusters Score: Raw -745345.486958 + Penalty 2830.200521 = -742515.286437 nChanged 46 SP:Iteration 20F (3755.207712 sec): 3 clusters Score: Raw -745366.928470 + Penalty 2830.200521 = -742536.727948 nChanged 49 SP:Iteration 21Q (3755.267124 sec): 3 clusters Score: Raw -745387.284235 + Penalty 2830.200521 = -742557.083714 nChanged 44 SP:Iteration 22Q (3755.323972 sec): 3 clusters Score: Raw -745404.786000 + Penalty 2830.200521 = -742574.585478 nChanged 34 SP:Iteration 23Q (3755.372133 sec): 3 clusters Score: Raw -745415.797188 + Penalty 2830.200521 = -742585.596667 nChanged 17 SP:Iteration 24Q (3755.436408 sec): 3 clusters Score: Raw -745420.986780 + Penalty 2830.200521 = -742590.786259 nChanged 17 SP:Iteration 25Q (3755.493948 sec): 3 clusters Score: Raw -745426.245059 + Penalty 2830.200521 = -742596.044538 nChanged 21 SP:Iteration 26Q (3755.552256 sec): 3 clusters Score: Raw -745432.770157 + Penalty 2830.200521 = -742602.569636 nChanged 15 SP:Iteration 27Q (3755.603752 sec): 3 clusters Score: Raw -745436.193227 + Penalty 2830.200521 = -742605.992706 nChanged 10 SP:Iteration 28Q (3755.663186 sec): 3 clusters Score: Raw -745438.948761 + Penalty 2830.200521 = -742608.748240 nChanged 9 SP:Iteration 29Q (3755.718946 sec): 3 clusters Score: Raw -745441.840258 + Penalty 2830.200521 = -742611.639737 nChanged 5 SP:Iteration 30Q (3755.768906 sec): 3 clusters Score: Raw -745443.306598 + Penalty 2830.200521 = -742613.106077 nChanged 8 SP:Iteration 31Q (3755.828845 sec): 3 clusters Score: Raw -745445.287483 + Penalty 2830.200521 = -742615.086962 nChanged 10 SP:Iteration 32Q (3755.876516 sec): 3 clusters Score: Raw -745448.061790 + Penalty 2830.200521 = -742617.861269 nChanged 8 SP:Iteration 33Q (3755.932071 sec): 3 clusters Score: Raw -745449.903093 + Penalty 2830.200521 = -742619.702572 nChanged 6 SP:Iteration 34Q (3755.985847 sec): 3 clusters Score: Raw -745451.103405 + Penalty 2830.200521 = -742620.902884 nChanged 5 SP:Iteration 35Q (3756.049132 sec): 3 clusters Score: Raw -745452.046455 + Penalty 2830.200521 = -742621.845934 nChanged 4 SP:Iteration 36Q (3756.110380 sec): 3 clusters Score: Raw -745452.848423 + Penalty 2830.200521 = -742622.647901 nChanged 4 SP:Iteration 37Q (3756.158850 sec): 3 clusters Score: Raw -745453.534773 + Penalty 2830.200521 = -742623.334251 nChanged 2 SP:Iteration 38Q (3756.218249 sec): 3 clusters Score: Raw -745453.934175 + Penalty 2830.200521 = -742623.733654 nChanged 1 SP:Iteration 39Q (3756.267953 sec): 3 clusters Score: Raw -745454.107075 + Penalty 2830.200521 = -742623.906553 nChanged 1 SP:Iteration 40F (3756.315339 sec): 3 clusters Score: Raw -745454.221573 + Penalty 2830.200521 = -742624.021052 nChanged 0 Trying to split cluster 14 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3756.342865 sec): 2 clusters Score: Raw -99969.484327 + Penalty 1101.737310 = -98867.747017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3756.378693 sec): 3 clusters Score: Raw -99691.100478 + Penalty 2203.474620 = -97487.625858 nChanged 285 SP:Iteration 1F (3756.413884 sec): 3 clusters Score: Raw -99999.248572 + Penalty 2203.474620 = -97795.773952 nChanged 76 SP:Iteration 2F (3756.467910 sec): 3 clusters Score: Raw -100109.420848 + Penalty 2203.474620 = -97905.946228 nChanged 39 SP:Iteration 3Q (3756.512541 sec): 3 clusters Score: Raw -100148.929514 + Penalty 2203.474620 = -97945.454894 nChanged 15 SP:Iteration 4Q (3756.554461 sec): 3 clusters Score: Raw -100164.414031 + Penalty 2203.474620 = -97960.939411 nChanged 9 SP:Iteration 5Q (3756.597255 sec): 3 clusters Score: Raw -100171.328851 + Penalty 2203.474620 = -97967.854231 nChanged 8 SP:Iteration 6Q (3756.637426 sec): 3 clusters Score: Raw -100177.565889 + Penalty 2203.474620 = -97974.091269 nChanged 8 SP:Iteration 7Q (3756.683754 sec): 3 clusters Score: Raw -100183.198784 + Penalty 2203.474620 = -97979.724164 nChanged 6 SP:Iteration 8Q (3756.735880 sec): 3 clusters Score: Raw -100187.552700 + Penalty 2203.474620 = -97984.078080 nChanged 4 SP:Iteration 9Q (3756.777112 sec): 3 clusters Score: Raw -100191.278038 + Penalty 2203.474620 = -97987.803418 nChanged 2 SP:Iteration 10Q (3756.820745 sec): 3 clusters Score: Raw -100193.395737 + Penalty 2203.474620 = -97989.921117 nChanged 0 SP:Iteration 11F (3756.867389 sec): 3 clusters Score: Raw -100193.395737 + Penalty 2203.474620 = -97989.921117 nChanged 0 Trying to split cluster 15 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3756.885397 sec): 2 clusters Score: Raw -27296.890988 + Penalty 914.488431 = -26382.402557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3756.937486 sec): 3 clusters Score: Raw -27366.896377 + Penalty 1828.976862 = -25537.919515 nChanged 59 SP:Iteration 1F (3756.980234 sec): 3 clusters Score: Raw -27508.553641 + Penalty 1828.976862 = -25679.576779 nChanged 11 SP:Iteration 2Q (3757.017803 sec): 3 clusters Score: Raw -27540.386540 + Penalty 1828.976862 = -25711.409678 nChanged 7 SP:Iteration 3Q (3757.052608 sec): 3 clusters Score: Raw -27609.194927 + Penalty 1828.976862 = -25780.218065 nChanged 2 SP:Iteration 4Q (3757.098057 sec): 3 clusters Score: Raw -27616.324754 + Penalty 1828.976862 = -25787.347892 nChanged 4 SP:Iteration 5Q (3757.144343 sec): 3 clusters Score: Raw -27623.962676 + Penalty 1828.976862 = -25794.985814 nChanged 1 SP:Iteration 6Q (3757.185486 sec): 3 clusters Score: Raw -27625.006705 + Penalty 1828.976862 = -25796.029843 nChanged 0 SP:Iteration 7F (3757.237122 sec): 3 clusters Score: Raw -27625.006705 + Penalty 1828.976862 = -25796.029843 nChanged 0 Trying to split cluster 16 (7372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3757.271679 sec): 2 clusters Score: Raw -816446.311517 + Penalty 1447.134702 = -814999.176815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3757.324594 sec): 3 clusters Score: Raw -812361.268340 + Penalty 2894.269404 = -809466.998936 nChanged 3123 SP:Iteration 1F (3757.385888 sec): 3 clusters Score: Raw -814124.868869 + Penalty 2894.269404 = -811230.599466 nChanged 547 SP:Iteration 2F (3757.438337 sec): 3 clusters Score: Raw -814427.171262 + Penalty 2894.269404 = -811532.901859 nChanged 433 SP:Iteration 3F (3757.490228 sec): 3 clusters Score: Raw -814687.469626 + Penalty 2894.269404 = -811793.200222 nChanged 435 SP:Iteration 4F (3757.547302 sec): 3 clusters Score: Raw -814974.736028 + Penalty 2894.269404 = -812080.466625 nChanged 423 SP:Iteration 5F (3757.603691 sec): 3 clusters Score: Raw -815248.601379 + Penalty 2894.269404 = -812354.331975 nChanged 419 SP:Iteration 6F (3757.656758 sec): 3 clusters Score: Raw -815546.430278 + Penalty 2894.269404 = -812652.160875 nChanged 383 SP:Iteration 7F (3757.720742 sec): 3 clusters Score: Raw -815832.996723 + Penalty 2894.269404 = -812938.727319 nChanged 320 SP:Iteration 8Q (3757.775078 sec): 3 clusters Score: Raw -816054.743797 + Penalty 2894.269404 = -813160.474393 nChanged 285 SP:Iteration 9Q (3757.831742 sec): 3 clusters Score: Raw -816264.735074 + Penalty 2894.269404 = -813370.465670 nChanged 251 SP:Iteration 10Q (3757.890356 sec): 3 clusters Score: Raw -816416.514934 + Penalty 2894.269404 = -813522.245531 nChanged 172 SP:Iteration 11Q (3757.937038 sec): 3 clusters Score: Raw -816505.331702 + Penalty 2894.269404 = -813611.062299 nChanged 138 SP:Iteration 12Q (3757.997460 sec): 3 clusters Score: Raw -816577.329756 + Penalty 2894.269404 = -813683.060353 nChanged 117 SP:Iteration 13Q (3758.052226 sec): 3 clusters Score: Raw -816637.780055 + Penalty 2894.269404 = -813743.510652 nChanged 93 SP:Iteration 14Q (3758.111492 sec): 3 clusters Score: Raw -816680.769638 + Penalty 2894.269404 = -813786.500235 nChanged 77 SP:Iteration 15Q (3758.167938 sec): 3 clusters Score: Raw -816703.416986 + Penalty 2894.269404 = -813809.147582 nChanged 46 SP:Iteration 16Q (3758.221658 sec): 3 clusters Score: Raw -816714.200426 + Penalty 2894.269404 = -813819.931022 nChanged 32 SP:Iteration 17Q (3758.287037 sec): 3 clusters Score: Raw -816719.855786 + Penalty 2894.269404 = -813825.586383 nChanged 18 SP:Iteration 18Q (3758.334855 sec): 3 clusters Score: Raw -816723.562789 + Penalty 2894.269404 = -813829.293385 nChanged 21 SP:Iteration 19Q (3758.398573 sec): 3 clusters Score: Raw -816727.134968 + Penalty 2894.269404 = -813832.865564 nChanged 10 SP:Iteration 20F (3758.448429 sec): 3 clusters Score: Raw -816728.583214 + Penalty 2894.269404 = -813834.313810 nChanged 3 SP:Iteration 21Q (3758.503877 sec): 3 clusters Score: Raw -816728.866283 + Penalty 2894.269404 = -813834.596880 nChanged 3 SP:Iteration 22Q (3758.571683 sec): 3 clusters Score: Raw -816729.098256 + Penalty 2894.269404 = -813834.828853 nChanged 4 SP:Iteration 23Q (3758.624004 sec): 3 clusters Score: Raw -816729.559771 + Penalty 2894.269404 = -813835.290368 nChanged 5 SP:Iteration 24Q (3758.671553 sec): 3 clusters Score: Raw -816730.252952 + Penalty 2894.269404 = -813835.983548 nChanged 3 SP:Iteration 25Q (3758.730058 sec): 3 clusters Score: Raw -816730.606812 + Penalty 2894.269404 = -813836.337408 nChanged 1 SP:Iteration 26Q (3758.794996 sec): 3 clusters Score: Raw -816730.810517 + Penalty 2894.269404 = -813836.541114 nChanged 0 SP:Iteration 27F (3758.850646 sec): 3 clusters Score: Raw -816730.810517 + Penalty 2894.269404 = -813836.541114 nChanged 0 Trying to split cluster 17 (10525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3758.899287 sec): 2 clusters Score: Raw -1247642.507032 + Penalty 1504.995157 = -1246137.511875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3758.959328 sec): 3 clusters Score: Raw -1241625.837333 + Penalty 3009.990314 = -1238615.847019 nChanged 4532 SP:Iteration 1F (3759.024337 sec): 3 clusters Score: Raw -1244195.526354 + Penalty 3009.990314 = -1241185.536040 nChanged 691 SP:Iteration 2F (3759.080802 sec): 3 clusters Score: Raw -1244503.716599 + Penalty 3009.990314 = -1241493.726285 nChanged 533 SP:Iteration 3F (3759.148044 sec): 3 clusters Score: Raw -1244769.467974 + Penalty 3009.990314 = -1241759.477660 nChanged 555 SP:Iteration 4F (3759.205594 sec): 3 clusters Score: Raw -1245096.044965 + Penalty 3009.990314 = -1242086.054651 nChanged 565 SP:Iteration 5F (3759.264742 sec): 3 clusters Score: Raw -1245480.959856 + Penalty 3009.990314 = -1242470.969542 nChanged 571 SP:Iteration 6F (3759.329167 sec): 3 clusters Score: Raw -1245883.542897 + Penalty 3009.990314 = -1242873.552583 nChanged 487 SP:Iteration 7Q (3759.383686 sec): 3 clusters Score: Raw -1246271.763232 + Penalty 3009.990314 = -1243261.772918 nChanged 439 SP:Iteration 8Q (3759.444993 sec): 3 clusters Score: Raw -1246625.516939 + Penalty 3009.990314 = -1243615.526625 nChanged 341 SP:Iteration 9Q (3759.517549 sec): 3 clusters Score: Raw -1246893.977852 + Penalty 3009.990314 = -1243883.987538 nChanged 274 SP:Iteration 10Q (3759.574315 sec): 3 clusters Score: Raw -1247100.891648 + Penalty 3009.990314 = -1244090.901334 nChanged 223 SP:Iteration 11Q (3759.632342 sec): 3 clusters Score: Raw -1247259.736943 + Penalty 3009.990314 = -1244249.746629 nChanged 175 SP:Iteration 12Q (3759.692211 sec): 3 clusters Score: Raw -1247383.924271 + Penalty 3009.990314 = -1244373.933957 nChanged 155 SP:Iteration 13Q (3759.747071 sec): 3 clusters Score: Raw -1247488.755990 + Penalty 3009.990314 = -1244478.765676 nChanged 106 SP:Iteration 14Q (3759.813282 sec): 3 clusters Score: Raw -1247559.935117 + Penalty 3009.990314 = -1244549.944803 nChanged 96 SP:Iteration 15Q (3759.878264 sec): 3 clusters Score: Raw -1247627.770291 + Penalty 3009.990314 = -1244617.779977 nChanged 80 SP:Iteration 16Q (3759.938071 sec): 3 clusters Score: Raw -1247679.898622 + Penalty 3009.990314 = -1244669.908308 nChanged 72 SP:Iteration 17Q (3759.986367 sec): 3 clusters Score: Raw -1247726.898044 + Penalty 3009.990314 = -1244716.907730 nChanged 58 SP:Iteration 18Q (3760.050556 sec): 3 clusters Score: Raw -1247761.939558 + Penalty 3009.990314 = -1244751.949244 nChanged 45 SP:Iteration 19Q (3760.105211 sec): 3 clusters Score: Raw -1247790.347344 + Penalty 3009.990314 = -1244780.357030 nChanged 33 SP:Iteration 20F (3760.169824 sec): 3 clusters Score: Raw -1247811.738657 + Penalty 3009.990314 = -1244801.748343 nChanged 33 SP:Iteration 21Q (3760.228088 sec): 3 clusters Score: Raw -1247833.178972 + Penalty 3009.990314 = -1244823.188658 nChanged 28 SP:Iteration 22Q (3760.289845 sec): 3 clusters Score: Raw -1247850.303525 + Penalty 3009.990314 = -1244840.313211 nChanged 22 SP:Iteration 23Q (3760.345062 sec): 3 clusters Score: Raw -1247864.425686 + Penalty 3009.990314 = -1244854.435372 nChanged 21 SP:Iteration 24Q (3760.402617 sec): 3 clusters Score: Raw -1247878.684094 + Penalty 3009.990314 = -1244868.693780 nChanged 22 SP:Iteration 25Q (3760.462908 sec): 3 clusters Score: Raw -1247894.653599 + Penalty 3009.990314 = -1244884.663285 nChanged 15 SP:Iteration 26Q (3760.516253 sec): 3 clusters Score: Raw -1247907.651963 + Penalty 3009.990314 = -1244897.661649 nChanged 18 SP:Iteration 27Q (3760.573535 sec): 3 clusters Score: Raw -1247920.116175 + Penalty 3009.990314 = -1244910.125861 nChanged 11 SP:Iteration 28Q (3760.618856 sec): 3 clusters Score: Raw -1247926.513507 + Penalty 3009.990314 = -1244916.523193 nChanged 4 SP:Iteration 29Q (3760.685355 sec): 3 clusters Score: Raw -1247928.609705 + Penalty 3009.990314 = -1244918.619391 nChanged 2 SP:Iteration 30Q (3760.732676 sec): 3 clusters Score: Raw -1247930.081869 + Penalty 3009.990314 = -1244920.091555 nChanged 1 SP:Iteration 31Q (3760.794691 sec): 3 clusters Score: Raw -1247930.428595 + Penalty 3009.990314 = -1244920.438281 nChanged 0 SP:Iteration 32F (3760.847659 sec): 3 clusters Score: Raw -1247930.428595 + Penalty 3009.990314 = -1244920.438281 nChanged 0 Trying to split cluster 18 (1979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3760.876942 sec): 2 clusters Score: Raw -251984.614607 + Penalty 1233.431379 = -250751.183228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3760.919103 sec): 3 clusters Score: Raw -251144.337825 + Penalty 2466.862757 = -248677.475068 nChanged 675 SP:Iteration 1F (3760.967682 sec): 3 clusters Score: Raw -251621.421815 + Penalty 2466.862757 = -249154.559058 nChanged 157 SP:Iteration 2F (3761.006567 sec): 3 clusters Score: Raw -251754.767973 + Penalty 2466.862757 = -249287.905216 nChanged 114 SP:Iteration 3F (3761.050708 sec): 3 clusters Score: Raw -251866.693004 + Penalty 2466.862757 = -249399.830246 nChanged 100 SP:Iteration 4F (3761.096804 sec): 3 clusters Score: Raw -251971.286135 + Penalty 2466.862757 = -249504.423378 nChanged 85 SP:Iteration 5Q (3761.138004 sec): 3 clusters Score: Raw -252051.371231 + Penalty 2466.862757 = -249584.508474 nChanged 63 SP:Iteration 6Q (3761.185540 sec): 3 clusters Score: Raw -252102.253043 + Penalty 2466.862757 = -249635.390286 nChanged 51 SP:Iteration 7Q (3761.224323 sec): 3 clusters Score: Raw -252152.863590 + Penalty 2466.862757 = -249686.000832 nChanged 55 SP:Iteration 8Q (3761.266086 sec): 3 clusters Score: Raw -252204.357251 + Penalty 2466.862757 = -249737.494494 nChanged 53 SP:Iteration 9Q (3761.312585 sec): 3 clusters Score: Raw -252246.519117 + Penalty 2466.862757 = -249779.656360 nChanged 42 SP:Iteration 10Q (3761.356325 sec): 3 clusters Score: Raw -252278.386704 + Penalty 2466.862757 = -249811.523947 nChanged 28 SP:Iteration 11Q (3761.405449 sec): 3 clusters Score: Raw -252299.384315 + Penalty 2466.862757 = -249832.521557 nChanged 27 SP:Iteration 12Q (3761.443291 sec): 3 clusters Score: Raw -252317.607004 + Penalty 2466.862757 = -249850.744247 nChanged 15 SP:Iteration 13Q (3761.491718 sec): 3 clusters Score: Raw -252328.701313 + Penalty 2466.862757 = -249861.838556 nChanged 10 SP:Iteration 14Q (3761.541403 sec): 3 clusters Score: Raw -252332.794441 + Penalty 2466.862757 = -249865.931684 nChanged 8 SP:Iteration 15Q (3761.594915 sec): 3 clusters Score: Raw -252336.901785 + Penalty 2466.862757 = -249870.039027 nChanged 7 SP:Iteration 16Q (3761.643212 sec): 3 clusters Score: Raw -252342.475481 + Penalty 2466.862757 = -249875.612724 nChanged 7 SP:Iteration 17Q (3761.692140 sec): 3 clusters Score: Raw -252345.282890 + Penalty 2466.862757 = -249878.420133 nChanged 5 SP:Iteration 18Q (3761.733107 sec): 3 clusters Score: Raw -252348.611184 + Penalty 2466.862757 = -249881.748427 nChanged 7 SP:Iteration 19Q (3761.793354 sec): 3 clusters Score: Raw -252352.515273 + Penalty 2466.862757 = -249885.652516 nChanged 5 SP:Iteration 20F (3761.843337 sec): 3 clusters Score: Raw -252354.640497 + Penalty 2466.862757 = -249887.777740 nChanged 3 SP:Iteration 21Q (3761.895967 sec): 3 clusters Score: Raw -252355.715051 + Penalty 2466.862757 = -249888.852294 nChanged 4 SP:Iteration 22Q (3761.942023 sec): 3 clusters Score: Raw -252359.055169 + Penalty 2466.862757 = -249892.192412 nChanged 4 SP:Iteration 23Q (3761.980358 sec): 3 clusters Score: Raw -252361.917935 + Penalty 2466.862757 = -249895.055178 nChanged 6 SP:Iteration 24Q (3762.030393 sec): 3 clusters Score: Raw -252366.251601 + Penalty 2466.862757 = -249899.388843 nChanged 5 SP:Iteration 25Q (3762.088102 sec): 3 clusters Score: Raw -252368.988613 + Penalty 2466.862757 = -249902.125856 nChanged 2 SP:Iteration 26Q (3762.130142 sec): 3 clusters Score: Raw -252369.854855 + Penalty 2466.862757 = -249902.992098 nChanged 5 SP:Iteration 27Q (3762.180365 sec): 3 clusters Score: Raw -252371.823365 + Penalty 2466.862757 = -249904.960608 nChanged 2 SP:Iteration 28Q (3762.224285 sec): 3 clusters Score: Raw -252373.987830 + Penalty 2466.862757 = -249907.125073 nChanged 3 SP:Iteration 29Q (3762.273907 sec): 3 clusters Score: Raw -252375.370026 + Penalty 2466.862757 = -249908.507269 nChanged 1 SP:Iteration 30Q (3762.328009 sec): 3 clusters Score: Raw -252375.986226 + Penalty 2466.862757 = -249909.123469 nChanged 1 SP:Iteration 31Q (3762.385989 sec): 3 clusters Score: Raw -252376.697793 + Penalty 2466.862757 = -249909.835036 nChanged 2 SP:Iteration 32Q (3762.425742 sec): 3 clusters Score: Raw -252377.030169 + Penalty 2466.862757 = -249910.167412 nChanged 0 SP:Iteration 33F (3762.481531 sec): 3 clusters Score: Raw -252377.030169 + Penalty 2466.862757 = -249910.167412 nChanged 0 Trying to split cluster 19 (1892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3762.507051 sec): 2 clusters Score: Raw -208833.142175 + Penalty 1226.125834 = -207607.016341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3762.560794 sec): 3 clusters Score: Raw -208054.310573 + Penalty 2452.251669 = -205602.058904 nChanged 646 SP:Iteration 1F (3762.612057 sec): 3 clusters Score: Raw -208537.217667 + Penalty 2452.251669 = -206084.965999 nChanged 149 SP:Iteration 2F (3762.647100 sec): 3 clusters Score: Raw -208638.032868 + Penalty 2452.251669 = -206185.781200 nChanged 73 SP:Iteration 3Q (3762.706848 sec): 3 clusters Score: Raw -208684.424511 + Penalty 2452.251669 = -206232.172842 nChanged 49 SP:Iteration 4Q (3762.757118 sec): 3 clusters Score: Raw -208711.885621 + Penalty 2452.251669 = -206259.633952 nChanged 35 SP:Iteration 5Q (3762.804162 sec): 3 clusters Score: Raw -208735.999289 + Penalty 2452.251669 = -206283.747620 nChanged 32 SP:Iteration 6Q (3762.858622 sec): 3 clusters Score: Raw -208758.395083 + Penalty 2452.251669 = -206306.143414 nChanged 35 SP:Iteration 7Q (3762.897440 sec): 3 clusters Score: Raw -208787.853279 + Penalty 2452.251669 = -206335.601610 nChanged 36 SP:Iteration 8Q (3762.945559 sec): 3 clusters Score: Raw -208814.090769 + Penalty 2452.251669 = -206361.839100 nChanged 23 SP:Iteration 9Q (3762.995790 sec): 3 clusters Score: Raw -208824.878487 + Penalty 2452.251669 = -206372.626818 nChanged 10 SP:Iteration 10Q (3763.042914 sec): 3 clusters Score: Raw -208828.800812 + Penalty 2452.251669 = -206376.549143 nChanged 9 SP:Iteration 11Q (3763.094558 sec): 3 clusters Score: Raw -208833.367324 + Penalty 2452.251669 = -206381.115656 nChanged 7 SP:Iteration 12Q (3763.135013 sec): 3 clusters Score: Raw -208835.835830 + Penalty 2452.251669 = -206383.584161 nChanged 6 SP:Iteration 13Q (3763.194718 sec): 3 clusters Score: Raw -208838.217046 + Penalty 2452.251669 = -206385.965378 nChanged 3 SP:Iteration 14Q (3763.233292 sec): 3 clusters Score: Raw -208839.373058 + Penalty 2452.251669 = -206387.121390 nChanged 4 SP:Iteration 15Q (3763.278007 sec): 3 clusters Score: Raw -208843.011488 + Penalty 2452.251669 = -206390.759819 nChanged 6 SP:Iteration 16Q (3763.315709 sec): 3 clusters Score: Raw -208846.612908 + Penalty 2452.251669 = -206394.361239 nChanged 10 SP:Iteration 17Q (3763.364545 sec): 3 clusters Score: Raw -208851.538304 + Penalty 2452.251669 = -206399.286636 nChanged 8 SP:Iteration 18Q (3763.413239 sec): 3 clusters Score: Raw -208855.877085 + Penalty 2452.251669 = -206403.625416 nChanged 7 SP:Iteration 19Q (3763.457709 sec): 3 clusters Score: Raw -208859.197309 + Penalty 2452.251669 = -206406.945640 nChanged 7 SP:Iteration 20F (3763.506059 sec): 3 clusters Score: Raw -208863.849652 + Penalty 2452.251669 = -206411.597984 nChanged 8 SP:Iteration 21Q (3763.550657 sec): 3 clusters Score: Raw -208866.960121 + Penalty 2452.251669 = -206414.708452 nChanged 5 SP:Iteration 22Q (3763.596092 sec): 3 clusters Score: Raw -208869.259875 + Penalty 2452.251669 = -206417.008206 nChanged 8 SP:Iteration 23Q (3763.653296 sec): 3 clusters Score: Raw -208873.742949 + Penalty 2452.251669 = -206421.491280 nChanged 7 SP:Iteration 24Q (3763.686042 sec): 3 clusters Score: Raw -208877.328298 + Penalty 2452.251669 = -206425.076629 nChanged 4 SP:Iteration 25Q (3763.735515 sec): 3 clusters Score: Raw -208878.780083 + Penalty 2452.251669 = -206426.528414 nChanged 4 SP:Iteration 26Q (3763.783954 sec): 3 clusters Score: Raw -208880.088674 + Penalty 2452.251669 = -206427.837005 nChanged 2 SP:Iteration 27Q (3763.835120 sec): 3 clusters Score: Raw -208881.389456 + Penalty 2452.251669 = -206429.137787 nChanged 7 SP:Iteration 28Q (3763.877875 sec): 3 clusters Score: Raw -208885.567084 + Penalty 2452.251669 = -206433.315415 nChanged 6 SP:Iteration 29Q (3763.928077 sec): 3 clusters Score: Raw -208889.985097 + Penalty 2452.251669 = -206437.733428 nChanged 10 SP:Iteration 30Q (3763.977810 sec): 3 clusters Score: Raw -208896.667293 + Penalty 2452.251669 = -206444.415624 nChanged 12 SP:Iteration 31Q (3764.017624 sec): 3 clusters Score: Raw -208903.972415 + Penalty 2452.251669 = -206451.720747 nChanged 11 SP:Iteration 32Q (3764.077118 sec): 3 clusters Score: Raw -208911.042859 + Penalty 2452.251669 = -206458.791191 nChanged 6 SP:Iteration 33Q (3764.117001 sec): 3 clusters Score: Raw -208915.830080 + Penalty 2452.251669 = -206463.578411 nChanged 9 SP:Iteration 34Q (3764.168720 sec): 3 clusters Score: Raw -208923.412537 + Penalty 2452.251669 = -206471.160869 nChanged 10 SP:Iteration 35Q (3764.212479 sec): 3 clusters Score: Raw -208928.617778 + Penalty 2452.251669 = -206476.366110 nChanged 8 SP:Iteration 36Q (3764.265625 sec): 3 clusters Score: Raw -208934.327725 + Penalty 2452.251669 = -206482.076056 nChanged 12 SP:Iteration 37Q (3764.308381 sec): 3 clusters Score: Raw -208943.860755 + Penalty 2452.251669 = -206491.609086 nChanged 10 SP:Iteration 38Q (3764.348275 sec): 3 clusters Score: Raw -208951.164912 + Penalty 2452.251669 = -206498.913244 nChanged 12 SP:Iteration 39Q (3764.391196 sec): 3 clusters Score: Raw -208959.485583 + Penalty 2452.251669 = -206507.233914 nChanged 11 SP:Iteration 40F (3764.437936 sec): 3 clusters Score: Raw -208966.292193 + Penalty 2452.251669 = -206514.040524 nChanged 13 SP:Iteration 41Q (3764.480658 sec): 3 clusters Score: Raw -208976.371077 + Penalty 2452.251669 = -206524.119408 nChanged 13 SP:Iteration 42Q (3764.525181 sec): 3 clusters Score: Raw -208983.235417 + Penalty 2452.251669 = -206530.983749 nChanged 6 SP:Iteration 43Q (3764.569332 sec): 3 clusters Score: Raw -208987.259268 + Penalty 2452.251669 = -206535.007599 nChanged 8 SP:Iteration 44Q (3764.613329 sec): 3 clusters Score: Raw -208992.094375 + Penalty 2452.251669 = -206539.842707 nChanged 5 SP:Iteration 45Q (3764.653859 sec): 3 clusters Score: Raw -208994.240282 + Penalty 2452.251669 = -206541.988613 nChanged 2 SP:Iteration 46Q (3764.697036 sec): 3 clusters Score: Raw -208996.094026 + Penalty 2452.251669 = -206543.842358 nChanged 7 SP:Iteration 47Q (3764.749558 sec): 3 clusters Score: Raw -209002.629170 + Penalty 2452.251669 = -206550.377502 nChanged 7 SP:Iteration 48Q (3764.801743 sec): 3 clusters Score: Raw -209007.363209 + Penalty 2452.251669 = -206555.111540 nChanged 6 SP:Iteration 49Q (3764.844113 sec): 3 clusters Score: Raw -209010.228485 + Penalty 2452.251669 = -206557.976817 nChanged 1 SP:Iteration 50Q (3764.880532 sec): 3 clusters Score: Raw -209011.213299 + Penalty 2452.251669 = -206558.961631 nChanged 2 SP:Iteration 51Q (3764.940808 sec): 3 clusters Score: Raw -209012.137818 + Penalty 2452.251669 = -206559.886150 nChanged 2 SP:Iteration 52Q (3764.989459 sec): 3 clusters Score: Raw -209013.021087 + Penalty 2452.251669 = -206560.769418 nChanged 2 SP:Iteration 53Q (3765.037478 sec): 3 clusters Score: Raw -209014.067191 + Penalty 2452.251669 = -206561.815523 nChanged 0 SP:Iteration 54F (3765.087357 sec): 3 clusters Score: Raw -209014.067191 + Penalty 2452.251669 = -206561.815523 nChanged 0 Trying to split cluster 20 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3765.113563 sec): 2 clusters Score: Raw -202728.355932 + Penalty 1209.785407 = -201518.570525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3765.156734 sec): 3 clusters Score: Raw -202035.494120 + Penalty 2419.570814 = -199615.923306 nChanged 581 SP:Iteration 1F (3765.210400 sec): 3 clusters Score: Raw -202450.967426 + Penalty 2419.570814 = -200031.396612 nChanged 147 SP:Iteration 2F (3765.258422 sec): 3 clusters Score: Raw -202559.710293 + Penalty 2419.570814 = -200140.139479 nChanged 72 SP:Iteration 3Q (3765.306365 sec): 3 clusters Score: Raw -202628.539005 + Penalty 2419.570814 = -200208.968191 nChanged 60 SP:Iteration 4Q (3765.351043 sec): 3 clusters Score: Raw -202676.128096 + Penalty 2419.570814 = -200256.557282 nChanged 39 SP:Iteration 5Q (3765.412188 sec): 3 clusters Score: Raw -202701.076986 + Penalty 2419.570814 = -200281.506172 nChanged 24 SP:Iteration 6Q (3765.460938 sec): 3 clusters Score: Raw -202721.799683 + Penalty 2419.570814 = -200302.228869 nChanged 26 SP:Iteration 7Q (3765.514367 sec): 3 clusters Score: Raw -202736.985488 + Penalty 2419.570814 = -200317.414674 nChanged 17 SP:Iteration 8Q (3765.552544 sec): 3 clusters Score: Raw -202747.227811 + Penalty 2419.570814 = -200327.656997 nChanged 14 SP:Iteration 9Q (3765.608488 sec): 3 clusters Score: Raw -202754.101304 + Penalty 2419.570814 = -200334.530490 nChanged 13 SP:Iteration 10Q (3765.647637 sec): 3 clusters Score: Raw -202760.953239 + Penalty 2419.570814 = -200341.382425 nChanged 10 SP:Iteration 11Q (3765.708789 sec): 3 clusters Score: Raw -202766.679613 + Penalty 2419.570814 = -200347.108799 nChanged 9 SP:Iteration 12Q (3765.757053 sec): 3 clusters Score: Raw -202770.839042 + Penalty 2419.570814 = -200351.268228 nChanged 5 SP:Iteration 13Q (3765.807674 sec): 3 clusters Score: Raw -202773.278559 + Penalty 2419.570814 = -200353.707745 nChanged 4 SP:Iteration 14Q (3765.859989 sec): 3 clusters Score: Raw -202775.478321 + Penalty 2419.570814 = -200355.907507 nChanged 4 SP:Iteration 15Q (3765.895957 sec): 3 clusters Score: Raw -202777.501048 + Penalty 2419.570814 = -200357.930233 nChanged 2 SP:Iteration 16Q (3765.956402 sec): 3 clusters Score: Raw -202778.687369 + Penalty 2419.570814 = -200359.116555 nChanged 4 SP:Iteration 17Q (3766.003457 sec): 3 clusters Score: Raw -202781.052516 + Penalty 2419.570814 = -200361.481702 nChanged 2 SP:Iteration 18Q (3766.056399 sec): 3 clusters Score: Raw -202781.855047 + Penalty 2419.570814 = -200362.284233 nChanged 3 SP:Iteration 19Q (3766.100986 sec): 3 clusters Score: Raw -202784.276987 + Penalty 2419.570814 = -200364.706173 nChanged 4 SP:Iteration 20F (3766.151710 sec): 3 clusters Score: Raw -202786.525154 + Penalty 2419.570814 = -200366.954340 nChanged 3 SP:Iteration 21Q (3766.205337 sec): 3 clusters Score: Raw -202787.616356 + Penalty 2419.570814 = -200368.045542 nChanged 3 SP:Iteration 22Q (3766.247630 sec): 3 clusters Score: Raw -202789.678028 + Penalty 2419.570814 = -200370.107214 nChanged 4 SP:Iteration 23Q (3766.289187 sec): 3 clusters Score: Raw -202793.109038 + Penalty 2419.570814 = -200373.538224 nChanged 4 SP:Iteration 24Q (3766.333169 sec): 3 clusters Score: Raw -202796.307262 + Penalty 2419.570814 = -200376.736448 nChanged 2 SP:Iteration 25Q (3766.377580 sec): 3 clusters Score: Raw -202796.807248 + Penalty 2419.570814 = -200377.236434 nChanged 1 SP:Iteration 26Q (3766.424588 sec): 3 clusters Score: Raw -202797.459274 + Penalty 2419.570814 = -200377.888460 nChanged 0 SP:Iteration 27F (3766.477724 sec): 3 clusters Score: Raw -202797.459274 + Penalty 2419.570814 = -200377.888460 nChanged 0 Trying to split cluster 21 (2455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3766.511858 sec): 2 clusters Score: Raw -297171.830411 + Penalty 1268.455832 = -295903.374579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3766.545163 sec): 3 clusters Score: Raw -296057.817744 + Penalty 2536.911663 = -293520.906080 nChanged 890 SP:Iteration 1F (3766.585693 sec): 3 clusters Score: Raw -296614.601579 + Penalty 2536.911663 = -294077.689916 nChanged 211 SP:Iteration 2F (3766.631161 sec): 3 clusters Score: Raw -296779.846145 + Penalty 2536.911663 = -294242.934481 nChanged 151 SP:Iteration 3F (3766.685356 sec): 3 clusters Score: Raw -296890.931005 + Penalty 2536.911663 = -294354.019342 nChanged 119 SP:Iteration 4Q (3766.725688 sec): 3 clusters Score: Raw -297001.485532 + Penalty 2536.911663 = -294464.573869 nChanged 101 SP:Iteration 5Q (3766.779355 sec): 3 clusters Score: Raw -297081.949013 + Penalty 2536.911663 = -294545.037350 nChanged 72 SP:Iteration 6Q (3766.830797 sec): 3 clusters Score: Raw -297142.251024 + Penalty 2536.911663 = -294605.339361 nChanged 78 SP:Iteration 7Q (3766.864725 sec): 3 clusters Score: Raw -297197.884610 + Penalty 2536.911663 = -294660.972947 nChanged 55 SP:Iteration 8Q (3766.909996 sec): 3 clusters Score: Raw -297233.645400 + Penalty 2536.911663 = -294696.733737 nChanged 45 SP:Iteration 9Q (3766.973662 sec): 3 clusters Score: Raw -297263.533693 + Penalty 2536.911663 = -294726.622030 nChanged 46 SP:Iteration 10Q (3767.010457 sec): 3 clusters Score: Raw -297295.913438 + Penalty 2536.911663 = -294759.001775 nChanged 41 SP:Iteration 11Q (3767.073546 sec): 3 clusters Score: Raw -297321.075812 + Penalty 2536.911663 = -294784.164149 nChanged 35 SP:Iteration 12Q (3767.113103 sec): 3 clusters Score: Raw -297343.326164 + Penalty 2536.911663 = -294806.414501 nChanged 26 SP:Iteration 13Q (3767.165524 sec): 3 clusters Score: Raw -297360.874547 + Penalty 2536.911663 = -294823.962884 nChanged 26 SP:Iteration 14Q (3767.213108 sec): 3 clusters Score: Raw -297377.342078 + Penalty 2536.911663 = -294840.430414 nChanged 34 SP:Iteration 15Q (3767.264144 sec): 3 clusters Score: Raw -297397.757983 + Penalty 2536.911663 = -294860.846320 nChanged 27 SP:Iteration 16Q (3767.316510 sec): 3 clusters Score: Raw -297414.611705 + Penalty 2536.911663 = -294877.700042 nChanged 21 SP:Iteration 17Q (3767.377224 sec): 3 clusters Score: Raw -297424.318867 + Penalty 2536.911663 = -294887.407204 nChanged 10 SP:Iteration 18Q (3767.422190 sec): 3 clusters Score: Raw -297429.121019 + Penalty 2536.911663 = -294892.209356 nChanged 8 SP:Iteration 19Q (3767.478047 sec): 3 clusters Score: Raw -297432.436395 + Penalty 2536.911663 = -294895.524732 nChanged 3 SP:Iteration 20F (3767.529670 sec): 3 clusters Score: Raw -297433.637799 + Penalty 2536.911663 = -294896.726136 nChanged 5 SP:Iteration 21Q (3767.583802 sec): 3 clusters Score: Raw -297436.212128 + Penalty 2536.911663 = -294899.300465 nChanged 2 SP:Iteration 22Q (3767.634919 sec): 3 clusters Score: Raw -297438.167034 + Penalty 2536.911663 = -294901.255371 nChanged 4 SP:Iteration 23Q (3767.689644 sec): 3 clusters Score: Raw -297440.060151 + Penalty 2536.911663 = -294903.148487 nChanged 5 SP:Iteration 24Q (3767.737560 sec): 3 clusters Score: Raw -297442.126681 + Penalty 2536.911663 = -294905.215018 nChanged 2 SP:Iteration 25Q (3767.793791 sec): 3 clusters Score: Raw -297442.590206 + Penalty 2536.911663 = -294905.678543 nChanged 3 SP:Iteration 26Q (3767.844395 sec): 3 clusters Score: Raw -297443.584123 + Penalty 2536.911663 = -294906.672459 nChanged 2 SP:Iteration 27Q (3767.883608 sec): 3 clusters Score: Raw -297444.344563 + Penalty 2536.911663 = -294907.432900 nChanged 3 SP:Iteration 28Q (3767.947004 sec): 3 clusters Score: Raw -297445.130962 + Penalty 2536.911663 = -294908.219299 nChanged 3 SP:Iteration 29Q (3767.995877 sec): 3 clusters Score: Raw -297446.461639 + Penalty 2536.911663 = -294909.549976 nChanged 4 SP:Iteration 30Q (3768.038266 sec): 3 clusters Score: Raw -297448.184509 + Penalty 2536.911663 = -294911.272845 nChanged 4 SP:Iteration 31Q (3768.090241 sec): 3 clusters Score: Raw -297449.649557 + Penalty 2536.911663 = -294912.737894 nChanged 2 SP:Iteration 32Q (3768.150598 sec): 3 clusters Score: Raw -297450.158049 + Penalty 2536.911663 = -294913.246386 nChanged 0 SP:Iteration 33F (3768.197344 sec): 3 clusters Score: Raw -297450.158049 + Penalty 2536.911663 = -294913.246386 nChanged 0 Trying to split cluster 22 (981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3768.214992 sec): 2 clusters Score: Raw -109101.910014 + Penalty 1119.393025 = -107982.516989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3768.259366 sec): 3 clusters Score: Raw -108787.116147 + Penalty 2238.786049 = -106548.330098 nChanged 286 SP:Iteration 1F (3768.309755 sec): 3 clusters Score: Raw -109121.667795 + Penalty 2238.786049 = -106882.881746 nChanged 94 SP:Iteration 2F (3768.355125 sec): 3 clusters Score: Raw -109252.713164 + Penalty 2238.786049 = -107013.927114 nChanged 52 SP:Iteration 3F (3768.395017 sec): 3 clusters Score: Raw -109318.944435 + Penalty 2238.786049 = -107080.158386 nChanged 33 SP:Iteration 4Q (3768.435450 sec): 3 clusters Score: Raw -109358.615979 + Penalty 2238.786049 = -107119.829930 nChanged 24 SP:Iteration 5Q (3768.471849 sec): 3 clusters Score: Raw -109387.572388 + Penalty 2238.786049 = -107148.786338 nChanged 15 SP:Iteration 6Q (3768.514590 sec): 3 clusters Score: Raw -109401.236896 + Penalty 2238.786049 = -107162.450847 nChanged 4 SP:Iteration 7Q (3768.560023 sec): 3 clusters Score: Raw -109408.102326 + Penalty 2238.786049 = -107169.316277 nChanged 5 SP:Iteration 8Q (3768.599114 sec): 3 clusters Score: Raw -109413.855796 + Penalty 2238.786049 = -107175.069747 nChanged 2 SP:Iteration 9Q (3768.629912 sec): 3 clusters Score: Raw -109420.008960 + Penalty 2238.786049 = -107181.222911 nChanged 3 SP:Iteration 10Q (3768.666560 sec): 3 clusters Score: Raw -109424.859131 + Penalty 2238.786049 = -107186.073081 nChanged 1 SP:Iteration 11Q (3768.700116 sec): 3 clusters Score: Raw -109425.619456 + Penalty 2238.786049 = -107186.833407 nChanged 0 SP:Iteration 12F (3768.743504 sec): 3 clusters Score: Raw -109425.619456 + Penalty 2238.786049 = -107186.833407 nChanged 0 Trying to split cluster 23 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3768.764058 sec): 2 clusters Score: Raw -18539.073389 + Penalty 857.693632 = -17681.379757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3768.808224 sec): 3 clusters Score: Raw -18644.769457 + Penalty 1715.387264 = -16929.382193 nChanged 36 SP:Iteration 1F (3768.847822 sec): 3 clusters Score: Raw -18822.535067 + Penalty 1715.387264 = -17107.147803 nChanged 14 SP:Iteration 2F (3768.898376 sec): 3 clusters Score: Raw -18989.011624 + Penalty 1715.387264 = -17273.624360 nChanged 9 SP:Iteration 3Q (3768.940581 sec): 3 clusters Score: Raw -19020.176162 + Penalty 1715.387264 = -17304.788898 nChanged 6 SP:Iteration 4Q (3768.979071 sec): 3 clusters Score: Raw -19045.490127 + Penalty 1715.387264 = -17330.102863 nChanged 3 SP:Iteration 5Q (3769.015459 sec): 3 clusters Score: Raw -19069.424219 + Penalty 1715.387264 = -17354.036955 nChanged 4 SP:Iteration 6Q (3769.064176 sec): 3 clusters Score: Raw -19094.844686 + Penalty 1715.387264 = -17379.457422 nChanged 2 SP:Iteration 7Q (3769.116216 sec): 3 clusters Score: Raw -19113.025000 + Penalty 1715.387264 = -17397.637736 nChanged 2 SP:Iteration 8Q (3769.159051 sec): 3 clusters Score: Raw -19132.626906 + Penalty 1715.387264 = -17417.239642 nChanged 1 SP:Iteration 9Q (3769.205791 sec): 3 clusters Score: Raw -19159.017489 + Penalty 1715.387264 = -17443.630224 nChanged 3 SP:Iteration 10Q (3769.252657 sec): 3 clusters Score: Raw -19179.015014 + Penalty 1715.387264 = -17463.627750 nChanged 0 SP:Iteration 11F (3769.293491 sec): 3 clusters Score: Raw -19179.015014 + Penalty 1715.387264 = -17463.627750 nChanged 0 Trying to split cluster 24 (1727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3769.323712 sec): 2 clusters Score: Raw -211213.546937 + Penalty 1211.297925 = -210002.249012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3769.364821 sec): 3 clusters Score: Raw -210506.862637 + Penalty 2422.595850 = -208084.266787 nChanged 593 SP:Iteration 1F (3769.422072 sec): 3 clusters Score: Raw -210930.832057 + Penalty 2422.595850 = -208508.236206 nChanged 132 SP:Iteration 2F (3769.463198 sec): 3 clusters Score: Raw -211031.747296 + Penalty 2422.595850 = -208609.151446 nChanged 76 SP:Iteration 3Q (3769.506385 sec): 3 clusters Score: Raw -211093.049674 + Penalty 2422.595850 = -208670.453824 nChanged 53 SP:Iteration 4Q (3769.558743 sec): 3 clusters Score: Raw -211131.898668 + Penalty 2422.595850 = -208709.302818 nChanged 38 SP:Iteration 5Q (3769.599106 sec): 3 clusters Score: Raw -211161.182116 + Penalty 2422.595850 = -208738.586265 nChanged 31 SP:Iteration 6Q (3769.642045 sec): 3 clusters Score: Raw -211180.795386 + Penalty 2422.595850 = -208758.199536 nChanged 31 SP:Iteration 7Q (3769.692290 sec): 3 clusters Score: Raw -211197.289053 + Penalty 2422.595850 = -208774.693202 nChanged 21 SP:Iteration 8Q (3769.737667 sec): 3 clusters Score: Raw -211209.579527 + Penalty 2422.595850 = -208786.983677 nChanged 18 SP:Iteration 9Q (3769.776820 sec): 3 clusters Score: Raw -211220.099684 + Penalty 2422.595850 = -208797.503834 nChanged 17 SP:Iteration 10Q (3769.829244 sec): 3 clusters Score: Raw -211232.436260 + Penalty 2422.595850 = -208809.840410 nChanged 21 SP:Iteration 11Q (3769.871038 sec): 3 clusters Score: Raw -211245.980190 + Penalty 2422.595850 = -208823.384339 nChanged 25 SP:Iteration 12Q (3769.919220 sec): 3 clusters Score: Raw -211269.688718 + Penalty 2422.595850 = -208847.092867 nChanged 30 SP:Iteration 13Q (3769.967395 sec): 3 clusters Score: Raw -211298.888016 + Penalty 2422.595850 = -208876.292165 nChanged 43 SP:Iteration 14Q (3770.013775 sec): 3 clusters Score: Raw -211337.175303 + Penalty 2422.595850 = -208914.579453 nChanged 33 SP:Iteration 15Q (3770.062219 sec): 3 clusters Score: Raw -211361.410926 + Penalty 2422.595850 = -208938.815076 nChanged 27 SP:Iteration 16Q (3770.114494 sec): 3 clusters Score: Raw -211381.259425 + Penalty 2422.595850 = -208958.663575 nChanged 23 SP:Iteration 17Q (3770.153348 sec): 3 clusters Score: Raw -211398.330396 + Penalty 2422.595850 = -208975.734546 nChanged 23 SP:Iteration 18Q (3770.197259 sec): 3 clusters Score: Raw -211415.685439 + Penalty 2422.595850 = -208993.089588 nChanged 31 SP:Iteration 19Q (3770.238194 sec): 3 clusters Score: Raw -211449.531840 + Penalty 2422.595850 = -209026.935989 nChanged 31 SP:Iteration 20F (3770.280928 sec): 3 clusters Score: Raw -211482.168667 + Penalty 2422.595850 = -209059.572817 nChanged 35 SP:Iteration 21Q (3770.326868 sec): 3 clusters Score: Raw -211522.545060 + Penalty 2422.595850 = -209099.949209 nChanged 38 SP:Iteration 22Q (3770.371933 sec): 3 clusters Score: Raw -211577.530015 + Penalty 2422.595850 = -209154.934164 nChanged 42 SP:Iteration 23Q (3770.417147 sec): 3 clusters Score: Raw -211642.743866 + Penalty 2422.595850 = -209220.148016 nChanged 31 SP:Iteration 24Q (3770.456161 sec): 3 clusters Score: Raw -211685.871919 + Penalty 2422.595850 = -209263.276068 nChanged 30 SP:Iteration 25Q (3770.506891 sec): 3 clusters Score: Raw -211723.678577 + Penalty 2422.595850 = -209301.082727 nChanged 35 SP:Iteration 26Q (3770.543787 sec): 3 clusters Score: Raw -211766.374445 + Penalty 2422.595850 = -209343.778595 nChanged 29 SP:Iteration 27Q (3770.588944 sec): 3 clusters Score: Raw -211801.717876 + Penalty 2422.595850 = -209379.122026 nChanged 28 SP:Iteration 28Q (3770.641842 sec): 3 clusters Score: Raw -211835.454885 + Penalty 2422.595850 = -209412.859035 nChanged 36 SP:Iteration 29Q (3770.682741 sec): 3 clusters Score: Raw -211879.602472 + Penalty 2422.595850 = -209457.006622 nChanged 25 SP:Iteration 30Q (3770.717807 sec): 3 clusters Score: Raw -211912.419788 + Penalty 2422.595850 = -209489.823938 nChanged 29 SP:Iteration 31Q (3770.753837 sec): 3 clusters Score: Raw -211947.801225 + Penalty 2422.595850 = -209525.205375 nChanged 20 SP:Iteration 32Q (3770.798880 sec): 3 clusters Score: Raw -211969.848813 + Penalty 2422.595850 = -209547.252963 nChanged 16 SP:Iteration 33Q (3770.843035 sec): 3 clusters Score: Raw -211990.543395 + Penalty 2422.595850 = -209567.947545 nChanged 14 SP:Iteration 34Q (3770.882979 sec): 3 clusters Score: Raw -212006.266726 + Penalty 2422.595850 = -209583.670875 nChanged 12 SP:Iteration 35Q (3770.936929 sec): 3 clusters Score: Raw -212016.824851 + Penalty 2422.595850 = -209594.229000 nChanged 7 SP:Iteration 36Q (3770.980106 sec): 3 clusters Score: Raw -212022.219997 + Penalty 2422.595850 = -209599.624147 nChanged 3 SP:Iteration 37Q (3771.025513 sec): 3 clusters Score: Raw -212023.705978 + Penalty 2422.595850 = -209601.110128 nChanged 0 SP:Iteration 38F (3771.076538 sec): 3 clusters Score: Raw -212023.705978 + Penalty 2422.595850 = -209601.110128 nChanged 0 Trying to split cluster 25 (13740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3771.121393 sec): 2 clusters Score: Raw -1682867.985845 + Penalty 1548.310817 = -1681319.675028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3771.186187 sec): 3 clusters Score: Raw -1674922.057595 + Penalty 3096.621634 = -1671825.435961 nChanged 6070 SP:Iteration 1F (3771.257415 sec): 3 clusters Score: Raw -1678208.811997 + Penalty 3096.621634 = -1675112.190363 nChanged 730 SP:Iteration 2F (3771.326885 sec): 3 clusters Score: Raw -1678465.742149 + Penalty 3096.621634 = -1675369.120515 nChanged 590 SP:Iteration 3Q (3771.402814 sec): 3 clusters Score: Raw -1678670.686105 + Penalty 3096.621634 = -1675574.064471 nChanged 531 SP:Iteration 4Q (3771.469185 sec): 3 clusters Score: Raw -1678851.868922 + Penalty 3096.621634 = -1675755.247288 nChanged 517 SP:Iteration 5Q (3771.533853 sec): 3 clusters Score: Raw -1679047.959617 + Penalty 3096.621634 = -1675951.337983 nChanged 488 SP:Iteration 6Q (3771.614992 sec): 3 clusters Score: Raw -1679219.067539 + Penalty 3096.621634 = -1676122.445906 nChanged 477 SP:Iteration 7Q (3771.683351 sec): 3 clusters Score: Raw -1679417.758244 + Penalty 3096.621634 = -1676321.136611 nChanged 493 SP:Iteration 8Q (3771.756263 sec): 3 clusters Score: Raw -1679657.009660 + Penalty 3096.621634 = -1676560.388026 nChanged 523 SP:Iteration 9Q (3771.810927 sec): 3 clusters Score: Raw -1679947.762714 + Penalty 3096.621634 = -1676851.141080 nChanged 584 SP:Iteration 10Q (3771.879374 sec): 3 clusters Score: Raw -1680336.587197 + Penalty 3096.621634 = -1677239.965563 nChanged 648 SP:Iteration 11Q (3771.933202 sec): 3 clusters Score: Raw -1680785.078953 + Penalty 3096.621634 = -1677688.457319 nChanged 633 SP:Iteration 12Q (3771.998196 sec): 3 clusters Score: Raw -1681216.593203 + Penalty 3096.621634 = -1678119.971569 nChanged 595 SP:Iteration 13Q (3772.065612 sec): 3 clusters Score: Raw -1681558.299942 + Penalty 3096.621634 = -1678461.678308 nChanged 447 SP:Iteration 14Q (3772.129769 sec): 3 clusters Score: Raw -1681765.599548 + Penalty 3096.621634 = -1678668.977914 nChanged 342 SP:Iteration 15Q (3772.195240 sec): 3 clusters Score: Raw -1681887.805418 + Penalty 3096.621634 = -1678791.183784 nChanged 262 SP:Iteration 16Q (3772.262290 sec): 3 clusters Score: Raw -1681969.693475 + Penalty 3096.621634 = -1678873.071841 nChanged 184 SP:Iteration 17Q (3772.327261 sec): 3 clusters Score: Raw -1682029.431276 + Penalty 3096.621634 = -1678932.809642 nChanged 166 SP:Iteration 18Q (3772.386716 sec): 3 clusters Score: Raw -1682087.386020 + Penalty 3096.621634 = -1678990.764386 nChanged 180 SP:Iteration 19Q (3772.450670 sec): 3 clusters Score: Raw -1682145.078406 + Penalty 3096.621634 = -1679048.456772 nChanged 147 SP:Iteration 20F (3772.515024 sec): 3 clusters Score: Raw -1682190.029857 + Penalty 3096.621634 = -1679093.408223 nChanged 129 SP:Iteration 21Q (3772.587110 sec): 3 clusters Score: Raw -1682229.883604 + Penalty 3096.621634 = -1679133.261970 nChanged 115 SP:Iteration 22Q (3772.648829 sec): 3 clusters Score: Raw -1682260.414038 + Penalty 3096.621634 = -1679163.792404 nChanged 92 SP:Iteration 23Q (3772.725444 sec): 3 clusters Score: Raw -1682281.976413 + Penalty 3096.621634 = -1679185.354779 nChanged 90 SP:Iteration 24Q (3772.790104 sec): 3 clusters Score: Raw -1682302.324985 + Penalty 3096.621634 = -1679205.703352 nChanged 88 SP:Iteration 25Q (3772.847754 sec): 3 clusters Score: Raw -1682323.827762 + Penalty 3096.621634 = -1679227.206128 nChanged 90 SP:Iteration 26Q (3772.914202 sec): 3 clusters Score: Raw -1682351.921266 + Penalty 3096.621634 = -1679255.299632 nChanged 93 SP:Iteration 27Q (3772.983715 sec): 3 clusters Score: Raw -1682378.140117 + Penalty 3096.621634 = -1679281.518484 nChanged 95 SP:Iteration 28Q (3773.056960 sec): 3 clusters Score: Raw -1682404.602978 + Penalty 3096.621634 = -1679307.981344 nChanged 86 SP:Iteration 29Q (3773.128160 sec): 3 clusters Score: Raw -1682426.597829 + Penalty 3096.621634 = -1679329.976195 nChanged 85 SP:Iteration 30Q (3773.198972 sec): 3 clusters Score: Raw -1682450.119782 + Penalty 3096.621634 = -1679353.498149 nChanged 99 SP:Iteration 31Q (3773.262806 sec): 3 clusters Score: Raw -1682478.293341 + Penalty 3096.621634 = -1679381.671707 nChanged 83 SP:Iteration 32Q (3773.332519 sec): 3 clusters Score: Raw -1682504.120225 + Penalty 3096.621634 = -1679407.498591 nChanged 86 SP:Iteration 33Q (3773.400042 sec): 3 clusters Score: Raw -1682528.274293 + Penalty 3096.621634 = -1679431.652660 nChanged 75 SP:Iteration 34Q (3773.458196 sec): 3 clusters Score: Raw -1682551.856211 + Penalty 3096.621634 = -1679455.234577 nChanged 81 SP:Iteration 35Q (3773.524168 sec): 3 clusters Score: Raw -1682574.805985 + Penalty 3096.621634 = -1679478.184351 nChanged 81 SP:Iteration 36Q (3773.594905 sec): 3 clusters Score: Raw -1682598.280229 + Penalty 3096.621634 = -1679501.658595 nChanged 72 SP:Iteration 37Q (3773.658186 sec): 3 clusters Score: Raw -1682615.655973 + Penalty 3096.621634 = -1679519.034339 nChanged 82 SP:Iteration 38Q (3773.724253 sec): 3 clusters Score: Raw -1682636.328842 + Penalty 3096.621634 = -1679539.707208 nChanged 76 SP:Iteration 39Q (3773.779324 sec): 3 clusters Score: Raw -1682654.171768 + Penalty 3096.621634 = -1679557.550134 nChanged 67 SP:Iteration 40F (3773.835666 sec): 3 clusters Score: Raw -1682672.529711 + Penalty 3096.621634 = -1679575.908077 nChanged 68 SP:Iteration 41Q (3773.899534 sec): 3 clusters Score: Raw -1682691.587793 + Penalty 3096.621634 = -1679594.966159 nChanged 70 SP:Iteration 42Q (3773.951319 sec): 3 clusters Score: Raw -1682709.991900 + Penalty 3096.621634 = -1679613.370267 nChanged 56 SP:Iteration 43Q (3774.020820 sec): 3 clusters Score: Raw -1682725.004052 + Penalty 3096.621634 = -1679628.382418 nChanged 58 SP:Iteration 44Q (3774.077874 sec): 3 clusters Score: Raw -1682739.669971 + Penalty 3096.621634 = -1679643.048337 nChanged 63 SP:Iteration 45Q (3774.135509 sec): 3 clusters Score: Raw -1682756.805411 + Penalty 3096.621634 = -1679660.183777 nChanged 70 SP:Iteration 46Q (3774.194249 sec): 3 clusters Score: Raw -1682778.056746 + Penalty 3096.621634 = -1679681.435113 nChanged 74 SP:Iteration 47Q (3774.261507 sec): 3 clusters Score: Raw -1682799.420448 + Penalty 3096.621634 = -1679702.798814 nChanged 74 SP:Iteration 48Q (3774.324084 sec): 3 clusters Score: Raw -1682816.803640 + Penalty 3096.621634 = -1679720.182006 nChanged 59 SP:Iteration 49Q (3774.392743 sec): 3 clusters Score: Raw -1682832.705431 + Penalty 3096.621634 = -1679736.083798 nChanged 63 SP:Iteration 50Q (3774.454297 sec): 3 clusters Score: Raw -1682847.256392 + Penalty 3096.621634 = -1679750.634758 nChanged 54 SP:Iteration 51Q (3774.512967 sec): 3 clusters Score: Raw -1682859.858379 + Penalty 3096.621634 = -1679763.236745 nChanged 64 SP:Iteration 52Q (3774.573798 sec): 3 clusters Score: Raw -1682878.082445 + Penalty 3096.621634 = -1679781.460811 nChanged 52 SP:Iteration 53Q (3774.639007 sec): 3 clusters Score: Raw -1682892.069876 + Penalty 3096.621634 = -1679795.448242 nChanged 52 SP:Iteration 54Q (3774.706448 sec): 3 clusters Score: Raw -1682906.002459 + Penalty 3096.621634 = -1679809.380825 nChanged 50 SP:Iteration 55Q (3774.771551 sec): 3 clusters Score: Raw -1682920.451142 + Penalty 3096.621634 = -1679823.829509 nChanged 45 SP:Iteration 56Q (3774.846203 sec): 3 clusters Score: Raw -1682932.665763 + Penalty 3096.621634 = -1679836.044129 nChanged 42 SP:Iteration 57Q (3774.902758 sec): 3 clusters Score: Raw -1682943.594223 + Penalty 3096.621634 = -1679846.972590 nChanged 40 SP:Iteration 58Q (3774.968785 sec): 3 clusters Score: Raw -1682953.857731 + Penalty 3096.621634 = -1679857.236097 nChanged 36 SP:Iteration 59Q (3775.035452 sec): 3 clusters Score: Raw -1682964.825517 + Penalty 3096.621634 = -1679868.203883 nChanged 37 SP:Iteration 60F (3775.093049 sec): 3 clusters Score: Raw -1682974.040668 + Penalty 3096.621634 = -1679877.419034 nChanged 33 SP:Iteration 61Q (3775.157846 sec): 3 clusters Score: Raw -1682984.389751 + Penalty 3096.621634 = -1679887.768117 nChanged 43 SP:Iteration 62Q (3775.215298 sec): 3 clusters Score: Raw -1682997.359843 + Penalty 3096.621634 = -1679900.738209 nChanged 36 SP:Iteration 63Q (3775.290203 sec): 3 clusters Score: Raw -1683008.220386 + Penalty 3096.621634 = -1679911.598752 nChanged 30 SP:Iteration 64Q (3775.347823 sec): 3 clusters Score: Raw -1683016.591186 + Penalty 3096.621634 = -1679919.969553 nChanged 33 SP:Iteration 65Q (3775.409135 sec): 3 clusters Score: Raw -1683026.455872 + Penalty 3096.621634 = -1679929.834239 nChanged 39 SP:Iteration 66Q (3775.471292 sec): 3 clusters Score: Raw -1683038.160914 + Penalty 3096.621634 = -1679941.539280 nChanged 44 SP:Iteration 67Q (3775.530619 sec): 3 clusters Score: Raw -1683051.096791 + Penalty 3096.621634 = -1679954.475157 nChanged 29 SP:Iteration 68Q (3775.595465 sec): 3 clusters Score: Raw -1683057.670305 + Penalty 3096.621634 = -1679961.048671 nChanged 25 SP:Iteration 69Q (3775.660124 sec): 3 clusters Score: Raw -1683064.913365 + Penalty 3096.621634 = -1679968.291731 nChanged 24 SP:Iteration 70Q (3775.725057 sec): 3 clusters Score: Raw -1683071.201144 + Penalty 3096.621634 = -1679974.579510 nChanged 18 SP:Iteration 71Q (3775.790979 sec): 3 clusters Score: Raw -1683075.595400 + Penalty 3096.621634 = -1679978.973766 nChanged 15 SP:Iteration 72Q (3775.853291 sec): 3 clusters Score: Raw -1683079.428703 + Penalty 3096.621634 = -1679982.807069 nChanged 17 SP:Iteration 73Q (3775.915392 sec): 3 clusters Score: Raw -1683082.926685 + Penalty 3096.621634 = -1679986.305051 nChanged 11 SP:Iteration 74Q (3775.974946 sec): 3 clusters Score: Raw -1683085.771741 + Penalty 3096.621634 = -1679989.150108 nChanged 8 SP:Iteration 75Q (3776.046550 sec): 3 clusters Score: Raw -1683088.416829 + Penalty 3096.621634 = -1679991.795195 nChanged 13 SP:Iteration 76Q (3776.109839 sec): 3 clusters Score: Raw -1683091.288737 + Penalty 3096.621634 = -1679994.667103 nChanged 10 SP:Iteration 77Q (3776.174582 sec): 3 clusters Score: Raw -1683093.708034 + Penalty 3096.621634 = -1679997.086401 nChanged 9 SP:Iteration 78Q (3776.233151 sec): 3 clusters Score: Raw -1683096.631905 + Penalty 3096.621634 = -1680000.010271 nChanged 10 SP:Iteration 79Q (3776.294324 sec): 3 clusters Score: Raw -1683099.162621 + Penalty 3096.621634 = -1680002.540988 nChanged 11 SP:Iteration 80F (3776.372579 sec): 3 clusters Score: Raw -1683101.708597 + Penalty 3096.621634 = -1680005.086963 nChanged 7 SP:Iteration 81Q (3776.439159 sec): 3 clusters Score: Raw -1683103.585874 + Penalty 3096.621634 = -1680006.964240 nChanged 9 SP:Iteration 82Q (3776.506116 sec): 3 clusters Score: Raw -1683105.801509 + Penalty 3096.621634 = -1680009.179875 nChanged 5 SP:Iteration 83Q (3776.564536 sec): 3 clusters Score: Raw -1683106.943168 + Penalty 3096.621634 = -1680010.321534 nChanged 7 SP:Iteration 84Q (3776.634340 sec): 3 clusters Score: Raw -1683108.804857 + Penalty 3096.621634 = -1680012.183223 nChanged 6 SP:Iteration 85Q (3776.704989 sec): 3 clusters Score: Raw -1683110.616682 + Penalty 3096.621634 = -1680013.995048 nChanged 10 SP:Iteration 86Q (3776.764533 sec): 3 clusters Score: Raw -1683113.264269 + Penalty 3096.621634 = -1680016.642636 nChanged 8 SP:Iteration 87Q (3776.829959 sec): 3 clusters Score: Raw -1683115.441730 + Penalty 3096.621634 = -1680018.820096 nChanged 6 SP:Iteration 88Q (3776.902698 sec): 3 clusters Score: Raw -1683117.561291 + Penalty 3096.621634 = -1680020.939657 nChanged 10 SP:Iteration 89Q (3776.967439 sec): 3 clusters Score: Raw -1683120.306230 + Penalty 3096.621634 = -1680023.684596 nChanged 13 SP:Iteration 90Q (3777.038082 sec): 3 clusters Score: Raw -1683124.403768 + Penalty 3096.621634 = -1680027.782134 nChanged 12 SP:Iteration 91Q (3777.092282 sec): 3 clusters Score: Raw -1683127.529025 + Penalty 3096.621634 = -1680030.907391 nChanged 8 SP:Iteration 92Q (3777.154893 sec): 3 clusters Score: Raw -1683129.308161 + Penalty 3096.621634 = -1680032.686527 nChanged 7 SP:Iteration 93Q (3777.219981 sec): 3 clusters Score: Raw -1683130.527266 + Penalty 3096.621634 = -1680033.905632 nChanged 6 SP:Iteration 94Q (3777.290123 sec): 3 clusters Score: Raw -1683132.417545 + Penalty 3096.621634 = -1680035.795911 nChanged 6 SP:Iteration 95Q (3777.350559 sec): 3 clusters Score: Raw -1683133.772796 + Penalty 3096.621634 = -1680037.151162 nChanged 6 SP:Iteration 96Q (3777.412421 sec): 3 clusters Score: Raw -1683135.304235 + Penalty 3096.621634 = -1680038.682601 nChanged 9 SP:Iteration 97Q (3777.481930 sec): 3 clusters Score: Raw -1683137.902726 + Penalty 3096.621634 = -1680041.281092 nChanged 4 SP:Iteration 98Q (3777.545138 sec): 3 clusters Score: Raw -1683138.882106 + Penalty 3096.621634 = -1680042.260472 nChanged 4 SP:Iteration 99Q (3777.601298 sec): 3 clusters Score: Raw -1683139.607293 + Penalty 3096.621634 = -1680042.985659 nChanged 3 SP:Iteration 100F (3777.663575 sec): 3 clusters Score: Raw -1683140.442983 + Penalty 3096.621634 = -1680043.821349 nChanged 3 SP:Iteration 101Q (3777.720378 sec): 3 clusters Score: Raw -1683141.185476 + Penalty 3096.621634 = -1680044.563842 nChanged 4 SP:Iteration 102Q (3777.786384 sec): 3 clusters Score: Raw -1683142.326990 + Penalty 3096.621634 = -1680045.705357 nChanged 3 SP:Iteration 103Q (3777.850941 sec): 3 clusters Score: Raw -1683142.813676 + Penalty 3096.621634 = -1680046.192042 nChanged 1 SP:Iteration 104Q (3777.918589 sec): 3 clusters Score: Raw -1683142.946113 + Penalty 3096.621634 = -1680046.324479 nChanged 0 SP:Iteration 105F (3777.986597 sec): 3 clusters Score: Raw -1683142.946113 + Penalty 3096.621634 = -1680046.324479 nChanged 0 Trying to split cluster 26 (6027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3778.011669 sec): 2 clusters Score: Raw -716358.987806 + Penalty 1414.400756 = -714944.587050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3778.075030 sec): 3 clusters Score: Raw -713228.431900 + Penalty 2828.801512 = -710399.630387 nChanged 2451 SP:Iteration 1F (3778.124624 sec): 3 clusters Score: Raw -714627.001281 + Penalty 2828.801512 = -711798.199768 nChanged 419 SP:Iteration 2F (3778.171085 sec): 3 clusters Score: Raw -714849.947896 + Penalty 2828.801512 = -712021.146384 nChanged 313 SP:Iteration 3F (3778.218148 sec): 3 clusters Score: Raw -715034.298562 + Penalty 2828.801512 = -712205.497050 nChanged 294 SP:Iteration 4Q (3778.283184 sec): 3 clusters Score: Raw -715202.287977 + Penalty 2828.801512 = -712373.486465 nChanged 274 SP:Iteration 5Q (3778.339344 sec): 3 clusters Score: Raw -715374.483390 + Penalty 2828.801512 = -712545.681878 nChanged 259 SP:Iteration 6Q (3778.388022 sec): 3 clusters Score: Raw -715524.340543 + Penalty 2828.801512 = -712695.539031 nChanged 249 SP:Iteration 7Q (3778.439195 sec): 3 clusters Score: Raw -715666.152885 + Penalty 2828.801512 = -712837.351372 nChanged 226 SP:Iteration 8Q (3778.488309 sec): 3 clusters Score: Raw -715798.079631 + Penalty 2828.801512 = -712969.278119 nChanged 211 SP:Iteration 9Q (3778.542538 sec): 3 clusters Score: Raw -715909.802294 + Penalty 2828.801512 = -713081.000782 nChanged 174 SP:Iteration 10Q (3778.600752 sec): 3 clusters Score: Raw -716013.235156 + Penalty 2828.801512 = -713184.433644 nChanged 174 SP:Iteration 11Q (3778.657618 sec): 3 clusters Score: Raw -716110.331865 + Penalty 2828.801512 = -713281.530352 nChanged 155 SP:Iteration 12Q (3778.711729 sec): 3 clusters Score: Raw -716173.968691 + Penalty 2828.801512 = -713345.167178 nChanged 106 SP:Iteration 13Q (3778.770058 sec): 3 clusters Score: Raw -716219.260938 + Penalty 2828.801512 = -713390.459425 nChanged 90 SP:Iteration 14Q (3778.821326 sec): 3 clusters Score: Raw -716249.103603 + Penalty 2828.801512 = -713420.302091 nChanged 58 SP:Iteration 15Q (3778.869997 sec): 3 clusters Score: Raw -716265.739294 + Penalty 2828.801512 = -713436.937781 nChanged 48 SP:Iteration 16Q (3778.919354 sec): 3 clusters Score: Raw -716278.697987 + Penalty 2828.801512 = -713449.896474 nChanged 39 SP:Iteration 17Q (3778.975343 sec): 3 clusters Score: Raw -716290.987019 + Penalty 2828.801512 = -713462.185507 nChanged 44 SP:Iteration 18Q (3779.018007 sec): 3 clusters Score: Raw -716303.152113 + Penalty 2828.801512 = -713474.350600 nChanged 30 SP:Iteration 19Q (3779.078658 sec): 3 clusters Score: Raw -716310.834591 + Penalty 2828.801512 = -713482.033079 nChanged 34 SP:Iteration 20F (3779.131678 sec): 3 clusters Score: Raw -716317.581674 + Penalty 2828.801512 = -713488.780162 nChanged 28 SP:Iteration 21Q (3779.175996 sec): 3 clusters Score: Raw -716324.328880 + Penalty 2828.801512 = -713495.527368 nChanged 30 SP:Iteration 22Q (3779.229955 sec): 3 clusters Score: Raw -716331.777342 + Penalty 2828.801512 = -713502.975829 nChanged 33 SP:Iteration 23Q (3779.283352 sec): 3 clusters Score: Raw -716339.370359 + Penalty 2828.801512 = -713510.568847 nChanged 23 SP:Iteration 24Q (3779.339624 sec): 3 clusters Score: Raw -716343.487974 + Penalty 2828.801512 = -713514.686462 nChanged 25 SP:Iteration 25Q (3779.394056 sec): 3 clusters Score: Raw -716349.135070 + Penalty 2828.801512 = -713520.333558 nChanged 14 SP:Iteration 26Q (3779.446740 sec): 3 clusters Score: Raw -716351.501386 + Penalty 2828.801512 = -713522.699874 nChanged 9 SP:Iteration 27Q (3779.500112 sec): 3 clusters Score: Raw -716353.352534 + Penalty 2828.801512 = -713524.551021 nChanged 9 SP:Iteration 28Q (3779.553628 sec): 3 clusters Score: Raw -716355.179435 + Penalty 2828.801512 = -713526.377922 nChanged 6 SP:Iteration 29Q (3779.602153 sec): 3 clusters Score: Raw -716356.078556 + Penalty 2828.801512 = -713527.277043 nChanged 8 SP:Iteration 30Q (3779.656924 sec): 3 clusters Score: Raw -716357.126882 + Penalty 2828.801512 = -713528.325370 nChanged 7 SP:Iteration 31Q (3779.705508 sec): 3 clusters Score: Raw -716358.484745 + Penalty 2828.801512 = -713529.683233 nChanged 8 SP:Iteration 32Q (3779.755237 sec): 3 clusters Score: Raw -716360.233535 + Penalty 2828.801512 = -713531.432022 nChanged 13 SP:Iteration 33Q (3779.812948 sec): 3 clusters Score: Raw -716362.796292 + Penalty 2828.801512 = -713533.994780 nChanged 15 SP:Iteration 34Q (3779.856549 sec): 3 clusters Score: Raw -716365.732990 + Penalty 2828.801512 = -713536.931478 nChanged 15 SP:Iteration 35Q (3779.913561 sec): 3 clusters Score: Raw -716369.143739 + Penalty 2828.801512 = -713540.342227 nChanged 16 SP:Iteration 36Q (3779.963132 sec): 3 clusters Score: Raw -716373.106427 + Penalty 2828.801512 = -713544.304915 nChanged 17 SP:Iteration 37Q (3780.024556 sec): 3 clusters Score: Raw -716377.334645 + Penalty 2828.801512 = -713548.533132 nChanged 21 SP:Iteration 38Q (3780.062824 sec): 3 clusters Score: Raw -716382.811079 + Penalty 2828.801512 = -713554.009567 nChanged 22 SP:Iteration 39Q (3780.116638 sec): 3 clusters Score: Raw -716387.552129 + Penalty 2828.801512 = -713558.750617 nChanged 31 SP:Iteration 40F (3780.176350 sec): 3 clusters Score: Raw -716394.167069 + Penalty 2828.801512 = -713565.365557 nChanged 39 SP:Iteration 41Q (3780.228508 sec): 3 clusters Score: Raw -716404.277919 + Penalty 2828.801512 = -713575.476406 nChanged 33 SP:Iteration 42Q (3780.286329 sec): 3 clusters Score: Raw -716413.293161 + Penalty 2828.801512 = -713584.491649 nChanged 29 SP:Iteration 43Q (3780.329181 sec): 3 clusters Score: Raw -716422.098242 + Penalty 2828.801512 = -713593.296730 nChanged 34 SP:Iteration 44Q (3780.396287 sec): 3 clusters Score: Raw -716434.568803 + Penalty 2828.801512 = -713605.767290 nChanged 43 SP:Iteration 45Q (3780.443561 sec): 3 clusters Score: Raw -716452.177576 + Penalty 2828.801512 = -713623.376063 nChanged 60 SP:Iteration 46Q (3780.492176 sec): 3 clusters Score: Raw -716473.761012 + Penalty 2828.801512 = -713644.959500 nChanged 57 SP:Iteration 47Q (3780.551370 sec): 3 clusters Score: Raw -716497.836081 + Penalty 2828.801512 = -713669.034569 nChanged 68 SP:Iteration 48Q (3780.602329 sec): 3 clusters Score: Raw -716522.893141 + Penalty 2828.801512 = -713694.091629 nChanged 74 SP:Iteration 49Q (3780.661612 sec): 3 clusters Score: Raw -716551.351663 + Penalty 2828.801512 = -713722.550150 nChanged 67 SP:Iteration 50Q (3780.717629 sec): 3 clusters Score: Raw -716575.272354 + Penalty 2828.801512 = -713746.470842 nChanged 58 SP:Iteration 51Q (3780.765445 sec): 3 clusters Score: Raw -716594.910854 + Penalty 2828.801512 = -713766.109342 nChanged 56 SP:Iteration 52Q (3780.822346 sec): 3 clusters Score: Raw -716613.070012 + Penalty 2828.801512 = -713784.268500 nChanged 56 SP:Iteration 53Q (3780.885472 sec): 3 clusters Score: Raw -716631.958264 + Penalty 2828.801512 = -713803.156752 nChanged 52 SP:Iteration 54Q (3780.927848 sec): 3 clusters Score: Raw -716651.349716 + Penalty 2828.801512 = -713822.548204 nChanged 53 SP:Iteration 55Q (3780.978952 sec): 3 clusters Score: Raw -716674.110690 + Penalty 2828.801512 = -713845.309178 nChanged 44 SP:Iteration 56Q (3781.031112 sec): 3 clusters Score: Raw -716691.430512 + Penalty 2828.801512 = -713862.629000 nChanged 39 SP:Iteration 57Q (3781.084434 sec): 3 clusters Score: Raw -716703.779331 + Penalty 2828.801512 = -713874.977819 nChanged 30 SP:Iteration 58Q (3781.137643 sec): 3 clusters Score: Raw -716714.445725 + Penalty 2828.801512 = -713885.644213 nChanged 27 SP:Iteration 59Q (3781.189637 sec): 3 clusters Score: Raw -716723.356256 + Penalty 2828.801512 = -713894.554744 nChanged 23 SP:Iteration 60F (3781.239641 sec): 3 clusters Score: Raw -716731.506505 + Penalty 2828.801512 = -713902.704993 nChanged 19 SP:Iteration 61Q (3781.289175 sec): 3 clusters Score: Raw -716737.339405 + Penalty 2828.801512 = -713908.537892 nChanged 14 SP:Iteration 62Q (3781.337260 sec): 3 clusters Score: Raw -716741.279291 + Penalty 2828.801512 = -713912.477778 nChanged 10 SP:Iteration 63Q (3781.399285 sec): 3 clusters Score: Raw -716743.689872 + Penalty 2828.801512 = -713914.888359 nChanged 8 SP:Iteration 64Q (3781.447306 sec): 3 clusters Score: Raw -716746.243367 + Penalty 2828.801512 = -713917.441855 nChanged 11 SP:Iteration 65Q (3781.499952 sec): 3 clusters Score: Raw -716748.794562 + Penalty 2828.801512 = -713919.993049 nChanged 6 SP:Iteration 66Q (3781.548771 sec): 3 clusters Score: Raw -716750.257712 + Penalty 2828.801512 = -713921.456200 nChanged 4 SP:Iteration 67Q (3781.608700 sec): 3 clusters Score: Raw -716751.417389 + Penalty 2828.801512 = -713922.615877 nChanged 6 SP:Iteration 68Q (3781.663389 sec): 3 clusters Score: Raw -716752.658314 + Penalty 2828.801512 = -713923.856801 nChanged 4 SP:Iteration 69Q (3781.714917 sec): 3 clusters Score: Raw -716753.269111 + Penalty 2828.801512 = -713924.467598 nChanged 2 SP:Iteration 70Q (3781.775614 sec): 3 clusters Score: Raw -716753.500464 + Penalty 2828.801512 = -713924.698952 nChanged 1 SP:Iteration 71Q (3781.828629 sec): 3 clusters Score: Raw -716753.714552 + Penalty 2828.801512 = -713924.913040 nChanged 1 SP:Iteration 72Q (3781.880990 sec): 3 clusters Score: Raw -716753.800832 + Penalty 2828.801512 = -713924.999319 nChanged 0 SP:Iteration 73F (3781.938478 sec): 3 clusters Score: Raw -716753.800832 + Penalty 2828.801512 = -713924.999319 nChanged 0 Trying to split cluster 27 (6416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3781.970907 sec): 2 clusters Score: Raw -792986.392464 + Penalty 1424.564399 = -791561.828064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3782.035362 sec): 3 clusters Score: Raw -789480.605808 + Penalty 2849.128799 = -786631.477009 nChanged 2685 SP:Iteration 1F (3782.089874 sec): 3 clusters Score: Raw -790970.978500 + Penalty 2849.128799 = -788121.849702 nChanged 486 SP:Iteration 2F (3782.131960 sec): 3 clusters Score: Raw -791261.583308 + Penalty 2849.128799 = -788412.454509 nChanged 401 SP:Iteration 3F (3782.187140 sec): 3 clusters Score: Raw -791502.530421 + Penalty 2849.128799 = -788653.401623 nChanged 312 SP:Iteration 4Q (3782.251249 sec): 3 clusters Score: Raw -791673.313712 + Penalty 2849.128799 = -788824.184913 nChanged 281 SP:Iteration 5Q (3782.313543 sec): 3 clusters Score: Raw -791836.683266 + Penalty 2849.128799 = -788987.554468 nChanged 269 SP:Iteration 6Q (3782.362414 sec): 3 clusters Score: Raw -792005.652396 + Penalty 2849.128799 = -789156.523597 nChanged 241 SP:Iteration 7Q (3782.430029 sec): 3 clusters Score: Raw -792152.874864 + Penalty 2849.128799 = -789303.746065 nChanged 204 SP:Iteration 8Q (3782.476027 sec): 3 clusters Score: Raw -792285.246042 + Penalty 2849.128799 = -789436.117243 nChanged 197 SP:Iteration 9Q (3782.534754 sec): 3 clusters Score: Raw -792423.597330 + Penalty 2849.128799 = -789574.468531 nChanged 195 SP:Iteration 10Q (3782.589858 sec): 3 clusters Score: Raw -792568.796157 + Penalty 2849.128799 = -789719.667359 nChanged 166 SP:Iteration 11Q (3782.643010 sec): 3 clusters Score: Raw -792679.258405 + Penalty 2849.128799 = -789830.129606 nChanged 129 SP:Iteration 12Q (3782.690510 sec): 3 clusters Score: Raw -792759.724535 + Penalty 2849.128799 = -789910.595737 nChanged 106 SP:Iteration 13Q (3782.743863 sec): 3 clusters Score: Raw -792818.409219 + Penalty 2849.128799 = -789969.280420 nChanged 89 SP:Iteration 14Q (3782.795709 sec): 3 clusters Score: Raw -792872.826747 + Penalty 2849.128799 = -790023.697949 nChanged 86 SP:Iteration 15Q (3782.858807 sec): 3 clusters Score: Raw -792935.660390 + Penalty 2849.128799 = -790086.531591 nChanged 70 SP:Iteration 16Q (3782.902553 sec): 3 clusters Score: Raw -792981.191695 + Penalty 2849.128799 = -790132.062896 nChanged 56 SP:Iteration 17Q (3782.955743 sec): 3 clusters Score: Raw -793020.786286 + Penalty 2849.128799 = -790171.657487 nChanged 46 SP:Iteration 18Q (3783.013123 sec): 3 clusters Score: Raw -793054.649927 + Penalty 2849.128799 = -790205.521128 nChanged 36 SP:Iteration 19Q (3783.064382 sec): 3 clusters Score: Raw -793081.032902 + Penalty 2849.128799 = -790231.904104 nChanged 27 SP:Iteration 20F (3783.114303 sec): 3 clusters Score: Raw -793102.799530 + Penalty 2849.128799 = -790253.670731 nChanged 17 SP:Iteration 21Q (3783.177226 sec): 3 clusters Score: Raw -793112.787785 + Penalty 2849.128799 = -790263.658986 nChanged 13 SP:Iteration 22Q (3783.224145 sec): 3 clusters Score: Raw -793121.802194 + Penalty 2849.128799 = -790272.673395 nChanged 13 SP:Iteration 23Q (3783.271758 sec): 3 clusters Score: Raw -793129.934541 + Penalty 2849.128799 = -790280.805742 nChanged 6 SP:Iteration 24Q (3783.337427 sec): 3 clusters Score: Raw -793135.010925 + Penalty 2849.128799 = -790285.882126 nChanged 8 SP:Iteration 25Q (3783.385514 sec): 3 clusters Score: Raw -793140.130135 + Penalty 2849.128799 = -790291.001336 nChanged 6 SP:Iteration 26Q (3783.441005 sec): 3 clusters Score: Raw -793145.758074 + Penalty 2849.128799 = -790296.629275 nChanged 8 SP:Iteration 27Q (3783.491624 sec): 3 clusters Score: Raw -793152.580378 + Penalty 2849.128799 = -790303.451579 nChanged 5 SP:Iteration 28Q (3783.559763 sec): 3 clusters Score: Raw -793156.084437 + Penalty 2849.128799 = -790306.955639 nChanged 3 SP:Iteration 29Q (3783.614303 sec): 3 clusters Score: Raw -793156.951123 + Penalty 2849.128799 = -790307.822324 nChanged 2 SP:Iteration 30Q (3783.664896 sec): 3 clusters Score: Raw -793158.729400 + Penalty 2849.128799 = -790309.600602 nChanged 3 SP:Iteration 31Q (3783.713330 sec): 3 clusters Score: Raw -793161.866359 + Penalty 2849.128799 = -790312.737560 nChanged 6 SP:Iteration 32Q (3783.767211 sec): 3 clusters Score: Raw -793166.390388 + Penalty 2849.128799 = -790317.261589 nChanged 5 SP:Iteration 33Q (3783.823901 sec): 3 clusters Score: Raw -793172.560082 + Penalty 2849.128799 = -790323.431283 nChanged 2 SP:Iteration 34Q (3783.873275 sec): 3 clusters Score: Raw -793174.345985 + Penalty 2849.128799 = -790325.217187 nChanged 6 SP:Iteration 35Q (3783.926611 sec): 3 clusters Score: Raw -793178.876487 + Penalty 2849.128799 = -790329.747689 nChanged 1 SP:Iteration 36Q (3783.977849 sec): 3 clusters Score: Raw -793179.629001 + Penalty 2849.128799 = -790330.500202 nChanged 1 SP:Iteration 37Q (3784.027624 sec): 3 clusters Score: Raw -793181.170217 + Penalty 2849.128799 = -790332.041418 nChanged 2 SP:Iteration 38Q (3784.072372 sec): 3 clusters Score: Raw -793183.347627 + Penalty 2849.128799 = -790334.218828 nChanged 1 SP:Iteration 39Q (3784.129855 sec): 3 clusters Score: Raw -793183.675114 + Penalty 2849.128799 = -790334.546316 nChanged 1 SP:Iteration 40F (3784.188161 sec): 3 clusters Score: Raw -793184.539491 + Penalty 2849.128799 = -790335.410693 nChanged 1 SP:Iteration 41Q (3784.223886 sec): 3 clusters Score: Raw -793185.044301 + Penalty 2849.128799 = -790335.915503 nChanged 0 SP:Iteration 42F (3784.279769 sec): 3 clusters Score: Raw -793185.044301 + Penalty 2849.128799 = -790335.915503 nChanged 0 Trying to split cluster 28 (2292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3784.308334 sec): 2 clusters Score: Raw -294540.271894 + Penalty 1257.291763 = -293282.980131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3784.352153 sec): 3 clusters Score: Raw -293543.521656 + Penalty 2514.583525 = -291028.938131 nChanged 816 SP:Iteration 1F (3784.400474 sec): 3 clusters Score: Raw -294057.384042 + Penalty 2514.583525 = -291542.800517 nChanged 185 SP:Iteration 2F (3784.442117 sec): 3 clusters Score: Raw -294234.013386 + Penalty 2514.583525 = -291719.429860 nChanged 143 SP:Iteration 3F (3784.492947 sec): 3 clusters Score: Raw -294339.903372 + Penalty 2514.583525 = -291825.319847 nChanged 110 SP:Iteration 4Q (3784.530879 sec): 3 clusters Score: Raw -294419.976509 + Penalty 2514.583525 = -291905.392984 nChanged 85 SP:Iteration 5Q (3784.582768 sec): 3 clusters Score: Raw -294494.696848 + Penalty 2514.583525 = -291980.113323 nChanged 80 SP:Iteration 6Q (3784.638420 sec): 3 clusters Score: Raw -294564.791967 + Penalty 2514.583525 = -292050.208442 nChanged 81 SP:Iteration 7Q (3784.679212 sec): 3 clusters Score: Raw -294626.512880 + Penalty 2514.583525 = -292111.929355 nChanged 66 SP:Iteration 8Q (3784.717865 sec): 3 clusters Score: Raw -294672.054538 + Penalty 2514.583525 = -292157.471013 nChanged 47 SP:Iteration 9Q (3784.762373 sec): 3 clusters Score: Raw -294705.013445 + Penalty 2514.583525 = -292190.429919 nChanged 40 SP:Iteration 10Q (3784.820870 sec): 3 clusters Score: Raw -294732.196377 + Penalty 2514.583525 = -292217.612852 nChanged 37 SP:Iteration 11Q (3784.849468 sec): 3 clusters Score: Raw -294753.799240 + Penalty 2514.583525 = -292239.215714 nChanged 34 SP:Iteration 12Q (3784.895857 sec): 3 clusters Score: Raw -294768.780157 + Penalty 2514.583525 = -292254.196631 nChanged 12 SP:Iteration 13Q (3784.952017 sec): 3 clusters Score: Raw -294773.686268 + Penalty 2514.583525 = -292259.102742 nChanged 8 SP:Iteration 14Q (3784.993179 sec): 3 clusters Score: Raw -294776.516796 + Penalty 2514.583525 = -292261.933270 nChanged 7 SP:Iteration 15Q (3785.029529 sec): 3 clusters Score: Raw -294779.817570 + Penalty 2514.583525 = -292265.234045 nChanged 5 SP:Iteration 16Q (3785.085424 sec): 3 clusters Score: Raw -294782.484155 + Penalty 2514.583525 = -292267.900630 nChanged 5 SP:Iteration 17Q (3785.120075 sec): 3 clusters Score: Raw -294785.000652 + Penalty 2514.583525 = -292270.417127 nChanged 2 SP:Iteration 18Q (3785.164592 sec): 3 clusters Score: Raw -294786.522117 + Penalty 2514.583525 = -292271.938592 nChanged 7 SP:Iteration 19Q (3785.215520 sec): 3 clusters Score: Raw -294789.656015 + Penalty 2514.583525 = -292275.072490 nChanged 6 SP:Iteration 20F (3785.262198 sec): 3 clusters Score: Raw -294791.522789 + Penalty 2514.583525 = -292276.939264 nChanged 7 SP:Iteration 21Q (3785.307349 sec): 3 clusters Score: Raw -294794.430657 + Penalty 2514.583525 = -292279.847132 nChanged 4 SP:Iteration 22Q (3785.368211 sec): 3 clusters Score: Raw -294796.378761 + Penalty 2514.583525 = -292281.795236 nChanged 5 SP:Iteration 23Q (3785.411594 sec): 3 clusters Score: Raw -294799.514471 + Penalty 2514.583525 = -292284.930946 nChanged 8 SP:Iteration 24Q (3785.460159 sec): 3 clusters Score: Raw -294804.753434 + Penalty 2514.583525 = -292290.169909 nChanged 6 SP:Iteration 25Q (3785.510812 sec): 3 clusters Score: Raw -294808.019149 + Penalty 2514.583525 = -292293.435624 nChanged 6 SP:Iteration 26Q (3785.561720 sec): 3 clusters Score: Raw -294814.451397 + Penalty 2514.583525 = -292299.867872 nChanged 12 SP:Iteration 27Q (3785.611241 sec): 3 clusters Score: Raw -294822.690544 + Penalty 2514.583525 = -292308.107019 nChanged 13 SP:Iteration 28Q (3785.651327 sec): 3 clusters Score: Raw -294829.050065 + Penalty 2514.583525 = -292314.466540 nChanged 12 SP:Iteration 29Q (3785.710407 sec): 3 clusters Score: Raw -294837.575226 + Penalty 2514.583525 = -292322.991701 nChanged 7 SP:Iteration 30Q (3785.756740 sec): 3 clusters Score: Raw -294842.203012 + Penalty 2514.583525 = -292327.619486 nChanged 11 SP:Iteration 31Q (3785.810015 sec): 3 clusters Score: Raw -294848.248950 + Penalty 2514.583525 = -292333.665425 nChanged 6 SP:Iteration 32Q (3785.848871 sec): 3 clusters Score: Raw -294851.187715 + Penalty 2514.583525 = -292336.604189 nChanged 4 SP:Iteration 33Q (3785.896393 sec): 3 clusters Score: Raw -294853.159262 + Penalty 2514.583525 = -292338.575737 nChanged 1 SP:Iteration 34Q (3785.943548 sec): 3 clusters Score: Raw -294854.062918 + Penalty 2514.583525 = -292339.479392 nChanged 1 SP:Iteration 35Q (3785.992570 sec): 3 clusters Score: Raw -294854.468063 + Penalty 2514.583525 = -292339.884538 nChanged 2 SP:Iteration 36Q (3786.047837 sec): 3 clusters Score: Raw -294855.060088 + Penalty 2514.583525 = -292340.476563 nChanged 3 SP:Iteration 37Q (3786.096653 sec): 3 clusters Score: Raw -294856.671163 + Penalty 2514.583525 = -292342.087638 nChanged 2 SP:Iteration 38Q (3786.135218 sec): 3 clusters Score: Raw -294857.475858 + Penalty 2514.583525 = -292342.892333 nChanged 0 SP:Iteration 39F (3786.191920 sec): 3 clusters Score: Raw -294857.475858 + Penalty 2514.583525 = -292342.892333 nChanged 0 Trying to split cluster 29 (24948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3786.251538 sec): 2 clusters Score: Raw -3046907.363284 + Penalty 1645.239202 = -3045262.124082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3786.342559 sec): 3 clusters Score: Raw -3031681.702586 + Penalty 3290.478405 = -3028391.224181 nChanged 11422 SP:Iteration 1F (3786.430034 sec): 3 clusters Score: Raw -3037972.743016 + Penalty 3290.478405 = -3034682.264611 nChanged 1328 SP:Iteration 2F (3786.519014 sec): 3 clusters Score: Raw -3038556.005621 + Penalty 3290.478405 = -3035265.527216 nChanged 1378 SP:Iteration 3F (3786.607396 sec): 3 clusters Score: Raw -3039247.145478 + Penalty 3290.478405 = -3035956.667074 nChanged 1415 SP:Iteration 4F (3786.697733 sec): 3 clusters Score: Raw -3040184.405024 + Penalty 3290.478405 = -3036893.926619 nChanged 1536 SP:Iteration 5F (3786.784141 sec): 3 clusters Score: Raw -3041350.391820 + Penalty 3290.478405 = -3038059.913415 nChanged 1601 SP:Iteration 6F (3786.876579 sec): 3 clusters Score: Raw -3042684.032281 + Penalty 3290.478405 = -3039393.553876 nChanged 1396 SP:Iteration 7F (3786.965659 sec): 3 clusters Score: Raw -3043821.575516 + Penalty 3290.478405 = -3040531.097111 nChanged 1091 SP:Iteration 8Q (3787.042229 sec): 3 clusters Score: Raw -3044650.032826 + Penalty 3290.478405 = -3041359.554422 nChanged 841 SP:Iteration 9Q (3787.129339 sec): 3 clusters Score: Raw -3045215.125105 + Penalty 3290.478405 = -3041924.646700 nChanged 624 SP:Iteration 10Q (3787.228170 sec): 3 clusters Score: Raw -3045573.413304 + Penalty 3290.478405 = -3042282.934899 nChanged 453 SP:Iteration 11Q (3787.315540 sec): 3 clusters Score: Raw -3045815.791198 + Penalty 3290.478405 = -3042525.312793 nChanged 390 SP:Iteration 12Q (3787.398570 sec): 3 clusters Score: Raw -3045994.761382 + Penalty 3290.478405 = -3042704.282978 nChanged 310 SP:Iteration 13Q (3787.472412 sec): 3 clusters Score: Raw -3046135.626248 + Penalty 3290.478405 = -3042845.147843 nChanged 279 SP:Iteration 14Q (3787.563436 sec): 3 clusters Score: Raw -3046263.744836 + Penalty 3290.478405 = -3042973.266431 nChanged 262 SP:Iteration 15Q (3787.650331 sec): 3 clusters Score: Raw -3046394.399056 + Penalty 3290.478405 = -3043103.920651 nChanged 220 SP:Iteration 16Q (3787.728381 sec): 3 clusters Score: Raw -3046496.639514 + Penalty 3290.478405 = -3043206.161110 nChanged 202 SP:Iteration 17Q (3787.807346 sec): 3 clusters Score: Raw -3046597.718876 + Penalty 3290.478405 = -3043307.240471 nChanged 184 SP:Iteration 18Q (3787.873727 sec): 3 clusters Score: Raw -3046699.502539 + Penalty 3290.478405 = -3043409.024134 nChanged 172 SP:Iteration 19Q (3787.956658 sec): 3 clusters Score: Raw -3046790.021256 + Penalty 3290.478405 = -3043499.542852 nChanged 146 SP:Iteration 20F (3788.034212 sec): 3 clusters Score: Raw -3046854.401566 + Penalty 3290.478405 = -3043563.923161 nChanged 128 SP:Iteration 21Q (3788.114202 sec): 3 clusters Score: Raw -3046907.623083 + Penalty 3290.478405 = -3043617.144678 nChanged 107 SP:Iteration 22Q (3788.178897 sec): 3 clusters Score: Raw -3046951.153971 + Penalty 3290.478405 = -3043660.675566 nChanged 79 SP:Iteration 23Q (3788.251249 sec): 3 clusters Score: Raw -3046977.817874 + Penalty 3290.478405 = -3043687.339470 nChanged 59 SP:Iteration 24Q (3788.323004 sec): 3 clusters Score: Raw -3046999.144655 + Penalty 3290.478405 = -3043708.666250 nChanged 55 SP:Iteration 25Q (3788.416204 sec): 3 clusters Score: Raw -3047023.100889 + Penalty 3290.478405 = -3043732.622484 nChanged 54 SP:Iteration 26Q (3788.488191 sec): 3 clusters Score: Raw -3047051.793019 + Penalty 3290.478405 = -3043761.314614 nChanged 54 SP:Iteration 27Q (3788.576280 sec): 3 clusters Score: Raw -3047074.999028 + Penalty 3290.478405 = -3043784.520623 nChanged 38 SP:Iteration 28Q (3788.661092 sec): 3 clusters Score: Raw -3047091.614168 + Penalty 3290.478405 = -3043801.135763 nChanged 37 SP:Iteration 29Q (3788.735329 sec): 3 clusters Score: Raw -3047108.189142 + Penalty 3290.478405 = -3043817.710737 nChanged 33 SP:Iteration 30Q (3788.820883 sec): 3 clusters Score: Raw -3047117.868543 + Penalty 3290.478405 = -3043827.390139 nChanged 29 SP:Iteration 31Q (3788.902538 sec): 3 clusters Score: Raw -3047127.144395 + Penalty 3290.478405 = -3043836.665990 nChanged 28 SP:Iteration 32Q (3788.981121 sec): 3 clusters Score: Raw -3047135.893533 + Penalty 3290.478405 = -3043845.415129 nChanged 27 SP:Iteration 33Q (3789.059840 sec): 3 clusters Score: Raw -3047145.677968 + Penalty 3290.478405 = -3043855.199563 nChanged 22 SP:Iteration 34Q (3789.135900 sec): 3 clusters Score: Raw -3047152.553476 + Penalty 3290.478405 = -3043862.075071 nChanged 15 SP:Iteration 35Q (3789.221669 sec): 3 clusters Score: Raw -3047156.125647 + Penalty 3290.478405 = -3043865.647242 nChanged 8 SP:Iteration 36Q (3789.296220 sec): 3 clusters Score: Raw -3047157.913482 + Penalty 3290.478405 = -3043867.435077 nChanged 4 SP:Iteration 37Q (3789.364197 sec): 3 clusters Score: Raw -3047158.964138 + Penalty 3290.478405 = -3043868.485733 nChanged 7 SP:Iteration 38Q (3789.443593 sec): 3 clusters Score: Raw -3047161.528501 + Penalty 3290.478405 = -3043871.050096 nChanged 4 SP:Iteration 39Q (3789.522145 sec): 3 clusters Score: Raw -3047162.680003 + Penalty 3290.478405 = -3043872.201598 nChanged 6 SP:Iteration 40F (3789.614684 sec): 3 clusters Score: Raw -3047165.274070 + Penalty 3290.478405 = -3043874.795665 nChanged 12 SP:Iteration 41Q (3789.686895 sec): 3 clusters Score: Raw -3047169.700911 + Penalty 3290.478405 = -3043879.222506 nChanged 9 SP:Iteration 42Q (3789.767937 sec): 3 clusters Score: Raw -3047172.178051 + Penalty 3290.478405 = -3043881.699646 nChanged 6 SP:Iteration 43Q (3789.843205 sec): 3 clusters Score: Raw -3047173.803966 + Penalty 3290.478405 = -3043883.325561 nChanged 7 SP:Iteration 44Q (3789.920165 sec): 3 clusters Score: Raw -3047175.764788 + Penalty 3290.478405 = -3043885.286383 nChanged 8 SP:Iteration 45Q (3789.999874 sec): 3 clusters Score: Raw -3047178.021594 + Penalty 3290.478405 = -3043887.543190 nChanged 11 SP:Iteration 46Q (3790.080108 sec): 3 clusters Score: Raw -3047181.242003 + Penalty 3290.478405 = -3043890.763598 nChanged 4 SP:Iteration 47Q (3790.158897 sec): 3 clusters Score: Raw -3047182.548610 + Penalty 3290.478405 = -3043892.070205 nChanged 4 SP:Iteration 48Q (3790.233685 sec): 3 clusters Score: Raw -3047183.948726 + Penalty 3290.478405 = -3043893.470321 nChanged 4 SP:Iteration 49Q (3790.314219 sec): 3 clusters Score: Raw -3047185.532568 + Penalty 3290.478405 = -3043895.054163 nChanged 3 SP:Iteration 50Q (3790.398502 sec): 3 clusters Score: Raw -3047186.283575 + Penalty 3290.478405 = -3043895.805171 nChanged 1 SP:Iteration 51Q (3790.481811 sec): 3 clusters Score: Raw -3047186.663170 + Penalty 3290.478405 = -3043896.184765 nChanged 0 SP:Iteration 52F (3790.566899 sec): 3 clusters Score: Raw -3047186.663170 + Penalty 3290.478405 = -3043896.184765 nChanged 0 Trying to split cluster 30 (60481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3790.662766 sec): 2 clusters Score: Raw -7285598.586609 + Penalty 1789.138739 = -7283809.447870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3790.809962 sec): 3 clusters Score: Raw -7246902.476095 + Penalty 3578.277477 = -7243324.198618 nChanged 28526 SP:Iteration 1F (3790.953230 sec): 3 clusters Score: Raw -7263237.064939 + Penalty 3578.277477 = -7259658.787462 nChanged 2353 SP:Iteration 2Q (3791.101947 sec): 3 clusters Score: Raw -7263873.693097 + Penalty 3578.277477 = -7260295.415620 nChanged 2284 SP:Iteration 3Q (3791.250042 sec): 3 clusters Score: Raw -7264598.274040 + Penalty 3578.277477 = -7261019.996563 nChanged 2398 SP:Iteration 4Q (3791.414761 sec): 3 clusters Score: Raw -7265529.529055 + Penalty 3578.277477 = -7261951.251578 nChanged 2753 SP:Iteration 5Q (3791.569197 sec): 3 clusters Score: Raw -7266835.852703 + Penalty 3578.277477 = -7263257.575226 nChanged 3167 SP:Iteration 6F (3791.721199 sec): 3 clusters Score: Raw -7268674.935943 + Penalty 3578.277477 = -7265096.658466 nChanged 3529 SP:Iteration 7F (3791.873620 sec): 3 clusters Score: Raw -7271009.441187 + Penalty 3578.277477 = -7267431.163710 nChanged 3679 SP:Iteration 8F (3792.019765 sec): 3 clusters Score: Raw -7273551.468078 + Penalty 3578.277477 = -7269973.190601 nChanged 3468 SP:Iteration 9F (3792.164753 sec): 3 clusters Score: Raw -7275835.395785 + Penalty 3578.277477 = -7272257.118308 nChanged 3009 SP:Iteration 10Q (3792.313439 sec): 3 clusters Score: Raw -7277250.994819 + Penalty 3578.277477 = -7273672.717342 nChanged 1973 SP:Iteration 11Q (3792.461339 sec): 3 clusters Score: Raw -7277863.902276 + Penalty 3578.277477 = -7274285.624799 nChanged 1225 SP:Iteration 12Q (3792.611795 sec): 3 clusters Score: Raw -7278140.963081 + Penalty 3578.277477 = -7274562.685604 nChanged 867 SP:Iteration 13Q (3792.757284 sec): 3 clusters Score: Raw -7278318.257130 + Penalty 3578.277477 = -7274739.979653 nChanged 681 SP:Iteration 14Q (3792.903170 sec): 3 clusters Score: Raw -7278456.796292 + Penalty 3578.277477 = -7274878.518815 nChanged 654 SP:Iteration 15Q (3793.063328 sec): 3 clusters Score: Raw -7278607.364115 + Penalty 3578.277477 = -7275029.086638 nChanged 659 SP:Iteration 16Q (3793.204938 sec): 3 clusters Score: Raw -7278764.928011 + Penalty 3578.277477 = -7275186.650534 nChanged 670 SP:Iteration 17Q (3793.364835 sec): 3 clusters Score: Raw -7278936.439085 + Penalty 3578.277477 = -7275358.161608 nChanged 732 SP:Iteration 18Q (3793.521735 sec): 3 clusters Score: Raw -7279112.385598 + Penalty 3578.277477 = -7275534.108121 nChanged 675 SP:Iteration 19Q (3793.664350 sec): 3 clusters Score: Raw -7279259.008655 + Penalty 3578.277477 = -7275680.731178 nChanged 639 SP:Iteration 20F (3793.815050 sec): 3 clusters Score: Raw -7279401.212253 + Penalty 3578.277477 = -7275822.934776 nChanged 679 SP:Iteration 21Q (3793.960722 sec): 3 clusters Score: Raw -7279566.081056 + Penalty 3578.277477 = -7275987.803579 nChanged 721 SP:Iteration 22Q (3794.104369 sec): 3 clusters Score: Raw -7279739.193922 + Penalty 3578.277477 = -7276160.916445 nChanged 712 SP:Iteration 23Q (3794.243936 sec): 3 clusters Score: Raw -7279905.389420 + Penalty 3578.277477 = -7276327.111943 nChanged 644 SP:Iteration 24Q (3794.393490 sec): 3 clusters Score: Raw -7280056.017493 + Penalty 3578.277477 = -7276477.740016 nChanged 684 SP:Iteration 25Q (3794.548378 sec): 3 clusters Score: Raw -7280223.998743 + Penalty 3578.277477 = -7276645.721266 nChanged 688 SP:Iteration 26Q (3794.694975 sec): 3 clusters Score: Raw -7280378.883050 + Penalty 3578.277477 = -7276800.605573 nChanged 644 SP:Iteration 27Q (3794.854403 sec): 3 clusters Score: Raw -7280524.167714 + Penalty 3578.277477 = -7276945.890237 nChanged 616 SP:Iteration 28Q (3795.001265 sec): 3 clusters Score: Raw -7280668.233646 + Penalty 3578.277477 = -7277089.956169 nChanged 605 SP:Iteration 29Q (3795.155011 sec): 3 clusters Score: Raw -7280804.309649 + Penalty 3578.277477 = -7277226.032171 nChanged 603 SP:Iteration 30Q (3795.301488 sec): 3 clusters Score: Raw -7280944.906944 + Penalty 3578.277477 = -7277366.629467 nChanged 627 SP:Iteration 31Q (3795.459130 sec): 3 clusters Score: Raw -7281099.705247 + Penalty 3578.277477 = -7277521.427770 nChanged 640 SP:Iteration 32Q (3795.615586 sec): 3 clusters Score: Raw -7281269.628924 + Penalty 3578.277477 = -7277691.351446 nChanged 689 SP:Iteration 33Q (3795.766524 sec): 3 clusters Score: Raw -7281459.852590 + Penalty 3578.277477 = -7277881.575113 nChanged 656 SP:Iteration 34Q (3795.901150 sec): 3 clusters Score: Raw -7281639.390667 + Penalty 3578.277477 = -7278061.113190 nChanged 655 SP:Iteration 35Q (3796.053306 sec): 3 clusters Score: Raw -7281809.174610 + Penalty 3578.277477 = -7278230.897133 nChanged 623 SP:Iteration 36Q (3796.201309 sec): 3 clusters Score: Raw -7281971.968196 + Penalty 3578.277477 = -7278393.690719 nChanged 617 SP:Iteration 37Q (3796.358532 sec): 3 clusters Score: Raw -7282121.370601 + Penalty 3578.277477 = -7278543.093124 nChanged 561 SP:Iteration 38Q (3796.503242 sec): 3 clusters Score: Raw -7282260.083732 + Penalty 3578.277477 = -7278681.806255 nChanged 558 SP:Iteration 39Q (3796.643926 sec): 3 clusters Score: Raw -7282396.706291 + Penalty 3578.277477 = -7278818.428814 nChanged 552 SP:Iteration 40F (3796.801316 sec): 3 clusters Score: Raw -7282544.570026 + Penalty 3578.277477 = -7278966.292549 nChanged 543 SP:Iteration 41Q (3796.953221 sec): 3 clusters Score: Raw -7282701.475864 + Penalty 3578.277477 = -7279123.198386 nChanged 512 SP:Iteration 42Q (3797.095726 sec): 3 clusters Score: Raw -7282854.537224 + Penalty 3578.277477 = -7279276.259746 nChanged 526 SP:Iteration 43Q (3797.224564 sec): 3 clusters Score: Raw -7283025.767589 + Penalty 3578.277477 = -7279447.490112 nChanged 560 SP:Iteration 44Q (3797.377027 sec): 3 clusters Score: Raw -7283216.155065 + Penalty 3578.277477 = -7279637.877588 nChanged 581 SP:Iteration 45Q (3797.506410 sec): 3 clusters Score: Raw -7283407.815898 + Penalty 3578.277477 = -7279829.538421 nChanged 580 SP:Iteration 46Q (3797.655399 sec): 3 clusters Score: Raw -7283618.180403 + Penalty 3578.277477 = -7280039.902926 nChanged 565 SP:Iteration 47Q (3797.790048 sec): 3 clusters Score: Raw -7283836.220144 + Penalty 3578.277477 = -7280257.942667 nChanged 534 SP:Iteration 48Q (3797.938495 sec): 3 clusters Score: Raw -7284027.274730 + Penalty 3578.277477 = -7280448.997253 nChanged 501 SP:Iteration 49Q (3798.073421 sec): 3 clusters Score: Raw -7284194.952927 + Penalty 3578.277477 = -7280616.675450 nChanged 461 SP:Iteration 50Q (3798.214372 sec): 3 clusters Score: Raw -7284335.895146 + Penalty 3578.277477 = -7280757.617669 nChanged 442 SP:Iteration 51Q (3798.342192 sec): 3 clusters Score: Raw -7284475.575275 + Penalty 3578.277477 = -7280897.297798 nChanged 391 SP:Iteration 52Q (3798.478830 sec): 3 clusters Score: Raw -7284597.736140 + Penalty 3578.277477 = -7281019.458663 nChanged 366 SP:Iteration 53Q (3798.631942 sec): 3 clusters Score: Raw -7284713.292447 + Penalty 3578.277477 = -7281135.014970 nChanged 373 SP:Iteration 54Q (3798.767109 sec): 3 clusters Score: Raw -7284822.088354 + Penalty 3578.277477 = -7281243.810877 nChanged 347 SP:Iteration 55Q (3798.900924 sec): 3 clusters Score: Raw -7284913.363207 + Penalty 3578.277477 = -7281335.085730 nChanged 327 SP:Iteration 56Q (3799.031525 sec): 3 clusters Score: Raw -7284987.419357 + Penalty 3578.277477 = -7281409.141880 nChanged 289 SP:Iteration 57Q (3799.170470 sec): 3 clusters Score: Raw -7285048.587220 + Penalty 3578.277477 = -7281470.309742 nChanged 267 SP:Iteration 58Q (3799.304410 sec): 3 clusters Score: Raw -7285101.964842 + Penalty 3578.277477 = -7281523.687365 nChanged 225 SP:Iteration 59Q (3799.445080 sec): 3 clusters Score: Raw -7285143.873548 + Penalty 3578.277477 = -7281565.596071 nChanged 219 SP:Iteration 60F (3799.590882 sec): 3 clusters Score: Raw -7285184.058676 + Penalty 3578.277477 = -7281605.781199 nChanged 208 SP:Iteration 61Q (3799.723044 sec): 3 clusters Score: Raw -7285219.129494 + Penalty 3578.277477 = -7281640.852016 nChanged 213 SP:Iteration 62Q (3799.864891 sec): 3 clusters Score: Raw -7285257.978706 + Penalty 3578.277477 = -7281679.701229 nChanged 217 SP:Iteration 63Q (3800.001359 sec): 3 clusters Score: Raw -7285297.845056 + Penalty 3578.277477 = -7281719.567579 nChanged 219 SP:Iteration 64Q (3800.141707 sec): 3 clusters Score: Raw -7285335.936684 + Penalty 3578.277477 = -7281757.659207 nChanged 181 SP:Iteration 65Q (3800.280327 sec): 3 clusters Score: Raw -7285363.030011 + Penalty 3578.277477 = -7281784.752534 nChanged 172 SP:Iteration 66Q (3800.414895 sec): 3 clusters Score: Raw -7285388.464455 + Penalty 3578.277477 = -7281810.186978 nChanged 164 SP:Iteration 67Q (3800.551832 sec): 3 clusters Score: Raw -7285413.953469 + Penalty 3578.277477 = -7281835.675992 nChanged 171 SP:Iteration 68Q (3800.685940 sec): 3 clusters Score: Raw -7285438.982213 + Penalty 3578.277477 = -7281860.704736 nChanged 151 SP:Iteration 69Q (3800.811812 sec): 3 clusters Score: Raw -7285458.967783 + Penalty 3578.277477 = -7281880.690306 nChanged 125 SP:Iteration 70Q (3800.948972 sec): 3 clusters Score: Raw -7285475.289567 + Penalty 3578.277477 = -7281897.012090 nChanged 117 SP:Iteration 71Q (3801.089659 sec): 3 clusters Score: Raw -7285491.081411 + Penalty 3578.277477 = -7281912.803934 nChanged 108 SP:Iteration 72Q (3801.211263 sec): 3 clusters Score: Raw -7285503.875868 + Penalty 3578.277477 = -7281925.598391 nChanged 108 SP:Iteration 73Q (3801.349375 sec): 3 clusters Score: Raw -7285518.052408 + Penalty 3578.277477 = -7281939.774931 nChanged 109 SP:Iteration 74Q (3801.478875 sec): 3 clusters Score: Raw -7285531.791583 + Penalty 3578.277477 = -7281953.514106 nChanged 102 SP:Iteration 75Q (3801.615101 sec): 3 clusters Score: Raw -7285543.344288 + Penalty 3578.277477 = -7281965.066811 nChanged 87 SP:Iteration 76Q (3801.748540 sec): 3 clusters Score: Raw -7285552.832081 + Penalty 3578.277477 = -7281974.554604 nChanged 80 SP:Iteration 77Q (3801.886393 sec): 3 clusters Score: Raw -7285561.433339 + Penalty 3578.277477 = -7281983.155862 nChanged 67 SP:Iteration 78Q (3802.020321 sec): 3 clusters Score: Raw -7285569.758496 + Penalty 3578.277477 = -7281991.481018 nChanged 68 SP:Iteration 79Q (3802.154797 sec): 3 clusters Score: Raw -7285576.545247 + Penalty 3578.277477 = -7281998.267770 nChanged 46 SP:Iteration 80F (3802.305771 sec): 3 clusters Score: Raw -7285580.074542 + Penalty 3578.277477 = -7282001.797065 nChanged 35 SP:Iteration 81Q (3802.440324 sec): 3 clusters Score: Raw -7285583.156557 + Penalty 3578.277477 = -7282004.879079 nChanged 42 SP:Iteration 82Q (3802.561539 sec): 3 clusters Score: Raw -7285587.543285 + Penalty 3578.277477 = -7282009.265808 nChanged 55 SP:Iteration 83Q (3802.696127 sec): 3 clusters Score: Raw -7285592.855442 + Penalty 3578.277477 = -7282014.577965 nChanged 49 SP:Iteration 84Q (3802.834655 sec): 3 clusters Score: Raw -7285597.052730 + Penalty 3578.277477 = -7282018.775253 nChanged 36 SP:Iteration 85Q (3802.961131 sec): 3 clusters Score: Raw -7285599.885567 + Penalty 3578.277477 = -7282021.608090 nChanged 36 SP:Iteration 86Q (3803.091851 sec): 3 clusters Score: Raw -7285603.039706 + Penalty 3578.277477 = -7282024.762229 nChanged 34 SP:Iteration 87Q (3803.232094 sec): 3 clusters Score: Raw -7285605.751189 + Penalty 3578.277477 = -7282027.473712 nChanged 34 SP:Iteration 88Q (3803.366216 sec): 3 clusters Score: Raw -7285608.667359 + Penalty 3578.277477 = -7282030.389882 nChanged 41 SP:Iteration 89Q (3803.493208 sec): 3 clusters Score: Raw -7285612.014978 + Penalty 3578.277477 = -7282033.737501 nChanged 33 SP:Iteration 90Q (3803.617625 sec): 3 clusters Score: Raw -7285614.824527 + Penalty 3578.277477 = -7282036.547050 nChanged 40 SP:Iteration 91Q (3803.753837 sec): 3 clusters Score: Raw -7285618.086953 + Penalty 3578.277477 = -7282039.809476 nChanged 30 SP:Iteration 92Q (3803.891958 sec): 3 clusters Score: Raw -7285620.661464 + Penalty 3578.277477 = -7282042.383987 nChanged 38 SP:Iteration 93Q (3804.007089 sec): 3 clusters Score: Raw -7285624.343094 + Penalty 3578.277477 = -7282046.065617 nChanged 44 SP:Iteration 94Q (3804.136272 sec): 3 clusters Score: Raw -7285628.680142 + Penalty 3578.277477 = -7282050.402665 nChanged 39 SP:Iteration 95Q (3804.272720 sec): 3 clusters Score: Raw -7285632.947067 + Penalty 3578.277477 = -7282054.669590 nChanged 37 SP:Iteration 96Q (3804.400249 sec): 3 clusters Score: Raw -7285636.138185 + Penalty 3578.277477 = -7282057.860708 nChanged 31 SP:Iteration 97Q (3804.534206 sec): 3 clusters Score: Raw -7285638.488626 + Penalty 3578.277477 = -7282060.211149 nChanged 28 SP:Iteration 98Q (3804.662473 sec): 3 clusters Score: Raw -7285640.366467 + Penalty 3578.277477 = -7282062.088989 nChanged 26 SP:Iteration 99Q (3804.775897 sec): 3 clusters Score: Raw -7285641.844167 + Penalty 3578.277477 = -7282063.566690 nChanged 27 SP:Iteration 100F (3804.913529 sec): 3 clusters Score: Raw -7285643.317077 + Penalty 3578.277477 = -7282065.039600 nChanged 25 SP:Iteration 101Q (3805.040220 sec): 3 clusters Score: Raw -7285645.160350 + Penalty 3578.277477 = -7282066.882873 nChanged 27 SP:Iteration 102Q (3805.175309 sec): 3 clusters Score: Raw -7285647.197828 + Penalty 3578.277477 = -7282068.920351 nChanged 25 SP:Iteration 103Q (3805.314874 sec): 3 clusters Score: Raw -7285649.064044 + Penalty 3578.277477 = -7282070.786567 nChanged 23 SP:Iteration 104Q (3805.438182 sec): 3 clusters Score: Raw -7285650.453384 + Penalty 3578.277477 = -7282072.175907 nChanged 21 SP:Iteration 105Q (3805.570348 sec): 3 clusters Score: Raw -7285651.878990 + Penalty 3578.277477 = -7282073.601513 nChanged 22 SP:Iteration 106Q (3805.687916 sec): 3 clusters Score: Raw -7285653.118121 + Penalty 3578.277477 = -7282074.840644 nChanged 25 SP:Iteration 107Q (3805.820265 sec): 3 clusters Score: Raw -7285654.959782 + Penalty 3578.277477 = -7282076.682304 nChanged 27 SP:Iteration 108Q (3805.952799 sec): 3 clusters Score: Raw -7285656.803678 + Penalty 3578.277477 = -7282078.526201 nChanged 25 SP:Iteration 109Q (3806.088550 sec): 3 clusters Score: Raw -7285658.921623 + Penalty 3578.277477 = -7282080.644145 nChanged 26 SP:Iteration 110Q (3806.221681 sec): 3 clusters Score: Raw -7285660.715824 + Penalty 3578.277477 = -7282082.438347 nChanged 34 SP:Iteration 111Q (3806.355691 sec): 3 clusters Score: Raw -7285663.467494 + Penalty 3578.277477 = -7282085.190017 nChanged 35 SP:Iteration 112Q (3806.480421 sec): 3 clusters Score: Raw -7285666.552812 + Penalty 3578.277477 = -7282088.275335 nChanged 29 SP:Iteration 113Q (3806.618350 sec): 3 clusters Score: Raw -7285669.656929 + Penalty 3578.277477 = -7282091.379452 nChanged 27 SP:Iteration 114Q (3806.742617 sec): 3 clusters Score: Raw -7285672.239941 + Penalty 3578.277477 = -7282093.962464 nChanged 33 SP:Iteration 115Q (3806.884089 sec): 3 clusters Score: Raw -7285675.596244 + Penalty 3578.277477 = -7282097.318767 nChanged 35 SP:Iteration 116Q (3807.013352 sec): 3 clusters Score: Raw -7285679.580752 + Penalty 3578.277477 = -7282101.303275 nChanged 33 SP:Iteration 117Q (3807.131312 sec): 3 clusters Score: Raw -7285682.505191 + Penalty 3578.277477 = -7282104.227713 nChanged 25 SP:Iteration 118Q (3807.258884 sec): 3 clusters Score: Raw -7285684.905879 + Penalty 3578.277477 = -7282106.628402 nChanged 28 SP:Iteration 119Q (3807.380211 sec): 3 clusters Score: Raw -7285687.508517 + Penalty 3578.277477 = -7282109.231040 nChanged 29 SP:Iteration 120F (3807.528233 sec): 3 clusters Score: Raw -7285689.844560 + Penalty 3578.277477 = -7282111.567083 nChanged 23 SP:Iteration 121Q (3807.665352 sec): 3 clusters Score: Raw -7285692.193342 + Penalty 3578.277477 = -7282113.915865 nChanged 24 SP:Iteration 122Q (3807.797758 sec): 3 clusters Score: Raw -7285694.286025 + Penalty 3578.277477 = -7282116.008548 nChanged 27 SP:Iteration 123Q (3807.921249 sec): 3 clusters Score: Raw -7285696.575901 + Penalty 3578.277477 = -7282118.298423 nChanged 26 SP:Iteration 124Q (3808.051606 sec): 3 clusters Score: Raw -7285699.378694 + Penalty 3578.277477 = -7282121.101217 nChanged 31 SP:Iteration 125Q (3808.176074 sec): 3 clusters Score: Raw -7285703.057955 + Penalty 3578.277477 = -7282124.780478 nChanged 40 SP:Iteration 126Q (3808.308585 sec): 3 clusters Score: Raw -7285707.496812 + Penalty 3578.277477 = -7282129.219335 nChanged 31 SP:Iteration 127Q (3808.436997 sec): 3 clusters Score: Raw -7285710.821839 + Penalty 3578.277477 = -7282132.544362 nChanged 27 SP:Iteration 128Q (3808.556378 sec): 3 clusters Score: Raw -7285712.876226 + Penalty 3578.277477 = -7282134.598749 nChanged 22 SP:Iteration 129Q (3808.659506 sec): 3 clusters Score: Raw -7285714.437467 + Penalty 3578.277477 = -7282136.159990 nChanged 19 SP:Iteration 130Q (3808.797541 sec): 3 clusters Score: Raw -7285715.704908 + Penalty 3578.277477 = -7282137.427430 nChanged 14 SP:Iteration 131Q (3808.928909 sec): 3 clusters Score: Raw -7285716.653525 + Penalty 3578.277477 = -7282138.376048 nChanged 11 SP:Iteration 132Q (3809.060130 sec): 3 clusters Score: Raw -7285717.611873 + Penalty 3578.277477 = -7282139.334396 nChanged 22 SP:Iteration 133Q (3809.191030 sec): 3 clusters Score: Raw -7285719.102985 + Penalty 3578.277477 = -7282140.825508 nChanged 12 SP:Iteration 134Q (3809.318220 sec): 3 clusters Score: Raw -7285720.020692 + Penalty 3578.277477 = -7282141.743215 nChanged 11 SP:Iteration 135Q (3809.446163 sec): 3 clusters Score: Raw -7285720.910888 + Penalty 3578.277477 = -7282142.633411 nChanged 12 SP:Iteration 136Q (3809.570279 sec): 3 clusters Score: Raw -7285721.821792 + Penalty 3578.277477 = -7282143.544315 nChanged 11 SP:Iteration 137Q (3809.701904 sec): 3 clusters Score: Raw -7285722.502343 + Penalty 3578.277477 = -7282144.224866 nChanged 9 SP:Iteration 138Q (3809.833802 sec): 3 clusters Score: Raw -7285723.370463 + Penalty 3578.277477 = -7282145.092985 nChanged 11 SP:Iteration 139Q (3809.950493 sec): 3 clusters Score: Raw -7285724.301098 + Penalty 3578.277477 = -7282146.023621 nChanged 6 SP:Iteration 140F (3810.099438 sec): 3 clusters Score: Raw -7285724.832219 + Penalty 3578.277477 = -7282146.554741 nChanged 13 SP:Iteration 141Q (3810.230939 sec): 3 clusters Score: Raw -7285726.001044 + Penalty 3578.277477 = -7282147.723567 nChanged 15 SP:Iteration 142Q (3810.355317 sec): 3 clusters Score: Raw -7285727.182431 + Penalty 3578.277477 = -7282148.904953 nChanged 16 SP:Iteration 143Q (3810.487068 sec): 3 clusters Score: Raw -7285728.477654 + Penalty 3578.277477 = -7282150.200177 nChanged 16 SP:Iteration 144Q (3810.628311 sec): 3 clusters Score: Raw -7285729.823516 + Penalty 3578.277477 = -7282151.546039 nChanged 13 SP:Iteration 145Q (3810.754134 sec): 3 clusters Score: Raw -7285730.628981 + Penalty 3578.277477 = -7282152.351504 nChanged 9 SP:Iteration 146Q (3810.886138 sec): 3 clusters Score: Raw -7285731.190696 + Penalty 3578.277477 = -7282152.913219 nChanged 9 SP:Iteration 147Q (3811.012352 sec): 3 clusters Score: Raw -7285731.634376 + Penalty 3578.277477 = -7282153.356899 nChanged 4 SP:Iteration 148Q (3811.125514 sec): 3 clusters Score: Raw -7285731.768236 + Penalty 3578.277477 = -7282153.490758 nChanged 2 SP:Iteration 149Q (3811.257286 sec): 3 clusters Score: Raw -7285731.869986 + Penalty 3578.277477 = -7282153.592509 nChanged 4 SP:Iteration 150Q (3811.379650 sec): 3 clusters Score: Raw -7285732.031763 + Penalty 3578.277477 = -7282153.754286 nChanged 1 SP:Iteration 151Q (3811.499338 sec): 3 clusters Score: Raw -7285732.150078 + Penalty 3578.277477 = -7282153.872601 nChanged 3 SP:Iteration 152Q (3811.629139 sec): 3 clusters Score: Raw -7285732.288397 + Penalty 3578.277477 = -7282154.010920 nChanged 1 SP:Iteration 153Q (3811.753985 sec): 3 clusters Score: Raw -7285732.322221 + Penalty 3578.277477 = -7282154.044744 nChanged 1 SP:Iteration 154Q (3811.883856 sec): 3 clusters Score: Raw -7285732.341553 + Penalty 3578.277477 = -7282154.064076 nChanged 1 SP:Iteration 155Q (3812.019968 sec): 3 clusters Score: Raw -7285732.369833 + Penalty 3578.277477 = -7282154.092356 nChanged 2 SP:Iteration 156Q (3812.139984 sec): 3 clusters Score: Raw -7285732.413262 + Penalty 3578.277477 = -7282154.135785 nChanged 1 SP:Iteration 157Q (3812.282473 sec): 3 clusters Score: Raw -7285732.467232 + Penalty 3578.277477 = -7282154.189755 nChanged 2 SP:Iteration 158Q (3812.405221 sec): 3 clusters Score: Raw -7285732.585363 + Penalty 3578.277477 = -7282154.307886 nChanged 5 SP:Iteration 159Q (3812.537747 sec): 3 clusters Score: Raw -7285732.949310 + Penalty 3578.277477 = -7282154.671833 nChanged 8 SP:Iteration 160F (3812.681583 sec): 3 clusters Score: Raw -7285733.542677 + Penalty 3578.277477 = -7282155.265200 nChanged 14 SP:Iteration 161Q (3812.822237 sec): 3 clusters Score: Raw -7285734.570018 + Penalty 3578.277477 = -7282156.292541 nChanged 10 SP:Iteration 162Q (3812.952595 sec): 3 clusters Score: Raw -7285735.462652 + Penalty 3578.277477 = -7282157.185175 nChanged 17 SP:Iteration 163Q (3813.079065 sec): 3 clusters Score: Raw -7285736.728165 + Penalty 3578.277477 = -7282158.450687 nChanged 13 SP:Iteration 164Q (3813.208829 sec): 3 clusters Score: Raw -7285737.489791 + Penalty 3578.277477 = -7282159.212313 nChanged 7 SP:Iteration 165Q (3813.341974 sec): 3 clusters Score: Raw -7285737.875495 + Penalty 3578.277477 = -7282159.598017 nChanged 8 SP:Iteration 166Q (3813.465255 sec): 3 clusters Score: Raw -7285738.294392 + Penalty 3578.277477 = -7282160.016915 nChanged 12 SP:Iteration 167Q (3813.586214 sec): 3 clusters Score: Raw -7285739.183660 + Penalty 3578.277477 = -7282160.906183 nChanged 14 SP:Iteration 168Q (3813.714609 sec): 3 clusters Score: Raw -7285740.171434 + Penalty 3578.277477 = -7282161.893956 nChanged 11 SP:Iteration 169Q (3813.840214 sec): 3 clusters Score: Raw -7285741.302752 + Penalty 3578.277477 = -7282163.025275 nChanged 11 SP:Iteration 170Q (3813.972651 sec): 3 clusters Score: Raw -7285742.536441 + Penalty 3578.277477 = -7282164.258964 nChanged 16 SP:Iteration 171Q (3814.091608 sec): 3 clusters Score: Raw -7285744.159095 + Penalty 3578.277477 = -7282165.881618 nChanged 18 SP:Iteration 172Q (3814.223265 sec): 3 clusters Score: Raw -7285745.794956 + Penalty 3578.277477 = -7282167.517479 nChanged 16 SP:Iteration 173Q (3814.341541 sec): 3 clusters Score: Raw -7285747.296993 + Penalty 3578.277477 = -7282169.019516 nChanged 15 SP:Iteration 174Q (3814.447090 sec): 3 clusters Score: Raw -7285748.600453 + Penalty 3578.277477 = -7282170.322976 nChanged 12 SP:Iteration 175Q (3814.566661 sec): 3 clusters Score: Raw -7285749.534539 + Penalty 3578.277477 = -7282171.257062 nChanged 8 SP:Iteration 176Q (3814.684019 sec): 3 clusters Score: Raw -7285750.445483 + Penalty 3578.277477 = -7282172.168006 nChanged 16 SP:Iteration 177Q (3814.799808 sec): 3 clusters Score: Raw -7285751.936474 + Penalty 3578.277477 = -7282173.658997 nChanged 9 SP:Iteration 178Q (3814.936512 sec): 3 clusters Score: Raw -7285752.769480 + Penalty 3578.277477 = -7282174.492003 nChanged 10 SP:Iteration 179Q (3815.065044 sec): 3 clusters Score: Raw -7285753.488768 + Penalty 3578.277477 = -7282175.211291 nChanged 15 SP:Iteration 180F (3815.216397 sec): 3 clusters Score: Raw -7285754.492278 + Penalty 3578.277477 = -7282176.214801 nChanged 15 SP:Iteration 181Q (3815.348805 sec): 3 clusters Score: Raw -7285755.973415 + Penalty 3578.277477 = -7282177.695938 nChanged 21 SP:Iteration 182Q (3815.478887 sec): 3 clusters Score: Raw -7285757.403709 + Penalty 3578.277477 = -7282179.126232 nChanged 11 SP:Iteration 183Q (3815.605159 sec): 3 clusters Score: Raw -7285758.382152 + Penalty 3578.277477 = -7282180.104675 nChanged 8 SP:Iteration 184Q (3815.720261 sec): 3 clusters Score: Raw -7285759.351224 + Penalty 3578.277477 = -7282181.073747 nChanged 14 SP:Iteration 185Q (3815.840401 sec): 3 clusters Score: Raw -7285760.624673 + Penalty 3578.277477 = -7282182.347196 nChanged 11 SP:Iteration 186Q (3815.964453 sec): 3 clusters Score: Raw -7285761.648261 + Penalty 3578.277477 = -7282183.370783 nChanged 14 SP:Iteration 187Q (3816.092706 sec): 3 clusters Score: Raw -7285762.710568 + Penalty 3578.277477 = -7282184.433091 nChanged 10 SP:Iteration 188Q (3816.224990 sec): 3 clusters Score: Raw -7285763.292075 + Penalty 3578.277477 = -7282185.014598 nChanged 10 SP:Iteration 189Q (3816.348812 sec): 3 clusters Score: Raw -7285763.987175 + Penalty 3578.277477 = -7282185.709698 nChanged 4 SP:Iteration 190Q (3816.482837 sec): 3 clusters Score: Raw -7285764.157426 + Penalty 3578.277477 = -7282185.879949 nChanged 4 SP:Iteration 191Q (3816.605586 sec): 3 clusters Score: Raw -7285764.465350 + Penalty 3578.277477 = -7282186.187872 nChanged 5 SP:Iteration 192Q (3816.732814 sec): 3 clusters Score: Raw -7285764.842371 + Penalty 3578.277477 = -7282186.564894 nChanged 4 SP:Iteration 193Q (3816.857445 sec): 3 clusters Score: Raw -7285765.057639 + Penalty 3578.277477 = -7282186.780161 nChanged 1 SP:Iteration 194Q (3816.972620 sec): 3 clusters Score: Raw -7285765.199161 + Penalty 3578.277477 = -7282186.921684 nChanged 4 SP:Iteration 195Q (3817.095668 sec): 3 clusters Score: Raw -7285765.485898 + Penalty 3578.277477 = -7282187.208421 nChanged 3 SP:Iteration 196Q (3817.227224 sec): 3 clusters Score: Raw -7285765.616331 + Penalty 3578.277477 = -7282187.338854 nChanged 2 SP:Iteration 197Q (3817.351865 sec): 3 clusters Score: Raw -7285765.803691 + Penalty 3578.277477 = -7282187.526214 nChanged 5 SP:Iteration 198Q (3817.479840 sec): 3 clusters Score: Raw -7285766.020863 + Penalty 3578.277477 = -7282187.743386 nChanged 2 SP:Iteration 199Q (3817.596922 sec): 3 clusters Score: Raw -7285766.073942 + Penalty 3578.277477 = -7282187.796465 nChanged 0 SP:Iteration 200F (3817.744396 sec): 3 clusters Score: Raw -7285766.073942 + Penalty 3578.277477 = -7282187.796465 nChanged 0 Time taken for this iteration:2082.401030 seconds. 21->31 Clusters: Score -42632814.713801, best is -42633681.681025 Main iterations: 543 (time per iteration =2656.228069 ms) Total iterations: 22311 (time per iteration =64.646669 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 400480856640.000000 (time per metric unit =3.601500ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 9611540559360.000000 (time per metric unit=150.062504ps) That took 1442.331841 seconds.