FileBase DT3_rLS_rCA1_20151002_948um_648um ElecNo 4 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 0.15 and 0.22 GB. - 8 bytes per element (scalar), 9847300 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.05 and 0.08 GB. - 8 bytes per element (scalar), 3545028 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.01 and 0.02 GB. - 2 bytes per element (data_int), 3545028 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.01 and 0.01 GB. - 1 bytes per element (char), 3545028 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.01 and 0.01 GB. - 1 bytes per element (char), 3545028 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), 16200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=196946, nDims=18, MaxPossibleClusters=50 Total memory usage will be between 0.23 and 0.34 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 196946 data points of dimension 18. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 196946 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 6 (1179 points): Lose 257.118431 but Gain 1158.115062 Iteration 0F (3.570849 sec): 19 clusters Score: Raw -14561310.260719 + Penalty 20846.071108 = -14540464.189611 nChanged 185862 Deleting Class 18 (456 points): Lose 868.576942 but Gain 1158.115062 Iteration 1F (5.547574 sec): 18 clusters Score: Raw -15024152.743740 + Penalty 19687.956046 = -15004464.787693 nChanged 52495 Deleting Class 12 (370 points): Lose 745.638732 but Gain 1158.115062 Iteration 2F (7.396658 sec): 17 clusters Score: Raw -15091336.469400 + Penalty 18529.840985 = -15072806.628415 nChanged 31762 Deleting Class 15 (345 points): Lose 389.023075 but Gain 1158.115062 Iteration 3F (9.120609 sec): 16 clusters Score: Raw -15128239.557880 + Penalty 17371.725923 = -15110867.831957 nChanged 18321 Deleting Class 10 (410 points): Lose 636.429713 but Gain 1158.115062 Iteration 4F (10.765884 sec): 15 clusters Score: Raw -15147675.544195 + Penalty 16213.610862 = -15131461.933333 nChanged 9839 Deleting Class 17 (553 points): Lose 610.646783 but Gain 1158.115062 Iteration 5Q (11.744500 sec): 14 clusters Score: Raw -15157979.646002 + Penalty 15055.495800 = -15142924.150202 nChanged 5839 Deleting Class 11 (432 points): Lose 766.999755 but Gain 1158.115062 Iteration 6Q (12.561971 sec): 13 clusters Score: Raw -15163624.773259 + Penalty 13897.380739 = -15149727.392521 nChanged 3862 Deleting Class 5 (324 points): Lose 958.387985 but Gain 1158.115062 Iteration 7Q (13.306973 sec): 12 clusters Score: Raw -15165656.911335 + Penalty 12739.265677 = -15152917.645658 nChanged 2993 Deleting Class 3 (105 points): Lose 961.974134 but Gain 1158.115062 Iteration 8Q (14.002117 sec): 11 clusters Score: Raw -15166990.931416 + Penalty 11581.150616 = -15155409.780801 nChanged 2525 Iteration 9Q (14.627753 sec): 11 clusters Score: Raw -15168741.971665 + Penalty 11581.150616 = -15157160.821049 nChanged 2073 Iteration 10Q (15.251634 sec): 11 clusters Score: Raw -15170080.075252 + Penalty 11581.150616 = -15158498.924636 nChanged 1861 Iteration 11Q (15.893795 sec): 11 clusters Score: Raw -15170929.225539 + Penalty 11581.150616 = -15159348.074924 nChanged 1595 Iteration 12Q (16.600718 sec): 11 clusters Score: Raw -15171582.142676 + Penalty 11581.150616 = -15160000.992060 nChanged 1512 Iteration 13Q (17.258707 sec): 11 clusters Score: Raw -15172148.234934 + Penalty 11581.150616 = -15160567.084318 nChanged 1368 Iteration 14Q (17.880306 sec): 11 clusters Score: Raw -15172630.148693 + Penalty 11581.150616 = -15161048.998077 nChanged 1369 Iteration 15Q (18.515432 sec): 11 clusters Score: Raw -15173110.450296 + Penalty 11581.150616 = -15161529.299681 nChanged 1344 Iteration 16Q (19.164718 sec): 11 clusters Score: Raw -15173586.038641 + Penalty 11581.150616 = -15162004.888026 nChanged 1405 Iteration 17Q (19.818304 sec): 11 clusters Score: Raw -15174054.647261 + Penalty 11581.150616 = -15162473.496646 nChanged 1439 Iteration 18Q (20.481928 sec): 11 clusters Score: Raw -15174565.969200 + Penalty 11581.150616 = -15162984.818585 nChanged 1525 Iteration 19Q (21.142733 sec): 11 clusters Score: Raw -15175102.015836 + Penalty 11581.150616 = -15163520.865220 nChanged 1533 Writing temp clu file Because OldScore, -15162984.818585, is greater than current (better) Score,-15163520.865220 Compute initial score before splitting: Score: Raw -15175102.015836 + Penalty 11581.150616 = -15163520.865220 Trying to split cluster 1 (1262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.361458 sec): 2 clusters Score: Raw -89124.017617 + Penalty 678.343039 = -88445.674577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.412066 sec): 3 clusters Score: Raw -88549.228102 + Penalty 1356.686078 = -87192.542024 nChanged 456 SP:Iteration 1F (21.451173 sec): 3 clusters Score: Raw -88860.791800 + Penalty 1356.686078 = -87504.105722 nChanged 100 SP:Iteration 2F (21.509681 sec): 3 clusters Score: Raw -88968.652530 + Penalty 1356.686078 = -87611.966451 nChanged 77 SP:Iteration 3F (21.564302 sec): 3 clusters Score: Raw -89057.055721 + Penalty 1356.686078 = -87700.369643 nChanged 78 SP:Iteration 4F (21.603426 sec): 3 clusters Score: Raw -89133.613153 + Penalty 1356.686078 = -87776.927075 nChanged 57 SP:Iteration 5Q (21.655941 sec): 3 clusters Score: Raw -89207.942631 + Penalty 1356.686078 = -87851.256553 nChanged 67 SP:Iteration 6F (21.708522 sec): 3 clusters Score: Raw -89299.811907 + Penalty 1356.686078 = -87943.125829 nChanged 54 SP:Iteration 7Q (21.761580 sec): 3 clusters Score: Raw -89373.284104 + Penalty 1356.686078 = -88016.598026 nChanged 49 SP:Iteration 8Q (21.808722 sec): 3 clusters Score: Raw -89439.657442 + Penalty 1356.686078 = -88082.971363 nChanged 43 SP:Iteration 9Q (21.854331 sec): 3 clusters Score: Raw -89498.745450 + Penalty 1356.686078 = -88142.059372 nChanged 29 SP:Iteration 10Q (21.910351 sec): 3 clusters Score: Raw -89533.051728 + Penalty 1356.686078 = -88176.365650 nChanged 26 SP:Iteration 11Q (21.960812 sec): 3 clusters Score: Raw -89559.024887 + Penalty 1356.686078 = -88202.338809 nChanged 22 SP:Iteration 12Q (22.004515 sec): 3 clusters Score: Raw -89585.085790 + Penalty 1356.686078 = -88228.399712 nChanged 14 SP:Iteration 13Q (22.049935 sec): 3 clusters Score: Raw -89602.056509 + Penalty 1356.686078 = -88245.370431 nChanged 15 SP:Iteration 14Q (22.105014 sec): 3 clusters Score: Raw -89614.473554 + Penalty 1356.686078 = -88257.787476 nChanged 10 SP:Iteration 15Q (22.157426 sec): 3 clusters Score: Raw -89625.993486 + Penalty 1356.686078 = -88269.307408 nChanged 7 SP:Iteration 16Q (22.203856 sec): 3 clusters Score: Raw -89636.569520 + Penalty 1356.686078 = -88279.883442 nChanged 13 SP:Iteration 17Q (22.267075 sec): 3 clusters Score: Raw -89662.234414 + Penalty 1356.686078 = -88305.548336 nChanged 17 SP:Iteration 18Q (22.320303 sec): 3 clusters Score: Raw -89695.124181 + Penalty 1356.686078 = -88338.438103 nChanged 17 SP:Iteration 19Q (22.360243 sec): 3 clusters Score: Raw -89741.170303 + Penalty 1356.686078 = -88384.484225 nChanged 15 SP:Iteration 20F (22.406612 sec): 3 clusters Score: Raw -89784.156119 + Penalty 1356.686078 = -88427.470040 nChanged 12 SP:Iteration 21Q (22.463591 sec): 3 clusters Score: Raw -89822.308342 + Penalty 1356.686078 = -88465.622264 nChanged 7 SP:Iteration 22Q (22.512298 sec): 3 clusters Score: Raw -89839.527542 + Penalty 1356.686078 = -88482.841464 nChanged 5 SP:Iteration 23Q (22.564421 sec): 3 clusters Score: Raw -89854.873235 + Penalty 1356.686078 = -88498.187157 nChanged 3 SP:Iteration 24Q (22.622021 sec): 3 clusters Score: Raw -89859.085097 + Penalty 1356.686078 = -88502.399019 nChanged 3 SP:Iteration 25Q (22.659838 sec): 3 clusters Score: Raw -89865.137426 + Penalty 1356.686078 = -88508.451348 nChanged 1 SP:Iteration 26Q (22.723773 sec): 3 clusters Score: Raw -89865.907963 + Penalty 1356.686078 = -88509.221885 nChanged 0 SP:Iteration 27F (22.763340 sec): 3 clusters Score: Raw -89865.907963 + Penalty 1356.686078 = -88509.221885 nChanged 0 Score: Raw -15176153.429558 + Penalty 12739.265677 = -15163414.163880 Splitting cluster 1 changes total score from -15163520.865220 to -15163414.163880 So it's not getting split. Trying to split cluster 2 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.001984 sec): 2 clusters Score: Raw -37223.989015 + Penalty 589.240874 = -36634.748141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.054674 sec): 3 clusters Score: Raw -37074.395835 + Penalty 1178.481748 = -35895.914086 nChanged 150 SP:Iteration 1F (24.110510 sec): 3 clusters Score: Raw -37230.946885 + Penalty 1178.481748 = -36052.465137 nChanged 32 SP:Iteration 2F (24.158342 sec): 3 clusters Score: Raw -37279.851598 + Penalty 1178.481748 = -36101.369849 nChanged 26 SP:Iteration 3F (24.201145 sec): 3 clusters Score: Raw -37309.061606 + Penalty 1178.481748 = -36130.579858 nChanged 9 SP:Iteration 4Q (24.258029 sec): 3 clusters Score: Raw -37323.232462 + Penalty 1178.481748 = -36144.750714 nChanged 6 SP:Iteration 5Q (24.299071 sec): 3 clusters Score: Raw -37328.800167 + Penalty 1178.481748 = -36150.318419 nChanged 6 SP:Iteration 6Q (24.347078 sec): 3 clusters Score: Raw -37333.838379 + Penalty 1178.481748 = -36155.356631 nChanged 4 SP:Iteration 7Q (24.400360 sec): 3 clusters Score: Raw -37337.665015 + Penalty 1178.481748 = -36159.183266 nChanged 2 SP:Iteration 8Q (24.438095 sec): 3 clusters Score: Raw -37339.139098 + Penalty 1178.481748 = -36160.657350 nChanged 3 SP:Iteration 9Q (24.490086 sec): 3 clusters Score: Raw -37341.193340 + Penalty 1178.481748 = -36162.711592 nChanged 2 SP:Iteration 10Q (24.542436 sec): 3 clusters Score: Raw -37343.629790 + Penalty 1178.481748 = -36165.148042 nChanged 4 SP:Iteration 11Q (24.592755 sec): 3 clusters Score: Raw -37346.961919 + Penalty 1178.481748 = -36168.480171 nChanged 3 SP:Iteration 12Q (24.630576 sec): 3 clusters Score: Raw -37349.877208 + Penalty 1178.481748 = -36171.395459 nChanged 1 SP:Iteration 13Q (24.689222 sec): 3 clusters Score: Raw -37350.382957 + Penalty 1178.481748 = -36171.901209 nChanged 2 SP:Iteration 14Q (24.740076 sec): 3 clusters Score: Raw -37352.079436 + Penalty 1178.481748 = -36173.597688 nChanged 0 SP:Iteration 15F (24.778145 sec): 3 clusters Score: Raw -37352.079436 + Penalty 1178.481748 = -36173.597688 nChanged 0 Trying to split cluster 4 (14669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.836264 sec): 2 clusters Score: Raw -1121817.334388 + Penalty 911.381712 = -1120905.952676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.902568 sec): 3 clusters Score: Raw -1112879.269699 + Penalty 1822.763423 = -1111056.506275 nChanged 6715 SP:Iteration 1F (24.970104 sec): 3 clusters Score: Raw -1116733.257902 + Penalty 1822.763423 = -1114910.494478 nChanged 791 SP:Iteration 2F (25.035824 sec): 3 clusters Score: Raw -1117075.465636 + Penalty 1822.763423 = -1115252.702213 nChanged 803 SP:Iteration 3F (25.092516 sec): 3 clusters Score: Raw -1117513.987293 + Penalty 1822.763423 = -1115691.223869 nChanged 850 SP:Iteration 4F (25.170973 sec): 3 clusters Score: Raw -1118078.540379 + Penalty 1822.763423 = -1116255.776956 nChanged 1002 SP:Iteration 5F (25.235029 sec): 3 clusters Score: Raw -1118880.905893 + Penalty 1822.763423 = -1117058.142469 nChanged 1113 SP:Iteration 6F (25.302991 sec): 3 clusters Score: Raw -1119779.980747 + Penalty 1822.763423 = -1117957.217324 nChanged 981 SP:Iteration 7F (25.370455 sec): 3 clusters Score: Raw -1120498.079137 + Penalty 1822.763423 = -1118675.315713 nChanged 724 SP:Iteration 8Q (25.436429 sec): 3 clusters Score: Raw -1120907.257432 + Penalty 1822.763423 = -1119084.494009 nChanged 490 SP:Iteration 9Q (25.505419 sec): 3 clusters Score: Raw -1121099.349364 + Penalty 1822.763423 = -1119276.585941 nChanged 314 SP:Iteration 10Q (25.561896 sec): 3 clusters Score: Raw -1121204.261557 + Penalty 1822.763423 = -1119381.498134 nChanged 258 SP:Iteration 11Q (25.642313 sec): 3 clusters Score: Raw -1121283.130414 + Penalty 1822.763423 = -1119460.366991 nChanged 209 SP:Iteration 12Q (25.703830 sec): 3 clusters Score: Raw -1121343.395267 + Penalty 1822.763423 = -1119520.631844 nChanged 200 SP:Iteration 13Q (25.772169 sec): 3 clusters Score: Raw -1121402.205786 + Penalty 1822.763423 = -1119579.442362 nChanged 194 SP:Iteration 14Q (25.832552 sec): 3 clusters Score: Raw -1121449.067421 + Penalty 1822.763423 = -1119626.303997 nChanged 164 SP:Iteration 15Q (25.910490 sec): 3 clusters Score: Raw -1121485.701739 + Penalty 1822.763423 = -1119662.938315 nChanged 158 SP:Iteration 16Q (25.967262 sec): 3 clusters Score: Raw -1121520.090956 + Penalty 1822.763423 = -1119697.327532 nChanged 144 SP:Iteration 17Q (26.038032 sec): 3 clusters Score: Raw -1121550.280859 + Penalty 1822.763423 = -1119727.517435 nChanged 144 SP:Iteration 18Q (26.098799 sec): 3 clusters Score: Raw -1121580.379868 + Penalty 1822.763423 = -1119757.616445 nChanged 123 SP:Iteration 19Q (26.163297 sec): 3 clusters Score: Raw -1121606.328749 + Penalty 1822.763423 = -1119783.565325 nChanged 115 SP:Iteration 20F (26.231025 sec): 3 clusters Score: Raw -1121631.156899 + Penalty 1822.763423 = -1119808.393475 nChanged 114 SP:Iteration 21Q (26.299510 sec): 3 clusters Score: Raw -1121653.639418 + Penalty 1822.763423 = -1119830.875995 nChanged 113 SP:Iteration 22Q (26.368579 sec): 3 clusters Score: Raw -1121670.890212 + Penalty 1822.763423 = -1119848.126788 nChanged 85 SP:Iteration 23Q (26.423516 sec): 3 clusters Score: Raw -1121683.133972 + Penalty 1822.763423 = -1119860.370548 nChanged 77 SP:Iteration 24Q (26.501188 sec): 3 clusters Score: Raw -1121694.499648 + Penalty 1822.763423 = -1119871.736225 nChanged 78 SP:Iteration 25Q (26.563429 sec): 3 clusters Score: Raw -1121706.301284 + Penalty 1822.763423 = -1119883.537861 nChanged 74 SP:Iteration 26Q (26.630356 sec): 3 clusters Score: Raw -1121714.151466 + Penalty 1822.763423 = -1119891.388043 nChanged 58 SP:Iteration 27Q (26.692937 sec): 3 clusters Score: Raw -1121720.970398 + Penalty 1822.763423 = -1119898.206975 nChanged 51 SP:Iteration 28Q (26.761036 sec): 3 clusters Score: Raw -1121726.453504 + Penalty 1822.763423 = -1119903.690080 nChanged 41 SP:Iteration 29Q (26.815835 sec): 3 clusters Score: Raw -1121730.812509 + Penalty 1822.763423 = -1119908.049086 nChanged 50 SP:Iteration 30Q (26.893159 sec): 3 clusters Score: Raw -1121736.734817 + Penalty 1822.763423 = -1119913.971393 nChanged 46 SP:Iteration 31Q (26.948158 sec): 3 clusters Score: Raw -1121741.388507 + Penalty 1822.763423 = -1119918.625084 nChanged 37 SP:Iteration 32Q (27.026321 sec): 3 clusters Score: Raw -1121744.786140 + Penalty 1822.763423 = -1119922.022717 nChanged 34 SP:Iteration 33Q (27.093047 sec): 3 clusters Score: Raw -1121748.283535 + Penalty 1822.763423 = -1119925.520111 nChanged 39 SP:Iteration 34Q (27.157940 sec): 3 clusters Score: Raw -1121752.730787 + Penalty 1822.763423 = -1119929.967363 nChanged 43 SP:Iteration 35Q (27.211463 sec): 3 clusters Score: Raw -1121757.404418 + Penalty 1822.763423 = -1119934.640995 nChanged 30 SP:Iteration 36Q (27.291225 sec): 3 clusters Score: Raw -1121759.147835 + Penalty 1822.763423 = -1119936.384412 nChanged 16 SP:Iteration 37Q (27.351798 sec): 3 clusters Score: Raw -1121760.526244 + Penalty 1822.763423 = -1119937.762820 nChanged 21 SP:Iteration 38Q (27.405419 sec): 3 clusters Score: Raw -1121762.080383 + Penalty 1822.763423 = -1119939.316960 nChanged 16 SP:Iteration 39Q (27.478115 sec): 3 clusters Score: Raw -1121763.154455 + Penalty 1822.763423 = -1119940.391032 nChanged 15 SP:Iteration 40F (27.533124 sec): 3 clusters Score: Raw -1121764.186968 + Penalty 1822.763423 = -1119941.423544 nChanged 11 SP:Iteration 41Q (27.598526 sec): 3 clusters Score: Raw -1121764.918920 + Penalty 1822.763423 = -1119942.155496 nChanged 9 SP:Iteration 42Q (27.661562 sec): 3 clusters Score: Raw -1121765.482939 + Penalty 1822.763423 = -1119942.719516 nChanged 5 SP:Iteration 43Q (27.734748 sec): 3 clusters Score: Raw -1121765.891036 + Penalty 1822.763423 = -1119943.127612 nChanged 5 SP:Iteration 44Q (27.806177 sec): 3 clusters Score: Raw -1121766.118421 + Penalty 1822.763423 = -1119943.354998 nChanged 4 SP:Iteration 45Q (27.872286 sec): 3 clusters Score: Raw -1121766.282796 + Penalty 1822.763423 = -1119943.519373 nChanged 5 SP:Iteration 46Q (27.935294 sec): 3 clusters Score: Raw -1121766.526783 + Penalty 1822.763423 = -1119943.763360 nChanged 3 SP:Iteration 47Q (27.998417 sec): 3 clusters Score: Raw -1121766.618536 + Penalty 1822.763423 = -1119943.855112 nChanged 1 SP:Iteration 48Q (28.052928 sec): 3 clusters Score: Raw -1121766.674850 + Penalty 1822.763423 = -1119943.911427 nChanged 1 SP:Iteration 49Q (28.129102 sec): 3 clusters Score: Raw -1121766.729573 + Penalty 1822.763423 = -1119943.966150 nChanged 1 SP:Iteration 50Q (28.196358 sec): 3 clusters Score: Raw -1121766.838165 + Penalty 1822.763423 = -1119944.074742 nChanged 1 SP:Iteration 51Q (28.251859 sec): 3 clusters Score: Raw -1121766.857054 + Penalty 1822.763423 = -1119944.093630 nChanged 0 SP:Iteration 52F (28.325302 sec): 3 clusters Score: Raw -1121766.857054 + Penalty 1822.763423 = -1119944.093630 nChanged 0 Trying to split cluster 7 (3242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.358229 sec): 2 clusters Score: Raw -259419.080112 + Penalty 767.974842 = -258651.105270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.413041 sec): 3 clusters Score: Raw -257707.160956 + Penalty 1535.949683 = -256171.211273 nChanged 1347 SP:Iteration 1F (28.453765 sec): 3 clusters Score: Raw -258429.432391 + Penalty 1535.949683 = -256893.482707 nChanged 196 SP:Iteration 2F (28.515051 sec): 3 clusters Score: Raw -258516.832877 + Penalty 1535.949683 = -256980.883193 nChanged 150 SP:Iteration 3Q (28.568447 sec): 3 clusters Score: Raw -258591.404621 + Penalty 1535.949683 = -257055.454938 nChanged 134 SP:Iteration 4Q (28.621706 sec): 3 clusters Score: Raw -258641.189002 + Penalty 1535.949683 = -257105.239319 nChanged 86 SP:Iteration 5Q (28.675573 sec): 3 clusters Score: Raw -258668.654516 + Penalty 1535.949683 = -257132.704833 nChanged 68 SP:Iteration 6Q (28.720777 sec): 3 clusters Score: Raw -258695.555927 + Penalty 1535.949683 = -257159.606244 nChanged 65 SP:Iteration 7Q (28.779628 sec): 3 clusters Score: Raw -258716.224941 + Penalty 1535.949683 = -257180.275257 nChanged 57 SP:Iteration 8Q (28.830743 sec): 3 clusters Score: Raw -258740.483295 + Penalty 1535.949683 = -257204.533612 nChanged 56 SP:Iteration 9Q (28.884421 sec): 3 clusters Score: Raw -258761.848026 + Penalty 1535.949683 = -257225.898343 nChanged 51 SP:Iteration 10Q (28.939515 sec): 3 clusters Score: Raw -258783.712521 + Penalty 1535.949683 = -257247.762838 nChanged 62 SP:Iteration 11Q (28.992677 sec): 3 clusters Score: Raw -258813.338599 + Penalty 1535.949683 = -257277.388916 nChanged 75 SP:Iteration 12Q (29.032620 sec): 3 clusters Score: Raw -258843.583950 + Penalty 1535.949683 = -257307.634266 nChanged 64 SP:Iteration 13Q (29.093027 sec): 3 clusters Score: Raw -258870.354099 + Penalty 1535.949683 = -257334.404416 nChanged 70 SP:Iteration 14Q (29.148222 sec): 3 clusters Score: Raw -258900.880574 + Penalty 1535.949683 = -257364.930891 nChanged 73 SP:Iteration 15Q (29.202540 sec): 3 clusters Score: Raw -258935.861102 + Penalty 1535.949683 = -257399.911419 nChanged 83 SP:Iteration 16Q (29.255406 sec): 3 clusters Score: Raw -258983.437356 + Penalty 1535.949683 = -257447.487672 nChanged 83 SP:Iteration 17Q (29.308762 sec): 3 clusters Score: Raw -259047.484986 + Penalty 1535.949683 = -257511.535302 nChanged 89 SP:Iteration 18Q (29.349501 sec): 3 clusters Score: Raw -259119.721778 + Penalty 1535.949683 = -257583.772094 nChanged 89 SP:Iteration 19Q (29.401848 sec): 3 clusters Score: Raw -259193.304225 + Penalty 1535.949683 = -257657.354542 nChanged 74 SP:Iteration 20F (29.455576 sec): 3 clusters Score: Raw -259251.216721 + Penalty 1535.949683 = -257715.267038 nChanged 67 SP:Iteration 21Q (29.510637 sec): 3 clusters Score: Raw -259307.385471 + Penalty 1535.949683 = -257771.435787 nChanged 58 SP:Iteration 22Q (29.563573 sec): 3 clusters Score: Raw -259349.601841 + Penalty 1535.949683 = -257813.652158 nChanged 40 SP:Iteration 23Q (29.619398 sec): 3 clusters Score: Raw -259373.004058 + Penalty 1535.949683 = -257837.054375 nChanged 22 SP:Iteration 24Q (29.658294 sec): 3 clusters Score: Raw -259384.314209 + Penalty 1535.949683 = -257848.364526 nChanged 18 SP:Iteration 25Q (29.718210 sec): 3 clusters Score: Raw -259394.020070 + Penalty 1535.949683 = -257858.070386 nChanged 19 SP:Iteration 26Q (29.772574 sec): 3 clusters Score: Raw -259408.282278 + Penalty 1535.949683 = -257872.332594 nChanged 18 SP:Iteration 27Q (29.823584 sec): 3 clusters Score: Raw -259422.023599 + Penalty 1535.949683 = -257886.073915 nChanged 23 SP:Iteration 28Q (29.878898 sec): 3 clusters Score: Raw -259437.216857 + Penalty 1535.949683 = -257901.267173 nChanged 18 SP:Iteration 29Q (29.924393 sec): 3 clusters Score: Raw -259449.776335 + Penalty 1535.949683 = -257913.826651 nChanged 19 SP:Iteration 30Q (29.975280 sec): 3 clusters Score: Raw -259464.082461 + Penalty 1535.949683 = -257928.132777 nChanged 18 SP:Iteration 31Q (30.041602 sec): 3 clusters Score: Raw -259480.144457 + Penalty 1535.949683 = -257944.194774 nChanged 24 SP:Iteration 32Q (30.094532 sec): 3 clusters Score: Raw -259503.772556 + Penalty 1535.949683 = -257967.822872 nChanged 18 SP:Iteration 33Q (30.134919 sec): 3 clusters Score: Raw -259519.130090 + Penalty 1535.949683 = -257983.180407 nChanged 13 SP:Iteration 34Q (30.186168 sec): 3 clusters Score: Raw -259532.723837 + Penalty 1535.949683 = -257996.774153 nChanged 9 SP:Iteration 35Q (30.238788 sec): 3 clusters Score: Raw -259540.077473 + Penalty 1535.949683 = -258004.127789 nChanged 7 SP:Iteration 36Q (30.291437 sec): 3 clusters Score: Raw -259546.992115 + Penalty 1535.949683 = -258011.042431 nChanged 6 SP:Iteration 37Q (30.341070 sec): 3 clusters Score: Raw -259551.326394 + Penalty 1535.949683 = -258015.376711 nChanged 6 SP:Iteration 38Q (30.390918 sec): 3 clusters Score: Raw -259557.011493 + Penalty 1535.949683 = -258021.061809 nChanged 6 SP:Iteration 39Q (30.440902 sec): 3 clusters Score: Raw -259561.095753 + Penalty 1535.949683 = -258025.146070 nChanged 3 SP:Iteration 40F (30.496794 sec): 3 clusters Score: Raw -259564.051989 + Penalty 1535.949683 = -258028.102305 nChanged 3 SP:Iteration 41Q (30.554956 sec): 3 clusters Score: Raw -259565.430804 + Penalty 1535.949683 = -258029.481121 nChanged 1 SP:Iteration 42Q (30.603599 sec): 3 clusters Score: Raw -259566.218704 + Penalty 1535.949683 = -258030.269021 nChanged 0 SP:Iteration 43F (30.660311 sec): 3 clusters Score: Raw -259566.218704 + Penalty 1535.949683 = -258030.269021 nChanged 0 Trying to split cluster 8 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.687482 sec): 2 clusters Score: Raw -32183.179237 + Penalty 582.672814 = -31600.506423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.725639 sec): 3 clusters Score: Raw -32056.990273 + Penalty 1165.345628 = -30891.644645 nChanged 144 SP:Iteration 1F (30.776403 sec): 3 clusters Score: Raw -32197.184576 + Penalty 1165.345628 = -31031.838948 nChanged 43 SP:Iteration 2F (30.828922 sec): 3 clusters Score: Raw -32272.934583 + Penalty 1165.345628 = -31107.588955 nChanged 34 SP:Iteration 3F (30.882808 sec): 3 clusters Score: Raw -32373.012646 + Penalty 1165.345628 = -31207.667018 nChanged 35 SP:Iteration 4F (30.932123 sec): 3 clusters Score: Raw -32504.556656 + Penalty 1165.345628 = -31339.211028 nChanged 40 SP:Iteration 5F (30.970432 sec): 3 clusters Score: Raw -32597.097133 + Penalty 1165.345628 = -31431.751505 nChanged 17 SP:Iteration 6Q (31.016985 sec): 3 clusters Score: Raw -32623.453338 + Penalty 1165.345628 = -31458.107710 nChanged 5 SP:Iteration 7Q (31.065091 sec): 3 clusters Score: Raw -32632.239676 + Penalty 1165.345628 = -31466.894048 nChanged 5 SP:Iteration 8Q (31.115292 sec): 3 clusters Score: Raw -32639.438657 + Penalty 1165.345628 = -31474.093029 nChanged 1 SP:Iteration 9Q (31.163085 sec): 3 clusters Score: Raw -32642.077551 + Penalty 1165.345628 = -31476.731923 nChanged 2 SP:Iteration 10Q (31.217009 sec): 3 clusters Score: Raw -32647.224059 + Penalty 1165.345628 = -31481.878430 nChanged 2 SP:Iteration 11Q (31.262763 sec): 3 clusters Score: Raw -32651.239349 + Penalty 1165.345628 = -31485.893721 nChanged 1 SP:Iteration 12Q (31.312364 sec): 3 clusters Score: Raw -32652.582896 + Penalty 1165.345628 = -31487.237268 nChanged 1 SP:Iteration 13Q (31.355425 sec): 3 clusters Score: Raw -32654.009873 + Penalty 1165.345628 = -31488.664244 nChanged 0 SP:Iteration 14F (31.406469 sec): 3 clusters Score: Raw -32654.009873 + Penalty 1165.345628 = -31488.664244 nChanged 0 Trying to split cluster 9 (8715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.441175 sec): 2 clusters Score: Raw -654493.482666 + Penalty 861.916091 = -653631.566575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.500146 sec): 3 clusters Score: Raw -649408.279759 + Penalty 1723.832182 = -647684.447577 nChanged 3889 SP:Iteration 1F (31.558515 sec): 3 clusters Score: Raw -651764.154869 + Penalty 1723.832182 = -650040.322687 nChanged 572 SP:Iteration 2F (31.623330 sec): 3 clusters Score: Raw -652065.047190 + Penalty 1723.832182 = -650341.215008 nChanged 513 SP:Iteration 3F (31.673143 sec): 3 clusters Score: Raw -652370.848891 + Penalty 1723.832182 = -650647.016709 nChanged 506 SP:Iteration 4F (31.733514 sec): 3 clusters Score: Raw -652738.570736 + Penalty 1723.832182 = -651014.738554 nChanged 539 SP:Iteration 5F (31.786017 sec): 3 clusters Score: Raw -653149.509226 + Penalty 1723.832182 = -651425.677044 nChanged 537 SP:Iteration 6F (31.845979 sec): 3 clusters Score: Raw -653614.220293 + Penalty 1723.832182 = -651890.388111 nChanged 540 SP:Iteration 7F (31.910706 sec): 3 clusters Score: Raw -654046.735314 + Penalty 1723.832182 = -652322.903132 nChanged 440 SP:Iteration 8F (31.958033 sec): 3 clusters Score: Raw -654344.648336 + Penalty 1723.832182 = -652620.816154 nChanged 329 SP:Iteration 9Q (32.022096 sec): 3 clusters Score: Raw -654495.268935 + Penalty 1723.832182 = -652771.436753 nChanged 224 SP:Iteration 10Q (32.086900 sec): 3 clusters Score: Raw -654586.573371 + Penalty 1723.832182 = -652862.741189 nChanged 163 SP:Iteration 11Q (32.147899 sec): 3 clusters Score: Raw -654639.306671 + Penalty 1723.832182 = -652915.474489 nChanged 120 SP:Iteration 12Q (32.195063 sec): 3 clusters Score: Raw -654667.849627 + Penalty 1723.832182 = -652944.017445 nChanged 87 SP:Iteration 13Q (32.266601 sec): 3 clusters Score: Raw -654684.658950 + Penalty 1723.832182 = -652960.826768 nChanged 64 SP:Iteration 14Q (32.324575 sec): 3 clusters Score: Raw -654695.020263 + Penalty 1723.832182 = -652971.188081 nChanged 54 SP:Iteration 15Q (32.369439 sec): 3 clusters Score: Raw -654702.946785 + Penalty 1723.832182 = -652979.114603 nChanged 40 SP:Iteration 16Q (32.438477 sec): 3 clusters Score: Raw -654709.433154 + Penalty 1723.832182 = -652985.600972 nChanged 35 SP:Iteration 17Q (32.486954 sec): 3 clusters Score: Raw -654713.472504 + Penalty 1723.832182 = -652989.640322 nChanged 30 SP:Iteration 18Q (32.556396 sec): 3 clusters Score: Raw -654716.344285 + Penalty 1723.832182 = -652992.512103 nChanged 26 SP:Iteration 19Q (32.600711 sec): 3 clusters Score: Raw -654719.350563 + Penalty 1723.832182 = -652995.518381 nChanged 27 SP:Iteration 20F (32.658934 sec): 3 clusters Score: Raw -654723.972336 + Penalty 1723.832182 = -653000.140154 nChanged 33 SP:Iteration 21Q (32.728524 sec): 3 clusters Score: Raw -654728.557104 + Penalty 1723.832182 = -653004.724922 nChanged 29 SP:Iteration 22Q (32.774954 sec): 3 clusters Score: Raw -654733.350411 + Penalty 1723.832182 = -653009.518229 nChanged 32 SP:Iteration 23Q (32.832297 sec): 3 clusters Score: Raw -654737.892669 + Penalty 1723.832182 = -653014.060487 nChanged 29 SP:Iteration 24Q (32.889563 sec): 3 clusters Score: Raw -654741.926143 + Penalty 1723.832182 = -653018.093961 nChanged 29 SP:Iteration 25Q (32.959241 sec): 3 clusters Score: Raw -654745.519729 + Penalty 1723.832182 = -653021.687547 nChanged 16 SP:Iteration 26Q (33.019459 sec): 3 clusters Score: Raw -654747.474748 + Penalty 1723.832182 = -653023.642566 nChanged 17 SP:Iteration 27Q (33.078552 sec): 3 clusters Score: Raw -654749.092825 + Penalty 1723.832182 = -653025.260643 nChanged 18 SP:Iteration 28Q (33.131290 sec): 3 clusters Score: Raw -654750.851766 + Penalty 1723.832182 = -653027.019584 nChanged 17 SP:Iteration 29Q (33.198656 sec): 3 clusters Score: Raw -654753.039755 + Penalty 1723.832182 = -653029.207573 nChanged 14 SP:Iteration 30Q (33.245575 sec): 3 clusters Score: Raw -654754.357235 + Penalty 1723.832182 = -653030.525053 nChanged 8 SP:Iteration 31Q (33.301122 sec): 3 clusters Score: Raw -654755.270448 + Penalty 1723.832182 = -653031.438266 nChanged 12 SP:Iteration 32Q (33.359820 sec): 3 clusters Score: Raw -654756.510644 + Penalty 1723.832182 = -653032.678462 nChanged 16 SP:Iteration 33Q (33.416646 sec): 3 clusters Score: Raw -654758.817467 + Penalty 1723.832182 = -653034.985285 nChanged 18 SP:Iteration 34Q (33.487845 sec): 3 clusters Score: Raw -654760.221396 + Penalty 1723.832182 = -653036.389214 nChanged 16 SP:Iteration 35Q (33.545885 sec): 3 clusters Score: Raw -654761.544015 + Penalty 1723.832182 = -653037.711833 nChanged 11 SP:Iteration 36Q (33.605696 sec): 3 clusters Score: Raw -654762.629893 + Penalty 1723.832182 = -653038.797711 nChanged 12 SP:Iteration 37Q (33.663468 sec): 3 clusters Score: Raw -654763.982959 + Penalty 1723.832182 = -653040.150777 nChanged 9 SP:Iteration 38Q (33.714806 sec): 3 clusters Score: Raw -654764.980215 + Penalty 1723.832182 = -653041.148033 nChanged 10 SP:Iteration 39Q (33.767479 sec): 3 clusters Score: Raw -654765.838214 + Penalty 1723.832182 = -653042.006032 nChanged 10 SP:Iteration 40F (33.826016 sec): 3 clusters Score: Raw -654766.734574 + Penalty 1723.832182 = -653042.902392 nChanged 8 SP:Iteration 41Q (33.878201 sec): 3 clusters Score: Raw -654767.389937 + Penalty 1723.832182 = -653043.557755 nChanged 6 SP:Iteration 42Q (33.947904 sec): 3 clusters Score: Raw -654767.827574 + Penalty 1723.832182 = -653043.995392 nChanged 1 SP:Iteration 43Q (33.994690 sec): 3 clusters Score: Raw -654767.872636 + Penalty 1723.832182 = -653044.040454 nChanged 3 SP:Iteration 44Q (34.053878 sec): 3 clusters Score: Raw -654768.036298 + Penalty 1723.832182 = -653044.204116 nChanged 5 SP:Iteration 45Q (34.125967 sec): 3 clusters Score: Raw -654768.274905 + Penalty 1723.832182 = -653044.442723 nChanged 8 SP:Iteration 46Q (34.172852 sec): 3 clusters Score: Raw -654768.642303 + Penalty 1723.832182 = -653044.810121 nChanged 4 SP:Iteration 47Q (34.242096 sec): 3 clusters Score: Raw -654768.884909 + Penalty 1723.832182 = -653045.052727 nChanged 7 SP:Iteration 48Q (34.298458 sec): 3 clusters Score: Raw -654769.506625 + Penalty 1723.832182 = -653045.674443 nChanged 9 SP:Iteration 49Q (34.357097 sec): 3 clusters Score: Raw -654770.290528 + Penalty 1723.832182 = -653046.458346 nChanged 9 SP:Iteration 50Q (34.419616 sec): 3 clusters Score: Raw -654771.176987 + Penalty 1723.832182 = -653047.344805 nChanged 14 SP:Iteration 51Q (34.465934 sec): 3 clusters Score: Raw -654773.159768 + Penalty 1723.832182 = -653049.327586 nChanged 19 SP:Iteration 52Q (34.523995 sec): 3 clusters Score: Raw -654775.688390 + Penalty 1723.832182 = -653051.856208 nChanged 20 SP:Iteration 53Q (34.594565 sec): 3 clusters Score: Raw -654778.340690 + Penalty 1723.832182 = -653054.508508 nChanged 20 SP:Iteration 54Q (34.652307 sec): 3 clusters Score: Raw -654780.200623 + Penalty 1723.832182 = -653056.368441 nChanged 19 SP:Iteration 55Q (34.711520 sec): 3 clusters Score: Raw -654782.743265 + Penalty 1723.832182 = -653058.911083 nChanged 19 SP:Iteration 56Q (34.770019 sec): 3 clusters Score: Raw -654784.385159 + Penalty 1723.832182 = -653060.552977 nChanged 13 SP:Iteration 57Q (34.834015 sec): 3 clusters Score: Raw -654785.268657 + Penalty 1723.832182 = -653061.436475 nChanged 8 SP:Iteration 58Q (34.891239 sec): 3 clusters Score: Raw -654786.298541 + Penalty 1723.832182 = -653062.466359 nChanged 13 SP:Iteration 59Q (34.951048 sec): 3 clusters Score: Raw -654787.313579 + Penalty 1723.832182 = -653063.481397 nChanged 5 SP:Iteration 60F (35.014311 sec): 3 clusters Score: Raw -654787.628427 + Penalty 1723.832182 = -653063.796245 nChanged 7 SP:Iteration 61Q (35.062459 sec): 3 clusters Score: Raw -654788.036511 + Penalty 1723.832182 = -653064.204329 nChanged 3 SP:Iteration 62Q (35.119457 sec): 3 clusters Score: Raw -654788.212339 + Penalty 1723.832182 = -653064.380157 nChanged 4 SP:Iteration 63Q (35.185907 sec): 3 clusters Score: Raw -654788.399452 + Penalty 1723.832182 = -653064.567270 nChanged 3 SP:Iteration 64Q (35.232912 sec): 3 clusters Score: Raw -654788.648234 + Penalty 1723.832182 = -653064.816052 nChanged 7 SP:Iteration 65Q (35.297540 sec): 3 clusters Score: Raw -654789.591575 + Penalty 1723.832182 = -653065.759393 nChanged 10 SP:Iteration 66Q (35.356936 sec): 3 clusters Score: Raw -654790.910848 + Penalty 1723.832182 = -653067.078666 nChanged 19 SP:Iteration 67Q (35.402591 sec): 3 clusters Score: Raw -654792.622410 + Penalty 1723.832182 = -653068.790228 nChanged 14 SP:Iteration 68Q (35.462163 sec): 3 clusters Score: Raw -654794.152055 + Penalty 1723.832182 = -653070.319873 nChanged 9 SP:Iteration 69Q (35.530493 sec): 3 clusters Score: Raw -654795.019139 + Penalty 1723.832182 = -653071.186957 nChanged 12 SP:Iteration 70Q (35.590458 sec): 3 clusters Score: Raw -654795.807186 + Penalty 1723.832182 = -653071.975004 nChanged 11 SP:Iteration 71Q (35.651756 sec): 3 clusters Score: Raw -654796.671448 + Penalty 1723.832182 = -653072.839266 nChanged 14 SP:Iteration 72Q (35.709069 sec): 3 clusters Score: Raw -654797.758054 + Penalty 1723.832182 = -653073.925872 nChanged 13 SP:Iteration 73Q (35.770641 sec): 3 clusters Score: Raw -654798.639145 + Penalty 1723.832182 = -653074.806963 nChanged 12 SP:Iteration 74Q (35.823509 sec): 3 clusters Score: Raw -654799.811459 + Penalty 1723.832182 = -653075.979277 nChanged 8 SP:Iteration 75Q (35.885988 sec): 3 clusters Score: Raw -654800.269857 + Penalty 1723.832182 = -653076.437675 nChanged 6 SP:Iteration 76Q (35.932853 sec): 3 clusters Score: Raw -654800.942049 + Penalty 1723.832182 = -653077.109867 nChanged 5 SP:Iteration 77Q (36.001909 sec): 3 clusters Score: Raw -654801.567082 + Penalty 1723.832182 = -653077.734900 nChanged 6 SP:Iteration 78Q (36.050494 sec): 3 clusters Score: Raw -654802.035239 + Penalty 1723.832182 = -653078.203057 nChanged 4 SP:Iteration 79Q (36.109329 sec): 3 clusters Score: Raw -654802.447562 + Penalty 1723.832182 = -653078.615380 nChanged 6 SP:Iteration 80F (36.170912 sec): 3 clusters Score: Raw -654803.183962 + Penalty 1723.832182 = -653079.351780 nChanged 9 SP:Iteration 81Q (36.220028 sec): 3 clusters Score: Raw -654804.113160 + Penalty 1723.832182 = -653080.280978 nChanged 15 SP:Iteration 82Q (36.277534 sec): 3 clusters Score: Raw -654806.031521 + Penalty 1723.832182 = -653082.199339 nChanged 14 SP:Iteration 83Q (36.349177 sec): 3 clusters Score: Raw -654807.527017 + Penalty 1723.832182 = -653083.694835 nChanged 11 SP:Iteration 84Q (36.394543 sec): 3 clusters Score: Raw -654808.421515 + Penalty 1723.832182 = -653084.589333 nChanged 10 SP:Iteration 85Q (36.453455 sec): 3 clusters Score: Raw -654809.216441 + Penalty 1723.832182 = -653085.384259 nChanged 5 SP:Iteration 86Q (36.511595 sec): 3 clusters Score: Raw -654809.493114 + Penalty 1723.832182 = -653085.660932 nChanged 6 SP:Iteration 87Q (36.581978 sec): 3 clusters Score: Raw -654809.882189 + Penalty 1723.832182 = -653086.050007 nChanged 8 SP:Iteration 88Q (36.636510 sec): 3 clusters Score: Raw -654810.335807 + Penalty 1723.832182 = -653086.503625 nChanged 4 SP:Iteration 89Q (36.693080 sec): 3 clusters Score: Raw -654810.605633 + Penalty 1723.832182 = -653086.773451 nChanged 4 SP:Iteration 90Q (36.749546 sec): 3 clusters Score: Raw -654810.905691 + Penalty 1723.832182 = -653087.073509 nChanged 4 SP:Iteration 91Q (36.810533 sec): 3 clusters Score: Raw -654811.243578 + Penalty 1723.832182 = -653087.411396 nChanged 3 SP:Iteration 92Q (36.868560 sec): 3 clusters Score: Raw -654811.542018 + Penalty 1723.832182 = -653087.709836 nChanged 3 SP:Iteration 93Q (36.914784 sec): 3 clusters Score: Raw -654811.732616 + Penalty 1723.832182 = -653087.900434 nChanged 3 SP:Iteration 94Q (36.979511 sec): 3 clusters Score: Raw -654812.047162 + Penalty 1723.832182 = -653088.214980 nChanged 3 SP:Iteration 95Q (37.037957 sec): 3 clusters Score: Raw -654812.335618 + Penalty 1723.832182 = -653088.503436 nChanged 2 SP:Iteration 96Q (37.093163 sec): 3 clusters Score: Raw -654812.471202 + Penalty 1723.832182 = -653088.639020 nChanged 1 SP:Iteration 97Q (37.153274 sec): 3 clusters Score: Raw -654812.513752 + Penalty 1723.832182 = -653088.681570 nChanged 0 SP:Iteration 98F (37.208466 sec): 3 clusters Score: Raw -654812.513752 + Penalty 1723.832182 = -653088.681570 nChanged 0 Trying to split cluster 13 (4556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.240081 sec): 2 clusters Score: Raw -366660.521849 + Penalty 800.299031 = -365860.222819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.292026 sec): 3 clusters Score: Raw -364135.049291 + Penalty 1600.598062 = -362534.451230 nChanged 1941 SP:Iteration 1F (37.338283 sec): 3 clusters Score: Raw -365159.110139 + Penalty 1600.598062 = -363558.512077 nChanged 282 SP:Iteration 2F (37.395554 sec): 3 clusters Score: Raw -365294.540851 + Penalty 1600.598062 = -363693.942789 nChanged 215 SP:Iteration 3Q (37.448649 sec): 3 clusters Score: Raw -365399.438465 + Penalty 1600.598062 = -363798.840403 nChanged 189 SP:Iteration 4Q (37.509744 sec): 3 clusters Score: Raw -365487.325636 + Penalty 1600.598062 = -363886.727574 nChanged 174 SP:Iteration 5Q (37.565483 sec): 3 clusters Score: Raw -365567.388592 + Penalty 1600.598062 = -363966.790530 nChanged 161 SP:Iteration 6Q (37.623399 sec): 3 clusters Score: Raw -365636.001951 + Penalty 1600.598062 = -364035.403890 nChanged 151 SP:Iteration 7Q (37.674086 sec): 3 clusters Score: Raw -365704.149777 + Penalty 1600.598062 = -364103.551715 nChanged 121 SP:Iteration 8Q (37.733982 sec): 3 clusters Score: Raw -365754.361278 + Penalty 1600.598062 = -364153.763216 nChanged 112 SP:Iteration 9Q (37.789812 sec): 3 clusters Score: Raw -365808.307926 + Penalty 1600.598062 = -364207.709864 nChanged 127 SP:Iteration 10Q (37.843083 sec): 3 clusters Score: Raw -365868.376064 + Penalty 1600.598062 = -364267.778002 nChanged 110 SP:Iteration 11Q (37.898085 sec): 3 clusters Score: Raw -365927.089161 + Penalty 1600.598062 = -364326.491100 nChanged 114 SP:Iteration 12Q (37.953977 sec): 3 clusters Score: Raw -365977.791072 + Penalty 1600.598062 = -364377.193010 nChanged 108 SP:Iteration 13Q (37.994928 sec): 3 clusters Score: Raw -366024.317715 + Penalty 1600.598062 = -364423.719654 nChanged 123 SP:Iteration 14Q (38.057855 sec): 3 clusters Score: Raw -366082.456698 + Penalty 1600.598062 = -364481.858636 nChanged 110 SP:Iteration 15Q (38.116037 sec): 3 clusters Score: Raw -366133.563721 + Penalty 1600.598062 = -364532.965660 nChanged 96 SP:Iteration 16Q (38.172426 sec): 3 clusters Score: Raw -366185.822742 + Penalty 1600.598062 = -364585.224680 nChanged 110 SP:Iteration 17Q (38.224653 sec): 3 clusters Score: Raw -366246.061970 + Penalty 1600.598062 = -364645.463909 nChanged 110 SP:Iteration 18Q (38.267163 sec): 3 clusters Score: Raw -366308.242639 + Penalty 1600.598062 = -364707.644577 nChanged 110 SP:Iteration 19Q (38.333589 sec): 3 clusters Score: Raw -366368.456646 + Penalty 1600.598062 = -364767.858585 nChanged 107 SP:Iteration 20F (38.391014 sec): 3 clusters Score: Raw -366424.274448 + Penalty 1600.598062 = -364823.676386 nChanged 78 SP:Iteration 21Q (38.433544 sec): 3 clusters Score: Raw -366461.785630 + Penalty 1600.598062 = -364861.187569 nChanged 78 SP:Iteration 22Q (38.486724 sec): 3 clusters Score: Raw -366491.092956 + Penalty 1600.598062 = -364890.494894 nChanged 57 SP:Iteration 23Q (38.548647 sec): 3 clusters Score: Raw -366513.160894 + Penalty 1600.598062 = -364912.562833 nChanged 49 SP:Iteration 24Q (38.602492 sec): 3 clusters Score: Raw -366531.169931 + Penalty 1600.598062 = -364930.571870 nChanged 53 SP:Iteration 25Q (38.658381 sec): 3 clusters Score: Raw -366555.765718 + Penalty 1600.598062 = -364955.167657 nChanged 51 SP:Iteration 26Q (38.706271 sec): 3 clusters Score: Raw -366579.484620 + Penalty 1600.598062 = -364978.886559 nChanged 52 SP:Iteration 27Q (38.761349 sec): 3 clusters Score: Raw -366599.954070 + Penalty 1600.598062 = -364999.356009 nChanged 42 SP:Iteration 28Q (38.818108 sec): 3 clusters Score: Raw -366616.074170 + Penalty 1600.598062 = -365015.476108 nChanged 35 SP:Iteration 29Q (38.860893 sec): 3 clusters Score: Raw -366630.190532 + Penalty 1600.598062 = -365029.592470 nChanged 38 SP:Iteration 30Q (38.918488 sec): 3 clusters Score: Raw -366643.431786 + Penalty 1600.598062 = -365042.833724 nChanged 27 SP:Iteration 31Q (38.973448 sec): 3 clusters Score: Raw -366654.008403 + Penalty 1600.598062 = -365053.410342 nChanged 26 SP:Iteration 32Q (39.028127 sec): 3 clusters Score: Raw -366665.076372 + Penalty 1600.598062 = -365064.478310 nChanged 22 SP:Iteration 33Q (39.083218 sec): 3 clusters Score: Raw -366677.874019 + Penalty 1600.598062 = -365077.275958 nChanged 24 SP:Iteration 34Q (39.134033 sec): 3 clusters Score: Raw -366689.825619 + Penalty 1600.598062 = -365089.227557 nChanged 21 SP:Iteration 35Q (39.191246 sec): 3 clusters Score: Raw -366701.205490 + Penalty 1600.598062 = -365100.607428 nChanged 22 SP:Iteration 36Q (39.234449 sec): 3 clusters Score: Raw -366714.025994 + Penalty 1600.598062 = -365113.427932 nChanged 24 SP:Iteration 37Q (39.293321 sec): 3 clusters Score: Raw -366727.337301 + Penalty 1600.598062 = -365126.739239 nChanged 24 SP:Iteration 38Q (39.349584 sec): 3 clusters Score: Raw -366740.090890 + Penalty 1600.598062 = -365139.492829 nChanged 16 SP:Iteration 39Q (39.407597 sec): 3 clusters Score: Raw -366746.372018 + Penalty 1600.598062 = -365145.773956 nChanged 12 SP:Iteration 40F (39.449630 sec): 3 clusters Score: Raw -366750.993426 + Penalty 1600.598062 = -365150.395365 nChanged 13 SP:Iteration 41Q (39.509930 sec): 3 clusters Score: Raw -366755.018693 + Penalty 1600.598062 = -365154.420631 nChanged 9 SP:Iteration 42Q (39.559554 sec): 3 clusters Score: Raw -366758.795182 + Penalty 1600.598062 = -365158.197120 nChanged 10 SP:Iteration 43Q (39.611989 sec): 3 clusters Score: Raw -366762.350994 + Penalty 1600.598062 = -365161.752932 nChanged 12 SP:Iteration 44Q (39.664693 sec): 3 clusters Score: Raw -366766.002381 + Penalty 1600.598062 = -365165.404319 nChanged 12 SP:Iteration 45Q (39.718435 sec): 3 clusters Score: Raw -366770.624712 + Penalty 1600.598062 = -365170.026650 nChanged 13 SP:Iteration 46Q (39.764305 sec): 3 clusters Score: Raw -366774.734583 + Penalty 1600.598062 = -365174.136521 nChanged 10 SP:Iteration 47Q (39.821249 sec): 3 clusters Score: Raw -366778.596293 + Penalty 1600.598062 = -365177.998231 nChanged 5 SP:Iteration 48Q (39.872674 sec): 3 clusters Score: Raw -366780.279398 + Penalty 1600.598062 = -365179.681337 nChanged 6 SP:Iteration 49Q (39.929400 sec): 3 clusters Score: Raw -366781.966890 + Penalty 1600.598062 = -365181.368828 nChanged 9 SP:Iteration 50Q (39.981071 sec): 3 clusters Score: Raw -366784.841562 + Penalty 1600.598062 = -365184.243501 nChanged 10 SP:Iteration 51Q (40.027032 sec): 3 clusters Score: Raw -366789.199398 + Penalty 1600.598062 = -365188.601336 nChanged 7 SP:Iteration 52Q (40.084227 sec): 3 clusters Score: Raw -366791.585478 + Penalty 1600.598062 = -365190.987416 nChanged 2 SP:Iteration 53Q (40.132021 sec): 3 clusters Score: Raw -366792.073088 + Penalty 1600.598062 = -365191.475027 nChanged 3 SP:Iteration 54Q (40.183623 sec): 3 clusters Score: Raw -366793.401063 + Penalty 1600.598062 = -365192.803001 nChanged 2 SP:Iteration 55Q (40.233010 sec): 3 clusters Score: Raw -366794.202673 + Penalty 1600.598062 = -365193.604612 nChanged 3 SP:Iteration 56Q (40.280730 sec): 3 clusters Score: Raw -366794.735572 + Penalty 1600.598062 = -365194.137510 nChanged 5 SP:Iteration 57Q (40.327961 sec): 3 clusters Score: Raw -366796.071969 + Penalty 1600.598062 = -365195.473907 nChanged 3 SP:Iteration 58Q (40.380896 sec): 3 clusters Score: Raw -366797.388419 + Penalty 1600.598062 = -365196.790357 nChanged 6 SP:Iteration 59Q (40.435998 sec): 3 clusters Score: Raw -366800.044025 + Penalty 1600.598062 = -365199.445963 nChanged 4 SP:Iteration 60F (40.488588 sec): 3 clusters Score: Raw -366802.054962 + Penalty 1600.598062 = -365201.456901 nChanged 4 SP:Iteration 61Q (40.539466 sec): 3 clusters Score: Raw -366804.277584 + Penalty 1600.598062 = -365203.679522 nChanged 8 SP:Iteration 62Q (40.593862 sec): 3 clusters Score: Raw -366808.375756 + Penalty 1600.598062 = -365207.777694 nChanged 7 SP:Iteration 63Q (40.642978 sec): 3 clusters Score: Raw -366812.123451 + Penalty 1600.598062 = -365211.525389 nChanged 5 SP:Iteration 64Q (40.692228 sec): 3 clusters Score: Raw -366814.271160 + Penalty 1600.598062 = -365213.673099 nChanged 5 SP:Iteration 65Q (40.748884 sec): 3 clusters Score: Raw -366815.764329 + Penalty 1600.598062 = -365215.166267 nChanged 2 SP:Iteration 66Q (40.796312 sec): 3 clusters Score: Raw -366817.133924 + Penalty 1600.598062 = -365216.535862 nChanged 2 SP:Iteration 67Q (40.852789 sec): 3 clusters Score: Raw -366817.723211 + Penalty 1600.598062 = -365217.125150 nChanged 2 SP:Iteration 68Q (40.907709 sec): 3 clusters Score: Raw -366818.544758 + Penalty 1600.598062 = -365217.946696 nChanged 1 SP:Iteration 69Q (40.964843 sec): 3 clusters Score: Raw -366818.713301 + Penalty 1600.598062 = -365218.115239 nChanged 1 SP:Iteration 70Q (41.013713 sec): 3 clusters Score: Raw -366819.065811 + Penalty 1600.598062 = -365218.467749 nChanged 2 SP:Iteration 71Q (41.060612 sec): 3 clusters Score: Raw -366820.378926 + Penalty 1600.598062 = -365219.780865 nChanged 1 SP:Iteration 72Q (41.119565 sec): 3 clusters Score: Raw -366820.758912 + Penalty 1600.598062 = -365220.160850 nChanged 1 SP:Iteration 73Q (41.158870 sec): 3 clusters Score: Raw -366820.911478 + Penalty 1600.598062 = -365220.313417 nChanged 0 SP:Iteration 74F (41.214039 sec): 3 clusters Score: Raw -366820.911478 + Penalty 1600.598062 = -365220.313417 nChanged 0 Trying to split cluster 14 (160802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.455669 sec): 2 clusters Score: Raw -12558583.827211 + Penalty 1138.853262 = -12557444.973949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.721686 sec): 3 clusters Score: Raw -12451239.243312 + Penalty 2277.706524 = -12448961.536788 nChanged 78208 SP:Iteration 1F (41.967160 sec): 3 clusters Score: Raw -12499096.838635 + Penalty 2277.706524 = -12496819.132112 nChanged 5955 SP:Iteration 2Q (42.224289 sec): 3 clusters Score: Raw -12500884.900207 + Penalty 2277.706524 = -12498607.193684 nChanged 6672 SP:Iteration 3Q (42.483126 sec): 3 clusters Score: Raw -12503316.592054 + Penalty 2277.706524 = -12501038.885530 nChanged 7637 SP:Iteration 4Q (42.740395 sec): 3 clusters Score: Raw -12506812.976166 + Penalty 2277.706524 = -12504535.269642 nChanged 8756 SP:Iteration 5F (42.992992 sec): 3 clusters Score: Raw -12511550.549827 + Penalty 2277.706524 = -12509272.843303 nChanged 9397 SP:Iteration 6F (43.245837 sec): 3 clusters Score: Raw -12517249.498267 + Penalty 2277.706524 = -12514971.791743 nChanged 9437 SP:Iteration 7F (43.493142 sec): 3 clusters Score: Raw -12523412.052186 + Penalty 2277.706524 = -12521134.345662 nChanged 8906 SP:Iteration 8F (43.745227 sec): 3 clusters Score: Raw -12529352.008722 + Penalty 2277.706524 = -12527074.302198 nChanged 7620 SP:Iteration 9Q (43.985402 sec): 3 clusters Score: Raw -12534842.075384 + Penalty 2277.706524 = -12532564.368860 nChanged 7363 SP:Iteration 10Q (44.235111 sec): 3 clusters Score: Raw -12542422.279603 + Penalty 2277.706524 = -12540144.573079 nChanged 8453 SP:Iteration 11F (44.486196 sec): 3 clusters Score: Raw -12559971.005760 + Penalty 2277.706524 = -12557693.299236 nChanged 10157 SP:Iteration 12F (44.728142 sec): 3 clusters Score: Raw -12605926.394393 + Penalty 2277.706524 = -12603648.687869 nChanged 6049 SP:Iteration 13Q (44.942807 sec): 3 clusters Score: Raw -12635164.809529 + Penalty 2277.706524 = -12632887.103005 nChanged 231 SP:Iteration 14Q (45.132284 sec): 3 clusters Score: Raw -12635299.871010 + Penalty 2277.706524 = -12633022.164486 nChanged 1 SP:Iteration 15Q (45.323033 sec): 3 clusters Score: Raw -12635299.880315 + Penalty 2277.706524 = -12633022.173791 nChanged 0 SP:Iteration 16F (45.563755 sec): 3 clusters Score: Raw -12635299.880315 + Penalty 2277.706524 = -12633022.173791 nChanged 0 Score: Raw -15252127.592315 + Penalty 12739.265677 = -15239388.326637 Splitting cluster 14 changes total score from -15163520.865220 to -15239388.326637 So it's getting split into cluster 3. Trying to split cluster 16 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.835658 sec): 2 clusters Score: Raw -74486.728727 + Penalty 652.160539 = -73834.568189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.886410 sec): 3 clusters Score: Raw -74121.667724 + Penalty 1304.321078 = -72817.346646 nChanged 317 SP:Iteration 1F (46.936137 sec): 3 clusters Score: Raw -74410.727014 + Penalty 1304.321078 = -73106.405936 nChanged 89 SP:Iteration 2F (46.977852 sec): 3 clusters Score: Raw -74507.518939 + Penalty 1304.321078 = -73203.197861 nChanged 63 SP:Iteration 3F (47.023939 sec): 3 clusters Score: Raw -74581.546042 + Penalty 1304.321078 = -73277.224964 nChanged 39 SP:Iteration 4Q (47.071231 sec): 3 clusters Score: Raw -74617.742849 + Penalty 1304.321078 = -73313.421771 nChanged 32 SP:Iteration 5Q (47.128588 sec): 3 clusters Score: Raw -74649.010918 + Penalty 1304.321078 = -73344.689840 nChanged 18 SP:Iteration 6Q (47.180129 sec): 3 clusters Score: Raw -74668.804807 + Penalty 1304.321078 = -73364.483729 nChanged 20 SP:Iteration 7Q (47.216135 sec): 3 clusters Score: Raw -74686.185487 + Penalty 1304.321078 = -73381.864409 nChanged 13 SP:Iteration 8Q (47.266871 sec): 3 clusters Score: Raw -74698.573708 + Penalty 1304.321078 = -73394.252630 nChanged 13 SP:Iteration 9Q (47.317599 sec): 3 clusters Score: Raw -74712.300281 + Penalty 1304.321078 = -73407.979204 nChanged 10 SP:Iteration 10Q (47.368544 sec): 3 clusters Score: Raw -74726.630522 + Penalty 1304.321078 = -73422.309445 nChanged 9 SP:Iteration 11Q (47.413344 sec): 3 clusters Score: Raw -74734.990453 + Penalty 1304.321078 = -73430.669375 nChanged 7 SP:Iteration 12Q (47.454013 sec): 3 clusters Score: Raw -74739.100809 + Penalty 1304.321078 = -73434.779731 nChanged 3 SP:Iteration 13Q (47.488883 sec): 3 clusters Score: Raw -74740.889192 + Penalty 1304.321078 = -73436.568114 nChanged 2 SP:Iteration 14Q (47.532550 sec): 3 clusters Score: Raw -74742.358834 + Penalty 1304.321078 = -73438.037757 nChanged 1 SP:Iteration 15Q (47.577656 sec): 3 clusters Score: Raw -74742.742471 + Penalty 1304.321078 = -73438.421393 nChanged 1 SP:Iteration 16Q (47.629215 sec): 3 clusters Score: Raw -74742.982632 + Penalty 1304.321078 = -73438.661555 nChanged 0 SP:Iteration 17F (47.673408 sec): 3 clusters Score: Raw -74742.982632 + Penalty 1304.321078 = -73438.661555 nChanged 0 Trying to split cluster 19 (1738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.699140 sec): 2 clusters Score: Raw -135611.486276 + Penalty 708.746579 = -134902.739697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.752074 sec): 3 clusters Score: Raw -134787.497223 + Penalty 1417.493158 = -133370.004065 nChanged 635 SP:Iteration 1F (47.797613 sec): 3 clusters Score: Raw -135168.313271 + Penalty 1417.493158 = -133750.820113 nChanged 154 SP:Iteration 2F (47.858174 sec): 3 clusters Score: Raw -135272.129017 + Penalty 1417.493158 = -133854.635859 nChanged 86 SP:Iteration 3Q (47.908285 sec): 3 clusters Score: Raw -135344.532199 + Penalty 1417.493158 = -133927.039040 nChanged 81 SP:Iteration 4Q (47.945519 sec): 3 clusters Score: Raw -135397.653688 + Penalty 1417.493158 = -133980.160530 nChanged 66 SP:Iteration 5Q (47.991376 sec): 3 clusters Score: Raw -135441.702597 + Penalty 1417.493158 = -134024.209439 nChanged 62 SP:Iteration 6Q (48.051468 sec): 3 clusters Score: Raw -135482.304279 + Penalty 1417.493158 = -134064.811121 nChanged 47 SP:Iteration 7Q (48.105234 sec): 3 clusters Score: Raw -135519.705237 + Penalty 1417.493158 = -134102.212079 nChanged 43 SP:Iteration 8Q (48.149404 sec): 3 clusters Score: Raw -135550.615043 + Penalty 1417.493158 = -134133.121885 nChanged 31 SP:Iteration 9Q (48.204191 sec): 3 clusters Score: Raw -135571.097430 + Penalty 1417.493158 = -134153.604272 nChanged 30 SP:Iteration 10Q (48.258285 sec): 3 clusters Score: Raw -135592.647005 + Penalty 1417.493158 = -134175.153847 nChanged 29 SP:Iteration 11Q (48.308090 sec): 3 clusters Score: Raw -135613.450936 + Penalty 1417.493158 = -134195.957778 nChanged 31 SP:Iteration 12Q (48.346370 sec): 3 clusters Score: Raw -135633.313183 + Penalty 1417.493158 = -134215.820025 nChanged 35 SP:Iteration 13Q (48.407486 sec): 3 clusters Score: Raw -135652.453986 + Penalty 1417.493158 = -134234.960828 nChanged 32 SP:Iteration 14Q (48.450982 sec): 3 clusters Score: Raw -135665.952932 + Penalty 1417.493158 = -134248.459774 nChanged 24 SP:Iteration 15Q (48.509566 sec): 3 clusters Score: Raw -135675.911706 + Penalty 1417.493158 = -134258.418548 nChanged 23 SP:Iteration 16Q (48.549156 sec): 3 clusters Score: Raw -135688.689540 + Penalty 1417.493158 = -134271.196382 nChanged 20 SP:Iteration 17Q (48.603434 sec): 3 clusters Score: Raw -135695.641703 + Penalty 1417.493158 = -134278.148545 nChanged 10 SP:Iteration 18Q (48.656287 sec): 3 clusters Score: Raw -135699.079906 + Penalty 1417.493158 = -134281.586748 nChanged 12 SP:Iteration 19Q (48.700173 sec): 3 clusters Score: Raw -135704.050837 + Penalty 1417.493158 = -134286.557679 nChanged 8 SP:Iteration 20F (48.762468 sec): 3 clusters Score: Raw -135706.960461 + Penalty 1417.493158 = -134289.467303 nChanged 6 SP:Iteration 21Q (48.800348 sec): 3 clusters Score: Raw -135708.890631 + Penalty 1417.493158 = -134291.397473 nChanged 6 SP:Iteration 22Q (48.851553 sec): 3 clusters Score: Raw -135711.171528 + Penalty 1417.493158 = -134293.678370 nChanged 13 SP:Iteration 23Q (48.913081 sec): 3 clusters Score: Raw -135715.195870 + Penalty 1417.493158 = -134297.702712 nChanged 5 SP:Iteration 24Q (48.952913 sec): 3 clusters Score: Raw -135716.558950 + Penalty 1417.493158 = -134299.065792 nChanged 1 SP:Iteration 25Q (49.011068 sec): 3 clusters Score: Raw -135717.023468 + Penalty 1417.493158 = -134299.530310 nChanged 1 SP:Iteration 26Q (49.062265 sec): 3 clusters Score: Raw -135717.212172 + Penalty 1417.493158 = -134299.719014 nChanged 0 SP:Iteration 27F (49.115709 sec): 3 clusters Score: Raw -135717.212172 + Penalty 1417.493158 = -134299.719014 nChanged 0 Iteration 20F (50.342441 sec): 12 clusters Score: Raw -15262516.914433 + Penalty 12739.265677 = -15249777.648756 nChanged 6806 Iteration 21Q (51.038362 sec): 12 clusters Score: Raw -15272062.289656 + Penalty 12739.265677 = -15259323.023979 nChanged 5217 Iteration 22Q (51.730383 sec): 12 clusters Score: Raw -15276851.878550 + Penalty 12739.265677 = -15264112.612873 nChanged 4011 Iteration 23Q (52.399080 sec): 12 clusters Score: Raw -15279703.698553 + Penalty 12739.265677 = -15266964.432876 nChanged 3250 Iteration 24Q (53.085259 sec): 12 clusters Score: Raw -15281574.721322 + Penalty 12739.265677 = -15268835.455645 nChanged 2730 Iteration 25Q (53.779856 sec): 12 clusters Score: Raw -15282856.944708 + Penalty 12739.265677 = -15270117.679031 nChanged 2249 Iteration 26Q (54.430544 sec): 12 clusters Score: Raw -15283745.076121 + Penalty 12739.265677 = -15271005.810444 nChanged 1873 Iteration 27Q (55.072847 sec): 12 clusters Score: Raw -15284352.516777 + Penalty 12739.265677 = -15271613.251100 nChanged 1514 Iteration 28Q (55.743385 sec): 12 clusters Score: Raw -15284787.684124 + Penalty 12739.265677 = -15272048.418447 nChanged 1289 Iteration 29Q (56.397948 sec): 12 clusters Score: Raw -15285119.038063 + Penalty 12739.265677 = -15272379.772386 nChanged 1171 Iteration 30Q (57.089585 sec): 12 clusters Score: Raw -15285414.803677 + Penalty 12739.265677 = -15272675.538000 nChanged 1072 Iteration 31Q (57.787799 sec): 12 clusters Score: Raw -15285667.415468 + Penalty 12739.265677 = -15272928.149791 nChanged 977 Iteration 32Q (58.478077 sec): 12 clusters Score: Raw -15285864.485255 + Penalty 12739.265677 = -15273125.219578 nChanged 844 Iteration 33Q (59.143233 sec): 12 clusters Score: Raw -15286023.258423 + Penalty 12739.265677 = -15273283.992746 nChanged 774 Iteration 34Q (59.823513 sec): 12 clusters Score: Raw -15286152.891593 + Penalty 12739.265677 = -15273413.625915 nChanged 671 Iteration 35Q (60.519006 sec): 12 clusters Score: Raw -15286249.605399 + Penalty 12739.265677 = -15273510.339721 nChanged 588 Iteration 36Q (61.153422 sec): 12 clusters Score: Raw -15286332.947223 + Penalty 12739.265677 = -15273593.681546 nChanged 537 Iteration 37Q (61.801214 sec): 12 clusters Score: Raw -15286402.197606 + Penalty 12739.265677 = -15273662.931928 nChanged 493 Iteration 38Q (62.480736 sec): 12 clusters Score: Raw -15286463.847602 + Penalty 12739.265677 = -15273724.581925 nChanged 446 Iteration 39Q (63.127322 sec): 12 clusters Score: Raw -15286516.253192 + Penalty 12739.265677 = -15273776.987515 nChanged 434 Iteration 40F (64.360121 sec): 12 clusters Score: Raw -15286920.829186 + Penalty 12739.265677 = -15274181.563509 nChanged 686 Iteration 41Q (65.031456 sec): 12 clusters Score: Raw -15287234.450902 + Penalty 12739.265677 = -15274495.185225 nChanged 734 Iteration 42Q (65.720193 sec): 12 clusters Score: Raw -15287460.330452 + Penalty 12739.265677 = -15274721.064775 nChanged 696 Iteration 43Q (66.402022 sec): 12 clusters Score: Raw -15287649.460712 + Penalty 12739.265677 = -15274910.195035 nChanged 621 Iteration 44Q (67.133160 sec): 12 clusters Score: Raw -15287854.064772 + Penalty 12739.265677 = -15275114.799095 nChanged 602 Iteration 45Q (67.822605 sec): 12 clusters Score: Raw -15288103.429560 + Penalty 12739.265677 = -15275364.163883 nChanged 597 Iteration 46Q (68.498745 sec): 12 clusters Score: Raw -15288346.730301 + Penalty 12739.265677 = -15275607.464623 nChanged 577 Iteration 47Q (69.205792 sec): 12 clusters Score: Raw -15288602.450654 + Penalty 12739.265677 = -15275863.184976 nChanged 576 Iteration 48Q (69.879405 sec): 12 clusters Score: Raw -15288806.149112 + Penalty 12739.265677 = -15276066.883434 nChanged 557 Iteration 49Q (70.546609 sec): 12 clusters Score: Raw -15288915.978943 + Penalty 12739.265677 = -15276176.713266 nChanged 456 Iteration 50Q (71.221330 sec): 12 clusters Score: Raw -15288987.908788 + Penalty 12739.265677 = -15276248.643111 nChanged 470 Iteration 51Q (71.877793 sec): 12 clusters Score: Raw -15289053.507973 + Penalty 12739.265677 = -15276314.242296 nChanged 435 Iteration 52Q (72.550739 sec): 12 clusters Score: Raw -15289114.132782 + Penalty 12739.265677 = -15276374.867105 nChanged 425 Iteration 53Q (73.214020 sec): 12 clusters Score: Raw -15289169.973365 + Penalty 12739.265677 = -15276430.707688 nChanged 397 Iteration 54Q (73.929968 sec): 12 clusters Score: Raw -15289220.133941 + Penalty 12739.265677 = -15276480.868263 nChanged 384 Iteration 55Q (74.590406 sec): 12 clusters Score: Raw -15289264.241005 + Penalty 12739.265677 = -15276524.975328 nChanged 361 Iteration 56Q (75.297637 sec): 12 clusters Score: Raw -15289304.587136 + Penalty 12739.265677 = -15276565.321459 nChanged 349 Iteration 57Q (75.969630 sec): 12 clusters Score: Raw -15289345.636991 + Penalty 12739.265677 = -15276606.371314 nChanged 347 Iteration 58Q (76.652135 sec): 12 clusters Score: Raw -15289387.844406 + Penalty 12739.265677 = -15276648.578729 nChanged 340 Writing temp clu file Because OldScore, -15276606.371314, is greater than current (better) Score,-15276648.578729 Compute initial score before splitting: Score: Raw -15289387.844406 + Penalty 12739.265677 = -15276648.578729 Trying to split cluster 1 (6040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.740510 sec): 2 clusters Score: Raw -443484.848676 + Penalty 827.085133 = -442657.763544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.794919 sec): 3 clusters Score: Raw -440059.452735 + Penalty 1654.170265 = -438405.282470 nChanged 2630 SP:Iteration 1F (76.848530 sec): 3 clusters Score: Raw -441628.924015 + Penalty 1654.170265 = -439974.753750 nChanged 481 SP:Iteration 2F (76.893801 sec): 3 clusters Score: Raw -441936.648235 + Penalty 1654.170265 = -440282.477970 nChanged 426 SP:Iteration 3F (76.957282 sec): 3 clusters Score: Raw -442217.221596 + Penalty 1654.170265 = -440563.051331 nChanged 367 SP:Iteration 4F (77.015895 sec): 3 clusters Score: Raw -442522.279772 + Penalty 1654.170265 = -440868.109507 nChanged 380 SP:Iteration 5F (77.059762 sec): 3 clusters Score: Raw -442895.761022 + Penalty 1654.170265 = -441241.590756 nChanged 406 SP:Iteration 6F (77.125953 sec): 3 clusters Score: Raw -443292.851616 + Penalty 1654.170265 = -441638.681350 nChanged 342 SP:Iteration 7F (77.181072 sec): 3 clusters Score: Raw -443597.263814 + Penalty 1654.170265 = -441943.093549 nChanged 262 SP:Iteration 8Q (77.226506 sec): 3 clusters Score: Raw -443821.961063 + Penalty 1654.170265 = -442167.790797 nChanged 177 SP:Iteration 9Q (77.284915 sec): 3 clusters Score: Raw -443953.049434 + Penalty 1654.170265 = -442298.879169 nChanged 112 SP:Iteration 10Q (77.342295 sec): 3 clusters Score: Raw -444028.293401 + Penalty 1654.170265 = -442374.123136 nChanged 81 SP:Iteration 11Q (77.386276 sec): 3 clusters Score: Raw -444075.006706 + Penalty 1654.170265 = -442420.836440 nChanged 57 SP:Iteration 12Q (77.441911 sec): 3 clusters Score: Raw -444105.103551 + Penalty 1654.170265 = -442450.933286 nChanged 32 SP:Iteration 13Q (77.497802 sec): 3 clusters Score: Raw -444120.520449 + Penalty 1654.170265 = -442466.350184 nChanged 29 SP:Iteration 14Q (77.552921 sec): 3 clusters Score: Raw -444134.022879 + Penalty 1654.170265 = -442479.852614 nChanged 18 SP:Iteration 15Q (77.612527 sec): 3 clusters Score: Raw -444141.245678 + Penalty 1654.170265 = -442487.075413 nChanged 15 SP:Iteration 16Q (77.667609 sec): 3 clusters Score: Raw -444148.453934 + Penalty 1654.170265 = -442494.283669 nChanged 11 SP:Iteration 17Q (77.719686 sec): 3 clusters Score: Raw -444153.645825 + Penalty 1654.170265 = -442499.475560 nChanged 14 SP:Iteration 18Q (77.767784 sec): 3 clusters Score: Raw -444160.229965 + Penalty 1654.170265 = -442506.059700 nChanged 16 SP:Iteration 19Q (77.824432 sec): 3 clusters Score: Raw -444172.292098 + Penalty 1654.170265 = -442518.121833 nChanged 15 SP:Iteration 20F (77.872174 sec): 3 clusters Score: Raw -444178.410674 + Penalty 1654.170265 = -442524.240408 nChanged 10 SP:Iteration 21Q (77.928264 sec): 3 clusters Score: Raw -444182.932252 + Penalty 1654.170265 = -442528.761987 nChanged 8 SP:Iteration 22Q (77.980525 sec): 3 clusters Score: Raw -444187.136161 + Penalty 1654.170265 = -442532.965895 nChanged 6 SP:Iteration 23Q (78.041435 sec): 3 clusters Score: Raw -444190.237580 + Penalty 1654.170265 = -442536.067315 nChanged 6 SP:Iteration 24Q (78.094677 sec): 3 clusters Score: Raw -444191.586629 + Penalty 1654.170265 = -442537.416364 nChanged 4 SP:Iteration 25Q (78.147338 sec): 3 clusters Score: Raw -444192.253721 + Penalty 1654.170265 = -442538.083456 nChanged 1 SP:Iteration 26Q (78.203956 sec): 3 clusters Score: Raw -444192.453716 + Penalty 1654.170265 = -442538.283451 nChanged 0 SP:Iteration 27F (78.246431 sec): 3 clusters Score: Raw -444192.453716 + Penalty 1654.170265 = -442538.283451 nChanged 0 Trying to split cluster 2 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.272162 sec): 2 clusters Score: Raw -38937.998216 + Penalty 593.747648 = -38344.250568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.323692 sec): 3 clusters Score: Raw -38787.969004 + Penalty 1187.495296 = -37600.473707 nChanged 155 SP:Iteration 1F (78.369111 sec): 3 clusters Score: Raw -38934.073510 + Penalty 1187.495296 = -37746.578214 nChanged 36 SP:Iteration 2F (78.417908 sec): 3 clusters Score: Raw -38976.910455 + Penalty 1187.495296 = -37789.415159 nChanged 23 SP:Iteration 3Q (78.466754 sec): 3 clusters Score: Raw -39000.045691 + Penalty 1187.495296 = -37812.550395 nChanged 13 SP:Iteration 4Q (78.509645 sec): 3 clusters Score: Raw -39015.335979 + Penalty 1187.495296 = -37827.840682 nChanged 8 SP:Iteration 5Q (78.566307 sec): 3 clusters Score: Raw -39023.947992 + Penalty 1187.495296 = -37836.452696 nChanged 7 SP:Iteration 6Q (78.611551 sec): 3 clusters Score: Raw -39029.798418 + Penalty 1187.495296 = -37842.303122 nChanged 4 SP:Iteration 7Q (78.659076 sec): 3 clusters Score: Raw -39033.751118 + Penalty 1187.495296 = -37846.255822 nChanged 3 SP:Iteration 8Q (78.698333 sec): 3 clusters Score: Raw -39035.005246 + Penalty 1187.495296 = -37847.509950 nChanged 1 SP:Iteration 9Q (78.744994 sec): 3 clusters Score: Raw -39036.331621 + Penalty 1187.495296 = -37848.836325 nChanged 0 SP:Iteration 10F (78.789430 sec): 3 clusters Score: Raw -39036.331621 + Penalty 1187.495296 = -37848.836325 nChanged 0 Trying to split cluster 3 (97389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.914969 sec): 2 clusters Score: Raw -7769661.110000 + Penalty 1091.214512 = -7768569.895488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.087541 sec): 3 clusters Score: Raw -7705060.557512 + Penalty 2182.429024 = -7702878.128488 nChanged 47098 SP:Iteration 1F (79.243856 sec): 3 clusters Score: Raw -7733642.906904 + Penalty 2182.429024 = -7731460.477880 nChanged 3940 SP:Iteration 2Q (79.415500 sec): 3 clusters Score: Raw -7734996.940330 + Penalty 2182.429024 = -7732814.511306 nChanged 4517 SP:Iteration 3Q (79.580023 sec): 3 clusters Score: Raw -7737064.332152 + Penalty 2182.429024 = -7734881.903128 nChanged 5391 SP:Iteration 4F (79.736314 sec): 3 clusters Score: Raw -7740270.280228 + Penalty 2182.429024 = -7738087.851204 nChanged 6360 SP:Iteration 5F (79.907400 sec): 3 clusters Score: Raw -7744942.825887 + Penalty 2182.429024 = -7742760.396863 nChanged 7030 SP:Iteration 6F (80.068588 sec): 3 clusters Score: Raw -7750515.110294 + Penalty 2182.429024 = -7748332.681270 nChanged 6693 SP:Iteration 7F (80.231727 sec): 3 clusters Score: Raw -7755377.478549 + Penalty 2182.429024 = -7753195.049525 nChanged 5202 SP:Iteration 8F (80.389833 sec): 3 clusters Score: Raw -7758207.972774 + Penalty 2182.429024 = -7756025.543750 nChanged 3558 SP:Iteration 9Q (80.554671 sec): 3 clusters Score: Raw -7759589.539414 + Penalty 2182.429024 = -7757407.110390 nChanged 2321 SP:Iteration 10Q (80.720910 sec): 3 clusters Score: Raw -7760334.411000 + Penalty 2182.429024 = -7758151.981976 nChanged 1762 SP:Iteration 11Q (80.884325 sec): 3 clusters Score: Raw -7760914.288436 + Penalty 2182.429024 = -7758731.859412 nChanged 1630 SP:Iteration 12Q (81.046663 sec): 3 clusters Score: Raw -7761423.288658 + Penalty 2182.429024 = -7759240.859634 nChanged 1553 SP:Iteration 13Q (81.214423 sec): 3 clusters Score: Raw -7761891.226292 + Penalty 2182.429024 = -7759708.797268 nChanged 1527 SP:Iteration 14Q (81.371503 sec): 3 clusters Score: Raw -7762371.190977 + Penalty 2182.429024 = -7760188.761953 nChanged 1465 SP:Iteration 15Q (81.531092 sec): 3 clusters Score: Raw -7762837.978612 + Penalty 2182.429024 = -7760655.549588 nChanged 1465 SP:Iteration 16Q (81.686773 sec): 3 clusters Score: Raw -7763300.526680 + Penalty 2182.429024 = -7761118.097656 nChanged 1505 SP:Iteration 17Q (81.853691 sec): 3 clusters Score: Raw -7763799.419435 + Penalty 2182.429024 = -7761616.990411 nChanged 1540 SP:Iteration 18Q (82.011721 sec): 3 clusters Score: Raw -7764290.067464 + Penalty 2182.429024 = -7762107.638440 nChanged 1469 SP:Iteration 19Q (82.178596 sec): 3 clusters Score: Raw -7764729.174074 + Penalty 2182.429024 = -7762546.745050 nChanged 1333 SP:Iteration 20F (82.331378 sec): 3 clusters Score: Raw -7765095.071651 + Penalty 2182.429024 = -7762912.642627 nChanged 1150 SP:Iteration 21Q (82.501184 sec): 3 clusters Score: Raw -7765379.380808 + Penalty 2182.429024 = -7763196.951784 nChanged 1110 SP:Iteration 22Q (82.650300 sec): 3 clusters Score: Raw -7765622.646879 + Penalty 2182.429024 = -7763440.217855 nChanged 929 SP:Iteration 23Q (82.817909 sec): 3 clusters Score: Raw -7765802.352676 + Penalty 2182.429024 = -7763619.923652 nChanged 841 SP:Iteration 24Q (82.971311 sec): 3 clusters Score: Raw -7765947.895826 + Penalty 2182.429024 = -7763765.466802 nChanged 773 SP:Iteration 25Q (83.128444 sec): 3 clusters Score: Raw -7766073.428264 + Penalty 2182.429024 = -7763890.999241 nChanged 709 SP:Iteration 26Q (83.286049 sec): 3 clusters Score: Raw -7766179.943937 + Penalty 2182.429024 = -7763997.514913 nChanged 623 SP:Iteration 27Q (83.463472 sec): 3 clusters Score: Raw -7766263.936602 + Penalty 2182.429024 = -7764081.507578 nChanged 528 SP:Iteration 28Q (83.616437 sec): 3 clusters Score: Raw -7766327.114139 + Penalty 2182.429024 = -7764144.685115 nChanged 483 SP:Iteration 29Q (83.786129 sec): 3 clusters Score: Raw -7766375.683307 + Penalty 2182.429024 = -7764193.254283 nChanged 448 SP:Iteration 30Q (83.942553 sec): 3 clusters Score: Raw -7766419.163426 + Penalty 2182.429024 = -7764236.734402 nChanged 402 SP:Iteration 31Q (84.100607 sec): 3 clusters Score: Raw -7766452.309576 + Penalty 2182.429024 = -7764269.880552 nChanged 348 SP:Iteration 32Q (84.263021 sec): 3 clusters Score: Raw -7766480.399624 + Penalty 2182.429024 = -7764297.970600 nChanged 341 SP:Iteration 33Q (84.415260 sec): 3 clusters Score: Raw -7766509.374031 + Penalty 2182.429024 = -7764326.945007 nChanged 345 SP:Iteration 34Q (84.589084 sec): 3 clusters Score: Raw -7766540.071902 + Penalty 2182.429024 = -7764357.642878 nChanged 359 SP:Iteration 35Q (84.754191 sec): 3 clusters Score: Raw -7766569.563046 + Penalty 2182.429024 = -7764387.134022 nChanged 324 SP:Iteration 36Q (84.921528 sec): 3 clusters Score: Raw -7766594.802663 + Penalty 2182.429024 = -7764412.373639 nChanged 317 SP:Iteration 37Q (85.084353 sec): 3 clusters Score: Raw -7766618.327065 + Penalty 2182.429024 = -7764435.898041 nChanged 305 SP:Iteration 38Q (85.242851 sec): 3 clusters Score: Raw -7766639.413078 + Penalty 2182.429024 = -7764456.984054 nChanged 273 SP:Iteration 39Q (85.412399 sec): 3 clusters Score: Raw -7766658.523565 + Penalty 2182.429024 = -7764476.094541 nChanged 267 SP:Iteration 40F (85.576661 sec): 3 clusters Score: Raw -7766674.543157 + Penalty 2182.429024 = -7764492.114133 nChanged 255 SP:Iteration 41Q (85.734463 sec): 3 clusters Score: Raw -7766690.717116 + Penalty 2182.429024 = -7764508.288092 nChanged 247 SP:Iteration 42Q (85.910197 sec): 3 clusters Score: Raw -7766705.199192 + Penalty 2182.429024 = -7764522.770168 nChanged 247 SP:Iteration 43Q (86.069666 sec): 3 clusters Score: Raw -7766719.713014 + Penalty 2182.429024 = -7764537.283991 nChanged 251 SP:Iteration 44Q (86.223560 sec): 3 clusters Score: Raw -7766734.584346 + Penalty 2182.429024 = -7764552.155322 nChanged 246 SP:Iteration 45Q (86.389790 sec): 3 clusters Score: Raw -7766751.113032 + Penalty 2182.429024 = -7764568.684008 nChanged 258 SP:Iteration 46Q (86.539542 sec): 3 clusters Score: Raw -7766769.067201 + Penalty 2182.429024 = -7764586.638178 nChanged 258 SP:Iteration 47Q (86.708750 sec): 3 clusters Score: Raw -7766786.252342 + Penalty 2182.429024 = -7764603.823318 nChanged 254 SP:Iteration 48Q (86.870295 sec): 3 clusters Score: Raw -7766804.586292 + Penalty 2182.429024 = -7764622.157268 nChanged 280 SP:Iteration 49Q (87.033978 sec): 3 clusters Score: Raw -7766824.064124 + Penalty 2182.429024 = -7764641.635100 nChanged 293 SP:Iteration 50Q (87.193795 sec): 3 clusters Score: Raw -7766844.559368 + Penalty 2182.429024 = -7764662.130344 nChanged 307 SP:Iteration 51Q (87.368932 sec): 3 clusters Score: Raw -7766866.676710 + Penalty 2182.429024 = -7764684.247686 nChanged 316 SP:Iteration 52Q (87.528923 sec): 3 clusters Score: Raw -7766888.000010 + Penalty 2182.429024 = -7764705.570986 nChanged 284 SP:Iteration 53Q (87.682734 sec): 3 clusters Score: Raw -7766908.498761 + Penalty 2182.429024 = -7764726.069737 nChanged 302 SP:Iteration 54Q (87.833011 sec): 3 clusters Score: Raw -7766930.516939 + Penalty 2182.429024 = -7764748.087915 nChanged 297 SP:Iteration 55Q (88.004162 sec): 3 clusters Score: Raw -7766950.432898 + Penalty 2182.429024 = -7764768.003874 nChanged 304 SP:Iteration 56Q (88.175214 sec): 3 clusters Score: Raw -7766971.232715 + Penalty 2182.429024 = -7764788.803691 nChanged 321 SP:Iteration 57Q (88.329004 sec): 3 clusters Score: Raw -7766992.301936 + Penalty 2182.429024 = -7764809.872912 nChanged 296 SP:Iteration 58Q (88.488931 sec): 3 clusters Score: Raw -7767010.136643 + Penalty 2182.429024 = -7764827.707619 nChanged 253 SP:Iteration 59Q (88.658814 sec): 3 clusters Score: Raw -7767024.545696 + Penalty 2182.429024 = -7764842.116672 nChanged 286 SP:Iteration 60F (88.829146 sec): 3 clusters Score: Raw -7767041.298616 + Penalty 2182.429024 = -7764858.869592 nChanged 279 SP:Iteration 61Q (88.982704 sec): 3 clusters Score: Raw -7767057.326237 + Penalty 2182.429024 = -7764874.897213 nChanged 256 SP:Iteration 62Q (89.146569 sec): 3 clusters Score: Raw -7767070.630910 + Penalty 2182.429024 = -7764888.201886 nChanged 235 SP:Iteration 63Q (89.306121 sec): 3 clusters Score: Raw -7767083.039334 + Penalty 2182.429024 = -7764900.610310 nChanged 238 SP:Iteration 64Q (89.456028 sec): 3 clusters Score: Raw -7767095.292318 + Penalty 2182.429024 = -7764912.863294 nChanged 243 SP:Iteration 65Q (89.617857 sec): 3 clusters Score: Raw -7767107.260118 + Penalty 2182.429024 = -7764924.831094 nChanged 214 SP:Iteration 66Q (89.766985 sec): 3 clusters Score: Raw -7767117.444083 + Penalty 2182.429024 = -7764935.015059 nChanged 204 SP:Iteration 67Q (89.932441 sec): 3 clusters Score: Raw -7767126.509079 + Penalty 2182.429024 = -7764944.080055 nChanged 191 SP:Iteration 68Q (90.097990 sec): 3 clusters Score: Raw -7767135.634295 + Penalty 2182.429024 = -7764953.205271 nChanged 193 SP:Iteration 69Q (90.248614 sec): 3 clusters Score: Raw -7767144.599289 + Penalty 2182.429024 = -7764962.170266 nChanged 179 SP:Iteration 70Q (90.412780 sec): 3 clusters Score: Raw -7767153.066038 + Penalty 2182.429024 = -7764970.637014 nChanged 180 SP:Iteration 71Q (90.575490 sec): 3 clusters Score: Raw -7767161.376250 + Penalty 2182.429024 = -7764978.947226 nChanged 181 SP:Iteration 72Q (90.729283 sec): 3 clusters Score: Raw -7767169.317027 + Penalty 2182.429024 = -7764986.888003 nChanged 183 SP:Iteration 73Q (90.893997 sec): 3 clusters Score: Raw -7767177.733200 + Penalty 2182.429024 = -7764995.304176 nChanged 190 SP:Iteration 74Q (91.043231 sec): 3 clusters Score: Raw -7767187.319697 + Penalty 2182.429024 = -7765004.890673 nChanged 211 SP:Iteration 75Q (91.194672 sec): 3 clusters Score: Raw -7767198.310883 + Penalty 2182.429024 = -7765015.881859 nChanged 217 SP:Iteration 76Q (91.360101 sec): 3 clusters Score: Raw -7767209.155217 + Penalty 2182.429024 = -7765026.726193 nChanged 221 SP:Iteration 77Q (91.519761 sec): 3 clusters Score: Raw -7767221.941566 + Penalty 2182.429024 = -7765039.512542 nChanged 247 SP:Iteration 78Q (91.678736 sec): 3 clusters Score: Raw -7767238.160384 + Penalty 2182.429024 = -7765055.731360 nChanged 280 SP:Iteration 79Q (91.839468 sec): 3 clusters Score: Raw -7767257.822849 + Penalty 2182.429024 = -7765075.393825 nChanged 295 SP:Iteration 80F (91.999423 sec): 3 clusters Score: Raw -7767279.291093 + Penalty 2182.429024 = -7765096.862069 nChanged 313 SP:Iteration 81Q (92.159120 sec): 3 clusters Score: Raw -7767302.210770 + Penalty 2182.429024 = -7765119.781746 nChanged 305 SP:Iteration 82Q (92.326642 sec): 3 clusters Score: Raw -7767323.953555 + Penalty 2182.429024 = -7765141.524531 nChanged 310 SP:Iteration 83Q (92.487321 sec): 3 clusters Score: Raw -7767346.090211 + Penalty 2182.429024 = -7765163.661188 nChanged 314 SP:Iteration 84Q (92.656625 sec): 3 clusters Score: Raw -7767368.169491 + Penalty 2182.429024 = -7765185.740467 nChanged 290 SP:Iteration 85Q (92.811355 sec): 3 clusters Score: Raw -7767387.717930 + Penalty 2182.429024 = -7765205.288906 nChanged 295 SP:Iteration 86Q (92.962844 sec): 3 clusters Score: Raw -7767407.406314 + Penalty 2182.429024 = -7765224.977290 nChanged 316 SP:Iteration 87Q (93.118095 sec): 3 clusters Score: Raw -7767430.576256 + Penalty 2182.429024 = -7765248.147233 nChanged 329 SP:Iteration 88Q (93.283534 sec): 3 clusters Score: Raw -7767457.052384 + Penalty 2182.429024 = -7765274.623360 nChanged 351 SP:Iteration 89Q (93.439023 sec): 3 clusters Score: Raw -7767488.292035 + Penalty 2182.429024 = -7765305.863011 nChanged 355 SP:Iteration 90Q (93.596075 sec): 3 clusters Score: Raw -7767523.709678 + Penalty 2182.429024 = -7765341.280654 nChanged 373 SP:Iteration 91Q (93.753476 sec): 3 clusters Score: Raw -7767559.493524 + Penalty 2182.429024 = -7765377.064501 nChanged 382 SP:Iteration 92Q (93.910623 sec): 3 clusters Score: Raw -7767597.379120 + Penalty 2182.429024 = -7765414.950096 nChanged 403 SP:Iteration 93Q (94.064419 sec): 3 clusters Score: Raw -7767640.050869 + Penalty 2182.429024 = -7765457.621845 nChanged 434 SP:Iteration 94Q (94.222958 sec): 3 clusters Score: Raw -7767693.047929 + Penalty 2182.429024 = -7765510.618905 nChanged 473 SP:Iteration 95Q (94.378970 sec): 3 clusters Score: Raw -7767763.637090 + Penalty 2182.429024 = -7765581.208066 nChanged 496 SP:Iteration 96Q (94.545460 sec): 3 clusters Score: Raw -7767848.972027 + Penalty 2182.429024 = -7765666.543003 nChanged 522 SP:Iteration 97Q (94.704973 sec): 3 clusters Score: Raw -7767963.593645 + Penalty 2182.429024 = -7765781.164621 nChanged 603 SP:Iteration 98Q (94.859432 sec): 3 clusters Score: Raw -7768121.066202 + Penalty 2182.429024 = -7765938.637178 nChanged 646 SP:Iteration 99Q (95.015707 sec): 3 clusters Score: Raw -7768316.209897 + Penalty 2182.429024 = -7766133.780873 nChanged 710 SP:Iteration 100F (95.177468 sec): 3 clusters Score: Raw -7768589.114223 + Penalty 2182.429024 = -7766406.685200 nChanged 798 SP:Iteration 101Q (95.328454 sec): 3 clusters Score: Raw -7769026.772605 + Penalty 2182.429024 = -7766844.343582 nChanged 973 SP:Iteration 102Q (95.479892 sec): 3 clusters Score: Raw -7769765.699356 + Penalty 2182.429024 = -7767583.270332 nChanged 1118 SP:Iteration 103Q (95.639464 sec): 3 clusters Score: Raw -7770962.429439 + Penalty 2182.429024 = -7768780.000416 nChanged 1346 SP:Iteration 104Q (95.790087 sec): 3 clusters Score: Raw -7772697.133309 + Penalty 2182.429024 = -7770514.704285 nChanged 1405 SP:Iteration 105Q (95.943520 sec): 3 clusters Score: Raw -7774543.681718 + Penalty 2182.429024 = -7772361.252694 nChanged 1258 SP:Iteration 106Q (96.102827 sec): 3 clusters Score: Raw -7775441.641022 + Penalty 2182.429024 = -7773259.211998 nChanged 889 SP:Iteration 107Q (96.238610 sec): 3 clusters Score: Raw -7775689.192593 + Penalty 2182.429024 = -7773506.763569 nChanged 538 SP:Iteration 108Q (96.390101 sec): 3 clusters Score: Raw -7775766.991908 + Penalty 2182.429024 = -7773584.562884 nChanged 344 SP:Iteration 109Q (96.532998 sec): 3 clusters Score: Raw -7775798.670605 + Penalty 2182.429024 = -7773616.241581 nChanged 218 SP:Iteration 110Q (96.684057 sec): 3 clusters Score: Raw -7775813.654543 + Penalty 2182.429024 = -7773631.225519 nChanged 168 SP:Iteration 111Q (96.822337 sec): 3 clusters Score: Raw -7775824.166354 + Penalty 2182.429024 = -7773641.737330 nChanged 104 SP:Iteration 112Q (96.971568 sec): 3 clusters Score: Raw -7775829.300324 + Penalty 2182.429024 = -7773646.871300 nChanged 86 SP:Iteration 113Q (97.138061 sec): 3 clusters Score: Raw -7775833.604139 + Penalty 2182.429024 = -7773651.175115 nChanged 71 SP:Iteration 114Q (97.285772 sec): 3 clusters Score: Raw -7775836.720611 + Penalty 2182.429024 = -7773654.291587 nChanged 67 SP:Iteration 115Q (97.435667 sec): 3 clusters Score: Raw -7775839.489358 + Penalty 2182.429024 = -7773657.060334 nChanged 49 SP:Iteration 116Q (97.574018 sec): 3 clusters Score: Raw -7775841.469216 + Penalty 2182.429024 = -7773659.040192 nChanged 41 SP:Iteration 117Q (97.728965 sec): 3 clusters Score: Raw -7775842.720786 + Penalty 2182.429024 = -7773660.291762 nChanged 34 SP:Iteration 118Q (97.866072 sec): 3 clusters Score: Raw -7775843.534985 + Penalty 2182.429024 = -7773661.105961 nChanged 33 SP:Iteration 119Q (98.016793 sec): 3 clusters Score: Raw -7775844.266188 + Penalty 2182.429024 = -7773661.837164 nChanged 30 SP:Iteration 120F (98.180659 sec): 3 clusters Score: Raw -7775844.925756 + Penalty 2182.429024 = -7773662.496732 nChanged 24 SP:Iteration 121Q (98.326814 sec): 3 clusters Score: Raw -7775845.371339 + Penalty 2182.429024 = -7773662.942316 nChanged 14 SP:Iteration 122Q (98.476649 sec): 3 clusters Score: Raw -7775845.629916 + Penalty 2182.429024 = -7773663.200892 nChanged 14 SP:Iteration 123Q (98.634677 sec): 3 clusters Score: Raw -7775845.804574 + Penalty 2182.429024 = -7773663.375550 nChanged 16 SP:Iteration 124Q (98.784807 sec): 3 clusters Score: Raw -7775846.058627 + Penalty 2182.429024 = -7773663.629603 nChanged 15 SP:Iteration 125Q (98.937423 sec): 3 clusters Score: Raw -7775846.263100 + Penalty 2182.429024 = -7773663.834076 nChanged 10 SP:Iteration 126Q (99.083821 sec): 3 clusters Score: Raw -7775846.392807 + Penalty 2182.429024 = -7773663.963783 nChanged 4 SP:Iteration 127Q (99.238102 sec): 3 clusters Score: Raw -7775846.432845 + Penalty 2182.429024 = -7773664.003821 nChanged 3 SP:Iteration 128Q (99.385660 sec): 3 clusters Score: Raw -7775846.451042 + Penalty 2182.429024 = -7773664.022018 nChanged 2 SP:Iteration 129Q (99.531218 sec): 3 clusters Score: Raw -7775846.466233 + Penalty 2182.429024 = -7773664.037209 nChanged 0 SP:Iteration 130F (99.691562 sec): 3 clusters Score: Raw -7775846.466233 + Penalty 2182.429024 = -7773664.037209 nChanged 0 Score: Raw -15295595.644274 + Penalty 13897.380739 = -15281698.263536 Splitting cluster 3 changes total score from -15276648.578729 to -15281698.263536 So it's getting split into cluster 5. Trying to split cluster 4 (11114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.069119 sec): 2 clusters Score: Raw -859252.645391 + Penalty 885.016281 = -858367.629110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.117616 sec): 3 clusters Score: Raw -852542.605683 + Penalty 1770.032562 = -850772.573120 nChanged 5071 SP:Iteration 1F (101.190689 sec): 3 clusters Score: Raw -855515.678202 + Penalty 1770.032562 = -853745.645640 nChanged 741 SP:Iteration 2F (101.241453 sec): 3 clusters Score: Raw -855933.474325 + Penalty 1770.032562 = -854163.441762 nChanged 721 SP:Iteration 3F (101.318649 sec): 3 clusters Score: Raw -856382.419565 + Penalty 1770.032562 = -854612.387002 nChanged 714 SP:Iteration 4F (101.371776 sec): 3 clusters Score: Raw -856852.782952 + Penalty 1770.032562 = -855082.750390 nChanged 685 SP:Iteration 5F (101.435082 sec): 3 clusters Score: Raw -857337.859056 + Penalty 1770.032562 = -855567.826494 nChanged 588 SP:Iteration 6F (101.505118 sec): 3 clusters Score: Raw -857744.762685 + Penalty 1770.032562 = -855974.730122 nChanged 482 SP:Iteration 7Q (101.562277 sec): 3 clusters Score: Raw -858064.834512 + Penalty 1770.032562 = -856294.801949 nChanged 368 SP:Iteration 8Q (101.621529 sec): 3 clusters Score: Raw -858254.830113 + Penalty 1770.032562 = -856484.797551 nChanged 273 SP:Iteration 9Q (101.691501 sec): 3 clusters Score: Raw -858390.686257 + Penalty 1770.032562 = -856620.653694 nChanged 216 SP:Iteration 10Q (101.753515 sec): 3 clusters Score: Raw -858505.230676 + Penalty 1770.032562 = -856735.198114 nChanged 190 SP:Iteration 11Q (101.813037 sec): 3 clusters Score: Raw -858606.708899 + Penalty 1770.032562 = -856836.676337 nChanged 184 SP:Iteration 12Q (101.863390 sec): 3 clusters Score: Raw -858692.398276 + Penalty 1770.032562 = -856922.365714 nChanged 176 SP:Iteration 13Q (101.921924 sec): 3 clusters Score: Raw -858779.529185 + Penalty 1770.032562 = -857009.496623 nChanged 176 SP:Iteration 14Q (101.980325 sec): 3 clusters Score: Raw -858866.518505 + Penalty 1770.032562 = -857096.485943 nChanged 160 SP:Iteration 15Q (102.037699 sec): 3 clusters Score: Raw -858933.116027 + Penalty 1770.032562 = -857163.083465 nChanged 136 SP:Iteration 16Q (102.095809 sec): 3 clusters Score: Raw -858979.863241 + Penalty 1770.032562 = -857209.830679 nChanged 111 SP:Iteration 17Q (102.158898 sec): 3 clusters Score: Raw -859016.905632 + Penalty 1770.032562 = -857246.873069 nChanged 100 SP:Iteration 18Q (102.220336 sec): 3 clusters Score: Raw -859048.819899 + Penalty 1770.032562 = -857278.787337 nChanged 93 SP:Iteration 19Q (102.278768 sec): 3 clusters Score: Raw -859078.254395 + Penalty 1770.032562 = -857308.221833 nChanged 89 SP:Iteration 20F (102.342555 sec): 3 clusters Score: Raw -859105.138910 + Penalty 1770.032562 = -857335.106348 nChanged 77 SP:Iteration 21Q (102.401939 sec): 3 clusters Score: Raw -859126.353935 + Penalty 1770.032562 = -857356.321372 nChanged 78 SP:Iteration 22Q (102.464566 sec): 3 clusters Score: Raw -859149.612265 + Penalty 1770.032562 = -857379.579703 nChanged 69 SP:Iteration 23Q (102.524095 sec): 3 clusters Score: Raw -859170.088827 + Penalty 1770.032562 = -857400.056265 nChanged 69 SP:Iteration 24Q (102.580483 sec): 3 clusters Score: Raw -859185.737041 + Penalty 1770.032562 = -857415.704479 nChanged 61 SP:Iteration 25Q (102.642071 sec): 3 clusters Score: Raw -859199.628515 + Penalty 1770.032562 = -857429.595953 nChanged 58 SP:Iteration 26Q (102.712059 sec): 3 clusters Score: Raw -859213.228973 + Penalty 1770.032562 = -857443.196410 nChanged 50 SP:Iteration 27Q (102.769443 sec): 3 clusters Score: Raw -859224.164534 + Penalty 1770.032562 = -857454.131972 nChanged 48 SP:Iteration 28Q (102.830996 sec): 3 clusters Score: Raw -859234.629910 + Penalty 1770.032562 = -857464.597348 nChanged 58 SP:Iteration 29Q (102.891211 sec): 3 clusters Score: Raw -859249.286547 + Penalty 1770.032562 = -857479.253985 nChanged 48 SP:Iteration 30Q (102.948978 sec): 3 clusters Score: Raw -859260.014439 + Penalty 1770.032562 = -857489.981877 nChanged 44 SP:Iteration 31Q (103.006993 sec): 3 clusters Score: Raw -859269.472718 + Penalty 1770.032562 = -857499.440156 nChanged 40 SP:Iteration 32Q (103.056704 sec): 3 clusters Score: Raw -859279.648007 + Penalty 1770.032562 = -857509.615444 nChanged 35 SP:Iteration 33Q (103.113593 sec): 3 clusters Score: Raw -859286.439082 + Penalty 1770.032562 = -857516.406520 nChanged 29 SP:Iteration 34Q (103.183529 sec): 3 clusters Score: Raw -859291.385880 + Penalty 1770.032562 = -857521.353318 nChanged 20 SP:Iteration 35Q (103.230789 sec): 3 clusters Score: Raw -859295.621854 + Penalty 1770.032562 = -857525.589292 nChanged 22 SP:Iteration 36Q (103.302462 sec): 3 clusters Score: Raw -859300.030786 + Penalty 1770.032562 = -857529.998224 nChanged 28 SP:Iteration 37Q (103.347872 sec): 3 clusters Score: Raw -859305.160314 + Penalty 1770.032562 = -857535.127752 nChanged 27 SP:Iteration 38Q (103.415427 sec): 3 clusters Score: Raw -859309.269896 + Penalty 1770.032562 = -857539.237334 nChanged 15 SP:Iteration 39Q (103.474071 sec): 3 clusters Score: Raw -859311.523227 + Penalty 1770.032562 = -857541.490665 nChanged 16 SP:Iteration 40F (103.522310 sec): 3 clusters Score: Raw -859313.884462 + Penalty 1770.032562 = -857543.851899 nChanged 18 SP:Iteration 41Q (103.590507 sec): 3 clusters Score: Raw -859316.380682 + Penalty 1770.032562 = -857546.348120 nChanged 19 SP:Iteration 42Q (103.636623 sec): 3 clusters Score: Raw -859319.774084 + Penalty 1770.032562 = -857549.741522 nChanged 11 SP:Iteration 43Q (103.694921 sec): 3 clusters Score: Raw -859321.400282 + Penalty 1770.032562 = -857551.367720 nChanged 8 SP:Iteration 44Q (103.752661 sec): 3 clusters Score: Raw -859322.460584 + Penalty 1770.032562 = -857552.428022 nChanged 6 SP:Iteration 45Q (103.822585 sec): 3 clusters Score: Raw -859323.413424 + Penalty 1770.032562 = -857553.380862 nChanged 7 SP:Iteration 46Q (103.872593 sec): 3 clusters Score: Raw -859324.370558 + Penalty 1770.032562 = -857554.337995 nChanged 7 SP:Iteration 47Q (103.932789 sec): 3 clusters Score: Raw -859325.119550 + Penalty 1770.032562 = -857555.086988 nChanged 6 SP:Iteration 48Q (103.993951 sec): 3 clusters Score: Raw -859325.613526 + Penalty 1770.032562 = -857555.580963 nChanged 4 SP:Iteration 49Q (104.057079 sec): 3 clusters Score: Raw -859325.992846 + Penalty 1770.032562 = -857555.960284 nChanged 1 SP:Iteration 50Q (104.116484 sec): 3 clusters Score: Raw -859326.005998 + Penalty 1770.032562 = -857555.973436 nChanged 1 SP:Iteration 51Q (104.178541 sec): 3 clusters Score: Raw -859326.060233 + Penalty 1770.032562 = -857556.027671 nChanged 1 SP:Iteration 52Q (104.238562 sec): 3 clusters Score: Raw -859326.099355 + Penalty 1770.032562 = -857556.066793 nChanged 0 SP:Iteration 53F (104.301444 sec): 3 clusters Score: Raw -859326.099355 + Penalty 1770.032562 = -857556.066793 nChanged 0 Trying to split cluster 7 (1934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.328231 sec): 2 clusters Score: Raw -153514.400849 + Penalty 718.897839 = -152795.503009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.380808 sec): 3 clusters Score: Raw -152588.189050 + Penalty 1437.795678 = -151150.393371 nChanged 760 SP:Iteration 1F (104.431182 sec): 3 clusters Score: Raw -153044.681551 + Penalty 1437.795678 = -151606.885872 nChanged 133 SP:Iteration 2F (104.476930 sec): 3 clusters Score: Raw -153117.732874 + Penalty 1437.795678 = -151679.937195 nChanged 81 SP:Iteration 3Q (104.525061 sec): 3 clusters Score: Raw -153164.606657 + Penalty 1437.795678 = -151726.810979 nChanged 72 SP:Iteration 4Q (104.572680 sec): 3 clusters Score: Raw -153201.140737 + Penalty 1437.795678 = -151763.345058 nChanged 51 SP:Iteration 5Q (104.624702 sec): 3 clusters Score: Raw -153227.247218 + Penalty 1437.795678 = -151789.451540 nChanged 41 SP:Iteration 6Q (104.682937 sec): 3 clusters Score: Raw -153247.215893 + Penalty 1437.795678 = -151809.420215 nChanged 43 SP:Iteration 7Q (104.720885 sec): 3 clusters Score: Raw -153274.749663 + Penalty 1437.795678 = -151836.953985 nChanged 35 SP:Iteration 8Q (104.776487 sec): 3 clusters Score: Raw -153297.244217 + Penalty 1437.795678 = -151859.448538 nChanged 40 SP:Iteration 9Q (104.823179 sec): 3 clusters Score: Raw -153319.091739 + Penalty 1437.795678 = -151881.296061 nChanged 38 SP:Iteration 10Q (104.863603 sec): 3 clusters Score: Raw -153336.740575 + Penalty 1437.795678 = -151898.944897 nChanged 39 SP:Iteration 11Q (104.914799 sec): 3 clusters Score: Raw -153362.546172 + Penalty 1437.795678 = -151924.750494 nChanged 38 SP:Iteration 12Q (104.975253 sec): 3 clusters Score: Raw -153382.753449 + Penalty 1437.795678 = -151944.957771 nChanged 32 SP:Iteration 13Q (105.027393 sec): 3 clusters Score: Raw -153399.623608 + Penalty 1437.795678 = -151961.827930 nChanged 23 SP:Iteration 14Q (105.073348 sec): 3 clusters Score: Raw -153414.451785 + Penalty 1437.795678 = -151976.656106 nChanged 20 SP:Iteration 15Q (105.114060 sec): 3 clusters Score: Raw -153426.837521 + Penalty 1437.795678 = -151989.041842 nChanged 18 SP:Iteration 16Q (105.170665 sec): 3 clusters Score: Raw -153435.355268 + Penalty 1437.795678 = -151997.559590 nChanged 17 SP:Iteration 17Q (105.211732 sec): 3 clusters Score: Raw -153441.641454 + Penalty 1437.795678 = -152003.845776 nChanged 15 SP:Iteration 18Q (105.264554 sec): 3 clusters Score: Raw -153447.450556 + Penalty 1437.795678 = -152009.654878 nChanged 15 SP:Iteration 19Q (105.313887 sec): 3 clusters Score: Raw -153454.835987 + Penalty 1437.795678 = -152017.040309 nChanged 18 SP:Iteration 20F (105.369715 sec): 3 clusters Score: Raw -153461.978643 + Penalty 1437.795678 = -152024.182965 nChanged 11 SP:Iteration 21Q (105.416652 sec): 3 clusters Score: Raw -153468.584557 + Penalty 1437.795678 = -152030.788879 nChanged 14 SP:Iteration 22Q (105.468720 sec): 3 clusters Score: Raw -153473.740822 + Penalty 1437.795678 = -152035.945144 nChanged 6 SP:Iteration 23Q (105.521934 sec): 3 clusters Score: Raw -153475.930509 + Penalty 1437.795678 = -152038.134831 nChanged 4 SP:Iteration 24Q (105.572010 sec): 3 clusters Score: Raw -153477.299024 + Penalty 1437.795678 = -152039.503345 nChanged 2 SP:Iteration 25Q (105.621480 sec): 3 clusters Score: Raw -153478.133759 + Penalty 1437.795678 = -152040.338081 nChanged 3 SP:Iteration 26Q (105.670081 sec): 3 clusters Score: Raw -153478.697474 + Penalty 1437.795678 = -152040.901795 nChanged 1 SP:Iteration 27Q (105.715909 sec): 3 clusters Score: Raw -153478.849804 + Penalty 1437.795678 = -152041.054125 nChanged 1 SP:Iteration 28Q (105.770172 sec): 3 clusters Score: Raw -153479.147416 + Penalty 1437.795678 = -152041.351738 nChanged 0 SP:Iteration 29F (105.818290 sec): 3 clusters Score: Raw -153479.147416 + Penalty 1437.795678 = -152041.351738 nChanged 0 Trying to split cluster 8 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.850071 sec): 2 clusters Score: Raw -29873.637921 + Penalty 576.939231 = -29296.698691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.885448 sec): 3 clusters Score: Raw -29808.211988 + Penalty 1153.878461 = -28654.333526 nChanged 141 SP:Iteration 1F (105.933921 sec): 3 clusters Score: Raw -30096.349661 + Penalty 1153.878461 = -28942.471199 nChanged 55 SP:Iteration 2F (105.982529 sec): 3 clusters Score: Raw -30238.675058 + Penalty 1153.878461 = -29084.796596 nChanged 37 SP:Iteration 3F (106.030594 sec): 3 clusters Score: Raw -30390.289230 + Penalty 1153.878461 = -29236.410768 nChanged 24 SP:Iteration 4F (106.078963 sec): 3 clusters Score: Raw -30446.442865 + Penalty 1153.878461 = -29292.564404 nChanged 15 SP:Iteration 5Q (106.127003 sec): 3 clusters Score: Raw -30479.236337 + Penalty 1153.878461 = -29325.357876 nChanged 7 SP:Iteration 6Q (106.184285 sec): 3 clusters Score: Raw -30491.372550 + Penalty 1153.878461 = -29337.494089 nChanged 5 SP:Iteration 7Q (106.227587 sec): 3 clusters Score: Raw -30500.659859 + Penalty 1153.878461 = -29346.781397 nChanged 3 SP:Iteration 8Q (106.268308 sec): 3 clusters Score: Raw -30503.414311 + Penalty 1153.878461 = -29349.535849 nChanged 4 SP:Iteration 9Q (106.322318 sec): 3 clusters Score: Raw -30510.970162 + Penalty 1153.878461 = -29357.091701 nChanged 2 SP:Iteration 10Q (106.370508 sec): 3 clusters Score: Raw -30515.228083 + Penalty 1153.878461 = -29361.349621 nChanged 1 SP:Iteration 11Q (106.422392 sec): 3 clusters Score: Raw -30516.522274 + Penalty 1153.878461 = -29362.643812 nChanged 0 SP:Iteration 12F (106.460423 sec): 3 clusters Score: Raw -30516.522274 + Penalty 1153.878461 = -29362.643812 nChanged 0 Score: Raw -15296238.528627 + Penalty 15055.495800 = -15281183.032827 Splitting cluster 8 changes total score from -15276648.578729 to -15281183.032827 So it's getting split into cluster 6. Trying to split cluster 9 (22504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.949280 sec): 2 clusters Score: Raw -1748057.269867 + Penalty 952.037593 = -1747105.232274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.024185 sec): 3 clusters Score: Raw -1733841.104280 + Penalty 1904.075187 = -1731937.029093 nChanged 10557 SP:Iteration 1F (108.101347 sec): 3 clusters Score: Raw -1740002.144580 + Penalty 1904.075187 = -1738098.069393 nChanged 1343 SP:Iteration 2F (108.182201 sec): 3 clusters Score: Raw -1740785.521456 + Penalty 1904.075187 = -1738881.446270 nChanged 1535 SP:Iteration 3F (108.255143 sec): 3 clusters Score: Raw -1741968.771516 + Penalty 1904.075187 = -1740064.696330 nChanged 1691 SP:Iteration 4F (108.328357 sec): 3 clusters Score: Raw -1743649.518583 + Penalty 1904.075187 = -1741745.443397 nChanged 1646 SP:Iteration 5F (108.397362 sec): 3 clusters Score: Raw -1745131.308014 + Penalty 1904.075187 = -1743227.232828 nChanged 1394 SP:Iteration 6F (108.476692 sec): 3 clusters Score: Raw -1746061.439557 + Penalty 1904.075187 = -1744157.364370 nChanged 915 SP:Iteration 7Q (108.560733 sec): 3 clusters Score: Raw -1746511.030287 + Penalty 1904.075187 = -1744606.955101 nChanged 603 SP:Iteration 8Q (108.636699 sec): 3 clusters Score: Raw -1746758.087113 + Penalty 1904.075187 = -1744854.011927 nChanged 477 SP:Iteration 9Q (108.711893 sec): 3 clusters Score: Raw -1746942.766308 + Penalty 1904.075187 = -1745038.691121 nChanged 373 SP:Iteration 10Q (108.786873 sec): 3 clusters Score: Raw -1747086.434871 + Penalty 1904.075187 = -1745182.359685 nChanged 324 SP:Iteration 11Q (108.855899 sec): 3 clusters Score: Raw -1747211.918783 + Penalty 1904.075187 = -1745307.843597 nChanged 307 SP:Iteration 12Q (108.932680 sec): 3 clusters Score: Raw -1747321.499125 + Penalty 1904.075187 = -1745417.423939 nChanged 279 SP:Iteration 13Q (109.001139 sec): 3 clusters Score: Raw -1747416.613622 + Penalty 1904.075187 = -1745512.538435 nChanged 274 SP:Iteration 14Q (109.081437 sec): 3 clusters Score: Raw -1747516.170617 + Penalty 1904.075187 = -1745612.095431 nChanged 293 SP:Iteration 15Q (109.156309 sec): 3 clusters Score: Raw -1747608.427913 + Penalty 1904.075187 = -1745704.352727 nChanged 272 SP:Iteration 16Q (109.230160 sec): 3 clusters Score: Raw -1747679.018494 + Penalty 1904.075187 = -1745774.943308 nChanged 223 SP:Iteration 17Q (109.302473 sec): 3 clusters Score: Raw -1747733.284074 + Penalty 1904.075187 = -1745829.208887 nChanged 217 SP:Iteration 18Q (109.379621 sec): 3 clusters Score: Raw -1747788.611344 + Penalty 1904.075187 = -1745884.536157 nChanged 192 SP:Iteration 19Q (109.447017 sec): 3 clusters Score: Raw -1747832.848957 + Penalty 1904.075187 = -1745928.773771 nChanged 173 SP:Iteration 20F (109.532625 sec): 3 clusters Score: Raw -1747867.682541 + Penalty 1904.075187 = -1745963.607355 nChanged 167 SP:Iteration 21Q (109.609453 sec): 3 clusters Score: Raw -1747897.973099 + Penalty 1904.075187 = -1745993.897912 nChanged 152 SP:Iteration 22Q (109.669758 sec): 3 clusters Score: Raw -1747926.237314 + Penalty 1904.075187 = -1746022.162128 nChanged 165 SP:Iteration 23Q (109.749896 sec): 3 clusters Score: Raw -1747961.162616 + Penalty 1904.075187 = -1746057.087429 nChanged 185 SP:Iteration 24Q (109.827077 sec): 3 clusters Score: Raw -1748000.824837 + Penalty 1904.075187 = -1746096.749650 nChanged 172 SP:Iteration 25Q (109.895758 sec): 3 clusters Score: Raw -1748036.124768 + Penalty 1904.075187 = -1746132.049582 nChanged 146 SP:Iteration 26Q (109.970580 sec): 3 clusters Score: Raw -1748065.447052 + Penalty 1904.075187 = -1746161.371865 nChanged 136 SP:Iteration 27Q (110.041926 sec): 3 clusters Score: Raw -1748090.831482 + Penalty 1904.075187 = -1746186.756295 nChanged 138 SP:Iteration 28Q (110.111258 sec): 3 clusters Score: Raw -1748115.758428 + Penalty 1904.075187 = -1746211.683242 nChanged 128 SP:Iteration 29Q (110.180653 sec): 3 clusters Score: Raw -1748136.264231 + Penalty 1904.075187 = -1746232.189044 nChanged 115 SP:Iteration 30Q (110.247102 sec): 3 clusters Score: Raw -1748153.886666 + Penalty 1904.075187 = -1746249.811480 nChanged 115 SP:Iteration 31Q (110.313833 sec): 3 clusters Score: Raw -1748174.253261 + Penalty 1904.075187 = -1746270.178075 nChanged 140 SP:Iteration 32Q (110.387935 sec): 3 clusters Score: Raw -1748199.309571 + Penalty 1904.075187 = -1746295.234385 nChanged 142 SP:Iteration 33Q (110.467654 sec): 3 clusters Score: Raw -1748224.267002 + Penalty 1904.075187 = -1746320.191815 nChanged 139 SP:Iteration 34Q (110.538315 sec): 3 clusters Score: Raw -1748250.564336 + Penalty 1904.075187 = -1746346.489150 nChanged 143 SP:Iteration 35Q (110.611678 sec): 3 clusters Score: Raw -1748277.519041 + Penalty 1904.075187 = -1746373.443855 nChanged 139 SP:Iteration 36Q (110.684826 sec): 3 clusters Score: Raw -1748304.242810 + Penalty 1904.075187 = -1746400.167624 nChanged 135 SP:Iteration 37Q (110.744824 sec): 3 clusters Score: Raw -1748331.558613 + Penalty 1904.075187 = -1746427.483426 nChanged 127 SP:Iteration 38Q (110.829862 sec): 3 clusters Score: Raw -1748359.455930 + Penalty 1904.075187 = -1746455.380744 nChanged 136 SP:Iteration 39Q (110.904823 sec): 3 clusters Score: Raw -1748385.211437 + Penalty 1904.075187 = -1746481.136250 nChanged 130 SP:Iteration 40F (110.983938 sec): 3 clusters Score: Raw -1748411.109035 + Penalty 1904.075187 = -1746507.033849 nChanged 131 SP:Iteration 41Q (111.057367 sec): 3 clusters Score: Raw -1748434.297164 + Penalty 1904.075187 = -1746530.221977 nChanged 98 SP:Iteration 42Q (111.128578 sec): 3 clusters Score: Raw -1748450.266306 + Penalty 1904.075187 = -1746546.191119 nChanged 89 SP:Iteration 43Q (111.200187 sec): 3 clusters Score: Raw -1748464.717453 + Penalty 1904.075187 = -1746560.642267 nChanged 83 SP:Iteration 44Q (111.267855 sec): 3 clusters Score: Raw -1748478.994247 + Penalty 1904.075187 = -1746574.919060 nChanged 67 SP:Iteration 45Q (111.338435 sec): 3 clusters Score: Raw -1748489.105610 + Penalty 1904.075187 = -1746585.030424 nChanged 64 SP:Iteration 46Q (111.410931 sec): 3 clusters Score: Raw -1748498.209681 + Penalty 1904.075187 = -1746594.134494 nChanged 56 SP:Iteration 47Q (111.483040 sec): 3 clusters Score: Raw -1748506.379818 + Penalty 1904.075187 = -1746602.304631 nChanged 59 SP:Iteration 48Q (111.551316 sec): 3 clusters Score: Raw -1748515.987607 + Penalty 1904.075187 = -1746611.912420 nChanged 57 SP:Iteration 49Q (111.620294 sec): 3 clusters Score: Raw -1748528.389149 + Penalty 1904.075187 = -1746624.313963 nChanged 70 SP:Iteration 50Q (111.695365 sec): 3 clusters Score: Raw -1748541.128404 + Penalty 1904.075187 = -1746637.053217 nChanged 55 SP:Iteration 51Q (111.760076 sec): 3 clusters Score: Raw -1748550.146530 + Penalty 1904.075187 = -1746646.071343 nChanged 47 SP:Iteration 52Q (111.832793 sec): 3 clusters Score: Raw -1748556.518586 + Penalty 1904.075187 = -1746652.443400 nChanged 36 SP:Iteration 53Q (111.896643 sec): 3 clusters Score: Raw -1748561.572629 + Penalty 1904.075187 = -1746657.497443 nChanged 35 SP:Iteration 54Q (111.966605 sec): 3 clusters Score: Raw -1748566.537817 + Penalty 1904.075187 = -1746662.462631 nChanged 33 SP:Iteration 55Q (112.037064 sec): 3 clusters Score: Raw -1748570.456594 + Penalty 1904.075187 = -1746666.381408 nChanged 33 SP:Iteration 56Q (112.118114 sec): 3 clusters Score: Raw -1748573.756911 + Penalty 1904.075187 = -1746669.681725 nChanged 27 SP:Iteration 57Q (112.187072 sec): 3 clusters Score: Raw -1748577.219478 + Penalty 1904.075187 = -1746673.144292 nChanged 31 SP:Iteration 58Q (112.260011 sec): 3 clusters Score: Raw -1748581.671961 + Penalty 1904.075187 = -1746677.596774 nChanged 42 SP:Iteration 59Q (112.331491 sec): 3 clusters Score: Raw -1748587.302842 + Penalty 1904.075187 = -1746683.227655 nChanged 42 SP:Iteration 60F (112.404597 sec): 3 clusters Score: Raw -1748593.972236 + Penalty 1904.075187 = -1746689.897049 nChanged 50 SP:Iteration 61Q (112.473892 sec): 3 clusters Score: Raw -1748601.917154 + Penalty 1904.075187 = -1746697.841968 nChanged 39 SP:Iteration 62Q (112.543278 sec): 3 clusters Score: Raw -1748607.478237 + Penalty 1904.075187 = -1746703.403051 nChanged 39 SP:Iteration 63Q (112.612378 sec): 3 clusters Score: Raw -1748614.036285 + Penalty 1904.075187 = -1746709.961098 nChanged 34 SP:Iteration 64Q (112.679948 sec): 3 clusters Score: Raw -1748619.254553 + Penalty 1904.075187 = -1746715.179367 nChanged 35 SP:Iteration 65Q (112.747732 sec): 3 clusters Score: Raw -1748624.936967 + Penalty 1904.075187 = -1746720.861781 nChanged 31 SP:Iteration 66Q (112.818712 sec): 3 clusters Score: Raw -1748630.433920 + Penalty 1904.075187 = -1746726.358733 nChanged 42 SP:Iteration 67Q (112.886535 sec): 3 clusters Score: Raw -1748637.851766 + Penalty 1904.075187 = -1746733.776580 nChanged 47 SP:Iteration 68Q (112.955361 sec): 3 clusters Score: Raw -1748646.234453 + Penalty 1904.075187 = -1746742.159266 nChanged 37 SP:Iteration 69Q (113.021673 sec): 3 clusters Score: Raw -1748651.730166 + Penalty 1904.075187 = -1746747.654980 nChanged 27 SP:Iteration 70Q (113.096956 sec): 3 clusters Score: Raw -1748656.222029 + Penalty 1904.075187 = -1746752.146843 nChanged 27 SP:Iteration 71Q (113.164171 sec): 3 clusters Score: Raw -1748659.643340 + Penalty 1904.075187 = -1746755.568154 nChanged 22 SP:Iteration 72Q (113.240211 sec): 3 clusters Score: Raw -1748662.749087 + Penalty 1904.075187 = -1746758.673901 nChanged 20 SP:Iteration 73Q (113.313797 sec): 3 clusters Score: Raw -1748666.127040 + Penalty 1904.075187 = -1746762.051853 nChanged 22 SP:Iteration 74Q (113.385437 sec): 3 clusters Score: Raw -1748670.304226 + Penalty 1904.075187 = -1746766.229039 nChanged 24 SP:Iteration 75Q (113.451677 sec): 3 clusters Score: Raw -1748674.018468 + Penalty 1904.075187 = -1746769.943282 nChanged 31 SP:Iteration 76Q (113.534212 sec): 3 clusters Score: Raw -1748679.061346 + Penalty 1904.075187 = -1746774.986159 nChanged 30 SP:Iteration 77Q (113.594755 sec): 3 clusters Score: Raw -1748685.320951 + Penalty 1904.075187 = -1746781.245765 nChanged 36 SP:Iteration 78Q (113.672978 sec): 3 clusters Score: Raw -1748692.930583 + Penalty 1904.075187 = -1746788.855396 nChanged 31 SP:Iteration 79Q (113.744925 sec): 3 clusters Score: Raw -1748700.142083 + Penalty 1904.075187 = -1746796.066897 nChanged 25 SP:Iteration 80F (113.817187 sec): 3 clusters Score: Raw -1748703.865805 + Penalty 1904.075187 = -1746799.790618 nChanged 16 SP:Iteration 81Q (113.887098 sec): 3 clusters Score: Raw -1748706.154120 + Penalty 1904.075187 = -1746802.078933 nChanged 16 SP:Iteration 82Q (113.958555 sec): 3 clusters Score: Raw -1748709.176572 + Penalty 1904.075187 = -1746805.101385 nChanged 24 SP:Iteration 83Q (114.029196 sec): 3 clusters Score: Raw -1748714.580039 + Penalty 1904.075187 = -1746810.504853 nChanged 23 SP:Iteration 84Q (114.100472 sec): 3 clusters Score: Raw -1748718.030333 + Penalty 1904.075187 = -1746813.955146 nChanged 23 SP:Iteration 85Q (114.169817 sec): 3 clusters Score: Raw -1748721.504077 + Penalty 1904.075187 = -1746817.428891 nChanged 15 SP:Iteration 86Q (114.238989 sec): 3 clusters Score: Raw -1748723.714648 + Penalty 1904.075187 = -1746819.639462 nChanged 10 SP:Iteration 87Q (114.311030 sec): 3 clusters Score: Raw -1748724.685793 + Penalty 1904.075187 = -1746820.610607 nChanged 8 SP:Iteration 88Q (114.386261 sec): 3 clusters Score: Raw -1748725.554260 + Penalty 1904.075187 = -1746821.479074 nChanged 7 SP:Iteration 89Q (114.458222 sec): 3 clusters Score: Raw -1748726.521481 + Penalty 1904.075187 = -1746822.446295 nChanged 10 SP:Iteration 90Q (114.514822 sec): 3 clusters Score: Raw -1748727.682702 + Penalty 1904.075187 = -1746823.607516 nChanged 6 SP:Iteration 91Q (114.582262 sec): 3 clusters Score: Raw -1748728.639132 + Penalty 1904.075187 = -1746824.563945 nChanged 8 SP:Iteration 92Q (114.655719 sec): 3 clusters Score: Raw -1748729.568198 + Penalty 1904.075187 = -1746825.493012 nChanged 7 SP:Iteration 93Q (114.718426 sec): 3 clusters Score: Raw -1748730.342714 + Penalty 1904.075187 = -1746826.267527 nChanged 9 SP:Iteration 94Q (114.787918 sec): 3 clusters Score: Raw -1748731.278136 + Penalty 1904.075187 = -1746827.202950 nChanged 7 SP:Iteration 95Q (114.863553 sec): 3 clusters Score: Raw -1748732.032750 + Penalty 1904.075187 = -1746827.957564 nChanged 7 SP:Iteration 96Q (114.938729 sec): 3 clusters Score: Raw -1748732.770420 + Penalty 1904.075187 = -1746828.695233 nChanged 6 SP:Iteration 97Q (115.009096 sec): 3 clusters Score: Raw -1748733.825208 + Penalty 1904.075187 = -1746829.750022 nChanged 6 SP:Iteration 98Q (115.078846 sec): 3 clusters Score: Raw -1748734.582728 + Penalty 1904.075187 = -1746830.507541 nChanged 7 SP:Iteration 99Q (115.146340 sec): 3 clusters Score: Raw -1748735.503837 + Penalty 1904.075187 = -1746831.428651 nChanged 3 SP:Iteration 100F (115.211895 sec): 3 clusters Score: Raw -1748736.089504 + Penalty 1904.075187 = -1746832.014318 nChanged 4 SP:Iteration 101Q (115.290735 sec): 3 clusters Score: Raw -1748736.514658 + Penalty 1904.075187 = -1746832.439472 nChanged 4 SP:Iteration 102Q (115.360648 sec): 3 clusters Score: Raw -1748736.932969 + Penalty 1904.075187 = -1746832.857782 nChanged 0 SP:Iteration 103F (115.426833 sec): 3 clusters Score: Raw -1748736.932969 + Penalty 1904.075187 = -1746832.857782 nChanged 0 Trying to split cluster 13 (1595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.455251 sec): 2 clusters Score: Raw -129144.470213 + Penalty 700.589756 = -128443.880456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.507447 sec): 3 clusters Score: Raw -128417.954449 + Penalty 1401.179513 = -127016.774936 nChanged 600 SP:Iteration 1F (115.570584 sec): 3 clusters Score: Raw -128775.498180 + Penalty 1401.179513 = -127374.318667 nChanged 102 SP:Iteration 2F (115.610371 sec): 3 clusters Score: Raw -128835.061698 + Penalty 1401.179513 = -127433.882186 nChanged 80 SP:Iteration 3F (115.661415 sec): 3 clusters Score: Raw -128890.877254 + Penalty 1401.179513 = -127489.697741 nChanged 75 SP:Iteration 4Q (115.709976 sec): 3 clusters Score: Raw -128940.472083 + Penalty 1401.179513 = -127539.292570 nChanged 51 SP:Iteration 5Q (115.756850 sec): 3 clusters Score: Raw -128975.293945 + Penalty 1401.179513 = -127574.114432 nChanged 47 SP:Iteration 6Q (115.806417 sec): 3 clusters Score: Raw -129010.697010 + Penalty 1401.179513 = -127609.517497 nChanged 38 SP:Iteration 7Q (115.854139 sec): 3 clusters Score: Raw -129033.113233 + Penalty 1401.179513 = -127631.933720 nChanged 28 SP:Iteration 8Q (115.909110 sec): 3 clusters Score: Raw -129049.640276 + Penalty 1401.179513 = -127648.460763 nChanged 24 SP:Iteration 9Q (115.953511 sec): 3 clusters Score: Raw -129067.969585 + Penalty 1401.179513 = -127666.790072 nChanged 27 SP:Iteration 10Q (116.006184 sec): 3 clusters Score: Raw -129089.812161 + Penalty 1401.179513 = -127688.632648 nChanged 27 SP:Iteration 11Q (116.047127 sec): 3 clusters Score: Raw -129109.180095 + Penalty 1401.179513 = -127708.000582 nChanged 27 SP:Iteration 12Q (116.102564 sec): 3 clusters Score: Raw -129127.526816 + Penalty 1401.179513 = -127726.347303 nChanged 17 SP:Iteration 13Q (116.154021 sec): 3 clusters Score: Raw -129139.509543 + Penalty 1401.179513 = -127738.330030 nChanged 19 SP:Iteration 14Q (116.191690 sec): 3 clusters Score: Raw -129149.599210 + Penalty 1401.179513 = -127748.419697 nChanged 13 SP:Iteration 15Q (116.242448 sec): 3 clusters Score: Raw -129160.204286 + Penalty 1401.179513 = -127759.024774 nChanged 13 SP:Iteration 16Q (116.290223 sec): 3 clusters Score: Raw -129166.634426 + Penalty 1401.179513 = -127765.454913 nChanged 9 SP:Iteration 17Q (116.341264 sec): 3 clusters Score: Raw -129172.149947 + Penalty 1401.179513 = -127770.970434 nChanged 10 SP:Iteration 18Q (116.386373 sec): 3 clusters Score: Raw -129178.908248 + Penalty 1401.179513 = -127777.728735 nChanged 8 SP:Iteration 19Q (116.432663 sec): 3 clusters Score: Raw -129186.531271 + Penalty 1401.179513 = -127785.351758 nChanged 12 SP:Iteration 20F (116.477835 sec): 3 clusters Score: Raw -129196.195703 + Penalty 1401.179513 = -127795.016191 nChanged 9 SP:Iteration 21Q (116.529636 sec): 3 clusters Score: Raw -129203.810013 + Penalty 1401.179513 = -127802.630500 nChanged 10 SP:Iteration 22Q (116.580035 sec): 3 clusters Score: Raw -129211.937832 + Penalty 1401.179513 = -127810.758319 nChanged 10 SP:Iteration 23Q (116.627575 sec): 3 clusters Score: Raw -129219.108177 + Penalty 1401.179513 = -127817.928664 nChanged 9 SP:Iteration 24Q (116.670022 sec): 3 clusters Score: Raw -129223.979938 + Penalty 1401.179513 = -127822.800425 nChanged 4 SP:Iteration 25Q (116.723473 sec): 3 clusters Score: Raw -129226.201460 + Penalty 1401.179513 = -127825.021947 nChanged 8 SP:Iteration 26Q (116.767578 sec): 3 clusters Score: Raw -129231.684935 + Penalty 1401.179513 = -127830.505422 nChanged 6 SP:Iteration 27Q (116.810278 sec): 3 clusters Score: Raw -129234.782704 + Penalty 1401.179513 = -127833.603191 nChanged 4 SP:Iteration 28Q (116.870351 sec): 3 clusters Score: Raw -129237.303123 + Penalty 1401.179513 = -127836.123610 nChanged 5 SP:Iteration 29Q (116.923812 sec): 3 clusters Score: Raw -129242.896901 + Penalty 1401.179513 = -127841.717388 nChanged 4 SP:Iteration 30Q (116.972045 sec): 3 clusters Score: Raw -129246.390967 + Penalty 1401.179513 = -127845.211454 nChanged 5 SP:Iteration 31Q (117.014681 sec): 3 clusters Score: Raw -129249.360033 + Penalty 1401.179513 = -127848.180520 nChanged 3 SP:Iteration 32Q (117.077757 sec): 3 clusters Score: Raw -129251.100349 + Penalty 1401.179513 = -127849.920836 nChanged 0 SP:Iteration 33F (117.128505 sec): 3 clusters Score: Raw -129251.100349 + Penalty 1401.179513 = -127849.920836 nChanged 0 Trying to split cluster 14 (47538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.200357 sec): 2 clusters Score: Raw -3802073.769520 + Penalty 1023.082044 = -3801050.687476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.307334 sec): 3 clusters Score: Raw -3771387.999171 + Penalty 2046.164087 = -3769341.835084 nChanged 22561 SP:Iteration 1F (117.413509 sec): 3 clusters Score: Raw -3785638.346520 + Penalty 2046.164087 = -3783592.182432 nChanged 2998 SP:Iteration 2F (117.517574 sec): 3 clusters Score: Raw -3787399.477753 + Penalty 2046.164087 = -3785353.313666 nChanged 3352 SP:Iteration 3F (117.626264 sec): 3 clusters Score: Raw -3789809.954553 + Penalty 2046.164087 = -3787763.790466 nChanged 3603 SP:Iteration 4F (117.719769 sec): 3 clusters Score: Raw -3792819.436589 + Penalty 2046.164087 = -3790773.272502 nChanged 3216 SP:Iteration 5F (117.829444 sec): 3 clusters Score: Raw -3795467.413267 + Penalty 2046.164087 = -3793421.249179 nChanged 2764 SP:Iteration 6F (117.946263 sec): 3 clusters Score: Raw -3797517.105780 + Penalty 2046.164087 = -3795470.941693 nChanged 2330 SP:Iteration 7Q (118.041273 sec): 3 clusters Score: Raw -3799009.232373 + Penalty 2046.164087 = -3796963.068285 nChanged 1850 SP:Iteration 8Q (118.158393 sec): 3 clusters Score: Raw -3799997.363890 + Penalty 2046.164087 = -3797951.199803 nChanged 1492 SP:Iteration 9Q (118.264611 sec): 3 clusters Score: Raw -3800674.336885 + Penalty 2046.164087 = -3798628.172798 nChanged 1211 SP:Iteration 10Q (118.358087 sec): 3 clusters Score: Raw -3801159.266537 + Penalty 2046.164087 = -3799113.102449 nChanged 978 SP:Iteration 11Q (118.469104 sec): 3 clusters Score: Raw -3801472.627077 + Penalty 2046.164087 = -3799426.462989 nChanged 729 SP:Iteration 12Q (118.577394 sec): 3 clusters Score: Raw -3801669.511716 + Penalty 2046.164087 = -3799623.347628 nChanged 573 SP:Iteration 13Q (118.677390 sec): 3 clusters Score: Raw -3801802.574803 + Penalty 2046.164087 = -3799756.410716 nChanged 437 SP:Iteration 14Q (118.781916 sec): 3 clusters Score: Raw -3801885.876523 + Penalty 2046.164087 = -3799839.712435 nChanged 342 SP:Iteration 15Q (118.875695 sec): 3 clusters Score: Raw -3801951.022422 + Penalty 2046.164087 = -3799904.858334 nChanged 302 SP:Iteration 16Q (118.991003 sec): 3 clusters Score: Raw -3801996.445941 + Penalty 2046.164087 = -3799950.281853 nChanged 222 SP:Iteration 17Q (119.083726 sec): 3 clusters Score: Raw -3802019.994925 + Penalty 2046.164087 = -3799973.830838 nChanged 163 SP:Iteration 18Q (119.198947 sec): 3 clusters Score: Raw -3802034.578120 + Penalty 2046.164087 = -3799988.414033 nChanged 144 SP:Iteration 19Q (119.289890 sec): 3 clusters Score: Raw -3802046.599587 + Penalty 2046.164087 = -3800000.435500 nChanged 126 SP:Iteration 20F (119.394548 sec): 3 clusters Score: Raw -3802056.849615 + Penalty 2046.164087 = -3800010.685527 nChanged 107 SP:Iteration 21Q (119.508743 sec): 3 clusters Score: Raw -3802065.621359 + Penalty 2046.164087 = -3800019.457272 nChanged 111 SP:Iteration 22Q (119.601068 sec): 3 clusters Score: Raw -3802076.123054 + Penalty 2046.164087 = -3800029.958967 nChanged 103 SP:Iteration 23Q (119.716807 sec): 3 clusters Score: Raw -3802084.045852 + Penalty 2046.164087 = -3800037.881765 nChanged 86 SP:Iteration 24Q (119.813774 sec): 3 clusters Score: Raw -3802090.540186 + Penalty 2046.164087 = -3800044.376099 nChanged 90 SP:Iteration 25Q (119.918014 sec): 3 clusters Score: Raw -3802097.558999 + Penalty 2046.164087 = -3800051.394911 nChanged 85 SP:Iteration 26Q (120.014090 sec): 3 clusters Score: Raw -3802105.302123 + Penalty 2046.164087 = -3800059.138036 nChanged 97 SP:Iteration 27Q (120.128288 sec): 3 clusters Score: Raw -3802113.522481 + Penalty 2046.164087 = -3800067.358393 nChanged 81 SP:Iteration 28Q (120.223471 sec): 3 clusters Score: Raw -3802119.726958 + Penalty 2046.164087 = -3800073.562871 nChanged 78 SP:Iteration 29Q (120.327577 sec): 3 clusters Score: Raw -3802124.055792 + Penalty 2046.164087 = -3800077.891705 nChanged 64 SP:Iteration 30Q (120.423596 sec): 3 clusters Score: Raw -3802127.453976 + Penalty 2046.164087 = -3800081.289889 nChanged 72 SP:Iteration 31Q (120.527045 sec): 3 clusters Score: Raw -3802131.266379 + Penalty 2046.164087 = -3800085.102291 nChanged 75 SP:Iteration 32Q (120.627615 sec): 3 clusters Score: Raw -3802135.866196 + Penalty 2046.164087 = -3800089.702108 nChanged 72 SP:Iteration 33Q (120.729803 sec): 3 clusters Score: Raw -3802139.884907 + Penalty 2046.164087 = -3800093.720820 nChanged 80 SP:Iteration 34Q (120.819123 sec): 3 clusters Score: Raw -3802145.879048 + Penalty 2046.164087 = -3800099.714961 nChanged 86 SP:Iteration 35Q (120.922301 sec): 3 clusters Score: Raw -3802153.045867 + Penalty 2046.164087 = -3800106.881780 nChanged 103 SP:Iteration 36Q (121.024205 sec): 3 clusters Score: Raw -3802160.684111 + Penalty 2046.164087 = -3800114.520024 nChanged 87 SP:Iteration 37Q (121.139090 sec): 3 clusters Score: Raw -3802166.689876 + Penalty 2046.164087 = -3800120.525788 nChanged 99 SP:Iteration 38Q (121.244100 sec): 3 clusters Score: Raw -3802173.577018 + Penalty 2046.164087 = -3800127.412931 nChanged 95 SP:Iteration 39Q (121.341181 sec): 3 clusters Score: Raw -3802180.992132 + Penalty 2046.164087 = -3800134.828044 nChanged 92 SP:Iteration 40F (121.444764 sec): 3 clusters Score: Raw -3802187.313473 + Penalty 2046.164087 = -3800141.149386 nChanged 99 SP:Iteration 41Q (121.550567 sec): 3 clusters Score: Raw -3802193.812887 + Penalty 2046.164087 = -3800147.648800 nChanged 90 SP:Iteration 42Q (121.653393 sec): 3 clusters Score: Raw -3802200.031692 + Penalty 2046.164087 = -3800153.867604 nChanged 97 SP:Iteration 43Q (121.744386 sec): 3 clusters Score: Raw -3802207.694641 + Penalty 2046.164087 = -3800161.530553 nChanged 108 SP:Iteration 44Q (121.861291 sec): 3 clusters Score: Raw -3802216.086453 + Penalty 2046.164087 = -3800169.922365 nChanged 109 SP:Iteration 45Q (121.950488 sec): 3 clusters Score: Raw -3802224.848574 + Penalty 2046.164087 = -3800178.684487 nChanged 110 SP:Iteration 46Q (122.055300 sec): 3 clusters Score: Raw -3802234.181372 + Penalty 2046.164087 = -3800188.017285 nChanged 111 SP:Iteration 47Q (122.155404 sec): 3 clusters Score: Raw -3802243.252922 + Penalty 2046.164087 = -3800197.088835 nChanged 115 SP:Iteration 48Q (122.259606 sec): 3 clusters Score: Raw -3802253.346915 + Penalty 2046.164087 = -3800207.182827 nChanged 119 SP:Iteration 49Q (122.365728 sec): 3 clusters Score: Raw -3802263.772128 + Penalty 2046.164087 = -3800217.608040 nChanged 110 SP:Iteration 50Q (122.463597 sec): 3 clusters Score: Raw -3802273.545551 + Penalty 2046.164087 = -3800227.381464 nChanged 127 SP:Iteration 51Q (122.555563 sec): 3 clusters Score: Raw -3802285.957620 + Penalty 2046.164087 = -3800239.793532 nChanged 150 SP:Iteration 52Q (122.669312 sec): 3 clusters Score: Raw -3802299.396294 + Penalty 2046.164087 = -3800253.232206 nChanged 151 SP:Iteration 53Q (122.759533 sec): 3 clusters Score: Raw -3802313.009597 + Penalty 2046.164087 = -3800266.845509 nChanged 156 SP:Iteration 54Q (122.875059 sec): 3 clusters Score: Raw -3802328.721709 + Penalty 2046.164087 = -3800282.557621 nChanged 160 SP:Iteration 55Q (122.977329 sec): 3 clusters Score: Raw -3802345.938227 + Penalty 2046.164087 = -3800299.774139 nChanged 157 SP:Iteration 56Q (123.079592 sec): 3 clusters Score: Raw -3802364.256813 + Penalty 2046.164087 = -3800318.092726 nChanged 186 SP:Iteration 57Q (123.177685 sec): 3 clusters Score: Raw -3802388.180045 + Penalty 2046.164087 = -3800342.015957 nChanged 181 SP:Iteration 58Q (123.273800 sec): 3 clusters Score: Raw -3802410.748957 + Penalty 2046.164087 = -3800364.584870 nChanged 184 SP:Iteration 59Q (123.381887 sec): 3 clusters Score: Raw -3802435.121666 + Penalty 2046.164087 = -3800388.957579 nChanged 215 SP:Iteration 60F (123.475699 sec): 3 clusters Score: Raw -3802465.110853 + Penalty 2046.164087 = -3800418.946766 nChanged 200 SP:Iteration 61Q (123.574574 sec): 3 clusters Score: Raw -3802491.052645 + Penalty 2046.164087 = -3800444.888558 nChanged 217 SP:Iteration 62Q (123.675841 sec): 3 clusters Score: Raw -3802520.529281 + Penalty 2046.164087 = -3800474.365194 nChanged 214 SP:Iteration 63Q (123.785699 sec): 3 clusters Score: Raw -3802552.469038 + Penalty 2046.164087 = -3800506.304950 nChanged 213 SP:Iteration 64Q (123.884033 sec): 3 clusters Score: Raw -3802584.626020 + Penalty 2046.164087 = -3800538.461933 nChanged 231 SP:Iteration 65Q (123.990737 sec): 3 clusters Score: Raw -3802615.371825 + Penalty 2046.164087 = -3800569.207738 nChanged 191 SP:Iteration 66Q (124.087808 sec): 3 clusters Score: Raw -3802640.266921 + Penalty 2046.164087 = -3800594.102833 nChanged 190 SP:Iteration 67Q (124.192386 sec): 3 clusters Score: Raw -3802665.234891 + Penalty 2046.164087 = -3800619.070804 nChanged 192 SP:Iteration 68Q (124.279487 sec): 3 clusters Score: Raw -3802684.555698 + Penalty 2046.164087 = -3800638.391610 nChanged 168 SP:Iteration 69Q (124.386239 sec): 3 clusters Score: Raw -3802701.103827 + Penalty 2046.164087 = -3800654.939739 nChanged 152 SP:Iteration 70Q (124.480195 sec): 3 clusters Score: Raw -3802715.601768 + Penalty 2046.164087 = -3800669.437681 nChanged 155 SP:Iteration 71Q (124.589975 sec): 3 clusters Score: Raw -3802732.085221 + Penalty 2046.164087 = -3800685.921133 nChanged 155 SP:Iteration 72Q (124.697378 sec): 3 clusters Score: Raw -3802747.394566 + Penalty 2046.164087 = -3800701.230479 nChanged 141 SP:Iteration 73Q (124.811811 sec): 3 clusters Score: Raw -3802759.954149 + Penalty 2046.164087 = -3800713.790062 nChanged 146 SP:Iteration 74Q (124.902744 sec): 3 clusters Score: Raw -3802773.058643 + Penalty 2046.164087 = -3800726.894556 nChanged 118 SP:Iteration 75Q (125.012059 sec): 3 clusters Score: Raw -3802783.095508 + Penalty 2046.164087 = -3800736.931421 nChanged 125 SP:Iteration 76Q (125.110865 sec): 3 clusters Score: Raw -3802793.787556 + Penalty 2046.164087 = -3800747.623469 nChanged 119 SP:Iteration 77Q (125.211828 sec): 3 clusters Score: Raw -3802803.219005 + Penalty 2046.164087 = -3800757.054918 nChanged 112 SP:Iteration 78Q (125.310378 sec): 3 clusters Score: Raw -3802812.937322 + Penalty 2046.164087 = -3800766.773234 nChanged 110 SP:Iteration 79Q (125.411982 sec): 3 clusters Score: Raw -3802822.358170 + Penalty 2046.164087 = -3800776.194083 nChanged 104 SP:Iteration 80F (125.522102 sec): 3 clusters Score: Raw -3802830.448753 + Penalty 2046.164087 = -3800784.284666 nChanged 99 SP:Iteration 81Q (125.611751 sec): 3 clusters Score: Raw -3802839.419215 + Penalty 2046.164087 = -3800793.255128 nChanged 106 SP:Iteration 82Q (125.715298 sec): 3 clusters Score: Raw -3802850.420323 + Penalty 2046.164087 = -3800804.256235 nChanged 113 SP:Iteration 83Q (125.814987 sec): 3 clusters Score: Raw -3802861.726714 + Penalty 2046.164087 = -3800815.562626 nChanged 101 SP:Iteration 84Q (125.930595 sec): 3 clusters Score: Raw -3802871.958293 + Penalty 2046.164087 = -3800825.794206 nChanged 107 SP:Iteration 85Q (126.034450 sec): 3 clusters Score: Raw -3802882.834228 + Penalty 2046.164087 = -3800836.670141 nChanged 113 SP:Iteration 86Q (126.134143 sec): 3 clusters Score: Raw -3802893.752318 + Penalty 2046.164087 = -3800847.588231 nChanged 128 SP:Iteration 87Q (126.241506 sec): 3 clusters Score: Raw -3802908.989161 + Penalty 2046.164087 = -3800862.825074 nChanged 149 SP:Iteration 88Q (126.340727 sec): 3 clusters Score: Raw -3802930.143206 + Penalty 2046.164087 = -3800883.979118 nChanged 162 SP:Iteration 89Q (126.440720 sec): 3 clusters Score: Raw -3802954.898049 + Penalty 2046.164087 = -3800908.733962 nChanged 173 SP:Iteration 90Q (126.540698 sec): 3 clusters Score: Raw -3802983.194185 + Penalty 2046.164087 = -3800937.030097 nChanged 191 SP:Iteration 91Q (126.636562 sec): 3 clusters Score: Raw -3803026.226563 + Penalty 2046.164087 = -3800980.062476 nChanged 208 SP:Iteration 92Q (126.742270 sec): 3 clusters Score: Raw -3803084.424738 + Penalty 2046.164087 = -3801038.260651 nChanged 258 SP:Iteration 93Q (126.845199 sec): 3 clusters Score: Raw -3803175.997784 + Penalty 2046.164087 = -3801129.833696 nChanged 280 SP:Iteration 94Q (126.932279 sec): 3 clusters Score: Raw -3803297.953886 + Penalty 2046.164087 = -3801251.789799 nChanged 308 SP:Iteration 95Q (127.046699 sec): 3 clusters Score: Raw -3803450.812511 + Penalty 2046.164087 = -3801404.648424 nChanged 343 SP:Iteration 96Q (127.145639 sec): 3 clusters Score: Raw -3803627.747840 + Penalty 2046.164087 = -3801581.583753 nChanged 334 SP:Iteration 97Q (127.240766 sec): 3 clusters Score: Raw -3803785.322434 + Penalty 2046.164087 = -3801739.158346 nChanged 317 SP:Iteration 98Q (127.342829 sec): 3 clusters Score: Raw -3803914.691626 + Penalty 2046.164087 = -3801868.527539 nChanged 293 SP:Iteration 99Q (127.442644 sec): 3 clusters Score: Raw -3804024.396446 + Penalty 2046.164087 = -3801978.232359 nChanged 278 SP:Iteration 100F (127.551124 sec): 3 clusters Score: Raw -3804114.113642 + Penalty 2046.164087 = -3802067.949555 nChanged 230 SP:Iteration 101Q (127.646692 sec): 3 clusters Score: Raw -3804182.624975 + Penalty 2046.164087 = -3802136.460888 nChanged 213 SP:Iteration 102Q (127.734611 sec): 3 clusters Score: Raw -3804241.430469 + Penalty 2046.164087 = -3802195.266381 nChanged 194 SP:Iteration 103Q (127.846643 sec): 3 clusters Score: Raw -3804284.977230 + Penalty 2046.164087 = -3802238.813143 nChanged 165 SP:Iteration 104Q (127.946282 sec): 3 clusters Score: Raw -3804314.639494 + Penalty 2046.164087 = -3802268.475407 nChanged 149 SP:Iteration 105Q (128.042781 sec): 3 clusters Score: Raw -3804336.829372 + Penalty 2046.164087 = -3802290.665284 nChanged 127 SP:Iteration 106Q (128.138621 sec): 3 clusters Score: Raw -3804351.302229 + Penalty 2046.164087 = -3802305.138142 nChanged 115 SP:Iteration 107Q (128.246580 sec): 3 clusters Score: Raw -3804363.672972 + Penalty 2046.164087 = -3802317.508884 nChanged 110 SP:Iteration 108Q (128.343711 sec): 3 clusters Score: Raw -3804376.406043 + Penalty 2046.164087 = -3802330.241956 nChanged 100 SP:Iteration 109Q (128.438632 sec): 3 clusters Score: Raw -3804387.543535 + Penalty 2046.164087 = -3802341.379448 nChanged 90 SP:Iteration 110Q (128.524729 sec): 3 clusters Score: Raw -3804397.119923 + Penalty 2046.164087 = -3802350.955835 nChanged 89 SP:Iteration 111Q (128.631425 sec): 3 clusters Score: Raw -3804406.287857 + Penalty 2046.164087 = -3802360.123770 nChanged 70 SP:Iteration 112Q (128.728154 sec): 3 clusters Score: Raw -3804412.385129 + Penalty 2046.164087 = -3802366.221041 nChanged 52 SP:Iteration 113Q (128.815189 sec): 3 clusters Score: Raw -3804416.239957 + Penalty 2046.164087 = -3802370.075869 nChanged 44 SP:Iteration 114Q (128.925327 sec): 3 clusters Score: Raw -3804418.441812 + Penalty 2046.164087 = -3802372.277724 nChanged 28 SP:Iteration 115Q (129.020390 sec): 3 clusters Score: Raw -3804419.677912 + Penalty 2046.164087 = -3802373.513825 nChanged 17 SP:Iteration 116Q (129.116353 sec): 3 clusters Score: Raw -3804420.341810 + Penalty 2046.164087 = -3802374.177723 nChanged 10 SP:Iteration 117Q (129.214252 sec): 3 clusters Score: Raw -3804420.642130 + Penalty 2046.164087 = -3802374.478043 nChanged 13 SP:Iteration 118Q (129.313027 sec): 3 clusters Score: Raw -3804421.067791 + Penalty 2046.164087 = -3802374.903703 nChanged 13 SP:Iteration 119Q (129.412201 sec): 3 clusters Score: Raw -3804421.563972 + Penalty 2046.164087 = -3802375.399885 nChanged 11 SP:Iteration 120F (129.518109 sec): 3 clusters Score: Raw -3804421.926954 + Penalty 2046.164087 = -3802375.762866 nChanged 7 SP:Iteration 121Q (129.609024 sec): 3 clusters Score: Raw -3804422.256937 + Penalty 2046.164087 = -3802376.092849 nChanged 11 SP:Iteration 122Q (129.716397 sec): 3 clusters Score: Raw -3804422.813150 + Penalty 2046.164087 = -3802376.649063 nChanged 11 SP:Iteration 123Q (129.816666 sec): 3 clusters Score: Raw -3804423.036125 + Penalty 2046.164087 = -3802376.872038 nChanged 6 SP:Iteration 124Q (129.900029 sec): 3 clusters Score: Raw -3804423.159796 + Penalty 2046.164087 = -3802376.995708 nChanged 2 SP:Iteration 125Q (129.998088 sec): 3 clusters Score: Raw -3804423.226578 + Penalty 2046.164087 = -3802377.062491 nChanged 3 SP:Iteration 126Q (130.103674 sec): 3 clusters Score: Raw -3804423.378481 + Penalty 2046.164087 = -3802377.214393 nChanged 7 SP:Iteration 127Q (130.201635 sec): 3 clusters Score: Raw -3804423.547298 + Penalty 2046.164087 = -3802377.383210 nChanged 4 SP:Iteration 128Q (130.298656 sec): 3 clusters Score: Raw -3804423.662878 + Penalty 2046.164087 = -3802377.498790 nChanged 1 SP:Iteration 129Q (130.397807 sec): 3 clusters Score: Raw -3804423.672814 + Penalty 2046.164087 = -3802377.508727 nChanged 0 SP:Iteration 130F (130.490018 sec): 3 clusters Score: Raw -3804423.672814 + Penalty 2046.164087 = -3802377.508727 nChanged 0 Score: Raw -15298588.431921 + Penalty 16213.610862 = -15282374.821059 Splitting cluster 14 changes total score from -15276648.578729 to -15282374.821059 So it's getting split into cluster 10. Trying to split cluster 16 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.128699 sec): 2 clusters Score: Raw -68833.009342 + Penalty 644.738110 = -68188.271231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.176354 sec): 3 clusters Score: Raw -68512.855522 + Penalty 1289.476221 = -67223.379301 nChanged 274 SP:Iteration 1F (132.213825 sec): 3 clusters Score: Raw -68715.179347 + Penalty 1289.476221 = -67425.703127 nChanged 63 SP:Iteration 2F (132.264698 sec): 3 clusters Score: Raw -68764.530543 + Penalty 1289.476221 = -67475.054322 nChanged 29 SP:Iteration 3Q (132.305791 sec): 3 clusters Score: Raw -68791.048647 + Penalty 1289.476221 = -67501.572426 nChanged 25 SP:Iteration 4Q (132.359702 sec): 3 clusters Score: Raw -68812.450184 + Penalty 1289.476221 = -67522.973964 nChanged 30 SP:Iteration 5Q (132.391868 sec): 3 clusters Score: Raw -68839.372035 + Penalty 1289.476221 = -67549.895814 nChanged 20 SP:Iteration 6Q (132.439827 sec): 3 clusters Score: Raw -68861.403781 + Penalty 1289.476221 = -67571.927560 nChanged 29 SP:Iteration 7Q (132.481793 sec): 3 clusters Score: Raw -68889.631161 + Penalty 1289.476221 = -67600.154941 nChanged 22 SP:Iteration 8Q (132.535014 sec): 3 clusters Score: Raw -68908.560900 + Penalty 1289.476221 = -67619.084679 nChanged 19 SP:Iteration 9Q (132.576006 sec): 3 clusters Score: Raw -68922.053436 + Penalty 1289.476221 = -67632.577215 nChanged 16 SP:Iteration 10Q (132.618454 sec): 3 clusters Score: Raw -68931.743783 + Penalty 1289.476221 = -67642.267562 nChanged 12 SP:Iteration 11Q (132.677899 sec): 3 clusters Score: Raw -68942.205690 + Penalty 1289.476221 = -67652.729470 nChanged 9 SP:Iteration 12Q (132.714872 sec): 3 clusters Score: Raw -68950.451340 + Penalty 1289.476221 = -67660.975119 nChanged 12 SP:Iteration 13Q (132.777306 sec): 3 clusters Score: Raw -68966.358510 + Penalty 1289.476221 = -67676.882289 nChanged 10 SP:Iteration 14Q (132.821096 sec): 3 clusters Score: Raw -68980.845102 + Penalty 1289.476221 = -67691.368881 nChanged 11 SP:Iteration 15Q (132.868702 sec): 3 clusters Score: Raw -68995.165210 + Penalty 1289.476221 = -67705.688989 nChanged 10 SP:Iteration 16Q (132.927977 sec): 3 clusters Score: Raw -69012.061432 + Penalty 1289.476221 = -67722.585211 nChanged 12 SP:Iteration 17Q (132.975260 sec): 3 clusters Score: Raw -69036.773544 + Penalty 1289.476221 = -67747.297323 nChanged 11 SP:Iteration 18Q (133.011826 sec): 3 clusters Score: Raw -69052.734533 + Penalty 1289.476221 = -67763.258313 nChanged 14 SP:Iteration 19Q (133.051742 sec): 3 clusters Score: Raw -69075.414083 + Penalty 1289.476221 = -67785.937862 nChanged 12 SP:Iteration 20F (133.098223 sec): 3 clusters Score: Raw -69087.960347 + Penalty 1289.476221 = -67798.484127 nChanged 5 SP:Iteration 21Q (133.148093 sec): 3 clusters Score: Raw -69092.094596 + Penalty 1289.476221 = -67802.618375 nChanged 6 SP:Iteration 22Q (133.206262 sec): 3 clusters Score: Raw -69095.976378 + Penalty 1289.476221 = -67806.500157 nChanged 1 SP:Iteration 23Q (133.252446 sec): 3 clusters Score: Raw -69097.072340 + Penalty 1289.476221 = -67807.596119 nChanged 0 SP:Iteration 24F (133.300560 sec): 3 clusters Score: Raw -69097.072340 + Penalty 1289.476221 = -67807.596119 nChanged 0 Trying to split cluster 19 (6950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.332613 sec): 2 clusters Score: Raw -535287.700573 + Penalty 840.417209 = -534447.283364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.377230 sec): 3 clusters Score: Raw -531286.792105 + Penalty 1680.834418 = -529605.957687 nChanged 3089 SP:Iteration 1F (133.442975 sec): 3 clusters Score: Raw -533798.955031 + Penalty 1680.834418 = -532118.120613 nChanged 806 SP:Iteration 2F (133.488273 sec): 3 clusters Score: Raw -534769.554373 + Penalty 1680.834418 = -533088.719955 nChanged 780 SP:Iteration 3F (133.551232 sec): 3 clusters Score: Raw -535556.348832 + Penalty 1680.834418 = -533875.514414 nChanged 564 SP:Iteration 4F (133.615226 sec): 3 clusters Score: Raw -536032.535402 + Penalty 1680.834418 = -534351.700983 nChanged 315 SP:Iteration 5Q (133.672435 sec): 3 clusters Score: Raw -536214.937195 + Penalty 1680.834418 = -534534.102777 nChanged 174 SP:Iteration 6Q (133.730071 sec): 3 clusters Score: Raw -536284.750437 + Penalty 1680.834418 = -534603.916018 nChanged 110 SP:Iteration 7Q (133.773119 sec): 3 clusters Score: Raw -536319.379929 + Penalty 1680.834418 = -534638.545511 nChanged 82 SP:Iteration 8Q (133.829448 sec): 3 clusters Score: Raw -536343.739071 + Penalty 1680.834418 = -534662.904653 nChanged 63 SP:Iteration 9Q (133.884309 sec): 3 clusters Score: Raw -536359.666591 + Penalty 1680.834418 = -534678.832173 nChanged 33 SP:Iteration 10Q (133.942721 sec): 3 clusters Score: Raw -536365.060028 + Penalty 1680.834418 = -534684.225610 nChanged 27 SP:Iteration 11Q (134.003271 sec): 3 clusters Score: Raw -536369.403066 + Penalty 1680.834418 = -534688.568647 nChanged 29 SP:Iteration 12Q (134.065911 sec): 3 clusters Score: Raw -536374.444196 + Penalty 1680.834418 = -534693.609778 nChanged 20 SP:Iteration 13Q (134.130441 sec): 3 clusters Score: Raw -536377.765984 + Penalty 1680.834418 = -534696.931566 nChanged 20 SP:Iteration 14Q (134.192105 sec): 3 clusters Score: Raw -536381.139904 + Penalty 1680.834418 = -534700.305485 nChanged 20 SP:Iteration 15Q (134.240239 sec): 3 clusters Score: Raw -536385.453085 + Penalty 1680.834418 = -534704.618667 nChanged 23 SP:Iteration 16Q (134.305674 sec): 3 clusters Score: Raw -536389.175673 + Penalty 1680.834418 = -534708.341255 nChanged 17 SP:Iteration 17Q (134.355123 sec): 3 clusters Score: Raw -536391.381047 + Penalty 1680.834418 = -534710.546629 nChanged 15 SP:Iteration 18Q (134.414982 sec): 3 clusters Score: Raw -536393.353909 + Penalty 1680.834418 = -534712.519490 nChanged 15 SP:Iteration 19Q (134.477409 sec): 3 clusters Score: Raw -536395.690796 + Penalty 1680.834418 = -534714.856378 nChanged 9 SP:Iteration 20F (134.536501 sec): 3 clusters Score: Raw -536397.200544 + Penalty 1680.834418 = -534716.366126 nChanged 9 SP:Iteration 21Q (134.583411 sec): 3 clusters Score: Raw -536398.515987 + Penalty 1680.834418 = -534717.681569 nChanged 9 SP:Iteration 22Q (134.651532 sec): 3 clusters Score: Raw -536400.019536 + Penalty 1680.834418 = -534719.185117 nChanged 9 SP:Iteration 23Q (134.709858 sec): 3 clusters Score: Raw -536401.558527 + Penalty 1680.834418 = -534720.724109 nChanged 9 SP:Iteration 24Q (134.762827 sec): 3 clusters Score: Raw -536403.507793 + Penalty 1680.834418 = -534722.673375 nChanged 7 SP:Iteration 25Q (134.825361 sec): 3 clusters Score: Raw -536404.148282 + Penalty 1680.834418 = -534723.313863 nChanged 6 SP:Iteration 26Q (134.883851 sec): 3 clusters Score: Raw -536404.720765 + Penalty 1680.834418 = -534723.886346 nChanged 3 SP:Iteration 27Q (134.930205 sec): 3 clusters Score: Raw -536404.866423 + Penalty 1680.834418 = -534724.032004 nChanged 1 SP:Iteration 28Q (134.987850 sec): 3 clusters Score: Raw -536404.911205 + Penalty 1680.834418 = -534724.076787 nChanged 1 SP:Iteration 29Q (135.045718 sec): 3 clusters Score: Raw -536404.961703 + Penalty 1680.834418 = -534724.127285 nChanged 1 SP:Iteration 30Q (135.108705 sec): 3 clusters Score: Raw -536405.053816 + Penalty 1680.834418 = -534724.219398 nChanged 2 SP:Iteration 31Q (135.170856 sec): 3 clusters Score: Raw -536405.186778 + Penalty 1680.834418 = -534724.352360 nChanged 5 SP:Iteration 32Q (135.218759 sec): 3 clusters Score: Raw -536405.852533 + Penalty 1680.834418 = -534725.018114 nChanged 4 SP:Iteration 33Q (135.285204 sec): 3 clusters Score: Raw -536406.557032 + Penalty 1680.834418 = -534725.722614 nChanged 5 SP:Iteration 34Q (135.328454 sec): 3 clusters Score: Raw -536407.353807 + Penalty 1680.834418 = -534726.519388 nChanged 7 SP:Iteration 35Q (135.383087 sec): 3 clusters Score: Raw -536409.007885 + Penalty 1680.834418 = -534728.173467 nChanged 9 SP:Iteration 36Q (135.443834 sec): 3 clusters Score: Raw -536410.355092 + Penalty 1680.834418 = -534729.520673 nChanged 6 SP:Iteration 37Q (135.503808 sec): 3 clusters Score: Raw -536411.043213 + Penalty 1680.834418 = -534730.208795 nChanged 6 SP:Iteration 38Q (135.554135 sec): 3 clusters Score: Raw -536411.967695 + Penalty 1680.834418 = -534731.133277 nChanged 11 SP:Iteration 39Q (135.611343 sec): 3 clusters Score: Raw -536413.384733 + Penalty 1680.834418 = -534732.550314 nChanged 9 SP:Iteration 40F (135.668819 sec): 3 clusters Score: Raw -536414.538267 + Penalty 1680.834418 = -534733.703849 nChanged 4 SP:Iteration 41Q (135.730032 sec): 3 clusters Score: Raw -536414.847139 + Penalty 1680.834418 = -534734.012720 nChanged 2 SP:Iteration 42Q (135.777933 sec): 3 clusters Score: Raw -536415.106740 + Penalty 1680.834418 = -534734.272321 nChanged 3 SP:Iteration 43Q (135.836701 sec): 3 clusters Score: Raw -536415.507882 + Penalty 1680.834418 = -534734.673464 nChanged 2 SP:Iteration 44Q (135.898618 sec): 3 clusters Score: Raw -536415.683471 + Penalty 1680.834418 = -534734.849052 nChanged 1 SP:Iteration 45Q (135.943688 sec): 3 clusters Score: Raw -536415.725565 + Penalty 1680.834418 = -534734.891147 nChanged 0 SP:Iteration 46F (136.000851 sec): 3 clusters Score: Raw -536415.725565 + Penalty 1680.834418 = -534734.891147 nChanged 0 Score: Raw -15299716.456913 + Penalty 17371.725923 = -15282344.730990 Splitting cluster 19 changes total score from -15276648.578729 to -15282344.730990 So it's getting split into cluster 11. Iteration 59Q (138.942846 sec): 16 clusters Score: Raw -15300402.074497 + Penalty 17371.725923 = -15283030.348573 nChanged 1445 Iteration 60F (140.575908 sec): 16 clusters Score: Raw -15301236.760527 + Penalty 17371.725923 = -15283865.034604 nChanged 1901 Iteration 61Q (141.420918 sec): 16 clusters Score: Raw -15301743.421355 + Penalty 17371.725923 = -15284371.695432 nChanged 1119 Iteration 62Q (142.265554 sec): 16 clusters Score: Raw -15301939.917497 + Penalty 17371.725923 = -15284568.191574 nChanged 859 Iteration 63Q (143.099499 sec): 16 clusters Score: Raw -15302068.036035 + Penalty 17371.725923 = -15284696.310112 nChanged 742 Iteration 64Q (143.943698 sec): 16 clusters Score: Raw -15302173.072913 + Penalty 17371.725923 = -15284801.346990 nChanged 644 Iteration 65Q (144.801837 sec): 16 clusters Score: Raw -15302261.769513 + Penalty 17371.725923 = -15284890.043589 nChanged 559 Iteration 66Q (145.659259 sec): 16 clusters Score: Raw -15302325.354281 + Penalty 17371.725923 = -15284953.628358 nChanged 482 Iteration 67Q (146.505687 sec): 16 clusters Score: Raw -15302376.692604 + Penalty 17371.725923 = -15285004.966680 nChanged 439 Iteration 68Q (147.385153 sec): 16 clusters Score: Raw -15302417.237338 + Penalty 17371.725923 = -15285045.511415 nChanged 393 Iteration 69Q (148.236003 sec): 16 clusters Score: Raw -15302449.598120 + Penalty 17371.725923 = -15285077.872197 nChanged 338 Iteration 70Q (149.122112 sec): 16 clusters Score: Raw -15302478.238394 + Penalty 17371.725923 = -15285106.512470 nChanged 293 Iteration 71Q (150.005191 sec): 16 clusters Score: Raw -15302501.751267 + Penalty 17371.725923 = -15285130.025344 nChanged 282 Iteration 72Q (150.862435 sec): 16 clusters Score: Raw -15302520.013301 + Penalty 17371.725923 = -15285148.287378 nChanged 225 Iteration 73Q (151.723036 sec): 16 clusters Score: Raw -15302537.860454 + Penalty 17371.725923 = -15285166.134531 nChanged 225 Iteration 74Q (152.568521 sec): 16 clusters Score: Raw -15302556.389944 + Penalty 17371.725923 = -15285184.664021 nChanged 199 Iteration 75Q (153.395502 sec): 16 clusters Score: Raw -15302570.317437 + Penalty 17371.725923 = -15285198.591514 nChanged 155 Iteration 76Q (154.237237 sec): 16 clusters Score: Raw -15302582.790762 + Penalty 17371.725923 = -15285211.064839 nChanged 138 Iteration 77Q (155.066341 sec): 16 clusters Score: Raw -15302594.737295 + Penalty 17371.725923 = -15285223.011371 nChanged 142 Iteration 78Q (155.914283 sec): 16 clusters Score: Raw -15302606.659618 + Penalty 17371.725923 = -15285234.933694 nChanged 134 Iteration 79Q (156.751811 sec): 16 clusters Score: Raw -15302619.146532 + Penalty 17371.725923 = -15285247.420609 nChanged 138 Iteration 80F (158.407590 sec): 16 clusters Score: Raw -15302677.551219 + Penalty 17371.725923 = -15285305.825295 nChanged 142 Iteration 81Q (159.260851 sec): 16 clusters Score: Raw -15302719.557729 + Penalty 17371.725923 = -15285347.831806 nChanged 152 Iteration 82Q (160.102492 sec): 16 clusters Score: Raw -15302760.152606 + Penalty 17371.725923 = -15285388.426682 nChanged 154 Iteration 83Q (160.930496 sec): 16 clusters Score: Raw -15302786.149515 + Penalty 17371.725923 = -15285414.423592 nChanged 147 Iteration 84Q (161.774196 sec): 16 clusters Score: Raw -15302808.009021 + Penalty 17371.725923 = -15285436.283098 nChanged 149 Iteration 85Q (162.631318 sec): 16 clusters Score: Raw -15302828.654021 + Penalty 17371.725923 = -15285456.928097 nChanged 136 Iteration 86Q (163.484439 sec): 16 clusters Score: Raw -15302848.334702 + Penalty 17371.725923 = -15285476.608779 nChanged 112 Iteration 87Q (164.376201 sec): 16 clusters Score: Raw -15302867.095677 + Penalty 17371.725923 = -15285495.369754 nChanged 112 Iteration 88Q (165.321385 sec): 16 clusters Score: Raw -15302883.672226 + Penalty 17371.725923 = -15285511.946303 nChanged 103 Iteration 89Q (166.222584 sec): 16 clusters Score: Raw -15302897.402914 + Penalty 17371.725923 = -15285525.676991 nChanged 115 Iteration 90Q (167.119942 sec): 16 clusters Score: Raw -15302911.495037 + Penalty 17371.725923 = -15285539.769114 nChanged 107 Iteration 91Q (167.964959 sec): 16 clusters Score: Raw -15302928.640401 + Penalty 17371.725923 = -15285556.914478 nChanged 127 Iteration 92Q (168.829458 sec): 16 clusters Score: Raw -15302944.249482 + Penalty 17371.725923 = -15285572.523559 nChanged 125 Iteration 93Q (169.670921 sec): 16 clusters Score: Raw -15302958.783752 + Penalty 17371.725923 = -15285587.057829 nChanged 105 Iteration 94Q (170.537510 sec): 16 clusters Score: Raw -15302972.595430 + Penalty 17371.725923 = -15285600.869506 nChanged 106 Iteration 95Q (171.370616 sec): 16 clusters Score: Raw -15302981.960218 + Penalty 17371.725923 = -15285610.234295 nChanged 91 Iteration 96Q (172.253954 sec): 16 clusters Score: Raw -15302994.148166 + Penalty 17371.725923 = -15285622.422242 nChanged 78 Iteration 97Q (173.111995 sec): 16 clusters Score: Raw -15303001.241184 + Penalty 17371.725923 = -15285629.515261 nChanged 68 Iteration 98Q (174.038991 sec): 16 clusters Score: Raw -15303008.016577 + Penalty 17371.725923 = -15285636.290654 nChanged 66 Writing temp clu file Because OldScore, -15285629.515261, is greater than current (better) Score,-15285636.290654 Compute initial score before splitting: Score: Raw -15303008.016577 + Penalty 17371.725923 = -15285636.290654 Trying to split cluster 1 (7526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.123225 sec): 2 clusters Score: Raw -556430.373966 + Penalty 847.981302 = -555582.392664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.175632 sec): 3 clusters Score: Raw -552108.357315 + Penalty 1695.962605 = -550412.394711 nChanged 3325 SP:Iteration 1F (174.243454 sec): 3 clusters Score: Raw -554205.334392 + Penalty 1695.962605 = -552509.371787 nChanged 638 SP:Iteration 2F (174.295835 sec): 3 clusters Score: Raw -554680.632052 + Penalty 1695.962605 = -552984.669448 nChanged 609 SP:Iteration 3F (174.354295 sec): 3 clusters Score: Raw -555146.145228 + Penalty 1695.962605 = -553450.182623 nChanged 541 SP:Iteration 4F (174.401862 sec): 3 clusters Score: Raw -555540.710927 + Penalty 1695.962605 = -553844.748323 nChanged 435 SP:Iteration 5F (174.471028 sec): 3 clusters Score: Raw -555801.686428 + Penalty 1695.962605 = -554105.723823 nChanged 377 SP:Iteration 6F (174.525287 sec): 3 clusters Score: Raw -556018.871648 + Penalty 1695.962605 = -554322.909044 nChanged 313 SP:Iteration 7Q (174.584553 sec): 3 clusters Score: Raw -556189.247274 + Penalty 1695.962605 = -554493.284669 nChanged 263 SP:Iteration 8Q (174.646627 sec): 3 clusters Score: Raw -556326.146815 + Penalty 1695.962605 = -554630.184210 nChanged 224 SP:Iteration 9Q (174.703051 sec): 3 clusters Score: Raw -556437.132014 + Penalty 1695.962605 = -554741.169410 nChanged 164 SP:Iteration 10Q (174.762898 sec): 3 clusters Score: Raw -556516.797997 + Penalty 1695.962605 = -554820.835393 nChanged 167 SP:Iteration 11Q (174.808152 sec): 3 clusters Score: Raw -556593.810294 + Penalty 1695.962605 = -554897.847690 nChanged 140 SP:Iteration 12Q (174.873633 sec): 3 clusters Score: Raw -556650.654032 + Penalty 1695.962605 = -554954.691427 nChanged 119 SP:Iteration 13Q (174.933266 sec): 3 clusters Score: Raw -556697.802256 + Penalty 1695.962605 = -555001.839651 nChanged 107 SP:Iteration 14Q (174.989787 sec): 3 clusters Score: Raw -556738.952722 + Penalty 1695.962605 = -555042.990117 nChanged 106 SP:Iteration 15Q (175.048591 sec): 3 clusters Score: Raw -556778.233457 + Penalty 1695.962605 = -555082.270853 nChanged 101 SP:Iteration 16Q (175.103462 sec): 3 clusters Score: Raw -556813.063519 + Penalty 1695.962605 = -555117.100914 nChanged 86 SP:Iteration 17Q (175.160080 sec): 3 clusters Score: Raw -556842.451902 + Penalty 1695.962605 = -555146.489298 nChanged 84 SP:Iteration 18Q (175.213602 sec): 3 clusters Score: Raw -556873.012629 + Penalty 1695.962605 = -555177.050024 nChanged 83 SP:Iteration 19Q (175.258496 sec): 3 clusters Score: Raw -556901.093486 + Penalty 1695.962605 = -555205.130882 nChanged 71 SP:Iteration 20F (175.319610 sec): 3 clusters Score: Raw -556925.224289 + Penalty 1695.962605 = -555229.261685 nChanged 51 SP:Iteration 21Q (175.384026 sec): 3 clusters Score: Raw -556945.166853 + Penalty 1695.962605 = -555249.204249 nChanged 56 SP:Iteration 22Q (175.438969 sec): 3 clusters Score: Raw -556968.308553 + Penalty 1695.962605 = -555272.345948 nChanged 53 SP:Iteration 23Q (175.497910 sec): 3 clusters Score: Raw -556990.084576 + Penalty 1695.962605 = -555294.121972 nChanged 39 SP:Iteration 24Q (175.542552 sec): 3 clusters Score: Raw -557003.764399 + Penalty 1695.962605 = -555307.801795 nChanged 21 SP:Iteration 25Q (175.604240 sec): 3 clusters Score: Raw -557010.588612 + Penalty 1695.962605 = -555314.626008 nChanged 25 SP:Iteration 26Q (175.666035 sec): 3 clusters Score: Raw -557019.452779 + Penalty 1695.962605 = -555323.490174 nChanged 17 SP:Iteration 27Q (175.722541 sec): 3 clusters Score: Raw -557023.895724 + Penalty 1695.962605 = -555327.933119 nChanged 13 SP:Iteration 28Q (175.779552 sec): 3 clusters Score: Raw -557027.265964 + Penalty 1695.962605 = -555331.303359 nChanged 12 SP:Iteration 29Q (175.827804 sec): 3 clusters Score: Raw -557030.452953 + Penalty 1695.962605 = -555334.490348 nChanged 4 SP:Iteration 30Q (175.891660 sec): 3 clusters Score: Raw -557031.562859 + Penalty 1695.962605 = -555335.600255 nChanged 1 SP:Iteration 31Q (175.954892 sec): 3 clusters Score: Raw -557031.714303 + Penalty 1695.962605 = -555335.751699 nChanged 2 SP:Iteration 32Q (176.015298 sec): 3 clusters Score: Raw -557032.163342 + Penalty 1695.962605 = -555336.200737 nChanged 2 SP:Iteration 33Q (176.071007 sec): 3 clusters Score: Raw -557032.760658 + Penalty 1695.962605 = -555336.798054 nChanged 3 SP:Iteration 34Q (176.131399 sec): 3 clusters Score: Raw -557033.664700 + Penalty 1695.962605 = -555337.702095 nChanged 5 SP:Iteration 35Q (176.186577 sec): 3 clusters Score: Raw -557036.540926 + Penalty 1695.962605 = -555340.578322 nChanged 7 SP:Iteration 36Q (176.231646 sec): 3 clusters Score: Raw -557038.684355 + Penalty 1695.962605 = -555342.721751 nChanged 7 SP:Iteration 37Q (176.286413 sec): 3 clusters Score: Raw -557040.714354 + Penalty 1695.962605 = -555344.751749 nChanged 3 SP:Iteration 38Q (176.342008 sec): 3 clusters Score: Raw -557041.222725 + Penalty 1695.962605 = -555345.260121 nChanged 5 SP:Iteration 39Q (176.393494 sec): 3 clusters Score: Raw -557042.486008 + Penalty 1695.962605 = -555346.523404 nChanged 8 SP:Iteration 40F (176.460054 sec): 3 clusters Score: Raw -557044.323218 + Penalty 1695.962605 = -555348.360613 nChanged 8 SP:Iteration 41Q (176.513726 sec): 3 clusters Score: Raw -557046.611768 + Penalty 1695.962605 = -555350.649164 nChanged 6 SP:Iteration 42Q (176.561817 sec): 3 clusters Score: Raw -557049.281863 + Penalty 1695.962605 = -555353.319259 nChanged 10 SP:Iteration 43Q (176.615462 sec): 3 clusters Score: Raw -557051.598990 + Penalty 1695.962605 = -555355.636386 nChanged 5 SP:Iteration 44Q (176.674780 sec): 3 clusters Score: Raw -557053.822791 + Penalty 1695.962605 = -555357.860187 nChanged 8 SP:Iteration 45Q (176.733848 sec): 3 clusters Score: Raw -557055.522919 + Penalty 1695.962605 = -555359.560315 nChanged 4 SP:Iteration 46Q (176.799498 sec): 3 clusters Score: Raw -557056.363293 + Penalty 1695.962605 = -555360.400689 nChanged 3 SP:Iteration 47Q (176.850678 sec): 3 clusters Score: Raw -557057.170202 + Penalty 1695.962605 = -555361.207598 nChanged 7 SP:Iteration 48Q (176.905162 sec): 3 clusters Score: Raw -557058.340564 + Penalty 1695.962605 = -555362.377960 nChanged 2 SP:Iteration 49Q (176.957220 sec): 3 clusters Score: Raw -557058.754788 + Penalty 1695.962605 = -555362.792183 nChanged 1 SP:Iteration 50Q (177.019713 sec): 3 clusters Score: Raw -557058.893572 + Penalty 1695.962605 = -555362.930968 nChanged 0 SP:Iteration 51F (177.081103 sec): 3 clusters Score: Raw -557058.893572 + Penalty 1695.962605 = -555362.930968 nChanged 0 Trying to split cluster 2 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.096601 sec): 2 clusters Score: Raw -36302.410414 + Penalty 587.298066 = -35715.112348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.155577 sec): 3 clusters Score: Raw -36158.632820 + Penalty 1174.596132 = -34984.036688 nChanged 137 SP:Iteration 1F (177.204127 sec): 3 clusters Score: Raw -36303.500038 + Penalty 1174.596132 = -35128.903906 nChanged 37 SP:Iteration 2F (177.250925 sec): 3 clusters Score: Raw -36351.678543 + Penalty 1174.596132 = -35177.082411 nChanged 20 SP:Iteration 3Q (177.304102 sec): 3 clusters Score: Raw -36373.124027 + Penalty 1174.596132 = -35198.527895 nChanged 14 SP:Iteration 4Q (177.340668 sec): 3 clusters Score: Raw -36394.547362 + Penalty 1174.596132 = -35219.951230 nChanged 5 SP:Iteration 5Q (177.389463 sec): 3 clusters Score: Raw -36398.815591 + Penalty 1174.596132 = -35224.219459 nChanged 3 SP:Iteration 6Q (177.439484 sec): 3 clusters Score: Raw -36404.535895 + Penalty 1174.596132 = -35229.939763 nChanged 1 SP:Iteration 7Q (177.492942 sec): 3 clusters Score: Raw -36404.925364 + Penalty 1174.596132 = -35230.329231 nChanged 0 SP:Iteration 8F (177.541690 sec): 3 clusters Score: Raw -36404.925364 + Penalty 1174.596132 = -35230.329231 nChanged 0 Trying to split cluster 3 (17186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.584364 sec): 2 clusters Score: Raw -1410550.293019 + Penalty 926.425786 = -1409623.867233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.653731 sec): 3 clusters Score: Raw -1400020.017145 + Penalty 1852.851572 = -1398167.165573 nChanged 7868 SP:Iteration 1F (177.726477 sec): 3 clusters Score: Raw -1404888.390410 + Penalty 1852.851572 = -1403035.538839 nChanged 1125 SP:Iteration 2F (177.788547 sec): 3 clusters Score: Raw -1405573.536292 + Penalty 1852.851572 = -1403720.684720 nChanged 1134 SP:Iteration 3F (177.857042 sec): 3 clusters Score: Raw -1406363.118981 + Penalty 1852.851572 = -1404510.267409 nChanged 1176 SP:Iteration 4F (177.930834 sec): 3 clusters Score: Raw -1407278.409893 + Penalty 1852.851572 = -1405425.558322 nChanged 1175 SP:Iteration 5F (177.997047 sec): 3 clusters Score: Raw -1408225.582061 + Penalty 1852.851572 = -1406372.730489 nChanged 966 SP:Iteration 6F (178.052635 sec): 3 clusters Score: Raw -1408835.212123 + Penalty 1852.851572 = -1406982.360552 nChanged 668 SP:Iteration 7Q (178.120231 sec): 3 clusters Score: Raw -1409129.829665 + Penalty 1852.851572 = -1407276.978093 nChanged 437 SP:Iteration 8Q (178.201140 sec): 3 clusters Score: Raw -1409273.173660 + Penalty 1852.851572 = -1407420.322088 nChanged 308 SP:Iteration 9Q (178.267621 sec): 3 clusters Score: Raw -1409368.773276 + Penalty 1852.851572 = -1407515.921705 nChanged 280 SP:Iteration 10Q (178.323744 sec): 3 clusters Score: Raw -1409458.061789 + Penalty 1852.851572 = -1407605.210218 nChanged 259 SP:Iteration 11Q (178.404863 sec): 3 clusters Score: Raw -1409539.908797 + Penalty 1852.851572 = -1407687.057225 nChanged 230 SP:Iteration 12Q (178.467900 sec): 3 clusters Score: Raw -1409612.505661 + Penalty 1852.851572 = -1407759.654089 nChanged 243 SP:Iteration 13Q (178.541223 sec): 3 clusters Score: Raw -1409694.388976 + Penalty 1852.851572 = -1407841.537405 nChanged 235 SP:Iteration 14Q (178.607638 sec): 3 clusters Score: Raw -1409773.315200 + Penalty 1852.851572 = -1407920.463628 nChanged 217 SP:Iteration 15Q (178.675697 sec): 3 clusters Score: Raw -1409848.101092 + Penalty 1852.851572 = -1407995.249521 nChanged 241 SP:Iteration 16Q (178.744903 sec): 3 clusters Score: Raw -1409938.874904 + Penalty 1852.851572 = -1408086.023332 nChanged 251 SP:Iteration 17Q (178.809265 sec): 3 clusters Score: Raw -1410042.030862 + Penalty 1852.851572 = -1408189.179290 nChanged 236 SP:Iteration 18Q (178.876855 sec): 3 clusters Score: Raw -1410150.798884 + Penalty 1852.851572 = -1408297.947312 nChanged 249 SP:Iteration 19Q (178.931961 sec): 3 clusters Score: Raw -1410260.554330 + Penalty 1852.851572 = -1408407.702758 nChanged 212 SP:Iteration 20F (179.007287 sec): 3 clusters Score: Raw -1410350.189791 + Penalty 1852.851572 = -1408497.338219 nChanged 225 SP:Iteration 21Q (179.080123 sec): 3 clusters Score: Raw -1410447.582101 + Penalty 1852.851572 = -1408594.730529 nChanged 201 SP:Iteration 22Q (179.147063 sec): 3 clusters Score: Raw -1410535.636981 + Penalty 1852.851572 = -1408682.785410 nChanged 172 SP:Iteration 23Q (179.215925 sec): 3 clusters Score: Raw -1410596.711414 + Penalty 1852.851572 = -1408743.859842 nChanged 145 SP:Iteration 24Q (179.272223 sec): 3 clusters Score: Raw -1410642.292003 + Penalty 1852.851572 = -1408789.440432 nChanged 111 SP:Iteration 25Q (179.349829 sec): 3 clusters Score: Raw -1410673.664530 + Penalty 1852.851572 = -1408820.812959 nChanged 122 SP:Iteration 26Q (179.406998 sec): 3 clusters Score: Raw -1410710.094183 + Penalty 1852.851572 = -1408857.242611 nChanged 107 SP:Iteration 27Q (179.487508 sec): 3 clusters Score: Raw -1410740.311728 + Penalty 1852.851572 = -1408887.460157 nChanged 88 SP:Iteration 28Q (179.553303 sec): 3 clusters Score: Raw -1410760.598102 + Penalty 1852.851572 = -1408907.746530 nChanged 82 SP:Iteration 29Q (179.620638 sec): 3 clusters Score: Raw -1410777.033361 + Penalty 1852.851572 = -1408924.181789 nChanged 75 SP:Iteration 30Q (179.676095 sec): 3 clusters Score: Raw -1410792.173448 + Penalty 1852.851572 = -1408939.321877 nChanged 69 SP:Iteration 31Q (179.755012 sec): 3 clusters Score: Raw -1410806.471493 + Penalty 1852.851572 = -1408953.619921 nChanged 70 SP:Iteration 32Q (179.819192 sec): 3 clusters Score: Raw -1410820.787895 + Penalty 1852.851572 = -1408967.936323 nChanged 64 SP:Iteration 33Q (179.878907 sec): 3 clusters Score: Raw -1410834.456802 + Penalty 1852.851572 = -1408981.605230 nChanged 69 SP:Iteration 34Q (179.945757 sec): 3 clusters Score: Raw -1410851.007807 + Penalty 1852.851572 = -1408998.156235 nChanged 61 SP:Iteration 35Q (180.012587 sec): 3 clusters Score: Raw -1410866.046259 + Penalty 1852.851572 = -1409013.194687 nChanged 55 SP:Iteration 36Q (180.080291 sec): 3 clusters Score: Raw -1410879.643605 + Penalty 1852.851572 = -1409026.792034 nChanged 55 SP:Iteration 37Q (180.154551 sec): 3 clusters Score: Raw -1410893.173129 + Penalty 1852.851572 = -1409040.321557 nChanged 48 SP:Iteration 38Q (180.220635 sec): 3 clusters Score: Raw -1410906.615596 + Penalty 1852.851572 = -1409053.764024 nChanged 55 SP:Iteration 39Q (180.287979 sec): 3 clusters Score: Raw -1410920.387057 + Penalty 1852.851572 = -1409067.535485 nChanged 63 SP:Iteration 40F (180.355291 sec): 3 clusters Score: Raw -1410936.672695 + Penalty 1852.851572 = -1409083.821123 nChanged 54 SP:Iteration 41Q (180.424462 sec): 3 clusters Score: Raw -1410949.099081 + Penalty 1852.851572 = -1409096.247509 nChanged 51 SP:Iteration 42Q (180.490456 sec): 3 clusters Score: Raw -1410958.942570 + Penalty 1852.851572 = -1409106.090998 nChanged 46 SP:Iteration 43Q (180.558070 sec): 3 clusters Score: Raw -1410967.205148 + Penalty 1852.851572 = -1409114.353576 nChanged 40 SP:Iteration 44Q (180.625710 sec): 3 clusters Score: Raw -1410975.224388 + Penalty 1852.851572 = -1409122.372817 nChanged 38 SP:Iteration 45Q (180.693566 sec): 3 clusters Score: Raw -1410984.273224 + Penalty 1852.851572 = -1409131.421652 nChanged 30 SP:Iteration 46Q (180.760166 sec): 3 clusters Score: Raw -1410990.553096 + Penalty 1852.851572 = -1409137.701524 nChanged 38 SP:Iteration 47Q (180.816213 sec): 3 clusters Score: Raw -1411000.541845 + Penalty 1852.851572 = -1409147.690273 nChanged 33 SP:Iteration 48Q (180.894988 sec): 3 clusters Score: Raw -1411009.049664 + Penalty 1852.851572 = -1409156.198093 nChanged 34 SP:Iteration 49Q (180.961771 sec): 3 clusters Score: Raw -1411017.104774 + Penalty 1852.851572 = -1409164.253203 nChanged 28 SP:Iteration 50Q (181.027707 sec): 3 clusters Score: Raw -1411022.224326 + Penalty 1852.851572 = -1409169.372754 nChanged 21 SP:Iteration 51Q (181.081683 sec): 3 clusters Score: Raw -1411026.766903 + Penalty 1852.851572 = -1409173.915331 nChanged 22 SP:Iteration 52Q (181.154463 sec): 3 clusters Score: Raw -1411033.058256 + Penalty 1852.851572 = -1409180.206684 nChanged 23 SP:Iteration 53Q (181.210395 sec): 3 clusters Score: Raw -1411036.817364 + Penalty 1852.851572 = -1409183.965792 nChanged 21 SP:Iteration 54Q (181.281774 sec): 3 clusters Score: Raw -1411041.572472 + Penalty 1852.851572 = -1409188.720900 nChanged 19 SP:Iteration 55Q (181.342612 sec): 3 clusters Score: Raw -1411048.395767 + Penalty 1852.851572 = -1409195.544195 nChanged 7 SP:Iteration 56Q (181.416764 sec): 3 clusters Score: Raw -1411050.237297 + Penalty 1852.851572 = -1409197.385725 nChanged 15 SP:Iteration 57Q (181.483244 sec): 3 clusters Score: Raw -1411053.169032 + Penalty 1852.851572 = -1409200.317460 nChanged 16 SP:Iteration 58Q (181.546749 sec): 3 clusters Score: Raw -1411057.673504 + Penalty 1852.851572 = -1409204.821932 nChanged 22 SP:Iteration 59Q (181.612616 sec): 3 clusters Score: Raw -1411062.420053 + Penalty 1852.851572 = -1409209.568481 nChanged 21 SP:Iteration 60F (181.673967 sec): 3 clusters Score: Raw -1411066.415549 + Penalty 1852.851572 = -1409213.563977 nChanged 14 SP:Iteration 61Q (181.750086 sec): 3 clusters Score: Raw -1411069.147152 + Penalty 1852.851572 = -1409216.295580 nChanged 10 SP:Iteration 62Q (181.816968 sec): 3 clusters Score: Raw -1411070.530459 + Penalty 1852.851572 = -1409217.678887 nChanged 7 SP:Iteration 63Q (181.879419 sec): 3 clusters Score: Raw -1411071.427391 + Penalty 1852.851572 = -1409218.575819 nChanged 5 SP:Iteration 64Q (181.934557 sec): 3 clusters Score: Raw -1411071.833825 + Penalty 1852.851572 = -1409218.982253 nChanged 8 SP:Iteration 65Q (182.000671 sec): 3 clusters Score: Raw -1411073.704829 + Penalty 1852.851572 = -1409220.853257 nChanged 11 SP:Iteration 66Q (182.077905 sec): 3 clusters Score: Raw -1411075.604157 + Penalty 1852.851572 = -1409222.752585 nChanged 3 SP:Iteration 67Q (182.142730 sec): 3 clusters Score: Raw -1411076.112266 + Penalty 1852.851572 = -1409223.260695 nChanged 5 SP:Iteration 68Q (182.197239 sec): 3 clusters Score: Raw -1411076.924201 + Penalty 1852.851572 = -1409224.072629 nChanged 2 SP:Iteration 69Q (182.261714 sec): 3 clusters Score: Raw -1411077.221771 + Penalty 1852.851572 = -1409224.370199 nChanged 4 SP:Iteration 70Q (182.339241 sec): 3 clusters Score: Raw -1411077.800499 + Penalty 1852.851572 = -1409224.948928 nChanged 4 SP:Iteration 71Q (182.404270 sec): 3 clusters Score: Raw -1411078.379805 + Penalty 1852.851572 = -1409225.528233 nChanged 5 SP:Iteration 72Q (182.469017 sec): 3 clusters Score: Raw -1411078.912120 + Penalty 1852.851572 = -1409226.060549 nChanged 3 SP:Iteration 73Q (182.535286 sec): 3 clusters Score: Raw -1411079.508783 + Penalty 1852.851572 = -1409226.657211 nChanged 4 SP:Iteration 74Q (182.589173 sec): 3 clusters Score: Raw -1411079.809190 + Penalty 1852.851572 = -1409226.957619 nChanged 1 SP:Iteration 75Q (182.671187 sec): 3 clusters Score: Raw -1411079.877932 + Penalty 1852.851572 = -1409227.026360 nChanged 0 SP:Iteration 76F (182.742552 sec): 3 clusters Score: Raw -1411079.877932 + Penalty 1852.851572 = -1409227.026360 nChanged 0 Trying to split cluster 4 (9377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (182.778799 sec): 2 clusters Score: Raw -726733.465132 + Penalty 868.871440 = -725864.593691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (182.839737 sec): 3 clusters Score: Raw -721086.721111 + Penalty 1737.742881 = -719348.978230 nChanged 4269 SP:Iteration 1F (182.895520 sec): 3 clusters Score: Raw -723394.330966 + Penalty 1737.742881 = -721656.588086 nChanged 532 SP:Iteration 2F (182.944345 sec): 3 clusters Score: Raw -723599.998613 + Penalty 1737.742881 = -721862.255733 nChanged 473 SP:Iteration 3F (183.001182 sec): 3 clusters Score: Raw -723763.288822 + Penalty 1737.742881 = -722025.545941 nChanged 401 SP:Iteration 4Q (183.069195 sec): 3 clusters Score: Raw -723888.675233 + Penalty 1737.742881 = -722150.932352 nChanged 340 SP:Iteration 5Q (183.127500 sec): 3 clusters Score: Raw -723995.127361 + Penalty 1737.742881 = -722257.384480 nChanged 313 SP:Iteration 6Q (183.173874 sec): 3 clusters Score: Raw -724096.145408 + Penalty 1737.742881 = -722358.402527 nChanged 302 SP:Iteration 7Q (183.240318 sec): 3 clusters Score: Raw -724188.477437 + Penalty 1737.742881 = -722450.734556 nChanged 280 SP:Iteration 8Q (183.299556 sec): 3 clusters Score: Raw -724274.711724 + Penalty 1737.742881 = -722536.968843 nChanged 261 SP:Iteration 9Q (183.357259 sec): 3 clusters Score: Raw -724377.480484 + Penalty 1737.742881 = -722639.737604 nChanged 294 SP:Iteration 10Q (183.406943 sec): 3 clusters Score: Raw -724499.201965 + Penalty 1737.742881 = -722761.459085 nChanged 322 SP:Iteration 11Q (183.472234 sec): 3 clusters Score: Raw -724658.848207 + Penalty 1737.742881 = -722921.105326 nChanged 353 SP:Iteration 12Q (183.535497 sec): 3 clusters Score: Raw -724847.624431 + Penalty 1737.742881 = -723109.881551 nChanged 370 SP:Iteration 13Q (183.593414 sec): 3 clusters Score: Raw -725051.844469 + Penalty 1737.742881 = -723314.101589 nChanged 369 SP:Iteration 14Q (183.646734 sec): 3 clusters Score: Raw -725261.246626 + Penalty 1737.742881 = -723523.503746 nChanged 342 SP:Iteration 15Q (183.706215 sec): 3 clusters Score: Raw -725455.553616 + Penalty 1737.742881 = -723717.810736 nChanged 322 SP:Iteration 16Q (183.764773 sec): 3 clusters Score: Raw -725616.146555 + Penalty 1737.742881 = -723878.403674 nChanged 252 SP:Iteration 17Q (183.829616 sec): 3 clusters Score: Raw -725733.842078 + Penalty 1737.742881 = -723996.099198 nChanged 203 SP:Iteration 18Q (183.894797 sec): 3 clusters Score: Raw -725813.982184 + Penalty 1737.742881 = -724076.239303 nChanged 157 SP:Iteration 19Q (183.955295 sec): 3 clusters Score: Raw -725867.757484 + Penalty 1737.742881 = -724130.014604 nChanged 121 SP:Iteration 20F (184.016389 sec): 3 clusters Score: Raw -725916.288293 + Penalty 1737.742881 = -724178.545412 nChanged 108 SP:Iteration 21Q (184.077097 sec): 3 clusters Score: Raw -725957.372754 + Penalty 1737.742881 = -724219.629874 nChanged 122 SP:Iteration 22Q (184.124732 sec): 3 clusters Score: Raw -725997.311223 + Penalty 1737.742881 = -724259.568343 nChanged 98 SP:Iteration 23Q (184.187231 sec): 3 clusters Score: Raw -726040.126197 + Penalty 1737.742881 = -724302.383316 nChanged 109 SP:Iteration 24Q (184.244427 sec): 3 clusters Score: Raw -726085.731201 + Penalty 1737.742881 = -724347.988320 nChanged 113 SP:Iteration 25Q (184.305096 sec): 3 clusters Score: Raw -726134.752032 + Penalty 1737.742881 = -724397.009152 nChanged 112 SP:Iteration 26Q (184.351670 sec): 3 clusters Score: Raw -726178.988250 + Penalty 1737.742881 = -724441.245369 nChanged 120 SP:Iteration 27Q (184.414675 sec): 3 clusters Score: Raw -726234.723959 + Penalty 1737.742881 = -724496.981079 nChanged 111 SP:Iteration 28Q (184.473328 sec): 3 clusters Score: Raw -726289.887549 + Penalty 1737.742881 = -724552.144669 nChanged 116 SP:Iteration 29Q (184.525756 sec): 3 clusters Score: Raw -726344.609830 + Penalty 1737.742881 = -724606.866949 nChanged 105 SP:Iteration 30Q (184.592577 sec): 3 clusters Score: Raw -726387.262509 + Penalty 1737.742881 = -724649.519629 nChanged 105 SP:Iteration 31Q (184.642000 sec): 3 clusters Score: Raw -726428.212658 + Penalty 1737.742881 = -724690.469777 nChanged 107 SP:Iteration 32Q (184.710426 sec): 3 clusters Score: Raw -726470.789312 + Penalty 1737.742881 = -724733.046431 nChanged 93 SP:Iteration 33Q (184.756848 sec): 3 clusters Score: Raw -726509.931642 + Penalty 1737.742881 = -724772.188762 nChanged 81 SP:Iteration 34Q (184.816368 sec): 3 clusters Score: Raw -726536.863341 + Penalty 1737.742881 = -724799.120461 nChanged 58 SP:Iteration 35Q (184.877076 sec): 3 clusters Score: Raw -726554.241613 + Penalty 1737.742881 = -724816.498732 nChanged 52 SP:Iteration 36Q (184.936062 sec): 3 clusters Score: Raw -726568.989027 + Penalty 1737.742881 = -724831.246146 nChanged 50 SP:Iteration 37Q (184.998487 sec): 3 clusters Score: Raw -726580.218479 + Penalty 1737.742881 = -724842.475599 nChanged 41 SP:Iteration 38Q (185.050026 sec): 3 clusters Score: Raw -726588.336065 + Penalty 1737.742881 = -724850.593184 nChanged 33 SP:Iteration 39Q (185.109933 sec): 3 clusters Score: Raw -726594.019333 + Penalty 1737.742881 = -724856.276452 nChanged 30 SP:Iteration 40F (185.180782 sec): 3 clusters Score: Raw -726600.671695 + Penalty 1737.742881 = -724862.928814 nChanged 19 SP:Iteration 41Q (185.229346 sec): 3 clusters Score: Raw -726604.797904 + Penalty 1737.742881 = -724867.055024 nChanged 17 SP:Iteration 42Q (185.290061 sec): 3 clusters Score: Raw -726608.486234 + Penalty 1737.742881 = -724870.743353 nChanged 23 SP:Iteration 43Q (185.360438 sec): 3 clusters Score: Raw -726613.012961 + Penalty 1737.742881 = -724875.270080 nChanged 20 SP:Iteration 44Q (185.412576 sec): 3 clusters Score: Raw -726616.987744 + Penalty 1737.742881 = -724879.244863 nChanged 25 SP:Iteration 45Q (185.476669 sec): 3 clusters Score: Raw -726621.477685 + Penalty 1737.742881 = -724883.734804 nChanged 25 SP:Iteration 46Q (185.526963 sec): 3 clusters Score: Raw -726627.578826 + Penalty 1737.742881 = -724889.835945 nChanged 33 SP:Iteration 47Q (185.588423 sec): 3 clusters Score: Raw -726634.747857 + Penalty 1737.742881 = -724897.004977 nChanged 30 SP:Iteration 48Q (185.651282 sec): 3 clusters Score: Raw -726641.384418 + Penalty 1737.742881 = -724903.641537 nChanged 29 SP:Iteration 49Q (185.708016 sec): 3 clusters Score: Raw -726646.549700 + Penalty 1737.742881 = -724908.806820 nChanged 22 SP:Iteration 50Q (185.757359 sec): 3 clusters Score: Raw -726650.345771 + Penalty 1737.742881 = -724912.602890 nChanged 20 SP:Iteration 51Q (185.829930 sec): 3 clusters Score: Raw -726654.783925 + Penalty 1737.742881 = -724917.041044 nChanged 21 SP:Iteration 52Q (185.888485 sec): 3 clusters Score: Raw -726659.726988 + Penalty 1737.742881 = -724921.984107 nChanged 26 SP:Iteration 53Q (185.936753 sec): 3 clusters Score: Raw -726665.079562 + Penalty 1737.742881 = -724927.336681 nChanged 25 SP:Iteration 54Q (185.996243 sec): 3 clusters Score: Raw -726670.724193 + Penalty 1737.742881 = -724932.981312 nChanged 24 SP:Iteration 55Q (186.054185 sec): 3 clusters Score: Raw -726674.863087 + Penalty 1737.742881 = -724937.120206 nChanged 19 SP:Iteration 56Q (186.109491 sec): 3 clusters Score: Raw -726678.385157 + Penalty 1737.742881 = -724940.642277 nChanged 18 SP:Iteration 57Q (186.170639 sec): 3 clusters Score: Raw -726681.344902 + Penalty 1737.742881 = -724943.602022 nChanged 11 SP:Iteration 58Q (186.220839 sec): 3 clusters Score: Raw -726683.259049 + Penalty 1737.742881 = -724945.516168 nChanged 14 SP:Iteration 59Q (186.278221 sec): 3 clusters Score: Raw -726686.745620 + Penalty 1737.742881 = -724949.002739 nChanged 19 SP:Iteration 60F (186.345570 sec): 3 clusters Score: Raw -726690.274899 + Penalty 1737.742881 = -724952.532018 nChanged 17 SP:Iteration 61Q (186.393400 sec): 3 clusters Score: Raw -726693.290377 + Penalty 1737.742881 = -724955.547497 nChanged 16 SP:Iteration 62Q (186.450230 sec): 3 clusters Score: Raw -726696.303123 + Penalty 1737.742881 = -724958.560243 nChanged 13 SP:Iteration 63Q (186.515837 sec): 3 clusters Score: Raw -726698.556040 + Penalty 1737.742881 = -724960.813159 nChanged 14 SP:Iteration 64Q (186.560337 sec): 3 clusters Score: Raw -726700.779000 + Penalty 1737.742881 = -724963.036119 nChanged 13 SP:Iteration 65Q (186.620113 sec): 3 clusters Score: Raw -726703.888718 + Penalty 1737.742881 = -724966.145837 nChanged 18 SP:Iteration 66Q (186.680508 sec): 3 clusters Score: Raw -726708.180363 + Penalty 1737.742881 = -724970.437483 nChanged 12 SP:Iteration 67Q (186.739981 sec): 3 clusters Score: Raw -726710.627275 + Penalty 1737.742881 = -724972.884395 nChanged 10 SP:Iteration 68Q (186.795844 sec): 3 clusters Score: Raw -726712.910198 + Penalty 1737.742881 = -724975.167318 nChanged 9 SP:Iteration 69Q (186.842528 sec): 3 clusters Score: Raw -726715.081044 + Penalty 1737.742881 = -724977.338163 nChanged 8 SP:Iteration 70Q (186.905817 sec): 3 clusters Score: Raw -726716.139254 + Penalty 1737.742881 = -724978.396374 nChanged 5 SP:Iteration 71Q (186.965260 sec): 3 clusters Score: Raw -726716.871677 + Penalty 1737.742881 = -724979.128796 nChanged 4 SP:Iteration 72Q (187.027358 sec): 3 clusters Score: Raw -726718.073409 + Penalty 1737.742881 = -724980.330529 nChanged 4 SP:Iteration 73Q (187.080829 sec): 3 clusters Score: Raw -726718.847115 + Penalty 1737.742881 = -724981.104235 nChanged 4 SP:Iteration 74Q (187.142151 sec): 3 clusters Score: Raw -726719.275999 + Penalty 1737.742881 = -724981.533118 nChanged 4 SP:Iteration 75Q (187.191607 sec): 3 clusters Score: Raw -726719.676945 + Penalty 1737.742881 = -724981.934064 nChanged 6 SP:Iteration 76Q (187.259200 sec): 3 clusters Score: Raw -726720.705960 + Penalty 1737.742881 = -724982.963080 nChanged 7 SP:Iteration 77Q (187.307485 sec): 3 clusters Score: Raw -726721.564036 + Penalty 1737.742881 = -724983.821155 nChanged 5 SP:Iteration 78Q (187.371479 sec): 3 clusters Score: Raw -726721.997037 + Penalty 1737.742881 = -724984.254157 nChanged 4 SP:Iteration 79Q (187.434554 sec): 3 clusters Score: Raw -726722.417183 + Penalty 1737.742881 = -724984.674303 nChanged 3 SP:Iteration 80F (187.481291 sec): 3 clusters Score: Raw -726722.651814 + Penalty 1737.742881 = -724984.908933 nChanged 0 Trying to split cluster 5 (79724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.594215 sec): 2 clusters Score: Raw -6375565.711666 + Penalty 1072.200965 = -6374493.510701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.739768 sec): 3 clusters Score: Raw -6323223.902030 + Penalty 2144.401930 = -6321079.500100 nChanged 38545 SP:Iteration 1F (187.880110 sec): 3 clusters Score: Raw -6347217.095202 + Penalty 2144.401930 = -6345072.693271 nChanged 4260 SP:Iteration 2F (188.011771 sec): 3 clusters Score: Raw -6349567.498035 + Penalty 2144.401930 = -6347423.096105 nChanged 4968 SP:Iteration 3F (188.163277 sec): 3 clusters Score: Raw -6352942.799693 + Penalty 2144.401930 = -6350798.397762 nChanged 5530 SP:Iteration 4F (188.309648 sec): 3 clusters Score: Raw -6357027.795233 + Penalty 2144.401930 = -6354883.393302 nChanged 5314 SP:Iteration 5F (188.448231 sec): 3 clusters Score: Raw -6360652.217791 + Penalty 2144.401930 = -6358507.815861 nChanged 4243 SP:Iteration 6F (188.584951 sec): 3 clusters Score: Raw -6362791.953720 + Penalty 2144.401930 = -6360647.551790 nChanged 2795 SP:Iteration 7Q (188.739479 sec): 3 clusters Score: Raw -6363692.854909 + Penalty 2144.401930 = -6361548.452979 nChanged 1655 SP:Iteration 8Q (188.886685 sec): 3 clusters Score: Raw -6364087.817187 + Penalty 2144.401930 = -6361943.415257 nChanged 1181 SP:Iteration 9Q (189.028242 sec): 3 clusters Score: Raw -6364355.932424 + Penalty 2144.401930 = -6362211.530493 nChanged 1013 SP:Iteration 10Q (189.172542 sec): 3 clusters Score: Raw -6364588.359607 + Penalty 2144.401930 = -6362443.957677 nChanged 977 SP:Iteration 11Q (189.312123 sec): 3 clusters Score: Raw -6364820.229545 + Penalty 2144.401930 = -6362675.827614 nChanged 1060 SP:Iteration 12Q (189.450410 sec): 3 clusters Score: Raw -6365113.020317 + Penalty 2144.401930 = -6362968.618387 nChanged 1167 SP:Iteration 13Q (189.589276 sec): 3 clusters Score: Raw -6365474.684742 + Penalty 2144.401930 = -6363330.282812 nChanged 1272 SP:Iteration 14Q (189.731939 sec): 3 clusters Score: Raw -6365927.243470 + Penalty 2144.401930 = -6363782.841540 nChanged 1372 SP:Iteration 15Q (189.869966 sec): 3 clusters Score: Raw -6366491.849925 + Penalty 2144.401930 = -6364347.447995 nChanged 1560 SP:Iteration 16Q (190.006242 sec): 3 clusters Score: Raw -6367187.878733 + Penalty 2144.401930 = -6365043.476803 nChanged 1612 SP:Iteration 17Q (190.155204 sec): 3 clusters Score: Raw -6367988.618729 + Penalty 2144.401930 = -6365844.216799 nChanged 1756 SP:Iteration 18Q (190.294962 sec): 3 clusters Score: Raw -6368957.924279 + Penalty 2144.401930 = -6366813.522349 nChanged 1774 SP:Iteration 19Q (190.431863 sec): 3 clusters Score: Raw -6369997.701826 + Penalty 2144.401930 = -6367853.299896 nChanged 1834 SP:Iteration 20F (190.569810 sec): 3 clusters Score: Raw -6371191.282381 + Penalty 2144.401930 = -6369046.880451 nChanged 1857 SP:Iteration 21Q (190.709713 sec): 3 clusters Score: Raw -6372387.213074 + Penalty 2144.401930 = -6370242.811144 nChanged 1744 SP:Iteration 22Q (190.845793 sec): 3 clusters Score: Raw -6373448.234634 + Penalty 2144.401930 = -6371303.832704 nChanged 1586 SP:Iteration 23Q (190.973122 sec): 3 clusters Score: Raw -6374371.069006 + Penalty 2144.401930 = -6372226.667076 nChanged 1338 SP:Iteration 24Q (191.113045 sec): 3 clusters Score: Raw -6375029.472285 + Penalty 2144.401930 = -6372885.070355 nChanged 1113 SP:Iteration 25Q (191.252005 sec): 3 clusters Score: Raw -6375528.241598 + Penalty 2144.401930 = -6373383.839668 nChanged 948 SP:Iteration 26Q (191.386396 sec): 3 clusters Score: Raw -6375881.065938 + Penalty 2144.401930 = -6373736.664007 nChanged 786 SP:Iteration 27Q (191.536245 sec): 3 clusters Score: Raw -6376126.773718 + Penalty 2144.401930 = -6373982.371788 nChanged 652 SP:Iteration 28Q (191.668512 sec): 3 clusters Score: Raw -6376310.007580 + Penalty 2144.401930 = -6374165.605650 nChanged 575 SP:Iteration 29Q (191.789359 sec): 3 clusters Score: Raw -6376453.076580 + Penalty 2144.401930 = -6374308.674650 nChanged 470 SP:Iteration 30Q (191.929401 sec): 3 clusters Score: Raw -6376548.715233 + Penalty 2144.401930 = -6374404.313303 nChanged 402 SP:Iteration 31Q (192.053986 sec): 3 clusters Score: Raw -6376613.077419 + Penalty 2144.401930 = -6374468.675489 nChanged 320 SP:Iteration 32Q (192.184393 sec): 3 clusters Score: Raw -6376657.803944 + Penalty 2144.401930 = -6374513.402014 nChanged 291 SP:Iteration 33Q (192.312679 sec): 3 clusters Score: Raw -6376696.211736 + Penalty 2144.401930 = -6374551.809806 nChanged 265 SP:Iteration 34Q (192.455486 sec): 3 clusters Score: Raw -6376728.401078 + Penalty 2144.401930 = -6374583.999148 nChanged 258 SP:Iteration 35Q (192.572247 sec): 3 clusters Score: Raw -6376759.253651 + Penalty 2144.401930 = -6374614.851720 nChanged 229 SP:Iteration 36Q (192.703998 sec): 3 clusters Score: Raw -6376786.454633 + Penalty 2144.401930 = -6374642.052703 nChanged 216 SP:Iteration 37Q (192.841035 sec): 3 clusters Score: Raw -6376811.172198 + Penalty 2144.401930 = -6374666.770268 nChanged 209 SP:Iteration 38Q (192.980159 sec): 3 clusters Score: Raw -6376832.367554 + Penalty 2144.401930 = -6374687.965623 nChanged 209 SP:Iteration 39Q (193.103751 sec): 3 clusters Score: Raw -6376851.983184 + Penalty 2144.401930 = -6374707.581253 nChanged 168 SP:Iteration 40F (193.243818 sec): 3 clusters Score: Raw -6376864.859934 + Penalty 2144.401930 = -6374720.458004 nChanged 136 SP:Iteration 41Q (193.376596 sec): 3 clusters Score: Raw -6376874.516119 + Penalty 2144.401930 = -6374730.114189 nChanged 120 SP:Iteration 42Q (193.493709 sec): 3 clusters Score: Raw -6376882.918780 + Penalty 2144.401930 = -6374738.516850 nChanged 112 SP:Iteration 43Q (193.639985 sec): 3 clusters Score: Raw -6376890.937885 + Penalty 2144.401930 = -6374746.535955 nChanged 107 SP:Iteration 44Q (193.769594 sec): 3 clusters Score: Raw -6376898.770318 + Penalty 2144.401930 = -6374754.368387 nChanged 84 SP:Iteration 45Q (193.898710 sec): 3 clusters Score: Raw -6376903.383421 + Penalty 2144.401930 = -6374758.981491 nChanged 86 SP:Iteration 46Q (194.015841 sec): 3 clusters Score: Raw -6376907.943757 + Penalty 2144.401930 = -6374763.541827 nChanged 72 SP:Iteration 47Q (194.158549 sec): 3 clusters Score: Raw -6376911.810629 + Penalty 2144.401930 = -6374767.408698 nChanged 80 SP:Iteration 48Q (194.284339 sec): 3 clusters Score: Raw -6376916.239947 + Penalty 2144.401930 = -6374771.838017 nChanged 82 SP:Iteration 49Q (194.424175 sec): 3 clusters Score: Raw -6376920.940091 + Penalty 2144.401930 = -6374776.538161 nChanged 87 SP:Iteration 50Q (194.554906 sec): 3 clusters Score: Raw -6376926.603808 + Penalty 2144.401930 = -6374782.201878 nChanged 100 SP:Iteration 51Q (194.689466 sec): 3 clusters Score: Raw -6376934.075368 + Penalty 2144.401930 = -6374789.673437 nChanged 99 SP:Iteration 52Q (194.818366 sec): 3 clusters Score: Raw -6376939.459660 + Penalty 2144.401930 = -6374795.057729 nChanged 67 SP:Iteration 53Q (194.947119 sec): 3 clusters Score: Raw -6376942.643225 + Penalty 2144.401930 = -6374798.241295 nChanged 49 SP:Iteration 54Q (195.064070 sec): 3 clusters Score: Raw -6376944.521770 + Penalty 2144.401930 = -6374800.119840 nChanged 50 SP:Iteration 55Q (195.206628 sec): 3 clusters Score: Raw -6376946.739338 + Penalty 2144.401930 = -6374802.337407 nChanged 53 SP:Iteration 56Q (195.336324 sec): 3 clusters Score: Raw -6376949.464275 + Penalty 2144.401930 = -6374805.062345 nChanged 47 SP:Iteration 57Q (195.463343 sec): 3 clusters Score: Raw -6376951.891372 + Penalty 2144.401930 = -6374807.489442 nChanged 38 SP:Iteration 58Q (195.585836 sec): 3 clusters Score: Raw -6376953.368809 + Penalty 2144.401930 = -6374808.966879 nChanged 30 SP:Iteration 59Q (195.729561 sec): 3 clusters Score: Raw -6376954.261020 + Penalty 2144.401930 = -6374809.859090 nChanged 27 SP:Iteration 60F (195.872727 sec): 3 clusters Score: Raw -6376954.937228 + Penalty 2144.401930 = -6374810.535298 nChanged 24 SP:Iteration 61Q (195.994538 sec): 3 clusters Score: Raw -6376955.596263 + Penalty 2144.401930 = -6374811.194333 nChanged 25 SP:Iteration 62Q (196.135473 sec): 3 clusters Score: Raw -6376956.391804 + Penalty 2144.401930 = -6374811.989873 nChanged 20 SP:Iteration 63Q (196.266983 sec): 3 clusters Score: Raw -6376956.827592 + Penalty 2144.401930 = -6374812.425662 nChanged 13 SP:Iteration 64Q (196.401449 sec): 3 clusters Score: Raw -6376957.101929 + Penalty 2144.401930 = -6374812.699999 nChanged 11 SP:Iteration 65Q (196.539610 sec): 3 clusters Score: Raw -6376957.315557 + Penalty 2144.401930 = -6374812.913627 nChanged 10 SP:Iteration 66Q (196.674453 sec): 3 clusters Score: Raw -6376957.579557 + Penalty 2144.401930 = -6374813.177627 nChanged 12 SP:Iteration 67Q (196.810578 sec): 3 clusters Score: Raw -6376957.873949 + Penalty 2144.401930 = -6374813.472019 nChanged 11 SP:Iteration 68Q (196.950586 sec): 3 clusters Score: Raw -6376958.173101 + Penalty 2144.401930 = -6374813.771171 nChanged 9 SP:Iteration 69Q (197.082256 sec): 3 clusters Score: Raw -6376958.350041 + Penalty 2144.401930 = -6374813.948111 nChanged 6 SP:Iteration 70Q (197.213302 sec): 3 clusters Score: Raw -6376958.432144 + Penalty 2144.401930 = -6374814.030214 nChanged 3 SP:Iteration 71Q (197.346299 sec): 3 clusters Score: Raw -6376958.454700 + Penalty 2144.401930 = -6374814.052770 nChanged 4 SP:Iteration 72Q (197.481575 sec): 3 clusters Score: Raw -6376958.563452 + Penalty 2144.401930 = -6374814.161522 nChanged 7 SP:Iteration 73Q (197.611510 sec): 3 clusters Score: Raw -6376958.768441 + Penalty 2144.401930 = -6374814.366511 nChanged 10 SP:Iteration 74Q (197.739283 sec): 3 clusters Score: Raw -6376959.005786 + Penalty 2144.401930 = -6374814.603856 nChanged 9 SP:Iteration 75Q (197.873833 sec): 3 clusters Score: Raw -6376959.197596 + Penalty 2144.401930 = -6374814.795666 nChanged 7 SP:Iteration 76Q (197.999592 sec): 3 clusters Score: Raw -6376959.367665 + Penalty 2144.401930 = -6374814.965734 nChanged 9 SP:Iteration 77Q (198.117461 sec): 3 clusters Score: Raw -6376959.602846 + Penalty 2144.401930 = -6374815.200915 nChanged 7 SP:Iteration 78Q (198.260482 sec): 3 clusters Score: Raw -6376959.819119 + Penalty 2144.401930 = -6374815.417189 nChanged 6 SP:Iteration 79Q (198.390191 sec): 3 clusters Score: Raw -6376959.963700 + Penalty 2144.401930 = -6374815.561770 nChanged 6 SP:Iteration 80F (198.541066 sec): 3 clusters Score: Raw -6376960.090352 + Penalty 2144.401930 = -6374815.688422 nChanged 5 SP:Iteration 81Q (198.657556 sec): 3 clusters Score: Raw -6376960.185149 + Penalty 2144.401930 = -6374815.783219 nChanged 5 SP:Iteration 82Q (198.796903 sec): 3 clusters Score: Raw -6376960.260523 + Penalty 2144.401930 = -6374815.858593 nChanged 3 SP:Iteration 83Q (198.916198 sec): 3 clusters Score: Raw -6376960.301820 + Penalty 2144.401930 = -6374815.899889 nChanged 3 SP:Iteration 84Q (199.036962 sec): 3 clusters Score: Raw -6376960.336745 + Penalty 2144.401930 = -6374815.934815 nChanged 3 SP:Iteration 85Q (199.182631 sec): 3 clusters Score: Raw -6376960.414756 + Penalty 2144.401930 = -6374816.012826 nChanged 4 SP:Iteration 86Q (199.314529 sec): 3 clusters Score: Raw -6376960.458469 + Penalty 2144.401930 = -6374816.056538 nChanged 2 SP:Iteration 87Q (199.435492 sec): 3 clusters Score: Raw -6376960.490394 + Penalty 2144.401930 = -6374816.088464 nChanged 2 SP:Iteration 88Q (199.572156 sec): 3 clusters Score: Raw -6376960.543201 + Penalty 2144.401930 = -6374816.141271 nChanged 2 SP:Iteration 89Q (199.698478 sec): 3 clusters Score: Raw -6376960.645953 + Penalty 2144.401930 = -6374816.244023 nChanged 4 SP:Iteration 90Q (199.827473 sec): 3 clusters Score: Raw -6376960.735268 + Penalty 2144.401930 = -6374816.333337 nChanged 5 SP:Iteration 91Q (199.951678 sec): 3 clusters Score: Raw -6376960.801097 + Penalty 2144.401930 = -6374816.399167 nChanged 3 SP:Iteration 92Q (200.078242 sec): 3 clusters Score: Raw -6376960.832071 + Penalty 2144.401930 = -6374816.430140 nChanged 6 SP:Iteration 93Q (200.211205 sec): 3 clusters Score: Raw -6376960.992956 + Penalty 2144.401930 = -6374816.591026 nChanged 9 SP:Iteration 94Q (200.324376 sec): 3 clusters Score: Raw -6376961.120608 + Penalty 2144.401930 = -6374816.718677 nChanged 3 SP:Iteration 95Q (200.458491 sec): 3 clusters Score: Raw -6376961.187388 + Penalty 2144.401930 = -6374816.785458 nChanged 4 SP:Iteration 96Q (200.595126 sec): 3 clusters Score: Raw -6376961.234280 + Penalty 2144.401930 = -6374816.832349 nChanged 2 SP:Iteration 97Q (200.722978 sec): 3 clusters Score: Raw -6376961.258781 + Penalty 2144.401930 = -6374816.856851 nChanged 4 SP:Iteration 98Q (200.845791 sec): 3 clusters Score: Raw -6376961.292806 + Penalty 2144.401930 = -6374816.890876 nChanged 1 SP:Iteration 99Q (200.966891 sec): 3 clusters Score: Raw -6376961.321703 + Penalty 2144.401930 = -6374816.919773 nChanged 1 SP:Iteration 100F (201.124524 sec): 3 clusters Score: Raw -6376961.346159 + Penalty 2144.401930 = -6374816.944228 nChanged 2 SP:Iteration 101Q (201.248195 sec): 3 clusters Score: Raw -6376961.380421 + Penalty 2144.401930 = -6374816.978491 nChanged 1 SP:Iteration 102Q (201.372552 sec): 3 clusters Score: Raw -6376961.405293 + Penalty 2144.401930 = -6374817.003362 nChanged 1 SP:Iteration 103Q (201.502386 sec): 3 clusters Score: Raw -6376961.413330 + Penalty 2144.401930 = -6374817.011400 nChanged 0 SP:Iteration 104F (201.659880 sec): 3 clusters Score: Raw -6376961.413330 + Penalty 2144.401930 = -6374817.011400 nChanged 0 Score: Raw -15304407.153265 + Penalty 18529.840985 = -15285877.312280 Splitting cluster 5 changes total score from -15285636.290654 to -15285877.312280 So it's getting split into cluster 12. Trying to split cluster 6 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.478968 sec): 2 clusters Score: Raw -11404.350033 + Penalty 492.801652 = -10911.548382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.516245 sec): 3 clusters Score: Raw -11444.657065 + Penalty 985.603303 = -10459.053762 nChanged 49 SP:Iteration 1F (203.577180 sec): 3 clusters Score: Raw -11540.107489 + Penalty 985.603303 = -10554.504186 nChanged 9 SP:Iteration 2F (203.624290 sec): 3 clusters Score: Raw -11557.531695 + Penalty 985.603303 = -10571.928392 nChanged 1 SP:Iteration 3Q (203.668377 sec): 3 clusters Score: Raw -11559.135298 + Penalty 985.603303 = -10573.531995 nChanged 1 SP:Iteration 4Q (203.718767 sec): 3 clusters Score: Raw -11563.865213 + Penalty 985.603303 = -10578.261910 nChanged 1 SP:Iteration 5Q (203.775559 sec): 3 clusters Score: Raw -11586.373298 + Penalty 985.603303 = -10600.769995 nChanged 3 SP:Iteration 6Q (203.823780 sec): 3 clusters Score: Raw -11590.782608 + Penalty 985.603303 = -10605.179305 nChanged 2 SP:Iteration 7Q (203.871797 sec): 3 clusters Score: Raw -11596.717306 + Penalty 985.603303 = -10611.114003 nChanged 2 SP:Iteration 8Q (203.919431 sec): 3 clusters Score: Raw -11601.362030 + Penalty 985.603303 = -10615.758727 nChanged 1 SP:Iteration 9Q (203.970811 sec): 3 clusters Score: Raw -11602.526566 + Penalty 985.603303 = -10616.923263 nChanged 1 SP:Iteration 10Q (204.018644 sec): 3 clusters Score: Raw -11603.867025 + Penalty 985.603303 = -10618.263722 nChanged 0 SP:Iteration 11F (204.061332 sec): 3 clusters Score: Raw -11603.867025 + Penalty 985.603303 = -10618.263722 nChanged 0 Trying to split cluster 7 (1751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (204.086615 sec): 2 clusters Score: Raw -137080.805548 + Penalty 709.454522 = -136371.351026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (204.142155 sec): 3 clusters Score: Raw -136251.639768 + Penalty 1418.909043 = -134832.730725 nChanged 644 SP:Iteration 1F (204.198249 sec): 3 clusters Score: Raw -136643.445852 + Penalty 1418.909043 = -135224.536809 nChanged 140 SP:Iteration 2F (204.253431 sec): 3 clusters Score: Raw -136750.295371 + Penalty 1418.909043 = -135331.386328 nChanged 94 SP:Iteration 3F (204.304635 sec): 3 clusters Score: Raw -136836.227913 + Penalty 1418.909043 = -135417.318870 nChanged 81 SP:Iteration 4Q (204.346359 sec): 3 clusters Score: Raw -136907.173251 + Penalty 1418.909043 = -135488.264208 nChanged 71 SP:Iteration 5Q (204.395749 sec): 3 clusters Score: Raw -136956.070507 + Penalty 1418.909043 = -135537.161464 nChanged 53 SP:Iteration 6Q (204.443964 sec): 3 clusters Score: Raw -137001.264737 + Penalty 1418.909043 = -135582.355694 nChanged 41 SP:Iteration 7Q (204.486004 sec): 3 clusters Score: Raw -137023.315493 + Penalty 1418.909043 = -135604.406450 nChanged 24 SP:Iteration 8Q (204.537579 sec): 3 clusters Score: Raw -137032.066963 + Penalty 1418.909043 = -135613.157920 nChanged 27 SP:Iteration 9Q (204.590420 sec): 3 clusters Score: Raw -137050.599157 + Penalty 1418.909043 = -135631.690114 nChanged 22 SP:Iteration 10Q (204.634442 sec): 3 clusters Score: Raw -137063.629248 + Penalty 1418.909043 = -135644.720204 nChanged 23 SP:Iteration 11Q (204.688836 sec): 3 clusters Score: Raw -137075.562406 + Penalty 1418.909043 = -135656.653363 nChanged 16 SP:Iteration 12Q (204.730710 sec): 3 clusters Score: Raw -137085.850268 + Penalty 1418.909043 = -135666.941224 nChanged 13 SP:Iteration 13Q (204.794285 sec): 3 clusters Score: Raw -137091.326502 + Penalty 1418.909043 = -135672.417459 nChanged 10 SP:Iteration 14Q (204.839405 sec): 3 clusters Score: Raw -137095.784253 + Penalty 1418.909043 = -135676.875210 nChanged 10 SP:Iteration 15Q (204.887876 sec): 3 clusters Score: Raw -137101.383817 + Penalty 1418.909043 = -135682.474774 nChanged 15 SP:Iteration 16Q (204.939449 sec): 3 clusters Score: Raw -137108.802308 + Penalty 1418.909043 = -135689.893265 nChanged 10 SP:Iteration 17Q (204.992754 sec): 3 clusters Score: Raw -137112.521337 + Penalty 1418.909043 = -135693.612293 nChanged 5 SP:Iteration 18Q (205.036516 sec): 3 clusters Score: Raw -137114.033195 + Penalty 1418.909043 = -135695.124152 nChanged 3 SP:Iteration 19Q (205.097281 sec): 3 clusters Score: Raw -137116.092449 + Penalty 1418.909043 = -135697.183406 nChanged 3 SP:Iteration 20F (205.147678 sec): 3 clusters Score: Raw -137117.255026 + Penalty 1418.909043 = -135698.345983 nChanged 2 SP:Iteration 21Q (205.192530 sec): 3 clusters Score: Raw -137117.901159 + Penalty 1418.909043 = -135698.992116 nChanged 2 SP:Iteration 22Q (205.240456 sec): 3 clusters Score: Raw -137118.166197 + Penalty 1418.909043 = -135699.257153 nChanged 0 SP:Iteration 23F (205.289401 sec): 3 clusters Score: Raw -137118.166197 + Penalty 1418.909043 = -135699.257153 nChanged 0 Trying to split cluster 8 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.308849 sec): 2 clusters Score: Raw -25241.779954 + Penalty 554.028835 = -24687.751118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.368311 sec): 3 clusters Score: Raw -25150.163894 + Penalty 1108.057671 = -24042.106223 nChanged 84 SP:Iteration 1F (205.409668 sec): 3 clusters Score: Raw -25254.439186 + Penalty 1108.057671 = -24146.381515 nChanged 22 SP:Iteration 2F (205.462183 sec): 3 clusters Score: Raw -25289.556797 + Penalty 1108.057671 = -24181.499126 nChanged 14 SP:Iteration 3Q (205.505161 sec): 3 clusters Score: Raw -25307.668574 + Penalty 1108.057671 = -24199.610903 nChanged 2 SP:Iteration 4Q (205.556653 sec): 3 clusters Score: Raw -25309.126175 + Penalty 1108.057671 = -24201.068504 nChanged 1 SP:Iteration 5Q (205.612598 sec): 3 clusters Score: Raw -25309.999515 + Penalty 1108.057671 = -24201.941844 nChanged 0 SP:Iteration 6F (205.666239 sec): 3 clusters Score: Raw -25309.999515 + Penalty 1108.057671 = -24201.941844 nChanged 0 Trying to split cluster 9 (23186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.713993 sec): 2 clusters Score: Raw -1805221.465434 + Penalty 954.873873 = -1804266.591561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.791081 sec): 3 clusters Score: Raw -1790775.717865 + Penalty 1909.747746 = -1788865.970119 nChanged 10750 SP:Iteration 1F (205.866766 sec): 3 clusters Score: Raw -1797176.270219 + Penalty 1909.747746 = -1795266.522473 nChanged 1458 SP:Iteration 2F (205.943565 sec): 3 clusters Score: Raw -1798010.422212 + Penalty 1909.747746 = -1796100.674465 nChanged 1626 SP:Iteration 3F (206.019652 sec): 3 clusters Score: Raw -1799148.627580 + Penalty 1909.747746 = -1797238.879834 nChanged 1788 SP:Iteration 4F (206.095638 sec): 3 clusters Score: Raw -1800573.912049 + Penalty 1909.747746 = -1798664.164303 nChanged 1694 SP:Iteration 5F (206.159964 sec): 3 clusters Score: Raw -1802086.072023 + Penalty 1909.747746 = -1800176.324277 nChanged 1430 SP:Iteration 6F (206.244088 sec): 3 clusters Score: Raw -1803425.992881 + Penalty 1909.747746 = -1801516.245135 nChanged 1009 SP:Iteration 7Q (206.322749 sec): 3 clusters Score: Raw -1804240.099474 + Penalty 1909.747746 = -1802330.351728 nChanged 641 SP:Iteration 8Q (206.397943 sec): 3 clusters Score: Raw -1804661.650066 + Penalty 1909.747746 = -1802751.902320 nChanged 412 SP:Iteration 9Q (206.466482 sec): 3 clusters Score: Raw -1804965.443975 + Penalty 1909.747746 = -1803055.696229 nChanged 350 SP:Iteration 10Q (206.540314 sec): 3 clusters Score: Raw -1805206.071792 + Penalty 1909.747746 = -1803296.324046 nChanged 300 SP:Iteration 11Q (206.609772 sec): 3 clusters Score: Raw -1805379.566203 + Penalty 1909.747746 = -1803469.818457 nChanged 257 SP:Iteration 12Q (206.674030 sec): 3 clusters Score: Raw -1805500.817435 + Penalty 1909.747746 = -1803591.069688 nChanged 205 SP:Iteration 13Q (206.759228 sec): 3 clusters Score: Raw -1805592.647881 + Penalty 1909.747746 = -1803682.900135 nChanged 194 SP:Iteration 14Q (206.833140 sec): 3 clusters Score: Raw -1805667.094604 + Penalty 1909.747746 = -1803757.346858 nChanged 145 SP:Iteration 15Q (206.908505 sec): 3 clusters Score: Raw -1805709.320626 + Penalty 1909.747746 = -1803799.572880 nChanged 112 SP:Iteration 16Q (206.982957 sec): 3 clusters Score: Raw -1805731.492797 + Penalty 1909.747746 = -1803821.745051 nChanged 86 SP:Iteration 17Q (207.054709 sec): 3 clusters Score: Raw -1805749.030721 + Penalty 1909.747746 = -1803839.282975 nChanged 71 SP:Iteration 18Q (207.129035 sec): 3 clusters Score: Raw -1805761.081662 + Penalty 1909.747746 = -1803851.333916 nChanged 51 SP:Iteration 19Q (207.201763 sec): 3 clusters Score: Raw -1805768.993186 + Penalty 1909.747746 = -1803859.245440 nChanged 47 SP:Iteration 20F (207.278083 sec): 3 clusters Score: Raw -1805776.544627 + Penalty 1909.747746 = -1803866.796881 nChanged 42 SP:Iteration 21Q (207.349257 sec): 3 clusters Score: Raw -1805782.567710 + Penalty 1909.747746 = -1803872.819964 nChanged 40 SP:Iteration 22Q (207.417850 sec): 3 clusters Score: Raw -1805786.562074 + Penalty 1909.747746 = -1803876.814328 nChanged 28 SP:Iteration 23Q (207.486714 sec): 3 clusters Score: Raw -1805789.933793 + Penalty 1909.747746 = -1803880.186047 nChanged 25 SP:Iteration 24Q (207.554542 sec): 3 clusters Score: Raw -1805792.794048 + Penalty 1909.747746 = -1803883.046302 nChanged 24 SP:Iteration 25Q (207.622137 sec): 3 clusters Score: Raw -1805795.385202 + Penalty 1909.747746 = -1803885.637456 nChanged 21 SP:Iteration 26Q (207.694285 sec): 3 clusters Score: Raw -1805796.968641 + Penalty 1909.747746 = -1803887.220895 nChanged 11 SP:Iteration 27Q (207.763370 sec): 3 clusters Score: Raw -1805797.562672 + Penalty 1909.747746 = -1803887.814926 nChanged 7 SP:Iteration 28Q (207.847266 sec): 3 clusters Score: Raw -1805798.081488 + Penalty 1909.747746 = -1803888.333742 nChanged 5 SP:Iteration 29Q (207.922217 sec): 3 clusters Score: Raw -1805798.360469 + Penalty 1909.747746 = -1803888.612723 nChanged 7 SP:Iteration 30Q (207.991161 sec): 3 clusters Score: Raw -1805798.726653 + Penalty 1909.747746 = -1803888.978906 nChanged 6 SP:Iteration 31Q (208.061941 sec): 3 clusters Score: Raw -1805799.203574 + Penalty 1909.747746 = -1803889.455828 nChanged 9 SP:Iteration 32Q (208.129827 sec): 3 clusters Score: Raw -1805799.958414 + Penalty 1909.747746 = -1803890.210668 nChanged 8 SP:Iteration 33Q (208.199936 sec): 3 clusters Score: Raw -1805800.319400 + Penalty 1909.747746 = -1803890.571654 nChanged 10 SP:Iteration 34Q (208.266720 sec): 3 clusters Score: Raw -1805800.925655 + Penalty 1909.747746 = -1803891.177909 nChanged 6 SP:Iteration 35Q (208.330774 sec): 3 clusters Score: Raw -1805801.452518 + Penalty 1909.747746 = -1803891.704772 nChanged 9 SP:Iteration 36Q (208.400121 sec): 3 clusters Score: Raw -1805802.331897 + Penalty 1909.747746 = -1803892.584151 nChanged 9 SP:Iteration 37Q (208.476902 sec): 3 clusters Score: Raw -1805803.136141 + Penalty 1909.747746 = -1803893.388395 nChanged 8 SP:Iteration 38Q (208.550209 sec): 3 clusters Score: Raw -1805804.049116 + Penalty 1909.747746 = -1803894.301370 nChanged 12 SP:Iteration 39Q (208.623395 sec): 3 clusters Score: Raw -1805805.093188 + Penalty 1909.747746 = -1803895.345442 nChanged 8 SP:Iteration 40F (208.698347 sec): 3 clusters Score: Raw -1805805.692088 + Penalty 1909.747746 = -1803895.944342 nChanged 10 SP:Iteration 41Q (208.772067 sec): 3 clusters Score: Raw -1805806.599901 + Penalty 1909.747746 = -1803896.852154 nChanged 13 SP:Iteration 42Q (208.841867 sec): 3 clusters Score: Raw -1805807.556698 + Penalty 1909.747746 = -1803897.808952 nChanged 8 SP:Iteration 43Q (208.904230 sec): 3 clusters Score: Raw -1805808.064639 + Penalty 1909.747746 = -1803898.316893 nChanged 7 SP:Iteration 44Q (208.985561 sec): 3 clusters Score: Raw -1805808.380804 + Penalty 1909.747746 = -1803898.633058 nChanged 6 SP:Iteration 45Q (209.059204 sec): 3 clusters Score: Raw -1805808.725275 + Penalty 1909.747746 = -1803898.977529 nChanged 3 SP:Iteration 46Q (209.130190 sec): 3 clusters Score: Raw -1805808.907053 + Penalty 1909.747746 = -1803899.159306 nChanged 4 SP:Iteration 47Q (209.204357 sec): 3 clusters Score: Raw -1805809.128042 + Penalty 1909.747746 = -1803899.380296 nChanged 3 SP:Iteration 48Q (209.277909 sec): 3 clusters Score: Raw -1805809.205343 + Penalty 1909.747746 = -1803899.457597 nChanged 1 SP:Iteration 49Q (209.349311 sec): 3 clusters Score: Raw -1805809.218974 + Penalty 1909.747746 = -1803899.471228 nChanged 1 SP:Iteration 50Q (209.421439 sec): 3 clusters Score: Raw -1805809.250160 + Penalty 1909.747746 = -1803899.502414 nChanged 0 SP:Iteration 51F (209.496934 sec): 3 clusters Score: Raw -1805809.250160 + Penalty 1909.747746 = -1803899.502414 nChanged 0 Trying to split cluster 10 (5866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.530374 sec): 2 clusters Score: Raw -482397.675862 + Penalty 824.308184 = -481573.367678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.579840 sec): 3 clusters Score: Raw -479097.772796 + Penalty 1648.616367 = -477449.156428 nChanged 2475 SP:Iteration 1F (209.642964 sec): 3 clusters Score: Raw -480418.115399 + Penalty 1648.616367 = -478769.499031 nChanged 379 SP:Iteration 2F (209.694034 sec): 3 clusters Score: Raw -480592.516296 + Penalty 1648.616367 = -478943.899929 nChanged 327 SP:Iteration 3F (209.747294 sec): 3 clusters Score: Raw -480746.772576 + Penalty 1648.616367 = -479098.156209 nChanged 290 SP:Iteration 4Q (209.804835 sec): 3 clusters Score: Raw -480897.393783 + Penalty 1648.616367 = -479248.777415 nChanged 269 SP:Iteration 5Q (209.860974 sec): 3 clusters Score: Raw -481049.854042 + Penalty 1648.616367 = -479401.237674 nChanged 271 SP:Iteration 6Q (209.926222 sec): 3 clusters Score: Raw -481251.511115 + Penalty 1648.616367 = -479602.894748 nChanged 270 SP:Iteration 7Q (209.978609 sec): 3 clusters Score: Raw -481456.256734 + Penalty 1648.616367 = -479807.640367 nChanged 281 SP:Iteration 8Q (210.026885 sec): 3 clusters Score: Raw -481689.697936 + Penalty 1648.616367 = -480041.081569 nChanged 257 SP:Iteration 9Q (210.087017 sec): 3 clusters Score: Raw -481903.716586 + Penalty 1648.616367 = -480255.100219 nChanged 222 SP:Iteration 10Q (210.143450 sec): 3 clusters Score: Raw -482058.100006 + Penalty 1648.616367 = -480409.483638 nChanged 154 SP:Iteration 11Q (210.207002 sec): 3 clusters Score: Raw -482148.869950 + Penalty 1648.616367 = -480500.253582 nChanged 117 SP:Iteration 12Q (210.254535 sec): 3 clusters Score: Raw -482203.628351 + Penalty 1648.616367 = -480555.011984 nChanged 84 SP:Iteration 13Q (210.302851 sec): 3 clusters Score: Raw -482242.232151 + Penalty 1648.616367 = -480593.615783 nChanged 56 SP:Iteration 14Q (210.369042 sec): 3 clusters Score: Raw -482264.838920 + Penalty 1648.616367 = -480616.222553 nChanged 51 SP:Iteration 15Q (210.413515 sec): 3 clusters Score: Raw -482283.705919 + Penalty 1648.616367 = -480635.089552 nChanged 36 SP:Iteration 16Q (210.468306 sec): 3 clusters Score: Raw -482294.131859 + Penalty 1648.616367 = -480645.515491 nChanged 32 SP:Iteration 17Q (210.526288 sec): 3 clusters Score: Raw -482303.441027 + Penalty 1648.616367 = -480654.824659 nChanged 26 SP:Iteration 18Q (210.585575 sec): 3 clusters Score: Raw -482313.106683 + Penalty 1648.616367 = -480664.490315 nChanged 26 SP:Iteration 19Q (210.632521 sec): 3 clusters Score: Raw -482324.089562 + Penalty 1648.616367 = -480675.473195 nChanged 34 SP:Iteration 20F (210.691129 sec): 3 clusters Score: Raw -482335.662717 + Penalty 1648.616367 = -480687.046349 nChanged 31 SP:Iteration 21Q (210.752650 sec): 3 clusters Score: Raw -482346.249951 + Penalty 1648.616367 = -480697.633583 nChanged 24 SP:Iteration 22Q (210.801223 sec): 3 clusters Score: Raw -482353.787450 + Penalty 1648.616367 = -480705.171083 nChanged 26 SP:Iteration 23Q (210.858271 sec): 3 clusters Score: Raw -482362.910179 + Penalty 1648.616367 = -480714.293811 nChanged 24 SP:Iteration 24Q (210.903374 sec): 3 clusters Score: Raw -482372.749505 + Penalty 1648.616367 = -480724.133138 nChanged 29 SP:Iteration 25Q (210.967021 sec): 3 clusters Score: Raw -482383.067499 + Penalty 1648.616367 = -480734.451132 nChanged 27 SP:Iteration 26Q (211.020152 sec): 3 clusters Score: Raw -482392.941703 + Penalty 1648.616367 = -480744.325336 nChanged 31 SP:Iteration 27Q (211.075700 sec): 3 clusters Score: Raw -482405.973696 + Penalty 1648.616367 = -480757.357329 nChanged 30 SP:Iteration 28Q (211.119073 sec): 3 clusters Score: Raw -482418.600266 + Penalty 1648.616367 = -480769.983899 nChanged 22 SP:Iteration 29Q (211.176673 sec): 3 clusters Score: Raw -482427.953151 + Penalty 1648.616367 = -480779.336784 nChanged 22 SP:Iteration 30Q (211.232640 sec): 3 clusters Score: Raw -482436.494838 + Penalty 1648.616367 = -480787.878470 nChanged 16 SP:Iteration 31Q (211.285389 sec): 3 clusters Score: Raw -482442.700987 + Penalty 1648.616367 = -480794.084620 nChanged 17 SP:Iteration 32Q (211.333097 sec): 3 clusters Score: Raw -482449.140702 + Penalty 1648.616367 = -480800.524334 nChanged 10 SP:Iteration 33Q (211.385859 sec): 3 clusters Score: Raw -482451.591254 + Penalty 1648.616367 = -480802.974887 nChanged 6 SP:Iteration 34Q (211.445733 sec): 3 clusters Score: Raw -482453.183361 + Penalty 1648.616367 = -480804.566994 nChanged 5 SP:Iteration 35Q (211.502222 sec): 3 clusters Score: Raw -482454.731808 + Penalty 1648.616367 = -480806.115440 nChanged 10 SP:Iteration 36Q (211.553848 sec): 3 clusters Score: Raw -482457.943512 + Penalty 1648.616367 = -480809.327145 nChanged 12 SP:Iteration 37Q (211.610911 sec): 3 clusters Score: Raw -482461.335554 + Penalty 1648.616367 = -480812.719186 nChanged 8 SP:Iteration 38Q (211.664968 sec): 3 clusters Score: Raw -482463.379058 + Penalty 1648.616367 = -480814.762691 nChanged 5 SP:Iteration 39Q (211.714121 sec): 3 clusters Score: Raw -482464.814138 + Penalty 1648.616367 = -480816.197771 nChanged 5 SP:Iteration 40F (211.755487 sec): 3 clusters Score: Raw -482466.539244 + Penalty 1648.616367 = -480817.922877 nChanged 8 SP:Iteration 41Q (211.810599 sec): 3 clusters Score: Raw -482468.736163 + Penalty 1648.616367 = -480820.119796 nChanged 5 SP:Iteration 42Q (211.866470 sec): 3 clusters Score: Raw -482470.260111 + Penalty 1648.616367 = -480821.643743 nChanged 5 SP:Iteration 43Q (211.928796 sec): 3 clusters Score: Raw -482472.047824 + Penalty 1648.616367 = -480823.431456 nChanged 5 SP:Iteration 44Q (211.973304 sec): 3 clusters Score: Raw -482474.110188 + Penalty 1648.616367 = -480825.493821 nChanged 10 SP:Iteration 45Q (212.032381 sec): 3 clusters Score: Raw -482478.256985 + Penalty 1648.616367 = -480829.640618 nChanged 9 SP:Iteration 46Q (212.088005 sec): 3 clusters Score: Raw -482481.655144 + Penalty 1648.616367 = -480833.038777 nChanged 8 SP:Iteration 47Q (212.147669 sec): 3 clusters Score: Raw -482484.883223 + Penalty 1648.616367 = -480836.266856 nChanged 10 SP:Iteration 48Q (212.192179 sec): 3 clusters Score: Raw -482488.548178 + Penalty 1648.616367 = -480839.931810 nChanged 9 SP:Iteration 49Q (212.255526 sec): 3 clusters Score: Raw -482491.323851 + Penalty 1648.616367 = -480842.707483 nChanged 4 SP:Iteration 50Q (212.307699 sec): 3 clusters Score: Raw -482492.696836 + Penalty 1648.616367 = -480844.080468 nChanged 3 SP:Iteration 51Q (212.365153 sec): 3 clusters Score: Raw -482493.519364 + Penalty 1648.616367 = -480844.902997 nChanged 3 SP:Iteration 52Q (212.418447 sec): 3 clusters Score: Raw -482494.480918 + Penalty 1648.616367 = -480845.864551 nChanged 3 SP:Iteration 53Q (212.469441 sec): 3 clusters Score: Raw -482495.333235 + Penalty 1648.616367 = -480846.716867 nChanged 0 SP:Iteration 54F (212.516585 sec): 3 clusters Score: Raw -482495.333235 + Penalty 1648.616367 = -480846.716867 nChanged 0 Trying to split cluster 11 (6305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.548622 sec): 2 clusters Score: Raw -493644.713815 + Penalty 831.164334 = -492813.549482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.608173 sec): 3 clusters Score: Raw -490066.924956 + Penalty 1662.328667 = -488404.596289 nChanged 2801 SP:Iteration 1F (212.670825 sec): 3 clusters Score: Raw -491648.236997 + Penalty 1662.328667 = -489985.908330 nChanged 433 SP:Iteration 2F (212.718222 sec): 3 clusters Score: Raw -491894.923407 + Penalty 1662.328667 = -490232.594740 nChanged 407 SP:Iteration 3F (212.775198 sec): 3 clusters Score: Raw -492167.433411 + Penalty 1662.328667 = -490505.104744 nChanged 446 SP:Iteration 4F (212.839713 sec): 3 clusters Score: Raw -492507.106310 + Penalty 1662.328667 = -490844.777643 nChanged 454 SP:Iteration 5F (212.897883 sec): 3 clusters Score: Raw -492866.300693 + Penalty 1662.328667 = -491203.972026 nChanged 397 SP:Iteration 6F (212.954953 sec): 3 clusters Score: Raw -493173.374284 + Penalty 1662.328667 = -491511.045617 nChanged 319 SP:Iteration 7F (213.011518 sec): 3 clusters Score: Raw -493387.508012 + Penalty 1662.328667 = -491725.179345 nChanged 216 SP:Iteration 8Q (213.068073 sec): 3 clusters Score: Raw -493498.032127 + Penalty 1662.328667 = -491835.703459 nChanged 127 SP:Iteration 9Q (213.121016 sec): 3 clusters Score: Raw -493551.822337 + Penalty 1662.328667 = -491889.493670 nChanged 84 SP:Iteration 10Q (213.179473 sec): 3 clusters Score: Raw -493579.340645 + Penalty 1662.328667 = -491917.011978 nChanged 58 SP:Iteration 11Q (213.225900 sec): 3 clusters Score: Raw -493595.323851 + Penalty 1662.328667 = -491932.995184 nChanged 53 SP:Iteration 12Q (213.280967 sec): 3 clusters Score: Raw -493610.776009 + Penalty 1662.328667 = -491948.447341 nChanged 49 SP:Iteration 13Q (213.338316 sec): 3 clusters Score: Raw -493623.061550 + Penalty 1662.328667 = -491960.732882 nChanged 44 SP:Iteration 14Q (213.400422 sec): 3 clusters Score: Raw -493635.515507 + Penalty 1662.328667 = -491973.186840 nChanged 29 SP:Iteration 15Q (213.446161 sec): 3 clusters Score: Raw -493641.135355 + Penalty 1662.328667 = -491978.806688 nChanged 26 SP:Iteration 16Q (213.502206 sec): 3 clusters Score: Raw -493647.349294 + Penalty 1662.328667 = -491985.020627 nChanged 25 SP:Iteration 17Q (213.558093 sec): 3 clusters Score: Raw -493653.117371 + Penalty 1662.328667 = -491990.788704 nChanged 25 SP:Iteration 18Q (213.623212 sec): 3 clusters Score: Raw -493659.809857 + Penalty 1662.328667 = -491997.481190 nChanged 30 SP:Iteration 19Q (213.682100 sec): 3 clusters Score: Raw -493665.174279 + Penalty 1662.328667 = -492002.845612 nChanged 18 SP:Iteration 20F (213.734963 sec): 3 clusters Score: Raw -493669.114946 + Penalty 1662.328667 = -492006.786279 nChanged 13 SP:Iteration 21Q (213.791191 sec): 3 clusters Score: Raw -493671.445571 + Penalty 1662.328667 = -492009.116904 nChanged 9 SP:Iteration 22Q (213.846649 sec): 3 clusters Score: Raw -493672.266409 + Penalty 1662.328667 = -492009.937742 nChanged 8 SP:Iteration 23Q (213.905519 sec): 3 clusters Score: Raw -493672.914857 + Penalty 1662.328667 = -492010.586190 nChanged 3 SP:Iteration 24Q (213.962360 sec): 3 clusters Score: Raw -493673.124606 + Penalty 1662.328667 = -492010.795939 nChanged 1 SP:Iteration 25Q (214.017877 sec): 3 clusters Score: Raw -493673.184252 + Penalty 1662.328667 = -492010.855585 nChanged 3 SP:Iteration 26Q (214.075239 sec): 3 clusters Score: Raw -493673.373257 + Penalty 1662.328667 = -492011.044589 nChanged 4 SP:Iteration 27Q (214.128647 sec): 3 clusters Score: Raw -493673.805853 + Penalty 1662.328667 = -492011.477186 nChanged 7 SP:Iteration 28Q (214.172199 sec): 3 clusters Score: Raw -493674.525815 + Penalty 1662.328667 = -492012.197148 nChanged 5 SP:Iteration 29Q (214.238927 sec): 3 clusters Score: Raw -493675.194676 + Penalty 1662.328667 = -492012.866009 nChanged 8 SP:Iteration 30Q (214.279618 sec): 3 clusters Score: Raw -493676.215974 + Penalty 1662.328667 = -492013.887307 nChanged 6 SP:Iteration 31Q (214.336263 sec): 3 clusters Score: Raw -493676.905324 + Penalty 1662.328667 = -492014.576657 nChanged 6 SP:Iteration 32Q (214.402466 sec): 3 clusters Score: Raw -493677.573276 + Penalty 1662.328667 = -492015.244608 nChanged 4 SP:Iteration 33Q (214.451579 sec): 3 clusters Score: Raw -493678.349840 + Penalty 1662.328667 = -492016.021173 nChanged 2 SP:Iteration 34Q (214.522388 sec): 3 clusters Score: Raw -493678.422585 + Penalty 1662.328667 = -492016.093918 nChanged 1 SP:Iteration 35Q (214.565222 sec): 3 clusters Score: Raw -493678.486075 + Penalty 1662.328667 = -492016.157407 nChanged 1 SP:Iteration 36Q (214.622150 sec): 3 clusters Score: Raw -493678.545423 + Penalty 1662.328667 = -492016.216756 nChanged 0 SP:Iteration 37F (214.683599 sec): 3 clusters Score: Raw -493678.545423 + Penalty 1662.328667 = -492016.216756 nChanged 0 Trying to split cluster 13 (1777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.702430 sec): 2 clusters Score: Raw -143500.094001 + Penalty 710.854774 = -142789.239228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.757572 sec): 3 clusters Score: Raw -142628.873636 + Penalty 1421.709547 = -141207.164089 nChanged 703 SP:Iteration 1F (214.808909 sec): 3 clusters Score: Raw -143006.080532 + Penalty 1421.709547 = -141584.370985 nChanged 137 SP:Iteration 2F (214.860639 sec): 3 clusters Score: Raw -143093.608454 + Penalty 1421.709547 = -141671.898907 nChanged 100 SP:Iteration 3F (214.921093 sec): 3 clusters Score: Raw -143153.626466 + Penalty 1421.709547 = -141731.916918 nChanged 71 SP:Iteration 4Q (214.972510 sec): 3 clusters Score: Raw -143191.458295 + Penalty 1421.709547 = -141769.748747 nChanged 61 SP:Iteration 5Q (215.016165 sec): 3 clusters Score: Raw -143222.610418 + Penalty 1421.709547 = -141800.900870 nChanged 48 SP:Iteration 6Q (215.068645 sec): 3 clusters Score: Raw -143247.553773 + Penalty 1421.709547 = -141825.844226 nChanged 47 SP:Iteration 7Q (215.115637 sec): 3 clusters Score: Raw -143270.306451 + Penalty 1421.709547 = -141848.596903 nChanged 38 SP:Iteration 8Q (215.172563 sec): 3 clusters Score: Raw -143290.866124 + Penalty 1421.709547 = -141869.156577 nChanged 37 SP:Iteration 9Q (215.223998 sec): 3 clusters Score: Raw -143315.947439 + Penalty 1421.709547 = -141894.237892 nChanged 44 SP:Iteration 10Q (215.273593 sec): 3 clusters Score: Raw -143348.815159 + Penalty 1421.709547 = -141927.105611 nChanged 45 SP:Iteration 11Q (215.319952 sec): 3 clusters Score: Raw -143382.612637 + Penalty 1421.709547 = -141960.903090 nChanged 43 SP:Iteration 12Q (215.369478 sec): 3 clusters Score: Raw -143411.250546 + Penalty 1421.709547 = -141989.540999 nChanged 29 SP:Iteration 13Q (215.415796 sec): 3 clusters Score: Raw -143426.937799 + Penalty 1421.709547 = -142005.228251 nChanged 29 SP:Iteration 14Q (215.463328 sec): 3 clusters Score: Raw -143446.231339 + Penalty 1421.709547 = -142024.521791 nChanged 31 SP:Iteration 15Q (215.509531 sec): 3 clusters Score: Raw -143462.633942 + Penalty 1421.709547 = -142040.924394 nChanged 21 SP:Iteration 16Q (215.563186 sec): 3 clusters Score: Raw -143473.980526 + Penalty 1421.709547 = -142052.270979 nChanged 18 SP:Iteration 17Q (215.609404 sec): 3 clusters Score: Raw -143482.357913 + Penalty 1421.709547 = -142060.648366 nChanged 13 SP:Iteration 18Q (215.657452 sec): 3 clusters Score: Raw -143489.695354 + Penalty 1421.709547 = -142067.985806 nChanged 8 SP:Iteration 19Q (215.712392 sec): 3 clusters Score: Raw -143492.419443 + Penalty 1421.709547 = -142070.709896 nChanged 7 SP:Iteration 20F (215.751505 sec): 3 clusters Score: Raw -143496.349802 + Penalty 1421.709547 = -142074.640255 nChanged 9 SP:Iteration 21Q (215.809146 sec): 3 clusters Score: Raw -143500.720653 + Penalty 1421.709547 = -142079.011105 nChanged 10 SP:Iteration 22Q (215.851490 sec): 3 clusters Score: Raw -143507.954766 + Penalty 1421.709547 = -142086.245219 nChanged 9 SP:Iteration 23Q (215.901118 sec): 3 clusters Score: Raw -143514.526976 + Penalty 1421.709547 = -142092.817428 nChanged 8 SP:Iteration 24Q (215.946862 sec): 3 clusters Score: Raw -143518.622108 + Penalty 1421.709547 = -142096.912561 nChanged 8 SP:Iteration 25Q (215.994137 sec): 3 clusters Score: Raw -143523.229608 + Penalty 1421.709547 = -142101.520060 nChanged 9 SP:Iteration 26Q (216.048111 sec): 3 clusters Score: Raw -143528.661882 + Penalty 1421.709547 = -142106.952335 nChanged 9 SP:Iteration 27Q (216.097409 sec): 3 clusters Score: Raw -143533.866538 + Penalty 1421.709547 = -142112.156990 nChanged 5 SP:Iteration 28Q (216.134934 sec): 3 clusters Score: Raw -143535.973708 + Penalty 1421.709547 = -142114.264161 nChanged 5 SP:Iteration 29Q (216.185014 sec): 3 clusters Score: Raw -143538.398012 + Penalty 1421.709547 = -142116.688465 nChanged 5 SP:Iteration 30Q (216.242331 sec): 3 clusters Score: Raw -143541.436918 + Penalty 1421.709547 = -142119.727370 nChanged 7 SP:Iteration 31Q (216.284042 sec): 3 clusters Score: Raw -143545.381374 + Penalty 1421.709547 = -142123.671827 nChanged 5 SP:Iteration 32Q (216.329080 sec): 3 clusters Score: Raw -143547.877724 + Penalty 1421.709547 = -142126.168176 nChanged 2 SP:Iteration 33Q (216.376421 sec): 3 clusters Score: Raw -143548.411297 + Penalty 1421.709547 = -142126.701750 nChanged 1 SP:Iteration 34Q (216.420504 sec): 3 clusters Score: Raw -143548.679984 + Penalty 1421.709547 = -142126.970437 nChanged 1 SP:Iteration 35Q (216.475705 sec): 3 clusters Score: Raw -143549.025996 + Penalty 1421.709547 = -142127.316449 nChanged 1 SP:Iteration 36Q (216.513761 sec): 3 clusters Score: Raw -143549.349722 + Penalty 1421.709547 = -142127.640174 nChanged 1 SP:Iteration 37Q (216.565882 sec): 3 clusters Score: Raw -143549.597956 + Penalty 1421.709547 = -142127.888409 nChanged 0 SP:Iteration 38F (216.609596 sec): 3 clusters Score: Raw -143549.597956 + Penalty 1421.709547 = -142127.888409 nChanged 0 Trying to split cluster 14 (40990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.689069 sec): 2 clusters Score: Raw -3286631.487345 + Penalty 1009.002924 = -3285622.484421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.787386 sec): 3 clusters Score: Raw -3260382.145009 + Penalty 2018.005849 = -3258364.139161 nChanged 19508 SP:Iteration 1F (216.880778 sec): 3 clusters Score: Raw -3272176.552669 + Penalty 2018.005849 = -3270158.546820 nChanged 1931 SP:Iteration 2Q (216.980328 sec): 3 clusters Score: Raw -3273029.198926 + Penalty 2018.005849 = -3271011.193077 nChanged 2155 SP:Iteration 3F (217.075928 sec): 3 clusters Score: Raw -3274318.726196 + Penalty 2018.005849 = -3272300.720347 nChanged 2540 SP:Iteration 4F (217.179157 sec): 3 clusters Score: Raw -3276184.987780 + Penalty 2018.005849 = -3274166.981931 nChanged 2802 SP:Iteration 5F (217.274194 sec): 3 clusters Score: Raw -3278546.105169 + Penalty 2018.005849 = -3276528.099320 nChanged 2851 SP:Iteration 6F (217.376192 sec): 3 clusters Score: Raw -3280933.889570 + Penalty 2018.005849 = -3278915.883722 nChanged 2605 SP:Iteration 7F (217.461246 sec): 3 clusters Score: Raw -3282982.703445 + Penalty 2018.005849 = -3280964.697596 nChanged 2261 SP:Iteration 8F (217.569631 sec): 3 clusters Score: Raw -3284598.050630 + Penalty 2018.005849 = -3282580.044781 nChanged 1954 SP:Iteration 9Q (217.666433 sec): 3 clusters Score: Raw -3285904.377842 + Penalty 2018.005849 = -3283886.371993 nChanged 1655 SP:Iteration 10Q (217.758513 sec): 3 clusters Score: Raw -3286990.972689 + Penalty 2018.005849 = -3284972.966840 nChanged 1433 SP:Iteration 11Q (217.850764 sec): 3 clusters Score: Raw -3287916.329311 + Penalty 2018.005849 = -3285898.323462 nChanged 1200 SP:Iteration 12Q (217.932932 sec): 3 clusters Score: Raw -3288727.197569 + Penalty 2018.005849 = -3286709.191721 nChanged 943 SP:Iteration 13Q (218.041728 sec): 3 clusters Score: Raw -3289293.278526 + Penalty 2018.005849 = -3287275.272677 nChanged 780 SP:Iteration 14Q (218.136041 sec): 3 clusters Score: Raw -3289668.527839 + Penalty 2018.005849 = -3287650.521990 nChanged 598 SP:Iteration 15Q (218.230227 sec): 3 clusters Score: Raw -3289883.305683 + Penalty 2018.005849 = -3287865.299834 nChanged 457 SP:Iteration 16Q (218.324815 sec): 3 clusters Score: Raw -3290014.898355 + Penalty 2018.005849 = -3287996.892507 nChanged 359 SP:Iteration 17Q (218.421476 sec): 3 clusters Score: Raw -3290098.155284 + Penalty 2018.005849 = -3288080.149436 nChanged 307 SP:Iteration 18Q (218.522210 sec): 3 clusters Score: Raw -3290161.045503 + Penalty 2018.005849 = -3288143.039655 nChanged 253 SP:Iteration 19Q (218.615076 sec): 3 clusters Score: Raw -3290202.016438 + Penalty 2018.005849 = -3288184.010589 nChanged 213 SP:Iteration 20F (218.702912 sec): 3 clusters Score: Raw -3290235.317392 + Penalty 2018.005849 = -3288217.311544 nChanged 179 SP:Iteration 21Q (218.802388 sec): 3 clusters Score: Raw -3290259.668141 + Penalty 2018.005849 = -3288241.662293 nChanged 153 SP:Iteration 22Q (218.898803 sec): 3 clusters Score: Raw -3290276.579913 + Penalty 2018.005849 = -3288258.574064 nChanged 121 SP:Iteration 23Q (218.991912 sec): 3 clusters Score: Raw -3290286.684130 + Penalty 2018.005849 = -3288268.678282 nChanged 93 SP:Iteration 24Q (219.085676 sec): 3 clusters Score: Raw -3290293.151317 + Penalty 2018.005849 = -3288275.145468 nChanged 102 SP:Iteration 25Q (219.166793 sec): 3 clusters Score: Raw -3290299.210634 + Penalty 2018.005849 = -3288281.204786 nChanged 80 SP:Iteration 26Q (219.259196 sec): 3 clusters Score: Raw -3290304.278397 + Penalty 2018.005849 = -3288286.272548 nChanged 87 SP:Iteration 27Q (219.363673 sec): 3 clusters Score: Raw -3290310.350530 + Penalty 2018.005849 = -3288292.344682 nChanged 71 SP:Iteration 28Q (219.455871 sec): 3 clusters Score: Raw -3290315.052711 + Penalty 2018.005849 = -3288297.046862 nChanged 65 SP:Iteration 29Q (219.551039 sec): 3 clusters Score: Raw -3290319.464844 + Penalty 2018.005849 = -3288301.458995 nChanged 71 SP:Iteration 30Q (219.631393 sec): 3 clusters Score: Raw -3290323.608019 + Penalty 2018.005849 = -3288305.602171 nChanged 61 SP:Iteration 31Q (219.734851 sec): 3 clusters Score: Raw -3290327.186501 + Penalty 2018.005849 = -3288309.180652 nChanged 61 SP:Iteration 32Q (219.834012 sec): 3 clusters Score: Raw -3290330.264506 + Penalty 2018.005849 = -3288312.258657 nChanged 40 SP:Iteration 33Q (219.924376 sec): 3 clusters Score: Raw -3290332.071177 + Penalty 2018.005849 = -3288314.065328 nChanged 42 SP:Iteration 34Q (220.005742 sec): 3 clusters Score: Raw -3290334.084607 + Penalty 2018.005849 = -3288316.078759 nChanged 34 SP:Iteration 35Q (220.104938 sec): 3 clusters Score: Raw -3290335.347773 + Penalty 2018.005849 = -3288317.341924 nChanged 30 SP:Iteration 36Q (220.194826 sec): 3 clusters Score: Raw -3290336.503584 + Penalty 2018.005849 = -3288318.497736 nChanged 31 SP:Iteration 37Q (220.289752 sec): 3 clusters Score: Raw -3290337.903527 + Penalty 2018.005849 = -3288319.897679 nChanged 36 SP:Iteration 38Q (220.385117 sec): 3 clusters Score: Raw -3290339.419949 + Penalty 2018.005849 = -3288321.414101 nChanged 30 SP:Iteration 39Q (220.478694 sec): 3 clusters Score: Raw -3290340.481314 + Penalty 2018.005849 = -3288322.475466 nChanged 23 SP:Iteration 40F (220.576890 sec): 3 clusters Score: Raw -3290341.248719 + Penalty 2018.005849 = -3288323.242871 nChanged 24 SP:Iteration 41Q (220.669761 sec): 3 clusters Score: Raw -3290341.901306 + Penalty 2018.005849 = -3288323.895457 nChanged 26 SP:Iteration 42Q (220.762746 sec): 3 clusters Score: Raw -3290342.637149 + Penalty 2018.005849 = -3288324.631300 nChanged 23 SP:Iteration 43Q (220.857846 sec): 3 clusters Score: Raw -3290343.560849 + Penalty 2018.005849 = -3288325.555001 nChanged 24 SP:Iteration 44Q (220.953622 sec): 3 clusters Score: Raw -3290344.541858 + Penalty 2018.005849 = -3288326.536009 nChanged 27 SP:Iteration 45Q (221.035703 sec): 3 clusters Score: Raw -3290345.540436 + Penalty 2018.005849 = -3288327.534587 nChanged 22 SP:Iteration 46Q (221.140720 sec): 3 clusters Score: Raw -3290346.317166 + Penalty 2018.005849 = -3288328.311317 nChanged 22 SP:Iteration 47Q (221.233105 sec): 3 clusters Score: Raw -3290347.107582 + Penalty 2018.005849 = -3288329.101734 nChanged 16 SP:Iteration 48Q (221.314531 sec): 3 clusters Score: Raw -3290347.546925 + Penalty 2018.005849 = -3288329.541076 nChanged 16 SP:Iteration 49Q (221.419298 sec): 3 clusters Score: Raw -3290347.862072 + Penalty 2018.005849 = -3288329.856224 nChanged 11 SP:Iteration 50Q (221.500574 sec): 3 clusters Score: Raw -3290348.102852 + Penalty 2018.005849 = -3288330.097003 nChanged 8 SP:Iteration 51Q (221.603670 sec): 3 clusters Score: Raw -3290348.283253 + Penalty 2018.005849 = -3288330.277404 nChanged 7 SP:Iteration 52Q (221.684544 sec): 3 clusters Score: Raw -3290348.443177 + Penalty 2018.005849 = -3288330.437329 nChanged 6 SP:Iteration 53Q (221.793429 sec): 3 clusters Score: Raw -3290348.646161 + Penalty 2018.005849 = -3288330.640312 nChanged 7 SP:Iteration 54Q (221.880142 sec): 3 clusters Score: Raw -3290348.969880 + Penalty 2018.005849 = -3288330.964031 nChanged 15 SP:Iteration 55Q (221.978097 sec): 3 clusters Score: Raw -3290349.420563 + Penalty 2018.005849 = -3288331.414715 nChanged 13 SP:Iteration 56Q (222.062077 sec): 3 clusters Score: Raw -3290349.747318 + Penalty 2018.005849 = -3288331.741469 nChanged 14 SP:Iteration 57Q (222.165336 sec): 3 clusters Score: Raw -3290350.206180 + Penalty 2018.005849 = -3288332.200331 nChanged 15 SP:Iteration 58Q (222.259287 sec): 3 clusters Score: Raw -3290350.758569 + Penalty 2018.005849 = -3288332.752721 nChanged 18 SP:Iteration 59Q (222.351832 sec): 3 clusters Score: Raw -3290351.287054 + Penalty 2018.005849 = -3288333.281206 nChanged 16 SP:Iteration 60F (222.447263 sec): 3 clusters Score: Raw -3290351.733512 + Penalty 2018.005849 = -3288333.727664 nChanged 18 SP:Iteration 61Q (222.538220 sec): 3 clusters Score: Raw -3290352.283514 + Penalty 2018.005849 = -3288334.277665 nChanged 16 SP:Iteration 62Q (222.626500 sec): 3 clusters Score: Raw -3290352.746497 + Penalty 2018.005849 = -3288334.740648 nChanged 16 SP:Iteration 63Q (222.718466 sec): 3 clusters Score: Raw -3290353.111805 + Penalty 2018.005849 = -3288335.105956 nChanged 12 SP:Iteration 64Q (222.804883 sec): 3 clusters Score: Raw -3290353.378967 + Penalty 2018.005849 = -3288335.373119 nChanged 9 SP:Iteration 65Q (222.900419 sec): 3 clusters Score: Raw -3290353.585447 + Penalty 2018.005849 = -3288335.579598 nChanged 16 SP:Iteration 66Q (222.992257 sec): 3 clusters Score: Raw -3290353.891120 + Penalty 2018.005849 = -3288335.885272 nChanged 11 SP:Iteration 67Q (223.097151 sec): 3 clusters Score: Raw -3290354.138798 + Penalty 2018.005849 = -3288336.132950 nChanged 12 SP:Iteration 68Q (223.189049 sec): 3 clusters Score: Raw -3290354.357630 + Penalty 2018.005849 = -3288336.351781 nChanged 7 SP:Iteration 69Q (223.281004 sec): 3 clusters Score: Raw -3290354.545335 + Penalty 2018.005849 = -3288336.539486 nChanged 8 SP:Iteration 70Q (223.373083 sec): 3 clusters Score: Raw -3290354.850827 + Penalty 2018.005849 = -3288336.844979 nChanged 14 SP:Iteration 71Q (223.462298 sec): 3 clusters Score: Raw -3290355.329475 + Penalty 2018.005849 = -3288337.323626 nChanged 13 SP:Iteration 72Q (223.558188 sec): 3 clusters Score: Raw -3290355.815126 + Penalty 2018.005849 = -3288337.809277 nChanged 16 SP:Iteration 73Q (223.639110 sec): 3 clusters Score: Raw -3290356.328969 + Penalty 2018.005849 = -3288338.323120 nChanged 13 SP:Iteration 74Q (223.730917 sec): 3 clusters Score: Raw -3290356.583041 + Penalty 2018.005849 = -3288338.577193 nChanged 12 SP:Iteration 75Q (223.837370 sec): 3 clusters Score: Raw -3290356.996882 + Penalty 2018.005849 = -3288338.991034 nChanged 5 SP:Iteration 76Q (223.917137 sec): 3 clusters Score: Raw -3290357.121224 + Penalty 2018.005849 = -3288339.115375 nChanged 3 SP:Iteration 77Q (224.019745 sec): 3 clusters Score: Raw -3290357.167673 + Penalty 2018.005849 = -3288339.161824 nChanged 2 SP:Iteration 78Q (224.112009 sec): 3 clusters Score: Raw -3290357.196669 + Penalty 2018.005849 = -3288339.190820 nChanged 5 SP:Iteration 79Q (224.205935 sec): 3 clusters Score: Raw -3290357.270517 + Penalty 2018.005849 = -3288339.264668 nChanged 1 SP:Iteration 80F (224.290329 sec): 3 clusters Score: Raw -3290357.287483 + Penalty 2018.005849 = -3288339.281634 nChanged 1 SP:Iteration 81Q (224.392841 sec): 3 clusters Score: Raw -3290357.296402 + Penalty 2018.005849 = -3288339.290554 nChanged 2 SP:Iteration 82Q (224.475245 sec): 3 clusters Score: Raw -3290357.346500 + Penalty 2018.005849 = -3288339.340651 nChanged 2 SP:Iteration 83Q (224.568348 sec): 3 clusters Score: Raw -3290357.383655 + Penalty 2018.005849 = -3288339.377806 nChanged 3 SP:Iteration 84Q (224.673503 sec): 3 clusters Score: Raw -3290357.425649 + Penalty 2018.005849 = -3288339.419800 nChanged 2 SP:Iteration 85Q (224.765427 sec): 3 clusters Score: Raw -3290357.453377 + Penalty 2018.005849 = -3288339.447528 nChanged 1 SP:Iteration 86Q (224.846217 sec): 3 clusters Score: Raw -3290357.461975 + Penalty 2018.005849 = -3288339.456126 nChanged 1 SP:Iteration 87Q (224.952708 sec): 3 clusters Score: Raw -3290357.466525 + Penalty 2018.005849 = -3288339.460676 nChanged 1 SP:Iteration 88Q (225.046895 sec): 3 clusters Score: Raw -3290357.482564 + Penalty 2018.005849 = -3288339.476716 nChanged 1 SP:Iteration 89Q (225.139370 sec): 3 clusters Score: Raw -3290357.489085 + Penalty 2018.005849 = -3288339.483237 nChanged 1 SP:Iteration 90Q (225.237961 sec): 3 clusters Score: Raw -3290357.500945 + Penalty 2018.005849 = -3288339.495096 nChanged 2 SP:Iteration 91Q (225.331944 sec): 3 clusters Score: Raw -3290357.545975 + Penalty 2018.005849 = -3288339.540127 nChanged 4 SP:Iteration 92Q (225.423975 sec): 3 clusters Score: Raw -3290357.654496 + Penalty 2018.005849 = -3288339.648648 nChanged 3 SP:Iteration 93Q (225.520016 sec): 3 clusters Score: Raw -3290357.713212 + Penalty 2018.005849 = -3288339.707364 nChanged 3 SP:Iteration 94Q (225.614924 sec): 3 clusters Score: Raw -3290357.774104 + Penalty 2018.005849 = -3288339.768255 nChanged 3 SP:Iteration 95Q (225.707239 sec): 3 clusters Score: Raw -3290357.795637 + Penalty 2018.005849 = -3288339.789788 nChanged 0 SP:Iteration 96F (225.793156 sec): 3 clusters Score: Raw -3290357.795637 + Penalty 2018.005849 = -3288339.789788 nChanged 0 Score: Raw -15308133.461556 + Penalty 19687.956046 = -15288445.505510 Splitting cluster 14 changes total score from -15285636.290654 to -15288445.505510 So it's getting split into cluster 15. Trying to split cluster 16 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (227.700148 sec): 2 clusters Score: Raw -69299.451827 + Penalty 645.379283 = -68654.072545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (227.738248 sec): 3 clusters Score: Raw -68949.663121 + Penalty 1290.758565 = -67658.904555 nChanged 297 SP:Iteration 1F (227.788887 sec): 3 clusters Score: Raw -69188.770264 + Penalty 1290.758565 = -67898.011699 nChanged 87 SP:Iteration 2F (227.846082 sec): 3 clusters Score: Raw -69267.769908 + Penalty 1290.758565 = -67977.011343 nChanged 57 SP:Iteration 3F (227.897819 sec): 3 clusters Score: Raw -69321.665057 + Penalty 1290.758565 = -68030.906492 nChanged 30 SP:Iteration 4Q (227.945086 sec): 3 clusters Score: Raw -69342.475345 + Penalty 1290.758565 = -68051.716780 nChanged 24 SP:Iteration 5Q (227.991159 sec): 3 clusters Score: Raw -69361.981761 + Penalty 1290.758565 = -68071.223196 nChanged 19 SP:Iteration 6Q (228.039343 sec): 3 clusters Score: Raw -69385.668443 + Penalty 1290.758565 = -68094.909877 nChanged 25 SP:Iteration 7Q (228.083756 sec): 3 clusters Score: Raw -69408.931889 + Penalty 1290.758565 = -68118.173324 nChanged 28 SP:Iteration 8Q (228.128440 sec): 3 clusters Score: Raw -69434.915933 + Penalty 1290.758565 = -68144.157368 nChanged 25 SP:Iteration 9Q (228.183197 sec): 3 clusters Score: Raw -69458.411581 + Penalty 1290.758565 = -68167.653016 nChanged 12 SP:Iteration 10Q (228.225933 sec): 3 clusters Score: Raw -69469.098361 + Penalty 1290.758565 = -68178.339796 nChanged 13 SP:Iteration 11Q (228.286014 sec): 3 clusters Score: Raw -69479.851038 + Penalty 1290.758565 = -68189.092473 nChanged 8 SP:Iteration 12Q (228.328672 sec): 3 clusters Score: Raw -69489.934093 + Penalty 1290.758565 = -68199.175527 nChanged 10 SP:Iteration 13Q (228.373493 sec): 3 clusters Score: Raw -69496.900094 + Penalty 1290.758565 = -68206.141529 nChanged 5 SP:Iteration 14Q (228.421294 sec): 3 clusters Score: Raw -69499.675492 + Penalty 1290.758565 = -68208.916927 nChanged 2 SP:Iteration 15Q (228.467547 sec): 3 clusters Score: Raw -69501.055808 + Penalty 1290.758565 = -68210.297243 nChanged 2 SP:Iteration 16Q (228.515412 sec): 3 clusters Score: Raw -69502.685138 + Penalty 1290.758565 = -68211.926573 nChanged 1 SP:Iteration 17Q (228.573057 sec): 3 clusters Score: Raw -69506.842897 + Penalty 1290.758565 = -68216.084332 nChanged 2 SP:Iteration 18Q (228.619769 sec): 3 clusters Score: Raw -69507.674793 + Penalty 1290.758565 = -68216.916227 nChanged 0 SP:Iteration 19F (228.655832 sec): 3 clusters Score: Raw -69507.674793 + Penalty 1290.758565 = -68216.916227 nChanged 0 Trying to split cluster 19 (1325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (228.679883 sec): 2 clusters Score: Raw -101101.381781 + Penalty 682.970935 = -100418.410846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (228.738990 sec): 3 clusters Score: Raw -100549.049993 + Penalty 1365.941870 = -99183.108123 nChanged 497 SP:Iteration 1F (228.791742 sec): 3 clusters Score: Raw -100835.032519 + Penalty 1365.941870 = -99469.090648 nChanged 106 SP:Iteration 2F (228.841963 sec): 3 clusters Score: Raw -100914.483375 + Penalty 1365.941870 = -99548.541504 nChanged 58 SP:Iteration 3Q (228.886103 sec): 3 clusters Score: Raw -100941.301586 + Penalty 1365.941870 = -99575.359716 nChanged 28 SP:Iteration 4Q (228.935032 sec): 3 clusters Score: Raw -100960.535979 + Penalty 1365.941870 = -99594.594109 nChanged 21 SP:Iteration 5Q (228.990665 sec): 3 clusters Score: Raw -100973.613765 + Penalty 1365.941870 = -99607.671895 nChanged 22 SP:Iteration 6Q (229.040575 sec): 3 clusters Score: Raw -100984.244392 + Penalty 1365.941870 = -99618.302522 nChanged 24 SP:Iteration 7Q (229.087527 sec): 3 clusters Score: Raw -100998.934952 + Penalty 1365.941870 = -99632.993082 nChanged 23 SP:Iteration 8Q (229.136643 sec): 3 clusters Score: Raw -101010.313748 + Penalty 1365.941870 = -99644.371878 nChanged 16 SP:Iteration 9Q (229.176925 sec): 3 clusters Score: Raw -101020.177121 + Penalty 1365.941870 = -99654.235251 nChanged 17 SP:Iteration 10Q (229.235902 sec): 3 clusters Score: Raw -101032.936565 + Penalty 1365.941870 = -99666.994694 nChanged 13 SP:Iteration 11Q (229.276269 sec): 3 clusters Score: Raw -101037.824210 + Penalty 1365.941870 = -99671.882340 nChanged 11 SP:Iteration 12Q (229.329067 sec): 3 clusters Score: Raw -101042.575496 + Penalty 1365.941870 = -99676.633625 nChanged 12 SP:Iteration 13Q (229.380613 sec): 3 clusters Score: Raw -101049.005416 + Penalty 1365.941870 = -99683.063545 nChanged 9 SP:Iteration 14Q (229.433963 sec): 3 clusters Score: Raw -101052.981913 + Penalty 1365.941870 = -99687.040042 nChanged 10 SP:Iteration 15Q (229.475074 sec): 3 clusters Score: Raw -101060.983202 + Penalty 1365.941870 = -99695.041332 nChanged 13 SP:Iteration 16Q (229.528094 sec): 3 clusters Score: Raw -101069.299210 + Penalty 1365.941870 = -99703.357340 nChanged 10 SP:Iteration 17Q (229.565302 sec): 3 clusters Score: Raw -101074.449075 + Penalty 1365.941870 = -99708.507205 nChanged 6 SP:Iteration 18Q (229.623731 sec): 3 clusters Score: Raw -101077.531813 + Penalty 1365.941870 = -99711.589943 nChanged 5 SP:Iteration 19Q (229.661535 sec): 3 clusters Score: Raw -101080.203413 + Penalty 1365.941870 = -99714.261543 nChanged 4 SP:Iteration 20F (229.718921 sec): 3 clusters Score: Raw -101083.039006 + Penalty 1365.941870 = -99717.097136 nChanged 6 SP:Iteration 21Q (229.764047 sec): 3 clusters Score: Raw -101086.522313 + Penalty 1365.941870 = -99720.580443 nChanged 10 SP:Iteration 22Q (229.812287 sec): 3 clusters Score: Raw -101093.969528 + Penalty 1365.941870 = -99728.027658 nChanged 6 SP:Iteration 23Q (229.850011 sec): 3 clusters Score: Raw -101096.588795 + Penalty 1365.941870 = -99730.646924 nChanged 6 SP:Iteration 24Q (229.896302 sec): 3 clusters Score: Raw -101098.489775 + Penalty 1365.941870 = -99732.547904 nChanged 0 SP:Iteration 25F (229.953667 sec): 3 clusters Score: Raw -101098.489775 + Penalty 1365.941870 = -99732.547904 nChanged 0 Iteration 99Q (231.164518 sec): 18 clusters Score: Raw -15309067.679730 + Penalty 19687.956046 = -15289379.723684 nChanged 2727 Iteration 100F (233.015552 sec): 18 clusters Score: Raw -15309882.859412 + Penalty 19687.956046 = -15290194.903366 nChanged 2023 Iteration 101Q (234.036085 sec): 18 clusters Score: Raw -15310314.001858 + Penalty 19687.956046 = -15290626.045811 nChanged 1474 Iteration 102Q (235.083492 sec): 18 clusters Score: Raw -15310549.913320 + Penalty 19687.956046 = -15290861.957273 nChanged 1170 Iteration 103Q (236.106505 sec): 18 clusters Score: Raw -15310708.002530 + Penalty 19687.956046 = -15291020.046483 nChanged 1005 Iteration 104Q (237.053796 sec): 18 clusters Score: Raw -15310841.892249 + Penalty 19687.956046 = -15291153.936203 nChanged 863 Iteration 105Q (238.018352 sec): 18 clusters Score: Raw -15310938.314461 + Penalty 19687.956046 = -15291250.358415 nChanged 748 Iteration 106Q (239.000865 sec): 18 clusters Score: Raw -15311007.463240 + Penalty 19687.956046 = -15291319.507194 nChanged 643 Iteration 107Q (239.989623 sec): 18 clusters Score: Raw -15311065.379278 + Penalty 19687.956046 = -15291377.423231 nChanged 599 Iteration 108Q (241.001425 sec): 18 clusters Score: Raw -15311116.327392 + Penalty 19687.956046 = -15291428.371345 nChanged 571 Iteration 109Q (242.055682 sec): 18 clusters Score: Raw -15311162.768979 + Penalty 19687.956046 = -15291474.812933 nChanged 530 Iteration 110Q (243.047358 sec): 18 clusters Score: Raw -15311205.592533 + Penalty 19687.956046 = -15291517.636487 nChanged 523 Iteration 111Q (244.071222 sec): 18 clusters Score: Raw -15311247.404812 + Penalty 19687.956046 = -15291559.448765 nChanged 453 Iteration 112Q (245.111350 sec): 18 clusters Score: Raw -15311280.258110 + Penalty 19687.956046 = -15291592.302063 nChanged 398 Iteration 113Q (246.054420 sec): 18 clusters Score: Raw -15311303.941905 + Penalty 19687.956046 = -15291615.985859 nChanged 349 Iteration 114Q (247.038150 sec): 18 clusters Score: Raw -15311325.099056 + Penalty 19687.956046 = -15291637.143010 nChanged 336 Iteration 115Q (248.001439 sec): 18 clusters Score: Raw -15311343.872728 + Penalty 19687.956046 = -15291655.916681 nChanged 299 Iteration 116Q (248.934958 sec): 18 clusters Score: Raw -15311360.944023 + Penalty 19687.956046 = -15291672.987976 nChanged 287 Iteration 117Q (249.901228 sec): 18 clusters Score: Raw -15311377.445394 + Penalty 19687.956046 = -15291689.489347 nChanged 294 Iteration 118Q (250.875184 sec): 18 clusters Score: Raw -15311395.050561 + Penalty 19687.956046 = -15291707.094515 nChanged 299 Iteration 119Q (251.832318 sec): 18 clusters Score: Raw -15311411.514200 + Penalty 19687.956046 = -15291723.558153 nChanged 288 Iteration 120F (253.636365 sec): 18 clusters Score: Raw -15311428.533179 + Penalty 19687.956046 = -15291740.577133 nChanged 284 Iteration 121Q (254.620398 sec): 18 clusters Score: Raw -15311444.734862 + Penalty 19687.956046 = -15291756.778816 nChanged 272 Iteration 122Q (255.577112 sec): 18 clusters Score: Raw -15311457.651388 + Penalty 19687.956046 = -15291769.695341 nChanged 218 Iteration 123Q (256.538662 sec): 18 clusters Score: Raw -15311468.443226 + Penalty 19687.956046 = -15291780.487179 nChanged 205 Iteration 124Q (257.488946 sec): 18 clusters Score: Raw -15311480.077677 + Penalty 19687.956046 = -15291792.121630 nChanged 186 Iteration 125Q (258.491119 sec): 18 clusters Score: Raw -15311491.072125 + Penalty 19687.956046 = -15291803.116079 nChanged 185 Iteration 126Q (259.434592 sec): 18 clusters Score: Raw -15311501.696485 + Penalty 19687.956046 = -15291813.740438 nChanged 189 Iteration 127Q (260.472117 sec): 18 clusters Score: Raw -15311512.933259 + Penalty 19687.956046 = -15291824.977213 nChanged 176 Iteration 128Q (261.469332 sec): 18 clusters Score: Raw -15311521.579366 + Penalty 19687.956046 = -15291833.623320 nChanged 175 Iteration 129Q (262.453861 sec): 18 clusters Score: Raw -15311529.724518 + Penalty 19687.956046 = -15291841.768472 nChanged 151 Iteration 130Q (263.420397 sec): 18 clusters Score: Raw -15311536.506175 + Penalty 19687.956046 = -15291848.550129 nChanged 130 Iteration 131Q (264.380065 sec): 18 clusters Score: Raw -15311542.131949 + Penalty 19687.956046 = -15291854.175902 nChanged 123 Iteration 132Q (265.402719 sec): 18 clusters Score: Raw -15311546.951070 + Penalty 19687.956046 = -15291858.995024 nChanged 119 Iteration 133Q (266.358252 sec): 18 clusters Score: Raw -15311551.687789 + Penalty 19687.956046 = -15291863.731742 nChanged 114 Iteration 134Q (267.294536 sec): 18 clusters Score: Raw -15311555.944698 + Penalty 19687.956046 = -15291867.988651 nChanged 100 Iteration 135Q (268.249784 sec): 18 clusters Score: Raw -15311559.685217 + Penalty 19687.956046 = -15291871.729170 nChanged 105 Iteration 136Q (269.181843 sec): 18 clusters Score: Raw -15311563.285049 + Penalty 19687.956046 = -15291875.329003 nChanged 106 Iteration 137Q (270.134855 sec): 18 clusters Score: Raw -15311567.524278 + Penalty 19687.956046 = -15291879.568232 nChanged 91 Iteration 138Q (271.070108 sec): 18 clusters Score: Raw -15311570.922372 + Penalty 19687.956046 = -15291882.966326 nChanged 93 Writing temp clu file Because OldScore, -15291879.568232, is greater than current (better) Score,-15291882.966326 Compute initial score before splitting: Score: Raw -15311570.922372 + Penalty 19687.956046 = -15291882.966326 Trying to split cluster 1 (8068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (271.159654 sec): 2 clusters Score: Raw -597876.039658 + Penalty 854.587785 = -597021.451873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (271.213144 sec): 3 clusters Score: Raw -593174.269736 + Penalty 1709.175571 = -591465.094165 nChanged 3522 SP:Iteration 1F (271.270117 sec): 3 clusters Score: Raw -595278.055577 + Penalty 1709.175571 = -593568.880007 nChanged 629 SP:Iteration 2F (271.327117 sec): 3 clusters Score: Raw -595791.611641 + Penalty 1709.175571 = -594082.436070 nChanged 644 SP:Iteration 3F (271.369985 sec): 3 clusters Score: Raw -596404.723317 + Penalty 1709.175571 = -594695.547746 nChanged 623 SP:Iteration 4F (271.424099 sec): 3 clusters Score: Raw -596857.958293 + Penalty 1709.175571 = -595148.782722 nChanged 504 SP:Iteration 5F (271.486405 sec): 3 clusters Score: Raw -597193.637292 + Penalty 1709.175571 = -595484.461721 nChanged 427 SP:Iteration 6F (271.537556 sec): 3 clusters Score: Raw -597430.309917 + Penalty 1709.175571 = -595721.134347 nChanged 311 SP:Iteration 7Q (271.605168 sec): 3 clusters Score: Raw -597592.363629 + Penalty 1709.175571 = -595883.188058 nChanged 257 SP:Iteration 8Q (271.663955 sec): 3 clusters Score: Raw -597720.522675 + Penalty 1709.175571 = -596011.347104 nChanged 216 SP:Iteration 9Q (271.719308 sec): 3 clusters Score: Raw -597815.135430 + Penalty 1709.175571 = -596105.959859 nChanged 186 SP:Iteration 10Q (271.779951 sec): 3 clusters Score: Raw -597899.553054 + Penalty 1709.175571 = -596190.377483 nChanged 179 SP:Iteration 11Q (271.828321 sec): 3 clusters Score: Raw -597983.173303 + Penalty 1709.175571 = -596273.997732 nChanged 160 SP:Iteration 12Q (271.892407 sec): 3 clusters Score: Raw -598051.931149 + Penalty 1709.175571 = -596342.755579 nChanged 148 SP:Iteration 13Q (271.952463 sec): 3 clusters Score: Raw -598109.965061 + Penalty 1709.175571 = -596400.789491 nChanged 144 SP:Iteration 14Q (271.999254 sec): 3 clusters Score: Raw -598165.860655 + Penalty 1709.175571 = -596456.685085 nChanged 124 SP:Iteration 15Q (272.057690 sec): 3 clusters Score: Raw -598212.044195 + Penalty 1709.175571 = -596502.868624 nChanged 118 SP:Iteration 16Q (272.114775 sec): 3 clusters Score: Raw -598259.774596 + Penalty 1709.175571 = -596550.599025 nChanged 117 SP:Iteration 17Q (272.184195 sec): 3 clusters Score: Raw -598312.928651 + Penalty 1709.175571 = -596603.753080 nChanged 99 SP:Iteration 18Q (272.243626 sec): 3 clusters Score: Raw -598359.562332 + Penalty 1709.175571 = -596650.386761 nChanged 80 SP:Iteration 19Q (272.289985 sec): 3 clusters Score: Raw -598395.503485 + Penalty 1709.175571 = -596686.327914 nChanged 74 SP:Iteration 20F (272.358185 sec): 3 clusters Score: Raw -598433.706618 + Penalty 1709.175571 = -596724.531047 nChanged 63 SP:Iteration 21Q (272.415491 sec): 3 clusters Score: Raw -598463.675082 + Penalty 1709.175571 = -596754.499512 nChanged 49 SP:Iteration 22Q (272.462217 sec): 3 clusters Score: Raw -598488.687688 + Penalty 1709.175571 = -596779.512117 nChanged 42 SP:Iteration 23Q (272.522484 sec): 3 clusters Score: Raw -598509.719210 + Penalty 1709.175571 = -596800.543640 nChanged 32 SP:Iteration 24Q (272.583715 sec): 3 clusters Score: Raw -598521.008121 + Penalty 1709.175571 = -596811.832550 nChanged 22 SP:Iteration 25Q (272.637582 sec): 3 clusters Score: Raw -598530.500464 + Penalty 1709.175571 = -596821.324894 nChanged 29 SP:Iteration 26Q (272.704186 sec): 3 clusters Score: Raw -598542.481563 + Penalty 1709.175571 = -596833.305992 nChanged 28 SP:Iteration 27Q (272.763027 sec): 3 clusters Score: Raw -598553.303492 + Penalty 1709.175571 = -596844.127921 nChanged 30 SP:Iteration 28Q (272.818635 sec): 3 clusters Score: Raw -598566.395768 + Penalty 1709.175571 = -596857.220197 nChanged 34 SP:Iteration 29Q (272.878331 sec): 3 clusters Score: Raw -598581.343339 + Penalty 1709.175571 = -596872.167768 nChanged 39 SP:Iteration 30Q (272.924335 sec): 3 clusters Score: Raw -598610.462045 + Penalty 1709.175571 = -596901.286475 nChanged 33 SP:Iteration 31Q (272.980761 sec): 3 clusters Score: Raw -598627.794312 + Penalty 1709.175571 = -596918.618741 nChanged 23 SP:Iteration 32Q (273.040195 sec): 3 clusters Score: Raw -598636.138736 + Penalty 1709.175571 = -596926.963166 nChanged 17 SP:Iteration 33Q (273.090376 sec): 3 clusters Score: Raw -598642.024410 + Penalty 1709.175571 = -596932.848839 nChanged 13 SP:Iteration 34Q (273.147436 sec): 3 clusters Score: Raw -598647.584542 + Penalty 1709.175571 = -596938.408972 nChanged 14 SP:Iteration 35Q (273.203665 sec): 3 clusters Score: Raw -598651.583524 + Penalty 1709.175571 = -596942.407953 nChanged 9 SP:Iteration 36Q (273.256463 sec): 3 clusters Score: Raw -598654.423499 + Penalty 1709.175571 = -596945.247928 nChanged 5 SP:Iteration 37Q (273.308975 sec): 3 clusters Score: Raw -598655.343061 + Penalty 1709.175571 = -596946.167490 nChanged 4 SP:Iteration 38Q (273.367327 sec): 3 clusters Score: Raw -598656.280263 + Penalty 1709.175571 = -596947.104692 nChanged 5 SP:Iteration 39Q (273.430947 sec): 3 clusters Score: Raw -598657.934682 + Penalty 1709.175571 = -596948.759112 nChanged 5 SP:Iteration 40F (273.477379 sec): 3 clusters Score: Raw -598658.917742 + Penalty 1709.175571 = -596949.742171 nChanged 2 SP:Iteration 41Q (273.543653 sec): 3 clusters Score: Raw -598659.215416 + Penalty 1709.175571 = -596950.039845 nChanged 4 SP:Iteration 42Q (273.596067 sec): 3 clusters Score: Raw -598659.878463 + Penalty 1709.175571 = -596950.702892 nChanged 4 SP:Iteration 43Q (273.641300 sec): 3 clusters Score: Raw -598660.647236 + Penalty 1709.175571 = -596951.471665 nChanged 4 SP:Iteration 44Q (273.698254 sec): 3 clusters Score: Raw -598661.745022 + Penalty 1709.175571 = -596952.569451 nChanged 6 SP:Iteration 45Q (273.756800 sec): 3 clusters Score: Raw -598663.169826 + Penalty 1709.175571 = -596953.994255 nChanged 6 SP:Iteration 46Q (273.812010 sec): 3 clusters Score: Raw -598664.604034 + Penalty 1709.175571 = -596955.428463 nChanged 1 SP:Iteration 47Q (273.877078 sec): 3 clusters Score: Raw -598664.701085 + Penalty 1709.175571 = -596955.525514 nChanged 1 SP:Iteration 48Q (273.933206 sec): 3 clusters Score: Raw -598664.763626 + Penalty 1709.175571 = -596955.588055 nChanged 0 SP:Iteration 49F (273.981494 sec): 3 clusters Score: Raw -598664.763626 + Penalty 1709.175571 = -596955.588055 nChanged 0 Trying to split cluster 2 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (274.005101 sec): 2 clusters Score: Raw -36676.254380 + Penalty 588.468512 = -36087.785868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (274.053381 sec): 3 clusters Score: Raw -36550.038988 + Penalty 1176.937024 = -35373.101964 nChanged 140 SP:Iteration 1F (274.101615 sec): 3 clusters Score: Raw -36678.621271 + Penalty 1176.937024 = -35501.684247 nChanged 35 SP:Iteration 2F (274.142172 sec): 3 clusters Score: Raw -36716.765702 + Penalty 1176.937024 = -35539.828677 nChanged 16 SP:Iteration 3Q (274.190085 sec): 3 clusters Score: Raw -36733.067552 + Penalty 1176.937024 = -35556.130528 nChanged 8 SP:Iteration 4Q (274.250446 sec): 3 clusters Score: Raw -36739.172564 + Penalty 1176.937024 = -35562.235540 nChanged 6 SP:Iteration 5Q (274.289690 sec): 3 clusters Score: Raw -36747.861984 + Penalty 1176.937024 = -35570.924959 nChanged 4 SP:Iteration 6Q (274.348760 sec): 3 clusters Score: Raw -36752.049776 + Penalty 1176.937024 = -35575.112751 nChanged 2 SP:Iteration 7Q (274.397884 sec): 3 clusters Score: Raw -36754.291381 + Penalty 1176.937024 = -35577.354356 nChanged 4 SP:Iteration 8Q (274.447308 sec): 3 clusters Score: Raw -36758.216795 + Penalty 1176.937024 = -35581.279770 nChanged 4 SP:Iteration 9Q (274.486437 sec): 3 clusters Score: Raw -36763.627926 + Penalty 1176.937024 = -35586.690902 nChanged 2 SP:Iteration 10Q (274.540641 sec): 3 clusters Score: Raw -36766.733058 + Penalty 1176.937024 = -35589.796034 nChanged 3 SP:Iteration 11Q (274.586167 sec): 3 clusters Score: Raw -36774.135964 + Penalty 1176.937024 = -35597.198940 nChanged 4 SP:Iteration 12Q (274.632456 sec): 3 clusters Score: Raw -36780.034090 + Penalty 1176.937024 = -35603.097066 nChanged 2 SP:Iteration 13Q (274.690048 sec): 3 clusters Score: Raw -36782.134911 + Penalty 1176.937024 = -35605.197887 nChanged 2 SP:Iteration 14Q (274.726149 sec): 3 clusters Score: Raw -36784.575890 + Penalty 1176.937024 = -35607.638866 nChanged 2 SP:Iteration 15Q (274.774774 sec): 3 clusters Score: Raw -36786.136595 + Penalty 1176.937024 = -35609.199571 nChanged 2 SP:Iteration 16Q (274.823192 sec): 3 clusters Score: Raw -36786.879826 + Penalty 1176.937024 = -35609.942802 nChanged 0 SP:Iteration 17F (274.877664 sec): 3 clusters Score: Raw -36786.879826 + Penalty 1176.937024 = -35609.942802 nChanged 0 Trying to split cluster 3 (19402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (274.913061 sec): 2 clusters Score: Raw -1591108.332283 + Penalty 937.947486 = -1590170.384797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (274.992730 sec): 3 clusters Score: Raw -1579023.367492 + Penalty 1875.894972 = -1577147.472519 nChanged 8940 SP:Iteration 1F (275.057023 sec): 3 clusters Score: Raw -1584133.783083 + Penalty 1875.894972 = -1582257.888111 nChanged 1092 SP:Iteration 2F (275.140076 sec): 3 clusters Score: Raw -1584621.719392 + Penalty 1875.894972 = -1582745.824420 nChanged 1192 SP:Iteration 3F (275.199530 sec): 3 clusters Score: Raw -1585314.128281 + Penalty 1875.894972 = -1583438.233309 nChanged 1385 SP:Iteration 4F (275.270915 sec): 3 clusters Score: Raw -1586307.758940 + Penalty 1875.894972 = -1584431.863968 nChanged 1487 SP:Iteration 5F (275.346294 sec): 3 clusters Score: Raw -1587553.019948 + Penalty 1875.894972 = -1585677.124976 nChanged 1362 SP:Iteration 6F (275.416614 sec): 3 clusters Score: Raw -1588874.700556 + Penalty 1875.894972 = -1586998.805584 nChanged 1138 SP:Iteration 7F (275.492586 sec): 3 clusters Score: Raw -1590031.310918 + Penalty 1875.894972 = -1588155.415946 nChanged 719 SP:Iteration 8Q (275.570469 sec): 3 clusters Score: Raw -1590620.594034 + Penalty 1875.894972 = -1588744.699061 nChanged 407 SP:Iteration 9Q (275.642036 sec): 3 clusters Score: Raw -1590850.549630 + Penalty 1875.894972 = -1588974.654657 nChanged 267 SP:Iteration 10Q (275.710408 sec): 3 clusters Score: Raw -1590977.839398 + Penalty 1875.894972 = -1589101.944426 nChanged 192 SP:Iteration 11Q (275.780512 sec): 3 clusters Score: Raw -1591059.914393 + Penalty 1875.894972 = -1589184.019421 nChanged 155 SP:Iteration 12Q (275.845599 sec): 3 clusters Score: Raw -1591117.234687 + Penalty 1875.894972 = -1589241.339715 nChanged 134 SP:Iteration 13Q (275.916986 sec): 3 clusters Score: Raw -1591165.390615 + Penalty 1875.894972 = -1589289.495643 nChanged 123 SP:Iteration 14Q (275.979542 sec): 3 clusters Score: Raw -1591208.469412 + Penalty 1875.894972 = -1589332.574439 nChanged 117 SP:Iteration 15Q (276.046097 sec): 3 clusters Score: Raw -1591258.335233 + Penalty 1875.894972 = -1589382.440260 nChanged 107 SP:Iteration 16Q (276.116592 sec): 3 clusters Score: Raw -1591302.617654 + Penalty 1875.894972 = -1589426.722682 nChanged 101 SP:Iteration 17Q (276.190015 sec): 3 clusters Score: Raw -1591340.041605 + Penalty 1875.894972 = -1589464.146633 nChanged 99 SP:Iteration 18Q (276.261628 sec): 3 clusters Score: Raw -1591386.031398 + Penalty 1875.894972 = -1589510.136426 nChanged 105 SP:Iteration 19Q (276.325100 sec): 3 clusters Score: Raw -1591430.287605 + Penalty 1875.894972 = -1589554.392632 nChanged 82 SP:Iteration 20F (276.395113 sec): 3 clusters Score: Raw -1591461.856826 + Penalty 1875.894972 = -1589585.961853 nChanged 77 SP:Iteration 21Q (276.464119 sec): 3 clusters Score: Raw -1591484.570933 + Penalty 1875.894972 = -1589608.675960 nChanged 60 SP:Iteration 22Q (276.532275 sec): 3 clusters Score: Raw -1591501.971329 + Penalty 1875.894972 = -1589626.076357 nChanged 51 SP:Iteration 23Q (276.603338 sec): 3 clusters Score: Raw -1591516.548229 + Penalty 1875.894972 = -1589640.653257 nChanged 53 SP:Iteration 24Q (276.671188 sec): 3 clusters Score: Raw -1591533.743263 + Penalty 1875.894972 = -1589657.848291 nChanged 58 SP:Iteration 25Q (276.737943 sec): 3 clusters Score: Raw -1591551.955872 + Penalty 1875.894972 = -1589676.060900 nChanged 52 SP:Iteration 26Q (276.793017 sec): 3 clusters Score: Raw -1591567.902757 + Penalty 1875.894972 = -1589692.007785 nChanged 36 SP:Iteration 27Q (276.855906 sec): 3 clusters Score: Raw -1591575.715491 + Penalty 1875.894972 = -1589699.820519 nChanged 25 SP:Iteration 28Q (276.920307 sec): 3 clusters Score: Raw -1591582.004274 + Penalty 1875.894972 = -1589706.109302 nChanged 29 SP:Iteration 29Q (276.991120 sec): 3 clusters Score: Raw -1591587.856080 + Penalty 1875.894972 = -1589711.961108 nChanged 22 SP:Iteration 30Q (277.046460 sec): 3 clusters Score: Raw -1591593.558999 + Penalty 1875.894972 = -1589717.664027 nChanged 27 SP:Iteration 31Q (277.114031 sec): 3 clusters Score: Raw -1591598.862719 + Penalty 1875.894972 = -1589722.967747 nChanged 19 SP:Iteration 32Q (277.193100 sec): 3 clusters Score: Raw -1591603.232953 + Penalty 1875.894972 = -1589727.337981 nChanged 27 SP:Iteration 33Q (277.262035 sec): 3 clusters Score: Raw -1591609.331926 + Penalty 1875.894972 = -1589733.436954 nChanged 27 SP:Iteration 34Q (277.327708 sec): 3 clusters Score: Raw -1591616.236921 + Penalty 1875.894972 = -1589740.341949 nChanged 22 SP:Iteration 35Q (277.383237 sec): 3 clusters Score: Raw -1591622.686636 + Penalty 1875.894972 = -1589746.791664 nChanged 27 SP:Iteration 36Q (277.451717 sec): 3 clusters Score: Raw -1591629.911463 + Penalty 1875.894972 = -1589754.016491 nChanged 29 SP:Iteration 37Q (277.511455 sec): 3 clusters Score: Raw -1591637.800025 + Penalty 1875.894972 = -1589761.905052 nChanged 26 SP:Iteration 38Q (277.580818 sec): 3 clusters Score: Raw -1591644.400145 + Penalty 1875.894972 = -1589768.505173 nChanged 26 SP:Iteration 39Q (277.657301 sec): 3 clusters Score: Raw -1591651.180765 + Penalty 1875.894972 = -1589775.285793 nChanged 24 SP:Iteration 40F (277.731589 sec): 3 clusters Score: Raw -1591656.257426 + Penalty 1875.894972 = -1589780.362454 nChanged 22 SP:Iteration 41Q (277.798849 sec): 3 clusters Score: Raw -1591661.687863 + Penalty 1875.894972 = -1589785.792891 nChanged 20 SP:Iteration 42Q (277.857955 sec): 3 clusters Score: Raw -1591665.757946 + Penalty 1875.894972 = -1589789.862974 nChanged 17 SP:Iteration 43Q (277.925256 sec): 3 clusters Score: Raw -1591667.986503 + Penalty 1875.894972 = -1589792.091530 nChanged 3 SP:Iteration 44Q (277.978818 sec): 3 clusters Score: Raw -1591668.478287 + Penalty 1875.894972 = -1589792.583315 nChanged 6 SP:Iteration 45Q (278.054355 sec): 3 clusters Score: Raw -1591669.599005 + Penalty 1875.894972 = -1589793.704032 nChanged 7 SP:Iteration 46Q (278.114764 sec): 3 clusters Score: Raw -1591670.711343 + Penalty 1875.894972 = -1589794.816370 nChanged 6 SP:Iteration 47Q (278.196627 sec): 3 clusters Score: Raw -1591671.477988 + Penalty 1875.894972 = -1589795.583016 nChanged 4 SP:Iteration 48Q (278.253795 sec): 3 clusters Score: Raw -1591672.142155 + Penalty 1875.894972 = -1589796.247183 nChanged 2 SP:Iteration 49Q (278.336094 sec): 3 clusters Score: Raw -1591672.437545 + Penalty 1875.894972 = -1589796.542573 nChanged 3 SP:Iteration 50Q (278.392736 sec): 3 clusters Score: Raw -1591672.654903 + Penalty 1875.894972 = -1589796.759931 nChanged 0 SP:Iteration 51F (278.471714 sec): 3 clusters Score: Raw -1591672.654903 + Penalty 1875.894972 = -1589796.759931 nChanged 0 Trying to split cluster 4 (8409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.509993 sec): 2 clusters Score: Raw -652644.259401 + Penalty 858.520495 = -651785.738906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.570274 sec): 3 clusters Score: Raw -647750.397740 + Penalty 1717.040990 = -646033.356750 nChanged 3691 SP:Iteration 1F (278.617795 sec): 3 clusters Score: Raw -649710.610686 + Penalty 1717.040990 = -647993.569696 nChanged 429 SP:Iteration 2F (278.689455 sec): 3 clusters Score: Raw -649881.923651 + Penalty 1717.040990 = -648164.882661 nChanged 418 SP:Iteration 3Q (278.745158 sec): 3 clusters Score: Raw -650067.257080 + Penalty 1717.040990 = -648350.216090 nChanged 394 SP:Iteration 4Q (278.794861 sec): 3 clusters Score: Raw -650240.061713 + Penalty 1717.040990 = -648523.020724 nChanged 369 SP:Iteration 5Q (278.864866 sec): 3 clusters Score: Raw -650415.172307 + Penalty 1717.040990 = -648698.131317 nChanged 379 SP:Iteration 6Q (278.923137 sec): 3 clusters Score: Raw -650607.560663 + Penalty 1717.040990 = -648890.519673 nChanged 397 SP:Iteration 7Q (278.974493 sec): 3 clusters Score: Raw -650839.169261 + Penalty 1717.040990 = -649122.128271 nChanged 366 SP:Iteration 8Q (279.040123 sec): 3 clusters Score: Raw -651077.008246 + Penalty 1717.040990 = -649359.967257 nChanged 328 SP:Iteration 9Q (279.088380 sec): 3 clusters Score: Raw -651306.372532 + Penalty 1717.040990 = -649589.331543 nChanged 342 SP:Iteration 10Q (279.151710 sec): 3 clusters Score: Raw -651533.614894 + Penalty 1717.040990 = -649816.573904 nChanged 303 SP:Iteration 11Q (279.201595 sec): 3 clusters Score: Raw -651687.618269 + Penalty 1717.040990 = -649970.577280 nChanged 207 SP:Iteration 12Q (279.251881 sec): 3 clusters Score: Raw -651760.337004 + Penalty 1717.040990 = -650043.296015 nChanged 164 SP:Iteration 13Q (279.316460 sec): 3 clusters Score: Raw -651817.566895 + Penalty 1717.040990 = -650100.525906 nChanged 124 SP:Iteration 14Q (279.360663 sec): 3 clusters Score: Raw -651862.534045 + Penalty 1717.040990 = -650145.493055 nChanged 105 SP:Iteration 15Q (279.427443 sec): 3 clusters Score: Raw -651896.934187 + Penalty 1717.040990 = -650179.893197 nChanged 101 SP:Iteration 16Q (279.477155 sec): 3 clusters Score: Raw -651931.840320 + Penalty 1717.040990 = -650214.799330 nChanged 115 SP:Iteration 17Q (279.536599 sec): 3 clusters Score: Raw -651976.713691 + Penalty 1717.040990 = -650259.672701 nChanged 101 SP:Iteration 18Q (279.594431 sec): 3 clusters Score: Raw -652016.521022 + Penalty 1717.040990 = -650299.480032 nChanged 115 SP:Iteration 19Q (279.663171 sec): 3 clusters Score: Raw -652060.642407 + Penalty 1717.040990 = -650343.601418 nChanged 125 SP:Iteration 20F (279.721467 sec): 3 clusters Score: Raw -652112.166246 + Penalty 1717.040990 = -650395.125256 nChanged 113 SP:Iteration 21Q (279.767357 sec): 3 clusters Score: Raw -652157.497509 + Penalty 1717.040990 = -650440.456519 nChanged 109 SP:Iteration 22Q (279.834536 sec): 3 clusters Score: Raw -652206.798208 + Penalty 1717.040990 = -650489.757218 nChanged 111 SP:Iteration 23Q (279.881201 sec): 3 clusters Score: Raw -652254.166595 + Penalty 1717.040990 = -650537.125605 nChanged 96 SP:Iteration 24Q (279.948363 sec): 3 clusters Score: Raw -652290.188791 + Penalty 1717.040990 = -650573.147802 nChanged 76 SP:Iteration 25Q (280.009090 sec): 3 clusters Score: Raw -652321.314929 + Penalty 1717.040990 = -650604.273939 nChanged 75 SP:Iteration 26Q (280.066611 sec): 3 clusters Score: Raw -652355.554043 + Penalty 1717.040990 = -650638.513053 nChanged 79 SP:Iteration 27Q (280.122888 sec): 3 clusters Score: Raw -652389.676450 + Penalty 1717.040990 = -650672.635460 nChanged 66 SP:Iteration 28Q (280.169376 sec): 3 clusters Score: Raw -652422.114246 + Penalty 1717.040990 = -650705.073256 nChanged 79 SP:Iteration 29Q (280.225938 sec): 3 clusters Score: Raw -652470.388516 + Penalty 1717.040990 = -650753.347527 nChanged 85 SP:Iteration 30Q (280.284099 sec): 3 clusters Score: Raw -652523.968789 + Penalty 1717.040990 = -650806.927800 nChanged 75 SP:Iteration 31Q (280.345922 sec): 3 clusters Score: Raw -652572.268564 + Penalty 1717.040990 = -650855.227574 nChanged 53 SP:Iteration 32Q (280.396475 sec): 3 clusters Score: Raw -652609.642172 + Penalty 1717.040990 = -650892.601182 nChanged 48 SP:Iteration 33Q (280.456451 sec): 3 clusters Score: Raw -652643.772473 + Penalty 1717.040990 = -650926.731484 nChanged 36 SP:Iteration 34Q (280.514058 sec): 3 clusters Score: Raw -652666.509295 + Penalty 1717.040990 = -650949.468305 nChanged 29 SP:Iteration 35Q (280.567253 sec): 3 clusters Score: Raw -652682.319116 + Penalty 1717.040990 = -650965.278126 nChanged 22 SP:Iteration 36Q (280.626028 sec): 3 clusters Score: Raw -652693.334516 + Penalty 1717.040990 = -650976.293526 nChanged 15 SP:Iteration 37Q (280.675911 sec): 3 clusters Score: Raw -652702.964124 + Penalty 1717.040990 = -650985.923135 nChanged 15 SP:Iteration 38Q (280.734419 sec): 3 clusters Score: Raw -652711.352175 + Penalty 1717.040990 = -650994.311185 nChanged 15 SP:Iteration 39Q (280.792003 sec): 3 clusters Score: Raw -652720.668129 + Penalty 1717.040990 = -651003.627139 nChanged 11 SP:Iteration 40F (280.848910 sec): 3 clusters Score: Raw -652724.902493 + Penalty 1717.040990 = -651007.861504 nChanged 7 SP:Iteration 41Q (280.906745 sec): 3 clusters Score: Raw -652728.662027 + Penalty 1717.040990 = -651011.621037 nChanged 4 SP:Iteration 42Q (280.959522 sec): 3 clusters Score: Raw -652730.967536 + Penalty 1717.040990 = -651013.926547 nChanged 4 SP:Iteration 43Q (281.016962 sec): 3 clusters Score: Raw -652733.761338 + Penalty 1717.040990 = -651016.720348 nChanged 7 SP:Iteration 44Q (281.065701 sec): 3 clusters Score: Raw -652735.777310 + Penalty 1717.040990 = -651018.736321 nChanged 3 SP:Iteration 45Q (281.130788 sec): 3 clusters Score: Raw -652736.772231 + Penalty 1717.040990 = -651019.731242 nChanged 5 SP:Iteration 46Q (281.187811 sec): 3 clusters Score: Raw -652738.748618 + Penalty 1717.040990 = -651021.707628 nChanged 3 SP:Iteration 47Q (281.238345 sec): 3 clusters Score: Raw -652739.623360 + Penalty 1717.040990 = -651022.582371 nChanged 0 SP:Iteration 48F (281.281524 sec): 3 clusters Score: Raw -652739.623360 + Penalty 1717.040990 = -651022.582371 nChanged 0 Trying to split cluster 5 (65362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (281.377033 sec): 2 clusters Score: Raw -5235351.387781 + Penalty 1053.331151 = -5234298.056630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (281.514058 sec): 3 clusters Score: Raw -5192596.158987 + Penalty 2106.662302 = -5190489.496684 nChanged 31346 SP:Iteration 1F (281.644128 sec): 3 clusters Score: Raw -5210809.746947 + Penalty 2106.662302 = -5208703.084644 nChanged 2557 SP:Iteration 2Q (281.774202 sec): 3 clusters Score: Raw -5211552.376864 + Penalty 2106.662302 = -5209445.714562 nChanged 2604 SP:Iteration 3Q (281.903305 sec): 3 clusters Score: Raw -5212458.938892 + Penalty 2106.662302 = -5210352.276590 nChanged 2956 SP:Iteration 4Q (282.032902 sec): 3 clusters Score: Raw -5213747.744644 + Penalty 2106.662302 = -5211641.082342 nChanged 3455 SP:Iteration 5F (282.153864 sec): 3 clusters Score: Raw -5215636.365050 + Penalty 2106.662302 = -5213529.702748 nChanged 4045 SP:Iteration 6F (282.288171 sec): 3 clusters Score: Raw -5218299.548752 + Penalty 2106.662302 = -5216192.886449 nChanged 4346 SP:Iteration 7F (282.408562 sec): 3 clusters Score: Raw -5221607.449299 + Penalty 2106.662302 = -5219500.786997 nChanged 4127 SP:Iteration 8F (282.539480 sec): 3 clusters Score: Raw -5224825.366555 + Penalty 2106.662302 = -5222718.704253 nChanged 3405 SP:Iteration 9F (282.672835 sec): 3 clusters Score: Raw -5227421.482403 + Penalty 2106.662302 = -5225314.820101 nChanged 2665 SP:Iteration 10Q (282.795170 sec): 3 clusters Score: Raw -5229318.783725 + Penalty 2106.662302 = -5227212.121422 nChanged 2083 SP:Iteration 11Q (282.904459 sec): 3 clusters Score: Raw -5230726.877518 + Penalty 2106.662302 = -5228620.215215 nChanged 1677 SP:Iteration 12Q (283.020550 sec): 3 clusters Score: Raw -5231875.010351 + Penalty 2106.662302 = -5229768.348049 nChanged 1384 SP:Iteration 13Q (283.123985 sec): 3 clusters Score: Raw -5232814.890148 + Penalty 2106.662302 = -5230708.227846 nChanged 1128 SP:Iteration 14Q (283.236856 sec): 3 clusters Score: Raw -5233571.363000 + Penalty 2106.662302 = -5231464.700698 nChanged 897 SP:Iteration 15Q (283.355061 sec): 3 clusters Score: Raw -5234162.985329 + Penalty 2106.662302 = -5232056.323027 nChanged 727 SP:Iteration 16Q (283.454701 sec): 3 clusters Score: Raw -5234630.520725 + Penalty 2106.662302 = -5232523.858423 nChanged 491 SP:Iteration 17Q (283.567725 sec): 3 clusters Score: Raw -5234932.619738 + Penalty 2106.662302 = -5232825.957436 nChanged 306 SP:Iteration 18Q (283.671938 sec): 3 clusters Score: Raw -5235112.596823 + Penalty 2106.662302 = -5233005.934521 nChanged 227 SP:Iteration 19Q (283.781056 sec): 3 clusters Score: Raw -5235239.020244 + Penalty 2106.662302 = -5233132.357942 nChanged 157 SP:Iteration 20F (283.914351 sec): 3 clusters Score: Raw -5235325.815940 + Penalty 2106.662302 = -5233219.153637 nChanged 109 SP:Iteration 21Q (284.029711 sec): 3 clusters Score: Raw -5235391.579316 + Penalty 2106.662302 = -5233284.917014 nChanged 78 SP:Iteration 22Q (284.135204 sec): 3 clusters Score: Raw -5235443.401191 + Penalty 2106.662302 = -5233336.738889 nChanged 54 SP:Iteration 23Q (284.229390 sec): 3 clusters Score: Raw -5235476.040012 + Penalty 2106.662302 = -5233369.377709 nChanged 36 SP:Iteration 24Q (284.344071 sec): 3 clusters Score: Raw -5235494.182220 + Penalty 2106.662302 = -5233387.519917 nChanged 22 SP:Iteration 25Q (284.445142 sec): 3 clusters Score: Raw -5235507.405758 + Penalty 2106.662302 = -5233400.743455 nChanged 23 SP:Iteration 26Q (284.552580 sec): 3 clusters Score: Raw -5235519.180000 + Penalty 2106.662302 = -5233412.517697 nChanged 21 SP:Iteration 27Q (284.660630 sec): 3 clusters Score: Raw -5235529.847355 + Penalty 2106.662302 = -5233423.185052 nChanged 14 SP:Iteration 28Q (284.756951 sec): 3 clusters Score: Raw -5235538.161577 + Penalty 2106.662302 = -5233431.499274 nChanged 10 SP:Iteration 29Q (284.873578 sec): 3 clusters Score: Raw -5235541.582909 + Penalty 2106.662302 = -5233434.920606 nChanged 4 SP:Iteration 30Q (284.982626 sec): 3 clusters Score: Raw -5235543.478210 + Penalty 2106.662302 = -5233436.815908 nChanged 6 SP:Iteration 31Q (285.093607 sec): 3 clusters Score: Raw -5235545.935040 + Penalty 2106.662302 = -5233439.272737 nChanged 2 SP:Iteration 32Q (285.203024 sec): 3 clusters Score: Raw -5235547.578625 + Penalty 2106.662302 = -5233440.916323 nChanged 2 SP:Iteration 33Q (285.310330 sec): 3 clusters Score: Raw -5235548.117436 + Penalty 2106.662302 = -5233441.455133 nChanged 1 SP:Iteration 34Q (285.415320 sec): 3 clusters Score: Raw -5235548.567689 + Penalty 2106.662302 = -5233441.905386 nChanged 1 SP:Iteration 35Q (285.529099 sec): 3 clusters Score: Raw -5235548.766940 + Penalty 2106.662302 = -5233442.104638 nChanged 0 SP:Iteration 36F (285.657946 sec): 3 clusters Score: Raw -5235548.766940 + Penalty 2106.662302 = -5233442.104638 nChanged 0 Trying to split cluster 6 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (285.688354 sec): 2 clusters Score: Raw -11607.032397 + Penalty 496.445934 = -11110.586463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (285.734477 sec): 3 clusters Score: Raw -11676.049738 + Penalty 992.891868 = -10683.157870 nChanged 42 SP:Iteration 1F (285.783897 sec): 3 clusters Score: Raw -11756.694907 + Penalty 992.891868 = -10763.803039 nChanged 6 SP:Iteration 2Q (285.830802 sec): 3 clusters Score: Raw -11778.280133 + Penalty 992.891868 = -10785.388265 nChanged 7 SP:Iteration 3Q (285.871105 sec): 3 clusters Score: Raw -11793.313145 + Penalty 992.891868 = -10800.421277 nChanged 3 SP:Iteration 4Q (285.919798 sec): 3 clusters Score: Raw -11811.305921 + Penalty 992.891868 = -10818.414053 nChanged 1 SP:Iteration 5Q (285.964991 sec): 3 clusters Score: Raw -11813.969804 + Penalty 992.891868 = -10821.077936 nChanged 1 SP:Iteration 6Q (286.006951 sec): 3 clusters Score: Raw -11818.874042 + Penalty 992.891868 = -10825.982174 nChanged 0 SP:Iteration 7F (286.053080 sec): 3 clusters Score: Raw -11818.874042 + Penalty 992.891868 = -10825.982174 nChanged 0 Trying to split cluster 7 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.068360 sec): 2 clusters Score: Raw -118598.561858 + Penalty 696.263905 = -117902.297953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.117132 sec): 3 clusters Score: Raw -117885.987817 + Penalty 1392.527810 = -116493.460007 nChanged 602 SP:Iteration 1F (286.172115 sec): 3 clusters Score: Raw -118267.752633 + Penalty 1392.527810 = -116875.224823 nChanged 118 SP:Iteration 2F (286.210785 sec): 3 clusters Score: Raw -118349.187413 + Penalty 1392.527810 = -116956.659603 nChanged 73 SP:Iteration 3Q (286.256694 sec): 3 clusters Score: Raw -118396.139743 + Penalty 1392.527810 = -117003.611934 nChanged 43 SP:Iteration 4Q (286.306953 sec): 3 clusters Score: Raw -118424.316100 + Penalty 1392.527810 = -117031.788290 nChanged 43 SP:Iteration 5Q (286.354647 sec): 3 clusters Score: Raw -118456.056817 + Penalty 1392.527810 = -117063.529007 nChanged 32 SP:Iteration 6Q (286.412993 sec): 3 clusters Score: Raw -118474.000305 + Penalty 1392.527810 = -117081.472495 nChanged 24 SP:Iteration 7Q (286.460621 sec): 3 clusters Score: Raw -118486.734966 + Penalty 1392.527810 = -117094.207156 nChanged 25 SP:Iteration 8Q (286.503870 sec): 3 clusters Score: Raw -118498.321403 + Penalty 1392.527810 = -117105.793593 nChanged 15 SP:Iteration 9Q (286.555054 sec): 3 clusters Score: Raw -118504.221145 + Penalty 1392.527810 = -117111.693335 nChanged 13 SP:Iteration 10Q (286.604949 sec): 3 clusters Score: Raw -118512.433331 + Penalty 1392.527810 = -117119.905521 nChanged 17 SP:Iteration 11Q (286.655658 sec): 3 clusters Score: Raw -118525.899054 + Penalty 1392.527810 = -117133.371244 nChanged 26 SP:Iteration 12Q (286.700871 sec): 3 clusters Score: Raw -118544.938827 + Penalty 1392.527810 = -117152.411017 nChanged 25 SP:Iteration 13Q (286.758848 sec): 3 clusters Score: Raw -118559.955953 + Penalty 1392.527810 = -117167.428143 nChanged 17 SP:Iteration 14Q (286.815016 sec): 3 clusters Score: Raw -118567.790681 + Penalty 1392.527810 = -117175.262871 nChanged 11 SP:Iteration 15Q (286.857280 sec): 3 clusters Score: Raw -118574.894887 + Penalty 1392.527810 = -117182.367077 nChanged 12 SP:Iteration 16Q (286.911801 sec): 3 clusters Score: Raw -118581.390804 + Penalty 1392.527810 = -117188.862995 nChanged 11 SP:Iteration 17Q (286.953031 sec): 3 clusters Score: Raw -118588.273833 + Penalty 1392.527810 = -117195.746023 nChanged 12 SP:Iteration 18Q (287.001015 sec): 3 clusters Score: Raw -118596.429371 + Penalty 1392.527810 = -117203.901561 nChanged 14 SP:Iteration 19Q (287.051554 sec): 3 clusters Score: Raw -118605.651352 + Penalty 1392.527810 = -117213.123542 nChanged 14 SP:Iteration 20F (287.103107 sec): 3 clusters Score: Raw -118614.862308 + Penalty 1392.527810 = -117222.334498 nChanged 16 SP:Iteration 21Q (287.139459 sec): 3 clusters Score: Raw -118624.932478 + Penalty 1392.527810 = -117232.404668 nChanged 10 SP:Iteration 22Q (287.183989 sec): 3 clusters Score: Raw -118629.953856 + Penalty 1392.527810 = -117237.426046 nChanged 6 SP:Iteration 23Q (287.233772 sec): 3 clusters Score: Raw -118634.077865 + Penalty 1392.527810 = -117241.550055 nChanged 5 SP:Iteration 24Q (287.284369 sec): 3 clusters Score: Raw -118636.750788 + Penalty 1392.527810 = -117244.222978 nChanged 6 SP:Iteration 25Q (287.343224 sec): 3 clusters Score: Raw -118640.224836 + Penalty 1392.527810 = -117247.697026 nChanged 9 SP:Iteration 26Q (287.394057 sec): 3 clusters Score: Raw -118647.898981 + Penalty 1392.527810 = -117255.371171 nChanged 8 SP:Iteration 27Q (287.431577 sec): 3 clusters Score: Raw -118653.439468 + Penalty 1392.527810 = -117260.911658 nChanged 8 SP:Iteration 28Q (287.472253 sec): 3 clusters Score: Raw -118657.049035 + Penalty 1392.527810 = -117264.521225 nChanged 4 SP:Iteration 29Q (287.520341 sec): 3 clusters Score: Raw -118658.889382 + Penalty 1392.527810 = -117266.361572 nChanged 5 SP:Iteration 30Q (287.564771 sec): 3 clusters Score: Raw -118661.204174 + Penalty 1392.527810 = -117268.676364 nChanged 3 SP:Iteration 31Q (287.605875 sec): 3 clusters Score: Raw -118663.585134 + Penalty 1392.527810 = -117271.057324 nChanged 2 SP:Iteration 32Q (287.651463 sec): 3 clusters Score: Raw -118665.460824 + Penalty 1392.527810 = -117272.933014 nChanged 1 SP:Iteration 33Q (287.699096 sec): 3 clusters Score: Raw -118665.816721 + Penalty 1392.527810 = -117273.288911 nChanged 1 SP:Iteration 34Q (287.738526 sec): 3 clusters Score: Raw -118666.498015 + Penalty 1392.527810 = -117273.970205 nChanged 2 SP:Iteration 35Q (287.799193 sec): 3 clusters Score: Raw -118668.682269 + Penalty 1392.527810 = -117276.154459 nChanged 6 SP:Iteration 36Q (287.844955 sec): 3 clusters Score: Raw -118673.244797 + Penalty 1392.527810 = -117280.716988 nChanged 5 SP:Iteration 37Q (287.885954 sec): 3 clusters Score: Raw -118676.590808 + Penalty 1392.527810 = -117284.062998 nChanged 2 SP:Iteration 38Q (287.944999 sec): 3 clusters Score: Raw -118677.701714 + Penalty 1392.527810 = -117285.173904 nChanged 2 SP:Iteration 39Q (287.995852 sec): 3 clusters Score: Raw -118678.307114 + Penalty 1392.527810 = -117285.779305 nChanged 0 SP:Iteration 40F (288.039826 sec): 3 clusters Score: Raw -118678.307114 + Penalty 1392.527810 = -117285.779305 nChanged 0 Trying to split cluster 8 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (288.058632 sec): 2 clusters Score: Raw -25072.560594 + Penalty 553.470010 = -24519.090584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (288.116782 sec): 3 clusters Score: Raw -24997.330421 + Penalty 1106.940020 = -23890.390401 nChanged 72 SP:Iteration 1F (288.157092 sec): 3 clusters Score: Raw -25096.541186 + Penalty 1106.940020 = -23989.601166 nChanged 23 SP:Iteration 2F (288.216149 sec): 3 clusters Score: Raw -25130.786738 + Penalty 1106.940020 = -24023.846718 nChanged 12 SP:Iteration 3Q (288.255706 sec): 3 clusters Score: Raw -25148.011513 + Penalty 1106.940020 = -24041.071492 nChanged 6 SP:Iteration 4Q (288.307763 sec): 3 clusters Score: Raw -25153.973490 + Penalty 1106.940020 = -24047.033469 nChanged 4 SP:Iteration 5Q (288.360427 sec): 3 clusters Score: Raw -25162.184192 + Penalty 1106.940020 = -24055.244171 nChanged 3 SP:Iteration 6Q (288.413895 sec): 3 clusters Score: Raw -25164.072857 + Penalty 1106.940020 = -24057.132837 nChanged 1 SP:Iteration 7Q (288.460038 sec): 3 clusters Score: Raw -25165.845913 + Penalty 1106.940020 = -24058.905893 nChanged 0 SP:Iteration 8F (288.490693 sec): 3 clusters Score: Raw -25165.845913 + Penalty 1106.940020 = -24058.905893 nChanged 0 Trying to split cluster 9 (23688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (288.537285 sec): 2 clusters Score: Raw -1845632.090842 + Penalty 956.908768 = -1844675.182074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (288.623964 sec): 3 clusters Score: Raw -1830859.860294 + Penalty 1913.817535 = -1828946.042759 nChanged 10968 SP:Iteration 1F (288.702030 sec): 3 clusters Score: Raw -1837588.650718 + Penalty 1913.817535 = -1835674.833183 nChanged 1354 SP:Iteration 2F (288.777934 sec): 3 clusters Score: Raw -1838182.387167 + Penalty 1913.817535 = -1836268.569632 nChanged 1276 SP:Iteration 3F (288.859031 sec): 3 clusters Score: Raw -1838848.198704 + Penalty 1913.817535 = -1836934.381169 nChanged 1286 SP:Iteration 4F (288.925075 sec): 3 clusters Score: Raw -1839595.582023 + Penalty 1913.817535 = -1837681.764488 nChanged 1326 SP:Iteration 5F (289.012643 sec): 3 clusters Score: Raw -1840420.963485 + Penalty 1913.817535 = -1838507.145949 nChanged 1278 SP:Iteration 6F (289.091057 sec): 3 clusters Score: Raw -1841241.234480 + Penalty 1913.817535 = -1839327.416944 nChanged 1105 SP:Iteration 7Q (289.168295 sec): 3 clusters Score: Raw -1841909.225377 + Penalty 1913.817535 = -1839995.407841 nChanged 904 SP:Iteration 8Q (289.243733 sec): 3 clusters Score: Raw -1842315.951601 + Penalty 1913.817535 = -1840402.134066 nChanged 603 SP:Iteration 9Q (289.308482 sec): 3 clusters Score: Raw -1842481.766030 + Penalty 1913.817535 = -1840567.948495 nChanged 343 SP:Iteration 10Q (289.396169 sec): 3 clusters Score: Raw -1842565.967167 + Penalty 1913.817535 = -1840652.149632 nChanged 311 SP:Iteration 11Q (289.476984 sec): 3 clusters Score: Raw -1842648.398426 + Penalty 1913.817535 = -1840734.580891 nChanged 286 SP:Iteration 12Q (289.552784 sec): 3 clusters Score: Raw -1842727.768407 + Penalty 1913.817535 = -1840813.950872 nChanged 305 SP:Iteration 13Q (289.617693 sec): 3 clusters Score: Raw -1842820.455419 + Penalty 1913.817535 = -1840906.637884 nChanged 330 SP:Iteration 14Q (289.695272 sec): 3 clusters Score: Raw -1842927.505848 + Penalty 1913.817535 = -1841013.688313 nChanged 344 SP:Iteration 15Q (289.780158 sec): 3 clusters Score: Raw -1843045.572084 + Penalty 1913.817535 = -1841131.754549 nChanged 361 SP:Iteration 16Q (289.846636 sec): 3 clusters Score: Raw -1843188.566887 + Penalty 1913.817535 = -1841274.749352 nChanged 371 SP:Iteration 17Q (289.919578 sec): 3 clusters Score: Raw -1843334.936047 + Penalty 1913.817535 = -1841421.118512 nChanged 381 SP:Iteration 18Q (289.997920 sec): 3 clusters Score: Raw -1843500.686192 + Penalty 1913.817535 = -1841586.868657 nChanged 388 SP:Iteration 19Q (290.082606 sec): 3 clusters Score: Raw -1843681.068018 + Penalty 1913.817535 = -1841767.250483 nChanged 374 SP:Iteration 20F (290.166661 sec): 3 clusters Score: Raw -1843873.461683 + Penalty 1913.817535 = -1841959.644148 nChanged 391 SP:Iteration 21Q (290.232385 sec): 3 clusters Score: Raw -1844085.884986 + Penalty 1913.817535 = -1842172.067451 nChanged 369 SP:Iteration 22Q (290.304291 sec): 3 clusters Score: Raw -1844277.665059 + Penalty 1913.817535 = -1842363.847523 nChanged 336 SP:Iteration 23Q (290.392833 sec): 3 clusters Score: Raw -1844427.595812 + Penalty 1913.817535 = -1842513.778277 nChanged 305 SP:Iteration 24Q (290.464738 sec): 3 clusters Score: Raw -1844556.532544 + Penalty 1913.817535 = -1842642.715008 nChanged 276 SP:Iteration 25Q (290.534169 sec): 3 clusters Score: Raw -1844660.555914 + Penalty 1913.817535 = -1842746.738379 nChanged 248 SP:Iteration 26Q (290.609003 sec): 3 clusters Score: Raw -1844752.783874 + Penalty 1913.817535 = -1842838.966338 nChanged 223 SP:Iteration 27Q (290.665845 sec): 3 clusters Score: Raw -1844830.660452 + Penalty 1913.817535 = -1842916.842917 nChanged 206 SP:Iteration 28Q (290.745023 sec): 3 clusters Score: Raw -1844895.381627 + Penalty 1913.817535 = -1842981.564092 nChanged 177 SP:Iteration 29Q (290.812807 sec): 3 clusters Score: Raw -1844949.474549 + Penalty 1913.817535 = -1843035.657014 nChanged 192 SP:Iteration 30Q (290.879651 sec): 3 clusters Score: Raw -1845020.745196 + Penalty 1913.817535 = -1843106.927661 nChanged 198 SP:Iteration 31Q (290.962980 sec): 3 clusters Score: Raw -1845091.945907 + Penalty 1913.817535 = -1843178.128371 nChanged 194 SP:Iteration 32Q (291.026364 sec): 3 clusters Score: Raw -1845162.243660 + Penalty 1913.817535 = -1843248.426125 nChanged 169 SP:Iteration 33Q (291.107957 sec): 3 clusters Score: Raw -1845219.251063 + Penalty 1913.817535 = -1843305.433528 nChanged 160 SP:Iteration 34Q (291.181415 sec): 3 clusters Score: Raw -1845280.489329 + Penalty 1913.817535 = -1843366.671794 nChanged 145 SP:Iteration 35Q (291.240759 sec): 3 clusters Score: Raw -1845334.627784 + Penalty 1913.817535 = -1843420.810249 nChanged 136 SP:Iteration 36Q (291.311908 sec): 3 clusters Score: Raw -1845389.054224 + Penalty 1913.817535 = -1843475.236689 nChanged 130 SP:Iteration 37Q (291.383917 sec): 3 clusters Score: Raw -1845444.447432 + Penalty 1913.817535 = -1843530.629897 nChanged 142 SP:Iteration 38Q (291.459267 sec): 3 clusters Score: Raw -1845509.597286 + Penalty 1913.817535 = -1843595.779750 nChanged 110 SP:Iteration 39Q (291.528394 sec): 3 clusters Score: Raw -1845562.214786 + Penalty 1913.817535 = -1843648.397251 nChanged 105 SP:Iteration 40F (291.607438 sec): 3 clusters Score: Raw -1845616.802129 + Penalty 1913.817535 = -1843702.984593 nChanged 94 SP:Iteration 41Q (291.677652 sec): 3 clusters Score: Raw -1845662.307290 + Penalty 1913.817535 = -1843748.489754 nChanged 70 SP:Iteration 42Q (291.752594 sec): 3 clusters Score: Raw -1845695.512550 + Penalty 1913.817535 = -1843781.695015 nChanged 60 SP:Iteration 43Q (291.824254 sec): 3 clusters Score: Raw -1845722.234599 + Penalty 1913.817535 = -1843808.417064 nChanged 49 SP:Iteration 44Q (291.895020 sec): 3 clusters Score: Raw -1845745.260223 + Penalty 1913.817535 = -1843831.442687 nChanged 41 SP:Iteration 45Q (291.965755 sec): 3 clusters Score: Raw -1845766.983999 + Penalty 1913.817535 = -1843853.166464 nChanged 37 SP:Iteration 46Q (292.032765 sec): 3 clusters Score: Raw -1845785.166252 + Penalty 1913.817535 = -1843871.348717 nChanged 27 SP:Iteration 47Q (292.098737 sec): 3 clusters Score: Raw -1845795.797251 + Penalty 1913.817535 = -1843881.979716 nChanged 26 SP:Iteration 48Q (292.163683 sec): 3 clusters Score: Raw -1845803.861896 + Penalty 1913.817535 = -1843890.044361 nChanged 18 SP:Iteration 49Q (292.230044 sec): 3 clusters Score: Raw -1845809.639344 + Penalty 1913.817535 = -1843895.821809 nChanged 12 SP:Iteration 50Q (292.298149 sec): 3 clusters Score: Raw -1845814.763413 + Penalty 1913.817535 = -1843900.945878 nChanged 21 SP:Iteration 51Q (292.369171 sec): 3 clusters Score: Raw -1845823.729383 + Penalty 1913.817535 = -1843909.911848 nChanged 16 SP:Iteration 52Q (292.438552 sec): 3 clusters Score: Raw -1845831.073020 + Penalty 1913.817535 = -1843917.255485 nChanged 12 SP:Iteration 53Q (292.508530 sec): 3 clusters Score: Raw -1845836.111667 + Penalty 1913.817535 = -1843922.294132 nChanged 10 SP:Iteration 54Q (292.578427 sec): 3 clusters Score: Raw -1845839.297856 + Penalty 1913.817535 = -1843925.480321 nChanged 3 SP:Iteration 55Q (292.651844 sec): 3 clusters Score: Raw -1845839.875713 + Penalty 1913.817535 = -1843926.058177 nChanged 3 SP:Iteration 56Q (292.721743 sec): 3 clusters Score: Raw -1845840.608309 + Penalty 1913.817535 = -1843926.790773 nChanged 6 SP:Iteration 57Q (292.783602 sec): 3 clusters Score: Raw -1845843.486043 + Penalty 1913.817535 = -1843929.668507 nChanged 5 SP:Iteration 58Q (292.858158 sec): 3 clusters Score: Raw -1845845.494439 + Penalty 1913.817535 = -1843931.676904 nChanged 4 SP:Iteration 59Q (292.927864 sec): 3 clusters Score: Raw -1845846.966587 + Penalty 1913.817535 = -1843933.149052 nChanged 3 SP:Iteration 60F (293.004026 sec): 3 clusters Score: Raw -1845847.962140 + Penalty 1913.817535 = -1843934.144605 nChanged 0 Trying to split cluster 10 (6757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (293.037833 sec): 2 clusters Score: Raw -555911.398195 + Penalty 837.741757 = -555073.656439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (293.093670 sec): 3 clusters Score: Raw -551999.450286 + Penalty 1675.483514 = -550323.966772 nChanged 2922 SP:Iteration 1F (293.142234 sec): 3 clusters Score: Raw -553663.462199 + Penalty 1675.483514 = -551987.978685 nChanged 426 SP:Iteration 2F (293.211619 sec): 3 clusters Score: Raw -553872.643692 + Penalty 1675.483514 = -552197.160178 nChanged 365 SP:Iteration 3F (293.266138 sec): 3 clusters Score: Raw -554068.286396 + Penalty 1675.483514 = -552392.802882 nChanged 367 SP:Iteration 4F (293.325346 sec): 3 clusters Score: Raw -554266.106118 + Penalty 1675.483514 = -552590.622604 nChanged 339 SP:Iteration 5F (293.368728 sec): 3 clusters Score: Raw -554503.705012 + Penalty 1675.483514 = -552828.221498 nChanged 382 SP:Iteration 6F (293.424955 sec): 3 clusters Score: Raw -554811.463575 + Penalty 1675.483514 = -553135.980061 nChanged 382 SP:Iteration 7F (293.480511 sec): 3 clusters Score: Raw -555094.954108 + Penalty 1675.483514 = -553419.470594 nChanged 323 SP:Iteration 8Q (293.543614 sec): 3 clusters Score: Raw -555316.972223 + Penalty 1675.483514 = -553641.488709 nChanged 268 SP:Iteration 9Q (293.590065 sec): 3 clusters Score: Raw -555459.677902 + Penalty 1675.483514 = -553784.194388 nChanged 183 SP:Iteration 10Q (293.648401 sec): 3 clusters Score: Raw -555539.534562 + Penalty 1675.483514 = -553864.051048 nChanged 147 SP:Iteration 11Q (293.703754 sec): 3 clusters Score: Raw -555589.495495 + Penalty 1675.483514 = -553914.011981 nChanged 95 SP:Iteration 12Q (293.755205 sec): 3 clusters Score: Raw -555622.948104 + Penalty 1675.483514 = -553947.464590 nChanged 91 SP:Iteration 13Q (293.811909 sec): 3 clusters Score: Raw -555651.562091 + Penalty 1675.483514 = -553976.078577 nChanged 73 SP:Iteration 14Q (293.858944 sec): 3 clusters Score: Raw -555676.655965 + Penalty 1675.483514 = -554001.172451 nChanged 79 SP:Iteration 15Q (293.923470 sec): 3 clusters Score: Raw -555701.893416 + Penalty 1675.483514 = -554026.409903 nChanged 77 SP:Iteration 16Q (293.968775 sec): 3 clusters Score: Raw -555722.419813 + Penalty 1675.483514 = -554046.936299 nChanged 51 SP:Iteration 17Q (294.038235 sec): 3 clusters Score: Raw -555736.732983 + Penalty 1675.483514 = -554061.249470 nChanged 55 SP:Iteration 18Q (294.095941 sec): 3 clusters Score: Raw -555750.277437 + Penalty 1675.483514 = -554074.793923 nChanged 40 SP:Iteration 19Q (294.153037 sec): 3 clusters Score: Raw -555759.921247 + Penalty 1675.483514 = -554084.437733 nChanged 40 SP:Iteration 20F (294.196283 sec): 3 clusters Score: Raw -555767.224367 + Penalty 1675.483514 = -554091.740853 nChanged 34 SP:Iteration 21Q (294.248233 sec): 3 clusters Score: Raw -555773.015414 + Penalty 1675.483514 = -554097.531900 nChanged 24 SP:Iteration 22Q (294.309792 sec): 3 clusters Score: Raw -555777.528552 + Penalty 1675.483514 = -554102.045038 nChanged 31 SP:Iteration 23Q (294.371162 sec): 3 clusters Score: Raw -555784.335440 + Penalty 1675.483514 = -554108.851926 nChanged 36 SP:Iteration 24Q (294.423155 sec): 3 clusters Score: Raw -555795.446868 + Penalty 1675.483514 = -554119.963354 nChanged 40 SP:Iteration 25Q (294.482242 sec): 3 clusters Score: Raw -555805.746942 + Penalty 1675.483514 = -554130.263428 nChanged 40 SP:Iteration 26Q (294.538191 sec): 3 clusters Score: Raw -555814.985701 + Penalty 1675.483514 = -554139.502187 nChanged 34 SP:Iteration 27Q (294.601733 sec): 3 clusters Score: Raw -555822.376194 + Penalty 1675.483514 = -554146.892680 nChanged 32 SP:Iteration 28Q (294.648948 sec): 3 clusters Score: Raw -555826.953186 + Penalty 1675.483514 = -554151.469673 nChanged 23 SP:Iteration 29Q (294.717212 sec): 3 clusters Score: Raw -555830.612424 + Penalty 1675.483514 = -554155.128910 nChanged 18 SP:Iteration 30Q (294.762075 sec): 3 clusters Score: Raw -555833.748451 + Penalty 1675.483514 = -554158.264937 nChanged 19 SP:Iteration 31Q (294.816496 sec): 3 clusters Score: Raw -555837.074069 + Penalty 1675.483514 = -554161.590555 nChanged 15 SP:Iteration 32Q (294.875437 sec): 3 clusters Score: Raw -555839.528878 + Penalty 1675.483514 = -554164.045364 nChanged 21 SP:Iteration 33Q (294.926398 sec): 3 clusters Score: Raw -555842.492517 + Penalty 1675.483514 = -554167.009003 nChanged 15 SP:Iteration 34Q (294.987605 sec): 3 clusters Score: Raw -555844.153160 + Penalty 1675.483514 = -554168.669646 nChanged 12 SP:Iteration 35Q (295.046076 sec): 3 clusters Score: Raw -555846.975516 + Penalty 1675.483514 = -554171.492002 nChanged 16 SP:Iteration 36Q (295.109546 sec): 3 clusters Score: Raw -555850.450633 + Penalty 1675.483514 = -554174.967119 nChanged 30 SP:Iteration 37Q (295.155036 sec): 3 clusters Score: Raw -555856.074317 + Penalty 1675.483514 = -554180.590803 nChanged 33 SP:Iteration 38Q (295.219705 sec): 3 clusters Score: Raw -555865.625392 + Penalty 1675.483514 = -554190.141878 nChanged 35 SP:Iteration 39Q (295.265237 sec): 3 clusters Score: Raw -555873.888110 + Penalty 1675.483514 = -554198.404597 nChanged 25 SP:Iteration 40F (295.329755 sec): 3 clusters Score: Raw -555879.048096 + Penalty 1675.483514 = -554203.564582 nChanged 22 SP:Iteration 41Q (295.390571 sec): 3 clusters Score: Raw -555882.492828 + Penalty 1675.483514 = -554207.009314 nChanged 13 SP:Iteration 42Q (295.444300 sec): 3 clusters Score: Raw -555884.512409 + Penalty 1675.483514 = -554209.028895 nChanged 12 SP:Iteration 43Q (295.502005 sec): 3 clusters Score: Raw -555885.727412 + Penalty 1675.483514 = -554210.243898 nChanged 11 SP:Iteration 44Q (295.551420 sec): 3 clusters Score: Raw -555886.970218 + Penalty 1675.483514 = -554211.486704 nChanged 9 SP:Iteration 45Q (295.601260 sec): 3 clusters Score: Raw -555887.734743 + Penalty 1675.483514 = -554212.251229 nChanged 5 SP:Iteration 46Q (295.647522 sec): 3 clusters Score: Raw -555888.219094 + Penalty 1675.483514 = -554212.735580 nChanged 9 SP:Iteration 47Q (295.706357 sec): 3 clusters Score: Raw -555889.449573 + Penalty 1675.483514 = -554213.966059 nChanged 12 SP:Iteration 48Q (295.748686 sec): 3 clusters Score: Raw -555891.693981 + Penalty 1675.483514 = -554216.210467 nChanged 16 SP:Iteration 49Q (295.811968 sec): 3 clusters Score: Raw -555894.419846 + Penalty 1675.483514 = -554218.936332 nChanged 17 SP:Iteration 50Q (295.856594 sec): 3 clusters Score: Raw -555896.250492 + Penalty 1675.483514 = -554220.766979 nChanged 10 SP:Iteration 51Q (295.921415 sec): 3 clusters Score: Raw -555897.097771 + Penalty 1675.483514 = -554221.614257 nChanged 7 SP:Iteration 52Q (295.976120 sec): 3 clusters Score: Raw -555898.122767 + Penalty 1675.483514 = -554222.639253 nChanged 6 SP:Iteration 53Q (296.019382 sec): 3 clusters Score: Raw -555898.994409 + Penalty 1675.483514 = -554223.510896 nChanged 8 SP:Iteration 54Q (296.077246 sec): 3 clusters Score: Raw -555899.961181 + Penalty 1675.483514 = -554224.477668 nChanged 12 SP:Iteration 55Q (296.127645 sec): 3 clusters Score: Raw -555902.207268 + Penalty 1675.483514 = -554226.723754 nChanged 14 SP:Iteration 56Q (296.188323 sec): 3 clusters Score: Raw -555904.014817 + Penalty 1675.483514 = -554228.531303 nChanged 14 SP:Iteration 57Q (296.245125 sec): 3 clusters Score: Raw -555905.953545 + Penalty 1675.483514 = -554230.470031 nChanged 11 SP:Iteration 58Q (296.289101 sec): 3 clusters Score: Raw -555907.367664 + Penalty 1675.483514 = -554231.884151 nChanged 11 SP:Iteration 59Q (296.350837 sec): 3 clusters Score: Raw -555909.041516 + Penalty 1675.483514 = -554233.558002 nChanged 12 SP:Iteration 60F (296.407100 sec): 3 clusters Score: Raw -555910.666804 + Penalty 1675.483514 = -554235.183290 nChanged 9 SP:Iteration 61Q (296.449881 sec): 3 clusters Score: Raw -555911.673431 + Penalty 1675.483514 = -554236.189917 nChanged 6 SP:Iteration 62Q (296.504988 sec): 3 clusters Score: Raw -555912.162904 + Penalty 1675.483514 = -554236.679390 nChanged 5 SP:Iteration 63Q (296.562004 sec): 3 clusters Score: Raw -555912.489685 + Penalty 1675.483514 = -554237.006171 nChanged 6 SP:Iteration 64Q (296.633175 sec): 3 clusters Score: Raw -555913.197683 + Penalty 1675.483514 = -554237.714169 nChanged 9 SP:Iteration 65Q (296.677734 sec): 3 clusters Score: Raw -555914.275613 + Penalty 1675.483514 = -554238.792099 nChanged 10 SP:Iteration 66Q (296.740550 sec): 3 clusters Score: Raw -555915.614459 + Penalty 1675.483514 = -554240.130945 nChanged 8 SP:Iteration 67Q (296.792665 sec): 3 clusters Score: Raw -555916.804982 + Penalty 1675.483514 = -554241.321468 nChanged 7 SP:Iteration 68Q (296.861277 sec): 3 clusters Score: Raw -555918.031951 + Penalty 1675.483514 = -554242.548437 nChanged 10 SP:Iteration 69Q (296.919003 sec): 3 clusters Score: Raw -555920.587325 + Penalty 1675.483514 = -554245.103812 nChanged 12 SP:Iteration 70Q (296.973712 sec): 3 clusters Score: Raw -555922.790354 + Penalty 1675.483514 = -554247.306841 nChanged 13 SP:Iteration 71Q (297.031562 sec): 3 clusters Score: Raw -555924.510785 + Penalty 1675.483514 = -554249.027271 nChanged 14 SP:Iteration 72Q (297.077398 sec): 3 clusters Score: Raw -555926.703329 + Penalty 1675.483514 = -554251.219815 nChanged 15 SP:Iteration 73Q (297.144147 sec): 3 clusters Score: Raw -555928.921608 + Penalty 1675.483514 = -554253.438094 nChanged 15 SP:Iteration 74Q (297.192295 sec): 3 clusters Score: Raw -555931.019270 + Penalty 1675.483514 = -554255.535756 nChanged 10 SP:Iteration 75Q (297.261408 sec): 3 clusters Score: Raw -555932.312774 + Penalty 1675.483514 = -554256.829260 nChanged 11 SP:Iteration 76Q (297.321316 sec): 3 clusters Score: Raw -555933.668486 + Penalty 1675.483514 = -554258.184972 nChanged 12 SP:Iteration 77Q (297.374766 sec): 3 clusters Score: Raw -555935.213588 + Penalty 1675.483514 = -554259.730074 nChanged 7 SP:Iteration 78Q (297.428398 sec): 3 clusters Score: Raw -555936.120371 + Penalty 1675.483514 = -554260.636857 nChanged 14 SP:Iteration 79Q (297.480216 sec): 3 clusters Score: Raw -555937.474412 + Penalty 1675.483514 = -554261.990898 nChanged 7 SP:Iteration 80F (297.531566 sec): 3 clusters Score: Raw -555938.365097 + Penalty 1675.483514 = -554262.881583 nChanged 4 SP:Iteration 81Q (297.591205 sec): 3 clusters Score: Raw -555939.141307 + Penalty 1675.483514 = -554263.657793 nChanged 5 SP:Iteration 82Q (297.642856 sec): 3 clusters Score: Raw -555939.782994 + Penalty 1675.483514 = -554264.299480 nChanged 7 SP:Iteration 83Q (297.698951 sec): 3 clusters Score: Raw -555940.576878 + Penalty 1675.483514 = -554265.093364 nChanged 8 SP:Iteration 84Q (297.761035 sec): 3 clusters Score: Raw -555941.334161 + Penalty 1675.483514 = -554265.850647 nChanged 7 SP:Iteration 85Q (297.806371 sec): 3 clusters Score: Raw -555942.282970 + Penalty 1675.483514 = -554266.799456 nChanged 6 SP:Iteration 86Q (297.873386 sec): 3 clusters Score: Raw -555943.145167 + Penalty 1675.483514 = -554267.661653 nChanged 9 SP:Iteration 87Q (297.926519 sec): 3 clusters Score: Raw -555944.543207 + Penalty 1675.483514 = -554269.059693 nChanged 9 SP:Iteration 88Q (297.985628 sec): 3 clusters Score: Raw -555945.799880 + Penalty 1675.483514 = -554270.316366 nChanged 6 SP:Iteration 89Q (298.041164 sec): 3 clusters Score: Raw -555946.628764 + Penalty 1675.483514 = -554271.145251 nChanged 7 SP:Iteration 90Q (298.094485 sec): 3 clusters Score: Raw -555947.789265 + Penalty 1675.483514 = -554272.305751 nChanged 8 SP:Iteration 91Q (298.150784 sec): 3 clusters Score: Raw -555948.774181 + Penalty 1675.483514 = -554273.290667 nChanged 3 SP:Iteration 92Q (298.210282 sec): 3 clusters Score: Raw -555949.140181 + Penalty 1675.483514 = -554273.656667 nChanged 2 SP:Iteration 93Q (298.261096 sec): 3 clusters Score: Raw -555949.291018 + Penalty 1675.483514 = -554273.807505 nChanged 2 SP:Iteration 94Q (298.313117 sec): 3 clusters Score: Raw -555949.614542 + Penalty 1675.483514 = -554274.131028 nChanged 3 SP:Iteration 95Q (298.376523 sec): 3 clusters Score: Raw -555949.853044 + Penalty 1675.483514 = -554274.369531 nChanged 2 SP:Iteration 96Q (298.433202 sec): 3 clusters Score: Raw -555950.130324 + Penalty 1675.483514 = -554274.646810 nChanged 5 SP:Iteration 97Q (298.490162 sec): 3 clusters Score: Raw -555950.711546 + Penalty 1675.483514 = -554275.228032 nChanged 4 SP:Iteration 98Q (298.542064 sec): 3 clusters Score: Raw -555950.972926 + Penalty 1675.483514 = -554275.489412 nChanged 4 SP:Iteration 99Q (298.589496 sec): 3 clusters Score: Raw -555951.667483 + Penalty 1675.483514 = -554276.183969 nChanged 4 SP:Iteration 100F (298.657075 sec): 3 clusters Score: Raw -555952.078472 + Penalty 1675.483514 = -554276.594958 nChanged 3 SP:Iteration 101Q (298.710894 sec): 3 clusters Score: Raw -555952.304015 + Penalty 1675.483514 = -554276.820501 nChanged 5 SP:Iteration 102Q (298.767098 sec): 3 clusters Score: Raw -555952.714634 + Penalty 1675.483514 = -554277.231120 nChanged 5 SP:Iteration 103Q (298.826033 sec): 3 clusters Score: Raw -555953.276151 + Penalty 1675.483514 = -554277.792637 nChanged 4 SP:Iteration 104Q (298.884756 sec): 3 clusters Score: Raw -555953.656870 + Penalty 1675.483514 = -554278.173356 nChanged 1 SP:Iteration 105Q (298.944149 sec): 3 clusters Score: Raw -555953.747533 + Penalty 1675.483514 = -554278.264019 nChanged 0 SP:Iteration 106F (298.994260 sec): 3 clusters Score: Raw -555953.747533 + Penalty 1675.483514 = -554278.264019 nChanged 0 Trying to split cluster 11 (6097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (299.021807 sec): 2 clusters Score: Raw -478327.982187 + Penalty 827.977452 = -477500.004735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (299.062776 sec): 3 clusters Score: Raw -474932.184797 + Penalty 1655.954904 = -473276.229893 nChanged 2570 SP:Iteration 1F (299.121295 sec): 3 clusters Score: Raw -476395.009145 + Penalty 1655.954904 = -474739.054241 nChanged 464 SP:Iteration 2F (299.172363 sec): 3 clusters Score: Raw -476675.858614 + Penalty 1655.954904 = -475019.903711 nChanged 405 SP:Iteration 3F (299.231367 sec): 3 clusters Score: Raw -476926.559346 + Penalty 1655.954904 = -475270.604443 nChanged 360 SP:Iteration 4F (299.289990 sec): 3 clusters Score: Raw -477168.697119 + Penalty 1655.954904 = -475512.742215 nChanged 339 SP:Iteration 5F (299.334395 sec): 3 clusters Score: Raw -477469.268001 + Penalty 1655.954904 = -475813.313097 nChanged 338 SP:Iteration 6F (299.398586 sec): 3 clusters Score: Raw -477743.694363 + Penalty 1655.954904 = -476087.739460 nChanged 313 SP:Iteration 7F (299.443873 sec): 3 clusters Score: Raw -477956.663201 + Penalty 1655.954904 = -476300.708297 nChanged 250 SP:Iteration 8Q (299.494378 sec): 3 clusters Score: Raw -478102.745674 + Penalty 1655.954904 = -476446.790771 nChanged 184 SP:Iteration 9Q (299.560820 sec): 3 clusters Score: Raw -478184.946705 + Penalty 1655.954904 = -476528.991801 nChanged 140 SP:Iteration 10Q (299.618954 sec): 3 clusters Score: Raw -478227.819800 + Penalty 1655.954904 = -476571.864896 nChanged 99 SP:Iteration 11Q (299.674202 sec): 3 clusters Score: Raw -478257.181464 + Penalty 1655.954904 = -476601.226560 nChanged 80 SP:Iteration 12Q (299.728970 sec): 3 clusters Score: Raw -478277.639002 + Penalty 1655.954904 = -476621.684098 nChanged 51 SP:Iteration 13Q (299.771968 sec): 3 clusters Score: Raw -478289.961087 + Penalty 1655.954904 = -476634.006183 nChanged 43 SP:Iteration 14Q (299.830287 sec): 3 clusters Score: Raw -478301.399637 + Penalty 1655.954904 = -476645.444733 nChanged 42 SP:Iteration 15Q (299.882890 sec): 3 clusters Score: Raw -478310.088615 + Penalty 1655.954904 = -476654.133711 nChanged 31 SP:Iteration 16Q (299.938934 sec): 3 clusters Score: Raw -478315.935157 + Penalty 1655.954904 = -476659.980253 nChanged 24 SP:Iteration 17Q (299.999165 sec): 3 clusters Score: Raw -478319.525743 + Penalty 1655.954904 = -476663.570839 nChanged 13 SP:Iteration 18Q (300.050064 sec): 3 clusters Score: Raw -478321.602265 + Penalty 1655.954904 = -476665.647361 nChanged 16 SP:Iteration 19Q (300.099966 sec): 3 clusters Score: Raw -478323.760239 + Penalty 1655.954904 = -476667.805335 nChanged 14 SP:Iteration 20F (300.157858 sec): 3 clusters Score: Raw -478325.094700 + Penalty 1655.954904 = -476669.139796 nChanged 8 SP:Iteration 21Q (300.213354 sec): 3 clusters Score: Raw -478325.998478 + Penalty 1655.954904 = -476670.043574 nChanged 8 SP:Iteration 22Q (300.265042 sec): 3 clusters Score: Raw -478326.682557 + Penalty 1655.954904 = -476670.727653 nChanged 5 SP:Iteration 23Q (300.318305 sec): 3 clusters Score: Raw -478327.186010 + Penalty 1655.954904 = -476671.231106 nChanged 5 SP:Iteration 24Q (300.379326 sec): 3 clusters Score: Raw -478327.914296 + Penalty 1655.954904 = -476671.959392 nChanged 8 SP:Iteration 25Q (300.430223 sec): 3 clusters Score: Raw -478328.760357 + Penalty 1655.954904 = -476672.805453 nChanged 8 SP:Iteration 26Q (300.486822 sec): 3 clusters Score: Raw -478329.595878 + Penalty 1655.954904 = -476673.640974 nChanged 5 SP:Iteration 27Q (300.540244 sec): 3 clusters Score: Raw -478330.150164 + Penalty 1655.954904 = -476674.195260 nChanged 2 SP:Iteration 28Q (300.582210 sec): 3 clusters Score: Raw -478330.279472 + Penalty 1655.954904 = -476674.324568 nChanged 1 SP:Iteration 29Q (300.632866 sec): 3 clusters Score: Raw -478330.371003 + Penalty 1655.954904 = -476674.416099 nChanged 3 SP:Iteration 30Q (300.697627 sec): 3 clusters Score: Raw -478330.503882 + Penalty 1655.954904 = -476674.548978 nChanged 0 SP:Iteration 31F (300.751529 sec): 3 clusters Score: Raw -478330.503882 + Penalty 1655.954904 = -476674.548978 nChanged 0 Trying to split cluster 12 (12079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (300.788527 sec): 2 clusters Score: Raw -992898.624695 + Penalty 892.926250 = -992005.698445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (300.841572 sec): 3 clusters Score: Raw -985587.715137 + Penalty 1785.852500 = -983801.862637 nChanged 5513 SP:Iteration 1F (300.903256 sec): 3 clusters Score: Raw -988647.617597 + Penalty 1785.852500 = -986861.765097 nChanged 617 SP:Iteration 2F (300.975583 sec): 3 clusters Score: Raw -988866.359597 + Penalty 1785.852500 = -987080.507096 nChanged 565 SP:Iteration 3Q (301.039815 sec): 3 clusters Score: Raw -989126.386588 + Penalty 1785.852500 = -987340.534088 nChanged 629 SP:Iteration 4F (301.098845 sec): 3 clusters Score: Raw -989507.790149 + Penalty 1785.852500 = -987721.937649 nChanged 758 SP:Iteration 5F (301.157245 sec): 3 clusters Score: Raw -990080.159482 + Penalty 1785.852500 = -988294.306982 nChanged 844 SP:Iteration 6F (301.218257 sec): 3 clusters Score: Raw -990807.711951 + Penalty 1785.852500 = -989021.859451 nChanged 837 SP:Iteration 7F (301.281363 sec): 3 clusters Score: Raw -991538.727942 + Penalty 1785.852500 = -989752.875442 nChanged 704 SP:Iteration 8F (301.333585 sec): 3 clusters Score: Raw -992076.674241 + Penalty 1785.852500 = -990290.821741 nChanged 486 SP:Iteration 9Q (301.406031 sec): 3 clusters Score: Raw -992371.130033 + Penalty 1785.852500 = -990585.277532 nChanged 303 SP:Iteration 10Q (301.457895 sec): 3 clusters Score: Raw -992486.168172 + Penalty 1785.852500 = -990700.315672 nChanged 165 SP:Iteration 11Q (301.526048 sec): 3 clusters Score: Raw -992549.376113 + Penalty 1785.852500 = -990763.523613 nChanged 136 SP:Iteration 12Q (301.577814 sec): 3 clusters Score: Raw -992599.864540 + Penalty 1785.852500 = -990814.012040 nChanged 125 SP:Iteration 13Q (301.646311 sec): 3 clusters Score: Raw -992636.009325 + Penalty 1785.852500 = -990850.156824 nChanged 109 SP:Iteration 14Q (301.711147 sec): 3 clusters Score: Raw -992667.491337 + Penalty 1785.852500 = -990881.638836 nChanged 102 SP:Iteration 15Q (301.763154 sec): 3 clusters Score: Raw -992695.636006 + Penalty 1785.852500 = -990909.783505 nChanged 109 SP:Iteration 16Q (301.836868 sec): 3 clusters Score: Raw -992725.602793 + Penalty 1785.852500 = -990939.750292 nChanged 102 SP:Iteration 17Q (301.886514 sec): 3 clusters Score: Raw -992752.396829 + Penalty 1785.852500 = -990966.544329 nChanged 85 SP:Iteration 18Q (301.960275 sec): 3 clusters Score: Raw -992773.710842 + Penalty 1785.852500 = -990987.858342 nChanged 80 SP:Iteration 19Q (302.020701 sec): 3 clusters Score: Raw -992792.145529 + Penalty 1785.852500 = -991006.293028 nChanged 73 SP:Iteration 20F (302.082857 sec): 3 clusters Score: Raw -992806.616013 + Penalty 1785.852500 = -991020.763512 nChanged 82 SP:Iteration 21Q (302.148455 sec): 3 clusters Score: Raw -992825.619243 + Penalty 1785.852500 = -991039.766742 nChanged 63 SP:Iteration 22Q (302.212263 sec): 3 clusters Score: Raw -992841.018811 + Penalty 1785.852500 = -991055.166311 nChanged 55 SP:Iteration 23Q (302.265433 sec): 3 clusters Score: Raw -992854.244397 + Penalty 1785.852500 = -991068.391896 nChanged 62 SP:Iteration 24Q (302.338897 sec): 3 clusters Score: Raw -992867.333704 + Penalty 1785.852500 = -991081.481203 nChanged 61 SP:Iteration 25Q (302.401657 sec): 3 clusters Score: Raw -992882.582321 + Penalty 1785.852500 = -991096.729821 nChanged 71 SP:Iteration 26Q (302.451295 sec): 3 clusters Score: Raw -992898.905500 + Penalty 1785.852500 = -991113.052999 nChanged 61 SP:Iteration 27Q (302.513824 sec): 3 clusters Score: Raw -992912.018636 + Penalty 1785.852500 = -991126.166136 nChanged 63 SP:Iteration 28Q (302.577628 sec): 3 clusters Score: Raw -992922.553012 + Penalty 1785.852500 = -991136.700511 nChanged 52 SP:Iteration 29Q (302.649727 sec): 3 clusters Score: Raw -992930.816245 + Penalty 1785.852500 = -991144.963745 nChanged 47 SP:Iteration 30Q (302.711853 sec): 3 clusters Score: Raw -992937.456817 + Penalty 1785.852500 = -991151.604316 nChanged 43 SP:Iteration 31Q (302.760124 sec): 3 clusters Score: Raw -992945.835247 + Penalty 1785.852500 = -991159.982746 nChanged 43 SP:Iteration 32Q (302.831846 sec): 3 clusters Score: Raw -992954.718710 + Penalty 1785.852500 = -991168.866209 nChanged 51 SP:Iteration 33Q (302.887887 sec): 3 clusters Score: Raw -992966.095301 + Penalty 1785.852500 = -991180.242801 nChanged 49 SP:Iteration 34Q (302.952514 sec): 3 clusters Score: Raw -992976.043293 + Penalty 1785.852500 = -991190.190793 nChanged 39 SP:Iteration 35Q (303.015354 sec): 3 clusters Score: Raw -992983.075036 + Penalty 1785.852500 = -991197.222536 nChanged 31 SP:Iteration 36Q (303.066956 sec): 3 clusters Score: Raw -992987.523447 + Penalty 1785.852500 = -991201.670947 nChanged 18 SP:Iteration 37Q (303.129392 sec): 3 clusters Score: Raw -992989.835261 + Penalty 1785.852500 = -991203.982761 nChanged 22 SP:Iteration 38Q (303.204619 sec): 3 clusters Score: Raw -992992.459617 + Penalty 1785.852500 = -991206.607116 nChanged 23 SP:Iteration 39Q (303.263427 sec): 3 clusters Score: Raw -992995.602220 + Penalty 1785.852500 = -991209.749720 nChanged 32 SP:Iteration 40F (303.324602 sec): 3 clusters Score: Raw -993001.327498 + Penalty 1785.852500 = -991215.474998 nChanged 37 SP:Iteration 41Q (303.385936 sec): 3 clusters Score: Raw -993008.492341 + Penalty 1785.852500 = -991222.639841 nChanged 29 SP:Iteration 42Q (303.454796 sec): 3 clusters Score: Raw -993013.618104 + Penalty 1785.852500 = -991227.765603 nChanged 26 SP:Iteration 43Q (303.511805 sec): 3 clusters Score: Raw -993018.830533 + Penalty 1785.852500 = -991232.978032 nChanged 25 SP:Iteration 44Q (303.564501 sec): 3 clusters Score: Raw -993022.769157 + Penalty 1785.852500 = -991236.916657 nChanged 24 SP:Iteration 45Q (303.622734 sec): 3 clusters Score: Raw -993027.584427 + Penalty 1785.852500 = -991241.731927 nChanged 25 SP:Iteration 46Q (303.692035 sec): 3 clusters Score: Raw -993033.385939 + Penalty 1785.852500 = -991247.533438 nChanged 20 SP:Iteration 47Q (303.739805 sec): 3 clusters Score: Raw -993036.820027 + Penalty 1785.852500 = -991250.967526 nChanged 16 SP:Iteration 48Q (303.809819 sec): 3 clusters Score: Raw -993040.280143 + Penalty 1785.852500 = -991254.427642 nChanged 21 SP:Iteration 49Q (303.869989 sec): 3 clusters Score: Raw -993044.137229 + Penalty 1785.852500 = -991258.284729 nChanged 17 SP:Iteration 50Q (303.935973 sec): 3 clusters Score: Raw -993046.163427 + Penalty 1785.852500 = -991260.310927 nChanged 14 SP:Iteration 51Q (304.001856 sec): 3 clusters Score: Raw -993048.023370 + Penalty 1785.852500 = -991262.170870 nChanged 16 SP:Iteration 52Q (304.061997 sec): 3 clusters Score: Raw -993050.669466 + Penalty 1785.852500 = -991264.816966 nChanged 22 SP:Iteration 53Q (304.112386 sec): 3 clusters Score: Raw -993054.628140 + Penalty 1785.852500 = -991268.775639 nChanged 16 SP:Iteration 54Q (304.184087 sec): 3 clusters Score: Raw -993058.387706 + Penalty 1785.852500 = -991272.535206 nChanged 16 SP:Iteration 55Q (304.233509 sec): 3 clusters Score: Raw -993061.326887 + Penalty 1785.852500 = -991275.474386 nChanged 15 SP:Iteration 56Q (304.300191 sec): 3 clusters Score: Raw -993063.879545 + Penalty 1785.852500 = -991278.027044 nChanged 14 SP:Iteration 57Q (304.364088 sec): 3 clusters Score: Raw -993066.840342 + Penalty 1785.852500 = -991280.987842 nChanged 9 SP:Iteration 58Q (304.423219 sec): 3 clusters Score: Raw -993068.431011 + Penalty 1785.852500 = -991282.578511 nChanged 14 SP:Iteration 59Q (304.484643 sec): 3 clusters Score: Raw -993071.669766 + Penalty 1785.852500 = -991285.817266 nChanged 14 SP:Iteration 60F (304.536224 sec): 3 clusters Score: Raw -993075.928325 + Penalty 1785.852500 = -991290.075825 nChanged 16 SP:Iteration 61Q (304.597707 sec): 3 clusters Score: Raw -993080.843577 + Penalty 1785.852500 = -991294.991077 nChanged 20 SP:Iteration 62Q (304.667016 sec): 3 clusters Score: Raw -993086.337793 + Penalty 1785.852500 = -991300.485293 nChanged 22 SP:Iteration 63Q (304.723842 sec): 3 clusters Score: Raw -993091.719323 + Penalty 1785.852500 = -991305.866823 nChanged 19 SP:Iteration 64Q (304.792788 sec): 3 clusters Score: Raw -993095.490004 + Penalty 1785.852500 = -991309.637504 nChanged 15 SP:Iteration 65Q (304.852695 sec): 3 clusters Score: Raw -993098.010993 + Penalty 1785.852500 = -991312.158493 nChanged 12 SP:Iteration 66Q (304.914863 sec): 3 clusters Score: Raw -993099.941945 + Penalty 1785.852500 = -991314.089445 nChanged 11 SP:Iteration 67Q (304.976172 sec): 3 clusters Score: Raw -993101.381297 + Penalty 1785.852500 = -991315.528797 nChanged 5 SP:Iteration 68Q (305.037571 sec): 3 clusters Score: Raw -993101.805262 + Penalty 1785.852500 = -991315.952761 nChanged 7 SP:Iteration 69Q (305.087314 sec): 3 clusters Score: Raw -993102.643078 + Penalty 1785.852500 = -991316.790578 nChanged 1 SP:Iteration 70Q (305.158272 sec): 3 clusters Score: Raw -993102.770184 + Penalty 1785.852500 = -991316.917684 nChanged 2 SP:Iteration 71Q (305.221479 sec): 3 clusters Score: Raw -993103.027728 + Penalty 1785.852500 = -991317.175227 nChanged 6 SP:Iteration 72Q (305.284449 sec): 3 clusters Score: Raw -993103.927292 + Penalty 1785.852500 = -991318.074791 nChanged 5 SP:Iteration 73Q (305.347351 sec): 3 clusters Score: Raw -993104.478357 + Penalty 1785.852500 = -991318.625857 nChanged 6 SP:Iteration 74Q (305.408599 sec): 3 clusters Score: Raw -993105.306917 + Penalty 1785.852500 = -991319.454417 nChanged 6 SP:Iteration 75Q (305.470284 sec): 3 clusters Score: Raw -993105.749468 + Penalty 1785.852500 = -991319.896967 nChanged 4 SP:Iteration 76Q (305.524359 sec): 3 clusters Score: Raw -993106.454828 + Penalty 1785.852500 = -991320.602328 nChanged 4 SP:Iteration 77Q (305.598184 sec): 3 clusters Score: Raw -993106.770846 + Penalty 1785.852500 = -991320.918345 nChanged 5 SP:Iteration 78Q (305.654098 sec): 3 clusters Score: Raw -993107.162617 + Penalty 1785.852500 = -991321.310117 nChanged 4 SP:Iteration 79Q (305.722187 sec): 3 clusters Score: Raw -993107.360448 + Penalty 1785.852500 = -991321.507947 nChanged 0 SP:Iteration 80F (305.780222 sec): 3 clusters Score: Raw -993107.360448 + Penalty 1785.852500 = -991321.507947 nChanged 0 Trying to split cluster 13 (1980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (305.798796 sec): 2 clusters Score: Raw -159580.853518 + Penalty 721.130952 = -158859.722566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (305.856462 sec): 3 clusters Score: Raw -158666.274510 + Penalty 1442.261904 = -157224.012607 nChanged 725 SP:Iteration 1F (305.899668 sec): 3 clusters Score: Raw -159085.590418 + Penalty 1442.261904 = -157643.328515 nChanged 135 SP:Iteration 2F (305.942689 sec): 3 clusters Score: Raw -159173.246593 + Penalty 1442.261904 = -157730.984689 nChanged 94 SP:Iteration 3Q (305.983833 sec): 3 clusters Score: Raw -159238.494003 + Penalty 1442.261904 = -157796.232100 nChanged 79 SP:Iteration 4Q (306.025949 sec): 3 clusters Score: Raw -159301.862860 + Penalty 1442.261904 = -157859.600957 nChanged 70 SP:Iteration 5Q (306.076115 sec): 3 clusters Score: Raw -159351.396109 + Penalty 1442.261904 = -157909.134205 nChanged 59 SP:Iteration 6Q (306.132908 sec): 3 clusters Score: Raw -159391.885503 + Penalty 1442.261904 = -157949.623599 nChanged 47 SP:Iteration 7Q (306.179558 sec): 3 clusters Score: Raw -159429.330965 + Penalty 1442.261904 = -157987.069062 nChanged 38 SP:Iteration 8Q (306.223837 sec): 3 clusters Score: Raw -159462.991105 + Penalty 1442.261904 = -158020.729201 nChanged 43 SP:Iteration 9Q (306.274975 sec): 3 clusters Score: Raw -159493.831258 + Penalty 1442.261904 = -158051.569354 nChanged 28 SP:Iteration 10Q (306.320567 sec): 3 clusters Score: Raw -159517.138442 + Penalty 1442.261904 = -158074.876539 nChanged 26 SP:Iteration 11Q (306.372799 sec): 3 clusters Score: Raw -159536.719802 + Penalty 1442.261904 = -158094.457898 nChanged 18 SP:Iteration 12Q (306.416049 sec): 3 clusters Score: Raw -159550.882100 + Penalty 1442.261904 = -158108.620197 nChanged 22 SP:Iteration 13Q (306.468242 sec): 3 clusters Score: Raw -159564.742419 + Penalty 1442.261904 = -158122.480515 nChanged 28 SP:Iteration 14Q (306.525751 sec): 3 clusters Score: Raw -159584.687551 + Penalty 1442.261904 = -158142.425648 nChanged 25 SP:Iteration 15Q (306.569178 sec): 3 clusters Score: Raw -159599.030639 + Penalty 1442.261904 = -158156.768736 nChanged 12 SP:Iteration 16Q (306.629925 sec): 3 clusters Score: Raw -159604.968704 + Penalty 1442.261904 = -158162.706801 nChanged 8 SP:Iteration 17Q (306.680225 sec): 3 clusters Score: Raw -159609.067696 + Penalty 1442.261904 = -158166.805792 nChanged 5 SP:Iteration 18Q (306.722154 sec): 3 clusters Score: Raw -159611.257306 + Penalty 1442.261904 = -158168.995402 nChanged 3 SP:Iteration 19Q (306.762737 sec): 3 clusters Score: Raw -159612.475386 + Penalty 1442.261904 = -158170.213483 nChanged 0 SP:Iteration 20F (306.821673 sec): 3 clusters Score: Raw -159612.475386 + Penalty 1442.261904 = -158170.213483 nChanged 0 Trying to split cluster 14 (13127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (306.860524 sec): 2 clusters Score: Raw -1074983.036764 + Penalty 900.830513 = -1074082.206250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (306.921056 sec): 3 clusters Score: Raw -1067100.280512 + Penalty 1801.661027 = -1065298.619485 nChanged 5940 SP:Iteration 1F (306.978386 sec): 3 clusters Score: Raw -1070411.213666 + Penalty 1801.661027 = -1068609.552639 nChanged 707 SP:Iteration 2F (307.037877 sec): 3 clusters Score: Raw -1070720.581158 + Penalty 1801.661027 = -1068918.920131 nChanged 694 SP:Iteration 3F (307.110285 sec): 3 clusters Score: Raw -1071113.126740 + Penalty 1801.661027 = -1069311.465713 nChanged 736 SP:Iteration 4F (307.163210 sec): 3 clusters Score: Raw -1071545.028074 + Penalty 1801.661027 = -1069743.367048 nChanged 729 SP:Iteration 5F (307.227418 sec): 3 clusters Score: Raw -1072033.394758 + Penalty 1801.661027 = -1070231.733731 nChanged 741 SP:Iteration 6F (307.298409 sec): 3 clusters Score: Raw -1072585.570846 + Penalty 1801.661027 = -1070783.909819 nChanged 769 SP:Iteration 7F (307.363382 sec): 3 clusters Score: Raw -1073126.190411 + Penalty 1801.661027 = -1071324.529384 nChanged 633 SP:Iteration 8Q (307.421883 sec): 3 clusters Score: Raw -1073478.869872 + Penalty 1801.661027 = -1071677.208845 nChanged 447 SP:Iteration 9Q (307.498966 sec): 3 clusters Score: Raw -1073655.669903 + Penalty 1801.661027 = -1071854.008877 nChanged 312 SP:Iteration 10Q (307.560487 sec): 3 clusters Score: Raw -1073752.498707 + Penalty 1801.661027 = -1071950.837681 nChanged 233 SP:Iteration 11Q (307.619664 sec): 3 clusters Score: Raw -1073817.665684 + Penalty 1801.661027 = -1072016.004657 nChanged 196 SP:Iteration 12Q (307.684204 sec): 3 clusters Score: Raw -1073875.122034 + Penalty 1801.661027 = -1072073.461008 nChanged 190 SP:Iteration 13Q (307.759903 sec): 3 clusters Score: Raw -1073930.167697 + Penalty 1801.661027 = -1072128.506670 nChanged 171 SP:Iteration 14Q (307.820742 sec): 3 clusters Score: Raw -1073972.418147 + Penalty 1801.661027 = -1072170.757120 nChanged 126 SP:Iteration 15Q (307.885117 sec): 3 clusters Score: Raw -1073998.244880 + Penalty 1801.661027 = -1072196.583853 nChanged 96 SP:Iteration 16Q (307.936374 sec): 3 clusters Score: Raw -1074020.327450 + Penalty 1801.661027 = -1072218.666423 nChanged 110 SP:Iteration 17Q (308.007424 sec): 3 clusters Score: Raw -1074043.769277 + Penalty 1801.661027 = -1072242.108250 nChanged 103 SP:Iteration 18Q (308.073010 sec): 3 clusters Score: Raw -1074067.104974 + Penalty 1801.661027 = -1072265.443948 nChanged 117 SP:Iteration 19Q (308.126363 sec): 3 clusters Score: Raw -1074097.218294 + Penalty 1801.661027 = -1072295.557267 nChanged 120 SP:Iteration 20F (308.193727 sec): 3 clusters Score: Raw -1074127.082043 + Penalty 1801.661027 = -1072325.421016 nChanged 113 SP:Iteration 21Q (308.263201 sec): 3 clusters Score: Raw -1074151.108100 + Penalty 1801.661027 = -1072349.447074 nChanged 88 SP:Iteration 22Q (308.314799 sec): 3 clusters Score: Raw -1074167.590338 + Penalty 1801.661027 = -1072365.929312 nChanged 76 SP:Iteration 23Q (308.387049 sec): 3 clusters Score: Raw -1074182.967726 + Penalty 1801.661027 = -1072381.306699 nChanged 75 SP:Iteration 24Q (308.448067 sec): 3 clusters Score: Raw -1074197.514488 + Penalty 1801.661027 = -1072395.853461 nChanged 81 SP:Iteration 25Q (308.508092 sec): 3 clusters Score: Raw -1074214.162513 + Penalty 1801.661027 = -1072412.501486 nChanged 73 SP:Iteration 26Q (308.564729 sec): 3 clusters Score: Raw -1074228.464966 + Penalty 1801.661027 = -1072426.803939 nChanged 76 SP:Iteration 27Q (308.636956 sec): 3 clusters Score: Raw -1074240.675578 + Penalty 1801.661027 = -1072439.014551 nChanged 64 SP:Iteration 28Q (308.692367 sec): 3 clusters Score: Raw -1074250.309480 + Penalty 1801.661027 = -1072448.648453 nChanged 60 SP:Iteration 29Q (308.757148 sec): 3 clusters Score: Raw -1074259.174427 + Penalty 1801.661027 = -1072457.513400 nChanged 57 SP:Iteration 30Q (308.823688 sec): 3 clusters Score: Raw -1074266.720846 + Penalty 1801.661027 = -1072465.059819 nChanged 61 SP:Iteration 31Q (308.882736 sec): 3 clusters Score: Raw -1074274.279644 + Penalty 1801.661027 = -1072472.618617 nChanged 55 SP:Iteration 32Q (308.938039 sec): 3 clusters Score: Raw -1074282.799036 + Penalty 1801.661027 = -1072481.138009 nChanged 52 SP:Iteration 33Q (308.995814 sec): 3 clusters Score: Raw -1074290.748621 + Penalty 1801.661027 = -1072489.087594 nChanged 52 SP:Iteration 34Q (309.071075 sec): 3 clusters Score: Raw -1074296.747117 + Penalty 1801.661027 = -1072495.086090 nChanged 46 SP:Iteration 35Q (309.134358 sec): 3 clusters Score: Raw -1074300.854008 + Penalty 1801.661027 = -1072499.192981 nChanged 39 SP:Iteration 36Q (309.195141 sec): 3 clusters Score: Raw -1074305.017928 + Penalty 1801.661027 = -1072503.356901 nChanged 46 SP:Iteration 37Q (309.256134 sec): 3 clusters Score: Raw -1074309.994175 + Penalty 1801.661027 = -1072508.333148 nChanged 43 SP:Iteration 38Q (309.311897 sec): 3 clusters Score: Raw -1074315.064392 + Penalty 1801.661027 = -1072513.403365 nChanged 44 SP:Iteration 39Q (309.384919 sec): 3 clusters Score: Raw -1074320.570801 + Penalty 1801.661027 = -1072518.909774 nChanged 46 SP:Iteration 40F (309.448709 sec): 3 clusters Score: Raw -1074327.830119 + Penalty 1801.661027 = -1072526.169092 nChanged 44 SP:Iteration 41Q (309.513295 sec): 3 clusters Score: Raw -1074335.085046 + Penalty 1801.661027 = -1072533.424019 nChanged 57 SP:Iteration 42Q (309.563132 sec): 3 clusters Score: Raw -1074344.111145 + Penalty 1801.661027 = -1072542.450118 nChanged 60 SP:Iteration 43Q (309.637863 sec): 3 clusters Score: Raw -1074354.105460 + Penalty 1801.661027 = -1072552.444433 nChanged 64 SP:Iteration 44Q (309.699886 sec): 3 clusters Score: Raw -1074365.345098 + Penalty 1801.661027 = -1072563.684071 nChanged 75 SP:Iteration 45Q (309.758222 sec): 3 clusters Score: Raw -1074380.520849 + Penalty 1801.661027 = -1072578.859823 nChanged 75 SP:Iteration 46Q (309.814287 sec): 3 clusters Score: Raw -1074395.213815 + Penalty 1801.661027 = -1072593.552788 nChanged 72 SP:Iteration 47Q (309.875830 sec): 3 clusters Score: Raw -1074410.500386 + Penalty 1801.661027 = -1072608.839359 nChanged 67 SP:Iteration 48Q (309.930296 sec): 3 clusters Score: Raw -1074422.246874 + Penalty 1801.661027 = -1072620.585847 nChanged 59 SP:Iteration 49Q (309.998526 sec): 3 clusters Score: Raw -1074433.047529 + Penalty 1801.661027 = -1072631.386502 nChanged 64 SP:Iteration 50Q (310.064283 sec): 3 clusters Score: Raw -1074445.987353 + Penalty 1801.661027 = -1072644.326326 nChanged 66 SP:Iteration 51Q (310.126286 sec): 3 clusters Score: Raw -1074457.726331 + Penalty 1801.661027 = -1072656.065304 nChanged 61 SP:Iteration 52Q (310.175512 sec): 3 clusters Score: Raw -1074468.059147 + Penalty 1801.661027 = -1072666.398120 nChanged 64 SP:Iteration 53Q (310.250078 sec): 3 clusters Score: Raw -1074478.926455 + Penalty 1801.661027 = -1072677.265428 nChanged 58 SP:Iteration 54Q (310.315562 sec): 3 clusters Score: Raw -1074489.242607 + Penalty 1801.661027 = -1072687.581580 nChanged 65 SP:Iteration 55Q (310.379203 sec): 3 clusters Score: Raw -1074502.176279 + Penalty 1801.661027 = -1072700.515252 nChanged 80 SP:Iteration 56Q (310.442808 sec): 3 clusters Score: Raw -1074522.890975 + Penalty 1801.661027 = -1072721.229948 nChanged 94 SP:Iteration 57Q (310.500410 sec): 3 clusters Score: Raw -1074546.801992 + Penalty 1801.661027 = -1072745.140965 nChanged 89 SP:Iteration 58Q (310.553969 sec): 3 clusters Score: Raw -1074569.497720 + Penalty 1801.661027 = -1072767.836693 nChanged 92 SP:Iteration 59Q (310.620156 sec): 3 clusters Score: Raw -1074594.914040 + Penalty 1801.661027 = -1072793.253013 nChanged 104 SP:Iteration 60F (310.675039 sec): 3 clusters Score: Raw -1074626.091272 + Penalty 1801.661027 = -1072824.430246 nChanged 107 SP:Iteration 61Q (310.736627 sec): 3 clusters Score: Raw -1074658.323984 + Penalty 1801.661027 = -1072856.662958 nChanged 104 SP:Iteration 62Q (310.796325 sec): 3 clusters Score: Raw -1074688.227251 + Penalty 1801.661027 = -1072886.566225 nChanged 99 SP:Iteration 63Q (310.857734 sec): 3 clusters Score: Raw -1074722.022342 + Penalty 1801.661027 = -1072920.361315 nChanged 103 SP:Iteration 64Q (310.912746 sec): 3 clusters Score: Raw -1074758.830580 + Penalty 1801.661027 = -1072957.169553 nChanged 105 SP:Iteration 65Q (310.978342 sec): 3 clusters Score: Raw -1074800.236740 + Penalty 1801.661027 = -1072998.575714 nChanged 88 SP:Iteration 66Q (311.029196 sec): 3 clusters Score: Raw -1074832.655530 + Penalty 1801.661027 = -1073030.994503 nChanged 85 SP:Iteration 67Q (311.090672 sec): 3 clusters Score: Raw -1074863.533960 + Penalty 1801.661027 = -1073061.872933 nChanged 84 SP:Iteration 68Q (311.162124 sec): 3 clusters Score: Raw -1074894.545481 + Penalty 1801.661027 = -1073092.884454 nChanged 81 SP:Iteration 69Q (311.211009 sec): 3 clusters Score: Raw -1074925.917852 + Penalty 1801.661027 = -1073124.256825 nChanged 67 SP:Iteration 70Q (311.271401 sec): 3 clusters Score: Raw -1074949.302751 + Penalty 1801.661027 = -1073147.641724 nChanged 63 SP:Iteration 71Q (311.343431 sec): 3 clusters Score: Raw -1074971.579888 + Penalty 1801.661027 = -1073169.918862 nChanged 54 SP:Iteration 72Q (311.399815 sec): 3 clusters Score: Raw -1074993.094216 + Penalty 1801.661027 = -1073191.433190 nChanged 42 SP:Iteration 73Q (311.455222 sec): 3 clusters Score: Raw -1075007.544040 + Penalty 1801.661027 = -1073205.883014 nChanged 39 SP:Iteration 74Q (311.518740 sec): 3 clusters Score: Raw -1075021.916465 + Penalty 1801.661027 = -1073220.255438 nChanged 37 SP:Iteration 75Q (311.574834 sec): 3 clusters Score: Raw -1075034.456818 + Penalty 1801.661027 = -1073232.795792 nChanged 36 SP:Iteration 76Q (311.629084 sec): 3 clusters Score: Raw -1075046.487707 + Penalty 1801.661027 = -1073244.826680 nChanged 35 SP:Iteration 77Q (311.701488 sec): 3 clusters Score: Raw -1075059.221355 + Penalty 1801.661027 = -1073257.560328 nChanged 35 SP:Iteration 78Q (311.757291 sec): 3 clusters Score: Raw -1075071.188058 + Penalty 1801.661027 = -1073269.527031 nChanged 25 SP:Iteration 79Q (311.820558 sec): 3 clusters Score: Raw -1075079.411267 + Penalty 1801.661027 = -1073277.750240 nChanged 16 SP:Iteration 80F (311.873474 sec): 3 clusters Score: Raw -1075083.357166 + Penalty 1801.661027 = -1073281.696139 nChanged 12 SP:Iteration 81Q (311.932200 sec): 3 clusters Score: Raw -1075086.339360 + Penalty 1801.661027 = -1073284.678333 nChanged 3 SP:Iteration 82Q (311.992066 sec): 3 clusters Score: Raw -1075087.042806 + Penalty 1801.661027 = -1073285.381779 nChanged 2 SP:Iteration 83Q (312.062427 sec): 3 clusters Score: Raw -1075087.219146 + Penalty 1801.661027 = -1073285.558119 nChanged 2 SP:Iteration 84Q (312.123424 sec): 3 clusters Score: Raw -1075087.729090 + Penalty 1801.661027 = -1073286.068064 nChanged 0 SP:Iteration 85F (312.187474 sec): 3 clusters Score: Raw -1075087.729090 + Penalty 1801.661027 = -1073286.068064 nChanged 0 Trying to split cluster 15 (27051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (312.237028 sec): 2 clusters Score: Raw -2176045.029507 + Penalty 969.520529 = -2175075.508978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (312.321553 sec): 3 clusters Score: Raw -2158988.057145 + Penalty 1939.041058 = -2157049.016087 nChanged 12524 SP:Iteration 1F (312.403351 sec): 3 clusters Score: Raw -2166094.550411 + Penalty 1939.041058 = -2164155.509353 nChanged 1337 SP:Iteration 2Q (312.486309 sec): 3 clusters Score: Raw -2166698.216001 + Penalty 1939.041058 = -2164759.174943 nChanged 1485 SP:Iteration 3F (312.571595 sec): 3 clusters Score: Raw -2167506.454529 + Penalty 1939.041058 = -2165567.413471 nChanged 1617 SP:Iteration 4F (312.651664 sec): 3 clusters Score: Raw -2168558.160418 + Penalty 1939.041058 = -2166619.119360 nChanged 1711 SP:Iteration 5F (312.731464 sec): 3 clusters Score: Raw -2169795.203587 + Penalty 1939.041058 = -2167856.162529 nChanged 1665 SP:Iteration 6F (312.815401 sec): 3 clusters Score: Raw -2171080.417524 + Penalty 1939.041058 = -2169141.376466 nChanged 1538 SP:Iteration 7F (312.894399 sec): 3 clusters Score: Raw -2172293.735473 + Penalty 1939.041058 = -2170354.694415 nChanged 1315 SP:Iteration 8Q (312.976425 sec): 3 clusters Score: Raw -2173276.532520 + Penalty 1939.041058 = -2171337.491462 nChanged 1076 SP:Iteration 9Q (313.056122 sec): 3 clusters Score: Raw -2174040.930216 + Penalty 1939.041058 = -2172101.889159 nChanged 825 SP:Iteration 10Q (313.134226 sec): 3 clusters Score: Raw -2174582.864265 + Penalty 1939.041058 = -2172643.823207 nChanged 595 SP:Iteration 11Q (313.211023 sec): 3 clusters Score: Raw -2174946.625119 + Penalty 1939.041058 = -2173007.584062 nChanged 472 SP:Iteration 12Q (313.288589 sec): 3 clusters Score: Raw -2175244.941286 + Penalty 1939.041058 = -2173305.900228 nChanged 388 SP:Iteration 13Q (313.362242 sec): 3 clusters Score: Raw -2175478.248009 + Penalty 1939.041058 = -2173539.206951 nChanged 328 SP:Iteration 14Q (313.433982 sec): 3 clusters Score: Raw -2175647.226378 + Penalty 1939.041058 = -2173708.185321 nChanged 248 SP:Iteration 15Q (313.512546 sec): 3 clusters Score: Raw -2175768.355779 + Penalty 1939.041058 = -2173829.314721 nChanged 198 SP:Iteration 16Q (313.591611 sec): 3 clusters Score: Raw -2175864.880107 + Penalty 1939.041058 = -2173925.839049 nChanged 159 SP:Iteration 17Q (313.669799 sec): 3 clusters Score: Raw -2175942.655265 + Penalty 1939.041058 = -2174003.614207 nChanged 147 SP:Iteration 18Q (313.748203 sec): 3 clusters Score: Raw -2176017.725069 + Penalty 1939.041058 = -2174078.684011 nChanged 98 SP:Iteration 19Q (313.823591 sec): 3 clusters Score: Raw -2176062.483358 + Penalty 1939.041058 = -2174123.442300 nChanged 84 SP:Iteration 20F (313.905664 sec): 3 clusters Score: Raw -2176108.022543 + Penalty 1939.041058 = -2174168.981485 nChanged 59 SP:Iteration 21Q (313.980093 sec): 3 clusters Score: Raw -2176137.962932 + Penalty 1939.041058 = -2174198.921874 nChanged 46 SP:Iteration 22Q (314.058264 sec): 3 clusters Score: Raw -2176158.071349 + Penalty 1939.041058 = -2174219.030291 nChanged 32 SP:Iteration 23Q (314.130890 sec): 3 clusters Score: Raw -2176173.904910 + Penalty 1939.041058 = -2174234.863852 nChanged 27 SP:Iteration 24Q (314.208980 sec): 3 clusters Score: Raw -2176184.997085 + Penalty 1939.041058 = -2174245.956027 nChanged 21 SP:Iteration 25Q (314.282290 sec): 3 clusters Score: Raw -2176190.701224 + Penalty 1939.041058 = -2174251.660167 nChanged 16 SP:Iteration 26Q (314.355963 sec): 3 clusters Score: Raw -2176196.230726 + Penalty 1939.041058 = -2174257.189668 nChanged 8 SP:Iteration 27Q (314.428797 sec): 3 clusters Score: Raw -2176200.135164 + Penalty 1939.041058 = -2174261.094106 nChanged 15 SP:Iteration 28Q (314.501196 sec): 3 clusters Score: Raw -2176208.507377 + Penalty 1939.041058 = -2174269.466319 nChanged 16 SP:Iteration 29Q (314.570715 sec): 3 clusters Score: Raw -2176215.296056 + Penalty 1939.041058 = -2174276.254998 nChanged 10 SP:Iteration 30Q (314.642515 sec): 3 clusters Score: Raw -2176219.287873 + Penalty 1939.041058 = -2174280.246815 nChanged 8 SP:Iteration 31Q (314.716620 sec): 3 clusters Score: Raw -2176223.485937 + Penalty 1939.041058 = -2174284.444879 nChanged 12 SP:Iteration 32Q (314.790526 sec): 3 clusters Score: Raw -2176227.183124 + Penalty 1939.041058 = -2174288.142066 nChanged 10 SP:Iteration 33Q (314.859609 sec): 3 clusters Score: Raw -2176230.751541 + Penalty 1939.041058 = -2174291.710483 nChanged 7 SP:Iteration 34Q (314.927966 sec): 3 clusters Score: Raw -2176233.440096 + Penalty 1939.041058 = -2174294.399038 nChanged 8 SP:Iteration 35Q (315.005998 sec): 3 clusters Score: Raw -2176236.596898 + Penalty 1939.041058 = -2174297.555840 nChanged 9 SP:Iteration 36Q (315.079667 sec): 3 clusters Score: Raw -2176240.618477 + Penalty 1939.041058 = -2174301.577419 nChanged 7 SP:Iteration 37Q (315.144898 sec): 3 clusters Score: Raw -2176244.628190 + Penalty 1939.041058 = -2174305.587132 nChanged 7 SP:Iteration 38Q (315.229571 sec): 3 clusters Score: Raw -2176248.115204 + Penalty 1939.041058 = -2174309.074146 nChanged 6 SP:Iteration 39Q (315.303726 sec): 3 clusters Score: Raw -2176249.685468 + Penalty 1939.041058 = -2174310.644410 nChanged 6 SP:Iteration 40F (315.385171 sec): 3 clusters Score: Raw -2176251.792900 + Penalty 1939.041058 = -2174312.751842 nChanged 3 SP:Iteration 41Q (315.459075 sec): 3 clusters Score: Raw -2176253.018207 + Penalty 1939.041058 = -2174313.977149 nChanged 1 SP:Iteration 42Q (315.530562 sec): 3 clusters Score: Raw -2176253.267713 + Penalty 1939.041058 = -2174314.226655 nChanged 0 SP:Iteration 43F (315.595378 sec): 3 clusters Score: Raw -2176253.267713 + Penalty 1939.041058 = -2174314.226655 nChanged 0 Trying to split cluster 16 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (315.633469 sec): 2 clusters Score: Raw -70059.743378 + Penalty 646.543643 = -69413.199735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (315.666511 sec): 3 clusters Score: Raw -69732.214731 + Penalty 1293.087285 = -68439.127446 nChanged 293 SP:Iteration 1F (315.713734 sec): 3 clusters Score: Raw -69947.108701 + Penalty 1293.087285 = -68654.021416 nChanged 59 SP:Iteration 2F (315.758952 sec): 3 clusters Score: Raw -70009.843503 + Penalty 1293.087285 = -68716.756218 nChanged 49 SP:Iteration 3F (315.799895 sec): 3 clusters Score: Raw -70062.685428 + Penalty 1293.087285 = -68769.598143 nChanged 33 SP:Iteration 4Q (315.844406 sec): 3 clusters Score: Raw -70086.082479 + Penalty 1293.087285 = -68792.995194 nChanged 24 SP:Iteration 5Q (315.881418 sec): 3 clusters Score: Raw -70102.104435 + Penalty 1293.087285 = -68809.017150 nChanged 16 SP:Iteration 6Q (315.932993 sec): 3 clusters Score: Raw -70116.061227 + Penalty 1293.087285 = -68822.973942 nChanged 11 SP:Iteration 7Q (315.974603 sec): 3 clusters Score: Raw -70126.354101 + Penalty 1293.087285 = -68833.266816 nChanged 14 SP:Iteration 8Q (316.021709 sec): 3 clusters Score: Raw -70134.208912 + Penalty 1293.087285 = -68841.121627 nChanged 5 SP:Iteration 9Q (316.065327 sec): 3 clusters Score: Raw -70136.547170 + Penalty 1293.087285 = -68843.459885 nChanged 9 SP:Iteration 10Q (316.110333 sec): 3 clusters Score: Raw -70141.605665 + Penalty 1293.087285 = -68848.518380 nChanged 5 SP:Iteration 11Q (316.152716 sec): 3 clusters Score: Raw -70145.720938 + Penalty 1293.087285 = -68852.633653 nChanged 4 SP:Iteration 12Q (316.198228 sec): 3 clusters Score: Raw -70149.669124 + Penalty 1293.087285 = -68856.581839 nChanged 7 SP:Iteration 13Q (316.236237 sec): 3 clusters Score: Raw -70153.391654 + Penalty 1293.087285 = -68860.304369 nChanged 4 SP:Iteration 14Q (316.287360 sec): 3 clusters Score: Raw -70158.182696 + Penalty 1293.087285 = -68865.095411 nChanged 3 SP:Iteration 15Q (316.321754 sec): 3 clusters Score: Raw -70162.010605 + Penalty 1293.087285 = -68868.923320 nChanged 4 SP:Iteration 16Q (316.369477 sec): 3 clusters Score: Raw -70166.915634 + Penalty 1293.087285 = -68873.828349 nChanged 7 SP:Iteration 17Q (316.406530 sec): 3 clusters Score: Raw -70175.343599 + Penalty 1293.087285 = -68882.256313 nChanged 8 SP:Iteration 18Q (316.449910 sec): 3 clusters Score: Raw -70179.922834 + Penalty 1293.087285 = -68886.835549 nChanged 5 SP:Iteration 19Q (316.500189 sec): 3 clusters Score: Raw -70182.338625 + Penalty 1293.087285 = -68889.251340 nChanged 2 SP:Iteration 20F (316.545527 sec): 3 clusters Score: Raw -70185.574913 + Penalty 1293.087285 = -68892.487627 nChanged 3 SP:Iteration 21Q (316.578489 sec): 3 clusters Score: Raw -70186.949651 + Penalty 1293.087285 = -68893.862365 nChanged 2 SP:Iteration 22Q (316.624338 sec): 3 clusters Score: Raw -70187.559542 + Penalty 1293.087285 = -68894.472257 nChanged 2 SP:Iteration 23Q (316.672052 sec): 3 clusters Score: Raw -70188.170244 + Penalty 1293.087285 = -68895.082959 nChanged 0 SP:Iteration 24F (316.708795 sec): 3 clusters Score: Raw -70188.170244 + Penalty 1293.087285 = -68895.082959 nChanged 0 Trying to split cluster 19 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (316.732720 sec): 2 clusters Score: Raw -110837.946555 + Penalty 691.600784 = -110146.345771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.787643 sec): 3 clusters Score: Raw -110209.285408 + Penalty 1383.201568 = -108826.083840 nChanged 542 SP:Iteration 1F (316.836114 sec): 3 clusters Score: Raw -110568.285492 + Penalty 1383.201568 = -109185.083924 nChanged 135 SP:Iteration 2F (316.879808 sec): 3 clusters Score: Raw -110678.609947 + Penalty 1383.201568 = -109295.408379 nChanged 96 SP:Iteration 3F (316.938785 sec): 3 clusters Score: Raw -110751.969885 + Penalty 1383.201568 = -109368.768317 nChanged 80 SP:Iteration 4F (316.986314 sec): 3 clusters Score: Raw -110817.101994 + Penalty 1383.201568 = -109433.900426 nChanged 69 SP:Iteration 5Q (317.033201 sec): 3 clusters Score: Raw -110869.571772 + Penalty 1383.201568 = -109486.370204 nChanged 58 SP:Iteration 6Q (317.072048 sec): 3 clusters Score: Raw -110931.170557 + Penalty 1383.201568 = -109547.968989 nChanged 56 SP:Iteration 7Q (317.121742 sec): 3 clusters Score: Raw -110983.539553 + Penalty 1383.201568 = -109600.337985 nChanged 41 SP:Iteration 8Q (317.169964 sec): 3 clusters Score: Raw -111023.155368 + Penalty 1383.201568 = -109639.953800 nChanged 40 SP:Iteration 9Q (317.227595 sec): 3 clusters Score: Raw -111064.506684 + Penalty 1383.201568 = -109681.305116 nChanged 37 SP:Iteration 10Q (317.277356 sec): 3 clusters Score: Raw -111089.910403 + Penalty 1383.201568 = -109706.708835 nChanged 22 SP:Iteration 11Q (317.323638 sec): 3 clusters Score: Raw -111102.755823 + Penalty 1383.201568 = -109719.554255 nChanged 10 SP:Iteration 12Q (317.363908 sec): 3 clusters Score: Raw -111107.750097 + Penalty 1383.201568 = -109724.548529 nChanged 6 SP:Iteration 13Q (317.414856 sec): 3 clusters Score: Raw -111110.919321 + Penalty 1383.201568 = -109727.717753 nChanged 9 SP:Iteration 14Q (317.466175 sec): 3 clusters Score: Raw -111119.601002 + Penalty 1383.201568 = -109736.399434 nChanged 10 SP:Iteration 15Q (317.515807 sec): 3 clusters Score: Raw -111132.256102 + Penalty 1383.201568 = -109749.054534 nChanged 8 SP:Iteration 16Q (317.563679 sec): 3 clusters Score: Raw -111145.184950 + Penalty 1383.201568 = -109761.983382 nChanged 16 SP:Iteration 17Q (317.611769 sec): 3 clusters Score: Raw -111162.420804 + Penalty 1383.201568 = -109779.219236 nChanged 14 SP:Iteration 18Q (317.663747 sec): 3 clusters Score: Raw -111173.830302 + Penalty 1383.201568 = -109790.628734 nChanged 8 SP:Iteration 19Q (317.713606 sec): 3 clusters Score: Raw -111189.458267 + Penalty 1383.201568 = -109806.256698 nChanged 10 SP:Iteration 20F (317.756171 sec): 3 clusters Score: Raw -111197.615996 + Penalty 1383.201568 = -109814.414428 nChanged 5 SP:Iteration 21Q (317.803238 sec): 3 clusters Score: Raw -111200.503264 + Penalty 1383.201568 = -109817.301696 nChanged 5 SP:Iteration 22Q (317.854100 sec): 3 clusters Score: Raw -111202.397571 + Penalty 1383.201568 = -109819.196003 nChanged 4 SP:Iteration 23Q (317.897601 sec): 3 clusters Score: Raw -111203.813308 + Penalty 1383.201568 = -109820.611740 nChanged 3 SP:Iteration 24Q (317.938792 sec): 3 clusters Score: Raw -111204.417248 + Penalty 1383.201568 = -109821.215680 nChanged 1 SP:Iteration 25Q (317.985454 sec): 3 clusters Score: Raw -111204.654238 + Penalty 1383.201568 = -109821.452670 nChanged 0 SP:Iteration 26F (318.026420 sec): 3 clusters Score: Raw -111204.654238 + Penalty 1383.201568 = -109821.452670 nChanged 0 Iteration 139Q (319.138991 sec): 18 clusters Score: Raw -15311575.460353 + Penalty 19687.956046 = -15291887.504306 nChanged 113 Iteration 140F (320.993630 sec): 18 clusters Score: Raw -15311579.752518 + Penalty 19687.956046 = -15291891.796472 nChanged 107 Iteration 141Q (321.986356 sec): 18 clusters Score: Raw -15311583.491004 + Penalty 19687.956046 = -15291895.534958 nChanged 103 Iteration 142Q (323.008662 sec): 18 clusters Score: Raw -15311586.628116 + Penalty 19687.956046 = -15291898.672069 nChanged 88 Iteration 143Q (324.005956 sec): 18 clusters Score: Raw -15311589.627599 + Penalty 19687.956046 = -15291901.671552 nChanged 95 Iteration 144Q (325.012996 sec): 18 clusters Score: Raw -15311593.967935 + Penalty 19687.956046 = -15291906.011889 nChanged 103 Iteration 145Q (325.999668 sec): 18 clusters Score: Raw -15311600.760203 + Penalty 19687.956046 = -15291912.804157 nChanged 92 Iteration 146Q (326.979260 sec): 18 clusters Score: Raw -15311605.975940 + Penalty 19687.956046 = -15291918.019894 nChanged 100 Iteration 147Q (327.930006 sec): 18 clusters Score: Raw -15311610.782361 + Penalty 19687.956046 = -15291922.826314 nChanged 95 Iteration 148Q (328.871679 sec): 18 clusters Score: Raw -15311615.761701 + Penalty 19687.956046 = -15291927.805654 nChanged 101 Iteration 149Q (329.854606 sec): 18 clusters Score: Raw -15311620.322814 + Penalty 19687.956046 = -15291932.366768 nChanged 96 Iteration 150Q (330.801906 sec): 18 clusters Score: Raw -15311624.510616 + Penalty 19687.956046 = -15291936.554569 nChanged 87 Iteration 151Q (331.895342 sec): 18 clusters Score: Raw -15311627.456750 + Penalty 19687.956046 = -15291939.500704 nChanged 64 Iteration 152Q (332.847871 sec): 18 clusters Score: Raw -15311629.046764 + Penalty 19687.956046 = -15291941.090718 nChanged 58 Iteration 153Q (333.811023 sec): 18 clusters Score: Raw -15311630.309822 + Penalty 19687.956046 = -15291942.353775 nChanged 50 Iteration 154Q (334.802169 sec): 18 clusters Score: Raw -15311631.981768 + Penalty 19687.956046 = -15291944.025721 nChanged 50 Iteration 155Q (335.861198 sec): 18 clusters Score: Raw -15311633.268845 + Penalty 19687.956046 = -15291945.312799 nChanged 54 Iteration 156Q (336.849275 sec): 18 clusters Score: Raw -15311634.441774 + Penalty 19687.956046 = -15291946.485727 nChanged 48 Iteration 157Q (337.878560 sec): 18 clusters Score: Raw -15311635.387569 + Penalty 19687.956046 = -15291947.431522 nChanged 50 Iteration 158Q (338.853361 sec): 18 clusters Score: Raw -15311636.675172 + Penalty 19687.956046 = -15291948.719125 nChanged 51 Iteration 159Q (339.912766 sec): 18 clusters Score: Raw -15311637.752871 + Penalty 19687.956046 = -15291949.796825 nChanged 36 Iteration 160F (341.781391 sec): 18 clusters Score: Raw -15311638.483356 + Penalty 19687.956046 = -15291950.527309 nChanged 38 Iteration 161Q (342.795718 sec): 18 clusters Score: Raw -15311639.270160 + Penalty 19687.956046 = -15291951.314113 nChanged 43 Iteration 162Q (343.786638 sec): 18 clusters Score: Raw -15311640.202815 + Penalty 19687.956046 = -15291952.246769 nChanged 40 Iteration 163Q (344.860926 sec): 18 clusters Score: Raw -15311641.118968 + Penalty 19687.956046 = -15291953.162922 nChanged 49 Iteration 164Q (345.839276 sec): 18 clusters Score: Raw -15311642.237317 + Penalty 19687.956046 = -15291954.281271 nChanged 49 Iteration 165Q (346.814960 sec): 18 clusters Score: Raw -15311643.410065 + Penalty 19687.956046 = -15291955.454018 nChanged 57 Iteration 166Q (347.753583 sec): 18 clusters Score: Raw -15311644.920811 + Penalty 19687.956046 = -15291956.964765 nChanged 63 Iteration 167Q (348.825502 sec): 18 clusters Score: Raw -15311646.387867 + Penalty 19687.956046 = -15291958.431820 nChanged 58 Iteration 168Q (349.787988 sec): 18 clusters Score: Raw -15311647.777421 + Penalty 19687.956046 = -15291959.821375 nChanged 59 Iteration 169Q (350.773532 sec): 18 clusters Score: Raw -15311648.887967 + Penalty 19687.956046 = -15291960.931920 nChanged 54 Iteration 170Q (351.777379 sec): 18 clusters Score: Raw -15311649.961605 + Penalty 19687.956046 = -15291962.005559 nChanged 54 Iteration 171Q (352.782397 sec): 18 clusters Score: Raw -15311651.078020 + Penalty 19687.956046 = -15291963.121974 nChanged 43 Iteration 172Q (353.744719 sec): 18 clusters Score: Raw -15311651.959653 + Penalty 19687.956046 = -15291964.003607 nChanged 34 Iteration 173Q (354.703526 sec): 18 clusters Score: Raw -15311652.791328 + Penalty 19687.956046 = -15291964.835281 nChanged 40 Iteration 174Q (355.623618 sec): 18 clusters Score: Raw -15311653.588995 + Penalty 19687.956046 = -15291965.632949 nChanged 45 Iteration 175Q (356.606643 sec): 18 clusters Score: Raw -15311654.827456 + Penalty 19687.956046 = -15291966.871409 nChanged 41 Iteration 176Q (357.558639 sec): 18 clusters Score: Raw -15311655.716479 + Penalty 19687.956046 = -15291967.760432 nChanged 37 Iteration 177Q (358.506474 sec): 18 clusters Score: Raw -15311656.373230 + Penalty 19687.956046 = -15291968.417184 nChanged 30 Iteration 178Q (359.477711 sec): 18 clusters Score: Raw -15311656.824620 + Penalty 19687.956046 = -15291968.868573 nChanged 20 Writing temp clu file Because OldScore, -15291968.417184, is greater than current (better) Score,-15291968.868573 Compute initial score before splitting: Score: Raw -15311656.824620 + Penalty 19687.956046 = -15291968.868573 Trying to split cluster 1 (8081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.567189 sec): 2 clusters Score: Raw -598818.623462 + Penalty 854.740736 = -597963.882726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.623738 sec): 3 clusters Score: Raw -594053.445167 + Penalty 1709.481472 = -592343.963695 nChanged 3651 SP:Iteration 1F (359.669703 sec): 3 clusters Score: Raw -596244.734650 + Penalty 1709.481472 = -594535.253178 nChanged 683 SP:Iteration 2F (359.732255 sec): 3 clusters Score: Raw -596796.579434 + Penalty 1709.481472 = -595087.097962 nChanged 720 SP:Iteration 3F (359.779170 sec): 3 clusters Score: Raw -597519.313284 + Penalty 1709.481472 = -595809.831812 nChanged 777 SP:Iteration 4F (359.842127 sec): 3 clusters Score: Raw -598223.363136 + Penalty 1709.481472 = -596513.881664 nChanged 617 SP:Iteration 5F (359.891193 sec): 3 clusters Score: Raw -598720.279363 + Penalty 1709.481472 = -597010.797891 nChanged 421 SP:Iteration 6F (359.963274 sec): 3 clusters Score: Raw -599010.565168 + Penalty 1709.481472 = -597301.083696 nChanged 257 SP:Iteration 7Q (360.010221 sec): 3 clusters Score: Raw -599167.811117 + Penalty 1709.481472 = -597458.329644 nChanged 168 SP:Iteration 8Q (360.069929 sec): 3 clusters Score: Raw -599259.844755 + Penalty 1709.481472 = -597550.363283 nChanged 109 SP:Iteration 9Q (360.125885 sec): 3 clusters Score: Raw -599315.856431 + Penalty 1709.481472 = -597606.374958 nChanged 68 SP:Iteration 10Q (360.190064 sec): 3 clusters Score: Raw -599343.465920 + Penalty 1709.481472 = -597633.984448 nChanged 54 SP:Iteration 11Q (360.244553 sec): 3 clusters Score: Raw -599371.165365 + Penalty 1709.481472 = -597661.683893 nChanged 56 SP:Iteration 12Q (360.314828 sec): 3 clusters Score: Raw -599406.431347 + Penalty 1709.481472 = -597696.949874 nChanged 57 SP:Iteration 13Q (360.372763 sec): 3 clusters Score: Raw -599441.573975 + Penalty 1709.481472 = -597732.092503 nChanged 63 SP:Iteration 14Q (360.418945 sec): 3 clusters Score: Raw -599470.871784 + Penalty 1709.481472 = -597761.390312 nChanged 55 SP:Iteration 15Q (360.478710 sec): 3 clusters Score: Raw -599495.258073 + Penalty 1709.481472 = -597785.776601 nChanged 42 SP:Iteration 16Q (360.534791 sec): 3 clusters Score: Raw -599509.063372 + Penalty 1709.481472 = -597799.581899 nChanged 24 SP:Iteration 17Q (360.586162 sec): 3 clusters Score: Raw -599515.903845 + Penalty 1709.481472 = -597806.422373 nChanged 24 SP:Iteration 18Q (360.642132 sec): 3 clusters Score: Raw -599523.247331 + Penalty 1709.481472 = -597813.765858 nChanged 17 SP:Iteration 19Q (360.702445 sec): 3 clusters Score: Raw -599528.126513 + Penalty 1709.481472 = -597818.645040 nChanged 11 SP:Iteration 20F (360.759759 sec): 3 clusters Score: Raw -599531.717656 + Penalty 1709.481472 = -597822.236184 nChanged 11 SP:Iteration 21Q (360.801939 sec): 3 clusters Score: Raw -599534.870617 + Penalty 1709.481472 = -597825.389144 nChanged 6 SP:Iteration 22Q (360.856836 sec): 3 clusters Score: Raw -599536.504979 + Penalty 1709.481472 = -597827.023506 nChanged 5 SP:Iteration 23Q (360.914271 sec): 3 clusters Score: Raw -599537.796840 + Penalty 1709.481472 = -597828.315368 nChanged 5 SP:Iteration 24Q (360.963838 sec): 3 clusters Score: Raw -599540.564358 + Penalty 1709.481472 = -597831.082886 nChanged 7 SP:Iteration 25Q (361.018436 sec): 3 clusters Score: Raw -599549.520819 + Penalty 1709.481472 = -597840.039347 nChanged 13 SP:Iteration 26Q (361.069849 sec): 3 clusters Score: Raw -599560.964455 + Penalty 1709.481472 = -597851.482983 nChanged 11 SP:Iteration 27Q (361.129717 sec): 3 clusters Score: Raw -599566.455456 + Penalty 1709.481472 = -597856.973984 nChanged 9 SP:Iteration 28Q (361.183316 sec): 3 clusters Score: Raw -599568.520062 + Penalty 1709.481472 = -597859.038590 nChanged 2 SP:Iteration 29Q (361.243482 sec): 3 clusters Score: Raw -599568.836959 + Penalty 1709.481472 = -597859.355486 nChanged 2 SP:Iteration 30Q (361.288030 sec): 3 clusters Score: Raw -599569.025111 + Penalty 1709.481472 = -597859.543639 nChanged 4 SP:Iteration 31Q (361.343965 sec): 3 clusters Score: Raw -599569.759219 + Penalty 1709.481472 = -597860.277747 nChanged 3 SP:Iteration 32Q (361.408343 sec): 3 clusters Score: Raw -599570.188427 + Penalty 1709.481472 = -597860.706955 nChanged 2 SP:Iteration 33Q (361.471620 sec): 3 clusters Score: Raw -599570.428312 + Penalty 1709.481472 = -597860.946840 nChanged 1 SP:Iteration 34Q (361.517522 sec): 3 clusters Score: Raw -599570.583667 + Penalty 1709.481472 = -597861.102195 nChanged 1 SP:Iteration 35Q (361.581480 sec): 3 clusters Score: Raw -599570.783237 + Penalty 1709.481472 = -597861.301765 nChanged 1 SP:Iteration 36Q (361.637161 sec): 3 clusters Score: Raw -599571.283043 + Penalty 1709.481472 = -597861.801571 nChanged 3 SP:Iteration 37Q (361.691341 sec): 3 clusters Score: Raw -599572.246697 + Penalty 1709.481472 = -597862.765225 nChanged 6 SP:Iteration 38Q (361.746444 sec): 3 clusters Score: Raw -599573.673816 + Penalty 1709.481472 = -597864.192344 nChanged 5 SP:Iteration 39Q (361.801118 sec): 3 clusters Score: Raw -599575.476516 + Penalty 1709.481472 = -597865.995044 nChanged 9 SP:Iteration 40F (361.861032 sec): 3 clusters Score: Raw -599577.682709 + Penalty 1709.481472 = -597868.201237 nChanged 7 SP:Iteration 41Q (361.914152 sec): 3 clusters Score: Raw -599579.282542 + Penalty 1709.481472 = -597869.801070 nChanged 8 SP:Iteration 42Q (361.978320 sec): 3 clusters Score: Raw -599582.351242 + Penalty 1709.481472 = -597872.869769 nChanged 8 SP:Iteration 43Q (362.039712 sec): 3 clusters Score: Raw -599586.241593 + Penalty 1709.481472 = -597876.760121 nChanged 10 SP:Iteration 44Q (362.096452 sec): 3 clusters Score: Raw -599589.303687 + Penalty 1709.481472 = -597879.822215 nChanged 6 SP:Iteration 45Q (362.150916 sec): 3 clusters Score: Raw -599591.492036 + Penalty 1709.481472 = -597882.010563 nChanged 4 SP:Iteration 46Q (362.197528 sec): 3 clusters Score: Raw -599593.505090 + Penalty 1709.481472 = -597884.023618 nChanged 5 SP:Iteration 47Q (362.264185 sec): 3 clusters Score: Raw -599595.144298 + Penalty 1709.481472 = -597885.662826 nChanged 4 SP:Iteration 48Q (362.320426 sec): 3 clusters Score: Raw -599597.070412 + Penalty 1709.481472 = -597887.588940 nChanged 5 SP:Iteration 49Q (362.374663 sec): 3 clusters Score: Raw -599597.939140 + Penalty 1709.481472 = -597888.457668 nChanged 3 SP:Iteration 50Q (362.426881 sec): 3 clusters Score: Raw -599598.303254 + Penalty 1709.481472 = -597888.821782 nChanged 3 SP:Iteration 51Q (362.487325 sec): 3 clusters Score: Raw -599599.121788 + Penalty 1709.481472 = -597889.640315 nChanged 3 SP:Iteration 52Q (362.540799 sec): 3 clusters Score: Raw -599599.716138 + Penalty 1709.481472 = -597890.234666 nChanged 3 SP:Iteration 53Q (362.596149 sec): 3 clusters Score: Raw -599600.401367 + Penalty 1709.481472 = -597890.919895 nChanged 1 SP:Iteration 54Q (362.637333 sec): 3 clusters Score: Raw -599600.651250 + Penalty 1709.481472 = -597891.169778 nChanged 1 SP:Iteration 55Q (362.695299 sec): 3 clusters Score: Raw -599600.750183 + Penalty 1709.481472 = -597891.268711 nChanged 1 SP:Iteration 56Q (362.750563 sec): 3 clusters Score: Raw -599600.833791 + Penalty 1709.481472 = -597891.352319 nChanged 0 SP:Iteration 57F (362.794663 sec): 3 clusters Score: Raw -599600.833791 + Penalty 1709.481472 = -597891.352319 nChanged 0 Trying to split cluster 2 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.819152 sec): 2 clusters Score: Raw -36516.557415 + Penalty 588.079964 = -35928.477452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.867163 sec): 3 clusters Score: Raw -36378.125546 + Penalty 1176.159927 = -35201.965618 nChanged 131 SP:Iteration 1F (362.924348 sec): 3 clusters Score: Raw -36504.077801 + Penalty 1176.159927 = -35327.917874 nChanged 37 SP:Iteration 2F (362.967091 sec): 3 clusters Score: Raw -36543.051664 + Penalty 1176.159927 = -35366.891736 nChanged 17 SP:Iteration 3Q (363.011422 sec): 3 clusters Score: Raw -36571.439630 + Penalty 1176.159927 = -35395.279703 nChanged 17 SP:Iteration 4Q (363.068180 sec): 3 clusters Score: Raw -36593.035661 + Penalty 1176.159927 = -35416.875734 nChanged 8 SP:Iteration 5Q (363.114415 sec): 3 clusters Score: Raw -36603.013279 + Penalty 1176.159927 = -35426.853352 nChanged 4 SP:Iteration 6Q (363.160565 sec): 3 clusters Score: Raw -36608.223316 + Penalty 1176.159927 = -35432.063389 nChanged 5 SP:Iteration 7Q (363.214280 sec): 3 clusters Score: Raw -36612.080761 + Penalty 1176.159927 = -35435.920834 nChanged 1 SP:Iteration 8Q (363.260918 sec): 3 clusters Score: Raw -36613.559165 + Penalty 1176.159927 = -35437.399238 nChanged 1 SP:Iteration 9Q (363.311451 sec): 3 clusters Score: Raw -36614.970833 + Penalty 1176.159927 = -35438.810906 nChanged 3 SP:Iteration 10Q (363.357570 sec): 3 clusters Score: Raw -36616.493988 + Penalty 1176.159927 = -35440.334061 nChanged 2 SP:Iteration 11Q (363.399246 sec): 3 clusters Score: Raw -36618.691063 + Penalty 1176.159927 = -35442.531136 nChanged 0 SP:Iteration 12F (363.452078 sec): 3 clusters Score: Raw -36618.691063 + Penalty 1176.159927 = -35442.531136 nChanged 0 Trying to split cluster 3 (20205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (363.504374 sec): 2 clusters Score: Raw -1656149.396514 + Penalty 941.800111 = -1655207.596403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (363.578227 sec): 3 clusters Score: Raw -1643570.350835 + Penalty 1883.600222 = -1641686.750613 nChanged 9345 SP:Iteration 1F (363.651314 sec): 3 clusters Score: Raw -1648727.434557 + Penalty 1883.600222 = -1646843.834335 nChanged 847 SP:Iteration 2Q (363.719300 sec): 3 clusters Score: Raw -1649010.833496 + Penalty 1883.600222 = -1647127.233275 nChanged 858 SP:Iteration 3Q (363.786442 sec): 3 clusters Score: Raw -1649352.281324 + Penalty 1883.600222 = -1647468.681102 nChanged 916 SP:Iteration 4Q (363.856339 sec): 3 clusters Score: Raw -1649770.325975 + Penalty 1883.600222 = -1647886.725753 nChanged 975 SP:Iteration 5Q (363.933992 sec): 3 clusters Score: Raw -1650267.918302 + Penalty 1883.600222 = -1648384.318080 nChanged 1102 SP:Iteration 6F (364.002271 sec): 3 clusters Score: Raw -1650942.298135 + Penalty 1883.600222 = -1649058.697913 nChanged 1172 SP:Iteration 7F (364.077519 sec): 3 clusters Score: Raw -1651772.369567 + Penalty 1883.600222 = -1649888.769346 nChanged 1164 SP:Iteration 8F (364.150348 sec): 3 clusters Score: Raw -1652688.344244 + Penalty 1883.600222 = -1650804.744022 nChanged 1102 SP:Iteration 9F (364.222721 sec): 3 clusters Score: Raw -1653551.549763 + Penalty 1883.600222 = -1651667.949541 nChanged 922 SP:Iteration 10Q (364.293243 sec): 3 clusters Score: Raw -1654274.844325 + Penalty 1883.600222 = -1652391.244103 nChanged 743 SP:Iteration 11Q (364.352524 sec): 3 clusters Score: Raw -1654859.106400 + Penalty 1883.600222 = -1652975.506178 nChanged 543 SP:Iteration 12Q (364.432034 sec): 3 clusters Score: Raw -1655260.208580 + Penalty 1883.600222 = -1653376.608358 nChanged 382 SP:Iteration 13Q (364.498873 sec): 3 clusters Score: Raw -1655517.241486 + Penalty 1883.600222 = -1653633.641264 nChanged 307 SP:Iteration 14Q (364.568468 sec): 3 clusters Score: Raw -1655718.651112 + Penalty 1883.600222 = -1653835.050891 nChanged 230 SP:Iteration 15Q (364.633569 sec): 3 clusters Score: Raw -1655853.841522 + Penalty 1883.600222 = -1653970.241301 nChanged 178 SP:Iteration 16Q (364.701153 sec): 3 clusters Score: Raw -1655963.598716 + Penalty 1883.600222 = -1654079.998494 nChanged 132 SP:Iteration 17Q (364.767015 sec): 3 clusters Score: Raw -1656059.052626 + Penalty 1883.600222 = -1654175.452404 nChanged 96 SP:Iteration 18Q (364.834449 sec): 3 clusters Score: Raw -1656116.824865 + Penalty 1883.600222 = -1654233.224643 nChanged 57 SP:Iteration 19Q (364.888846 sec): 3 clusters Score: Raw -1656155.141692 + Penalty 1883.600222 = -1654271.541470 nChanged 49 SP:Iteration 20F (364.959669 sec): 3 clusters Score: Raw -1656185.232221 + Penalty 1883.600222 = -1654301.631999 nChanged 40 SP:Iteration 21Q (365.026851 sec): 3 clusters Score: Raw -1656209.722942 + Penalty 1883.600222 = -1654326.122721 nChanged 28 SP:Iteration 22Q (365.105477 sec): 3 clusters Score: Raw -1656229.356325 + Penalty 1883.600222 = -1654345.756103 nChanged 21 SP:Iteration 23Q (365.174130 sec): 3 clusters Score: Raw -1656246.451607 + Penalty 1883.600222 = -1654362.851385 nChanged 16 SP:Iteration 24Q (365.244224 sec): 3 clusters Score: Raw -1656255.024211 + Penalty 1883.600222 = -1654371.423990 nChanged 15 SP:Iteration 25Q (365.306279 sec): 3 clusters Score: Raw -1656264.095226 + Penalty 1883.600222 = -1654380.495004 nChanged 12 SP:Iteration 26Q (365.380443 sec): 3 clusters Score: Raw -1656271.513048 + Penalty 1883.600222 = -1654387.912826 nChanged 10 SP:Iteration 27Q (365.441457 sec): 3 clusters Score: Raw -1656278.161395 + Penalty 1883.600222 = -1654394.561174 nChanged 7 SP:Iteration 28Q (365.508942 sec): 3 clusters Score: Raw -1656282.234963 + Penalty 1883.600222 = -1654398.634741 nChanged 6 SP:Iteration 29Q (365.574374 sec): 3 clusters Score: Raw -1656287.597307 + Penalty 1883.600222 = -1654403.997085 nChanged 4 SP:Iteration 30Q (365.653248 sec): 3 clusters Score: Raw -1656289.265311 + Penalty 1883.600222 = -1654405.665090 nChanged 2 SP:Iteration 31Q (365.712216 sec): 3 clusters Score: Raw -1656290.329447 + Penalty 1883.600222 = -1654406.729225 nChanged 3 SP:Iteration 32Q (365.782000 sec): 3 clusters Score: Raw -1656293.630399 + Penalty 1883.600222 = -1654410.030178 nChanged 6 SP:Iteration 33Q (365.848973 sec): 3 clusters Score: Raw -1656298.265785 + Penalty 1883.600222 = -1654414.665564 nChanged 6 SP:Iteration 34Q (365.916382 sec): 3 clusters Score: Raw -1656307.650044 + Penalty 1883.600222 = -1654424.049822 nChanged 4 SP:Iteration 35Q (365.981202 sec): 3 clusters Score: Raw -1656309.432017 + Penalty 1883.600222 = -1654425.831795 nChanged 5 SP:Iteration 36Q (366.047959 sec): 3 clusters Score: Raw -1656312.288369 + Penalty 1883.600222 = -1654428.688148 nChanged 3 SP:Iteration 37Q (366.115337 sec): 3 clusters Score: Raw -1656314.044587 + Penalty 1883.600222 = -1654430.444366 nChanged 3 SP:Iteration 38Q (366.184411 sec): 3 clusters Score: Raw -1656317.443354 + Penalty 1883.600222 = -1654433.843132 nChanged 5 SP:Iteration 39Q (366.256681 sec): 3 clusters Score: Raw -1656319.953749 + Penalty 1883.600222 = -1654436.353527 nChanged 3 SP:Iteration 40F (366.330494 sec): 3 clusters Score: Raw -1656321.635246 + Penalty 1883.600222 = -1654438.035024 nChanged 1 SP:Iteration 41Q (366.397706 sec): 3 clusters Score: Raw -1656322.363745 + Penalty 1883.600222 = -1654438.763523 nChanged 0 SP:Iteration 42F (366.459925 sec): 3 clusters Score: Raw -1656322.363745 + Penalty 1883.600222 = -1654438.763523 nChanged 0 Trying to split cluster 4 (8362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (366.504906 sec): 2 clusters Score: Raw -649009.749495 + Penalty 857.988027 = -648151.761468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (366.561690 sec): 3 clusters Score: Raw -644138.017443 + Penalty 1715.976053 = -642422.041390 nChanged 3749 SP:Iteration 1F (366.612939 sec): 3 clusters Score: Raw -646167.267741 + Penalty 1715.976053 = -644451.291688 nChanged 477 SP:Iteration 2F (366.669890 sec): 3 clusters Score: Raw -646349.326239 + Penalty 1715.976053 = -644633.350186 nChanged 394 SP:Iteration 3Q (366.734802 sec): 3 clusters Score: Raw -646522.221558 + Penalty 1715.976053 = -644806.245504 nChanged 389 SP:Iteration 4Q (366.781722 sec): 3 clusters Score: Raw -646701.699059 + Penalty 1715.976053 = -644985.723005 nChanged 376 SP:Iteration 5Q (366.839782 sec): 3 clusters Score: Raw -646886.744578 + Penalty 1715.976053 = -645170.768525 nChanged 364 SP:Iteration 6Q (366.894914 sec): 3 clusters Score: Raw -647082.503211 + Penalty 1715.976053 = -645366.527157 nChanged 361 SP:Iteration 7Q (366.957543 sec): 3 clusters Score: Raw -647321.655135 + Penalty 1715.976053 = -645605.679082 nChanged 391 SP:Iteration 8Q (367.011351 sec): 3 clusters Score: Raw -647598.220852 + Penalty 1715.976053 = -645882.244798 nChanged 378 SP:Iteration 9Q (367.074624 sec): 3 clusters Score: Raw -647872.164574 + Penalty 1715.976053 = -646156.188520 nChanged 340 SP:Iteration 10Q (367.124435 sec): 3 clusters Score: Raw -648081.626643 + Penalty 1715.976053 = -646365.650589 nChanged 269 SP:Iteration 11Q (367.192401 sec): 3 clusters Score: Raw -648242.686155 + Penalty 1715.976053 = -646526.710102 nChanged 215 SP:Iteration 12Q (367.249870 sec): 3 clusters Score: Raw -648354.854858 + Penalty 1715.976053 = -646638.878804 nChanged 168 SP:Iteration 13Q (367.298160 sec): 3 clusters Score: Raw -648434.396033 + Penalty 1715.976053 = -646718.419980 nChanged 139 SP:Iteration 14Q (367.356927 sec): 3 clusters Score: Raw -648501.355243 + Penalty 1715.976053 = -646785.379189 nChanged 114 SP:Iteration 15Q (367.426237 sec): 3 clusters Score: Raw -648546.226973 + Penalty 1715.976053 = -646830.250920 nChanged 101 SP:Iteration 16Q (367.470245 sec): 3 clusters Score: Raw -648584.037207 + Penalty 1715.976053 = -646868.061154 nChanged 83 SP:Iteration 17Q (367.531565 sec): 3 clusters Score: Raw -648613.276689 + Penalty 1715.976053 = -646897.300635 nChanged 68 SP:Iteration 18Q (367.588552 sec): 3 clusters Score: Raw -648634.255319 + Penalty 1715.976053 = -646918.279266 nChanged 65 SP:Iteration 19Q (367.645772 sec): 3 clusters Score: Raw -648653.752623 + Penalty 1715.976053 = -646937.776570 nChanged 66 SP:Iteration 20F (367.701857 sec): 3 clusters Score: Raw -648674.446410 + Penalty 1715.976053 = -646958.470357 nChanged 65 SP:Iteration 21Q (367.748123 sec): 3 clusters Score: Raw -648693.160993 + Penalty 1715.976053 = -646977.184940 nChanged 60 SP:Iteration 22Q (367.808945 sec): 3 clusters Score: Raw -648712.373490 + Penalty 1715.976053 = -646996.397436 nChanged 67 SP:Iteration 23Q (367.865822 sec): 3 clusters Score: Raw -648736.086389 + Penalty 1715.976053 = -647020.110336 nChanged 62 SP:Iteration 24Q (367.935123 sec): 3 clusters Score: Raw -648758.205358 + Penalty 1715.976053 = -647042.229305 nChanged 75 SP:Iteration 25Q (367.980274 sec): 3 clusters Score: Raw -648783.773005 + Penalty 1715.976053 = -647067.796952 nChanged 72 SP:Iteration 26Q (368.034025 sec): 3 clusters Score: Raw -648810.289179 + Penalty 1715.976053 = -647094.313126 nChanged 59 SP:Iteration 27Q (368.091987 sec): 3 clusters Score: Raw -648833.039564 + Penalty 1715.976053 = -647117.063511 nChanged 71 SP:Iteration 28Q (368.158931 sec): 3 clusters Score: Raw -648857.988953 + Penalty 1715.976053 = -647142.012900 nChanged 55 SP:Iteration 29Q (368.206795 sec): 3 clusters Score: Raw -648875.313851 + Penalty 1715.976053 = -647159.337797 nChanged 51 SP:Iteration 30Q (368.272497 sec): 3 clusters Score: Raw -648890.102308 + Penalty 1715.976053 = -647174.126254 nChanged 38 SP:Iteration 31Q (368.328663 sec): 3 clusters Score: Raw -648901.875081 + Penalty 1715.976053 = -647185.899027 nChanged 40 SP:Iteration 32Q (368.371548 sec): 3 clusters Score: Raw -648915.719842 + Penalty 1715.976053 = -647199.743789 nChanged 39 SP:Iteration 33Q (368.429001 sec): 3 clusters Score: Raw -648928.884773 + Penalty 1715.976053 = -647212.908720 nChanged 37 SP:Iteration 34Q (368.487575 sec): 3 clusters Score: Raw -648941.886023 + Penalty 1715.976053 = -647225.909970 nChanged 35 SP:Iteration 35Q (368.540686 sec): 3 clusters Score: Raw -648953.034406 + Penalty 1715.976053 = -647237.058353 nChanged 30 SP:Iteration 36Q (368.601323 sec): 3 clusters Score: Raw -648964.204478 + Penalty 1715.976053 = -647248.228424 nChanged 31 SP:Iteration 37Q (368.646811 sec): 3 clusters Score: Raw -648973.635115 + Penalty 1715.976053 = -647257.659062 nChanged 20 SP:Iteration 38Q (368.710658 sec): 3 clusters Score: Raw -648980.702193 + Penalty 1715.976053 = -647264.726140 nChanged 18 SP:Iteration 39Q (368.765302 sec): 3 clusters Score: Raw -648985.672685 + Penalty 1715.976053 = -647269.696631 nChanged 25 SP:Iteration 40F (368.829280 sec): 3 clusters Score: Raw -648994.517547 + Penalty 1715.976053 = -647278.541494 nChanged 21 SP:Iteration 41Q (368.874697 sec): 3 clusters Score: Raw -649000.571475 + Penalty 1715.976053 = -647284.595421 nChanged 16 SP:Iteration 42Q (368.941665 sec): 3 clusters Score: Raw -649008.064557 + Penalty 1715.976053 = -647292.088504 nChanged 18 SP:Iteration 43Q (368.997904 sec): 3 clusters Score: Raw -649018.749644 + Penalty 1715.976053 = -647302.773591 nChanged 20 SP:Iteration 44Q (369.050153 sec): 3 clusters Score: Raw -649028.808636 + Penalty 1715.976053 = -647312.832583 nChanged 19 SP:Iteration 45Q (369.090757 sec): 3 clusters Score: Raw -649038.511084 + Penalty 1715.976053 = -647322.535031 nChanged 17 SP:Iteration 46Q (369.141491 sec): 3 clusters Score: Raw -649048.421963 + Penalty 1715.976053 = -647332.445910 nChanged 18 SP:Iteration 47Q (369.203863 sec): 3 clusters Score: Raw -649060.163427 + Penalty 1715.976053 = -647344.187374 nChanged 21 SP:Iteration 48Q (369.254351 sec): 3 clusters Score: Raw -649070.105568 + Penalty 1715.976053 = -647354.129515 nChanged 22 SP:Iteration 49Q (369.297522 sec): 3 clusters Score: Raw -649079.238648 + Penalty 1715.976053 = -647363.262594 nChanged 23 SP:Iteration 50Q (369.348716 sec): 3 clusters Score: Raw -649095.723551 + Penalty 1715.976053 = -647379.747498 nChanged 19 SP:Iteration 51Q (369.402388 sec): 3 clusters Score: Raw -649104.889720 + Penalty 1715.976053 = -647388.913667 nChanged 15 SP:Iteration 52Q (369.471041 sec): 3 clusters Score: Raw -649111.138006 + Penalty 1715.976053 = -647395.161953 nChanged 15 SP:Iteration 53Q (369.515713 sec): 3 clusters Score: Raw -649119.241163 + Penalty 1715.976053 = -647403.265109 nChanged 12 SP:Iteration 54Q (369.566830 sec): 3 clusters Score: Raw -649124.763766 + Penalty 1715.976053 = -647408.787712 nChanged 8 SP:Iteration 55Q (369.616723 sec): 3 clusters Score: Raw -649129.428945 + Penalty 1715.976053 = -647413.452892 nChanged 10 SP:Iteration 56Q (369.681221 sec): 3 clusters Score: Raw -649134.085954 + Penalty 1715.976053 = -647418.109901 nChanged 8 SP:Iteration 57Q (369.725823 sec): 3 clusters Score: Raw -649137.667370 + Penalty 1715.976053 = -647421.691316 nChanged 7 SP:Iteration 58Q (369.788403 sec): 3 clusters Score: Raw -649139.815350 + Penalty 1715.976053 = -647423.839297 nChanged 6 SP:Iteration 59Q (369.848789 sec): 3 clusters Score: Raw -649142.662097 + Penalty 1715.976053 = -647426.686043 nChanged 7 SP:Iteration 60F (369.899706 sec): 3 clusters Score: Raw -649145.672778 + Penalty 1715.976053 = -647429.696725 nChanged 8 SP:Iteration 61Q (369.961314 sec): 3 clusters Score: Raw -649149.415018 + Penalty 1715.976053 = -647433.438965 nChanged 8 SP:Iteration 62Q (370.017720 sec): 3 clusters Score: Raw -649152.217753 + Penalty 1715.976053 = -647436.241700 nChanged 5 SP:Iteration 63Q (370.074126 sec): 3 clusters Score: Raw -649154.412033 + Penalty 1715.976053 = -647438.435979 nChanged 12 SP:Iteration 64Q (370.129331 sec): 3 clusters Score: Raw -649159.483765 + Penalty 1715.976053 = -647443.507712 nChanged 7 SP:Iteration 65Q (370.173783 sec): 3 clusters Score: Raw -649161.227659 + Penalty 1715.976053 = -647445.251606 nChanged 4 SP:Iteration 66Q (370.223501 sec): 3 clusters Score: Raw -649163.366653 + Penalty 1715.976053 = -647447.390600 nChanged 5 SP:Iteration 67Q (370.289319 sec): 3 clusters Score: Raw -649167.036599 + Penalty 1715.976053 = -647451.060546 nChanged 4 SP:Iteration 68Q (370.342289 sec): 3 clusters Score: Raw -649169.094906 + Penalty 1715.976053 = -647453.118853 nChanged 3 SP:Iteration 69Q (370.397289 sec): 3 clusters Score: Raw -649171.157639 + Penalty 1715.976053 = -647455.181585 nChanged 5 SP:Iteration 70Q (370.453794 sec): 3 clusters Score: Raw -649172.874715 + Penalty 1715.976053 = -647456.898662 nChanged 1 SP:Iteration 71Q (370.509224 sec): 3 clusters Score: Raw -649173.255055 + Penalty 1715.976053 = -647457.279002 nChanged 1 SP:Iteration 72Q (370.555195 sec): 3 clusters Score: Raw -649173.643360 + Penalty 1715.976053 = -647457.667307 nChanged 2 SP:Iteration 73Q (370.607740 sec): 3 clusters Score: Raw -649174.463845 + Penalty 1715.976053 = -647458.487792 nChanged 2 SP:Iteration 74Q (370.666186 sec): 3 clusters Score: Raw -649175.905650 + Penalty 1715.976053 = -647459.929597 nChanged 4 SP:Iteration 75Q (370.717338 sec): 3 clusters Score: Raw -649178.435211 + Penalty 1715.976053 = -647462.459157 nChanged 4 SP:Iteration 76Q (370.781556 sec): 3 clusters Score: Raw -649180.276885 + Penalty 1715.976053 = -647464.300831 nChanged 1 SP:Iteration 77Q (370.843892 sec): 3 clusters Score: Raw -649180.636729 + Penalty 1715.976053 = -647464.660676 nChanged 2 SP:Iteration 78Q (370.887872 sec): 3 clusters Score: Raw -649181.956840 + Penalty 1715.976053 = -647465.980787 nChanged 1 SP:Iteration 79Q (370.952624 sec): 3 clusters Score: Raw -649183.962327 + Penalty 1715.976053 = -647467.986273 nChanged 3 SP:Iteration 80F (371.006436 sec): 3 clusters Score: Raw -649186.635467 + Penalty 1715.976053 = -647470.659413 nChanged 3 SP:Iteration 81Q (371.059169 sec): 3 clusters Score: Raw -649189.247310 + Penalty 1715.976053 = -647473.271257 nChanged 4 SP:Iteration 82Q (371.115288 sec): 3 clusters Score: Raw -649190.787190 + Penalty 1715.976053 = -647474.811137 nChanged 3 SP:Iteration 83Q (371.175750 sec): 3 clusters Score: Raw -649191.629644 + Penalty 1715.976053 = -647475.653590 nChanged 1 SP:Iteration 84Q (371.224587 sec): 3 clusters Score: Raw -649192.298858 + Penalty 1715.976053 = -647476.322804 nChanged 1 SP:Iteration 85Q (371.280146 sec): 3 clusters Score: Raw -649192.518035 + Penalty 1715.976053 = -647476.541982 nChanged 0 SP:Iteration 86F (371.348356 sec): 3 clusters Score: Raw -649192.518035 + Penalty 1715.976053 = -647476.541982 nChanged 0 Trying to split cluster 5 (63858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (371.436880 sec): 2 clusters Score: Raw -5115580.233513 + Penalty 1051.119629 = -5114529.113884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (371.559987 sec): 3 clusters Score: Raw -5073894.576223 + Penalty 2102.239258 = -5071792.336965 nChanged 30678 SP:Iteration 1F (371.678182 sec): 3 clusters Score: Raw -5091801.453656 + Penalty 2102.239258 = -5089699.214398 nChanged 2605 SP:Iteration 2Q (371.800757 sec): 3 clusters Score: Raw -5092679.020842 + Penalty 2102.239258 = -5090576.781584 nChanged 3301 SP:Iteration 3F (371.933482 sec): 3 clusters Score: Raw -5094197.668593 + Penalty 2102.239258 = -5092095.429335 nChanged 4184 SP:Iteration 4F (372.048060 sec): 3 clusters Score: Raw -5096689.958037 + Penalty 2102.239258 = -5094587.718779 nChanged 5091 SP:Iteration 5F (372.182149 sec): 3 clusters Score: Raw -5100679.166252 + Penalty 2102.239258 = -5098576.926994 nChanged 5638 SP:Iteration 6F (372.306703 sec): 3 clusters Score: Raw -5106072.318971 + Penalty 2102.239258 = -5103970.079713 nChanged 4765 SP:Iteration 7F (372.431236 sec): 3 clusters Score: Raw -5111023.704458 + Penalty 2102.239258 = -5108921.465200 nChanged 2896 SP:Iteration 8Q (372.558840 sec): 3 clusters Score: Raw -5113985.113190 + Penalty 2102.239258 = -5111882.873932 nChanged 1247 SP:Iteration 9Q (372.679245 sec): 3 clusters Score: Raw -5115197.642228 + Penalty 2102.239258 = -5113095.402970 nChanged 346 SP:Iteration 10Q (372.798407 sec): 3 clusters Score: Raw -5115506.654410 + Penalty 2102.239258 = -5113404.415152 nChanged 100 SP:Iteration 11Q (372.892344 sec): 3 clusters Score: Raw -5115603.950698 + Penalty 2102.239258 = -5113501.711440 nChanged 40 SP:Iteration 12Q (373.006455 sec): 3 clusters Score: Raw -5115664.705445 + Penalty 2102.239258 = -5113562.466187 nChanged 21 SP:Iteration 13Q (373.113092 sec): 3 clusters Score: Raw -5115697.690958 + Penalty 2102.239258 = -5113595.451700 nChanged 11 SP:Iteration 14Q (373.226564 sec): 3 clusters Score: Raw -5115718.795573 + Penalty 2102.239258 = -5113616.556315 nChanged 9 SP:Iteration 15Q (373.322326 sec): 3 clusters Score: Raw -5115727.286170 + Penalty 2102.239258 = -5113625.046912 nChanged 6 SP:Iteration 16Q (373.441205 sec): 3 clusters Score: Raw -5115732.293976 + Penalty 2102.239258 = -5113630.054718 nChanged 4 SP:Iteration 17Q (373.553044 sec): 3 clusters Score: Raw -5115734.494414 + Penalty 2102.239258 = -5113632.255156 nChanged 2 SP:Iteration 18Q (373.661928 sec): 3 clusters Score: Raw -5115736.084105 + Penalty 2102.239258 = -5113633.844847 nChanged 3 SP:Iteration 19Q (373.763381 sec): 3 clusters Score: Raw -5115738.197592 + Penalty 2102.239258 = -5113635.958334 nChanged 4 SP:Iteration 20F (373.888518 sec): 3 clusters Score: Raw -5115741.477225 + Penalty 2102.239258 = -5113639.237967 nChanged 4 SP:Iteration 21Q (373.996993 sec): 3 clusters Score: Raw -5115746.029489 + Penalty 2102.239258 = -5113643.790231 nChanged 5 SP:Iteration 22Q (374.099291 sec): 3 clusters Score: Raw -5115753.224417 + Penalty 2102.239258 = -5113650.985159 nChanged 4 SP:Iteration 23Q (374.209329 sec): 3 clusters Score: Raw -5115758.523543 + Penalty 2102.239258 = -5113656.284285 nChanged 5 SP:Iteration 24Q (374.317549 sec): 3 clusters Score: Raw -5115764.493476 + Penalty 2102.239258 = -5113662.254218 nChanged 4 SP:Iteration 25Q (374.418033 sec): 3 clusters Score: Raw -5115767.956415 + Penalty 2102.239258 = -5113665.717157 nChanged 5 SP:Iteration 26Q (374.517193 sec): 3 clusters Score: Raw -5115773.626393 + Penalty 2102.239258 = -5113671.387135 nChanged 3 SP:Iteration 27Q (374.631695 sec): 3 clusters Score: Raw -5115775.439795 + Penalty 2102.239258 = -5113673.200537 nChanged 8 SP:Iteration 28Q (374.736936 sec): 3 clusters Score: Raw -5115780.019717 + Penalty 2102.239258 = -5113677.780459 nChanged 5 SP:Iteration 29Q (374.842748 sec): 3 clusters Score: Raw -5115782.612298 + Penalty 2102.239258 = -5113680.373040 nChanged 2 SP:Iteration 30Q (374.946857 sec): 3 clusters Score: Raw -5115784.082472 + Penalty 2102.239258 = -5113681.843214 nChanged 0 SP:Iteration 31F (375.073936 sec): 3 clusters Score: Raw -5115784.082472 + Penalty 2102.239258 = -5113681.843214 nChanged 0 Trying to split cluster 6 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (375.102358 sec): 2 clusters Score: Raw -11607.032397 + Penalty 496.445934 = -11110.586463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (375.152823 sec): 3 clusters Score: Raw -11660.856910 + Penalty 992.891868 = -10667.965042 nChanged 36 SP:Iteration 1F (375.203578 sec): 3 clusters Score: Raw -11716.980127 + Penalty 992.891868 = -10724.088259 nChanged 13 SP:Iteration 2F (375.253529 sec): 3 clusters Score: Raw -11745.696844 + Penalty 992.891868 = -10752.804976 nChanged 7 SP:Iteration 3Q (375.298274 sec): 3 clusters Score: Raw -11781.885908 + Penalty 992.891868 = -10788.994040 nChanged 4 SP:Iteration 4Q (375.336585 sec): 3 clusters Score: Raw -11794.068928 + Penalty 992.891868 = -10801.177060 nChanged 0 SP:Iteration 5F (375.387202 sec): 3 clusters Score: Raw -11794.068928 + Penalty 992.891868 = -10801.177060 nChanged 0 Trying to split cluster 7 (1523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (375.415068 sec): 2 clusters Score: Raw -118494.317614 + Penalty 696.201549 = -117798.116065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (375.460888 sec): 3 clusters Score: Raw -117771.521224 + Penalty 1392.403097 = -116379.118127 nChanged 561 SP:Iteration 1F (375.499837 sec): 3 clusters Score: Raw -118109.474260 + Penalty 1392.403097 = -116717.071162 nChanged 116 SP:Iteration 2F (375.554558 sec): 3 clusters Score: Raw -118216.599352 + Penalty 1392.403097 = -116824.196255 nChanged 97 SP:Iteration 3F (375.605233 sec): 3 clusters Score: Raw -118304.938420 + Penalty 1392.403097 = -116912.535323 nChanged 77 SP:Iteration 4F (375.649909 sec): 3 clusters Score: Raw -118374.159220 + Penalty 1392.403097 = -116981.756123 nChanged 60 SP:Iteration 5Q (375.689542 sec): 3 clusters Score: Raw -118426.274182 + Penalty 1392.403097 = -117033.871085 nChanged 44 SP:Iteration 6Q (375.738050 sec): 3 clusters Score: Raw -118454.165720 + Penalty 1392.403097 = -117061.762623 nChanged 40 SP:Iteration 7Q (375.775713 sec): 3 clusters Score: Raw -118482.081184 + Penalty 1392.403097 = -117089.678087 nChanged 36 SP:Iteration 8Q (375.818367 sec): 3 clusters Score: Raw -118505.315862 + Penalty 1392.403097 = -117112.912765 nChanged 26 SP:Iteration 9Q (375.870429 sec): 3 clusters Score: Raw -118518.666126 + Penalty 1392.403097 = -117126.263029 nChanged 12 SP:Iteration 10Q (375.910319 sec): 3 clusters Score: Raw -118525.135452 + Penalty 1392.403097 = -117132.732355 nChanged 14 SP:Iteration 11Q (375.959916 sec): 3 clusters Score: Raw -118532.926874 + Penalty 1392.403097 = -117140.523777 nChanged 12 SP:Iteration 12Q (376.004508 sec): 3 clusters Score: Raw -118539.563811 + Penalty 1392.403097 = -117147.160714 nChanged 13 SP:Iteration 13Q (376.060547 sec): 3 clusters Score: Raw -118546.525475 + Penalty 1392.403097 = -117154.122378 nChanged 10 SP:Iteration 14Q (376.109458 sec): 3 clusters Score: Raw -118550.186443 + Penalty 1392.403097 = -117157.783346 nChanged 3 SP:Iteration 15Q (376.148615 sec): 3 clusters Score: Raw -118551.075888 + Penalty 1392.403097 = -117158.672791 nChanged 2 SP:Iteration 16Q (376.196124 sec): 3 clusters Score: Raw -118551.596635 + Penalty 1392.403097 = -117159.193538 nChanged 0 SP:Iteration 17F (376.244344 sec): 3 clusters Score: Raw -118551.596635 + Penalty 1392.403097 = -117159.193538 nChanged 0 Trying to split cluster 8 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (376.270537 sec): 2 clusters Score: Raw -25072.560594 + Penalty 553.470010 = -24519.090584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (376.303038 sec): 3 clusters Score: Raw -25009.611963 + Penalty 1106.940020 = -23902.671942 nChanged 87 SP:Iteration 1F (376.347638 sec): 3 clusters Score: Raw -25104.821452 + Penalty 1106.940020 = -23997.881432 nChanged 16 SP:Iteration 2Q (376.396181 sec): 3 clusters Score: Raw -25130.661032 + Penalty 1106.940020 = -24023.721011 nChanged 9 SP:Iteration 3Q (376.428255 sec): 3 clusters Score: Raw -25141.249444 + Penalty 1106.940020 = -24034.309423 nChanged 4 SP:Iteration 4Q (376.477011 sec): 3 clusters Score: Raw -25145.989041 + Penalty 1106.940020 = -24039.049020 nChanged 4 SP:Iteration 5Q (376.520539 sec): 3 clusters Score: Raw -25152.359840 + Penalty 1106.940020 = -24045.419820 nChanged 2 SP:Iteration 6Q (376.568644 sec): 3 clusters Score: Raw -25153.864051 + Penalty 1106.940020 = -24046.924031 nChanged 0 SP:Iteration 7F (376.610661 sec): 3 clusters Score: Raw -25153.864051 + Penalty 1106.940020 = -24046.924031 nChanged 0 Trying to split cluster 9 (23496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (376.661693 sec): 2 clusters Score: Raw -1830679.246895 + Penalty 956.135620 = -1829723.111275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (376.741024 sec): 3 clusters Score: Raw -1815977.990538 + Penalty 1912.271240 = -1814065.719298 nChanged 10949 SP:Iteration 1F (376.816495 sec): 3 clusters Score: Raw -1822621.000894 + Penalty 1912.271240 = -1820708.729654 nChanged 1328 SP:Iteration 2F (376.884739 sec): 3 clusters Score: Raw -1823294.011420 + Penalty 1912.271240 = -1821381.740180 nChanged 1399 SP:Iteration 3F (376.971804 sec): 3 clusters Score: Raw -1824123.123653 + Penalty 1912.271240 = -1822210.852413 nChanged 1551 SP:Iteration 4F (377.050065 sec): 3 clusters Score: Raw -1825236.301844 + Penalty 1912.271240 = -1823324.030604 nChanged 1585 SP:Iteration 5F (377.127360 sec): 3 clusters Score: Raw -1826426.061867 + Penalty 1912.271240 = -1824513.790627 nChanged 1415 SP:Iteration 6F (377.195372 sec): 3 clusters Score: Raw -1827431.856062 + Penalty 1912.271240 = -1825519.584822 nChanged 1172 SP:Iteration 7Q (377.283191 sec): 3 clusters Score: Raw -1828164.631878 + Penalty 1912.271240 = -1826252.360639 nChanged 888 SP:Iteration 8Q (377.363401 sec): 3 clusters Score: Raw -1828589.538428 + Penalty 1912.271240 = -1826677.267188 nChanged 611 SP:Iteration 9Q (377.436871 sec): 3 clusters Score: Raw -1828813.861953 + Penalty 1912.271240 = -1826901.590713 nChanged 444 SP:Iteration 10Q (377.516674 sec): 3 clusters Score: Raw -1828941.153482 + Penalty 1912.271240 = -1827028.882242 nChanged 328 SP:Iteration 11Q (377.598860 sec): 3 clusters Score: Raw -1829041.220092 + Penalty 1912.271240 = -1827128.948852 nChanged 295 SP:Iteration 12Q (377.674825 sec): 3 clusters Score: Raw -1829124.520248 + Penalty 1912.271240 = -1827212.249008 nChanged 253 SP:Iteration 13Q (377.752954 sec): 3 clusters Score: Raw -1829189.392140 + Penalty 1912.271240 = -1827277.120900 nChanged 233 SP:Iteration 14Q (377.833571 sec): 3 clusters Score: Raw -1829247.449343 + Penalty 1912.271240 = -1827335.178103 nChanged 206 SP:Iteration 15Q (377.908776 sec): 3 clusters Score: Raw -1829301.784275 + Penalty 1912.271240 = -1827389.513035 nChanged 240 SP:Iteration 16Q (377.982665 sec): 3 clusters Score: Raw -1829367.469975 + Penalty 1912.271240 = -1827455.198735 nChanged 222 SP:Iteration 17Q (378.056250 sec): 3 clusters Score: Raw -1829418.204872 + Penalty 1912.271240 = -1827505.933632 nChanged 201 SP:Iteration 18Q (378.131326 sec): 3 clusters Score: Raw -1829464.650223 + Penalty 1912.271240 = -1827552.378983 nChanged 203 SP:Iteration 19Q (378.207741 sec): 3 clusters Score: Raw -1829509.546363 + Penalty 1912.271240 = -1827597.275124 nChanged 186 SP:Iteration 20F (378.285986 sec): 3 clusters Score: Raw -1829556.031757 + Penalty 1912.271240 = -1827643.760517 nChanged 210 SP:Iteration 21Q (378.361211 sec): 3 clusters Score: Raw -1829610.419508 + Penalty 1912.271240 = -1827698.148268 nChanged 202 SP:Iteration 22Q (378.430213 sec): 3 clusters Score: Raw -1829665.272387 + Penalty 1912.271240 = -1827753.001147 nChanged 205 SP:Iteration 23Q (378.494883 sec): 3 clusters Score: Raw -1829722.526745 + Penalty 1912.271240 = -1827810.255505 nChanged 202 SP:Iteration 24Q (378.567022 sec): 3 clusters Score: Raw -1829778.312748 + Penalty 1912.271240 = -1827866.041509 nChanged 195 SP:Iteration 25Q (378.650400 sec): 3 clusters Score: Raw -1829830.019093 + Penalty 1912.271240 = -1827917.747853 nChanged 176 SP:Iteration 26Q (378.718679 sec): 3 clusters Score: Raw -1829885.964301 + Penalty 1912.271240 = -1827973.693061 nChanged 194 SP:Iteration 27Q (378.787923 sec): 3 clusters Score: Raw -1829949.469756 + Penalty 1912.271240 = -1828037.198516 nChanged 203 SP:Iteration 28Q (378.858298 sec): 3 clusters Score: Raw -1830037.647487 + Penalty 1912.271240 = -1828125.376247 nChanged 221 SP:Iteration 29Q (378.927534 sec): 3 clusters Score: Raw -1830139.952448 + Penalty 1912.271240 = -1828227.681208 nChanged 218 SP:Iteration 30Q (379.010861 sec): 3 clusters Score: Raw -1830267.329266 + Penalty 1912.271240 = -1828355.058026 nChanged 232 SP:Iteration 31Q (379.085335 sec): 3 clusters Score: Raw -1830405.415910 + Penalty 1912.271240 = -1828493.144670 nChanged 223 SP:Iteration 32Q (379.166447 sec): 3 clusters Score: Raw -1830524.135838 + Penalty 1912.271240 = -1828611.864598 nChanged 201 SP:Iteration 33Q (379.240227 sec): 3 clusters Score: Raw -1830633.962161 + Penalty 1912.271240 = -1828721.690922 nChanged 208 SP:Iteration 34Q (379.309541 sec): 3 clusters Score: Raw -1830750.780014 + Penalty 1912.271240 = -1828838.508774 nChanged 206 SP:Iteration 35Q (379.385463 sec): 3 clusters Score: Raw -1830861.070156 + Penalty 1912.271240 = -1828948.798917 nChanged 181 SP:Iteration 36Q (379.458736 sec): 3 clusters Score: Raw -1830956.947075 + Penalty 1912.271240 = -1829044.675836 nChanged 178 SP:Iteration 37Q (379.531822 sec): 3 clusters Score: Raw -1831039.528580 + Penalty 1912.271240 = -1829127.257340 nChanged 146 SP:Iteration 38Q (379.604259 sec): 3 clusters Score: Raw -1831094.403820 + Penalty 1912.271240 = -1829182.132580 nChanged 124 SP:Iteration 39Q (379.677638 sec): 3 clusters Score: Raw -1831137.270555 + Penalty 1912.271240 = -1829224.999315 nChanged 116 SP:Iteration 40F (379.743381 sec): 3 clusters Score: Raw -1831180.940744 + Penalty 1912.271240 = -1829268.669505 nChanged 101 SP:Iteration 41Q (379.816051 sec): 3 clusters Score: Raw -1831210.745145 + Penalty 1912.271240 = -1829298.473905 nChanged 75 SP:Iteration 42Q (379.887426 sec): 3 clusters Score: Raw -1831225.174818 + Penalty 1912.271240 = -1829312.903578 nChanged 50 SP:Iteration 43Q (379.967803 sec): 3 clusters Score: Raw -1831232.646115 + Penalty 1912.271240 = -1829320.374875 nChanged 35 SP:Iteration 44Q (380.042569 sec): 3 clusters Score: Raw -1831237.822755 + Penalty 1912.271240 = -1829325.551515 nChanged 23 SP:Iteration 45Q (380.117272 sec): 3 clusters Score: Raw -1831239.903349 + Penalty 1912.271240 = -1829327.632109 nChanged 16 SP:Iteration 46Q (380.189286 sec): 3 clusters Score: Raw -1831241.051704 + Penalty 1912.271240 = -1829328.780464 nChanged 11 SP:Iteration 47Q (380.261737 sec): 3 clusters Score: Raw -1831242.527287 + Penalty 1912.271240 = -1829330.256048 nChanged 17 SP:Iteration 48Q (380.334035 sec): 3 clusters Score: Raw -1831244.135619 + Penalty 1912.271240 = -1829331.864379 nChanged 17 SP:Iteration 49Q (380.409245 sec): 3 clusters Score: Raw -1831245.446185 + Penalty 1912.271240 = -1829333.174945 nChanged 10 SP:Iteration 50Q (380.483012 sec): 3 clusters Score: Raw -1831246.388327 + Penalty 1912.271240 = -1829334.117087 nChanged 10 SP:Iteration 51Q (380.545320 sec): 3 clusters Score: Raw -1831247.419491 + Penalty 1912.271240 = -1829335.148251 nChanged 7 SP:Iteration 52Q (380.622627 sec): 3 clusters Score: Raw -1831248.478555 + Penalty 1912.271240 = -1829336.207315 nChanged 9 SP:Iteration 53Q (380.693149 sec): 3 clusters Score: Raw -1831249.347506 + Penalty 1912.271240 = -1829337.076266 nChanged 8 SP:Iteration 54Q (380.768895 sec): 3 clusters Score: Raw -1831250.061651 + Penalty 1912.271240 = -1829337.790411 nChanged 5 SP:Iteration 55Q (380.840735 sec): 3 clusters Score: Raw -1831250.352473 + Penalty 1912.271240 = -1829338.081233 nChanged 2 SP:Iteration 56Q (380.919485 sec): 3 clusters Score: Raw -1831250.426342 + Penalty 1912.271240 = -1829338.155102 nChanged 2 SP:Iteration 57Q (380.991417 sec): 3 clusters Score: Raw -1831250.513919 + Penalty 1912.271240 = -1829338.242679 nChanged 1 SP:Iteration 58Q (381.069398 sec): 3 clusters Score: Raw -1831250.627699 + Penalty 1912.271240 = -1829338.356459 nChanged 1 SP:Iteration 59Q (381.141001 sec): 3 clusters Score: Raw -1831250.685455 + Penalty 1912.271240 = -1829338.414215 nChanged 2 SP:Iteration 60F (381.212119 sec): 3 clusters Score: Raw -1831250.776880 + Penalty 1912.271240 = -1829338.505641 nChanged 3 SP:Iteration 61Q (381.283453 sec): 3 clusters Score: Raw -1831250.985799 + Penalty 1912.271240 = -1829338.714559 nChanged 3 SP:Iteration 62Q (381.351130 sec): 3 clusters Score: Raw -1831251.210583 + Penalty 1912.271240 = -1829338.939343 nChanged 3 SP:Iteration 63Q (381.424833 sec): 3 clusters Score: Raw -1831251.314379 + Penalty 1912.271240 = -1829339.043139 nChanged 1 SP:Iteration 64Q (381.488607 sec): 3 clusters Score: Raw -1831251.324047 + Penalty 1912.271240 = -1829339.052807 nChanged 0 SP:Iteration 65F (381.559453 sec): 3 clusters Score: Raw -1831251.324047 + Penalty 1912.271240 = -1829339.052807 nChanged 0 Trying to split cluster 10 (6793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.594814 sec): 2 clusters Score: Raw -558836.583618 + Penalty 838.246555 = -557998.337063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.641002 sec): 3 clusters Score: Raw -554995.784363 + Penalty 1676.493110 = -553319.291252 nChanged 2913 SP:Iteration 1F (381.692444 sec): 3 clusters Score: Raw -556557.273011 + Penalty 1676.493110 = -554880.779901 nChanged 440 SP:Iteration 2F (381.744388 sec): 3 clusters Score: Raw -556759.956182 + Penalty 1676.493110 = -555083.463071 nChanged 394 SP:Iteration 3F (381.814766 sec): 3 clusters Score: Raw -556967.693164 + Penalty 1676.493110 = -555291.200053 nChanged 380 SP:Iteration 4F (381.863630 sec): 3 clusters Score: Raw -557211.362376 + Penalty 1676.493110 = -555534.869266 nChanged 363 SP:Iteration 5F (381.929720 sec): 3 clusters Score: Raw -557456.179436 + Penalty 1676.493110 = -555779.686325 nChanged 370 SP:Iteration 6F (381.980146 sec): 3 clusters Score: Raw -557722.748495 + Penalty 1676.493110 = -556046.255385 nChanged 368 SP:Iteration 7F (382.044251 sec): 3 clusters Score: Raw -557999.196508 + Penalty 1676.493110 = -556322.703398 nChanged 342 SP:Iteration 8F (382.089490 sec): 3 clusters Score: Raw -558206.468621 + Penalty 1676.493110 = -556529.975511 nChanged 264 SP:Iteration 9Q (382.154040 sec): 3 clusters Score: Raw -558335.381399 + Penalty 1676.493110 = -556658.888288 nChanged 178 SP:Iteration 10Q (382.198990 sec): 3 clusters Score: Raw -558402.591546 + Penalty 1676.493110 = -556726.098435 nChanged 129 SP:Iteration 11Q (382.246600 sec): 3 clusters Score: Raw -558442.181623 + Penalty 1676.493110 = -556765.688513 nChanged 83 SP:Iteration 12Q (382.310997 sec): 3 clusters Score: Raw -558465.379077 + Penalty 1676.493110 = -556788.885967 nChanged 66 SP:Iteration 13Q (382.355221 sec): 3 clusters Score: Raw -558480.265640 + Penalty 1676.493110 = -556803.772530 nChanged 53 SP:Iteration 14Q (382.420983 sec): 3 clusters Score: Raw -558493.584898 + Penalty 1676.493110 = -556817.091788 nChanged 53 SP:Iteration 15Q (382.465700 sec): 3 clusters Score: Raw -558505.632471 + Penalty 1676.493110 = -556829.139360 nChanged 41 SP:Iteration 16Q (382.527757 sec): 3 clusters Score: Raw -558512.477560 + Penalty 1676.493110 = -556835.984450 nChanged 38 SP:Iteration 17Q (382.570450 sec): 3 clusters Score: Raw -558519.930648 + Penalty 1676.493110 = -556843.437538 nChanged 36 SP:Iteration 18Q (382.622566 sec): 3 clusters Score: Raw -558525.763109 + Penalty 1676.493110 = -556849.269999 nChanged 25 SP:Iteration 19Q (382.684498 sec): 3 clusters Score: Raw -558529.441084 + Penalty 1676.493110 = -556852.947974 nChanged 20 SP:Iteration 20F (382.732887 sec): 3 clusters Score: Raw -558531.891330 + Penalty 1676.493110 = -556855.398220 nChanged 18 SP:Iteration 21Q (382.790696 sec): 3 clusters Score: Raw -558535.180768 + Penalty 1676.493110 = -556858.687657 nChanged 27 SP:Iteration 22Q (382.844976 sec): 3 clusters Score: Raw -558537.973100 + Penalty 1676.493110 = -556861.479990 nChanged 23 SP:Iteration 23Q (382.901645 sec): 3 clusters Score: Raw -558540.805952 + Penalty 1676.493110 = -556864.312842 nChanged 18 SP:Iteration 24Q (382.957019 sec): 3 clusters Score: Raw -558543.208211 + Penalty 1676.493110 = -556866.715100 nChanged 14 SP:Iteration 25Q (383.015192 sec): 3 clusters Score: Raw -558545.109038 + Penalty 1676.493110 = -556868.615928 nChanged 7 SP:Iteration 26Q (383.071763 sec): 3 clusters Score: Raw -558545.837281 + Penalty 1676.493110 = -556869.344171 nChanged 4 SP:Iteration 27Q (383.129859 sec): 3 clusters Score: Raw -558546.337229 + Penalty 1676.493110 = -556869.844119 nChanged 6 SP:Iteration 28Q (383.185144 sec): 3 clusters Score: Raw -558547.288579 + Penalty 1676.493110 = -556870.795469 nChanged 10 SP:Iteration 29Q (383.230936 sec): 3 clusters Score: Raw -558548.196284 + Penalty 1676.493110 = -556871.703173 nChanged 7 SP:Iteration 30Q (383.287512 sec): 3 clusters Score: Raw -558549.259994 + Penalty 1676.493110 = -556872.766883 nChanged 13 SP:Iteration 31Q (383.346378 sec): 3 clusters Score: Raw -558551.045298 + Penalty 1676.493110 = -556874.552187 nChanged 16 SP:Iteration 32Q (383.416554 sec): 3 clusters Score: Raw -558553.250500 + Penalty 1676.493110 = -556876.757389 nChanged 21 SP:Iteration 33Q (383.473669 sec): 3 clusters Score: Raw -558555.725278 + Penalty 1676.493110 = -556879.232168 nChanged 20 SP:Iteration 34Q (383.532048 sec): 3 clusters Score: Raw -558558.899504 + Penalty 1676.493110 = -556882.406394 nChanged 15 SP:Iteration 35Q (383.587252 sec): 3 clusters Score: Raw -558561.057039 + Penalty 1676.493110 = -556884.563929 nChanged 19 SP:Iteration 36Q (383.646482 sec): 3 clusters Score: Raw -558564.427282 + Penalty 1676.493110 = -556887.934172 nChanged 20 SP:Iteration 37Q (383.703927 sec): 3 clusters Score: Raw -558567.127381 + Penalty 1676.493110 = -556890.634270 nChanged 16 SP:Iteration 38Q (383.760932 sec): 3 clusters Score: Raw -558569.466525 + Penalty 1676.493110 = -556892.973415 nChanged 25 SP:Iteration 39Q (383.817154 sec): 3 clusters Score: Raw -558573.011055 + Penalty 1676.493110 = -556896.517945 nChanged 13 SP:Iteration 40F (383.861196 sec): 3 clusters Score: Raw -558573.889296 + Penalty 1676.493110 = -556897.396186 nChanged 5 SP:Iteration 41Q (383.923143 sec): 3 clusters Score: Raw -558574.117467 + Penalty 1676.493110 = -556897.624356 nChanged 0 SP:Iteration 42F (383.975345 sec): 3 clusters Score: Raw -558574.117467 + Penalty 1676.493110 = -556897.624356 nChanged 0 Trying to split cluster 11 (6099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (384.005328 sec): 2 clusters Score: Raw -478475.059216 + Penalty 828.008610 = -477647.050606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (384.050050 sec): 3 clusters Score: Raw -474978.229599 + Penalty 1656.017219 = -473322.212380 nChanged 2689 SP:Iteration 1F (384.116906 sec): 3 clusters Score: Raw -476412.434959 + Penalty 1656.017219 = -474756.417740 nChanged 421 SP:Iteration 2F (384.163544 sec): 3 clusters Score: Raw -476601.837706 + Penalty 1656.017219 = -474945.820486 nChanged 343 SP:Iteration 3F (384.223260 sec): 3 clusters Score: Raw -476748.657723 + Penalty 1656.017219 = -475092.640504 nChanged 278 SP:Iteration 4Q (384.279915 sec): 3 clusters Score: Raw -476859.230633 + Penalty 1656.017219 = -475203.213414 nChanged 243 SP:Iteration 5Q (384.334716 sec): 3 clusters Score: Raw -476961.094191 + Penalty 1656.017219 = -475305.076972 nChanged 220 SP:Iteration 6Q (384.393033 sec): 3 clusters Score: Raw -477059.706884 + Penalty 1656.017219 = -475403.689664 nChanged 236 SP:Iteration 7Q (384.453636 sec): 3 clusters Score: Raw -477184.337039 + Penalty 1656.017219 = -475528.319820 nChanged 279 SP:Iteration 8Q (384.507308 sec): 3 clusters Score: Raw -477353.895360 + Penalty 1656.017219 = -475697.878140 nChanged 268 SP:Iteration 9Q (384.563727 sec): 3 clusters Score: Raw -477524.623111 + Penalty 1656.017219 = -475868.605892 nChanged 278 SP:Iteration 10Q (384.607400 sec): 3 clusters Score: Raw -477729.993486 + Penalty 1656.017219 = -476073.976267 nChanged 263 SP:Iteration 11Q (384.673990 sec): 3 clusters Score: Raw -477931.152833 + Penalty 1656.017219 = -476275.135613 nChanged 242 SP:Iteration 12Q (384.729237 sec): 3 clusters Score: Raw -478107.125515 + Penalty 1656.017219 = -476451.108295 nChanged 202 SP:Iteration 13Q (384.768438 sec): 3 clusters Score: Raw -478236.915842 + Penalty 1656.017219 = -476580.898622 nChanged 172 SP:Iteration 14Q (384.819749 sec): 3 clusters Score: Raw -478340.180539 + Penalty 1656.017219 = -476684.163319 nChanged 123 SP:Iteration 15Q (384.873641 sec): 3 clusters Score: Raw -478403.579767 + Penalty 1656.017219 = -476747.562548 nChanged 99 SP:Iteration 16Q (384.930389 sec): 3 clusters Score: Raw -478442.958501 + Penalty 1656.017219 = -476786.941282 nChanged 65 SP:Iteration 17Q (384.981859 sec): 3 clusters Score: Raw -478463.892821 + Penalty 1656.017219 = -476807.875601 nChanged 48 SP:Iteration 18Q (385.045052 sec): 3 clusters Score: Raw -478480.093301 + Penalty 1656.017219 = -476824.076082 nChanged 53 SP:Iteration 19Q (385.091363 sec): 3 clusters Score: Raw -478496.363049 + Penalty 1656.017219 = -476840.345830 nChanged 44 SP:Iteration 20F (385.149845 sec): 3 clusters Score: Raw -478509.038338 + Penalty 1656.017219 = -476853.021118 nChanged 39 SP:Iteration 21Q (385.213255 sec): 3 clusters Score: Raw -478520.634570 + Penalty 1656.017219 = -476864.617351 nChanged 40 SP:Iteration 22Q (385.256498 sec): 3 clusters Score: Raw -478532.276560 + Penalty 1656.017219 = -476876.259340 nChanged 27 SP:Iteration 23Q (385.315957 sec): 3 clusters Score: Raw -478539.259811 + Penalty 1656.017219 = -476883.242591 nChanged 26 SP:Iteration 24Q (385.375735 sec): 3 clusters Score: Raw -478547.217555 + Penalty 1656.017219 = -476891.200336 nChanged 23 SP:Iteration 25Q (385.421943 sec): 3 clusters Score: Raw -478553.347421 + Penalty 1656.017219 = -476897.330201 nChanged 17 SP:Iteration 26Q (385.476672 sec): 3 clusters Score: Raw -478556.591987 + Penalty 1656.017219 = -476900.574768 nChanged 13 SP:Iteration 27Q (385.524948 sec): 3 clusters Score: Raw -478559.663640 + Penalty 1656.017219 = -476903.646420 nChanged 10 SP:Iteration 28Q (385.586899 sec): 3 clusters Score: Raw -478561.378542 + Penalty 1656.017219 = -476905.361323 nChanged 13 SP:Iteration 29Q (385.640860 sec): 3 clusters Score: Raw -478564.292453 + Penalty 1656.017219 = -476908.275233 nChanged 14 SP:Iteration 30Q (385.700503 sec): 3 clusters Score: Raw -478567.335737 + Penalty 1656.017219 = -476911.318518 nChanged 12 SP:Iteration 31Q (385.746678 sec): 3 clusters Score: Raw -478569.877483 + Penalty 1656.017219 = -476913.860263 nChanged 11 SP:Iteration 32Q (385.801643 sec): 3 clusters Score: Raw -478571.961547 + Penalty 1656.017219 = -476915.944327 nChanged 7 SP:Iteration 33Q (385.854205 sec): 3 clusters Score: Raw -478573.098645 + Penalty 1656.017219 = -476917.081426 nChanged 5 SP:Iteration 34Q (385.912420 sec): 3 clusters Score: Raw -478573.695251 + Penalty 1656.017219 = -476917.678031 nChanged 4 SP:Iteration 35Q (385.964274 sec): 3 clusters Score: Raw -478574.489418 + Penalty 1656.017219 = -476918.472198 nChanged 2 SP:Iteration 36Q (386.017307 sec): 3 clusters Score: Raw -478574.722706 + Penalty 1656.017219 = -476918.705487 nChanged 2 SP:Iteration 37Q (386.070985 sec): 3 clusters Score: Raw -478574.953564 + Penalty 1656.017219 = -476918.936344 nChanged 1 SP:Iteration 38Q (386.124767 sec): 3 clusters Score: Raw -478575.172916 + Penalty 1656.017219 = -476919.155697 nChanged 2 SP:Iteration 39Q (386.179246 sec): 3 clusters Score: Raw -478575.793381 + Penalty 1656.017219 = -476919.776162 nChanged 3 SP:Iteration 40F (386.233972 sec): 3 clusters Score: Raw -478576.664188 + Penalty 1656.017219 = -476920.646969 nChanged 2 SP:Iteration 41Q (386.274534 sec): 3 clusters Score: Raw -478577.151406 + Penalty 1656.017219 = -476921.134187 nChanged 1 SP:Iteration 42Q (386.338986 sec): 3 clusters Score: Raw -478577.524870 + Penalty 1656.017219 = -476921.507651 nChanged 1 SP:Iteration 43Q (386.381105 sec): 3 clusters Score: Raw -478578.119153 + Penalty 1656.017219 = -476922.101933 nChanged 3 SP:Iteration 44Q (386.432952 sec): 3 clusters Score: Raw -478578.595124 + Penalty 1656.017219 = -476922.577904 nChanged 2 SP:Iteration 45Q (386.499194 sec): 3 clusters Score: Raw -478578.696734 + Penalty 1656.017219 = -476922.679515 nChanged 2 SP:Iteration 46Q (386.554144 sec): 3 clusters Score: Raw -478578.931883 + Penalty 1656.017219 = -476922.914664 nChanged 4 SP:Iteration 47Q (386.606916 sec): 3 clusters Score: Raw -478579.364732 + Penalty 1656.017219 = -476923.347513 nChanged 3 SP:Iteration 48Q (386.652811 sec): 3 clusters Score: Raw -478579.975825 + Penalty 1656.017219 = -476923.958606 nChanged 2 SP:Iteration 49Q (386.714895 sec): 3 clusters Score: Raw -478580.287052 + Penalty 1656.017219 = -476924.269832 nChanged 3 SP:Iteration 50Q (386.762769 sec): 3 clusters Score: Raw -478581.046399 + Penalty 1656.017219 = -476925.029179 nChanged 3 SP:Iteration 51Q (386.817839 sec): 3 clusters Score: Raw -478581.651740 + Penalty 1656.017219 = -476925.634521 nChanged 5 SP:Iteration 52Q (386.868957 sec): 3 clusters Score: Raw -478582.422933 + Penalty 1656.017219 = -476926.405714 nChanged 2 SP:Iteration 53Q (386.920422 sec): 3 clusters Score: Raw -478582.750858 + Penalty 1656.017219 = -476926.733639 nChanged 1 SP:Iteration 54Q (386.973893 sec): 3 clusters Score: Raw -478582.901041 + Penalty 1656.017219 = -476926.883822 nChanged 1 SP:Iteration 55Q (387.035670 sec): 3 clusters Score: Raw -478583.324839 + Penalty 1656.017219 = -476927.307619 nChanged 3 SP:Iteration 56Q (387.076578 sec): 3 clusters Score: Raw -478584.066216 + Penalty 1656.017219 = -476928.048997 nChanged 3 SP:Iteration 57Q (387.144721 sec): 3 clusters Score: Raw -478584.610919 + Penalty 1656.017219 = -476928.593700 nChanged 0 SP:Iteration 58F (387.199418 sec): 3 clusters Score: Raw -478584.610919 + Penalty 1656.017219 = -476928.593700 nChanged 0 Trying to split cluster 12 (12890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (387.237467 sec): 2 clusters Score: Raw -1058539.337348 + Penalty 899.099674 = -1057640.237674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (387.303444 sec): 3 clusters Score: Raw -1050587.652246 + Penalty 1798.199348 = -1048789.452897 nChanged 5948 SP:Iteration 1F (387.368623 sec): 3 clusters Score: Raw -1053926.039000 + Penalty 1798.199348 = -1052127.839652 nChanged 667 SP:Iteration 2F (387.434173 sec): 3 clusters Score: Raw -1054175.461791 + Penalty 1798.199348 = -1052377.262443 nChanged 663 SP:Iteration 3F (387.487285 sec): 3 clusters Score: Raw -1054464.406654 + Penalty 1798.199348 = -1052666.207306 nChanged 682 SP:Iteration 4F (387.559457 sec): 3 clusters Score: Raw -1054837.030776 + Penalty 1798.199348 = -1053038.831428 nChanged 780 SP:Iteration 5F (387.628000 sec): 3 clusters Score: Raw -1055379.361937 + Penalty 1798.199348 = -1053581.162588 nChanged 915 SP:Iteration 6F (387.692542 sec): 3 clusters Score: Raw -1056090.113062 + Penalty 1798.199348 = -1054291.913714 nChanged 878 SP:Iteration 7F (387.755359 sec): 3 clusters Score: Raw -1056833.359290 + Penalty 1798.199348 = -1055035.159942 nChanged 778 SP:Iteration 8F (387.816843 sec): 3 clusters Score: Raw -1057446.664271 + Penalty 1798.199348 = -1055648.464923 nChanged 547 SP:Iteration 9Q (387.874520 sec): 3 clusters Score: Raw -1057863.801806 + Penalty 1798.199348 = -1056065.602458 nChanged 400 SP:Iteration 10Q (387.932111 sec): 3 clusters Score: Raw -1058116.580700 + Penalty 1798.199348 = -1056318.381352 nChanged 270 SP:Iteration 11Q (387.987282 sec): 3 clusters Score: Raw -1058288.389317 + Penalty 1798.199348 = -1056490.189968 nChanged 221 SP:Iteration 12Q (388.058501 sec): 3 clusters Score: Raw -1058402.375799 + Penalty 1798.199348 = -1056604.176451 nChanged 160 SP:Iteration 13Q (388.122408 sec): 3 clusters Score: Raw -1058481.175627 + Penalty 1798.199348 = -1056682.976279 nChanged 133 SP:Iteration 14Q (388.171954 sec): 3 clusters Score: Raw -1058536.734735 + Penalty 1798.199348 = -1056738.535386 nChanged 101 SP:Iteration 15Q (388.243054 sec): 3 clusters Score: Raw -1058567.896822 + Penalty 1798.199348 = -1056769.697474 nChanged 84 SP:Iteration 16Q (388.299008 sec): 3 clusters Score: Raw -1058592.224639 + Penalty 1798.199348 = -1056794.025291 nChanged 65 SP:Iteration 17Q (388.355305 sec): 3 clusters Score: Raw -1058610.664986 + Penalty 1798.199348 = -1056812.465638 nChanged 50 SP:Iteration 18Q (388.422249 sec): 3 clusters Score: Raw -1058622.285593 + Penalty 1798.199348 = -1056824.086245 nChanged 54 SP:Iteration 19Q (388.480496 sec): 3 clusters Score: Raw -1058637.988998 + Penalty 1798.199348 = -1056839.789650 nChanged 57 SP:Iteration 20F (388.535970 sec): 3 clusters Score: Raw -1058656.544885 + Penalty 1798.199348 = -1056858.345537 nChanged 62 SP:Iteration 21Q (388.603896 sec): 3 clusters Score: Raw -1058676.081687 + Penalty 1798.199348 = -1056877.882339 nChanged 47 SP:Iteration 22Q (388.666054 sec): 3 clusters Score: Raw -1058691.434617 + Penalty 1798.199348 = -1056893.235269 nChanged 52 SP:Iteration 23Q (388.718161 sec): 3 clusters Score: Raw -1058707.784130 + Penalty 1798.199348 = -1056909.584782 nChanged 45 SP:Iteration 24Q (388.776019 sec): 3 clusters Score: Raw -1058720.501486 + Penalty 1798.199348 = -1056922.302138 nChanged 49 SP:Iteration 25Q (388.835664 sec): 3 clusters Score: Raw -1058731.999542 + Penalty 1798.199348 = -1056933.800194 nChanged 29 SP:Iteration 26Q (388.897733 sec): 3 clusters Score: Raw -1058737.271800 + Penalty 1798.199348 = -1056939.072451 nChanged 24 SP:Iteration 27Q (388.968332 sec): 3 clusters Score: Raw -1058743.057725 + Penalty 1798.199348 = -1056944.858377 nChanged 25 SP:Iteration 28Q (389.029865 sec): 3 clusters Score: Raw -1058749.843456 + Penalty 1798.199348 = -1056951.644108 nChanged 33 SP:Iteration 29Q (389.091934 sec): 3 clusters Score: Raw -1058758.145869 + Penalty 1798.199348 = -1056959.946521 nChanged 34 SP:Iteration 30Q (389.152278 sec): 3 clusters Score: Raw -1058764.228524 + Penalty 1798.199348 = -1056966.029176 nChanged 19 SP:Iteration 31Q (389.212275 sec): 3 clusters Score: Raw -1058767.155225 + Penalty 1798.199348 = -1056968.955877 nChanged 18 SP:Iteration 32Q (389.271341 sec): 3 clusters Score: Raw -1058770.240994 + Penalty 1798.199348 = -1056972.041646 nChanged 15 SP:Iteration 33Q (389.321344 sec): 3 clusters Score: Raw -1058773.286558 + Penalty 1798.199348 = -1056975.087210 nChanged 20 SP:Iteration 34Q (389.384201 sec): 3 clusters Score: Raw -1058776.483139 + Penalty 1798.199348 = -1056978.283790 nChanged 10 SP:Iteration 35Q (389.436224 sec): 3 clusters Score: Raw -1058778.033171 + Penalty 1798.199348 = -1056979.833823 nChanged 10 SP:Iteration 36Q (389.497376 sec): 3 clusters Score: Raw -1058779.370040 + Penalty 1798.199348 = -1056981.170692 nChanged 12 SP:Iteration 37Q (389.554126 sec): 3 clusters Score: Raw -1058780.938252 + Penalty 1798.199348 = -1056982.738904 nChanged 10 SP:Iteration 38Q (389.610333 sec): 3 clusters Score: Raw -1058782.046159 + Penalty 1798.199348 = -1056983.846811 nChanged 9 SP:Iteration 39Q (389.670874 sec): 3 clusters Score: Raw -1058782.918770 + Penalty 1798.199348 = -1056984.719422 nChanged 7 SP:Iteration 40F (389.737037 sec): 3 clusters Score: Raw -1058784.207530 + Penalty 1798.199348 = -1056986.008182 nChanged 5 SP:Iteration 41Q (389.783286 sec): 3 clusters Score: Raw -1058784.737376 + Penalty 1798.199348 = -1056986.538027 nChanged 3 SP:Iteration 42Q (389.839744 sec): 3 clusters Score: Raw -1058785.237740 + Penalty 1798.199348 = -1056987.038392 nChanged 6 SP:Iteration 43Q (389.902433 sec): 3 clusters Score: Raw -1058786.561418 + Penalty 1798.199348 = -1056988.362070 nChanged 7 SP:Iteration 44Q (389.961446 sec): 3 clusters Score: Raw -1058788.435616 + Penalty 1798.199348 = -1056990.236268 nChanged 10 SP:Iteration 45Q (390.025372 sec): 3 clusters Score: Raw -1058791.269581 + Penalty 1798.199348 = -1056993.070233 nChanged 12 SP:Iteration 46Q (390.077125 sec): 3 clusters Score: Raw -1058792.972449 + Penalty 1798.199348 = -1056994.773101 nChanged 7 SP:Iteration 47Q (390.141769 sec): 3 clusters Score: Raw -1058794.089323 + Penalty 1798.199348 = -1056995.889975 nChanged 5 SP:Iteration 48Q (390.201616 sec): 3 clusters Score: Raw -1058795.007486 + Penalty 1798.199348 = -1056996.808137 nChanged 6 SP:Iteration 49Q (390.253817 sec): 3 clusters Score: Raw -1058795.930222 + Penalty 1798.199348 = -1056997.730874 nChanged 6 SP:Iteration 50Q (390.312529 sec): 3 clusters Score: Raw -1058797.027424 + Penalty 1798.199348 = -1056998.828076 nChanged 4 SP:Iteration 51Q (390.367879 sec): 3 clusters Score: Raw -1058797.479604 + Penalty 1798.199348 = -1056999.280256 nChanged 2 SP:Iteration 52Q (390.427443 sec): 3 clusters Score: Raw -1058797.658025 + Penalty 1798.199348 = -1056999.458677 nChanged 0 SP:Iteration 53F (390.493153 sec): 3 clusters Score: Raw -1058797.658025 + Penalty 1798.199348 = -1056999.458677 nChanged 0 Trying to split cluster 13 (2091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (390.509363 sec): 2 clusters Score: Raw -168475.531380 + Penalty 726.312781 = -167749.218598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (390.568936 sec): 3 clusters Score: Raw -167468.267501 + Penalty 1452.625563 = -166015.641939 nChanged 792 SP:Iteration 1F (390.610643 sec): 3 clusters Score: Raw -167972.908181 + Penalty 1452.625563 = -166520.282618 nChanged 145 SP:Iteration 2F (390.655206 sec): 3 clusters Score: Raw -168055.320214 + Penalty 1452.625563 = -166602.694651 nChanged 104 SP:Iteration 3Q (390.699668 sec): 3 clusters Score: Raw -168109.383156 + Penalty 1452.625563 = -166656.757594 nChanged 67 SP:Iteration 4Q (390.745917 sec): 3 clusters Score: Raw -168146.150896 + Penalty 1452.625563 = -166693.525333 nChanged 52 SP:Iteration 5Q (390.792311 sec): 3 clusters Score: Raw -168180.520286 + Penalty 1452.625563 = -166727.894724 nChanged 46 SP:Iteration 6Q (390.838152 sec): 3 clusters Score: Raw -168202.504557 + Penalty 1452.625563 = -166749.878994 nChanged 29 SP:Iteration 7Q (390.890438 sec): 3 clusters Score: Raw -168215.272978 + Penalty 1452.625563 = -166762.647415 nChanged 35 SP:Iteration 8Q (390.935710 sec): 3 clusters Score: Raw -168229.145632 + Penalty 1452.625563 = -166776.520069 nChanged 22 SP:Iteration 9Q (390.973009 sec): 3 clusters Score: Raw -168236.618398 + Penalty 1452.625563 = -166783.992835 nChanged 15 SP:Iteration 10Q (391.024069 sec): 3 clusters Score: Raw -168243.373382 + Penalty 1452.625563 = -166790.747819 nChanged 12 SP:Iteration 11Q (391.066115 sec): 3 clusters Score: Raw -168248.551330 + Penalty 1452.625563 = -166795.925768 nChanged 18 SP:Iteration 12Q (391.126046 sec): 3 clusters Score: Raw -168256.399332 + Penalty 1452.625563 = -166803.773769 nChanged 23 SP:Iteration 13Q (391.174149 sec): 3 clusters Score: Raw -168270.259765 + Penalty 1452.625563 = -166817.634202 nChanged 29 SP:Iteration 14Q (391.225042 sec): 3 clusters Score: Raw -168283.492311 + Penalty 1452.625563 = -166830.866748 nChanged 24 SP:Iteration 15Q (391.272653 sec): 3 clusters Score: Raw -168296.452938 + Penalty 1452.625563 = -166843.827375 nChanged 25 SP:Iteration 16Q (391.312883 sec): 3 clusters Score: Raw -168311.933556 + Penalty 1452.625563 = -166859.307993 nChanged 22 SP:Iteration 17Q (391.369066 sec): 3 clusters Score: Raw -168319.820853 + Penalty 1452.625563 = -166867.195290 nChanged 20 SP:Iteration 18Q (391.416607 sec): 3 clusters Score: Raw -168325.704937 + Penalty 1452.625563 = -166873.079374 nChanged 15 SP:Iteration 19Q (391.462237 sec): 3 clusters Score: Raw -168331.618000 + Penalty 1452.625563 = -166878.992437 nChanged 17 SP:Iteration 20F (391.507662 sec): 3 clusters Score: Raw -168339.748359 + Penalty 1452.625563 = -166887.122797 nChanged 20 SP:Iteration 21Q (391.549933 sec): 3 clusters Score: Raw -168346.757211 + Penalty 1452.625563 = -166894.131648 nChanged 13 SP:Iteration 22Q (391.588759 sec): 3 clusters Score: Raw -168351.646525 + Penalty 1452.625563 = -166899.020963 nChanged 10 SP:Iteration 23Q (391.634190 sec): 3 clusters Score: Raw -168354.695531 + Penalty 1452.625563 = -166902.069968 nChanged 10 SP:Iteration 24Q (391.686094 sec): 3 clusters Score: Raw -168358.204766 + Penalty 1452.625563 = -166905.579203 nChanged 7 SP:Iteration 25Q (391.730401 sec): 3 clusters Score: Raw -168362.752576 + Penalty 1452.625563 = -166910.127013 nChanged 17 SP:Iteration 26Q (391.772016 sec): 3 clusters Score: Raw -168371.299729 + Penalty 1452.625563 = -166918.674166 nChanged 15 SP:Iteration 27Q (391.823031 sec): 3 clusters Score: Raw -168376.862120 + Penalty 1452.625563 = -166924.236557 nChanged 17 SP:Iteration 28Q (391.868525 sec): 3 clusters Score: Raw -168385.572090 + Penalty 1452.625563 = -166932.946527 nChanged 21 SP:Iteration 29Q (391.907166 sec): 3 clusters Score: Raw -168394.402344 + Penalty 1452.625563 = -166941.776781 nChanged 21 SP:Iteration 30Q (391.959183 sec): 3 clusters Score: Raw -168404.018815 + Penalty 1452.625563 = -166951.393252 nChanged 15 SP:Iteration 31Q (392.003683 sec): 3 clusters Score: Raw -168410.998890 + Penalty 1452.625563 = -166958.373327 nChanged 17 SP:Iteration 32Q (392.046600 sec): 3 clusters Score: Raw -168417.959684 + Penalty 1452.625563 = -166965.334122 nChanged 16 SP:Iteration 33Q (392.086386 sec): 3 clusters Score: Raw -168424.051138 + Penalty 1452.625563 = -166971.425575 nChanged 17 SP:Iteration 34Q (392.136651 sec): 3 clusters Score: Raw -168430.680438 + Penalty 1452.625563 = -166978.054875 nChanged 14 SP:Iteration 35Q (392.184732 sec): 3 clusters Score: Raw -168436.285362 + Penalty 1452.625563 = -166983.659799 nChanged 13 SP:Iteration 36Q (392.232793 sec): 3 clusters Score: Raw -168439.654516 + Penalty 1452.625563 = -166987.028953 nChanged 11 SP:Iteration 37Q (392.275693 sec): 3 clusters Score: Raw -168443.132104 + Penalty 1452.625563 = -166990.506541 nChanged 6 SP:Iteration 38Q (392.325496 sec): 3 clusters Score: Raw -168445.919528 + Penalty 1452.625563 = -166993.293965 nChanged 9 SP:Iteration 39Q (392.363564 sec): 3 clusters Score: Raw -168450.222034 + Penalty 1452.625563 = -166997.596471 nChanged 11 SP:Iteration 40F (392.410985 sec): 3 clusters Score: Raw -168452.890379 + Penalty 1452.625563 = -167000.264816 nChanged 6 SP:Iteration 41Q (392.456648 sec): 3 clusters Score: Raw -168453.778880 + Penalty 1452.625563 = -167001.153317 nChanged 4 SP:Iteration 42Q (392.502869 sec): 3 clusters Score: Raw -168454.487076 + Penalty 1452.625563 = -167001.861513 nChanged 3 SP:Iteration 43Q (392.544069 sec): 3 clusters Score: Raw -168455.240093 + Penalty 1452.625563 = -167002.614530 nChanged 4 SP:Iteration 44Q (392.593206 sec): 3 clusters Score: Raw -168456.333172 + Penalty 1452.625563 = -167003.707609 nChanged 3 SP:Iteration 45Q (392.643411 sec): 3 clusters Score: Raw -168457.173312 + Penalty 1452.625563 = -167004.547749 nChanged 1 SP:Iteration 46Q (392.686640 sec): 3 clusters Score: Raw -168457.481368 + Penalty 1452.625563 = -167004.855805 nChanged 2 SP:Iteration 47Q (392.736224 sec): 3 clusters Score: Raw -168457.832916 + Penalty 1452.625563 = -167005.207354 nChanged 3 SP:Iteration 48Q (392.781214 sec): 3 clusters Score: Raw -168458.852402 + Penalty 1452.625563 = -167006.226839 nChanged 3 SP:Iteration 49Q (392.844177 sec): 3 clusters Score: Raw -168459.691660 + Penalty 1452.625563 = -167007.066097 nChanged 4 SP:Iteration 50Q (392.895009 sec): 3 clusters Score: Raw -168461.131282 + Penalty 1452.625563 = -167008.505720 nChanged 4 SP:Iteration 51Q (392.947057 sec): 3 clusters Score: Raw -168461.947946 + Penalty 1452.625563 = -167009.322383 nChanged 2 SP:Iteration 52Q (393.000306 sec): 3 clusters Score: Raw -168462.691794 + Penalty 1452.625563 = -167010.066231 nChanged 2 SP:Iteration 53Q (393.044919 sec): 3 clusters Score: Raw -168463.213718 + Penalty 1452.625563 = -167010.588155 nChanged 2 SP:Iteration 54Q (393.096312 sec): 3 clusters Score: Raw -168463.573364 + Penalty 1452.625563 = -167010.947801 nChanged 1 SP:Iteration 55Q (393.151040 sec): 3 clusters Score: Raw -168463.650358 + Penalty 1452.625563 = -167011.024795 nChanged 0 SP:Iteration 56F (393.193663 sec): 3 clusters Score: Raw -168463.650358 + Penalty 1452.625563 = -167011.024795 nChanged 0 Trying to split cluster 14 (13151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (393.243295 sec): 2 clusters Score: Raw -1076940.776863 + Penalty 901.004043 = -1076039.772821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (393.304907 sec): 3 clusters Score: Raw -1068949.345379 + Penalty 1802.008085 = -1067147.337293 nChanged 5975 SP:Iteration 1F (393.363076 sec): 3 clusters Score: Raw -1072239.994846 + Penalty 1802.008085 = -1070437.986761 nChanged 666 SP:Iteration 2F (393.415209 sec): 3 clusters Score: Raw -1072496.408313 + Penalty 1802.008085 = -1070694.400228 nChanged 681 SP:Iteration 3F (393.489302 sec): 3 clusters Score: Raw -1072794.336483 + Penalty 1802.008085 = -1070992.328398 nChanged 658 SP:Iteration 4F (393.542089 sec): 3 clusters Score: Raw -1073139.746048 + Penalty 1802.008085 = -1071337.737962 nChanged 739 SP:Iteration 5F (393.610500 sec): 3 clusters Score: Raw -1073627.971126 + Penalty 1802.008085 = -1071825.963041 nChanged 852 SP:Iteration 6F (393.667918 sec): 3 clusters Score: Raw -1074278.098956 + Penalty 1802.008085 = -1072476.090871 nChanged 889 SP:Iteration 7F (393.730474 sec): 3 clusters Score: Raw -1075025.185628 + Penalty 1802.008085 = -1073223.177542 nChanged 813 SP:Iteration 8F (393.792710 sec): 3 clusters Score: Raw -1075642.258248 + Penalty 1802.008085 = -1073840.250163 nChanged 624 SP:Iteration 9Q (393.868752 sec): 3 clusters Score: Raw -1075971.673095 + Penalty 1802.008085 = -1074169.665009 nChanged 410 SP:Iteration 10Q (393.921131 sec): 3 clusters Score: Raw -1076125.897002 + Penalty 1802.008085 = -1074323.888916 nChanged 243 SP:Iteration 11Q (393.995932 sec): 3 clusters Score: Raw -1076211.188684 + Penalty 1802.008085 = -1074409.180599 nChanged 200 SP:Iteration 12Q (394.061833 sec): 3 clusters Score: Raw -1076278.163025 + Penalty 1802.008085 = -1074476.154939 nChanged 169 SP:Iteration 13Q (394.114504 sec): 3 clusters Score: Raw -1076327.252313 + Penalty 1802.008085 = -1074525.244228 nChanged 162 SP:Iteration 14Q (394.188742 sec): 3 clusters Score: Raw -1076376.994146 + Penalty 1802.008085 = -1074574.986061 nChanged 157 SP:Iteration 15Q (394.238707 sec): 3 clusters Score: Raw -1076430.402169 + Penalty 1802.008085 = -1074628.394084 nChanged 156 SP:Iteration 16Q (394.309766 sec): 3 clusters Score: Raw -1076481.569167 + Penalty 1802.008085 = -1074679.561081 nChanged 143 SP:Iteration 17Q (394.363259 sec): 3 clusters Score: Raw -1076527.266804 + Penalty 1802.008085 = -1074725.258719 nChanged 141 SP:Iteration 18Q (394.434242 sec): 3 clusters Score: Raw -1076572.167294 + Penalty 1802.008085 = -1074770.159209 nChanged 133 SP:Iteration 19Q (394.490327 sec): 3 clusters Score: Raw -1076613.670123 + Penalty 1802.008085 = -1074811.662038 nChanged 134 SP:Iteration 20F (394.567416 sec): 3 clusters Score: Raw -1076651.889508 + Penalty 1802.008085 = -1074849.881423 nChanged 123 SP:Iteration 21Q (394.621018 sec): 3 clusters Score: Raw -1076686.397385 + Penalty 1802.008085 = -1074884.389299 nChanged 120 SP:Iteration 22Q (394.683115 sec): 3 clusters Score: Raw -1076721.451517 + Penalty 1802.008085 = -1074919.443432 nChanged 106 SP:Iteration 23Q (394.747480 sec): 3 clusters Score: Raw -1076753.111622 + Penalty 1802.008085 = -1074951.103537 nChanged 96 SP:Iteration 24Q (394.810994 sec): 3 clusters Score: Raw -1076786.319134 + Penalty 1802.008085 = -1074984.311049 nChanged 96 SP:Iteration 25Q (394.879950 sec): 3 clusters Score: Raw -1076816.546036 + Penalty 1802.008085 = -1075014.537951 nChanged 78 SP:Iteration 26Q (394.941814 sec): 3 clusters Score: Raw -1076842.677367 + Penalty 1802.008085 = -1075040.669281 nChanged 73 SP:Iteration 27Q (395.006330 sec): 3 clusters Score: Raw -1076865.326233 + Penalty 1802.008085 = -1075063.318148 nChanged 89 SP:Iteration 28Q (395.072068 sec): 3 clusters Score: Raw -1076897.169859 + Penalty 1802.008085 = -1075095.161773 nChanged 90 SP:Iteration 29Q (395.122213 sec): 3 clusters Score: Raw -1076930.922347 + Penalty 1802.008085 = -1075128.914262 nChanged 86 SP:Iteration 30Q (395.183225 sec): 3 clusters Score: Raw -1076964.941945 + Penalty 1802.008085 = -1075162.933860 nChanged 91 SP:Iteration 31Q (395.248884 sec): 3 clusters Score: Raw -1077005.968328 + Penalty 1802.008085 = -1075203.960243 nChanged 106 SP:Iteration 32Q (395.313905 sec): 3 clusters Score: Raw -1077045.856140 + Penalty 1802.008085 = -1075243.848055 nChanged 93 SP:Iteration 33Q (395.365289 sec): 3 clusters Score: Raw -1077075.276578 + Penalty 1802.008085 = -1075273.268492 nChanged 76 SP:Iteration 34Q (395.437850 sec): 3 clusters Score: Raw -1077099.366861 + Penalty 1802.008085 = -1075297.358776 nChanged 69 SP:Iteration 35Q (395.485093 sec): 3 clusters Score: Raw -1077118.524878 + Penalty 1802.008085 = -1075316.516792 nChanged 56 SP:Iteration 36Q (395.547324 sec): 3 clusters Score: Raw -1077132.746444 + Penalty 1802.008085 = -1075330.738358 nChanged 60 SP:Iteration 37Q (395.616380 sec): 3 clusters Score: Raw -1077147.780492 + Penalty 1802.008085 = -1075345.772407 nChanged 57 SP:Iteration 38Q (395.679729 sec): 3 clusters Score: Raw -1077161.012106 + Penalty 1802.008085 = -1075359.004020 nChanged 55 SP:Iteration 39Q (395.735929 sec): 3 clusters Score: Raw -1077173.378298 + Penalty 1802.008085 = -1075371.370213 nChanged 48 SP:Iteration 40F (395.797457 sec): 3 clusters Score: Raw -1077186.087568 + Penalty 1802.008085 = -1075384.079483 nChanged 39 SP:Iteration 41Q (395.853798 sec): 3 clusters Score: Raw -1077197.410186 + Penalty 1802.008085 = -1075395.402100 nChanged 52 SP:Iteration 42Q (395.916724 sec): 3 clusters Score: Raw -1077212.307046 + Penalty 1802.008085 = -1075410.298961 nChanged 48 SP:Iteration 43Q (395.976588 sec): 3 clusters Score: Raw -1077223.028479 + Penalty 1802.008085 = -1075421.020394 nChanged 52 SP:Iteration 44Q (396.039028 sec): 3 clusters Score: Raw -1077235.586199 + Penalty 1802.008085 = -1075433.578114 nChanged 34 SP:Iteration 45Q (396.102501 sec): 3 clusters Score: Raw -1077242.023238 + Penalty 1802.008085 = -1075440.015153 nChanged 33 SP:Iteration 46Q (396.164116 sec): 3 clusters Score: Raw -1077247.012319 + Penalty 1802.008085 = -1075445.004233 nChanged 28 SP:Iteration 47Q (396.212847 sec): 3 clusters Score: Raw -1077251.621253 + Penalty 1802.008085 = -1075449.613168 nChanged 35 SP:Iteration 48Q (396.274385 sec): 3 clusters Score: Raw -1077259.251237 + Penalty 1802.008085 = -1075457.243151 nChanged 40 SP:Iteration 49Q (396.347008 sec): 3 clusters Score: Raw -1077267.820768 + Penalty 1802.008085 = -1075465.812682 nChanged 35 SP:Iteration 50Q (396.409251 sec): 3 clusters Score: Raw -1077275.229788 + Penalty 1802.008085 = -1075473.221703 nChanged 27 SP:Iteration 51Q (396.470198 sec): 3 clusters Score: Raw -1077280.882667 + Penalty 1802.008085 = -1075478.874582 nChanged 24 SP:Iteration 52Q (396.525499 sec): 3 clusters Score: Raw -1077286.542279 + Penalty 1802.008085 = -1075484.534194 nChanged 29 SP:Iteration 53Q (396.581266 sec): 3 clusters Score: Raw -1077290.634255 + Penalty 1802.008085 = -1075488.626170 nChanged 20 SP:Iteration 54Q (396.639703 sec): 3 clusters Score: Raw -1077293.878057 + Penalty 1802.008085 = -1075491.869972 nChanged 11 SP:Iteration 55Q (396.690167 sec): 3 clusters Score: Raw -1077295.831932 + Penalty 1802.008085 = -1075493.823846 nChanged 13 SP:Iteration 56Q (396.757290 sec): 3 clusters Score: Raw -1077298.654444 + Penalty 1802.008085 = -1075496.646359 nChanged 11 SP:Iteration 57Q (396.802865 sec): 3 clusters Score: Raw -1077300.469430 + Penalty 1802.008085 = -1075498.461345 nChanged 13 SP:Iteration 58Q (396.863054 sec): 3 clusters Score: Raw -1077302.089273 + Penalty 1802.008085 = -1075500.081188 nChanged 13 SP:Iteration 59Q (396.917083 sec): 3 clusters Score: Raw -1077303.217849 + Penalty 1802.008085 = -1075501.209764 nChanged 10 SP:Iteration 60F (396.982378 sec): 3 clusters Score: Raw -1077304.339827 + Penalty 1802.008085 = -1075502.331742 nChanged 9 SP:Iteration 61Q (397.050955 sec): 3 clusters Score: Raw -1077305.258040 + Penalty 1802.008085 = -1075503.249955 nChanged 6 SP:Iteration 62Q (397.102756 sec): 3 clusters Score: Raw -1077306.503605 + Penalty 1802.008085 = -1075504.495520 nChanged 5 SP:Iteration 63Q (397.171225 sec): 3 clusters Score: Raw -1077307.044983 + Penalty 1802.008085 = -1075505.036898 nChanged 6 SP:Iteration 64Q (397.224907 sec): 3 clusters Score: Raw -1077307.893590 + Penalty 1802.008085 = -1075505.885505 nChanged 4 SP:Iteration 65Q (397.284898 sec): 3 clusters Score: Raw -1077309.049888 + Penalty 1802.008085 = -1075507.041803 nChanged 10 SP:Iteration 66Q (397.342743 sec): 3 clusters Score: Raw -1077311.413259 + Penalty 1802.008085 = -1075509.405174 nChanged 14 SP:Iteration 67Q (397.400352 sec): 3 clusters Score: Raw -1077314.448369 + Penalty 1802.008085 = -1075512.440284 nChanged 12 SP:Iteration 68Q (397.454242 sec): 3 clusters Score: Raw -1077316.725177 + Penalty 1802.008085 = -1075514.717092 nChanged 13 SP:Iteration 69Q (397.509063 sec): 3 clusters Score: Raw -1077319.555490 + Penalty 1802.008085 = -1075517.547405 nChanged 15 SP:Iteration 70Q (397.568300 sec): 3 clusters Score: Raw -1077322.586595 + Penalty 1802.008085 = -1075520.578510 nChanged 15 SP:Iteration 71Q (397.627492 sec): 3 clusters Score: Raw -1077325.551792 + Penalty 1802.008085 = -1075523.543707 nChanged 15 SP:Iteration 72Q (397.693691 sec): 3 clusters Score: Raw -1077327.821449 + Penalty 1802.008085 = -1075525.813364 nChanged 8 SP:Iteration 73Q (397.753199 sec): 3 clusters Score: Raw -1077329.194692 + Penalty 1802.008085 = -1075527.186606 nChanged 9 SP:Iteration 74Q (397.814920 sec): 3 clusters Score: Raw -1077331.626500 + Penalty 1802.008085 = -1075529.618414 nChanged 15 SP:Iteration 75Q (397.873755 sec): 3 clusters Score: Raw -1077334.902185 + Penalty 1802.008085 = -1075532.894100 nChanged 14 SP:Iteration 76Q (397.939020 sec): 3 clusters Score: Raw -1077339.167045 + Penalty 1802.008085 = -1075537.158960 nChanged 19 SP:Iteration 77Q (397.998349 sec): 3 clusters Score: Raw -1077342.657685 + Penalty 1802.008085 = -1075540.649599 nChanged 23 SP:Iteration 78Q (398.049530 sec): 3 clusters Score: Raw -1077348.126940 + Penalty 1802.008085 = -1075546.118854 nChanged 16 SP:Iteration 79Q (398.114759 sec): 3 clusters Score: Raw -1077350.638722 + Penalty 1802.008085 = -1075548.630637 nChanged 14 SP:Iteration 80F (398.180428 sec): 3 clusters Score: Raw -1077352.927366 + Penalty 1802.008085 = -1075550.919280 nChanged 11 SP:Iteration 81Q (398.231889 sec): 3 clusters Score: Raw -1077354.655923 + Penalty 1802.008085 = -1075552.647838 nChanged 5 SP:Iteration 82Q (398.301087 sec): 3 clusters Score: Raw -1077355.760387 + Penalty 1802.008085 = -1075553.752302 nChanged 10 SP:Iteration 83Q (398.365853 sec): 3 clusters Score: Raw -1077357.294413 + Penalty 1802.008085 = -1075555.286328 nChanged 6 SP:Iteration 84Q (398.418942 sec): 3 clusters Score: Raw -1077358.065073 + Penalty 1802.008085 = -1075556.056988 nChanged 4 SP:Iteration 85Q (398.481163 sec): 3 clusters Score: Raw -1077358.518407 + Penalty 1802.008085 = -1075556.510322 nChanged 5 SP:Iteration 86Q (398.556344 sec): 3 clusters Score: Raw -1077359.020292 + Penalty 1802.008085 = -1075557.012207 nChanged 4 SP:Iteration 87Q (398.617774 sec): 3 clusters Score: Raw -1077359.692588 + Penalty 1802.008085 = -1075557.684503 nChanged 1 SP:Iteration 88Q (398.681474 sec): 3 clusters Score: Raw -1077359.757759 + Penalty 1802.008085 = -1075557.749674 nChanged 1 SP:Iteration 89Q (398.732130 sec): 3 clusters Score: Raw -1077359.969221 + Penalty 1802.008085 = -1075557.961136 nChanged 2 SP:Iteration 90Q (398.792762 sec): 3 clusters Score: Raw -1077360.170214 + Penalty 1802.008085 = -1075558.162129 nChanged 2 SP:Iteration 91Q (398.867100 sec): 3 clusters Score: Raw -1077360.438766 + Penalty 1802.008085 = -1075558.430681 nChanged 0 SP:Iteration 92F (398.932176 sec): 3 clusters Score: Raw -1077360.438766 + Penalty 1802.008085 = -1075558.430681 nChanged 0 Trying to split cluster 15 (26989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (398.981253 sec): 2 clusters Score: Raw -2171094.401180 + Penalty 969.302542 = -2170125.098638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (399.059145 sec): 3 clusters Score: Raw -2153882.766190 + Penalty 1938.605084 = -2151944.161105 nChanged 12741 SP:Iteration 1F (399.142948 sec): 3 clusters Score: Raw -2161468.645397 + Penalty 1938.605084 = -2159530.040313 nChanged 1443 SP:Iteration 2F (399.213276 sec): 3 clusters Score: Raw -2162096.536817 + Penalty 1938.605084 = -2160157.931732 nChanged 1412 SP:Iteration 3F (399.302056 sec): 3 clusters Score: Raw -2162806.226269 + Penalty 1938.605084 = -2160867.621185 nChanged 1456 SP:Iteration 4F (399.381859 sec): 3 clusters Score: Raw -2163587.027098 + Penalty 1938.605084 = -2161648.422014 nChanged 1470 SP:Iteration 5F (399.450157 sec): 3 clusters Score: Raw -2164408.688864 + Penalty 1938.605084 = -2162470.083780 nChanged 1494 SP:Iteration 6F (399.541307 sec): 3 clusters Score: Raw -2165320.027975 + Penalty 1938.605084 = -2163381.422890 nChanged 1438 SP:Iteration 7F (399.621928 sec): 3 clusters Score: Raw -2166174.288863 + Penalty 1938.605084 = -2164235.683779 nChanged 1247 SP:Iteration 8Q (399.701571 sec): 3 clusters Score: Raw -2166814.591636 + Penalty 1938.605084 = -2164875.986551 nChanged 946 SP:Iteration 9Q (399.777777 sec): 3 clusters Score: Raw -2167187.880984 + Penalty 1938.605084 = -2165249.275900 nChanged 670 SP:Iteration 10Q (399.860242 sec): 3 clusters Score: Raw -2167385.341922 + Penalty 1938.605084 = -2165446.736837 nChanged 492 SP:Iteration 11Q (399.940229 sec): 3 clusters Score: Raw -2167506.902555 + Penalty 1938.605084 = -2165568.297470 nChanged 361 SP:Iteration 12Q (400.008720 sec): 3 clusters Score: Raw -2167594.596605 + Penalty 1938.605084 = -2165655.991521 nChanged 322 SP:Iteration 13Q (400.092899 sec): 3 clusters Score: Raw -2167676.599775 + Penalty 1938.605084 = -2165737.994690 nChanged 325 SP:Iteration 14Q (400.179874 sec): 3 clusters Score: Raw -2167761.364663 + Penalty 1938.605084 = -2165822.759578 nChanged 312 SP:Iteration 15Q (400.249736 sec): 3 clusters Score: Raw -2167844.306961 + Penalty 1938.605084 = -2165905.701876 nChanged 340 SP:Iteration 16Q (400.336836 sec): 3 clusters Score: Raw -2167939.810049 + Penalty 1938.605084 = -2166001.204964 nChanged 326 SP:Iteration 17Q (400.416249 sec): 3 clusters Score: Raw -2168040.198505 + Penalty 1938.605084 = -2166101.593421 nChanged 338 SP:Iteration 18Q (400.481736 sec): 3 clusters Score: Raw -2168152.975020 + Penalty 1938.605084 = -2166214.369936 nChanged 365 SP:Iteration 19Q (400.573290 sec): 3 clusters Score: Raw -2168286.746494 + Penalty 1938.605084 = -2166348.141410 nChanged 392 SP:Iteration 20F (400.653220 sec): 3 clusters Score: Raw -2168430.969792 + Penalty 1938.605084 = -2166492.364708 nChanged 388 SP:Iteration 21Q (400.731062 sec): 3 clusters Score: Raw -2168568.033632 + Penalty 1938.605084 = -2166629.428548 nChanged 368 SP:Iteration 22Q (400.808165 sec): 3 clusters Score: Raw -2168699.525785 + Penalty 1938.605084 = -2166760.920701 nChanged 341 SP:Iteration 23Q (400.889175 sec): 3 clusters Score: Raw -2168826.533194 + Penalty 1938.605084 = -2166887.928109 nChanged 338 SP:Iteration 24Q (400.966560 sec): 3 clusters Score: Raw -2168962.015378 + Penalty 1938.605084 = -2167023.410294 nChanged 368 SP:Iteration 25Q (401.035718 sec): 3 clusters Score: Raw -2169106.904655 + Penalty 1938.605084 = -2167168.299571 nChanged 348 SP:Iteration 26Q (401.119801 sec): 3 clusters Score: Raw -2169245.289800 + Penalty 1938.605084 = -2167306.684716 nChanged 360 SP:Iteration 27Q (401.195464 sec): 3 clusters Score: Raw -2169363.788581 + Penalty 1938.605084 = -2167425.183497 nChanged 313 SP:Iteration 28Q (401.265395 sec): 3 clusters Score: Raw -2169467.690542 + Penalty 1938.605084 = -2167529.085458 nChanged 340 SP:Iteration 29Q (401.353224 sec): 3 clusters Score: Raw -2169584.638428 + Penalty 1938.605084 = -2167646.033344 nChanged 322 SP:Iteration 30Q (401.425677 sec): 3 clusters Score: Raw -2169692.048015 + Penalty 1938.605084 = -2167753.442931 nChanged 316 SP:Iteration 31Q (401.500474 sec): 3 clusters Score: Raw -2169786.272239 + Penalty 1938.605084 = -2167847.667155 nChanged 262 SP:Iteration 32Q (401.583056 sec): 3 clusters Score: Raw -2169861.653598 + Penalty 1938.605084 = -2167923.048514 nChanged 267 SP:Iteration 33Q (401.649533 sec): 3 clusters Score: Raw -2169937.462977 + Penalty 1938.605084 = -2167998.857892 nChanged 250 SP:Iteration 34Q (401.735668 sec): 3 clusters Score: Raw -2170011.042164 + Penalty 1938.605084 = -2168072.437079 nChanged 250 SP:Iteration 35Q (401.799930 sec): 3 clusters Score: Raw -2170090.062307 + Penalty 1938.605084 = -2168151.457222 nChanged 254 SP:Iteration 36Q (401.884215 sec): 3 clusters Score: Raw -2170170.220730 + Penalty 1938.605084 = -2168231.615646 nChanged 258 SP:Iteration 37Q (401.959844 sec): 3 clusters Score: Raw -2170256.423007 + Penalty 1938.605084 = -2168317.817923 nChanged 240 SP:Iteration 38Q (402.034212 sec): 3 clusters Score: Raw -2170329.496056 + Penalty 1938.605084 = -2168390.890972 nChanged 228 SP:Iteration 39Q (402.113910 sec): 3 clusters Score: Raw -2170397.595525 + Penalty 1938.605084 = -2168458.990441 nChanged 181 SP:Iteration 40F (402.196576 sec): 3 clusters Score: Raw -2170448.505351 + Penalty 1938.605084 = -2168509.900267 nChanged 157 SP:Iteration 41Q (402.275520 sec): 3 clusters Score: Raw -2170486.947289 + Penalty 1938.605084 = -2168548.342205 nChanged 139 SP:Iteration 42Q (402.348890 sec): 3 clusters Score: Raw -2170521.646118 + Penalty 1938.605084 = -2168583.041034 nChanged 135 SP:Iteration 43Q (402.433232 sec): 3 clusters Score: Raw -2170558.586381 + Penalty 1938.605084 = -2168619.981296 nChanged 146 SP:Iteration 44Q (402.518542 sec): 3 clusters Score: Raw -2170600.882318 + Penalty 1938.605084 = -2168662.277233 nChanged 157 SP:Iteration 45Q (402.598920 sec): 3 clusters Score: Raw -2170643.813074 + Penalty 1938.605084 = -2168705.207990 nChanged 172 SP:Iteration 46Q (402.675964 sec): 3 clusters Score: Raw -2170701.089152 + Penalty 1938.605084 = -2168762.484068 nChanged 172 SP:Iteration 47Q (402.747303 sec): 3 clusters Score: Raw -2170762.011681 + Penalty 1938.605084 = -2168823.406597 nChanged 164 SP:Iteration 48Q (402.822685 sec): 3 clusters Score: Raw -2170828.964283 + Penalty 1938.605084 = -2168890.359198 nChanged 170 SP:Iteration 49Q (402.893447 sec): 3 clusters Score: Raw -2170907.496561 + Penalty 1938.605084 = -2168968.891477 nChanged 157 SP:Iteration 50Q (402.965273 sec): 3 clusters Score: Raw -2170970.422298 + Penalty 1938.605084 = -2169031.817214 nChanged 122 SP:Iteration 51Q (403.040040 sec): 3 clusters Score: Raw -2171015.990042 + Penalty 1938.605084 = -2169077.384958 nChanged 112 SP:Iteration 52Q (403.111460 sec): 3 clusters Score: Raw -2171061.132355 + Penalty 1938.605084 = -2169122.527271 nChanged 103 SP:Iteration 53Q (403.175125 sec): 3 clusters Score: Raw -2171102.940461 + Penalty 1938.605084 = -2169164.335376 nChanged 85 SP:Iteration 54Q (403.258522 sec): 3 clusters Score: Raw -2171132.482740 + Penalty 1938.605084 = -2169193.877655 nChanged 65 SP:Iteration 55Q (403.334962 sec): 3 clusters Score: Raw -2171161.187961 + Penalty 1938.605084 = -2169222.582877 nChanged 61 SP:Iteration 56Q (403.411668 sec): 3 clusters Score: Raw -2171186.255252 + Penalty 1938.605084 = -2169247.650168 nChanged 43 SP:Iteration 57Q (403.488598 sec): 3 clusters Score: Raw -2171205.043404 + Penalty 1938.605084 = -2169266.438319 nChanged 43 SP:Iteration 58Q (403.562610 sec): 3 clusters Score: Raw -2171223.324141 + Penalty 1938.605084 = -2169284.719057 nChanged 33 SP:Iteration 59Q (403.637222 sec): 3 clusters Score: Raw -2171236.047683 + Penalty 1938.605084 = -2169297.442599 nChanged 23 SP:Iteration 60F (403.716193 sec): 3 clusters Score: Raw -2171243.813742 + Penalty 1938.605084 = -2169305.208658 nChanged 20 SP:Iteration 61Q (403.783842 sec): 3 clusters Score: Raw -2171250.854548 + Penalty 1938.605084 = -2169312.249464 nChanged 13 SP:Iteration 62Q (403.860960 sec): 3 clusters Score: Raw -2171255.734101 + Penalty 1938.605084 = -2169317.129017 nChanged 13 SP:Iteration 63Q (403.941945 sec): 3 clusters Score: Raw -2171261.147805 + Penalty 1938.605084 = -2169322.542721 nChanged 10 SP:Iteration 64Q (404.004193 sec): 3 clusters Score: Raw -2171265.224731 + Penalty 1938.605084 = -2169326.619647 nChanged 10 SP:Iteration 65Q (404.089727 sec): 3 clusters Score: Raw -2171268.253476 + Penalty 1938.605084 = -2169329.648392 nChanged 9 SP:Iteration 66Q (404.167512 sec): 3 clusters Score: Raw -2171271.690494 + Penalty 1938.605084 = -2169333.085409 nChanged 6 SP:Iteration 67Q (404.244709 sec): 3 clusters Score: Raw -2171273.836657 + Penalty 1938.605084 = -2169335.231572 nChanged 6 SP:Iteration 68Q (404.321804 sec): 3 clusters Score: Raw -2171276.696458 + Penalty 1938.605084 = -2169338.091373 nChanged 13 SP:Iteration 69Q (404.389962 sec): 3 clusters Score: Raw -2171280.982062 + Penalty 1938.605084 = -2169342.376978 nChanged 6 SP:Iteration 70Q (404.466869 sec): 3 clusters Score: Raw -2171282.466281 + Penalty 1938.605084 = -2169343.861197 nChanged 2 SP:Iteration 71Q (404.539437 sec): 3 clusters Score: Raw -2171283.034557 + Penalty 1938.605084 = -2169344.429473 nChanged 2 SP:Iteration 72Q (404.605958 sec): 3 clusters Score: Raw -2171283.694815 + Penalty 1938.605084 = -2169345.089730 nChanged 4 SP:Iteration 73Q (404.687478 sec): 3 clusters Score: Raw -2171285.456027 + Penalty 1938.605084 = -2169346.850943 nChanged 5 SP:Iteration 74Q (404.764179 sec): 3 clusters Score: Raw -2171287.963217 + Penalty 1938.605084 = -2169349.358132 nChanged 3 SP:Iteration 75Q (404.835464 sec): 3 clusters Score: Raw -2171288.731923 + Penalty 1938.605084 = -2169350.126839 nChanged 2 SP:Iteration 76Q (404.912455 sec): 3 clusters Score: Raw -2171289.038214 + Penalty 1938.605084 = -2169350.433130 nChanged 2 SP:Iteration 77Q (404.989773 sec): 3 clusters Score: Raw -2171289.718136 + Penalty 1938.605084 = -2169351.113052 nChanged 3 SP:Iteration 78Q (405.065377 sec): 3 clusters Score: Raw -2171290.770316 + Penalty 1938.605084 = -2169352.165232 nChanged 2 SP:Iteration 79Q (405.139648 sec): 3 clusters Score: Raw -2171291.152579 + Penalty 1938.605084 = -2169352.547495 nChanged 1 SP:Iteration 80F (405.219645 sec): 3 clusters Score: Raw -2171291.315454 + Penalty 1938.605084 = -2169352.710370 nChanged 1 SP:Iteration 81Q (405.292955 sec): 3 clusters Score: Raw -2171291.535837 + Penalty 1938.605084 = -2169352.930753 nChanged 1 SP:Iteration 82Q (405.363251 sec): 3 clusters Score: Raw -2171291.678390 + Penalty 1938.605084 = -2169353.073305 nChanged 0 SP:Iteration 83F (405.442579 sec): 3 clusters Score: Raw -2171291.678390 + Penalty 1938.605084 = -2169353.073305 nChanged 0 Trying to split cluster 16 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (405.459829 sec): 2 clusters Score: Raw -70662.001825 + Penalty 647.381575 = -70014.620250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (405.522413 sec): 3 clusters Score: Raw -70314.225777 + Penalty 1294.763150 = -69019.462626 nChanged 315 SP:Iteration 1F (405.563707 sec): 3 clusters Score: Raw -70632.923793 + Penalty 1294.763150 = -69338.160643 nChanged 105 SP:Iteration 2F (405.614439 sec): 3 clusters Score: Raw -70746.994134 + Penalty 1294.763150 = -69452.230983 nChanged 51 SP:Iteration 3F (405.664529 sec): 3 clusters Score: Raw -70795.544794 + Penalty 1294.763150 = -69500.781643 nChanged 38 SP:Iteration 4Q (405.716070 sec): 3 clusters Score: Raw -70827.323464 + Penalty 1294.763150 = -69532.560314 nChanged 22 SP:Iteration 5Q (405.770635 sec): 3 clusters Score: Raw -70839.615862 + Penalty 1294.763150 = -69544.852712 nChanged 8 SP:Iteration 6Q (405.822953 sec): 3 clusters Score: Raw -70845.246991 + Penalty 1294.763150 = -69550.483841 nChanged 5 SP:Iteration 7Q (405.860593 sec): 3 clusters Score: Raw -70846.979812 + Penalty 1294.763150 = -69552.216662 nChanged 1 SP:Iteration 8Q (405.915211 sec): 3 clusters Score: Raw -70848.651699 + Penalty 1294.763150 = -69553.888549 nChanged 2 SP:Iteration 9Q (405.962687 sec): 3 clusters Score: Raw -70851.314682 + Penalty 1294.763150 = -69556.551532 nChanged 4 SP:Iteration 10Q (406.019831 sec): 3 clusters Score: Raw -70856.529516 + Penalty 1294.763150 = -69561.766365 nChanged 4 SP:Iteration 11Q (406.065881 sec): 3 clusters Score: Raw -70873.971041 + Penalty 1294.763150 = -69579.207890 nChanged 9 SP:Iteration 12Q (406.119169 sec): 3 clusters Score: Raw -70881.295775 + Penalty 1294.763150 = -69586.532624 nChanged 1 SP:Iteration 13Q (406.165897 sec): 3 clusters Score: Raw -70881.786456 + Penalty 1294.763150 = -69587.023305 nChanged 0 SP:Iteration 14F (406.217123 sec): 3 clusters Score: Raw -70881.786456 + Penalty 1294.763150 = -69587.023305 nChanged 0 Trying to split cluster 19 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (406.248098 sec): 2 clusters Score: Raw -110837.946555 + Penalty 691.600784 = -110146.345771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (406.292974 sec): 3 clusters Score: Raw -110160.603157 + Penalty 1383.201568 = -108777.401589 nChanged 564 SP:Iteration 1F (406.343169 sec): 3 clusters Score: Raw -110499.548143 + Penalty 1383.201568 = -109116.346575 nChanged 111 SP:Iteration 2F (406.390706 sec): 3 clusters Score: Raw -110593.332654 + Penalty 1383.201568 = -109210.131086 nChanged 80 SP:Iteration 3F (406.431156 sec): 3 clusters Score: Raw -110671.232006 + Penalty 1383.201568 = -109288.030438 nChanged 71 SP:Iteration 4Q (406.492173 sec): 3 clusters Score: Raw -110720.632953 + Penalty 1383.201568 = -109337.431385 nChanged 50 SP:Iteration 5Q (406.528889 sec): 3 clusters Score: Raw -110760.317254 + Penalty 1383.201568 = -109377.115686 nChanged 47 SP:Iteration 6Q (406.581077 sec): 3 clusters Score: Raw -110797.421779 + Penalty 1383.201568 = -109414.220211 nChanged 54 SP:Iteration 7Q (406.635199 sec): 3 clusters Score: Raw -110849.217334 + Penalty 1383.201568 = -109466.015765 nChanged 60 SP:Iteration 8Q (406.688956 sec): 3 clusters Score: Raw -110898.422628 + Penalty 1383.201568 = -109515.221060 nChanged 53 SP:Iteration 9Q (406.742153 sec): 3 clusters Score: Raw -110939.687395 + Penalty 1383.201568 = -109556.485827 nChanged 38 SP:Iteration 10Q (406.783442 sec): 3 clusters Score: Raw -110965.446949 + Penalty 1383.201568 = -109582.245381 nChanged 33 SP:Iteration 11Q (406.831551 sec): 3 clusters Score: Raw -110988.968310 + Penalty 1383.201568 = -109605.766742 nChanged 30 SP:Iteration 12Q (406.879608 sec): 3 clusters Score: Raw -111006.217042 + Penalty 1383.201568 = -109623.015474 nChanged 18 SP:Iteration 13Q (406.918565 sec): 3 clusters Score: Raw -111016.555993 + Penalty 1383.201568 = -109633.354425 nChanged 14 SP:Iteration 14Q (406.966576 sec): 3 clusters Score: Raw -111024.538140 + Penalty 1383.201568 = -109641.336572 nChanged 12 SP:Iteration 15Q (407.014550 sec): 3 clusters Score: Raw -111030.304276 + Penalty 1383.201568 = -109647.102708 nChanged 16 SP:Iteration 16Q (407.062265 sec): 3 clusters Score: Raw -111039.878031 + Penalty 1383.201568 = -109656.676463 nChanged 12 SP:Iteration 17Q (407.105696 sec): 3 clusters Score: Raw -111044.954625 + Penalty 1383.201568 = -109661.753057 nChanged 9 SP:Iteration 18Q (407.156955 sec): 3 clusters Score: Raw -111049.440323 + Penalty 1383.201568 = -109666.238755 nChanged 9 SP:Iteration 19Q (407.211775 sec): 3 clusters Score: Raw -111053.274922 + Penalty 1383.201568 = -109670.073354 nChanged 6 SP:Iteration 20F (407.254325 sec): 3 clusters Score: Raw -111055.247918 + Penalty 1383.201568 = -109672.046350 nChanged 8 SP:Iteration 21Q (407.297536 sec): 3 clusters Score: Raw -111059.467567 + Penalty 1383.201568 = -109676.265999 nChanged 8 SP:Iteration 22Q (407.355653 sec): 3 clusters Score: Raw -111063.411995 + Penalty 1383.201568 = -109680.210427 nChanged 14 SP:Iteration 23Q (407.395180 sec): 3 clusters Score: Raw -111068.807157 + Penalty 1383.201568 = -109685.605589 nChanged 10 SP:Iteration 24Q (407.451173 sec): 3 clusters Score: Raw -111074.616425 + Penalty 1383.201568 = -109691.414857 nChanged 7 SP:Iteration 25Q (407.499711 sec): 3 clusters Score: Raw -111077.535592 + Penalty 1383.201568 = -109694.334024 nChanged 10 SP:Iteration 26Q (407.548198 sec): 3 clusters Score: Raw -111082.288067 + Penalty 1383.201568 = -109699.086499 nChanged 5 SP:Iteration 27Q (407.599133 sec): 3 clusters Score: Raw -111084.194276 + Penalty 1383.201568 = -109700.992708 nChanged 4 SP:Iteration 28Q (407.652230 sec): 3 clusters Score: Raw -111085.707328 + Penalty 1383.201568 = -109702.505760 nChanged 4 SP:Iteration 29Q (407.695598 sec): 3 clusters Score: Raw -111087.347811 + Penalty 1383.201568 = -109704.146243 nChanged 1 SP:Iteration 30Q (407.749004 sec): 3 clusters Score: Raw -111087.661730 + Penalty 1383.201568 = -109704.460162 nChanged 1 SP:Iteration 31Q (407.802054 sec): 3 clusters Score: Raw -111088.186775 + Penalty 1383.201568 = -109704.985207 nChanged 2 SP:Iteration 32Q (407.848883 sec): 3 clusters Score: Raw -111088.666262 + Penalty 1383.201568 = -109705.464694 nChanged 0 SP:Iteration 33F (407.891421 sec): 3 clusters Score: Raw -111088.666262 + Penalty 1383.201568 = -109705.464694 nChanged 0 Iteration 179Q (408.907044 sec): 18 clusters Score: Raw -15311657.104685 + Penalty 19687.956046 = -15291969.148638 nChanged 17 Iteration 180F (410.774670 sec): 18 clusters Score: Raw -15311657.352649 + Penalty 19687.956046 = -15291969.396603 nChanged 18 Iteration 181Q (411.846860 sec): 18 clusters Score: Raw -15311657.658123 + Penalty 19687.956046 = -15291969.702077 nChanged 22 Iteration 182Q (412.846004 sec): 18 clusters Score: Raw -15311658.411559 + Penalty 19687.956046 = -15291970.455513 nChanged 16 Iteration 183Q (413.920610 sec): 18 clusters Score: Raw -15311659.030554 + Penalty 19687.956046 = -15291971.074508 nChanged 16 Iteration 184Q (414.918041 sec): 18 clusters Score: Raw -15311659.422455 + Penalty 19687.956046 = -15291971.466408 nChanged 9 Iteration 185Q (415.952487 sec): 18 clusters Score: Raw -15311659.693641 + Penalty 19687.956046 = -15291971.737594 nChanged 10 Iteration 186Q (416.895818 sec): 18 clusters Score: Raw -15311660.085653 + Penalty 19687.956046 = -15291972.129606 nChanged 12 Iteration 187Q (417.876191 sec): 18 clusters Score: Raw -15311660.656284 + Penalty 19687.956046 = -15291972.700238 nChanged 12 Iteration 188Q (418.851336 sec): 18 clusters Score: Raw -15311660.991741 + Penalty 19687.956046 = -15291973.035694 nChanged 10 Iteration 189Q (419.907223 sec): 18 clusters Score: Raw -15311661.173668 + Penalty 19687.956046 = -15291973.217622 nChanged 10 Iteration 190Q (420.923468 sec): 18 clusters Score: Raw -15311661.338635 + Penalty 19687.956046 = -15291973.382589 nChanged 9 Iteration 191Q (421.885001 sec): 18 clusters Score: Raw -15311661.546542 + Penalty 19687.956046 = -15291973.590496 nChanged 8 Iteration 192Q (422.915381 sec): 18 clusters Score: Raw -15311661.642963 + Penalty 19687.956046 = -15291973.686917 nChanged 16 Iteration 193Q (423.953635 sec): 18 clusters Score: Raw -15311661.917192 + Penalty 19687.956046 = -15291973.961146 nChanged 17 Iteration 194Q (424.953882 sec): 18 clusters Score: Raw -15311662.334676 + Penalty 19687.956046 = -15291974.378630 nChanged 17 Iteration 195Q (425.994657 sec): 18 clusters Score: Raw -15311662.713060 + Penalty 19687.956046 = -15291974.757013 nChanged 13 Iteration 196Q (427.001591 sec): 18 clusters Score: Raw -15311662.906625 + Penalty 19687.956046 = -15291974.950578 nChanged 14 Iteration 197Q (428.039370 sec): 18 clusters Score: Raw -15311663.058459 + Penalty 19687.956046 = -15291975.102412 nChanged 12 Iteration 198Q (429.029245 sec): 18 clusters Score: Raw -15311663.201771 + Penalty 19687.956046 = -15291975.245724 nChanged 11 Iteration 199Q (430.078582 sec): 18 clusters Score: Raw -15311663.343161 + Penalty 19687.956046 = -15291975.387115 nChanged 18 Iteration 200F (431.936768 sec): 18 clusters Score: Raw -15311663.656807 + Penalty 19687.956046 = -15291975.700761 nChanged 23 Iteration 201Q (433.037169 sec): 18 clusters Score: Raw -15311663.988781 + Penalty 19687.956046 = -15291976.032735 nChanged 25 Iteration 202Q (434.094708 sec): 18 clusters Score: Raw -15311664.451600 + Penalty 19687.956046 = -15291976.495553 nChanged 30 Iteration 203Q (435.159235 sec): 18 clusters Score: Raw -15311664.831909 + Penalty 19687.956046 = -15291976.875862 nChanged 24 Iteration 204Q (436.151147 sec): 18 clusters Score: Raw -15311665.230042 + Penalty 19687.956046 = -15291977.273995 nChanged 23 Iteration 205Q (437.196508 sec): 18 clusters Score: Raw -15311665.582824 + Penalty 19687.956046 = -15291977.626778 nChanged 26 Iteration 206Q (438.224717 sec): 18 clusters Score: Raw -15311666.009174 + Penalty 19687.956046 = -15291978.053128 nChanged 29 Iteration 207Q (439.292298 sec): 18 clusters Score: Raw -15311666.697268 + Penalty 19687.956046 = -15291978.741221 nChanged 25 Iteration 208Q (440.305786 sec): 18 clusters Score: Raw -15311667.215566 + Penalty 19687.956046 = -15291979.259520 nChanged 18 Iteration 209Q (441.443317 sec): 18 clusters Score: Raw -15311667.608565 + Penalty 19687.956046 = -15291979.652518 nChanged 26 Iteration 210Q (442.444709 sec): 18 clusters Score: Raw -15311668.355101 + Penalty 19687.956046 = -15291980.399054 nChanged 25 Iteration 211Q (443.524679 sec): 18 clusters Score: Raw -15311668.953751 + Penalty 19687.956046 = -15291980.997705 nChanged 21 Iteration 212Q (444.549236 sec): 18 clusters Score: Raw -15311669.379068 + Penalty 19687.956046 = -15291981.423022 nChanged 23 Iteration 213Q (445.586400 sec): 18 clusters Score: Raw -15311670.118450 + Penalty 19687.956046 = -15291982.162404 nChanged 13 Iteration 214Q (446.633774 sec): 18 clusters Score: Raw -15311670.457686 + Penalty 19687.956046 = -15291982.501640 nChanged 18 Iteration 215Q (447.645628 sec): 18 clusters Score: Raw -15311670.821647 + Penalty 19687.956046 = -15291982.865601 nChanged 12 Iteration 216Q (448.674241 sec): 18 clusters Score: Raw -15311671.310061 + Penalty 19687.956046 = -15291983.354014 nChanged 10 Iteration 217Q (449.661425 sec): 18 clusters Score: Raw -15311671.747505 + Penalty 19687.956046 = -15291983.791459 nChanged 12 Iteration 218Q (450.728429 sec): 18 clusters Score: Raw -15311671.988817 + Penalty 19687.956046 = -15291984.032770 nChanged 7 Writing temp clu file Because OldScore, -15291983.791459, is greater than current (better) Score,-15291984.032770 Compute initial score before splitting: Score: Raw -15311671.988817 + Penalty 19687.956046 = -15291984.032770 Trying to split cluster 1 (8080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (450.819207 sec): 2 clusters Score: Raw -598752.143323 + Penalty 854.728979 = -597897.414344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (450.874693 sec): 3 clusters Score: Raw -594065.558036 + Penalty 1709.457959 = -592356.100077 nChanged 3553 SP:Iteration 1F (450.933107 sec): 3 clusters Score: Raw -596129.153781 + Penalty 1709.457959 = -594419.695822 nChanged 628 SP:Iteration 2F (450.990080 sec): 3 clusters Score: Raw -596671.469409 + Penalty 1709.457959 = -594962.011450 nChanged 719 SP:Iteration 3F (451.033803 sec): 3 clusters Score: Raw -597344.096026 + Penalty 1709.457959 = -595634.638067 nChanged 734 SP:Iteration 4F (451.097711 sec): 3 clusters Score: Raw -597962.620167 + Penalty 1709.457959 = -596253.162208 nChanged 627 SP:Iteration 5F (451.155085 sec): 3 clusters Score: Raw -598425.114545 + Penalty 1709.457959 = -596715.656586 nChanged 449 SP:Iteration 6F (451.199825 sec): 3 clusters Score: Raw -598719.501951 + Penalty 1709.457959 = -597010.043992 nChanged 310 SP:Iteration 7Q (451.268153 sec): 3 clusters Score: Raw -598908.642129 + Penalty 1709.457959 = -597199.184170 nChanged 217 SP:Iteration 8Q (451.329502 sec): 3 clusters Score: Raw -599035.747553 + Penalty 1709.457959 = -597326.289594 nChanged 149 SP:Iteration 9Q (451.386199 sec): 3 clusters Score: Raw -599127.269469 + Penalty 1709.457959 = -597417.811510 nChanged 131 SP:Iteration 10Q (451.445204 sec): 3 clusters Score: Raw -599203.869431 + Penalty 1709.457959 = -597494.411472 nChanged 95 SP:Iteration 11Q (451.500037 sec): 3 clusters Score: Raw -599247.678291 + Penalty 1709.457959 = -597538.220332 nChanged 68 SP:Iteration 12Q (451.558815 sec): 3 clusters Score: Raw -599273.110114 + Penalty 1709.457959 = -597563.652155 nChanged 59 SP:Iteration 13Q (451.617608 sec): 3 clusters Score: Raw -599298.517274 + Penalty 1709.457959 = -597589.059316 nChanged 55 SP:Iteration 14Q (451.675937 sec): 3 clusters Score: Raw -599330.961941 + Penalty 1709.457959 = -597621.503982 nChanged 53 SP:Iteration 15Q (451.733014 sec): 3 clusters Score: Raw -599388.070859 + Penalty 1709.457959 = -597678.612900 nChanged 63 SP:Iteration 16Q (451.782301 sec): 3 clusters Score: Raw -599442.095428 + Penalty 1709.457959 = -597732.637469 nChanged 51 SP:Iteration 17Q (451.834372 sec): 3 clusters Score: Raw -599462.095542 + Penalty 1709.457959 = -597752.637584 nChanged 41 SP:Iteration 18Q (451.892726 sec): 3 clusters Score: Raw -599478.274880 + Penalty 1709.457959 = -597768.816921 nChanged 38 SP:Iteration 19Q (451.942757 sec): 3 clusters Score: Raw -599493.442450 + Penalty 1709.457959 = -597783.984491 nChanged 36 SP:Iteration 20F (451.998052 sec): 3 clusters Score: Raw -599506.817284 + Penalty 1709.457959 = -597797.359325 nChanged 23 SP:Iteration 21Q (452.049603 sec): 3 clusters Score: Raw -599514.351746 + Penalty 1709.457959 = -597804.893787 nChanged 13 SP:Iteration 22Q (452.110627 sec): 3 clusters Score: Raw -599517.550788 + Penalty 1709.457959 = -597808.092830 nChanged 6 SP:Iteration 23Q (452.161623 sec): 3 clusters Score: Raw -599518.266029 + Penalty 1709.457959 = -597808.808071 nChanged 3 SP:Iteration 24Q (452.229144 sec): 3 clusters Score: Raw -599518.599521 + Penalty 1709.457959 = -597809.141562 nChanged 3 SP:Iteration 25Q (452.275388 sec): 3 clusters Score: Raw -599519.267193 + Penalty 1709.457959 = -597809.809234 nChanged 3 SP:Iteration 26Q (452.338825 sec): 3 clusters Score: Raw -599519.894892 + Penalty 1709.457959 = -597810.436933 nChanged 3 SP:Iteration 27Q (452.396576 sec): 3 clusters Score: Raw -599520.591763 + Penalty 1709.457959 = -597811.133804 nChanged 2 SP:Iteration 28Q (452.452782 sec): 3 clusters Score: Raw -599521.308095 + Penalty 1709.457959 = -597811.850136 nChanged 6 SP:Iteration 29Q (452.506755 sec): 3 clusters Score: Raw -599523.345903 + Penalty 1709.457959 = -597813.887944 nChanged 8 SP:Iteration 30Q (452.552439 sec): 3 clusters Score: Raw -599525.548508 + Penalty 1709.457959 = -597816.090549 nChanged 8 SP:Iteration 31Q (452.616030 sec): 3 clusters Score: Raw -599527.266239 + Penalty 1709.457959 = -597817.808280 nChanged 7 SP:Iteration 32Q (452.672274 sec): 3 clusters Score: Raw -599528.593700 + Penalty 1709.457959 = -597819.135741 nChanged 3 SP:Iteration 33Q (452.735885 sec): 3 clusters Score: Raw -599529.380126 + Penalty 1709.457959 = -597819.922167 nChanged 4 SP:Iteration 34Q (452.793373 sec): 3 clusters Score: Raw -599530.811653 + Penalty 1709.457959 = -597821.353694 nChanged 2 SP:Iteration 35Q (452.852674 sec): 3 clusters Score: Raw -599531.295910 + Penalty 1709.457959 = -597821.837952 nChanged 3 SP:Iteration 36Q (452.905393 sec): 3 clusters Score: Raw -599531.721554 + Penalty 1709.457959 = -597822.263595 nChanged 2 SP:Iteration 37Q (452.966187 sec): 3 clusters Score: Raw -599531.925620 + Penalty 1709.457959 = -597822.467661 nChanged 3 SP:Iteration 38Q (453.011177 sec): 3 clusters Score: Raw -599532.142625 + Penalty 1709.457959 = -597822.684666 nChanged 2 SP:Iteration 39Q (453.072776 sec): 3 clusters Score: Raw -599532.313777 + Penalty 1709.457959 = -597822.855819 nChanged 1 SP:Iteration 40F (453.121002 sec): 3 clusters Score: Raw -599532.383131 + Penalty 1709.457959 = -597822.925172 nChanged 3 SP:Iteration 41Q (453.178832 sec): 3 clusters Score: Raw -599532.769898 + Penalty 1709.457959 = -597823.311939 nChanged 0 SP:Iteration 42F (453.223099 sec): 3 clusters Score: Raw -599532.769898 + Penalty 1709.457959 = -597823.311939 nChanged 0 Trying to split cluster 2 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.245820 sec): 2 clusters Score: Raw -36516.557415 + Penalty 588.079964 = -35928.477452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.295891 sec): 3 clusters Score: Raw -36378.672170 + Penalty 1176.159927 = -35202.512243 nChanged 137 SP:Iteration 1F (453.337510 sec): 3 clusters Score: Raw -36502.665327 + Penalty 1176.159927 = -35326.505400 nChanged 31 SP:Iteration 2F (453.373667 sec): 3 clusters Score: Raw -36533.680200 + Penalty 1176.159927 = -35357.520273 nChanged 14 SP:Iteration 3Q (453.419028 sec): 3 clusters Score: Raw -36552.822913 + Penalty 1176.159927 = -35376.662986 nChanged 9 SP:Iteration 4Q (453.467599 sec): 3 clusters Score: Raw -36561.681262 + Penalty 1176.159927 = -35385.521335 nChanged 8 SP:Iteration 5Q (453.515944 sec): 3 clusters Score: Raw -36570.942026 + Penalty 1176.159927 = -35394.782098 nChanged 7 SP:Iteration 6Q (453.565378 sec): 3 clusters Score: Raw -36579.316226 + Penalty 1176.159927 = -35403.156299 nChanged 1 SP:Iteration 7Q (453.617935 sec): 3 clusters Score: Raw -36579.992757 + Penalty 1176.159927 = -35403.832830 nChanged 1 SP:Iteration 8Q (453.663946 sec): 3 clusters Score: Raw -36580.487938 + Penalty 1176.159927 = -35404.328011 nChanged 0 SP:Iteration 9F (453.698091 sec): 3 clusters Score: Raw -36580.487938 + Penalty 1176.159927 = -35404.328011 nChanged 0 Trying to split cluster 3 (20491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.753459 sec): 2 clusters Score: Raw -1679313.162104 + Penalty 943.135399 = -1678370.026705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.826367 sec): 3 clusters Score: Raw -1666494.355015 + Penalty 1886.270798 = -1664608.084216 nChanged 9511 SP:Iteration 1F (453.886629 sec): 3 clusters Score: Raw -1672005.203885 + Penalty 1886.270798 = -1670118.933087 nChanged 1017 SP:Iteration 2Q (453.973023 sec): 3 clusters Score: Raw -1672422.821776 + Penalty 1886.270798 = -1670536.550977 nChanged 1071 SP:Iteration 3F (454.045257 sec): 3 clusters Score: Raw -1673019.986059 + Penalty 1886.270798 = -1671133.715260 nChanged 1256 SP:Iteration 4F (454.122652 sec): 3 clusters Score: Raw -1673809.938114 + Penalty 1886.270798 = -1671923.667315 nChanged 1350 SP:Iteration 5F (454.185103 sec): 3 clusters Score: Raw -1674794.132657 + Penalty 1886.270798 = -1672907.861859 nChanged 1379 SP:Iteration 6F (454.259372 sec): 3 clusters Score: Raw -1675832.835833 + Penalty 1886.270798 = -1673946.565035 nChanged 1276 SP:Iteration 7F (454.333118 sec): 3 clusters Score: Raw -1676760.135369 + Penalty 1886.270798 = -1674873.864571 nChanged 1032 SP:Iteration 8F (454.416203 sec): 3 clusters Score: Raw -1677398.851448 + Penalty 1886.270798 = -1675512.580650 nChanged 791 SP:Iteration 9Q (454.490351 sec): 3 clusters Score: Raw -1677797.481231 + Penalty 1886.270798 = -1675911.210433 nChanged 572 SP:Iteration 10Q (454.557133 sec): 3 clusters Score: Raw -1678043.618001 + Penalty 1886.270798 = -1676157.347203 nChanged 457 SP:Iteration 11Q (454.634367 sec): 3 clusters Score: Raw -1678253.139960 + Penalty 1886.270798 = -1676366.869161 nChanged 402 SP:Iteration 12Q (454.703539 sec): 3 clusters Score: Raw -1678433.632014 + Penalty 1886.270798 = -1676547.361216 nChanged 345 SP:Iteration 13Q (454.773306 sec): 3 clusters Score: Raw -1678579.952784 + Penalty 1886.270798 = -1676693.681986 nChanged 313 SP:Iteration 14Q (454.840768 sec): 3 clusters Score: Raw -1678708.244928 + Penalty 1886.270798 = -1676821.974129 nChanged 287 SP:Iteration 15Q (454.920334 sec): 3 clusters Score: Raw -1678825.341988 + Penalty 1886.270798 = -1676939.071189 nChanged 253 SP:Iteration 16Q (454.988547 sec): 3 clusters Score: Raw -1678932.266422 + Penalty 1886.270798 = -1677045.995624 nChanged 236 SP:Iteration 17Q (455.072727 sec): 3 clusters Score: Raw -1679037.129473 + Penalty 1886.270798 = -1677150.858675 nChanged 254 SP:Iteration 18Q (455.138359 sec): 3 clusters Score: Raw -1679153.317650 + Penalty 1886.270798 = -1677267.046852 nChanged 218 SP:Iteration 19Q (455.211184 sec): 3 clusters Score: Raw -1679248.482241 + Penalty 1886.270798 = -1677362.211443 nChanged 198 SP:Iteration 20F (455.288869 sec): 3 clusters Score: Raw -1679337.327109 + Penalty 1886.270798 = -1677451.056311 nChanged 183 SP:Iteration 21Q (455.347718 sec): 3 clusters Score: Raw -1679422.219691 + Penalty 1886.270798 = -1677535.948893 nChanged 143 SP:Iteration 22Q (455.417319 sec): 3 clusters Score: Raw -1679477.095434 + Penalty 1886.270798 = -1677590.824636 nChanged 119 SP:Iteration 23Q (455.493789 sec): 3 clusters Score: Raw -1679519.663952 + Penalty 1886.270798 = -1677633.393154 nChanged 105 SP:Iteration 24Q (455.562202 sec): 3 clusters Score: Raw -1679551.901262 + Penalty 1886.270798 = -1677665.630464 nChanged 108 SP:Iteration 25Q (455.617757 sec): 3 clusters Score: Raw -1679580.378914 + Penalty 1886.270798 = -1677694.108116 nChanged 86 SP:Iteration 26Q (455.689157 sec): 3 clusters Score: Raw -1679602.867433 + Penalty 1886.270798 = -1677716.596634 nChanged 82 SP:Iteration 27Q (455.752453 sec): 3 clusters Score: Raw -1679623.389908 + Penalty 1886.270798 = -1677737.119110 nChanged 64 SP:Iteration 28Q (455.817674 sec): 3 clusters Score: Raw -1679636.684587 + Penalty 1886.270798 = -1677750.413789 nChanged 61 SP:Iteration 29Q (455.899333 sec): 3 clusters Score: Raw -1679648.582966 + Penalty 1886.270798 = -1677762.312168 nChanged 57 SP:Iteration 30Q (455.968813 sec): 3 clusters Score: Raw -1679661.649225 + Penalty 1886.270798 = -1677775.378427 nChanged 46 SP:Iteration 31Q (456.037819 sec): 3 clusters Score: Raw -1679670.040613 + Penalty 1886.270798 = -1677783.769815 nChanged 44 SP:Iteration 32Q (456.095356 sec): 3 clusters Score: Raw -1679677.644367 + Penalty 1886.270798 = -1677791.373568 nChanged 45 SP:Iteration 33Q (456.175576 sec): 3 clusters Score: Raw -1679687.717620 + Penalty 1886.270798 = -1677801.446821 nChanged 55 SP:Iteration 34Q (456.240218 sec): 3 clusters Score: Raw -1679699.568304 + Penalty 1886.270798 = -1677813.297505 nChanged 55 SP:Iteration 35Q (456.306927 sec): 3 clusters Score: Raw -1679710.596028 + Penalty 1886.270798 = -1677824.325230 nChanged 51 SP:Iteration 36Q (456.371499 sec): 3 clusters Score: Raw -1679718.759632 + Penalty 1886.270798 = -1677832.488833 nChanged 41 SP:Iteration 37Q (456.445015 sec): 3 clusters Score: Raw -1679726.200995 + Penalty 1886.270798 = -1677839.930197 nChanged 40 SP:Iteration 38Q (456.509951 sec): 3 clusters Score: Raw -1679735.122764 + Penalty 1886.270798 = -1677848.851965 nChanged 36 SP:Iteration 39Q (456.576732 sec): 3 clusters Score: Raw -1679742.100684 + Penalty 1886.270798 = -1677855.829885 nChanged 40 SP:Iteration 40F (456.649139 sec): 3 clusters Score: Raw -1679749.449232 + Penalty 1886.270798 = -1677863.178433 nChanged 46 SP:Iteration 41Q (456.721058 sec): 3 clusters Score: Raw -1679758.477798 + Penalty 1886.270798 = -1677872.207000 nChanged 48 SP:Iteration 42Q (456.789627 sec): 3 clusters Score: Raw -1679767.815679 + Penalty 1886.270798 = -1677881.544881 nChanged 36 SP:Iteration 43Q (456.856986 sec): 3 clusters Score: Raw -1679774.768741 + Penalty 1886.270798 = -1677888.497942 nChanged 29 SP:Iteration 44Q (456.915653 sec): 3 clusters Score: Raw -1679781.485462 + Penalty 1886.270798 = -1677895.214663 nChanged 41 SP:Iteration 45Q (456.987078 sec): 3 clusters Score: Raw -1679789.079403 + Penalty 1886.270798 = -1677902.808605 nChanged 36 SP:Iteration 46Q (457.062177 sec): 3 clusters Score: Raw -1679794.761911 + Penalty 1886.270798 = -1677908.491113 nChanged 22 SP:Iteration 47Q (457.118429 sec): 3 clusters Score: Raw -1679797.724510 + Penalty 1886.270798 = -1677911.453711 nChanged 27 SP:Iteration 48Q (457.191565 sec): 3 clusters Score: Raw -1679801.442185 + Penalty 1886.270798 = -1677915.171387 nChanged 30 SP:Iteration 49Q (457.265782 sec): 3 clusters Score: Raw -1679806.435546 + Penalty 1886.270798 = -1677920.164747 nChanged 34 SP:Iteration 50Q (457.336316 sec): 3 clusters Score: Raw -1679812.901141 + Penalty 1886.270798 = -1677926.630343 nChanged 34 SP:Iteration 51Q (457.404997 sec): 3 clusters Score: Raw -1679822.420796 + Penalty 1886.270798 = -1677936.149997 nChanged 42 SP:Iteration 52Q (457.471600 sec): 3 clusters Score: Raw -1679833.732941 + Penalty 1886.270798 = -1677947.462143 nChanged 33 SP:Iteration 53Q (457.542749 sec): 3 clusters Score: Raw -1679840.063216 + Penalty 1886.270798 = -1677953.792417 nChanged 26 SP:Iteration 54Q (457.613799 sec): 3 clusters Score: Raw -1679845.502091 + Penalty 1886.270798 = -1677959.231292 nChanged 22 SP:Iteration 55Q (457.678417 sec): 3 clusters Score: Raw -1679850.462816 + Penalty 1886.270798 = -1677964.192018 nChanged 26 SP:Iteration 56Q (457.751350 sec): 3 clusters Score: Raw -1679856.405916 + Penalty 1886.270798 = -1677970.135118 nChanged 28 SP:Iteration 57Q (457.823590 sec): 3 clusters Score: Raw -1679862.866244 + Penalty 1886.270798 = -1677976.595445 nChanged 26 SP:Iteration 58Q (457.891880 sec): 3 clusters Score: Raw -1679867.656525 + Penalty 1886.270798 = -1677981.385727 nChanged 23 SP:Iteration 59Q (457.961821 sec): 3 clusters Score: Raw -1679872.643815 + Penalty 1886.270798 = -1677986.373016 nChanged 24 SP:Iteration 60F (458.033705 sec): 3 clusters Score: Raw -1679877.358796 + Penalty 1886.270798 = -1677991.087998 nChanged 20 SP:Iteration 61Q (458.100982 sec): 3 clusters Score: Raw -1679880.661459 + Penalty 1886.270798 = -1677994.390661 nChanged 15 SP:Iteration 62Q (458.168620 sec): 3 clusters Score: Raw -1679882.764638 + Penalty 1886.270798 = -1677996.493840 nChanged 10 SP:Iteration 63Q (458.235985 sec): 3 clusters Score: Raw -1679884.293719 + Penalty 1886.270798 = -1677998.022921 nChanged 6 SP:Iteration 64Q (458.295469 sec): 3 clusters Score: Raw -1679884.870171 + Penalty 1886.270798 = -1677998.599372 nChanged 1 SP:Iteration 65Q (458.369061 sec): 3 clusters Score: Raw -1679884.911509 + Penalty 1886.270798 = -1677998.640711 nChanged 1 SP:Iteration 66Q (458.442166 sec): 3 clusters Score: Raw -1679885.131715 + Penalty 1886.270798 = -1677998.860917 nChanged 2 SP:Iteration 67Q (458.500392 sec): 3 clusters Score: Raw -1679885.267242 + Penalty 1886.270798 = -1677998.996443 nChanged 1 SP:Iteration 68Q (458.584611 sec): 3 clusters Score: Raw -1679885.301458 + Penalty 1886.270798 = -1677999.030660 nChanged 0 SP:Iteration 69F (458.658581 sec): 3 clusters Score: Raw -1679885.301458 + Penalty 1886.270798 = -1677999.030660 nChanged 0 Trying to split cluster 4 (8369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (458.690750 sec): 2 clusters Score: Raw -649554.807261 + Penalty 858.067520 = -648696.739742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (458.741423 sec): 3 clusters Score: Raw -644741.929848 + Penalty 1716.135040 = -643025.794808 nChanged 3713 SP:Iteration 1F (458.804170 sec): 3 clusters Score: Raw -646794.727308 + Penalty 1716.135040 = -645078.592268 nChanged 546 SP:Iteration 2F (458.853527 sec): 3 clusters Score: Raw -647066.943768 + Penalty 1716.135040 = -645350.808728 nChanged 476 SP:Iteration 3F (458.918170 sec): 3 clusters Score: Raw -647307.073380 + Penalty 1716.135040 = -645590.938340 nChanged 435 SP:Iteration 4F (458.972257 sec): 3 clusters Score: Raw -647533.262487 + Penalty 1716.135040 = -645817.127448 nChanged 391 SP:Iteration 5Q (459.035290 sec): 3 clusters Score: Raw -647729.788027 + Penalty 1716.135040 = -646013.652988 nChanged 351 SP:Iteration 6Q (459.091749 sec): 3 clusters Score: Raw -647905.262149 + Penalty 1716.135040 = -646189.127109 nChanged 310 SP:Iteration 7Q (459.151008 sec): 3 clusters Score: Raw -648075.700657 + Penalty 1716.135040 = -646359.565617 nChanged 311 SP:Iteration 8Q (459.200066 sec): 3 clusters Score: Raw -648228.470366 + Penalty 1716.135040 = -646512.335326 nChanged 275 SP:Iteration 9Q (459.270514 sec): 3 clusters Score: Raw -648368.708755 + Penalty 1716.135040 = -646652.573716 nChanged 239 SP:Iteration 10Q (459.321461 sec): 3 clusters Score: Raw -648467.186102 + Penalty 1716.135040 = -646751.051062 nChanged 171 SP:Iteration 11Q (459.381163 sec): 3 clusters Score: Raw -648523.196439 + Penalty 1716.135040 = -646807.061400 nChanged 124 SP:Iteration 12Q (459.436268 sec): 3 clusters Score: Raw -648557.253205 + Penalty 1716.135040 = -646841.118166 nChanged 104 SP:Iteration 13Q (459.491489 sec): 3 clusters Score: Raw -648583.872014 + Penalty 1716.135040 = -646867.736975 nChanged 84 SP:Iteration 14Q (459.551812 sec): 3 clusters Score: Raw -648604.728691 + Penalty 1716.135040 = -646888.593652 nChanged 79 SP:Iteration 15Q (459.619986 sec): 3 clusters Score: Raw -648624.876168 + Penalty 1716.135040 = -646908.741128 nChanged 77 SP:Iteration 16Q (459.672371 sec): 3 clusters Score: Raw -648642.551809 + Penalty 1716.135040 = -646926.416770 nChanged 84 SP:Iteration 17Q (459.731764 sec): 3 clusters Score: Raw -648662.089374 + Penalty 1716.135040 = -646945.954334 nChanged 84 SP:Iteration 18Q (459.790331 sec): 3 clusters Score: Raw -648683.947368 + Penalty 1716.135040 = -646967.812328 nChanged 92 SP:Iteration 19Q (459.842285 sec): 3 clusters Score: Raw -648707.537955 + Penalty 1716.135040 = -646991.402916 nChanged 90 SP:Iteration 20F (459.900460 sec): 3 clusters Score: Raw -648731.432088 + Penalty 1716.135040 = -647015.297048 nChanged 98 SP:Iteration 21Q (459.944549 sec): 3 clusters Score: Raw -648758.739780 + Penalty 1716.135040 = -647042.604741 nChanged 96 SP:Iteration 22Q (460.009026 sec): 3 clusters Score: Raw -648788.892397 + Penalty 1716.135040 = -647072.757357 nChanged 102 SP:Iteration 23Q (460.068582 sec): 3 clusters Score: Raw -648821.814258 + Penalty 1716.135040 = -647105.679219 nChanged 98 SP:Iteration 24Q (460.123231 sec): 3 clusters Score: Raw -648853.907881 + Penalty 1716.135040 = -647137.772841 nChanged 93 SP:Iteration 25Q (460.182348 sec): 3 clusters Score: Raw -648885.852933 + Penalty 1716.135040 = -647169.717894 nChanged 97 SP:Iteration 26Q (460.229811 sec): 3 clusters Score: Raw -648920.532603 + Penalty 1716.135040 = -647204.397564 nChanged 80 SP:Iteration 27Q (460.287672 sec): 3 clusters Score: Raw -648945.959172 + Penalty 1716.135040 = -647229.824133 nChanged 81 SP:Iteration 28Q (460.347055 sec): 3 clusters Score: Raw -648974.078157 + Penalty 1716.135040 = -647257.943118 nChanged 83 SP:Iteration 29Q (460.405757 sec): 3 clusters Score: Raw -649003.067041 + Penalty 1716.135040 = -647286.932002 nChanged 82 SP:Iteration 30Q (460.466186 sec): 3 clusters Score: Raw -649032.884437 + Penalty 1716.135040 = -647316.749397 nChanged 82 SP:Iteration 31Q (460.521239 sec): 3 clusters Score: Raw -649061.838587 + Penalty 1716.135040 = -647345.703547 nChanged 89 SP:Iteration 32Q (460.575844 sec): 3 clusters Score: Raw -649098.952851 + Penalty 1716.135040 = -647382.817812 nChanged 103 SP:Iteration 33Q (460.636251 sec): 3 clusters Score: Raw -649139.384166 + Penalty 1716.135040 = -647423.249126 nChanged 89 SP:Iteration 34Q (460.696878 sec): 3 clusters Score: Raw -649170.955585 + Penalty 1716.135040 = -647454.820546 nChanged 94 SP:Iteration 35Q (460.744813 sec): 3 clusters Score: Raw -649211.050829 + Penalty 1716.135040 = -647494.915789 nChanged 94 SP:Iteration 36Q (460.795794 sec): 3 clusters Score: Raw -649253.563749 + Penalty 1716.135040 = -647537.428709 nChanged 96 SP:Iteration 37Q (460.856507 sec): 3 clusters Score: Raw -649301.583775 + Penalty 1716.135040 = -647585.448735 nChanged 93 SP:Iteration 38Q (460.910533 sec): 3 clusters Score: Raw -649351.120247 + Penalty 1716.135040 = -647634.985208 nChanged 73 SP:Iteration 39Q (460.965481 sec): 3 clusters Score: Raw -649389.693814 + Penalty 1716.135040 = -647673.558774 nChanged 78 SP:Iteration 40F (461.014273 sec): 3 clusters Score: Raw -649425.139753 + Penalty 1716.135040 = -647709.004713 nChanged 57 SP:Iteration 41Q (461.072435 sec): 3 clusters Score: Raw -649453.694665 + Penalty 1716.135040 = -647737.559625 nChanged 46 SP:Iteration 42Q (461.137663 sec): 3 clusters Score: Raw -649477.254830 + Penalty 1716.135040 = -647761.119791 nChanged 47 SP:Iteration 43Q (461.193660 sec): 3 clusters Score: Raw -649502.998403 + Penalty 1716.135040 = -647786.863363 nChanged 47 SP:Iteration 44Q (461.245127 sec): 3 clusters Score: Raw -649532.008637 + Penalty 1716.135040 = -647815.873597 nChanged 37 SP:Iteration 45Q (461.300828 sec): 3 clusters Score: Raw -649553.098547 + Penalty 1716.135040 = -647836.963508 nChanged 34 SP:Iteration 46Q (461.350883 sec): 3 clusters Score: Raw -649572.943215 + Penalty 1716.135040 = -647856.808175 nChanged 29 SP:Iteration 47Q (461.407504 sec): 3 clusters Score: Raw -649588.146404 + Penalty 1716.135040 = -647872.011364 nChanged 19 SP:Iteration 48Q (461.465032 sec): 3 clusters Score: Raw -649601.135972 + Penalty 1716.135040 = -647885.000933 nChanged 16 SP:Iteration 49Q (461.514743 sec): 3 clusters Score: Raw -649612.760688 + Penalty 1716.135040 = -647896.625648 nChanged 18 SP:Iteration 50Q (461.576020 sec): 3 clusters Score: Raw -649624.357171 + Penalty 1716.135040 = -647908.222131 nChanged 12 SP:Iteration 51Q (461.632545 sec): 3 clusters Score: Raw -649634.139533 + Penalty 1716.135040 = -647918.004494 nChanged 7 SP:Iteration 52Q (461.678281 sec): 3 clusters Score: Raw -649637.901703 + Penalty 1716.135040 = -647921.766663 nChanged 5 SP:Iteration 53Q (461.745245 sec): 3 clusters Score: Raw -649641.053780 + Penalty 1716.135040 = -647924.918741 nChanged 4 SP:Iteration 54Q (461.790552 sec): 3 clusters Score: Raw -649644.082260 + Penalty 1716.135040 = -647927.947221 nChanged 2 SP:Iteration 55Q (461.848051 sec): 3 clusters Score: Raw -649646.273768 + Penalty 1716.135040 = -647930.138729 nChanged 3 SP:Iteration 56Q (461.909325 sec): 3 clusters Score: Raw -649648.365541 + Penalty 1716.135040 = -647932.230501 nChanged 3 SP:Iteration 57Q (461.952455 sec): 3 clusters Score: Raw -649650.788440 + Penalty 1716.135040 = -647934.653401 nChanged 0 SP:Iteration 58F (462.009002 sec): 3 clusters Score: Raw -649650.788440 + Penalty 1716.135040 = -647934.653401 nChanged 0 Trying to split cluster 5 (63468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (462.107314 sec): 2 clusters Score: Raw -5084533.708392 + Penalty 1050.537656 = -5083483.170735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (462.237981 sec): 3 clusters Score: Raw -5043002.221251 + Penalty 2101.075313 = -5040901.145938 nChanged 30482 SP:Iteration 1F (462.358372 sec): 3 clusters Score: Raw -5060542.533308 + Penalty 2101.075313 = -5058441.457995 nChanged 2294 SP:Iteration 2Q (462.489822 sec): 3 clusters Score: Raw -5061176.573628 + Penalty 2101.075313 = -5059075.498315 nChanged 2479 SP:Iteration 3Q (462.626376 sec): 3 clusters Score: Raw -5061984.771689 + Penalty 2101.075313 = -5059883.696376 nChanged 2751 SP:Iteration 4Q (462.753062 sec): 3 clusters Score: Raw -5063011.452467 + Penalty 2101.075313 = -5060910.377154 nChanged 3068 SP:Iteration 5Q (462.883597 sec): 3 clusters Score: Raw -5064377.350268 + Penalty 2101.075313 = -5062276.274955 nChanged 3513 SP:Iteration 6F (462.996861 sec): 3 clusters Score: Raw -5066285.823601 + Penalty 2101.075313 = -5064184.748288 nChanged 3846 SP:Iteration 7F (463.123905 sec): 3 clusters Score: Raw -5068796.585958 + Penalty 2101.075313 = -5066695.510645 nChanged 4036 SP:Iteration 8F (463.260086 sec): 3 clusters Score: Raw -5071613.170438 + Penalty 2101.075313 = -5069512.095125 nChanged 3801 SP:Iteration 9F (463.374979 sec): 3 clusters Score: Raw -5074077.591794 + Penalty 2101.075313 = -5071976.516481 nChanged 3116 SP:Iteration 10Q (463.503915 sec): 3 clusters Score: Raw -5075660.503214 + Penalty 2101.075313 = -5073559.427901 nChanged 2219 SP:Iteration 11Q (463.637904 sec): 3 clusters Score: Raw -5076456.856059 + Penalty 2101.075313 = -5074355.780746 nChanged 1485 SP:Iteration 12Q (463.754204 sec): 3 clusters Score: Raw -5076861.174596 + Penalty 2101.075313 = -5074760.099283 nChanged 1061 SP:Iteration 13Q (463.890735 sec): 3 clusters Score: Raw -5077117.612539 + Penalty 2101.075313 = -5075016.537226 nChanged 859 SP:Iteration 14Q (464.003087 sec): 3 clusters Score: Raw -5077325.364518 + Penalty 2101.075313 = -5075224.289205 nChanged 827 SP:Iteration 15Q (464.137192 sec): 3 clusters Score: Raw -5077537.077263 + Penalty 2101.075313 = -5075436.001950 nChanged 831 SP:Iteration 16Q (464.258628 sec): 3 clusters Score: Raw -5077759.686701 + Penalty 2101.075313 = -5075658.611388 nChanged 849 SP:Iteration 17Q (464.370919 sec): 3 clusters Score: Raw -5078000.392974 + Penalty 2101.075313 = -5075899.317661 nChanged 917 SP:Iteration 18Q (464.506307 sec): 3 clusters Score: Raw -5078285.069736 + Penalty 2101.075313 = -5076183.994423 nChanged 945 SP:Iteration 19Q (464.624342 sec): 3 clusters Score: Raw -5078589.835302 + Penalty 2101.075313 = -5076488.759989 nChanged 980 SP:Iteration 20F (464.750458 sec): 3 clusters Score: Raw -5078914.208754 + Penalty 2101.075313 = -5076813.133441 nChanged 1043 SP:Iteration 21Q (464.866856 sec): 3 clusters Score: Raw -5079293.577648 + Penalty 2101.075313 = -5077192.502335 nChanged 1018 SP:Iteration 22Q (464.988351 sec): 3 clusters Score: Raw -5079652.295487 + Penalty 2101.075313 = -5077551.220174 nChanged 1025 SP:Iteration 23Q (465.110303 sec): 3 clusters Score: Raw -5080047.263284 + Penalty 2101.075313 = -5077946.187971 nChanged 1087 SP:Iteration 24Q (465.225670 sec): 3 clusters Score: Raw -5080498.567727 + Penalty 2101.075313 = -5078397.492414 nChanged 1091 SP:Iteration 25Q (465.343303 sec): 3 clusters Score: Raw -5080980.407496 + Penalty 2101.075313 = -5078879.332183 nChanged 1042 SP:Iteration 26Q (465.448017 sec): 3 clusters Score: Raw -5081447.985815 + Penalty 2101.075313 = -5079346.910502 nChanged 993 SP:Iteration 27Q (465.574319 sec): 3 clusters Score: Raw -5081895.325140 + Penalty 2101.075313 = -5079794.249827 nChanged 920 SP:Iteration 28Q (465.691766 sec): 3 clusters Score: Raw -5082301.825040 + Penalty 2101.075313 = -5080200.749728 nChanged 821 SP:Iteration 29Q (465.807181 sec): 3 clusters Score: Raw -5082655.975009 + Penalty 2101.075313 = -5080554.899696 nChanged 735 SP:Iteration 30Q (465.921885 sec): 3 clusters Score: Raw -5082981.005608 + Penalty 2101.075313 = -5080879.930295 nChanged 685 SP:Iteration 31Q (466.038189 sec): 3 clusters Score: Raw -5083277.690112 + Penalty 2101.075313 = -5081176.614799 nChanged 605 SP:Iteration 32Q (466.146327 sec): 3 clusters Score: Raw -5083520.291351 + Penalty 2101.075313 = -5081419.216038 nChanged 528 SP:Iteration 33Q (466.255484 sec): 3 clusters Score: Raw -5083719.858267 + Penalty 2101.075313 = -5081618.782954 nChanged 443 SP:Iteration 34Q (466.372514 sec): 3 clusters Score: Raw -5083873.340913 + Penalty 2101.075313 = -5081772.265600 nChanged 391 SP:Iteration 35Q (466.487644 sec): 3 clusters Score: Raw -5084011.926632 + Penalty 2101.075313 = -5081910.851319 nChanged 347 SP:Iteration 36Q (466.600688 sec): 3 clusters Score: Raw -5084119.793455 + Penalty 2101.075313 = -5082018.718142 nChanged 295 SP:Iteration 37Q (466.708420 sec): 3 clusters Score: Raw -5084211.588071 + Penalty 2101.075313 = -5082110.512758 nChanged 260 SP:Iteration 38Q (466.814930 sec): 3 clusters Score: Raw -5084292.332151 + Penalty 2101.075313 = -5082191.256838 nChanged 230 SP:Iteration 39Q (466.934437 sec): 3 clusters Score: Raw -5084372.107865 + Penalty 2101.075313 = -5082271.032553 nChanged 209 SP:Iteration 40F (467.046239 sec): 3 clusters Score: Raw -5084439.245946 + Penalty 2101.075313 = -5082338.170633 nChanged 195 SP:Iteration 41Q (467.148580 sec): 3 clusters Score: Raw -5084497.633926 + Penalty 2101.075313 = -5082396.558613 nChanged 164 SP:Iteration 42Q (467.254334 sec): 3 clusters Score: Raw -5084549.025976 + Penalty 2101.075313 = -5082447.950663 nChanged 142 SP:Iteration 43Q (467.366926 sec): 3 clusters Score: Raw -5084590.689892 + Penalty 2101.075313 = -5082489.614579 nChanged 110 SP:Iteration 44Q (467.475004 sec): 3 clusters Score: Raw -5084622.218227 + Penalty 2101.075313 = -5082521.142914 nChanged 89 SP:Iteration 45Q (467.570006 sec): 3 clusters Score: Raw -5084644.304271 + Penalty 2101.075313 = -5082543.228958 nChanged 82 SP:Iteration 46Q (467.670862 sec): 3 clusters Score: Raw -5084662.555484 + Penalty 2101.075313 = -5082561.480172 nChanged 78 SP:Iteration 47Q (467.774521 sec): 3 clusters Score: Raw -5084682.782541 + Penalty 2101.075313 = -5082581.707228 nChanged 60 SP:Iteration 48Q (467.887499 sec): 3 clusters Score: Raw -5084698.631228 + Penalty 2101.075313 = -5082597.555915 nChanged 63 SP:Iteration 49Q (467.994272 sec): 3 clusters Score: Raw -5084713.439640 + Penalty 2101.075313 = -5082612.364327 nChanged 52 SP:Iteration 50Q (468.097452 sec): 3 clusters Score: Raw -5084727.978255 + Penalty 2101.075313 = -5082626.902942 nChanged 49 SP:Iteration 51Q (468.192062 sec): 3 clusters Score: Raw -5084740.704797 + Penalty 2101.075313 = -5082639.629485 nChanged 48 SP:Iteration 52Q (468.295622 sec): 3 clusters Score: Raw -5084752.102092 + Penalty 2101.075313 = -5082651.026779 nChanged 41 SP:Iteration 53Q (468.408616 sec): 3 clusters Score: Raw -5084763.139443 + Penalty 2101.075313 = -5082662.064131 nChanged 33 SP:Iteration 54Q (468.511957 sec): 3 clusters Score: Raw -5084771.079892 + Penalty 2101.075313 = -5082670.004579 nChanged 27 SP:Iteration 55Q (468.603030 sec): 3 clusters Score: Raw -5084777.440164 + Penalty 2101.075313 = -5082676.364851 nChanged 24 SP:Iteration 56Q (468.719195 sec): 3 clusters Score: Raw -5084783.471647 + Penalty 2101.075313 = -5082682.396334 nChanged 26 SP:Iteration 57Q (468.826782 sec): 3 clusters Score: Raw -5084789.728084 + Penalty 2101.075313 = -5082688.652771 nChanged 23 SP:Iteration 58Q (468.940841 sec): 3 clusters Score: Raw -5084795.450531 + Penalty 2101.075313 = -5082694.375218 nChanged 17 SP:Iteration 59Q (469.048001 sec): 3 clusters Score: Raw -5084799.121974 + Penalty 2101.075313 = -5082698.046661 nChanged 17 SP:Iteration 60F (469.172743 sec): 3 clusters Score: Raw -5084803.107090 + Penalty 2101.075313 = -5082702.031777 nChanged 19 SP:Iteration 61Q (469.284938 sec): 3 clusters Score: Raw -5084808.212864 + Penalty 2101.075313 = -5082707.137551 nChanged 16 SP:Iteration 62Q (469.387057 sec): 3 clusters Score: Raw -5084812.945741 + Penalty 2101.075313 = -5082711.870428 nChanged 19 SP:Iteration 63Q (469.496587 sec): 3 clusters Score: Raw -5084817.660114 + Penalty 2101.075313 = -5082716.584801 nChanged 13 SP:Iteration 64Q (469.602104 sec): 3 clusters Score: Raw -5084820.677669 + Penalty 2101.075313 = -5082719.602356 nChanged 7 SP:Iteration 65Q (469.707792 sec): 3 clusters Score: Raw -5084822.313845 + Penalty 2101.075313 = -5082721.238532 nChanged 4 SP:Iteration 66Q (469.807233 sec): 3 clusters Score: Raw -5084823.569198 + Penalty 2101.075313 = -5082722.493885 nChanged 4 SP:Iteration 67Q (469.909754 sec): 3 clusters Score: Raw -5084824.668198 + Penalty 2101.075313 = -5082723.592885 nChanged 4 SP:Iteration 68Q (470.009898 sec): 3 clusters Score: Raw -5084825.528969 + Penalty 2101.075313 = -5082724.453656 nChanged 2 SP:Iteration 69Q (470.133197 sec): 3 clusters Score: Raw -5084825.757261 + Penalty 2101.075313 = -5082724.681948 nChanged 0 SP:Iteration 70F (470.254846 sec): 3 clusters Score: Raw -5084825.757261 + Penalty 2101.075313 = -5082724.681948 nChanged 0 Trying to split cluster 6 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (470.276083 sec): 2 clusters Score: Raw -11607.032397 + Penalty 496.445934 = -11110.586463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (470.326812 sec): 3 clusters Score: Raw -11661.116987 + Penalty 992.891868 = -10668.225119 nChanged 50 SP:Iteration 1F (470.374592 sec): 3 clusters Score: Raw -11771.742066 + Penalty 992.891868 = -10778.850198 nChanged 12 SP:Iteration 2F (470.411557 sec): 3 clusters Score: Raw -11799.958041 + Penalty 992.891868 = -10807.066173 nChanged 6 SP:Iteration 3Q (470.471815 sec): 3 clusters Score: Raw -11815.269937 + Penalty 992.891868 = -10822.378069 nChanged 4 SP:Iteration 4Q (470.506610 sec): 3 clusters Score: Raw -11825.320326 + Penalty 992.891868 = -10832.428458 nChanged 2 SP:Iteration 5Q (470.554012 sec): 3 clusters Score: Raw -11827.939181 + Penalty 992.891868 = -10835.047313 nChanged 2 SP:Iteration 6Q (470.589267 sec): 3 clusters Score: Raw -11830.264998 + Penalty 992.891868 = -10837.373130 nChanged 0 SP:Iteration 7F (470.648773 sec): 3 clusters Score: Raw -11830.264998 + Penalty 992.891868 = -10837.373130 nChanged 0 Trying to split cluster 7 (1522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (470.663151 sec): 2 clusters Score: Raw -118399.771481 + Penalty 696.139151 = -117703.632330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (470.711434 sec): 3 clusters Score: Raw -117685.521629 + Penalty 1392.278302 = -116293.243327 nChanged 581 SP:Iteration 1F (470.755957 sec): 3 clusters Score: Raw -118054.683137 + Penalty 1392.278302 = -116662.404834 nChanged 142 SP:Iteration 2F (470.809365 sec): 3 clusters Score: Raw -118145.816624 + Penalty 1392.278302 = -116753.538322 nChanged 70 SP:Iteration 3Q (470.851701 sec): 3 clusters Score: Raw -118196.222412 + Penalty 1392.278302 = -116803.944110 nChanged 50 SP:Iteration 4Q (470.897297 sec): 3 clusters Score: Raw -118230.784815 + Penalty 1392.278302 = -116838.506513 nChanged 52 SP:Iteration 5Q (470.950106 sec): 3 clusters Score: Raw -118277.878852 + Penalty 1392.278302 = -116885.600550 nChanged 41 SP:Iteration 6Q (471.000487 sec): 3 clusters Score: Raw -118303.307167 + Penalty 1392.278302 = -116911.028864 nChanged 27 SP:Iteration 7Q (471.035509 sec): 3 clusters Score: Raw -118317.149427 + Penalty 1392.278302 = -116924.871125 nChanged 16 SP:Iteration 8Q (471.082530 sec): 3 clusters Score: Raw -118324.706280 + Penalty 1392.278302 = -116932.427978 nChanged 17 SP:Iteration 9Q (471.137822 sec): 3 clusters Score: Raw -118333.244099 + Penalty 1392.278302 = -116940.965797 nChanged 13 SP:Iteration 10Q (471.186687 sec): 3 clusters Score: Raw -118340.358959 + Penalty 1392.278302 = -116948.080657 nChanged 8 SP:Iteration 11Q (471.234494 sec): 3 clusters Score: Raw -118343.312291 + Penalty 1392.278302 = -116951.033988 nChanged 6 SP:Iteration 12Q (471.288692 sec): 3 clusters Score: Raw -118345.708554 + Penalty 1392.278302 = -116953.430252 nChanged 5 SP:Iteration 13Q (471.333322 sec): 3 clusters Score: Raw -118347.555377 + Penalty 1392.278302 = -116955.277075 nChanged 6 SP:Iteration 14Q (471.370959 sec): 3 clusters Score: Raw -118350.914113 + Penalty 1392.278302 = -116958.635810 nChanged 4 SP:Iteration 15Q (471.424473 sec): 3 clusters Score: Raw -118352.465391 + Penalty 1392.278302 = -116960.187088 nChanged 4 SP:Iteration 16Q (471.474931 sec): 3 clusters Score: Raw -118353.356047 + Penalty 1392.278302 = -116961.077745 nChanged 5 SP:Iteration 17Q (471.519888 sec): 3 clusters Score: Raw -118354.429228 + Penalty 1392.278302 = -116962.150926 nChanged 4 SP:Iteration 18Q (471.575978 sec): 3 clusters Score: Raw -118356.306803 + Penalty 1392.278302 = -116964.028501 nChanged 5 SP:Iteration 19Q (471.617845 sec): 3 clusters Score: Raw -118358.359445 + Penalty 1392.278302 = -116966.081142 nChanged 3 SP:Iteration 20F (471.656597 sec): 3 clusters Score: Raw -118359.332874 + Penalty 1392.278302 = -116967.054572 nChanged 3 SP:Iteration 21Q (471.713431 sec): 3 clusters Score: Raw -118361.022016 + Penalty 1392.278302 = -116968.743713 nChanged 3 SP:Iteration 22Q (471.766156 sec): 3 clusters Score: Raw -118362.497307 + Penalty 1392.278302 = -116970.219005 nChanged 3 SP:Iteration 23Q (471.810046 sec): 3 clusters Score: Raw -118364.123287 + Penalty 1392.278302 = -116971.844985 nChanged 4 SP:Iteration 24Q (471.861696 sec): 3 clusters Score: Raw -118365.351989 + Penalty 1392.278302 = -116973.073687 nChanged 2 SP:Iteration 25Q (471.911831 sec): 3 clusters Score: Raw -118366.157220 + Penalty 1392.278302 = -116973.878917 nChanged 3 SP:Iteration 26Q (471.963814 sec): 3 clusters Score: Raw -118367.368447 + Penalty 1392.278302 = -116975.090145 nChanged 2 SP:Iteration 27Q (472.017611 sec): 3 clusters Score: Raw -118368.205130 + Penalty 1392.278302 = -116975.926827 nChanged 4 SP:Iteration 28Q (472.058560 sec): 3 clusters Score: Raw -118369.932524 + Penalty 1392.278302 = -116977.654222 nChanged 5 SP:Iteration 29Q (472.109469 sec): 3 clusters Score: Raw -118371.397717 + Penalty 1392.278302 = -116979.119415 nChanged 2 SP:Iteration 30Q (472.161012 sec): 3 clusters Score: Raw -118371.874440 + Penalty 1392.278302 = -116979.596138 nChanged 2 SP:Iteration 31Q (472.209119 sec): 3 clusters Score: Raw -118372.345904 + Penalty 1392.278302 = -116980.067602 nChanged 1 SP:Iteration 32Q (472.259162 sec): 3 clusters Score: Raw -118373.076685 + Penalty 1392.278302 = -116980.798383 nChanged 4 SP:Iteration 33Q (472.314299 sec): 3 clusters Score: Raw -118374.894316 + Penalty 1392.278302 = -116982.616014 nChanged 7 SP:Iteration 34Q (472.358394 sec): 3 clusters Score: Raw -118377.906194 + Penalty 1392.278302 = -116985.627892 nChanged 6 SP:Iteration 35Q (472.414541 sec): 3 clusters Score: Raw -118380.610678 + Penalty 1392.278302 = -116988.332376 nChanged 5 SP:Iteration 36Q (472.465236 sec): 3 clusters Score: Raw -118381.492066 + Penalty 1392.278302 = -116989.213764 nChanged 3 SP:Iteration 37Q (472.511210 sec): 3 clusters Score: Raw -118382.261400 + Penalty 1392.278302 = -116989.983098 nChanged 3 SP:Iteration 38Q (472.555511 sec): 3 clusters Score: Raw -118383.509767 + Penalty 1392.278302 = -116991.231465 nChanged 4 SP:Iteration 39Q (472.596514 sec): 3 clusters Score: Raw -118385.771241 + Penalty 1392.278302 = -116993.492939 nChanged 4 SP:Iteration 40F (472.644499 sec): 3 clusters Score: Raw -118387.201042 + Penalty 1392.278302 = -116994.922739 nChanged 3 SP:Iteration 41Q (472.678429 sec): 3 clusters Score: Raw -118389.877555 + Penalty 1392.278302 = -116997.599252 nChanged 5 SP:Iteration 42Q (472.726551 sec): 3 clusters Score: Raw -118393.109105 + Penalty 1392.278302 = -117000.830803 nChanged 5 SP:Iteration 43Q (472.771823 sec): 3 clusters Score: Raw -118396.802689 + Penalty 1392.278302 = -117004.524386 nChanged 8 SP:Iteration 44Q (472.815432 sec): 3 clusters Score: Raw -118399.898185 + Penalty 1392.278302 = -117007.619883 nChanged 3 SP:Iteration 45Q (472.867187 sec): 3 clusters Score: Raw -118401.143234 + Penalty 1392.278302 = -117008.864931 nChanged 7 SP:Iteration 46Q (472.910753 sec): 3 clusters Score: Raw -118403.156765 + Penalty 1392.278302 = -117010.878462 nChanged 5 SP:Iteration 47Q (472.958166 sec): 3 clusters Score: Raw -118404.619371 + Penalty 1392.278302 = -117012.341068 nChanged 2 SP:Iteration 48Q (473.002195 sec): 3 clusters Score: Raw -118405.461269 + Penalty 1392.278302 = -117013.182967 nChanged 0 SP:Iteration 49F (473.039789 sec): 3 clusters Score: Raw -118405.461269 + Penalty 1392.278302 = -117013.182967 nChanged 0 Trying to split cluster 8 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (473.063536 sec): 2 clusters Score: Raw -25072.560594 + Penalty 553.470010 = -24519.090584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (473.108281 sec): 3 clusters Score: Raw -25008.274943 + Penalty 1106.940020 = -23901.334923 nChanged 85 SP:Iteration 1F (473.152940 sec): 3 clusters Score: Raw -25092.154980 + Penalty 1106.940020 = -23985.214959 nChanged 19 SP:Iteration 2F (473.200221 sec): 3 clusters Score: Raw -25117.446938 + Penalty 1106.940020 = -24010.506917 nChanged 10 SP:Iteration 3Q (473.250671 sec): 3 clusters Score: Raw -25134.068816 + Penalty 1106.940020 = -24027.128795 nChanged 7 SP:Iteration 4Q (473.295594 sec): 3 clusters Score: Raw -25150.276298 + Penalty 1106.940020 = -24043.336277 nChanged 8 SP:Iteration 5Q (473.354502 sec): 3 clusters Score: Raw -25173.053196 + Penalty 1106.940020 = -24066.113176 nChanged 7 SP:Iteration 6Q (473.393723 sec): 3 clusters Score: Raw -25187.389378 + Penalty 1106.940020 = -24080.449358 nChanged 4 SP:Iteration 7Q (473.446265 sec): 3 clusters Score: Raw -25194.788999 + Penalty 1106.940020 = -24087.848979 nChanged 5 SP:Iteration 8Q (473.501588 sec): 3 clusters Score: Raw -25201.212049 + Penalty 1106.940020 = -24094.272029 nChanged 0 SP:Iteration 9F (473.544947 sec): 3 clusters Score: Raw -25201.212049 + Penalty 1106.940020 = -24094.272029 nChanged 0 Trying to split cluster 9 (23439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (473.595882 sec): 2 clusters Score: Raw -1826144.406984 + Penalty 955.904875 = -1825188.502108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (473.672007 sec): 3 clusters Score: Raw -1811378.509321 + Penalty 1911.809750 = -1809466.699571 nChanged 10943 SP:Iteration 1F (473.746753 sec): 3 clusters Score: Raw -1818022.037890 + Penalty 1911.809750 = -1816110.228140 nChanged 1290 SP:Iteration 2F (473.818492 sec): 3 clusters Score: Raw -1818657.109821 + Penalty 1911.809750 = -1816745.300070 nChanged 1470 SP:Iteration 3F (473.892837 sec): 3 clusters Score: Raw -1819587.351792 + Penalty 1911.809750 = -1817675.542042 nChanged 1661 SP:Iteration 4F (473.970484 sec): 3 clusters Score: Raw -1820952.664355 + Penalty 1911.809750 = -1819040.854605 nChanged 1752 SP:Iteration 5F (474.046570 sec): 3 clusters Score: Raw -1822701.553263 + Penalty 1911.809750 = -1820789.743513 nChanged 1393 SP:Iteration 6F (474.121937 sec): 3 clusters Score: Raw -1824126.454671 + Penalty 1911.809750 = -1822214.644921 nChanged 951 SP:Iteration 7Q (474.196671 sec): 3 clusters Score: Raw -1824965.749275 + Penalty 1911.809750 = -1823053.939525 nChanged 582 SP:Iteration 8Q (474.272819 sec): 3 clusters Score: Raw -1825437.211912 + Penalty 1911.809750 = -1823525.402162 nChanged 434 SP:Iteration 9Q (474.343928 sec): 3 clusters Score: Raw -1825804.218823 + Penalty 1911.809750 = -1823892.409072 nChanged 327 SP:Iteration 10Q (474.414397 sec): 3 clusters Score: Raw -1826061.065996 + Penalty 1911.809750 = -1824149.256246 nChanged 261 SP:Iteration 11Q (474.486231 sec): 3 clusters Score: Raw -1826247.748522 + Penalty 1911.809750 = -1824335.938771 nChanged 224 SP:Iteration 12Q (474.553339 sec): 3 clusters Score: Raw -1826382.037281 + Penalty 1911.809750 = -1824470.227531 nChanged 194 SP:Iteration 13Q (474.618933 sec): 3 clusters Score: Raw -1826474.192367 + Penalty 1911.809750 = -1824562.382617 nChanged 164 SP:Iteration 14Q (474.695960 sec): 3 clusters Score: Raw -1826539.216878 + Penalty 1911.809750 = -1824627.407128 nChanged 119 SP:Iteration 15Q (474.770318 sec): 3 clusters Score: Raw -1826579.313839 + Penalty 1911.809750 = -1824667.504089 nChanged 86 SP:Iteration 16Q (474.838030 sec): 3 clusters Score: Raw -1826603.829388 + Penalty 1911.809750 = -1824692.019638 nChanged 73 SP:Iteration 17Q (474.906494 sec): 3 clusters Score: Raw -1826621.329348 + Penalty 1911.809750 = -1824709.519598 nChanged 61 SP:Iteration 18Q (474.975891 sec): 3 clusters Score: Raw -1826637.168729 + Penalty 1911.809750 = -1824725.358979 nChanged 64 SP:Iteration 19Q (475.046363 sec): 3 clusters Score: Raw -1826651.582431 + Penalty 1911.809750 = -1824739.772681 nChanged 55 SP:Iteration 20F (475.111820 sec): 3 clusters Score: Raw -1826668.049129 + Penalty 1911.809750 = -1824756.239378 nChanged 52 SP:Iteration 21Q (475.183926 sec): 3 clusters Score: Raw -1826679.466080 + Penalty 1911.809750 = -1824767.656330 nChanged 52 SP:Iteration 22Q (475.259106 sec): 3 clusters Score: Raw -1826689.934881 + Penalty 1911.809750 = -1824778.125131 nChanged 47 SP:Iteration 23Q (475.328248 sec): 3 clusters Score: Raw -1826697.280696 + Penalty 1911.809750 = -1824785.470946 nChanged 36 SP:Iteration 24Q (475.393589 sec): 3 clusters Score: Raw -1826702.721534 + Penalty 1911.809750 = -1824790.911784 nChanged 29 SP:Iteration 25Q (475.464044 sec): 3 clusters Score: Raw -1826707.771346 + Penalty 1911.809750 = -1824795.961596 nChanged 26 SP:Iteration 26Q (475.546954 sec): 3 clusters Score: Raw -1826711.152830 + Penalty 1911.809750 = -1824799.343080 nChanged 17 SP:Iteration 27Q (475.619204 sec): 3 clusters Score: Raw -1826712.586398 + Penalty 1911.809750 = -1824800.776647 nChanged 13 SP:Iteration 28Q (475.695043 sec): 3 clusters Score: Raw -1826713.657923 + Penalty 1911.809750 = -1824801.848173 nChanged 14 SP:Iteration 29Q (475.769231 sec): 3 clusters Score: Raw -1826715.445115 + Penalty 1911.809750 = -1824803.635365 nChanged 17 SP:Iteration 30Q (475.840470 sec): 3 clusters Score: Raw -1826717.328439 + Penalty 1911.809750 = -1824805.518688 nChanged 12 SP:Iteration 31Q (475.910270 sec): 3 clusters Score: Raw -1826718.618086 + Penalty 1911.809750 = -1824806.808336 nChanged 10 SP:Iteration 32Q (475.983779 sec): 3 clusters Score: Raw -1826719.524137 + Penalty 1911.809750 = -1824807.714386 nChanged 8 SP:Iteration 33Q (476.053116 sec): 3 clusters Score: Raw -1826720.095470 + Penalty 1911.809750 = -1824808.285720 nChanged 5 SP:Iteration 34Q (476.126994 sec): 3 clusters Score: Raw -1826720.596211 + Penalty 1911.809750 = -1824808.786461 nChanged 6 SP:Iteration 35Q (476.196825 sec): 3 clusters Score: Raw -1826721.440599 + Penalty 1911.809750 = -1824809.630848 nChanged 10 SP:Iteration 36Q (476.270438 sec): 3 clusters Score: Raw -1826722.414647 + Penalty 1911.809750 = -1824810.604897 nChanged 6 SP:Iteration 37Q (476.342424 sec): 3 clusters Score: Raw -1826722.877655 + Penalty 1911.809750 = -1824811.067905 nChanged 6 SP:Iteration 38Q (476.412279 sec): 3 clusters Score: Raw -1826723.373599 + Penalty 1911.809750 = -1824811.563849 nChanged 7 SP:Iteration 39Q (476.487406 sec): 3 clusters Score: Raw -1826724.261923 + Penalty 1911.809750 = -1824812.452173 nChanged 6 SP:Iteration 40F (476.560179 sec): 3 clusters Score: Raw -1826724.561853 + Penalty 1911.809750 = -1824812.752103 nChanged 1 SP:Iteration 41Q (476.629581 sec): 3 clusters Score: Raw -1826724.590247 + Penalty 1911.809750 = -1824812.780497 nChanged 1 SP:Iteration 42Q (476.699052 sec): 3 clusters Score: Raw -1826724.626160 + Penalty 1911.809750 = -1824812.816410 nChanged 1 SP:Iteration 43Q (476.766758 sec): 3 clusters Score: Raw -1826724.746403 + Penalty 1911.809750 = -1824812.936652 nChanged 1 SP:Iteration 44Q (476.839132 sec): 3 clusters Score: Raw -1826724.825638 + Penalty 1911.809750 = -1824813.015887 nChanged 1 SP:Iteration 45Q (476.900545 sec): 3 clusters Score: Raw -1826724.908016 + Penalty 1911.809750 = -1824813.098266 nChanged 3 SP:Iteration 46Q (476.979072 sec): 3 clusters Score: Raw -1826725.091703 + Penalty 1911.809750 = -1824813.281953 nChanged 3 SP:Iteration 47Q (477.041011 sec): 3 clusters Score: Raw -1826725.322619 + Penalty 1911.809750 = -1824813.512869 nChanged 3 SP:Iteration 48Q (477.122049 sec): 3 clusters Score: Raw -1826725.438403 + Penalty 1911.809750 = -1824813.628653 nChanged 2 SP:Iteration 49Q (477.190877 sec): 3 clusters Score: Raw -1826725.547991 + Penalty 1911.809750 = -1824813.738240 nChanged 3 SP:Iteration 50Q (477.260151 sec): 3 clusters Score: Raw -1826725.676015 + Penalty 1911.809750 = -1824813.866265 nChanged 1 SP:Iteration 51Q (477.335349 sec): 3 clusters Score: Raw -1826725.755546 + Penalty 1911.809750 = -1824813.945796 nChanged 1 SP:Iteration 52Q (477.393796 sec): 3 clusters Score: Raw -1826725.861255 + Penalty 1911.809750 = -1824814.051504 nChanged 3 SP:Iteration 53Q (477.472249 sec): 3 clusters Score: Raw -1826726.091404 + Penalty 1911.809750 = -1824814.281654 nChanged 3 SP:Iteration 54Q (477.541129 sec): 3 clusters Score: Raw -1826726.321408 + Penalty 1911.809750 = -1824814.511658 nChanged 4 SP:Iteration 55Q (477.602368 sec): 3 clusters Score: Raw -1826726.644708 + Penalty 1911.809750 = -1824814.834957 nChanged 3 SP:Iteration 56Q (477.684010 sec): 3 clusters Score: Raw -1826726.903112 + Penalty 1911.809750 = -1824815.093361 nChanged 3 SP:Iteration 57Q (477.755464 sec): 3 clusters Score: Raw -1826727.042594 + Penalty 1911.809750 = -1824815.232844 nChanged 2 SP:Iteration 58Q (477.815843 sec): 3 clusters Score: Raw -1826727.128115 + Penalty 1911.809750 = -1824815.318365 nChanged 1 SP:Iteration 59Q (477.894274 sec): 3 clusters Score: Raw -1826727.163848 + Penalty 1911.809750 = -1824815.354098 nChanged 3 SP:Iteration 60F (477.967220 sec): 3 clusters Score: Raw -1826727.289289 + Penalty 1911.809750 = -1824815.479538 nChanged 2 SP:Iteration 61Q (478.041498 sec): 3 clusters Score: Raw -1826727.392801 + Penalty 1911.809750 = -1824815.583051 nChanged 2 SP:Iteration 62Q (478.110366 sec): 3 clusters Score: Raw -1826727.500216 + Penalty 1911.809750 = -1824815.690465 nChanged 4 SP:Iteration 63Q (478.174764 sec): 3 clusters Score: Raw -1826727.642993 + Penalty 1911.809750 = -1824815.833243 nChanged 2 SP:Iteration 64Q (478.247378 sec): 3 clusters Score: Raw -1826727.699086 + Penalty 1911.809750 = -1824815.889335 nChanged 2 SP:Iteration 65Q (478.319710 sec): 3 clusters Score: Raw -1826727.801623 + Penalty 1911.809750 = -1824815.991873 nChanged 2 SP:Iteration 66Q (478.404378 sec): 3 clusters Score: Raw -1826727.966032 + Penalty 1911.809750 = -1824816.156282 nChanged 4 SP:Iteration 67Q (478.473418 sec): 3 clusters Score: Raw -1826728.093610 + Penalty 1911.809750 = -1824816.283859 nChanged 1 SP:Iteration 68Q (478.534749 sec): 3 clusters Score: Raw -1826728.105961 + Penalty 1911.809750 = -1824816.296211 nChanged 0 SP:Iteration 69F (478.609305 sec): 3 clusters Score: Raw -1826728.105961 + Penalty 1911.809750 = -1824816.296211 nChanged 0 Trying to split cluster 10 (6793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (478.650414 sec): 2 clusters Score: Raw -558836.583618 + Penalty 838.246555 = -557998.337063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (478.693994 sec): 3 clusters Score: Raw -554976.235739 + Penalty 1676.493110 = -553299.742628 nChanged 2946 SP:Iteration 1F (478.752538 sec): 3 clusters Score: Raw -556727.219734 + Penalty 1676.493110 = -555050.726624 nChanged 527 SP:Iteration 2F (478.813098 sec): 3 clusters Score: Raw -557111.336677 + Penalty 1676.493110 = -555434.843567 nChanged 528 SP:Iteration 3F (478.868595 sec): 3 clusters Score: Raw -557565.392165 + Penalty 1676.493110 = -555888.899055 nChanged 498 SP:Iteration 4F (478.910055 sec): 3 clusters Score: Raw -557974.120777 + Penalty 1676.493110 = -556297.627666 nChanged 421 SP:Iteration 5F (478.970924 sec): 3 clusters Score: Raw -558347.845943 + Penalty 1676.493110 = -556671.352833 nChanged 329 SP:Iteration 6Q (479.034341 sec): 3 clusters Score: Raw -558589.289232 + Penalty 1676.493110 = -556912.796121 nChanged 198 SP:Iteration 7Q (479.087288 sec): 3 clusters Score: Raw -558709.510839 + Penalty 1676.493110 = -557033.017729 nChanged 129 SP:Iteration 8Q (479.143541 sec): 3 clusters Score: Raw -558771.496124 + Penalty 1676.493110 = -557095.003014 nChanged 93 SP:Iteration 9Q (479.207943 sec): 3 clusters Score: Raw -558806.261514 + Penalty 1676.493110 = -557129.768403 nChanged 62 SP:Iteration 10Q (479.264925 sec): 3 clusters Score: Raw -558827.986820 + Penalty 1676.493110 = -557151.493709 nChanged 44 SP:Iteration 11Q (479.319719 sec): 3 clusters Score: Raw -558843.781614 + Penalty 1676.493110 = -557167.288504 nChanged 46 SP:Iteration 12Q (479.375319 sec): 3 clusters Score: Raw -558857.864501 + Penalty 1676.493110 = -557181.371391 nChanged 42 SP:Iteration 13Q (479.429996 sec): 3 clusters Score: Raw -558868.941602 + Penalty 1676.493110 = -557192.448492 nChanged 38 SP:Iteration 14Q (479.487682 sec): 3 clusters Score: Raw -558880.008988 + Penalty 1676.493110 = -557203.515877 nChanged 42 SP:Iteration 15Q (479.539114 sec): 3 clusters Score: Raw -558891.098614 + Penalty 1676.493110 = -557214.605504 nChanged 32 SP:Iteration 16Q (479.591960 sec): 3 clusters Score: Raw -558898.928880 + Penalty 1676.493110 = -557222.435770 nChanged 30 SP:Iteration 17Q (479.648853 sec): 3 clusters Score: Raw -558906.460089 + Penalty 1676.493110 = -557229.966979 nChanged 18 SP:Iteration 18Q (479.690590 sec): 3 clusters Score: Raw -558910.962207 + Penalty 1676.493110 = -557234.469096 nChanged 26 SP:Iteration 19Q (479.757394 sec): 3 clusters Score: Raw -558917.594748 + Penalty 1676.493110 = -557241.101638 nChanged 20 SP:Iteration 20F (479.803534 sec): 3 clusters Score: Raw -558922.749240 + Penalty 1676.493110 = -557246.256130 nChanged 16 SP:Iteration 21Q (479.860985 sec): 3 clusters Score: Raw -558926.982838 + Penalty 1676.493110 = -557250.489728 nChanged 12 SP:Iteration 22Q (479.912169 sec): 3 clusters Score: Raw -558929.064434 + Penalty 1676.493110 = -557252.571323 nChanged 9 SP:Iteration 23Q (479.963196 sec): 3 clusters Score: Raw -558931.251534 + Penalty 1676.493110 = -557254.758423 nChanged 14 SP:Iteration 24Q (480.031712 sec): 3 clusters Score: Raw -558936.035722 + Penalty 1676.493110 = -557259.542611 nChanged 17 SP:Iteration 25Q (480.083100 sec): 3 clusters Score: Raw -558941.044773 + Penalty 1676.493110 = -557264.551663 nChanged 19 SP:Iteration 26Q (480.139719 sec): 3 clusters Score: Raw -558945.620498 + Penalty 1676.493110 = -557269.127387 nChanged 13 SP:Iteration 27Q (480.182424 sec): 3 clusters Score: Raw -558947.925677 + Penalty 1676.493110 = -557271.432567 nChanged 12 SP:Iteration 28Q (480.247689 sec): 3 clusters Score: Raw -558951.550190 + Penalty 1676.493110 = -557275.057080 nChanged 12 SP:Iteration 29Q (480.305869 sec): 3 clusters Score: Raw -558955.410329 + Penalty 1676.493110 = -557278.917218 nChanged 13 SP:Iteration 30Q (480.355220 sec): 3 clusters Score: Raw -558959.110042 + Penalty 1676.493110 = -557282.616931 nChanged 15 SP:Iteration 31Q (480.411286 sec): 3 clusters Score: Raw -558962.387223 + Penalty 1676.493110 = -557285.894113 nChanged 7 SP:Iteration 32Q (480.454652 sec): 3 clusters Score: Raw -558963.433644 + Penalty 1676.493110 = -557286.940534 nChanged 9 SP:Iteration 33Q (480.509092 sec): 3 clusters Score: Raw -558965.863121 + Penalty 1676.493110 = -557289.370011 nChanged 14 SP:Iteration 34Q (480.572708 sec): 3 clusters Score: Raw -558969.354629 + Penalty 1676.493110 = -557292.861518 nChanged 15 SP:Iteration 35Q (480.616021 sec): 3 clusters Score: Raw -558973.551391 + Penalty 1676.493110 = -557297.058281 nChanged 12 SP:Iteration 36Q (480.668474 sec): 3 clusters Score: Raw -558976.641880 + Penalty 1676.493110 = -557300.148770 nChanged 17 SP:Iteration 37Q (480.729678 sec): 3 clusters Score: Raw -558982.127458 + Penalty 1676.493110 = -557305.634347 nChanged 17 SP:Iteration 38Q (480.780552 sec): 3 clusters Score: Raw -558986.909020 + Penalty 1676.493110 = -557310.415909 nChanged 12 SP:Iteration 39Q (480.844090 sec): 3 clusters Score: Raw -558989.077637 + Penalty 1676.493110 = -557312.584527 nChanged 10 SP:Iteration 40F (480.905364 sec): 3 clusters Score: Raw -558990.977306 + Penalty 1676.493110 = -557314.484196 nChanged 9 SP:Iteration 41Q (480.959846 sec): 3 clusters Score: Raw -558993.386706 + Penalty 1676.493110 = -557316.893595 nChanged 10 SP:Iteration 42Q (481.003986 sec): 3 clusters Score: Raw -558996.043223 + Penalty 1676.493110 = -557319.550113 nChanged 9 SP:Iteration 43Q (481.069557 sec): 3 clusters Score: Raw -558998.974881 + Penalty 1676.493110 = -557322.481771 nChanged 16 SP:Iteration 44Q (481.129128 sec): 3 clusters Score: Raw -559002.708568 + Penalty 1676.493110 = -557326.215457 nChanged 7 SP:Iteration 45Q (481.183702 sec): 3 clusters Score: Raw -559003.871561 + Penalty 1676.493110 = -557327.378450 nChanged 6 SP:Iteration 46Q (481.240671 sec): 3 clusters Score: Raw -559005.050736 + Penalty 1676.493110 = -557328.557626 nChanged 6 SP:Iteration 47Q (481.285263 sec): 3 clusters Score: Raw -559005.900954 + Penalty 1676.493110 = -557329.407844 nChanged 7 SP:Iteration 48Q (481.351572 sec): 3 clusters Score: Raw -559007.257195 + Penalty 1676.493110 = -557330.764084 nChanged 7 SP:Iteration 49Q (481.400795 sec): 3 clusters Score: Raw -559008.711371 + Penalty 1676.493110 = -557332.218260 nChanged 7 SP:Iteration 50Q (481.456710 sec): 3 clusters Score: Raw -559010.300118 + Penalty 1676.493110 = -557333.807008 nChanged 3 SP:Iteration 51Q (481.513540 sec): 3 clusters Score: Raw -559010.824490 + Penalty 1676.493110 = -557334.331380 nChanged 3 SP:Iteration 52Q (481.570375 sec): 3 clusters Score: Raw -559011.263083 + Penalty 1676.493110 = -557334.769973 nChanged 4 SP:Iteration 53Q (481.620830 sec): 3 clusters Score: Raw -559012.359622 + Penalty 1676.493110 = -557335.866511 nChanged 3 SP:Iteration 54Q (481.668312 sec): 3 clusters Score: Raw -559013.431736 + Penalty 1676.493110 = -557336.938625 nChanged 7 SP:Iteration 55Q (481.733110 sec): 3 clusters Score: Raw -559015.204725 + Penalty 1676.493110 = -557338.711615 nChanged 6 SP:Iteration 56Q (481.779728 sec): 3 clusters Score: Raw -559016.660748 + Penalty 1676.493110 = -557340.167637 nChanged 5 SP:Iteration 57Q (481.835488 sec): 3 clusters Score: Raw -559017.779939 + Penalty 1676.493110 = -557341.286828 nChanged 1 SP:Iteration 58Q (481.888631 sec): 3 clusters Score: Raw -559018.032089 + Penalty 1676.493110 = -557341.538978 nChanged 2 SP:Iteration 59Q (481.944118 sec): 3 clusters Score: Raw -559018.432594 + Penalty 1676.493110 = -557341.939484 nChanged 5 SP:Iteration 60F (482.002363 sec): 3 clusters Score: Raw -559019.014444 + Penalty 1676.493110 = -557342.521334 nChanged 1 SP:Iteration 61Q (482.047619 sec): 3 clusters Score: Raw -559019.140909 + Penalty 1676.493110 = -557342.647798 nChanged 1 SP:Iteration 62Q (482.115168 sec): 3 clusters Score: Raw -559019.240483 + Penalty 1676.493110 = -557342.747373 nChanged 0 SP:Iteration 63F (482.160232 sec): 3 clusters Score: Raw -559019.240483 + Penalty 1676.493110 = -557342.747373 nChanged 0 Trying to split cluster 11 (6099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (482.186645 sec): 2 clusters Score: Raw -478475.059216 + Penalty 828.008610 = -477647.050606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (482.249333 sec): 3 clusters Score: Raw -475044.233203 + Penalty 1656.017219 = -473388.215983 nChanged 2655 SP:Iteration 1F (482.296061 sec): 3 clusters Score: Raw -476592.467716 + Penalty 1656.017219 = -474936.450496 nChanged 469 SP:Iteration 2F (482.363904 sec): 3 clusters Score: Raw -476883.681112 + Penalty 1656.017219 = -475227.663893 nChanged 439 SP:Iteration 3F (482.416726 sec): 3 clusters Score: Raw -477165.678852 + Penalty 1656.017219 = -475509.661633 nChanged 373 SP:Iteration 4F (482.458894 sec): 3 clusters Score: Raw -477418.471135 + Penalty 1656.017219 = -475762.453915 nChanged 363 SP:Iteration 5F (482.522031 sec): 3 clusters Score: Raw -477683.398142 + Penalty 1656.017219 = -476027.380923 nChanged 321 SP:Iteration 6F (482.572314 sec): 3 clusters Score: Raw -477877.344750 + Penalty 1656.017219 = -476221.327530 nChanged 248 SP:Iteration 7Q (482.639053 sec): 3 clusters Score: Raw -478026.167813 + Penalty 1656.017219 = -476370.150593 nChanged 204 SP:Iteration 8Q (482.696371 sec): 3 clusters Score: Raw -478120.082891 + Penalty 1656.017219 = -476464.065672 nChanged 155 SP:Iteration 9Q (482.741046 sec): 3 clusters Score: Raw -478181.061904 + Penalty 1656.017219 = -476525.044684 nChanged 128 SP:Iteration 10Q (482.799644 sec): 3 clusters Score: Raw -478229.147864 + Penalty 1656.017219 = -476573.130645 nChanged 114 SP:Iteration 11Q (482.864108 sec): 3 clusters Score: Raw -478272.848798 + Penalty 1656.017219 = -476616.831579 nChanged 103 SP:Iteration 12Q (482.920909 sec): 3 clusters Score: Raw -478311.954297 + Penalty 1656.017219 = -476655.937078 nChanged 88 SP:Iteration 13Q (482.980445 sec): 3 clusters Score: Raw -478337.634840 + Penalty 1656.017219 = -476681.617621 nChanged 81 SP:Iteration 14Q (483.036719 sec): 3 clusters Score: Raw -478361.354066 + Penalty 1656.017219 = -476705.336846 nChanged 73 SP:Iteration 15Q (483.093963 sec): 3 clusters Score: Raw -478382.468834 + Penalty 1656.017219 = -476726.451614 nChanged 60 SP:Iteration 16Q (483.151012 sec): 3 clusters Score: Raw -478402.707433 + Penalty 1656.017219 = -476746.690214 nChanged 64 SP:Iteration 17Q (483.194852 sec): 3 clusters Score: Raw -478419.455195 + Penalty 1656.017219 = -476763.437975 nChanged 42 SP:Iteration 18Q (483.261338 sec): 3 clusters Score: Raw -478428.141151 + Penalty 1656.017219 = -476772.123932 nChanged 41 SP:Iteration 19Q (483.305093 sec): 3 clusters Score: Raw -478438.231838 + Penalty 1656.017219 = -476782.214618 nChanged 42 SP:Iteration 20F (483.365092 sec): 3 clusters Score: Raw -478447.726693 + Penalty 1656.017219 = -476791.709474 nChanged 35 SP:Iteration 21Q (483.415538 sec): 3 clusters Score: Raw -478457.441784 + Penalty 1656.017219 = -476801.424565 nChanged 49 SP:Iteration 22Q (483.473558 sec): 3 clusters Score: Raw -478470.532749 + Penalty 1656.017219 = -476814.515530 nChanged 38 SP:Iteration 23Q (483.517709 sec): 3 clusters Score: Raw -478479.755834 + Penalty 1656.017219 = -476823.738614 nChanged 38 SP:Iteration 24Q (483.571025 sec): 3 clusters Score: Raw -478489.074645 + Penalty 1656.017219 = -476833.057426 nChanged 35 SP:Iteration 25Q (483.625490 sec): 3 clusters Score: Raw -478498.911258 + Penalty 1656.017219 = -476842.894038 nChanged 43 SP:Iteration 26Q (483.675827 sec): 3 clusters Score: Raw -478513.864717 + Penalty 1656.017219 = -476857.847498 nChanged 41 SP:Iteration 27Q (483.740992 sec): 3 clusters Score: Raw -478528.122877 + Penalty 1656.017219 = -476872.105658 nChanged 36 SP:Iteration 28Q (483.787073 sec): 3 clusters Score: Raw -478540.074095 + Penalty 1656.017219 = -476884.056875 nChanged 38 SP:Iteration 29Q (483.841132 sec): 3 clusters Score: Raw -478551.539566 + Penalty 1656.017219 = -476895.522346 nChanged 41 SP:Iteration 30Q (483.897843 sec): 3 clusters Score: Raw -478561.822723 + Penalty 1656.017219 = -476905.805504 nChanged 24 SP:Iteration 31Q (483.940037 sec): 3 clusters Score: Raw -478568.095904 + Penalty 1656.017219 = -476912.078685 nChanged 24 SP:Iteration 32Q (483.995143 sec): 3 clusters Score: Raw -478573.618448 + Penalty 1656.017219 = -476917.601229 nChanged 19 SP:Iteration 33Q (484.050733 sec): 3 clusters Score: Raw -478577.787765 + Penalty 1656.017219 = -476921.770546 nChanged 18 SP:Iteration 34Q (484.108180 sec): 3 clusters Score: Raw -478582.424203 + Penalty 1656.017219 = -476926.406983 nChanged 20 SP:Iteration 35Q (484.157789 sec): 3 clusters Score: Raw -478587.929773 + Penalty 1656.017219 = -476931.912554 nChanged 18 SP:Iteration 36Q (484.216044 sec): 3 clusters Score: Raw -478593.040214 + Penalty 1656.017219 = -476937.022994 nChanged 12 SP:Iteration 37Q (484.275550 sec): 3 clusters Score: Raw -478594.838403 + Penalty 1656.017219 = -476938.821183 nChanged 10 SP:Iteration 38Q (484.333946 sec): 3 clusters Score: Raw -478596.549199 + Penalty 1656.017219 = -476940.531979 nChanged 7 SP:Iteration 39Q (484.376660 sec): 3 clusters Score: Raw -478597.703382 + Penalty 1656.017219 = -476941.686163 nChanged 8 SP:Iteration 40F (484.432305 sec): 3 clusters Score: Raw -478599.926076 + Penalty 1656.017219 = -476943.908857 nChanged 11 SP:Iteration 41Q (484.497376 sec): 3 clusters Score: Raw -478603.028404 + Penalty 1656.017219 = -476947.011185 nChanged 14 SP:Iteration 42Q (484.545506 sec): 3 clusters Score: Raw -478606.501057 + Penalty 1656.017219 = -476950.483838 nChanged 13 SP:Iteration 43Q (484.598166 sec): 3 clusters Score: Raw -478609.430609 + Penalty 1656.017219 = -476953.413389 nChanged 10 SP:Iteration 44Q (484.645528 sec): 3 clusters Score: Raw -478611.578590 + Penalty 1656.017219 = -476955.561371 nChanged 11 SP:Iteration 45Q (484.700916 sec): 3 clusters Score: Raw -478613.686152 + Penalty 1656.017219 = -476957.668933 nChanged 10 SP:Iteration 46Q (484.768440 sec): 3 clusters Score: Raw -478616.565979 + Penalty 1656.017219 = -476960.548759 nChanged 16 SP:Iteration 47Q (484.813110 sec): 3 clusters Score: Raw -478621.781358 + Penalty 1656.017219 = -476965.764138 nChanged 21 SP:Iteration 48Q (484.877744 sec): 3 clusters Score: Raw -478627.780812 + Penalty 1656.017219 = -476971.763592 nChanged 25 SP:Iteration 49Q (484.925239 sec): 3 clusters Score: Raw -478634.194116 + Penalty 1656.017219 = -476978.176897 nChanged 18 SP:Iteration 50Q (484.985989 sec): 3 clusters Score: Raw -478639.752047 + Penalty 1656.017219 = -476983.734828 nChanged 21 SP:Iteration 51Q (485.037693 sec): 3 clusters Score: Raw -478646.580053 + Penalty 1656.017219 = -476990.562834 nChanged 19 SP:Iteration 52Q (485.092413 sec): 3 clusters Score: Raw -478651.412969 + Penalty 1656.017219 = -476995.395749 nChanged 16 SP:Iteration 53Q (485.152666 sec): 3 clusters Score: Raw -478656.632989 + Penalty 1656.017219 = -477000.615770 nChanged 17 SP:Iteration 54Q (485.202844 sec): 3 clusters Score: Raw -478662.942796 + Penalty 1656.017219 = -477006.925576 nChanged 19 SP:Iteration 55Q (485.265042 sec): 3 clusters Score: Raw -478670.284946 + Penalty 1656.017219 = -477014.267727 nChanged 18 SP:Iteration 56Q (485.317588 sec): 3 clusters Score: Raw -478675.993975 + Penalty 1656.017219 = -477019.976755 nChanged 11 SP:Iteration 57Q (485.370442 sec): 3 clusters Score: Raw -478678.586520 + Penalty 1656.017219 = -477022.569301 nChanged 9 SP:Iteration 58Q (485.425201 sec): 3 clusters Score: Raw -478680.387572 + Penalty 1656.017219 = -477024.370353 nChanged 4 SP:Iteration 59Q (485.475292 sec): 3 clusters Score: Raw -478681.321337 + Penalty 1656.017219 = -477025.304117 nChanged 5 SP:Iteration 60F (485.541116 sec): 3 clusters Score: Raw -478682.274290 + Penalty 1656.017219 = -477026.257070 nChanged 6 SP:Iteration 61Q (485.584735 sec): 3 clusters Score: Raw -478683.351185 + Penalty 1656.017219 = -477027.333965 nChanged 8 SP:Iteration 62Q (485.653331 sec): 3 clusters Score: Raw -478685.411179 + Penalty 1656.017219 = -477029.393959 nChanged 7 SP:Iteration 63Q (485.695844 sec): 3 clusters Score: Raw -478686.390017 + Penalty 1656.017219 = -477030.372797 nChanged 1 SP:Iteration 64Q (485.750621 sec): 3 clusters Score: Raw -478686.473621 + Penalty 1656.017219 = -477030.456402 nChanged 0 SP:Iteration 65F (485.806625 sec): 3 clusters Score: Raw -478686.473621 + Penalty 1656.017219 = -477030.456402 nChanged 0 Trying to split cluster 12 (13033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.854444 sec): 2 clusters Score: Raw -1070074.142549 + Penalty 900.147789 = -1069173.994761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.911311 sec): 3 clusters Score: Raw -1062105.622509 + Penalty 1800.295577 = -1060305.326931 nChanged 5957 SP:Iteration 1F (485.980290 sec): 3 clusters Score: Raw -1065498.335783 + Penalty 1800.295577 = -1063698.040206 nChanged 753 SP:Iteration 2F (486.046289 sec): 3 clusters Score: Raw -1065882.338761 + Penalty 1800.295577 = -1064082.043184 nChanged 759 SP:Iteration 3F (486.110541 sec): 3 clusters Score: Raw -1066284.526639 + Penalty 1800.295577 = -1064484.231062 nChanged 740 SP:Iteration 4F (486.166666 sec): 3 clusters Score: Raw -1066695.083973 + Penalty 1800.295577 = -1064894.788395 nChanged 728 SP:Iteration 5F (486.242907 sec): 3 clusters Score: Raw -1067163.170248 + Penalty 1800.295577 = -1065362.874671 nChanged 770 SP:Iteration 6F (486.308036 sec): 3 clusters Score: Raw -1067687.409701 + Penalty 1800.295577 = -1065887.114124 nChanged 761 SP:Iteration 7F (486.375690 sec): 3 clusters Score: Raw -1068185.966826 + Penalty 1800.295577 = -1066385.671249 nChanged 653 SP:Iteration 8F (486.441394 sec): 3 clusters Score: Raw -1068548.629865 + Penalty 1800.295577 = -1066748.334287 nChanged 484 SP:Iteration 9Q (486.504095 sec): 3 clusters Score: Raw -1068763.751302 + Penalty 1800.295577 = -1066963.455724 nChanged 338 SP:Iteration 10Q (486.551683 sec): 3 clusters Score: Raw -1068870.639616 + Penalty 1800.295577 = -1067070.344038 nChanged 237 SP:Iteration 11Q (486.626587 sec): 3 clusters Score: Raw -1068942.610694 + Penalty 1800.295577 = -1067142.315117 nChanged 194 SP:Iteration 12Q (486.676030 sec): 3 clusters Score: Raw -1069002.424456 + Penalty 1800.295577 = -1067202.128878 nChanged 174 SP:Iteration 13Q (486.738087 sec): 3 clusters Score: Raw -1069058.858468 + Penalty 1800.295577 = -1067258.562890 nChanged 187 SP:Iteration 14Q (486.804438 sec): 3 clusters Score: Raw -1069115.922512 + Penalty 1800.295577 = -1067315.626934 nChanged 165 SP:Iteration 15Q (486.868223 sec): 3 clusters Score: Raw -1069168.543695 + Penalty 1800.295577 = -1067368.248117 nChanged 177 SP:Iteration 16Q (486.933357 sec): 3 clusters Score: Raw -1069227.612998 + Penalty 1800.295577 = -1067427.317421 nChanged 200 SP:Iteration 17Q (486.998358 sec): 3 clusters Score: Raw -1069301.673550 + Penalty 1800.295577 = -1067501.377972 nChanged 201 SP:Iteration 18Q (487.062805 sec): 3 clusters Score: Raw -1069378.224496 + Penalty 1800.295577 = -1067577.928918 nChanged 204 SP:Iteration 19Q (487.125991 sec): 3 clusters Score: Raw -1069453.039205 + Penalty 1800.295577 = -1067652.743628 nChanged 179 SP:Iteration 20F (487.192608 sec): 3 clusters Score: Raw -1069512.696758 + Penalty 1800.295577 = -1067712.401180 nChanged 164 SP:Iteration 21Q (487.247796 sec): 3 clusters Score: Raw -1069566.234360 + Penalty 1800.295577 = -1067765.938782 nChanged 151 SP:Iteration 22Q (487.322660 sec): 3 clusters Score: Raw -1069613.532282 + Penalty 1800.295577 = -1067813.236704 nChanged 157 SP:Iteration 23Q (487.388726 sec): 3 clusters Score: Raw -1069665.128643 + Penalty 1800.295577 = -1067864.833065 nChanged 149 SP:Iteration 24Q (487.453925 sec): 3 clusters Score: Raw -1069708.686094 + Penalty 1800.295577 = -1067908.390516 nChanged 138 SP:Iteration 25Q (487.510217 sec): 3 clusters Score: Raw -1069749.704406 + Penalty 1800.295577 = -1067949.408829 nChanged 130 SP:Iteration 26Q (487.570134 sec): 3 clusters Score: Raw -1069794.685317 + Penalty 1800.295577 = -1067994.389739 nChanged 141 SP:Iteration 27Q (487.638027 sec): 3 clusters Score: Raw -1069840.614173 + Penalty 1800.295577 = -1068040.318596 nChanged 128 SP:Iteration 28Q (487.698477 sec): 3 clusters Score: Raw -1069877.502473 + Penalty 1800.295577 = -1068077.206895 nChanged 122 SP:Iteration 29Q (487.767071 sec): 3 clusters Score: Raw -1069909.684807 + Penalty 1800.295577 = -1068109.389230 nChanged 96 SP:Iteration 30Q (487.818573 sec): 3 clusters Score: Raw -1069931.310191 + Penalty 1800.295577 = -1068131.014613 nChanged 77 SP:Iteration 31Q (487.886708 sec): 3 clusters Score: Raw -1069949.648233 + Penalty 1800.295577 = -1068149.352656 nChanged 92 SP:Iteration 32Q (487.938975 sec): 3 clusters Score: Raw -1069972.208628 + Penalty 1800.295577 = -1068171.913050 nChanged 83 SP:Iteration 33Q (488.014445 sec): 3 clusters Score: Raw -1069989.710022 + Penalty 1800.295577 = -1068189.414444 nChanged 70 SP:Iteration 34Q (488.078480 sec): 3 clusters Score: Raw -1070002.858001 + Penalty 1800.295577 = -1068202.562424 nChanged 64 SP:Iteration 35Q (488.140613 sec): 3 clusters Score: Raw -1070018.272530 + Penalty 1800.295577 = -1068217.976952 nChanged 61 SP:Iteration 36Q (488.203798 sec): 3 clusters Score: Raw -1070032.139600 + Penalty 1800.295577 = -1068231.844023 nChanged 67 SP:Iteration 37Q (488.258534 sec): 3 clusters Score: Raw -1070045.947906 + Penalty 1800.295577 = -1068245.652328 nChanged 58 SP:Iteration 38Q (488.323060 sec): 3 clusters Score: Raw -1070055.778032 + Penalty 1800.295577 = -1068255.482454 nChanged 60 SP:Iteration 39Q (488.393997 sec): 3 clusters Score: Raw -1070068.442164 + Penalty 1800.295577 = -1068268.146587 nChanged 52 SP:Iteration 40F (488.459146 sec): 3 clusters Score: Raw -1070078.615920 + Penalty 1800.295577 = -1068278.320342 nChanged 52 SP:Iteration 41Q (488.522258 sec): 3 clusters Score: Raw -1070088.713464 + Penalty 1800.295577 = -1068288.417886 nChanged 47 SP:Iteration 42Q (488.586788 sec): 3 clusters Score: Raw -1070099.104812 + Penalty 1800.295577 = -1068298.809234 nChanged 59 SP:Iteration 43Q (488.636448 sec): 3 clusters Score: Raw -1070113.241470 + Penalty 1800.295577 = -1068312.945892 nChanged 70 SP:Iteration 44Q (488.696983 sec): 3 clusters Score: Raw -1070131.750458 + Penalty 1800.295577 = -1068331.454880 nChanged 65 SP:Iteration 45Q (488.770798 sec): 3 clusters Score: Raw -1070148.189789 + Penalty 1800.295577 = -1068347.894212 nChanged 67 SP:Iteration 46Q (488.818451 sec): 3 clusters Score: Raw -1070163.572461 + Penalty 1800.295577 = -1068363.276884 nChanged 64 SP:Iteration 47Q (488.873601 sec): 3 clusters Score: Raw -1070181.356675 + Penalty 1800.295577 = -1068381.061097 nChanged 73 SP:Iteration 48Q (488.933058 sec): 3 clusters Score: Raw -1070203.025022 + Penalty 1800.295577 = -1068402.729445 nChanged 60 SP:Iteration 49Q (488.993436 sec): 3 clusters Score: Raw -1070219.265808 + Penalty 1800.295577 = -1068418.970230 nChanged 60 SP:Iteration 50Q (489.058379 sec): 3 clusters Score: Raw -1070236.323480 + Penalty 1800.295577 = -1068436.027902 nChanged 42 SP:Iteration 51Q (489.113295 sec): 3 clusters Score: Raw -1070244.833253 + Penalty 1800.295577 = -1068444.537675 nChanged 25 SP:Iteration 52Q (489.174885 sec): 3 clusters Score: Raw -1070249.381641 + Penalty 1800.295577 = -1068449.086063 nChanged 20 SP:Iteration 53Q (489.244013 sec): 3 clusters Score: Raw -1070252.992616 + Penalty 1800.295577 = -1068452.697038 nChanged 27 SP:Iteration 54Q (489.307104 sec): 3 clusters Score: Raw -1070257.208021 + Penalty 1800.295577 = -1068456.912443 nChanged 23 SP:Iteration 55Q (489.355856 sec): 3 clusters Score: Raw -1070261.250429 + Penalty 1800.295577 = -1068460.954851 nChanged 19 SP:Iteration 56Q (489.420166 sec): 3 clusters Score: Raw -1070265.427314 + Penalty 1800.295577 = -1068465.131737 nChanged 22 SP:Iteration 57Q (489.490368 sec): 3 clusters Score: Raw -1070269.034326 + Penalty 1800.295577 = -1068468.738749 nChanged 20 SP:Iteration 58Q (489.556216 sec): 3 clusters Score: Raw -1070272.082883 + Penalty 1800.295577 = -1068471.787306 nChanged 15 SP:Iteration 59Q (489.618935 sec): 3 clusters Score: Raw -1070274.931657 + Penalty 1800.295577 = -1068474.636079 nChanged 12 SP:Iteration 60F (489.678502 sec): 3 clusters Score: Raw -1070277.649380 + Penalty 1800.295577 = -1068477.353803 nChanged 18 SP:Iteration 61Q (489.736332 sec): 3 clusters Score: Raw -1070280.680507 + Penalty 1800.295577 = -1068480.384930 nChanged 17 SP:Iteration 62Q (489.796569 sec): 3 clusters Score: Raw -1070283.432473 + Penalty 1800.295577 = -1068483.136896 nChanged 21 SP:Iteration 63Q (489.848884 sec): 3 clusters Score: Raw -1070288.349594 + Penalty 1800.295577 = -1068488.054017 nChanged 20 SP:Iteration 64Q (489.917020 sec): 3 clusters Score: Raw -1070291.785776 + Penalty 1800.295577 = -1068491.490199 nChanged 18 SP:Iteration 65Q (489.963864 sec): 3 clusters Score: Raw -1070295.118430 + Penalty 1800.295577 = -1068494.822853 nChanged 23 SP:Iteration 66Q (490.031682 sec): 3 clusters Score: Raw -1070298.057231 + Penalty 1800.295577 = -1068497.761654 nChanged 10 SP:Iteration 67Q (490.097014 sec): 3 clusters Score: Raw -1070299.229408 + Penalty 1800.295577 = -1068498.933831 nChanged 5 SP:Iteration 68Q (490.160059 sec): 3 clusters Score: Raw -1070299.767458 + Penalty 1800.295577 = -1068499.471880 nChanged 6 SP:Iteration 69Q (490.222714 sec): 3 clusters Score: Raw -1070300.518058 + Penalty 1800.295577 = -1068500.222481 nChanged 3 SP:Iteration 70Q (490.283704 sec): 3 clusters Score: Raw -1070300.820392 + Penalty 1800.295577 = -1068500.524814 nChanged 2 SP:Iteration 71Q (490.337644 sec): 3 clusters Score: Raw -1070301.105635 + Penalty 1800.295577 = -1068500.810058 nChanged 2 SP:Iteration 72Q (490.411412 sec): 3 clusters Score: Raw -1070301.284572 + Penalty 1800.295577 = -1068500.988994 nChanged 0 SP:Iteration 73F (490.473810 sec): 3 clusters Score: Raw -1070301.284572 + Penalty 1800.295577 = -1068500.988994 nChanged 0 Trying to split cluster 13 (2102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (490.495041 sec): 2 clusters Score: Raw -169395.677315 + Penalty 726.811232 = -168668.866083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (490.552449 sec): 3 clusters Score: Raw -168341.572138 + Penalty 1453.622465 = -166887.949673 nChanged 817 SP:Iteration 1F (490.594427 sec): 3 clusters Score: Raw -168816.335356 + Penalty 1453.622465 = -167362.712891 nChanged 159 SP:Iteration 2F (490.651167 sec): 3 clusters Score: Raw -168907.513621 + Penalty 1453.622465 = -167453.891156 nChanged 93 SP:Iteration 3Q (490.706386 sec): 3 clusters Score: Raw -168955.809447 + Penalty 1453.622465 = -167502.186982 nChanged 75 SP:Iteration 4Q (490.756291 sec): 3 clusters Score: Raw -168997.496605 + Penalty 1453.622465 = -167543.874140 nChanged 66 SP:Iteration 5Q (490.801191 sec): 3 clusters Score: Raw -169040.212214 + Penalty 1453.622465 = -167586.589749 nChanged 63 SP:Iteration 6Q (490.846962 sec): 3 clusters Score: Raw -169076.573602 + Penalty 1453.622465 = -167622.951137 nChanged 50 SP:Iteration 7Q (490.885966 sec): 3 clusters Score: Raw -169104.915551 + Penalty 1453.622465 = -167651.293086 nChanged 39 SP:Iteration 8Q (490.935387 sec): 3 clusters Score: Raw -169125.981581 + Penalty 1453.622465 = -167672.359116 nChanged 43 SP:Iteration 9Q (490.977865 sec): 3 clusters Score: Raw -169158.490931 + Penalty 1453.622465 = -167704.868466 nChanged 47 SP:Iteration 10Q (491.030601 sec): 3 clusters Score: Raw -169189.659253 + Penalty 1453.622465 = -167736.036788 nChanged 42 SP:Iteration 11Q (491.078104 sec): 3 clusters Score: Raw -169213.784577 + Penalty 1453.622465 = -167760.162112 nChanged 34 SP:Iteration 12Q (491.123537 sec): 3 clusters Score: Raw -169239.957812 + Penalty 1453.622465 = -167786.335347 nChanged 37 SP:Iteration 13Q (491.165694 sec): 3 clusters Score: Raw -169270.149665 + Penalty 1453.622465 = -167816.527200 nChanged 33 SP:Iteration 14Q (491.211914 sec): 3 clusters Score: Raw -169303.372054 + Penalty 1453.622465 = -167849.749589 nChanged 33 SP:Iteration 15Q (491.250899 sec): 3 clusters Score: Raw -169329.662921 + Penalty 1453.622465 = -167876.040457 nChanged 26 SP:Iteration 16Q (491.298669 sec): 3 clusters Score: Raw -169349.607114 + Penalty 1453.622465 = -167895.984649 nChanged 17 SP:Iteration 17Q (491.338304 sec): 3 clusters Score: Raw -169361.083312 + Penalty 1453.622465 = -167907.460847 nChanged 16 SP:Iteration 18Q (491.381730 sec): 3 clusters Score: Raw -169370.038961 + Penalty 1453.622465 = -167916.416496 nChanged 9 SP:Iteration 19Q (491.436395 sec): 3 clusters Score: Raw -169373.749999 + Penalty 1453.622465 = -167920.127534 nChanged 6 SP:Iteration 20F (491.487357 sec): 3 clusters Score: Raw -169378.063883 + Penalty 1453.622465 = -167924.441418 nChanged 10 SP:Iteration 21Q (491.541808 sec): 3 clusters Score: Raw -169381.790030 + Penalty 1453.622465 = -167928.167565 nChanged 8 SP:Iteration 22Q (491.590877 sec): 3 clusters Score: Raw -169386.508691 + Penalty 1453.622465 = -167932.886226 nChanged 7 SP:Iteration 23Q (491.636090 sec): 3 clusters Score: Raw -169389.910768 + Penalty 1453.622465 = -167936.288303 nChanged 9 SP:Iteration 24Q (491.693573 sec): 3 clusters Score: Raw -169393.081294 + Penalty 1453.622465 = -167939.458829 nChanged 6 SP:Iteration 25Q (491.744719 sec): 3 clusters Score: Raw -169395.556211 + Penalty 1453.622465 = -167941.933746 nChanged 5 SP:Iteration 26Q (491.791855 sec): 3 clusters Score: Raw -169397.585015 + Penalty 1453.622465 = -167943.962550 nChanged 2 SP:Iteration 27Q (491.842890 sec): 3 clusters Score: Raw -169399.153245 + Penalty 1453.622465 = -167945.530780 nChanged 3 SP:Iteration 28Q (491.884744 sec): 3 clusters Score: Raw -169401.038703 + Penalty 1453.622465 = -167947.416238 nChanged 6 SP:Iteration 29Q (491.942049 sec): 3 clusters Score: Raw -169404.551890 + Penalty 1453.622465 = -167950.929425 nChanged 5 SP:Iteration 30Q (491.992915 sec): 3 clusters Score: Raw -169409.032849 + Penalty 1453.622465 = -167955.410385 nChanged 11 SP:Iteration 31Q (492.035876 sec): 3 clusters Score: Raw -169417.571634 + Penalty 1453.622465 = -167963.949169 nChanged 9 SP:Iteration 32Q (492.074406 sec): 3 clusters Score: Raw -169424.403118 + Penalty 1453.622465 = -167970.780653 nChanged 7 SP:Iteration 33Q (492.119570 sec): 3 clusters Score: Raw -169428.929594 + Penalty 1453.622465 = -167975.307129 nChanged 5 SP:Iteration 34Q (492.167258 sec): 3 clusters Score: Raw -169432.119056 + Penalty 1453.622465 = -167978.496591 nChanged 7 SP:Iteration 35Q (492.221202 sec): 3 clusters Score: Raw -169435.415901 + Penalty 1453.622465 = -167981.793437 nChanged 3 SP:Iteration 36Q (492.274547 sec): 3 clusters Score: Raw -169436.887849 + Penalty 1453.622465 = -167983.265384 nChanged 3 SP:Iteration 37Q (492.326817 sec): 3 clusters Score: Raw -169437.957806 + Penalty 1453.622465 = -167984.335342 nChanged 2 SP:Iteration 38Q (492.377921 sec): 3 clusters Score: Raw -169439.109750 + Penalty 1453.622465 = -167985.487285 nChanged 0 SP:Iteration 39F (492.425539 sec): 3 clusters Score: Raw -169439.109750 + Penalty 1453.622465 = -167985.487285 nChanged 0 Trying to split cluster 14 (13151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.463514 sec): 2 clusters Score: Raw -1076940.776863 + Penalty 901.004043 = -1076039.772821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.518047 sec): 3 clusters Score: Raw -1068853.239700 + Penalty 1802.008085 = -1067051.231614 nChanged 5996 SP:Iteration 1F (492.590947 sec): 3 clusters Score: Raw -1072272.688434 + Penalty 1802.008085 = -1070470.680348 nChanged 711 SP:Iteration 2F (492.658317 sec): 3 clusters Score: Raw -1072580.350554 + Penalty 1802.008085 = -1070778.342469 nChanged 760 SP:Iteration 3F (492.723277 sec): 3 clusters Score: Raw -1072974.132288 + Penalty 1802.008085 = -1071172.124203 nChanged 852 SP:Iteration 4F (492.785373 sec): 3 clusters Score: Raw -1073534.793718 + Penalty 1802.008085 = -1071732.785633 nChanged 957 SP:Iteration 5F (492.853845 sec): 3 clusters Score: Raw -1074276.847975 + Penalty 1802.008085 = -1072474.839890 nChanged 1023 SP:Iteration 6F (492.918482 sec): 3 clusters Score: Raw -1075208.458915 + Penalty 1802.008085 = -1073406.450830 nChanged 856 SP:Iteration 7F (492.971090 sec): 3 clusters Score: Raw -1076071.709197 + Penalty 1802.008085 = -1074269.701112 nChanged 544 SP:Iteration 8Q (493.035237 sec): 3 clusters Score: Raw -1076615.050035 + Penalty 1802.008085 = -1074813.041949 nChanged 237 SP:Iteration 9Q (493.097606 sec): 3 clusters Score: Raw -1076845.001024 + Penalty 1802.008085 = -1075042.992939 nChanged 97 SP:Iteration 10Q (493.170377 sec): 3 clusters Score: Raw -1076940.197794 + Penalty 1802.008085 = -1075138.189709 nChanged 40 SP:Iteration 11Q (493.222192 sec): 3 clusters Score: Raw -1076994.817982 + Penalty 1802.008085 = -1075192.809896 nChanged 25 SP:Iteration 12Q (493.282042 sec): 3 clusters Score: Raw -1077023.997874 + Penalty 1802.008085 = -1075221.989789 nChanged 10 SP:Iteration 13Q (493.355793 sec): 3 clusters Score: Raw -1077038.122536 + Penalty 1802.008085 = -1075236.114451 nChanged 8 SP:Iteration 14Q (493.416538 sec): 3 clusters Score: Raw -1077048.894564 + Penalty 1802.008085 = -1075246.886479 nChanged 6 SP:Iteration 15Q (493.477149 sec): 3 clusters Score: Raw -1077057.734205 + Penalty 1802.008085 = -1075255.726120 nChanged 4 SP:Iteration 16Q (493.539642 sec): 3 clusters Score: Raw -1077062.050438 + Penalty 1802.008085 = -1075260.042353 nChanged 3 SP:Iteration 17Q (493.587576 sec): 3 clusters Score: Raw -1077067.208117 + Penalty 1802.008085 = -1075265.200031 nChanged 1 SP:Iteration 18Q (493.647869 sec): 3 clusters Score: Raw -1077068.811771 + Penalty 1802.008085 = -1075266.803685 nChanged 2 SP:Iteration 19Q (493.708800 sec): 3 clusters Score: Raw -1077071.854591 + Penalty 1802.008085 = -1075269.846506 nChanged 1 SP:Iteration 20F (493.772512 sec): 3 clusters Score: Raw -1077073.034762 + Penalty 1802.008085 = -1075271.026676 nChanged 0 Trying to split cluster 15 (26989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (493.832921 sec): 2 clusters Score: Raw -2171094.401180 + Penalty 969.302542 = -2170125.098638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (493.905060 sec): 3 clusters Score: Raw -2153997.838025 + Penalty 1938.605084 = -2152059.232940 nChanged 12749 SP:Iteration 1F (493.986039 sec): 3 clusters Score: Raw -2161360.687821 + Penalty 1938.605084 = -2159422.082737 nChanged 1464 SP:Iteration 2F (494.077355 sec): 3 clusters Score: Raw -2161997.092265 + Penalty 1938.605084 = -2160058.487181 nChanged 1526 SP:Iteration 3F (494.162546 sec): 3 clusters Score: Raw -2162785.364229 + Penalty 1938.605084 = -2160846.759145 nChanged 1605 SP:Iteration 4F (494.243528 sec): 3 clusters Score: Raw -2163709.504007 + Penalty 1938.605084 = -2161770.898923 nChanged 1593 SP:Iteration 5F (494.323047 sec): 3 clusters Score: Raw -2164668.733742 + Penalty 1938.605084 = -2162730.128658 nChanged 1572 SP:Iteration 6F (494.402092 sec): 3 clusters Score: Raw -2165642.138221 + Penalty 1938.605084 = -2163703.533136 nChanged 1488 SP:Iteration 7F (494.485714 sec): 3 clusters Score: Raw -2166523.256246 + Penalty 1938.605084 = -2164584.651162 nChanged 1221 SP:Iteration 8Q (494.568044 sec): 3 clusters Score: Raw -2167099.013562 + Penalty 1938.605084 = -2165160.408477 nChanged 920 SP:Iteration 9Q (494.650039 sec): 3 clusters Score: Raw -2167395.745641 + Penalty 1938.605084 = -2165457.140557 nChanged 567 SP:Iteration 10Q (494.721301 sec): 3 clusters Score: Raw -2167513.505670 + Penalty 1938.605084 = -2165574.900586 nChanged 354 SP:Iteration 11Q (494.807690 sec): 3 clusters Score: Raw -2167570.766120 + Penalty 1938.605084 = -2165632.161036 nChanged 225 SP:Iteration 12Q (494.883059 sec): 3 clusters Score: Raw -2167605.245200 + Penalty 1938.605084 = -2165666.640116 nChanged 195 SP:Iteration 13Q (494.960440 sec): 3 clusters Score: Raw -2167635.987439 + Penalty 1938.605084 = -2165697.382355 nChanged 171 SP:Iteration 14Q (495.047925 sec): 3 clusters Score: Raw -2167663.466329 + Penalty 1938.605084 = -2165724.861244 nChanged 181 SP:Iteration 15Q (495.122667 sec): 3 clusters Score: Raw -2167693.747402 + Penalty 1938.605084 = -2165755.142317 nChanged 189 SP:Iteration 16Q (495.203786 sec): 3 clusters Score: Raw -2167721.979202 + Penalty 1938.605084 = -2165783.374117 nChanged 175 SP:Iteration 17Q (495.279791 sec): 3 clusters Score: Raw -2167749.886820 + Penalty 1938.605084 = -2165811.281736 nChanged 184 SP:Iteration 18Q (495.352460 sec): 3 clusters Score: Raw -2167775.727901 + Penalty 1938.605084 = -2165837.122817 nChanged 177 SP:Iteration 19Q (495.436703 sec): 3 clusters Score: Raw -2167803.106244 + Penalty 1938.605084 = -2165864.501160 nChanged 191 SP:Iteration 20F (495.519162 sec): 3 clusters Score: Raw -2167833.852629 + Penalty 1938.605084 = -2165895.247545 nChanged 214 SP:Iteration 21Q (495.595156 sec): 3 clusters Score: Raw -2167867.192208 + Penalty 1938.605084 = -2165928.587124 nChanged 204 SP:Iteration 22Q (495.668770 sec): 3 clusters Score: Raw -2167902.115562 + Penalty 1938.605084 = -2165963.510477 nChanged 231 SP:Iteration 23Q (495.757952 sec): 3 clusters Score: Raw -2167942.686736 + Penalty 1938.605084 = -2166004.081651 nChanged 218 SP:Iteration 24Q (495.835719 sec): 3 clusters Score: Raw -2167981.817200 + Penalty 1938.605084 = -2166043.212116 nChanged 210 SP:Iteration 25Q (495.917721 sec): 3 clusters Score: Raw -2168017.861776 + Penalty 1938.605084 = -2166079.256691 nChanged 226 SP:Iteration 26Q (495.997798 sec): 3 clusters Score: Raw -2168056.606744 + Penalty 1938.605084 = -2166118.001660 nChanged 240 SP:Iteration 27Q (496.076443 sec): 3 clusters Score: Raw -2168101.728809 + Penalty 1938.605084 = -2166163.123725 nChanged 242 SP:Iteration 28Q (496.158496 sec): 3 clusters Score: Raw -2168157.514872 + Penalty 1938.605084 = -2166218.909787 nChanged 261 SP:Iteration 29Q (496.236028 sec): 3 clusters Score: Raw -2168218.269373 + Penalty 1938.605084 = -2166279.664289 nChanged 260 SP:Iteration 30Q (496.314187 sec): 3 clusters Score: Raw -2168284.409922 + Penalty 1938.605084 = -2166345.804838 nChanged 257 SP:Iteration 31Q (496.397206 sec): 3 clusters Score: Raw -2168343.503616 + Penalty 1938.605084 = -2166404.898531 nChanged 253 SP:Iteration 32Q (496.475409 sec): 3 clusters Score: Raw -2168398.256953 + Penalty 1938.605084 = -2166459.651869 nChanged 254 SP:Iteration 33Q (496.555024 sec): 3 clusters Score: Raw -2168450.510852 + Penalty 1938.605084 = -2166511.905767 nChanged 281 SP:Iteration 34Q (496.622621 sec): 3 clusters Score: Raw -2168520.304795 + Penalty 1938.605084 = -2166581.699711 nChanged 271 SP:Iteration 35Q (496.701360 sec): 3 clusters Score: Raw -2168582.754279 + Penalty 1938.605084 = -2166644.149194 nChanged 291 SP:Iteration 36Q (496.780607 sec): 3 clusters Score: Raw -2168646.142162 + Penalty 1938.605084 = -2166707.537078 nChanged 296 SP:Iteration 37Q (496.869297 sec): 3 clusters Score: Raw -2168712.190071 + Penalty 1938.605084 = -2166773.584987 nChanged 310 SP:Iteration 38Q (496.954270 sec): 3 clusters Score: Raw -2168789.810580 + Penalty 1938.605084 = -2166851.205496 nChanged 316 SP:Iteration 39Q (497.034028 sec): 3 clusters Score: Raw -2168874.274570 + Penalty 1938.605084 = -2166935.669485 nChanged 359 SP:Iteration 40F (497.110215 sec): 3 clusters Score: Raw -2168965.189994 + Penalty 1938.605084 = -2167026.584909 nChanged 347 SP:Iteration 41Q (497.186589 sec): 3 clusters Score: Raw -2169057.173355 + Penalty 1938.605084 = -2167118.568271 nChanged 336 SP:Iteration 42Q (497.261448 sec): 3 clusters Score: Raw -2169150.454272 + Penalty 1938.605084 = -2167211.849187 nChanged 360 SP:Iteration 43Q (497.340270 sec): 3 clusters Score: Raw -2169261.693003 + Penalty 1938.605084 = -2167323.087919 nChanged 389 SP:Iteration 44Q (497.418238 sec): 3 clusters Score: Raw -2169390.266058 + Penalty 1938.605084 = -2167451.660974 nChanged 369 SP:Iteration 45Q (497.499939 sec): 3 clusters Score: Raw -2169528.307491 + Penalty 1938.605084 = -2167589.702407 nChanged 396 SP:Iteration 46Q (497.565313 sec): 3 clusters Score: Raw -2169674.056540 + Penalty 1938.605084 = -2167735.451456 nChanged 386 SP:Iteration 47Q (497.654547 sec): 3 clusters Score: Raw -2169812.128467 + Penalty 1938.605084 = -2167873.523382 nChanged 344 SP:Iteration 48Q (497.728720 sec): 3 clusters Score: Raw -2169929.163643 + Penalty 1938.605084 = -2167990.558559 nChanged 360 SP:Iteration 49Q (497.814614 sec): 3 clusters Score: Raw -2170051.274646 + Penalty 1938.605084 = -2168112.669561 nChanged 358 SP:Iteration 50Q (497.895211 sec): 3 clusters Score: Raw -2170175.481370 + Penalty 1938.605084 = -2168236.876286 nChanged 310 SP:Iteration 51Q (497.978382 sec): 3 clusters Score: Raw -2170265.209086 + Penalty 1938.605084 = -2168326.604002 nChanged 279 SP:Iteration 52Q (498.058039 sec): 3 clusters Score: Raw -2170340.032129 + Penalty 1938.605084 = -2168401.427044 nChanged 234 SP:Iteration 53Q (498.137074 sec): 3 clusters Score: Raw -2170394.625416 + Penalty 1938.605084 = -2168456.020332 nChanged 209 SP:Iteration 54Q (498.217389 sec): 3 clusters Score: Raw -2170437.429656 + Penalty 1938.605084 = -2168498.824572 nChanged 180 SP:Iteration 55Q (498.292022 sec): 3 clusters Score: Raw -2170470.417431 + Penalty 1938.605084 = -2168531.812347 nChanged 150 SP:Iteration 56Q (498.359702 sec): 3 clusters Score: Raw -2170494.681383 + Penalty 1938.605084 = -2168556.076299 nChanged 148 SP:Iteration 57Q (498.448060 sec): 3 clusters Score: Raw -2170519.598322 + Penalty 1938.605084 = -2168580.993238 nChanged 158 SP:Iteration 58Q (498.520248 sec): 3 clusters Score: Raw -2170546.398683 + Penalty 1938.605084 = -2168607.793598 nChanged 163 SP:Iteration 59Q (498.598161 sec): 3 clusters Score: Raw -2170576.464486 + Penalty 1938.605084 = -2168637.859402 nChanged 158 SP:Iteration 60F (498.680576 sec): 3 clusters Score: Raw -2170608.704284 + Penalty 1938.605084 = -2168670.099199 nChanged 153 SP:Iteration 61Q (498.755582 sec): 3 clusters Score: Raw -2170638.256583 + Penalty 1938.605084 = -2168699.651498 nChanged 157 SP:Iteration 62Q (498.835439 sec): 3 clusters Score: Raw -2170666.062474 + Penalty 1938.605084 = -2168727.457390 nChanged 150 SP:Iteration 63Q (498.912382 sec): 3 clusters Score: Raw -2170692.141672 + Penalty 1938.605084 = -2168753.536588 nChanged 149 SP:Iteration 64Q (498.991481 sec): 3 clusters Score: Raw -2170718.654594 + Penalty 1938.605084 = -2168780.049510 nChanged 135 SP:Iteration 65Q (499.066872 sec): 3 clusters Score: Raw -2170741.706238 + Penalty 1938.605084 = -2168803.101153 nChanged 128 SP:Iteration 66Q (499.146686 sec): 3 clusters Score: Raw -2170762.291049 + Penalty 1938.605084 = -2168823.685965 nChanged 126 SP:Iteration 67Q (499.220109 sec): 3 clusters Score: Raw -2170782.076456 + Penalty 1938.605084 = -2168843.471371 nChanged 109 SP:Iteration 68Q (499.296286 sec): 3 clusters Score: Raw -2170797.687425 + Penalty 1938.605084 = -2168859.082340 nChanged 102 SP:Iteration 69Q (499.374028 sec): 3 clusters Score: Raw -2170812.335537 + Penalty 1938.605084 = -2168873.730453 nChanged 92 SP:Iteration 70Q (499.451679 sec): 3 clusters Score: Raw -2170825.161201 + Penalty 1938.605084 = -2168886.556116 nChanged 85 SP:Iteration 71Q (499.529127 sec): 3 clusters Score: Raw -2170837.079143 + Penalty 1938.605084 = -2168898.474059 nChanged 78 SP:Iteration 72Q (499.604175 sec): 3 clusters Score: Raw -2170847.747484 + Penalty 1938.605084 = -2168909.142399 nChanged 83 SP:Iteration 73Q (499.677770 sec): 3 clusters Score: Raw -2170859.726076 + Penalty 1938.605084 = -2168921.120992 nChanged 81 SP:Iteration 74Q (499.754107 sec): 3 clusters Score: Raw -2170870.853827 + Penalty 1938.605084 = -2168932.248742 nChanged 77 SP:Iteration 75Q (499.819728 sec): 3 clusters Score: Raw -2170879.766069 + Penalty 1938.605084 = -2168941.160985 nChanged 70 SP:Iteration 76Q (499.899713 sec): 3 clusters Score: Raw -2170887.983427 + Penalty 1938.605084 = -2168949.378342 nChanged 69 SP:Iteration 77Q (499.979921 sec): 3 clusters Score: Raw -2170897.566956 + Penalty 1938.605084 = -2168958.961871 nChanged 80 SP:Iteration 78Q (500.055017 sec): 3 clusters Score: Raw -2170908.069351 + Penalty 1938.605084 = -2168969.464266 nChanged 72 SP:Iteration 79Q (500.128979 sec): 3 clusters Score: Raw -2170917.174284 + Penalty 1938.605084 = -2168978.569200 nChanged 71 SP:Iteration 80F (500.203877 sec): 3 clusters Score: Raw -2170926.055771 + Penalty 1938.605084 = -2168987.450687 nChanged 54 SP:Iteration 81Q (500.281324 sec): 3 clusters Score: Raw -2170931.940187 + Penalty 1938.605084 = -2168993.335102 nChanged 45 SP:Iteration 82Q (500.355738 sec): 3 clusters Score: Raw -2170937.332903 + Penalty 1938.605084 = -2168998.727819 nChanged 47 SP:Iteration 83Q (500.433131 sec): 3 clusters Score: Raw -2170943.060523 + Penalty 1938.605084 = -2169004.455438 nChanged 45 SP:Iteration 84Q (500.508496 sec): 3 clusters Score: Raw -2170948.110606 + Penalty 1938.605084 = -2169009.505521 nChanged 46 SP:Iteration 85Q (500.579180 sec): 3 clusters Score: Raw -2170952.669873 + Penalty 1938.605084 = -2169014.064789 nChanged 36 SP:Iteration 86Q (500.657218 sec): 3 clusters Score: Raw -2170955.808105 + Penalty 1938.605084 = -2169017.203021 nChanged 35 SP:Iteration 87Q (500.735164 sec): 3 clusters Score: Raw -2170959.187202 + Penalty 1938.605084 = -2169020.582118 nChanged 24 SP:Iteration 88Q (500.808441 sec): 3 clusters Score: Raw -2170961.212404 + Penalty 1938.605084 = -2169022.607319 nChanged 28 SP:Iteration 89Q (500.887463 sec): 3 clusters Score: Raw -2170964.637916 + Penalty 1938.605084 = -2169026.032832 nChanged 28 SP:Iteration 90Q (500.959820 sec): 3 clusters Score: Raw -2170967.974090 + Penalty 1938.605084 = -2169029.369006 nChanged 30 SP:Iteration 91Q (501.032556 sec): 3 clusters Score: Raw -2170971.190168 + Penalty 1938.605084 = -2169032.585084 nChanged 29 SP:Iteration 92Q (501.102901 sec): 3 clusters Score: Raw -2170973.997497 + Penalty 1938.605084 = -2169035.392413 nChanged 26 SP:Iteration 93Q (501.171633 sec): 3 clusters Score: Raw -2170976.280362 + Penalty 1938.605084 = -2169037.675278 nChanged 21 SP:Iteration 94Q (501.257867 sec): 3 clusters Score: Raw -2170978.014110 + Penalty 1938.605084 = -2169039.409026 nChanged 17 SP:Iteration 95Q (501.329239 sec): 3 clusters Score: Raw -2170979.372561 + Penalty 1938.605084 = -2169040.767477 nChanged 19 SP:Iteration 96Q (501.401397 sec): 3 clusters Score: Raw -2170980.864840 + Penalty 1938.605084 = -2169042.259755 nChanged 17 SP:Iteration 97Q (501.478343 sec): 3 clusters Score: Raw -2170982.626711 + Penalty 1938.605084 = -2169044.021627 nChanged 23 SP:Iteration 98Q (501.557340 sec): 3 clusters Score: Raw -2170984.327068 + Penalty 1938.605084 = -2169045.721984 nChanged 26 SP:Iteration 99Q (501.631248 sec): 3 clusters Score: Raw -2170986.108737 + Penalty 1938.605084 = -2169047.503653 nChanged 30 SP:Iteration 100F (501.710050 sec): 3 clusters Score: Raw -2170988.168875 + Penalty 1938.605084 = -2169049.563791 nChanged 20 SP:Iteration 101Q (501.785129 sec): 3 clusters Score: Raw -2170989.911340 + Penalty 1938.605084 = -2169051.306256 nChanged 19 SP:Iteration 102Q (501.858681 sec): 3 clusters Score: Raw -2170991.447089 + Penalty 1938.605084 = -2169052.842005 nChanged 19 SP:Iteration 103Q (501.933846 sec): 3 clusters Score: Raw -2170993.501649 + Penalty 1938.605084 = -2169054.896564 nChanged 14 SP:Iteration 104Q (502.005448 sec): 3 clusters Score: Raw -2170994.585506 + Penalty 1938.605084 = -2169055.980421 nChanged 14 SP:Iteration 105Q (502.085690 sec): 3 clusters Score: Raw -2170995.584427 + Penalty 1938.605084 = -2169056.979343 nChanged 15 SP:Iteration 106Q (502.162371 sec): 3 clusters Score: Raw -2170996.920442 + Penalty 1938.605084 = -2169058.315358 nChanged 15 SP:Iteration 107Q (502.233866 sec): 3 clusters Score: Raw -2170997.846329 + Penalty 1938.605084 = -2169059.241244 nChanged 8 SP:Iteration 108Q (502.312044 sec): 3 clusters Score: Raw -2170998.485976 + Penalty 1938.605084 = -2169059.880891 nChanged 6 SP:Iteration 109Q (502.387853 sec): 3 clusters Score: Raw -2170998.892709 + Penalty 1938.605084 = -2169060.287625 nChanged 11 SP:Iteration 110Q (502.462659 sec): 3 clusters Score: Raw -2170999.662969 + Penalty 1938.605084 = -2169061.057884 nChanged 11 SP:Iteration 111Q (502.537520 sec): 3 clusters Score: Raw -2171000.280458 + Penalty 1938.605084 = -2169061.675374 nChanged 5 SP:Iteration 112Q (502.613132 sec): 3 clusters Score: Raw -2171000.552836 + Penalty 1938.605084 = -2169061.947751 nChanged 6 SP:Iteration 113Q (502.688094 sec): 3 clusters Score: Raw -2171000.878608 + Penalty 1938.605084 = -2169062.273524 nChanged 7 SP:Iteration 114Q (502.762021 sec): 3 clusters Score: Raw -2171001.593239 + Penalty 1938.605084 = -2169062.988154 nChanged 7 SP:Iteration 115Q (502.838507 sec): 3 clusters Score: Raw -2171002.177360 + Penalty 1938.605084 = -2169063.572276 nChanged 8 SP:Iteration 116Q (502.913207 sec): 3 clusters Score: Raw -2171002.713455 + Penalty 1938.605084 = -2169064.108370 nChanged 3 SP:Iteration 117Q (502.989070 sec): 3 clusters Score: Raw -2171002.852845 + Penalty 1938.605084 = -2169064.247761 nChanged 3 SP:Iteration 118Q (503.046921 sec): 3 clusters Score: Raw -2171002.968815 + Penalty 1938.605084 = -2169064.363731 nChanged 1 SP:Iteration 119Q (503.131793 sec): 3 clusters Score: Raw -2171003.017198 + Penalty 1938.605084 = -2169064.412114 nChanged 1 SP:Iteration 120F (503.211497 sec): 3 clusters Score: Raw -2171003.103599 + Penalty 1938.605084 = -2169064.498515 nChanged 1 SP:Iteration 121Q (503.285919 sec): 3 clusters Score: Raw -2171003.120901 + Penalty 1938.605084 = -2169064.515817 nChanged 0 SP:Iteration 122F (503.365201 sec): 3 clusters Score: Raw -2171003.120901 + Penalty 1938.605084 = -2169064.515817 nChanged 0 Trying to split cluster 16 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.393029 sec): 2 clusters Score: Raw -70806.984896 + Penalty 647.589909 = -70159.394987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.429806 sec): 3 clusters Score: Raw -70437.698319 + Penalty 1295.179817 = -69142.518502 nChanged 339 SP:Iteration 1F (503.481589 sec): 3 clusters Score: Raw -70715.368173 + Penalty 1295.179817 = -69420.188356 nChanged 80 SP:Iteration 2F (503.532017 sec): 3 clusters Score: Raw -70788.445931 + Penalty 1295.179817 = -69493.266113 nChanged 41 SP:Iteration 3Q (503.578541 sec): 3 clusters Score: Raw -70825.002584 + Penalty 1295.179817 = -69529.822767 nChanged 26 SP:Iteration 4Q (503.621943 sec): 3 clusters Score: Raw -70848.044681 + Penalty 1295.179817 = -69552.864863 nChanged 20 SP:Iteration 5Q (503.679445 sec): 3 clusters Score: Raw -70868.629337 + Penalty 1295.179817 = -69573.449520 nChanged 23 SP:Iteration 6Q (503.725307 sec): 3 clusters Score: Raw -70892.441275 + Penalty 1295.179817 = -69597.261458 nChanged 23 SP:Iteration 7Q (503.767776 sec): 3 clusters Score: Raw -70918.342234 + Penalty 1295.179817 = -69623.162417 nChanged 22 SP:Iteration 8Q (503.814728 sec): 3 clusters Score: Raw -70941.260401 + Penalty 1295.179817 = -69646.080583 nChanged 18 SP:Iteration 9Q (503.862610 sec): 3 clusters Score: Raw -70962.849066 + Penalty 1295.179817 = -69667.669249 nChanged 18 SP:Iteration 10Q (503.905560 sec): 3 clusters Score: Raw -70982.975085 + Penalty 1295.179817 = -69687.795267 nChanged 18 SP:Iteration 11Q (503.949363 sec): 3 clusters Score: Raw -71003.768231 + Penalty 1295.179817 = -69708.588413 nChanged 13 SP:Iteration 12Q (503.991026 sec): 3 clusters Score: Raw -71015.472048 + Penalty 1295.179817 = -69720.292230 nChanged 10 SP:Iteration 13Q (504.035821 sec): 3 clusters Score: Raw -71022.564063 + Penalty 1295.179817 = -69727.384246 nChanged 6 SP:Iteration 14Q (504.078160 sec): 3 clusters Score: Raw -71027.985082 + Penalty 1295.179817 = -69732.805264 nChanged 6 SP:Iteration 15Q (504.121678 sec): 3 clusters Score: Raw -71032.879600 + Penalty 1295.179817 = -69737.699782 nChanged 5 SP:Iteration 16Q (504.169125 sec): 3 clusters Score: Raw -71038.570768 + Penalty 1295.179817 = -69743.390950 nChanged 3 SP:Iteration 17Q (504.216045 sec): 3 clusters Score: Raw -71040.558686 + Penalty 1295.179817 = -69745.378869 nChanged 3 SP:Iteration 18Q (504.252657 sec): 3 clusters Score: Raw -71046.053211 + Penalty 1295.179817 = -69750.873394 nChanged 4 SP:Iteration 19Q (504.310702 sec): 3 clusters Score: Raw -71050.438614 + Penalty 1295.179817 = -69755.258797 nChanged 3 SP:Iteration 20F (504.356422 sec): 3 clusters Score: Raw -71053.252371 + Penalty 1295.179817 = -69758.072554 nChanged 2 SP:Iteration 21Q (504.401232 sec): 3 clusters Score: Raw -71054.484853 + Penalty 1295.179817 = -69759.305036 nChanged 2 SP:Iteration 22Q (504.433028 sec): 3 clusters Score: Raw -71055.251163 + Penalty 1295.179817 = -69760.071346 nChanged 0 SP:Iteration 23F (504.475518 sec): 3 clusters Score: Raw -71055.251163 + Penalty 1295.179817 = -69760.071346 nChanged 0 Trying to split cluster 19 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (504.500750 sec): 2 clusters Score: Raw -110837.946555 + Penalty 691.600784 = -110146.345771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (504.553507 sec): 3 clusters Score: Raw -110168.030808 + Penalty 1383.201568 = -108784.829240 nChanged 557 SP:Iteration 1F (504.595949 sec): 3 clusters Score: Raw -110485.639948 + Penalty 1383.201568 = -109102.438380 nChanged 109 SP:Iteration 2F (504.645814 sec): 3 clusters Score: Raw -110570.119928 + Penalty 1383.201568 = -109186.918360 nChanged 76 SP:Iteration 3F (504.693500 sec): 3 clusters Score: Raw -110629.742462 + Penalty 1383.201568 = -109246.540894 nChanged 66 SP:Iteration 4Q (504.740177 sec): 3 clusters Score: Raw -110670.467648 + Penalty 1383.201568 = -109287.266080 nChanged 41 SP:Iteration 5Q (504.779881 sec): 3 clusters Score: Raw -110694.817372 + Penalty 1383.201568 = -109311.615804 nChanged 31 SP:Iteration 6Q (504.840055 sec): 3 clusters Score: Raw -110719.449892 + Penalty 1383.201568 = -109336.248324 nChanged 45 SP:Iteration 7Q (504.892930 sec): 3 clusters Score: Raw -110762.997192 + Penalty 1383.201568 = -109379.795624 nChanged 49 SP:Iteration 8Q (504.944546 sec): 3 clusters Score: Raw -110828.802065 + Penalty 1383.201568 = -109445.600497 nChanged 70 SP:Iteration 9Q (504.996750 sec): 3 clusters Score: Raw -110922.470830 + Penalty 1383.201568 = -109539.269261 nChanged 71 SP:Iteration 10Q (505.045758 sec): 3 clusters Score: Raw -110985.639684 + Penalty 1383.201568 = -109602.438116 nChanged 44 SP:Iteration 11Q (505.087341 sec): 3 clusters Score: Raw -111021.160111 + Penalty 1383.201568 = -109637.958543 nChanged 41 SP:Iteration 12Q (505.137313 sec): 3 clusters Score: Raw -111063.774716 + Penalty 1383.201568 = -109680.573148 nChanged 37 SP:Iteration 13Q (505.188616 sec): 3 clusters Score: Raw -111114.235389 + Penalty 1383.201568 = -109731.033821 nChanged 33 SP:Iteration 14Q (505.232068 sec): 3 clusters Score: Raw -111145.404928 + Penalty 1383.201568 = -109762.203360 nChanged 29 SP:Iteration 15Q (505.279765 sec): 3 clusters Score: Raw -111170.273990 + Penalty 1383.201568 = -109787.072422 nChanged 30 SP:Iteration 16Q (505.320119 sec): 3 clusters Score: Raw -111201.150961 + Penalty 1383.201568 = -109817.949393 nChanged 23 SP:Iteration 17Q (505.373933 sec): 3 clusters Score: Raw -111224.382636 + Penalty 1383.201568 = -109841.181068 nChanged 16 SP:Iteration 18Q (505.426980 sec): 3 clusters Score: Raw -111234.391794 + Penalty 1383.201568 = -109851.190226 nChanged 12 SP:Iteration 19Q (505.471672 sec): 3 clusters Score: Raw -111240.254415 + Penalty 1383.201568 = -109857.052847 nChanged 8 SP:Iteration 20F (505.516376 sec): 3 clusters Score: Raw -111243.422486 + Penalty 1383.201568 = -109860.220918 nChanged 1 SP:Iteration 21Q (505.571178 sec): 3 clusters Score: Raw -111243.715963 + Penalty 1383.201568 = -109860.514395 nChanged 0 SP:Iteration 22F (505.603828 sec): 3 clusters Score: Raw -111243.715963 + Penalty 1383.201568 = -109860.514395 nChanged 0 Iteration 219Q (506.537632 sec): 18 clusters Score: Raw -15311672.048429 + Penalty 19687.956046 = -15291984.092382 nChanged 6 Iteration 220F (508.376191 sec): 18 clusters Score: Raw -15311672.093877 + Penalty 19687.956046 = -15291984.137831 nChanged 2 Iteration 221Q (509.349549 sec): 18 clusters Score: Raw -15311672.100044 + Penalty 19687.956046 = -15291984.143998 nChanged 3 Iteration 222Q (510.297348 sec): 18 clusters Score: Raw -15311672.115694 + Penalty 19687.956046 = -15291984.159648 nChanged 0 Iteration 223F (512.122172 sec): 18 clusters Score: Raw -15311672.115694 + Penalty 19687.956046 = -15291984.159648 nChanged 0 Compute initial score before splitting: Score: Raw -15311672.115694 + Penalty 19687.956046 = -15291984.159648 Trying to split cluster 1 (8080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (512.181129 sec): 2 clusters Score: Raw -598752.143323 + Penalty 854.728979 = -597897.414344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (512.235570 sec): 3 clusters Score: Raw -594033.145625 + Penalty 1709.457959 = -592323.687666 nChanged 3606 SP:Iteration 1F (512.283702 sec): 3 clusters Score: Raw -596171.063010 + Penalty 1709.457959 = -594461.605052 nChanged 611 SP:Iteration 2F (512.350758 sec): 3 clusters Score: Raw -596580.564649 + Penalty 1709.457959 = -594871.106691 nChanged 610 SP:Iteration 3F (512.405983 sec): 3 clusters Score: Raw -597037.452628 + Penalty 1709.457959 = -595327.994669 nChanged 611 SP:Iteration 4F (512.455955 sec): 3 clusters Score: Raw -597539.735434 + Penalty 1709.457959 = -595830.277475 nChanged 609 SP:Iteration 5F (512.509835 sec): 3 clusters Score: Raw -598033.868939 + Penalty 1709.457959 = -596324.410980 nChanged 542 SP:Iteration 6F (512.568000 sec): 3 clusters Score: Raw -598419.118973 + Penalty 1709.457959 = -596709.661014 nChanged 382 SP:Iteration 7Q (512.623226 sec): 3 clusters Score: Raw -598632.966230 + Penalty 1709.457959 = -596923.508271 nChanged 258 SP:Iteration 8Q (512.681639 sec): 3 clusters Score: Raw -598733.358911 + Penalty 1709.457959 = -597023.900952 nChanged 173 SP:Iteration 9Q (512.738257 sec): 3 clusters Score: Raw -598785.026200 + Penalty 1709.457959 = -597075.568241 nChanged 108 SP:Iteration 10Q (512.802375 sec): 3 clusters Score: Raw -598811.909897 + Penalty 1709.457959 = -597102.451938 nChanged 98 SP:Iteration 11Q (512.848666 sec): 3 clusters Score: Raw -598834.141356 + Penalty 1709.457959 = -597124.683397 nChanged 76 SP:Iteration 12Q (512.909959 sec): 3 clusters Score: Raw -598854.600123 + Penalty 1709.457959 = -597145.142164 nChanged 81 SP:Iteration 13Q (512.969045 sec): 3 clusters Score: Raw -598875.991938 + Penalty 1709.457959 = -597166.533979 nChanged 73 SP:Iteration 14Q (513.027046 sec): 3 clusters Score: Raw -598894.093387 + Penalty 1709.457959 = -597184.635428 nChanged 91 SP:Iteration 15Q (513.083461 sec): 3 clusters Score: Raw -598916.469892 + Penalty 1709.457959 = -597207.011933 nChanged 78 SP:Iteration 16Q (513.138422 sec): 3 clusters Score: Raw -598934.882100 + Penalty 1709.457959 = -597225.424141 nChanged 76 SP:Iteration 17Q (513.198987 sec): 3 clusters Score: Raw -598953.992308 + Penalty 1709.457959 = -597244.534349 nChanged 78 SP:Iteration 18Q (513.241295 sec): 3 clusters Score: Raw -598971.855521 + Penalty 1709.457959 = -597262.397562 nChanged 76 SP:Iteration 19Q (513.300792 sec): 3 clusters Score: Raw -598988.888969 + Penalty 1709.457959 = -597279.431010 nChanged 72 SP:Iteration 20F (513.361214 sec): 3 clusters Score: Raw -599008.938876 + Penalty 1709.457959 = -597299.480917 nChanged 81 SP:Iteration 21Q (513.413112 sec): 3 clusters Score: Raw -599034.677397 + Penalty 1709.457959 = -597325.219438 nChanged 92 SP:Iteration 22Q (513.475642 sec): 3 clusters Score: Raw -599063.814917 + Penalty 1709.457959 = -597354.356958 nChanged 75 SP:Iteration 23Q (513.525312 sec): 3 clusters Score: Raw -599087.151912 + Penalty 1709.457959 = -597377.693953 nChanged 85 SP:Iteration 24Q (513.585431 sec): 3 clusters Score: Raw -599113.994158 + Penalty 1709.457959 = -597404.536199 nChanged 79 SP:Iteration 25Q (513.636721 sec): 3 clusters Score: Raw -599139.914603 + Penalty 1709.457959 = -597430.456644 nChanged 75 SP:Iteration 26Q (513.699799 sec): 3 clusters Score: Raw -599167.705245 + Penalty 1709.457959 = -597458.247286 nChanged 84 SP:Iteration 27Q (513.751607 sec): 3 clusters Score: Raw -599205.973015 + Penalty 1709.457959 = -597496.515056 nChanged 81 SP:Iteration 28Q (513.819070 sec): 3 clusters Score: Raw -599262.905449 + Penalty 1709.457959 = -597553.447490 nChanged 91 SP:Iteration 29Q (513.864193 sec): 3 clusters Score: Raw -599321.137399 + Penalty 1709.457959 = -597611.679441 nChanged 79 SP:Iteration 30Q (513.923845 sec): 3 clusters Score: Raw -599365.314169 + Penalty 1709.457959 = -597655.856210 nChanged 73 SP:Iteration 31Q (513.973459 sec): 3 clusters Score: Raw -599402.247250 + Penalty 1709.457959 = -597692.789291 nChanged 52 SP:Iteration 32Q (514.028329 sec): 3 clusters Score: Raw -599429.364644 + Penalty 1709.457959 = -597719.906685 nChanged 45 SP:Iteration 33Q (514.085251 sec): 3 clusters Score: Raw -599448.690779 + Penalty 1709.457959 = -597739.232820 nChanged 25 SP:Iteration 34Q (514.140260 sec): 3 clusters Score: Raw -599458.129618 + Penalty 1709.457959 = -597748.671659 nChanged 19 SP:Iteration 35Q (514.193880 sec): 3 clusters Score: Raw -599464.766439 + Penalty 1709.457959 = -597755.308480 nChanged 20 SP:Iteration 36Q (514.248403 sec): 3 clusters Score: Raw -599472.413327 + Penalty 1709.457959 = -597762.955368 nChanged 11 SP:Iteration 37Q (514.307610 sec): 3 clusters Score: Raw -599476.653436 + Penalty 1709.457959 = -597767.195477 nChanged 11 SP:Iteration 38Q (514.367089 sec): 3 clusters Score: Raw -599484.422866 + Penalty 1709.457959 = -597774.964907 nChanged 15 SP:Iteration 39Q (514.413808 sec): 3 clusters Score: Raw -599491.356212 + Penalty 1709.457959 = -597781.898253 nChanged 18 SP:Iteration 40F (514.476545 sec): 3 clusters Score: Raw -599497.772236 + Penalty 1709.457959 = -597788.314278 nChanged 14 SP:Iteration 41Q (514.536632 sec): 3 clusters Score: Raw -599502.065994 + Penalty 1709.457959 = -597792.608035 nChanged 10 SP:Iteration 42Q (514.582069 sec): 3 clusters Score: Raw -599504.282941 + Penalty 1709.457959 = -597794.824982 nChanged 5 SP:Iteration 43Q (514.648979 sec): 3 clusters Score: Raw -599505.220352 + Penalty 1709.457959 = -597795.762393 nChanged 4 SP:Iteration 44Q (514.693067 sec): 3 clusters Score: Raw -599506.115037 + Penalty 1709.457959 = -597796.657078 nChanged 5 SP:Iteration 45Q (514.754131 sec): 3 clusters Score: Raw -599507.069861 + Penalty 1709.457959 = -597797.611902 nChanged 5 SP:Iteration 46Q (514.813032 sec): 3 clusters Score: Raw -599508.254568 + Penalty 1709.457959 = -597798.796609 nChanged 6 SP:Iteration 47Q (514.870899 sec): 3 clusters Score: Raw -599509.740395 + Penalty 1709.457959 = -597800.282436 nChanged 7 SP:Iteration 48Q (514.925305 sec): 3 clusters Score: Raw -599512.262909 + Penalty 1709.457959 = -597802.804950 nChanged 8 SP:Iteration 49Q (514.971688 sec): 3 clusters Score: Raw -599513.409787 + Penalty 1709.457959 = -597803.951828 nChanged 6 SP:Iteration 50Q (515.028542 sec): 3 clusters Score: Raw -599515.523533 + Penalty 1709.457959 = -597806.065575 nChanged 8 SP:Iteration 51Q (515.083769 sec): 3 clusters Score: Raw -599519.017084 + Penalty 1709.457959 = -597809.559125 nChanged 6 SP:Iteration 52Q (515.151534 sec): 3 clusters Score: Raw -599521.526260 + Penalty 1709.457959 = -597812.068301 nChanged 12 SP:Iteration 53Q (515.197382 sec): 3 clusters Score: Raw -599525.275340 + Penalty 1709.457959 = -597815.817381 nChanged 7 SP:Iteration 54Q (515.258142 sec): 3 clusters Score: Raw -599527.529202 + Penalty 1709.457959 = -597818.071243 nChanged 5 SP:Iteration 55Q (515.311597 sec): 3 clusters Score: Raw -599529.226483 + Penalty 1709.457959 = -597819.768524 nChanged 5 SP:Iteration 56Q (515.379778 sec): 3 clusters Score: Raw -599530.431793 + Penalty 1709.457959 = -597820.973834 nChanged 2 SP:Iteration 57Q (515.430606 sec): 3 clusters Score: Raw -599530.721333 + Penalty 1709.457959 = -597821.263374 nChanged 1 SP:Iteration 58Q (515.486150 sec): 3 clusters Score: Raw -599530.837941 + Penalty 1709.457959 = -597821.379983 nChanged 1 SP:Iteration 59Q (515.540055 sec): 3 clusters Score: Raw -599530.900618 + Penalty 1709.457959 = -597821.442659 nChanged 1 SP:Iteration 60F (515.599825 sec): 3 clusters Score: Raw -599530.954153 + Penalty 1709.457959 = -597821.496195 nChanged 0 Trying to split cluster 2 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.615759 sec): 2 clusters Score: Raw -36516.557415 + Penalty 588.079964 = -35928.477452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.660803 sec): 3 clusters Score: Raw -36389.302159 + Penalty 1176.159927 = -35213.142232 nChanged 127 SP:Iteration 1F (515.719493 sec): 3 clusters Score: Raw -36510.699771 + Penalty 1176.159927 = -35334.539844 nChanged 39 SP:Iteration 2F (515.756974 sec): 3 clusters Score: Raw -36561.399406 + Penalty 1176.159927 = -35385.239479 nChanged 23 SP:Iteration 3Q (515.807458 sec): 3 clusters Score: Raw -36588.719400 + Penalty 1176.159927 = -35412.559473 nChanged 13 SP:Iteration 4Q (515.857796 sec): 3 clusters Score: Raw -36600.674469 + Penalty 1176.159927 = -35424.514542 nChanged 7 SP:Iteration 5Q (515.908165 sec): 3 clusters Score: Raw -36610.186075 + Penalty 1176.159927 = -35434.026148 nChanged 1 SP:Iteration 6Q (515.954987 sec): 3 clusters Score: Raw -36610.795059 + Penalty 1176.159927 = -35434.635132 nChanged 1 SP:Iteration 7Q (516.004103 sec): 3 clusters Score: Raw -36612.280334 + Penalty 1176.159927 = -35436.120407 nChanged 2 SP:Iteration 8Q (516.060887 sec): 3 clusters Score: Raw -36613.102557 + Penalty 1176.159927 = -35436.942630 nChanged 1 SP:Iteration 9Q (516.110788 sec): 3 clusters Score: Raw -36614.128099 + Penalty 1176.159927 = -35437.968172 nChanged 2 SP:Iteration 10Q (516.156841 sec): 3 clusters Score: Raw -36615.049835 + Penalty 1176.159927 = -35438.889908 nChanged 3 SP:Iteration 11Q (516.199007 sec): 3 clusters Score: Raw -36616.816556 + Penalty 1176.159927 = -35440.656629 nChanged 2 SP:Iteration 12Q (516.242720 sec): 3 clusters Score: Raw -36618.547218 + Penalty 1176.159927 = -35442.387291 nChanged 2 SP:Iteration 13Q (516.284237 sec): 3 clusters Score: Raw -36619.208197 + Penalty 1176.159927 = -35443.048270 nChanged 0 SP:Iteration 14F (516.325299 sec): 3 clusters Score: Raw -36619.208197 + Penalty 1176.159927 = -35443.048270 nChanged 0 Trying to split cluster 3 (20492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (516.366731 sec): 2 clusters Score: Raw -1679397.393257 + Penalty 943.140035 = -1678454.253222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (516.430652 sec): 3 clusters Score: Raw -1666587.042278 + Penalty 1886.280071 = -1664700.762208 nChanged 9417 SP:Iteration 1F (516.513084 sec): 3 clusters Score: Raw -1672520.116995 + Penalty 1886.280071 = -1670633.836924 nChanged 1490 SP:Iteration 2F (516.586272 sec): 3 clusters Score: Raw -1673592.818505 + Penalty 1886.280071 = -1671706.538435 nChanged 1708 SP:Iteration 3F (516.661914 sec): 3 clusters Score: Raw -1675050.729159 + Penalty 1886.280071 = -1673164.449088 nChanged 1660 SP:Iteration 4F (516.735042 sec): 3 clusters Score: Raw -1676549.881074 + Penalty 1886.280071 = -1674663.601004 nChanged 1315 SP:Iteration 5F (516.808230 sec): 3 clusters Score: Raw -1677663.690064 + Penalty 1886.280071 = -1675777.409994 nChanged 896 SP:Iteration 6Q (516.878648 sec): 3 clusters Score: Raw -1678283.967748 + Penalty 1886.280071 = -1676397.687677 nChanged 548 SP:Iteration 7Q (516.947517 sec): 3 clusters Score: Raw -1678609.663142 + Penalty 1886.280071 = -1676723.383071 nChanged 383 SP:Iteration 8Q (517.022596 sec): 3 clusters Score: Raw -1678793.052073 + Penalty 1886.280071 = -1676906.772003 nChanged 285 SP:Iteration 9Q (517.090787 sec): 3 clusters Score: Raw -1678918.843979 + Penalty 1886.280071 = -1677032.563908 nChanged 229 SP:Iteration 10Q (517.148050 sec): 3 clusters Score: Raw -1679021.840420 + Penalty 1886.280071 = -1677135.560349 nChanged 222 SP:Iteration 11Q (517.222145 sec): 3 clusters Score: Raw -1679123.448653 + Penalty 1886.280071 = -1677237.168583 nChanged 207 SP:Iteration 12Q (517.288174 sec): 3 clusters Score: Raw -1679221.811467 + Penalty 1886.280071 = -1677335.531396 nChanged 197 SP:Iteration 13Q (517.358017 sec): 3 clusters Score: Raw -1679309.918790 + Penalty 1886.280071 = -1677423.638719 nChanged 192 SP:Iteration 14Q (517.434434 sec): 3 clusters Score: Raw -1679398.731455 + Penalty 1886.280071 = -1677512.451384 nChanged 183 SP:Iteration 15Q (517.505653 sec): 3 clusters Score: Raw -1679499.271639 + Penalty 1886.280071 = -1677612.991569 nChanged 174 SP:Iteration 16Q (517.575381 sec): 3 clusters Score: Raw -1679601.167740 + Penalty 1886.280071 = -1677714.887669 nChanged 153 SP:Iteration 17Q (517.645681 sec): 3 clusters Score: Raw -1679681.641770 + Penalty 1886.280071 = -1677795.361700 nChanged 119 SP:Iteration 18Q (517.712125 sec): 3 clusters Score: Raw -1679735.329310 + Penalty 1886.280071 = -1677849.049239 nChanged 88 SP:Iteration 19Q (517.778716 sec): 3 clusters Score: Raw -1679767.375194 + Penalty 1886.280071 = -1677881.095124 nChanged 67 SP:Iteration 20F (517.852005 sec): 3 clusters Score: Raw -1679787.330025 + Penalty 1886.280071 = -1677901.049955 nChanged 56 SP:Iteration 21Q (517.923016 sec): 3 clusters Score: Raw -1679801.869512 + Penalty 1886.280071 = -1677915.589441 nChanged 59 SP:Iteration 22Q (517.990156 sec): 3 clusters Score: Raw -1679817.929872 + Penalty 1886.280071 = -1677931.649801 nChanged 59 SP:Iteration 23Q (518.060847 sec): 3 clusters Score: Raw -1679834.066964 + Penalty 1886.280071 = -1677947.786893 nChanged 57 SP:Iteration 24Q (518.130497 sec): 3 clusters Score: Raw -1679851.015943 + Penalty 1886.280071 = -1677964.735872 nChanged 62 SP:Iteration 25Q (518.186844 sec): 3 clusters Score: Raw -1679868.930700 + Penalty 1886.280071 = -1677982.650629 nChanged 48 SP:Iteration 26Q (518.255937 sec): 3 clusters Score: Raw -1679879.658988 + Penalty 1886.280071 = -1677993.378917 nChanged 49 SP:Iteration 27Q (518.336389 sec): 3 clusters Score: Raw -1679889.222765 + Penalty 1886.280071 = -1678002.942694 nChanged 40 SP:Iteration 28Q (518.391133 sec): 3 clusters Score: Raw -1679897.925685 + Penalty 1886.280071 = -1678011.645614 nChanged 37 SP:Iteration 29Q (518.468051 sec): 3 clusters Score: Raw -1679904.934502 + Penalty 1886.280071 = -1678018.654431 nChanged 27 SP:Iteration 30Q (518.525076 sec): 3 clusters Score: Raw -1679910.062225 + Penalty 1886.280071 = -1678023.782155 nChanged 27 SP:Iteration 31Q (518.597362 sec): 3 clusters Score: Raw -1679917.521566 + Penalty 1886.280071 = -1678031.241495 nChanged 24 SP:Iteration 32Q (518.654995 sec): 3 clusters Score: Raw -1679922.897445 + Penalty 1886.280071 = -1678036.617375 nChanged 27 SP:Iteration 33Q (518.732017 sec): 3 clusters Score: Raw -1679928.801928 + Penalty 1886.280071 = -1678042.521858 nChanged 29 SP:Iteration 34Q (518.788626 sec): 3 clusters Score: Raw -1679939.000504 + Penalty 1886.280071 = -1678052.720433 nChanged 31 SP:Iteration 35Q (518.857347 sec): 3 clusters Score: Raw -1679947.061771 + Penalty 1886.280071 = -1678060.781701 nChanged 29 SP:Iteration 36Q (518.927834 sec): 3 clusters Score: Raw -1679954.113791 + Penalty 1886.280071 = -1678067.833721 nChanged 27 SP:Iteration 37Q (519.006060 sec): 3 clusters Score: Raw -1679960.327733 + Penalty 1886.280071 = -1678074.047662 nChanged 14 SP:Iteration 38Q (519.073360 sec): 3 clusters Score: Raw -1679962.456919 + Penalty 1886.280071 = -1678076.176848 nChanged 17 SP:Iteration 39Q (519.138522 sec): 3 clusters Score: Raw -1679965.134862 + Penalty 1886.280071 = -1678078.854792 nChanged 16 SP:Iteration 40F (519.205856 sec): 3 clusters Score: Raw -1679968.111513 + Penalty 1886.280071 = -1678081.831442 nChanged 9 SP:Iteration 41Q (519.264217 sec): 3 clusters Score: Raw -1679969.585977 + Penalty 1886.280071 = -1678083.305906 nChanged 7 SP:Iteration 42Q (519.339407 sec): 3 clusters Score: Raw -1679970.599041 + Penalty 1886.280071 = -1678084.318971 nChanged 2 SP:Iteration 43Q (519.400537 sec): 3 clusters Score: Raw -1679970.728398 + Penalty 1886.280071 = -1678084.448327 nChanged 0 SP:Iteration 44F (519.477808 sec): 3 clusters Score: Raw -1679970.728398 + Penalty 1886.280071 = -1678084.448327 nChanged 0 Trying to split cluster 4 (8369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (519.518509 sec): 2 clusters Score: Raw -649554.807261 + Penalty 858.067520 = -648696.739742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (519.572241 sec): 3 clusters Score: Raw -644591.520460 + Penalty 1716.135040 = -642875.385420 nChanged 3739 SP:Iteration 1F (519.635961 sec): 3 clusters Score: Raw -646718.991367 + Penalty 1716.135040 = -645002.856328 nChanged 524 SP:Iteration 2F (519.693874 sec): 3 clusters Score: Raw -646980.550559 + Penalty 1716.135040 = -645264.415520 nChanged 511 SP:Iteration 3F (519.742272 sec): 3 clusters Score: Raw -647216.344488 + Penalty 1716.135040 = -645500.209449 nChanged 435 SP:Iteration 4F (519.810001 sec): 3 clusters Score: Raw -647413.006538 + Penalty 1716.135040 = -645696.871498 nChanged 385 SP:Iteration 5Q (519.867445 sec): 3 clusters Score: Raw -647608.184618 + Penalty 1716.135040 = -645892.049578 nChanged 414 SP:Iteration 6Q (519.929574 sec): 3 clusters Score: Raw -647847.268292 + Penalty 1716.135040 = -646131.133252 nChanged 376 SP:Iteration 7Q (519.990716 sec): 3 clusters Score: Raw -648145.299390 + Penalty 1716.135040 = -646429.164351 nChanged 380 SP:Iteration 8Q (520.045095 sec): 3 clusters Score: Raw -648452.529893 + Penalty 1716.135040 = -646736.394854 nChanged 355 SP:Iteration 9Q (520.096895 sec): 3 clusters Score: Raw -648708.596780 + Penalty 1716.135040 = -646992.461741 nChanged 258 SP:Iteration 10Q (520.164521 sec): 3 clusters Score: Raw -648847.156148 + Penalty 1716.135040 = -647131.021108 nChanged 161 SP:Iteration 11Q (520.224291 sec): 3 clusters Score: Raw -648930.263919 + Penalty 1716.135040 = -647214.128879 nChanged 146 SP:Iteration 12Q (520.282989 sec): 3 clusters Score: Raw -649008.551906 + Penalty 1716.135040 = -647292.416867 nChanged 124 SP:Iteration 13Q (520.337729 sec): 3 clusters Score: Raw -649072.994018 + Penalty 1716.135040 = -647356.858979 nChanged 105 SP:Iteration 14Q (520.385610 sec): 3 clusters Score: Raw -649123.143640 + Penalty 1716.135040 = -647407.008601 nChanged 104 SP:Iteration 15Q (520.446388 sec): 3 clusters Score: Raw -649175.184887 + Penalty 1716.135040 = -647459.049847 nChanged 94 SP:Iteration 16Q (520.505510 sec): 3 clusters Score: Raw -649215.143056 + Penalty 1716.135040 = -647499.008017 nChanged 80 SP:Iteration 17Q (520.558642 sec): 3 clusters Score: Raw -649243.789811 + Penalty 1716.135040 = -647527.654771 nChanged 73 SP:Iteration 18Q (520.606285 sec): 3 clusters Score: Raw -649266.268779 + Penalty 1716.135040 = -647550.133739 nChanged 66 SP:Iteration 19Q (520.668850 sec): 3 clusters Score: Raw -649290.256654 + Penalty 1716.135040 = -647574.121614 nChanged 65 SP:Iteration 20F (520.721588 sec): 3 clusters Score: Raw -649313.210229 + Penalty 1716.135040 = -647597.075189 nChanged 66 SP:Iteration 21Q (520.777626 sec): 3 clusters Score: Raw -649340.173754 + Penalty 1716.135040 = -647624.038715 nChanged 67 SP:Iteration 22Q (520.835440 sec): 3 clusters Score: Raw -649363.430082 + Penalty 1716.135040 = -647647.295043 nChanged 45 SP:Iteration 23Q (520.882382 sec): 3 clusters Score: Raw -649373.806404 + Penalty 1716.135040 = -647657.671364 nChanged 28 SP:Iteration 24Q (520.943552 sec): 3 clusters Score: Raw -649380.396694 + Penalty 1716.135040 = -647664.261655 nChanged 21 SP:Iteration 25Q (520.996835 sec): 3 clusters Score: Raw -649383.834958 + Penalty 1716.135040 = -647667.699919 nChanged 14 SP:Iteration 26Q (521.065232 sec): 3 clusters Score: Raw -649386.540152 + Penalty 1716.135040 = -647670.405112 nChanged 10 SP:Iteration 27Q (521.108459 sec): 3 clusters Score: Raw -649388.381621 + Penalty 1716.135040 = -647672.246581 nChanged 11 SP:Iteration 28Q (521.163104 sec): 3 clusters Score: Raw -649390.864104 + Penalty 1716.135040 = -647674.729064 nChanged 18 SP:Iteration 29Q (521.227213 sec): 3 clusters Score: Raw -649395.501004 + Penalty 1716.135040 = -647679.365965 nChanged 27 SP:Iteration 30Q (521.280757 sec): 3 clusters Score: Raw -649402.369103 + Penalty 1716.135040 = -647686.234064 nChanged 24 SP:Iteration 31Q (521.336858 sec): 3 clusters Score: Raw -649408.821058 + Penalty 1716.135040 = -647692.686019 nChanged 19 SP:Iteration 32Q (521.380188 sec): 3 clusters Score: Raw -649413.330125 + Penalty 1716.135040 = -647697.195085 nChanged 19 SP:Iteration 33Q (521.441690 sec): 3 clusters Score: Raw -649417.401340 + Penalty 1716.135040 = -647701.266300 nChanged 28 SP:Iteration 34Q (521.491314 sec): 3 clusters Score: Raw -649422.078765 + Penalty 1716.135040 = -647705.943725 nChanged 18 SP:Iteration 35Q (521.550989 sec): 3 clusters Score: Raw -649425.183029 + Penalty 1716.135040 = -647709.047989 nChanged 21 SP:Iteration 36Q (521.593845 sec): 3 clusters Score: Raw -649431.158465 + Penalty 1716.135040 = -647715.023425 nChanged 29 SP:Iteration 37Q (521.645990 sec): 3 clusters Score: Raw -649438.971558 + Penalty 1716.135040 = -647722.836518 nChanged 28 SP:Iteration 38Q (521.697870 sec): 3 clusters Score: Raw -649446.975655 + Penalty 1716.135040 = -647730.840616 nChanged 27 SP:Iteration 39Q (521.755690 sec): 3 clusters Score: Raw -649456.135304 + Penalty 1716.135040 = -647740.000264 nChanged 26 SP:Iteration 40F (521.814144 sec): 3 clusters Score: Raw -649465.208631 + Penalty 1716.135040 = -647749.073592 nChanged 25 SP:Iteration 41Q (521.871546 sec): 3 clusters Score: Raw -649472.429568 + Penalty 1716.135040 = -647756.294529 nChanged 30 SP:Iteration 42Q (521.929541 sec): 3 clusters Score: Raw -649481.409029 + Penalty 1716.135040 = -647765.273989 nChanged 28 SP:Iteration 43Q (521.981287 sec): 3 clusters Score: Raw -649487.926993 + Penalty 1716.135040 = -647771.791954 nChanged 14 SP:Iteration 44Q (522.036743 sec): 3 clusters Score: Raw -649490.906136 + Penalty 1716.135040 = -647774.771097 nChanged 20 SP:Iteration 45Q (522.080951 sec): 3 clusters Score: Raw -649497.034738 + Penalty 1716.135040 = -647780.899699 nChanged 22 SP:Iteration 46Q (522.143654 sec): 3 clusters Score: Raw -649501.836744 + Penalty 1716.135040 = -647785.701705 nChanged 15 SP:Iteration 47Q (522.201156 sec): 3 clusters Score: Raw -649504.363279 + Penalty 1716.135040 = -647788.228239 nChanged 8 SP:Iteration 48Q (522.254283 sec): 3 clusters Score: Raw -649505.560562 + Penalty 1716.135040 = -647789.425523 nChanged 10 SP:Iteration 49Q (522.299604 sec): 3 clusters Score: Raw -649508.443258 + Penalty 1716.135040 = -647792.308219 nChanged 15 SP:Iteration 50Q (522.355255 sec): 3 clusters Score: Raw -649512.523752 + Penalty 1716.135040 = -647796.388712 nChanged 9 SP:Iteration 51Q (522.410400 sec): 3 clusters Score: Raw -649514.655928 + Penalty 1716.135040 = -647798.520888 nChanged 7 SP:Iteration 52Q (522.469675 sec): 3 clusters Score: Raw -649515.901229 + Penalty 1716.135040 = -647799.766190 nChanged 6 SP:Iteration 53Q (522.532877 sec): 3 clusters Score: Raw -649517.804739 + Penalty 1716.135040 = -647801.669700 nChanged 8 SP:Iteration 54Q (522.585758 sec): 3 clusters Score: Raw -649519.874560 + Penalty 1716.135040 = -647803.739521 nChanged 13 SP:Iteration 55Q (522.645376 sec): 3 clusters Score: Raw -649523.738349 + Penalty 1716.135040 = -647807.603309 nChanged 15 SP:Iteration 56Q (522.696534 sec): 3 clusters Score: Raw -649527.871519 + Penalty 1716.135040 = -647811.736479 nChanged 17 SP:Iteration 57Q (522.753605 sec): 3 clusters Score: Raw -649532.517940 + Penalty 1716.135040 = -647816.382900 nChanged 10 SP:Iteration 58Q (522.808438 sec): 3 clusters Score: Raw -649535.310394 + Penalty 1716.135040 = -647819.175355 nChanged 9 SP:Iteration 59Q (522.870511 sec): 3 clusters Score: Raw -649537.924029 + Penalty 1716.135040 = -647821.788990 nChanged 11 SP:Iteration 60F (522.928764 sec): 3 clusters Score: Raw -649541.836905 + Penalty 1716.135040 = -647825.701866 nChanged 8 SP:Iteration 61Q (522.985215 sec): 3 clusters Score: Raw -649544.540542 + Penalty 1716.135040 = -647828.405502 nChanged 7 SP:Iteration 62Q (523.026300 sec): 3 clusters Score: Raw -649547.423057 + Penalty 1716.135040 = -647831.288017 nChanged 6 SP:Iteration 63Q (523.076853 sec): 3 clusters Score: Raw -649549.097710 + Penalty 1716.135040 = -647832.962671 nChanged 6 SP:Iteration 64Q (523.128159 sec): 3 clusters Score: Raw -649550.401908 + Penalty 1716.135040 = -647834.266869 nChanged 3 SP:Iteration 65Q (523.178227 sec): 3 clusters Score: Raw -649550.930622 + Penalty 1716.135040 = -647834.795583 nChanged 2 SP:Iteration 66Q (523.229132 sec): 3 clusters Score: Raw -649551.146352 + Penalty 1716.135040 = -647835.011312 nChanged 0 SP:Iteration 67F (523.292689 sec): 3 clusters Score: Raw -649551.146352 + Penalty 1716.135040 = -647835.011312 nChanged 0 Trying to split cluster 5 (63465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (523.373128 sec): 2 clusters Score: Raw -5084295.703501 + Penalty 1050.533166 = -5083245.170336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (523.502476 sec): 3 clusters Score: Raw -5042811.857549 + Penalty 2101.066332 = -5040710.791217 nChanged 30393 SP:Iteration 1F (523.612160 sec): 3 clusters Score: Raw -5061334.651456 + Penalty 2101.066332 = -5059233.585124 nChanged 2872 SP:Iteration 2Q (523.748506 sec): 3 clusters Score: Raw -5062334.620157 + Penalty 2101.066332 = -5060233.553825 nChanged 2996 SP:Iteration 3Q (523.873558 sec): 3 clusters Score: Raw -5063645.962860 + Penalty 2101.066332 = -5061544.896528 nChanged 3347 SP:Iteration 4F (523.990240 sec): 3 clusters Score: Raw -5065434.150454 + Penalty 2101.066332 = -5063333.084123 nChanged 3645 SP:Iteration 5F (524.118754 sec): 3 clusters Score: Raw -5067851.633944 + Penalty 2101.066332 = -5065750.567613 nChanged 3948 SP:Iteration 6F (524.236002 sec): 3 clusters Score: Raw -5070848.368312 + Penalty 2101.066332 = -5068747.301980 nChanged 3893 SP:Iteration 7F (524.354012 sec): 3 clusters Score: Raw -5073481.279104 + Penalty 2101.066332 = -5071380.212773 nChanged 3026 SP:Iteration 8Q (524.479122 sec): 3 clusters Score: Raw -5074884.290067 + Penalty 2101.066332 = -5072783.223735 nChanged 1869 SP:Iteration 9Q (524.608515 sec): 3 clusters Score: Raw -5075431.952517 + Penalty 2101.066332 = -5073330.886185 nChanged 1136 SP:Iteration 10Q (524.736633 sec): 3 clusters Score: Raw -5075694.440467 + Penalty 2101.066332 = -5073593.374135 nChanged 879 SP:Iteration 11Q (524.855198 sec): 3 clusters Score: Raw -5075925.518554 + Penalty 2101.066332 = -5073824.452222 nChanged 811 SP:Iteration 12Q (524.980937 sec): 3 clusters Score: Raw -5076130.979121 + Penalty 2101.066332 = -5074029.912789 nChanged 760 SP:Iteration 13Q (525.102843 sec): 3 clusters Score: Raw -5076319.168374 + Penalty 2101.066332 = -5074218.102042 nChanged 723 SP:Iteration 14Q (525.218059 sec): 3 clusters Score: Raw -5076495.565951 + Penalty 2101.066332 = -5074394.499619 nChanged 740 SP:Iteration 15Q (525.343426 sec): 3 clusters Score: Raw -5076670.139525 + Penalty 2101.066332 = -5074569.073193 nChanged 754 SP:Iteration 16Q (525.464096 sec): 3 clusters Score: Raw -5076855.823338 + Penalty 2101.066332 = -5074754.757006 nChanged 730 SP:Iteration 17Q (525.580890 sec): 3 clusters Score: Raw -5077020.883649 + Penalty 2101.066332 = -5074919.817317 nChanged 736 SP:Iteration 18Q (525.705284 sec): 3 clusters Score: Raw -5077195.609705 + Penalty 2101.066332 = -5075094.543374 nChanged 778 SP:Iteration 19Q (525.825625 sec): 3 clusters Score: Raw -5077379.334741 + Penalty 2101.066332 = -5075278.268409 nChanged 802 SP:Iteration 20F (525.955120 sec): 3 clusters Score: Raw -5077582.179002 + Penalty 2101.066332 = -5075481.112671 nChanged 813 SP:Iteration 21Q (526.078044 sec): 3 clusters Score: Raw -5077795.900297 + Penalty 2101.066332 = -5075694.833965 nChanged 864 SP:Iteration 22Q (526.189701 sec): 3 clusters Score: Raw -5078026.238041 + Penalty 2101.066332 = -5075925.171709 nChanged 862 SP:Iteration 23Q (526.322656 sec): 3 clusters Score: Raw -5078275.513160 + Penalty 2101.066332 = -5076174.446828 nChanged 884 SP:Iteration 24Q (526.446671 sec): 3 clusters Score: Raw -5078554.011267 + Penalty 2101.066332 = -5076452.944935 nChanged 915 SP:Iteration 25Q (526.572342 sec): 3 clusters Score: Raw -5078868.365093 + Penalty 2101.066332 = -5076767.298761 nChanged 993 SP:Iteration 26Q (526.688631 sec): 3 clusters Score: Raw -5079226.431221 + Penalty 2101.066332 = -5077125.364889 nChanged 1001 SP:Iteration 27Q (526.814352 sec): 3 clusters Score: Raw -5079595.978735 + Penalty 2101.066332 = -5077494.912403 nChanged 1057 SP:Iteration 28Q (526.933736 sec): 3 clusters Score: Raw -5079999.430693 + Penalty 2101.066332 = -5077898.364361 nChanged 1043 SP:Iteration 29Q (527.064545 sec): 3 clusters Score: Raw -5080424.897287 + Penalty 2101.066332 = -5078323.830956 nChanged 1074 SP:Iteration 30Q (527.187561 sec): 3 clusters Score: Raw -5080847.247243 + Penalty 2101.066332 = -5078746.180911 nChanged 1003 SP:Iteration 31Q (527.301435 sec): 3 clusters Score: Raw -5081205.744537 + Penalty 2101.066332 = -5079104.678205 nChanged 945 SP:Iteration 32Q (527.433022 sec): 3 clusters Score: Raw -5081503.949954 + Penalty 2101.066332 = -5079402.883622 nChanged 818 SP:Iteration 33Q (527.562441 sec): 3 clusters Score: Raw -5081735.617467 + Penalty 2101.066332 = -5079634.551135 nChanged 775 SP:Iteration 34Q (527.689321 sec): 3 clusters Score: Raw -5081936.932517 + Penalty 2101.066332 = -5079835.866185 nChanged 698 SP:Iteration 35Q (527.802824 sec): 3 clusters Score: Raw -5082107.576265 + Penalty 2101.066332 = -5080006.509933 nChanged 662 SP:Iteration 36Q (527.918168 sec): 3 clusters Score: Raw -5082258.377354 + Penalty 2101.066332 = -5080157.311022 nChanged 621 SP:Iteration 37Q (528.041118 sec): 3 clusters Score: Raw -5082386.557993 + Penalty 2101.066332 = -5080285.491661 nChanged 594 SP:Iteration 38Q (528.170631 sec): 3 clusters Score: Raw -5082506.062914 + Penalty 2101.066332 = -5080404.996582 nChanged 535 SP:Iteration 39Q (528.288186 sec): 3 clusters Score: Raw -5082611.154987 + Penalty 2101.066332 = -5080510.088655 nChanged 499 SP:Iteration 40F (528.409676 sec): 3 clusters Score: Raw -5082761.795633 + Penalty 2101.066332 = -5080660.729301 nChanged 505 SP:Iteration 41Q (528.530383 sec): 3 clusters Score: Raw -5082861.888340 + Penalty 2101.066332 = -5080760.822009 nChanged 440 SP:Iteration 42Q (528.652871 sec): 3 clusters Score: Raw -5082938.192955 + Penalty 2101.066332 = -5080837.126624 nChanged 436 SP:Iteration 43Q (528.765659 sec): 3 clusters Score: Raw -5083009.137094 + Penalty 2101.066332 = -5080908.070762 nChanged 408 SP:Iteration 44Q (528.897157 sec): 3 clusters Score: Raw -5083070.249939 + Penalty 2101.066332 = -5080969.183607 nChanged 383 SP:Iteration 45Q (529.017334 sec): 3 clusters Score: Raw -5083123.758918 + Penalty 2101.066332 = -5081022.692586 nChanged 324 SP:Iteration 46Q (529.140488 sec): 3 clusters Score: Raw -5083164.001076 + Penalty 2101.066332 = -5081062.934745 nChanged 316 SP:Iteration 47Q (529.260677 sec): 3 clusters Score: Raw -5083202.399249 + Penalty 2101.066332 = -5081101.332917 nChanged 272 SP:Iteration 48Q (529.376036 sec): 3 clusters Score: Raw -5083235.139703 + Penalty 2101.066332 = -5081134.073371 nChanged 280 SP:Iteration 49Q (529.504792 sec): 3 clusters Score: Raw -5083267.477514 + Penalty 2101.066332 = -5081166.411182 nChanged 251 SP:Iteration 50Q (529.622467 sec): 3 clusters Score: Raw -5083294.228773 + Penalty 2101.066332 = -5081193.162441 nChanged 248 SP:Iteration 51Q (529.724693 sec): 3 clusters Score: Raw -5083320.023613 + Penalty 2101.066332 = -5081218.957281 nChanged 234 SP:Iteration 52Q (529.844884 sec): 3 clusters Score: Raw -5083343.515855 + Penalty 2101.066332 = -5081242.449523 nChanged 221 SP:Iteration 53Q (529.963107 sec): 3 clusters Score: Raw -5083365.615705 + Penalty 2101.066332 = -5081264.549373 nChanged 237 SP:Iteration 54Q (530.078982 sec): 3 clusters Score: Raw -5083390.432702 + Penalty 2101.066332 = -5081289.366370 nChanged 242 SP:Iteration 55Q (530.200286 sec): 3 clusters Score: Raw -5083417.472181 + Penalty 2101.066332 = -5081316.405849 nChanged 242 SP:Iteration 56Q (530.319075 sec): 3 clusters Score: Raw -5083441.979628 + Penalty 2101.066332 = -5081340.913296 nChanged 219 SP:Iteration 57Q (530.435764 sec): 3 clusters Score: Raw -5083463.208434 + Penalty 2101.066332 = -5081362.142102 nChanged 214 SP:Iteration 58Q (530.541948 sec): 3 clusters Score: Raw -5083485.817675 + Penalty 2101.066332 = -5081384.751343 nChanged 216 SP:Iteration 59Q (530.659728 sec): 3 clusters Score: Raw -5083508.887011 + Penalty 2101.066332 = -5081407.820680 nChanged 209 SP:Iteration 60F (530.777631 sec): 3 clusters Score: Raw -5083529.706359 + Penalty 2101.066332 = -5081428.640027 nChanged 196 SP:Iteration 61Q (530.897570 sec): 3 clusters Score: Raw -5083551.007065 + Penalty 2101.066332 = -5081449.940733 nChanged 210 SP:Iteration 62Q (531.012508 sec): 3 clusters Score: Raw -5083572.843679 + Penalty 2101.066332 = -5081471.777347 nChanged 205 SP:Iteration 63Q (531.127750 sec): 3 clusters Score: Raw -5083593.199122 + Penalty 2101.066332 = -5081492.132790 nChanged 214 SP:Iteration 64Q (531.236844 sec): 3 clusters Score: Raw -5083617.109553 + Penalty 2101.066332 = -5081516.043221 nChanged 227 SP:Iteration 65Q (531.348913 sec): 3 clusters Score: Raw -5083643.198178 + Penalty 2101.066332 = -5081542.131846 nChanged 195 SP:Iteration 66Q (531.466220 sec): 3 clusters Score: Raw -5083662.838113 + Penalty 2101.066332 = -5081561.771782 nChanged 172 SP:Iteration 67Q (531.575618 sec): 3 clusters Score: Raw -5083678.680381 + Penalty 2101.066332 = -5081577.614049 nChanged 168 SP:Iteration 68Q (531.697478 sec): 3 clusters Score: Raw -5083692.793504 + Penalty 2101.066332 = -5081591.727172 nChanged 165 SP:Iteration 69Q (531.819251 sec): 3 clusters Score: Raw -5083706.381439 + Penalty 2101.066332 = -5081605.315107 nChanged 157 SP:Iteration 70Q (531.932951 sec): 3 clusters Score: Raw -5083719.444347 + Penalty 2101.066332 = -5081618.378015 nChanged 162 SP:Iteration 71Q (532.035925 sec): 3 clusters Score: Raw -5083733.280053 + Penalty 2101.066332 = -5081632.213721 nChanged 151 SP:Iteration 72Q (532.151402 sec): 3 clusters Score: Raw -5083746.014537 + Penalty 2101.066332 = -5081644.948206 nChanged 144 SP:Iteration 73Q (532.272386 sec): 3 clusters Score: Raw -5083758.313384 + Penalty 2101.066332 = -5081657.247052 nChanged 148 SP:Iteration 74Q (532.387281 sec): 3 clusters Score: Raw -5083774.067894 + Penalty 2101.066332 = -5081673.001562 nChanged 171 SP:Iteration 75Q (532.498691 sec): 3 clusters Score: Raw -5083792.798683 + Penalty 2101.066332 = -5081691.732351 nChanged 173 SP:Iteration 76Q (532.613553 sec): 3 clusters Score: Raw -5083809.390502 + Penalty 2101.066332 = -5081708.324170 nChanged 160 SP:Iteration 77Q (532.727177 sec): 3 clusters Score: Raw -5083823.179524 + Penalty 2101.066332 = -5081722.113193 nChanged 129 SP:Iteration 78Q (532.842405 sec): 3 clusters Score: Raw -5083832.745595 + Penalty 2101.066332 = -5081731.679263 nChanged 125 SP:Iteration 79Q (532.963779 sec): 3 clusters Score: Raw -5083841.882889 + Penalty 2101.066332 = -5081740.816557 nChanged 122 SP:Iteration 80F (533.088349 sec): 3 clusters Score: Raw -5083850.271376 + Penalty 2101.066332 = -5081749.205044 nChanged 115 SP:Iteration 81Q (533.203253 sec): 3 clusters Score: Raw -5083858.930331 + Penalty 2101.066332 = -5081757.863999 nChanged 111 SP:Iteration 82Q (533.314088 sec): 3 clusters Score: Raw -5083866.977527 + Penalty 2101.066332 = -5081765.911195 nChanged 107 SP:Iteration 83Q (533.416969 sec): 3 clusters Score: Raw -5083874.818001 + Penalty 2101.066332 = -5081773.751669 nChanged 102 SP:Iteration 84Q (533.539908 sec): 3 clusters Score: Raw -5083881.762633 + Penalty 2101.066332 = -5081780.696301 nChanged 93 SP:Iteration 85Q (533.660192 sec): 3 clusters Score: Raw -5083887.956905 + Penalty 2101.066332 = -5081786.890573 nChanged 103 SP:Iteration 86Q (533.771280 sec): 3 clusters Score: Raw -5083894.706845 + Penalty 2101.066332 = -5081793.640513 nChanged 89 SP:Iteration 87Q (533.893980 sec): 3 clusters Score: Raw -5083900.600027 + Penalty 2101.066332 = -5081799.533695 nChanged 91 SP:Iteration 88Q (534.007288 sec): 3 clusters Score: Raw -5083906.877987 + Penalty 2101.066332 = -5081805.811655 nChanged 77 SP:Iteration 89Q (534.124624 sec): 3 clusters Score: Raw -5083911.829051 + Penalty 2101.066332 = -5081810.762719 nChanged 73 SP:Iteration 90Q (534.241352 sec): 3 clusters Score: Raw -5083916.317426 + Penalty 2101.066332 = -5081815.251094 nChanged 61 SP:Iteration 91Q (534.351215 sec): 3 clusters Score: Raw -5083919.692453 + Penalty 2101.066332 = -5081818.626121 nChanged 63 SP:Iteration 92Q (534.473369 sec): 3 clusters Score: Raw -5083923.319911 + Penalty 2101.066332 = -5081822.253580 nChanged 71 SP:Iteration 93Q (534.584155 sec): 3 clusters Score: Raw -5083928.220291 + Penalty 2101.066332 = -5081827.153960 nChanged 76 SP:Iteration 94Q (534.703929 sec): 3 clusters Score: Raw -5083932.836678 + Penalty 2101.066332 = -5081831.770347 nChanged 71 SP:Iteration 95Q (534.824047 sec): 3 clusters Score: Raw -5083937.385387 + Penalty 2101.066332 = -5081836.319055 nChanged 76 SP:Iteration 96Q (534.937855 sec): 3 clusters Score: Raw -5083942.021709 + Penalty 2101.066332 = -5081840.955378 nChanged 64 SP:Iteration 97Q (535.051406 sec): 3 clusters Score: Raw -5083945.458014 + Penalty 2101.066332 = -5081844.391682 nChanged 71 SP:Iteration 98Q (535.158320 sec): 3 clusters Score: Raw -5083949.187012 + Penalty 2101.066332 = -5081848.120680 nChanged 63 SP:Iteration 99Q (535.285677 sec): 3 clusters Score: Raw -5083951.948945 + Penalty 2101.066332 = -5081850.882613 nChanged 51 SP:Iteration 100F (535.408915 sec): 3 clusters Score: Raw -5083954.058224 + Penalty 2101.066332 = -5081852.991893 nChanged 45 SP:Iteration 101Q (535.525670 sec): 3 clusters Score: Raw -5083955.988939 + Penalty 2101.066332 = -5081854.922607 nChanged 45 SP:Iteration 102Q (535.639675 sec): 3 clusters Score: Raw -5083957.866318 + Penalty 2101.066332 = -5081856.799986 nChanged 37 SP:Iteration 103Q (535.750917 sec): 3 clusters Score: Raw -5083959.079624 + Penalty 2101.066332 = -5081858.013292 nChanged 26 SP:Iteration 104Q (535.863029 sec): 3 clusters Score: Raw -5083959.762818 + Penalty 2101.066332 = -5081858.696486 nChanged 23 SP:Iteration 105Q (535.979136 sec): 3 clusters Score: Raw -5083960.345036 + Penalty 2101.066332 = -5081859.278704 nChanged 21 SP:Iteration 106Q (536.092601 sec): 3 clusters Score: Raw -5083960.994960 + Penalty 2101.066332 = -5081859.928628 nChanged 23 SP:Iteration 107Q (536.199603 sec): 3 clusters Score: Raw -5083961.816137 + Penalty 2101.066332 = -5081860.749805 nChanged 30 SP:Iteration 108Q (536.323843 sec): 3 clusters Score: Raw -5083962.962519 + Penalty 2101.066332 = -5081861.896187 nChanged 32 SP:Iteration 109Q (536.440654 sec): 3 clusters Score: Raw -5083963.918831 + Penalty 2101.066332 = -5081862.852500 nChanged 26 SP:Iteration 110Q (536.562279 sec): 3 clusters Score: Raw -5083964.807859 + Penalty 2101.066332 = -5081863.741527 nChanged 30 SP:Iteration 111Q (536.677710 sec): 3 clusters Score: Raw -5083966.020405 + Penalty 2101.066332 = -5081864.954073 nChanged 41 SP:Iteration 112Q (536.796504 sec): 3 clusters Score: Raw -5083967.634980 + Penalty 2101.066332 = -5081866.568649 nChanged 30 SP:Iteration 113Q (536.906827 sec): 3 clusters Score: Raw -5083968.897515 + Penalty 2101.066332 = -5081867.831183 nChanged 27 SP:Iteration 114Q (537.014981 sec): 3 clusters Score: Raw -5083969.899720 + Penalty 2101.066332 = -5081868.833388 nChanged 26 SP:Iteration 115Q (537.121286 sec): 3 clusters Score: Raw -5083970.747070 + Penalty 2101.066332 = -5081869.680738 nChanged 19 SP:Iteration 116Q (537.236716 sec): 3 clusters Score: Raw -5083971.409355 + Penalty 2101.066332 = -5081870.343023 nChanged 17 SP:Iteration 117Q (537.348902 sec): 3 clusters Score: Raw -5083971.834937 + Penalty 2101.066332 = -5081870.768605 nChanged 19 SP:Iteration 118Q (537.467301 sec): 3 clusters Score: Raw -5083972.514071 + Penalty 2101.066332 = -5081871.447739 nChanged 23 SP:Iteration 119Q (537.585582 sec): 3 clusters Score: Raw -5083973.410652 + Penalty 2101.066332 = -5081872.344320 nChanged 27 SP:Iteration 120F (537.707636 sec): 3 clusters Score: Raw -5083974.672970 + Penalty 2101.066332 = -5081873.606638 nChanged 26 SP:Iteration 121Q (537.816899 sec): 3 clusters Score: Raw -5083975.584065 + Penalty 2101.066332 = -5081874.517733 nChanged 22 SP:Iteration 122Q (537.928174 sec): 3 clusters Score: Raw -5083976.430088 + Penalty 2101.066332 = -5081875.363757 nChanged 14 SP:Iteration 123Q (538.048911 sec): 3 clusters Score: Raw -5083976.801268 + Penalty 2101.066332 = -5081875.734936 nChanged 18 SP:Iteration 124Q (538.162186 sec): 3 clusters Score: Raw -5083977.288432 + Penalty 2101.066332 = -5081876.222100 nChanged 22 SP:Iteration 125Q (538.278262 sec): 3 clusters Score: Raw -5083977.940892 + Penalty 2101.066332 = -5081876.874560 nChanged 20 SP:Iteration 126Q (538.391384 sec): 3 clusters Score: Raw -5083978.424704 + Penalty 2101.066332 = -5081877.358372 nChanged 11 SP:Iteration 127Q (538.501493 sec): 3 clusters Score: Raw -5083978.698887 + Penalty 2101.066332 = -5081877.632555 nChanged 13 SP:Iteration 128Q (538.616231 sec): 3 clusters Score: Raw -5083979.153318 + Penalty 2101.066332 = -5081878.086986 nChanged 15 SP:Iteration 129Q (538.720133 sec): 3 clusters Score: Raw -5083979.547909 + Penalty 2101.066332 = -5081878.481577 nChanged 12 SP:Iteration 130Q (538.845199 sec): 3 clusters Score: Raw -5083980.072991 + Penalty 2101.066332 = -5081879.006659 nChanged 16 SP:Iteration 131Q (538.965090 sec): 3 clusters Score: Raw -5083980.906314 + Penalty 2101.066332 = -5081879.839982 nChanged 24 SP:Iteration 132Q (539.076795 sec): 3 clusters Score: Raw -5083982.191114 + Penalty 2101.066332 = -5081881.124782 nChanged 22 SP:Iteration 133Q (539.188333 sec): 3 clusters Score: Raw -5083982.970876 + Penalty 2101.066332 = -5081881.904545 nChanged 28 SP:Iteration 134Q (539.294510 sec): 3 clusters Score: Raw -5083984.041091 + Penalty 2101.066332 = -5081882.974759 nChanged 29 SP:Iteration 135Q (539.410843 sec): 3 clusters Score: Raw -5083985.287826 + Penalty 2101.066332 = -5081884.221494 nChanged 34 SP:Iteration 136Q (539.512974 sec): 3 clusters Score: Raw -5083986.855532 + Penalty 2101.066332 = -5081885.789200 nChanged 38 SP:Iteration 137Q (539.636425 sec): 3 clusters Score: Raw -5083988.379480 + Penalty 2101.066332 = -5081887.313148 nChanged 19 SP:Iteration 138Q (539.747248 sec): 3 clusters Score: Raw -5083988.958202 + Penalty 2101.066332 = -5081887.891870 nChanged 16 SP:Iteration 139Q (539.859519 sec): 3 clusters Score: Raw -5083989.417875 + Penalty 2101.066332 = -5081888.351543 nChanged 25 SP:Iteration 140F (539.973772 sec): 3 clusters Score: Raw -5083990.326699 + Penalty 2101.066332 = -5081889.260367 nChanged 19 SP:Iteration 141Q (540.108019 sec): 3 clusters Score: Raw -5083990.986546 + Penalty 2101.066332 = -5081889.920215 nChanged 15 SP:Iteration 142Q (540.215737 sec): 3 clusters Score: Raw -5083991.433446 + Penalty 2101.066332 = -5081890.367114 nChanged 15 SP:Iteration 143Q (540.336849 sec): 3 clusters Score: Raw -5083991.869012 + Penalty 2101.066332 = -5081890.802681 nChanged 18 SP:Iteration 144Q (540.452342 sec): 3 clusters Score: Raw -5083992.406634 + Penalty 2101.066332 = -5081891.340302 nChanged 14 SP:Iteration 145Q (540.559077 sec): 3 clusters Score: Raw -5083992.766733 + Penalty 2101.066332 = -5081891.700401 nChanged 11 SP:Iteration 146Q (540.681613 sec): 3 clusters Score: Raw -5083993.028108 + Penalty 2101.066332 = -5081891.961776 nChanged 8 SP:Iteration 147Q (540.794263 sec): 3 clusters Score: Raw -5083993.264495 + Penalty 2101.066332 = -5081892.198163 nChanged 7 SP:Iteration 148Q (540.907462 sec): 3 clusters Score: Raw -5083993.490208 + Penalty 2101.066332 = -5081892.423876 nChanged 9 SP:Iteration 149Q (541.017229 sec): 3 clusters Score: Raw -5083993.735742 + Penalty 2101.066332 = -5081892.669410 nChanged 12 SP:Iteration 150Q (541.131769 sec): 3 clusters Score: Raw -5083993.929845 + Penalty 2101.066332 = -5081892.863514 nChanged 10 SP:Iteration 151Q (541.244263 sec): 3 clusters Score: Raw -5083994.081825 + Penalty 2101.066332 = -5081893.015493 nChanged 7 SP:Iteration 152Q (541.357486 sec): 3 clusters Score: Raw -5083994.247779 + Penalty 2101.066332 = -5081893.181447 nChanged 8 SP:Iteration 153Q (541.459923 sec): 3 clusters Score: Raw -5083994.449990 + Penalty 2101.066332 = -5081893.383658 nChanged 7 SP:Iteration 154Q (541.567609 sec): 3 clusters Score: Raw -5083994.575188 + Penalty 2101.066332 = -5081893.508856 nChanged 4 SP:Iteration 155Q (541.688820 sec): 3 clusters Score: Raw -5083994.648506 + Penalty 2101.066332 = -5081893.582174 nChanged 3 SP:Iteration 156Q (541.788203 sec): 3 clusters Score: Raw -5083994.717192 + Penalty 2101.066332 = -5081893.650860 nChanged 6 SP:Iteration 157Q (541.913365 sec): 3 clusters Score: Raw -5083994.908554 + Penalty 2101.066332 = -5081893.842222 nChanged 10 SP:Iteration 158Q (542.029146 sec): 3 clusters Score: Raw -5083995.256453 + Penalty 2101.066332 = -5081894.190121 nChanged 13 SP:Iteration 159Q (542.133753 sec): 3 clusters Score: Raw -5083995.674524 + Penalty 2101.066332 = -5081894.608192 nChanged 19 SP:Iteration 160F (542.256700 sec): 3 clusters Score: Raw -5083996.453170 + Penalty 2101.066332 = -5081895.386838 nChanged 17 SP:Iteration 161Q (542.374133 sec): 3 clusters Score: Raw -5083997.143505 + Penalty 2101.066332 = -5081896.077173 nChanged 17 SP:Iteration 162Q (542.484435 sec): 3 clusters Score: Raw -5083997.684304 + Penalty 2101.066332 = -5081896.617972 nChanged 19 SP:Iteration 163Q (542.601699 sec): 3 clusters Score: Raw -5083998.284482 + Penalty 2101.066332 = -5081897.218150 nChanged 18 SP:Iteration 164Q (542.708597 sec): 3 clusters Score: Raw -5083998.784547 + Penalty 2101.066332 = -5081897.718215 nChanged 15 SP:Iteration 165Q (542.805347 sec): 3 clusters Score: Raw -5083999.154202 + Penalty 2101.066332 = -5081898.087870 nChanged 12 SP:Iteration 166Q (542.918174 sec): 3 clusters Score: Raw -5083999.590942 + Penalty 2101.066332 = -5081898.524610 nChanged 18 SP:Iteration 167Q (543.037178 sec): 3 clusters Score: Raw -5084000.283128 + Penalty 2101.066332 = -5081899.216796 nChanged 14 SP:Iteration 168Q (543.142901 sec): 3 clusters Score: Raw -5084000.738578 + Penalty 2101.066332 = -5081899.672247 nChanged 14 SP:Iteration 169Q (543.261148 sec): 3 clusters Score: Raw -5084001.333440 + Penalty 2101.066332 = -5081900.267108 nChanged 15 SP:Iteration 170Q (543.377302 sec): 3 clusters Score: Raw -5084001.896446 + Penalty 2101.066332 = -5081900.830114 nChanged 21 SP:Iteration 171Q (543.478183 sec): 3 clusters Score: Raw -5084002.488968 + Penalty 2101.066332 = -5081901.422636 nChanged 15 SP:Iteration 172Q (543.605075 sec): 3 clusters Score: Raw -5084002.953067 + Penalty 2101.066332 = -5081901.886735 nChanged 13 SP:Iteration 173Q (543.720555 sec): 3 clusters Score: Raw -5084003.371352 + Penalty 2101.066332 = -5081902.305021 nChanged 12 SP:Iteration 174Q (543.836187 sec): 3 clusters Score: Raw -5084003.810186 + Penalty 2101.066332 = -5081902.743854 nChanged 15 SP:Iteration 175Q (543.953190 sec): 3 clusters Score: Raw -5084004.278224 + Penalty 2101.066332 = -5081903.211892 nChanged 12 SP:Iteration 176Q (544.063655 sec): 3 clusters Score: Raw -5084004.674917 + Penalty 2101.066332 = -5081903.608586 nChanged 14 SP:Iteration 177Q (544.176308 sec): 3 clusters Score: Raw -5084005.214057 + Penalty 2101.066332 = -5081904.147726 nChanged 14 SP:Iteration 178Q (544.297216 sec): 3 clusters Score: Raw -5084005.696099 + Penalty 2101.066332 = -5081904.629767 nChanged 12 SP:Iteration 179Q (544.411106 sec): 3 clusters Score: Raw -5084006.117453 + Penalty 2101.066332 = -5081905.051121 nChanged 14 SP:Iteration 180F (544.529273 sec): 3 clusters Score: Raw -5084006.567401 + Penalty 2101.066332 = -5081905.501069 nChanged 14 SP:Iteration 181Q (544.646670 sec): 3 clusters Score: Raw -5084006.959304 + Penalty 2101.066332 = -5081905.892972 nChanged 15 SP:Iteration 182Q (544.762597 sec): 3 clusters Score: Raw -5084007.320904 + Penalty 2101.066332 = -5081906.254572 nChanged 13 SP:Iteration 183Q (544.872524 sec): 3 clusters Score: Raw -5084007.567574 + Penalty 2101.066332 = -5081906.501242 nChanged 9 SP:Iteration 184Q (544.989491 sec): 3 clusters Score: Raw -5084007.863726 + Penalty 2101.066332 = -5081906.797395 nChanged 9 SP:Iteration 185Q (545.109775 sec): 3 clusters Score: Raw -5084008.036807 + Penalty 2101.066332 = -5081906.970475 nChanged 5 SP:Iteration 186Q (545.225412 sec): 3 clusters Score: Raw -5084008.135726 + Penalty 2101.066332 = -5081907.069395 nChanged 4 SP:Iteration 187Q (545.346344 sec): 3 clusters Score: Raw -5084008.260353 + Penalty 2101.066332 = -5081907.194022 nChanged 9 SP:Iteration 188Q (545.462293 sec): 3 clusters Score: Raw -5084008.513078 + Penalty 2101.066332 = -5081907.446746 nChanged 10 SP:Iteration 189Q (545.573846 sec): 3 clusters Score: Raw -5084008.843467 + Penalty 2101.066332 = -5081907.777135 nChanged 12 SP:Iteration 190Q (545.673753 sec): 3 clusters Score: Raw -5084009.244233 + Penalty 2101.066332 = -5081908.177901 nChanged 18 SP:Iteration 191Q (545.800360 sec): 3 clusters Score: Raw -5084009.801976 + Penalty 2101.066332 = -5081908.735644 nChanged 15 SP:Iteration 192Q (545.906836 sec): 3 clusters Score: Raw -5084010.213512 + Penalty 2101.066332 = -5081909.147180 nChanged 23 SP:Iteration 193Q (546.021096 sec): 3 clusters Score: Raw -5084010.918254 + Penalty 2101.066332 = -5081909.851922 nChanged 15 SP:Iteration 194Q (546.145766 sec): 3 clusters Score: Raw -5084011.346515 + Penalty 2101.066332 = -5081910.280183 nChanged 15 SP:Iteration 195Q (546.254407 sec): 3 clusters Score: Raw -5084011.929216 + Penalty 2101.066332 = -5081910.862884 nChanged 25 SP:Iteration 196Q (546.372404 sec): 3 clusters Score: Raw -5084013.160783 + Penalty 2101.066332 = -5081912.094451 nChanged 22 SP:Iteration 197Q (546.480934 sec): 3 clusters Score: Raw -5084014.262767 + Penalty 2101.066332 = -5081913.196435 nChanged 26 SP:Iteration 198Q (546.602636 sec): 3 clusters Score: Raw -5084015.164458 + Penalty 2101.066332 = -5081914.098126 nChanged 15 SP:Iteration 199Q (546.716195 sec): 3 clusters Score: Raw -5084015.517651 + Penalty 2101.066332 = -5081914.451319 nChanged 8 SP:Iteration 200F (546.836937 sec): 3 clusters Score: Raw -5084015.691661 + Penalty 2101.066332 = -5081914.625329 nChanged 11 SP:Iteration 201Q (546.949881 sec): 3 clusters Score: Raw -5084016.078945 + Penalty 2101.066332 = -5081915.012613 nChanged 12 SP:Iteration 202Q (547.049309 sec): 3 clusters Score: Raw -5084016.404259 + Penalty 2101.066332 = -5081915.337928 nChanged 13 SP:Iteration 203Q (547.173950 sec): 3 clusters Score: Raw -5084016.777300 + Penalty 2101.066332 = -5081915.710968 nChanged 16 SP:Iteration 204Q (547.286274 sec): 3 clusters Score: Raw -5084017.259116 + Penalty 2101.066332 = -5081916.192784 nChanged 15 SP:Iteration 205Q (547.390641 sec): 3 clusters Score: Raw -5084017.714615 + Penalty 2101.066332 = -5081916.648284 nChanged 8 SP:Iteration 206Q (547.516022 sec): 3 clusters Score: Raw -5084017.902054 + Penalty 2101.066332 = -5081916.835722 nChanged 9 SP:Iteration 207Q (547.623089 sec): 3 clusters Score: Raw -5084018.116487 + Penalty 2101.066332 = -5081917.050155 nChanged 10 SP:Iteration 208Q (547.735950 sec): 3 clusters Score: Raw -5084018.380010 + Penalty 2101.066332 = -5081917.313678 nChanged 13 SP:Iteration 209Q (547.847860 sec): 3 clusters Score: Raw -5084018.892130 + Penalty 2101.066332 = -5081917.825798 nChanged 24 SP:Iteration 210Q (547.960567 sec): 3 clusters Score: Raw -5084019.876152 + Penalty 2101.066332 = -5081918.809820 nChanged 18 SP:Iteration 211Q (548.077311 sec): 3 clusters Score: Raw -5084020.748719 + Penalty 2101.066332 = -5081919.682387 nChanged 24 SP:Iteration 212Q (548.194042 sec): 3 clusters Score: Raw -5084021.635252 + Penalty 2101.066332 = -5081920.568920 nChanged 11 SP:Iteration 213Q (548.302954 sec): 3 clusters Score: Raw -5084021.921803 + Penalty 2101.066332 = -5081920.855471 nChanged 7 SP:Iteration 214Q (548.413592 sec): 3 clusters Score: Raw -5084022.063986 + Penalty 2101.066332 = -5081920.997654 nChanged 8 SP:Iteration 215Q (548.514881 sec): 3 clusters Score: Raw -5084022.235279 + Penalty 2101.066332 = -5081921.168947 nChanged 6 SP:Iteration 216Q (548.641980 sec): 3 clusters Score: Raw -5084022.367954 + Penalty 2101.066332 = -5081921.301622 nChanged 7 SP:Iteration 217Q (548.753432 sec): 3 clusters Score: Raw -5084022.463930 + Penalty 2101.066332 = -5081921.397598 nChanged 4 SP:Iteration 218Q (548.876645 sec): 3 clusters Score: Raw -5084022.510073 + Penalty 2101.066332 = -5081921.443742 nChanged 4 SP:Iteration 219Q (548.993338 sec): 3 clusters Score: Raw -5084022.582266 + Penalty 2101.066332 = -5081921.515934 nChanged 4 SP:Iteration 220F (549.111364 sec): 3 clusters Score: Raw -5084022.638682 + Penalty 2101.066332 = -5081921.572351 nChanged 5 SP:Iteration 221Q (549.221490 sec): 3 clusters Score: Raw -5084022.706027 + Penalty 2101.066332 = -5081921.639695 nChanged 4 SP:Iteration 222Q (549.324414 sec): 3 clusters Score: Raw -5084022.758814 + Penalty 2101.066332 = -5081921.692482 nChanged 3 SP:Iteration 223Q (549.442061 sec): 3 clusters Score: Raw -5084022.824421 + Penalty 2101.066332 = -5081921.758089 nChanged 3 SP:Iteration 224Q (549.548160 sec): 3 clusters Score: Raw -5084022.870183 + Penalty 2101.066332 = -5081921.803851 nChanged 3 SP:Iteration 225Q (549.660863 sec): 3 clusters Score: Raw -5084022.920257 + Penalty 2101.066332 = -5081921.853925 nChanged 1 SP:Iteration 226Q (549.773158 sec): 3 clusters Score: Raw -5084022.941401 + Penalty 2101.066332 = -5081921.875069 nChanged 1 SP:Iteration 227Q (549.890747 sec): 3 clusters Score: Raw -5084022.982427 + Penalty 2101.066332 = -5081921.916095 nChanged 1 SP:Iteration 228Q (550.002606 sec): 3 clusters Score: Raw -5084022.991003 + Penalty 2101.066332 = -5081921.924671 nChanged 0 SP:Iteration 229F (550.126292 sec): 3 clusters Score: Raw -5084022.991003 + Penalty 2101.066332 = -5081921.924671 nChanged 0 Trying to split cluster 6 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (550.154522 sec): 2 clusters Score: Raw -11607.032397 + Penalty 496.445934 = -11110.586463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.191773 sec): 3 clusters Score: Raw -11686.352314 + Penalty 992.891868 = -10693.460446 nChanged 37 SP:Iteration 1F (550.241467 sec): 3 clusters Score: Raw -11770.594188 + Penalty 992.891868 = -10777.702320 nChanged 3 SP:Iteration 2Q (550.292021 sec): 3 clusters Score: Raw -11773.063856 + Penalty 992.891868 = -10780.171988 nChanged 0 SP:Iteration 3F (550.342480 sec): 3 clusters Score: Raw -11773.063856 + Penalty 992.891868 = -10780.171988 nChanged 0 Trying to split cluster 7 (1522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (550.363182 sec): 2 clusters Score: Raw -118399.771481 + Penalty 696.139151 = -117703.632330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.411182 sec): 3 clusters Score: Raw -117672.322730 + Penalty 1392.278302 = -116280.044428 nChanged 581 SP:Iteration 1F (550.459064 sec): 3 clusters Score: Raw -118037.499694 + Penalty 1392.278302 = -116645.221392 nChanged 126 SP:Iteration 2F (550.503623 sec): 3 clusters Score: Raw -118116.225794 + Penalty 1392.278302 = -116723.947491 nChanged 69 SP:Iteration 3Q (550.562317 sec): 3 clusters Score: Raw -118157.737141 + Penalty 1392.278302 = -116765.458839 nChanged 51 SP:Iteration 4Q (550.613146 sec): 3 clusters Score: Raw -118186.506109 + Penalty 1392.278302 = -116794.227807 nChanged 43 SP:Iteration 5Q (550.649799 sec): 3 clusters Score: Raw -118209.968728 + Penalty 1392.278302 = -116817.690425 nChanged 44 SP:Iteration 6Q (550.710961 sec): 3 clusters Score: Raw -118236.301583 + Penalty 1392.278302 = -116844.023281 nChanged 34 SP:Iteration 7Q (550.755752 sec): 3 clusters Score: Raw -118253.393437 + Penalty 1392.278302 = -116861.115135 nChanged 32 SP:Iteration 8Q (550.802442 sec): 3 clusters Score: Raw -118268.909120 + Penalty 1392.278302 = -116876.630818 nChanged 23 SP:Iteration 9Q (550.848991 sec): 3 clusters Score: Raw -118285.857128 + Penalty 1392.278302 = -116893.578826 nChanged 32 SP:Iteration 10Q (550.899634 sec): 3 clusters Score: Raw -118311.314385 + Penalty 1392.278302 = -116919.036083 nChanged 28 SP:Iteration 11Q (550.943116 sec): 3 clusters Score: Raw -118327.404382 + Penalty 1392.278302 = -116935.126080 nChanged 21 SP:Iteration 12Q (550.999599 sec): 3 clusters Score: Raw -118339.274680 + Penalty 1392.278302 = -116946.996378 nChanged 26 SP:Iteration 13Q (551.049718 sec): 3 clusters Score: Raw -118355.811499 + Penalty 1392.278302 = -116963.533197 nChanged 25 SP:Iteration 14Q (551.092558 sec): 3 clusters Score: Raw -118368.184285 + Penalty 1392.278302 = -116975.905983 nChanged 19 SP:Iteration 15Q (551.149637 sec): 3 clusters Score: Raw -118380.905873 + Penalty 1392.278302 = -116988.627570 nChanged 11 SP:Iteration 16Q (551.194641 sec): 3 clusters Score: Raw -118386.936293 + Penalty 1392.278302 = -116994.657990 nChanged 10 SP:Iteration 17Q (551.239176 sec): 3 clusters Score: Raw -118392.781577 + Penalty 1392.278302 = -117000.503274 nChanged 8 SP:Iteration 18Q (551.275541 sec): 3 clusters Score: Raw -118396.925329 + Penalty 1392.278302 = -117004.647027 nChanged 13 SP:Iteration 19Q (551.323122 sec): 3 clusters Score: Raw -118404.501483 + Penalty 1392.278302 = -117012.223181 nChanged 14 SP:Iteration 20F (551.360606 sec): 3 clusters Score: Raw -118411.301493 + Penalty 1392.278302 = -117019.023191 nChanged 6 SP:Iteration 21Q (551.413226 sec): 3 clusters Score: Raw -118413.719620 + Penalty 1392.278302 = -117021.441318 nChanged 5 SP:Iteration 22Q (551.455275 sec): 3 clusters Score: Raw -118418.989325 + Penalty 1392.278302 = -117026.711023 nChanged 11 SP:Iteration 23Q (551.510875 sec): 3 clusters Score: Raw -118425.869104 + Penalty 1392.278302 = -117033.590802 nChanged 6 SP:Iteration 24Q (551.551329 sec): 3 clusters Score: Raw -118430.291203 + Penalty 1392.278302 = -117038.012900 nChanged 11 SP:Iteration 25Q (551.600856 sec): 3 clusters Score: Raw -118436.483284 + Penalty 1392.278302 = -117044.204982 nChanged 9 SP:Iteration 26Q (551.646427 sec): 3 clusters Score: Raw -118440.142996 + Penalty 1392.278302 = -117047.864693 nChanged 5 SP:Iteration 27Q (551.690248 sec): 3 clusters Score: Raw -118441.991190 + Penalty 1392.278302 = -117049.712888 nChanged 4 SP:Iteration 28Q (551.734050 sec): 3 clusters Score: Raw -118445.178624 + Penalty 1392.278302 = -117052.900322 nChanged 7 SP:Iteration 29Q (551.780339 sec): 3 clusters Score: Raw -118449.342782 + Penalty 1392.278302 = -117057.064480 nChanged 4 SP:Iteration 30Q (551.815742 sec): 3 clusters Score: Raw -118452.295841 + Penalty 1392.278302 = -117060.017538 nChanged 7 SP:Iteration 31Q (551.867085 sec): 3 clusters Score: Raw -118455.576838 + Penalty 1392.278302 = -117063.298535 nChanged 6 SP:Iteration 32Q (551.907879 sec): 3 clusters Score: Raw -118458.337750 + Penalty 1392.278302 = -117066.059448 nChanged 3 SP:Iteration 33Q (551.952480 sec): 3 clusters Score: Raw -118459.572912 + Penalty 1392.278302 = -117067.294609 nChanged 1 SP:Iteration 34Q (551.998458 sec): 3 clusters Score: Raw -118459.873199 + Penalty 1392.278302 = -117067.594897 nChanged 1 SP:Iteration 35Q (552.035378 sec): 3 clusters Score: Raw -118460.315222 + Penalty 1392.278302 = -117068.036920 nChanged 1 SP:Iteration 36Q (552.079666 sec): 3 clusters Score: Raw -118461.613297 + Penalty 1392.278302 = -117069.334995 nChanged 4 SP:Iteration 37Q (552.132422 sec): 3 clusters Score: Raw -118466.332842 + Penalty 1392.278302 = -117074.054540 nChanged 5 SP:Iteration 38Q (552.166341 sec): 3 clusters Score: Raw -118471.209726 + Penalty 1392.278302 = -117078.931424 nChanged 3 SP:Iteration 39Q (552.220222 sec): 3 clusters Score: Raw -118472.094552 + Penalty 1392.278302 = -117079.816250 nChanged 4 SP:Iteration 40F (552.261803 sec): 3 clusters Score: Raw -118473.701789 + Penalty 1392.278302 = -117081.423487 nChanged 4 SP:Iteration 41Q (552.299144 sec): 3 clusters Score: Raw -118475.052359 + Penalty 1392.278302 = -117082.774057 nChanged 2 SP:Iteration 42Q (552.347070 sec): 3 clusters Score: Raw -118476.255962 + Penalty 1392.278302 = -117083.977660 nChanged 2 SP:Iteration 43Q (552.393123 sec): 3 clusters Score: Raw -118478.718748 + Penalty 1392.278302 = -117086.440446 nChanged 2 SP:Iteration 44Q (552.431124 sec): 3 clusters Score: Raw -118480.194677 + Penalty 1392.278302 = -117087.916375 nChanged 1 SP:Iteration 45Q (552.475699 sec): 3 clusters Score: Raw -118480.496422 + Penalty 1392.278302 = -117088.218120 nChanged 0 SP:Iteration 46F (552.530302 sec): 3 clusters Score: Raw -118480.496422 + Penalty 1392.278302 = -117088.218120 nChanged 0 Trying to split cluster 8 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (552.556726 sec): 2 clusters Score: Raw -25072.560594 + Penalty 553.470010 = -24519.090584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (552.598025 sec): 3 clusters Score: Raw -24998.042633 + Penalty 1106.940020 = -23891.102612 nChanged 81 SP:Iteration 1F (552.629856 sec): 3 clusters Score: Raw -25102.594240 + Penalty 1106.940020 = -23995.654220 nChanged 24 SP:Iteration 2F (552.687841 sec): 3 clusters Score: Raw -25137.849870 + Penalty 1106.940020 = -24030.909850 nChanged 10 SP:Iteration 3Q (552.733361 sec): 3 clusters Score: Raw -25153.302258 + Penalty 1106.940020 = -24046.362237 nChanged 6 SP:Iteration 4Q (552.780998 sec): 3 clusters Score: Raw -25163.327478 + Penalty 1106.940020 = -24056.387457 nChanged 2 SP:Iteration 5Q (552.825976 sec): 3 clusters Score: Raw -25164.773274 + Penalty 1106.940020 = -24057.833254 nChanged 3 SP:Iteration 6Q (552.863504 sec): 3 clusters Score: Raw -25167.318175 + Penalty 1106.940020 = -24060.378155 nChanged 2 SP:Iteration 7Q (552.907303 sec): 3 clusters Score: Raw -25169.628106 + Penalty 1106.940020 = -24062.688086 nChanged 2 SP:Iteration 8Q (552.954813 sec): 3 clusters Score: Raw -25172.186370 + Penalty 1106.940020 = -24065.246350 nChanged 0 SP:Iteration 9F (552.999910 sec): 3 clusters Score: Raw -25172.186370 + Penalty 1106.940020 = -24065.246350 nChanged 0 Trying to split cluster 9 (23438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.053430 sec): 2 clusters Score: Raw -1826052.658684 + Penalty 955.900822 = -1825096.757862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.127915 sec): 3 clusters Score: Raw -1811412.142180 + Penalty 1911.801644 = -1809500.340536 nChanged 10890 SP:Iteration 1F (553.189766 sec): 3 clusters Score: Raw -1818226.620088 + Penalty 1911.801644 = -1816314.818444 nChanged 1568 SP:Iteration 2F (553.274480 sec): 3 clusters Score: Raw -1819162.220042 + Penalty 1911.801644 = -1817250.418398 nChanged 1677 SP:Iteration 3F (553.349456 sec): 3 clusters Score: Raw -1820236.505764 + Penalty 1911.801644 = -1818324.704120 nChanged 1638 SP:Iteration 4F (553.421680 sec): 3 clusters Score: Raw -1821366.101852 + Penalty 1911.801644 = -1819454.300208 nChanged 1543 SP:Iteration 5F (553.497173 sec): 3 clusters Score: Raw -1822466.366428 + Penalty 1911.801644 = -1820554.564784 nChanged 1336 SP:Iteration 6F (553.569717 sec): 3 clusters Score: Raw -1823343.783753 + Penalty 1911.801644 = -1821431.982109 nChanged 1079 SP:Iteration 7Q (553.647059 sec): 3 clusters Score: Raw -1823887.327684 + Penalty 1911.801644 = -1821975.526040 nChanged 747 SP:Iteration 8Q (553.714819 sec): 3 clusters Score: Raw -1824163.965132 + Penalty 1911.801644 = -1822252.163488 nChanged 498 SP:Iteration 9Q (553.796740 sec): 3 clusters Score: Raw -1824293.492791 + Penalty 1911.801644 = -1822381.691147 nChanged 354 SP:Iteration 10Q (553.875951 sec): 3 clusters Score: Raw -1824370.067331 + Penalty 1911.801644 = -1822458.265687 nChanged 244 SP:Iteration 11Q (553.952150 sec): 3 clusters Score: Raw -1824416.816439 + Penalty 1911.801644 = -1822505.014795 nChanged 215 SP:Iteration 12Q (554.029682 sec): 3 clusters Score: Raw -1824454.845827 + Penalty 1911.801644 = -1822543.044183 nChanged 171 SP:Iteration 13Q (554.105968 sec): 3 clusters Score: Raw -1824478.445912 + Penalty 1911.801644 = -1822566.644268 nChanged 133 SP:Iteration 14Q (554.181106 sec): 3 clusters Score: Raw -1824493.316252 + Penalty 1911.801644 = -1822581.514608 nChanged 109 SP:Iteration 15Q (554.261169 sec): 3 clusters Score: Raw -1824503.992134 + Penalty 1911.801644 = -1822592.190490 nChanged 86 SP:Iteration 16Q (554.337717 sec): 3 clusters Score: Raw -1824511.817278 + Penalty 1911.801644 = -1822600.015634 nChanged 79 SP:Iteration 17Q (554.409103 sec): 3 clusters Score: Raw -1824517.781068 + Penalty 1911.801644 = -1822605.979424 nChanged 63 SP:Iteration 18Q (554.484782 sec): 3 clusters Score: Raw -1824522.347585 + Penalty 1911.801644 = -1822610.545941 nChanged 64 SP:Iteration 19Q (554.565255 sec): 3 clusters Score: Raw -1824528.241216 + Penalty 1911.801644 = -1822616.439572 nChanged 57 SP:Iteration 20F (554.640191 sec): 3 clusters Score: Raw -1824533.059787 + Penalty 1911.801644 = -1822621.258143 nChanged 53 SP:Iteration 21Q (554.722282 sec): 3 clusters Score: Raw -1824537.216664 + Penalty 1911.801644 = -1822625.415020 nChanged 56 SP:Iteration 22Q (554.797574 sec): 3 clusters Score: Raw -1824541.121441 + Penalty 1911.801644 = -1822629.319797 nChanged 60 SP:Iteration 23Q (554.876722 sec): 3 clusters Score: Raw -1824544.704047 + Penalty 1911.801644 = -1822632.902403 nChanged 37 SP:Iteration 24Q (554.938661 sec): 3 clusters Score: Raw -1824547.038591 + Penalty 1911.801644 = -1822635.236947 nChanged 40 SP:Iteration 25Q (555.024946 sec): 3 clusters Score: Raw -1824549.715112 + Penalty 1911.801644 = -1822637.913468 nChanged 43 SP:Iteration 26Q (555.097786 sec): 3 clusters Score: Raw -1824552.513174 + Penalty 1911.801644 = -1822640.711530 nChanged 38 SP:Iteration 27Q (555.168416 sec): 3 clusters Score: Raw -1824555.015495 + Penalty 1911.801644 = -1822643.213851 nChanged 42 SP:Iteration 28Q (555.250200 sec): 3 clusters Score: Raw -1824557.617364 + Penalty 1911.801644 = -1822645.815720 nChanged 42 SP:Iteration 29Q (555.319406 sec): 3 clusters Score: Raw -1824560.093858 + Penalty 1911.801644 = -1822648.292214 nChanged 45 SP:Iteration 30Q (555.402070 sec): 3 clusters Score: Raw -1824563.048685 + Penalty 1911.801644 = -1822651.247041 nChanged 38 SP:Iteration 31Q (555.472956 sec): 3 clusters Score: Raw -1824565.383690 + Penalty 1911.801644 = -1822653.582046 nChanged 33 SP:Iteration 32Q (555.538371 sec): 3 clusters Score: Raw -1824567.138044 + Penalty 1911.801644 = -1822655.336400 nChanged 24 SP:Iteration 33Q (555.622410 sec): 3 clusters Score: Raw -1824568.495785 + Penalty 1911.801644 = -1822656.694141 nChanged 28 SP:Iteration 34Q (555.692204 sec): 3 clusters Score: Raw -1824569.895397 + Penalty 1911.801644 = -1822658.093753 nChanged 22 SP:Iteration 35Q (555.775567 sec): 3 clusters Score: Raw -1824570.970210 + Penalty 1911.801644 = -1822659.168566 nChanged 25 SP:Iteration 36Q (555.850674 sec): 3 clusters Score: Raw -1824572.563328 + Penalty 1911.801644 = -1822660.761684 nChanged 29 SP:Iteration 37Q (555.928436 sec): 3 clusters Score: Raw -1824574.401778 + Penalty 1911.801644 = -1822662.600134 nChanged 36 SP:Iteration 38Q (556.002197 sec): 3 clusters Score: Raw -1824576.880369 + Penalty 1911.801644 = -1822665.078725 nChanged 38 SP:Iteration 39Q (556.073948 sec): 3 clusters Score: Raw -1824579.628163 + Penalty 1911.801644 = -1822667.826519 nChanged 55 SP:Iteration 40F (556.143389 sec): 3 clusters Score: Raw -1824583.583870 + Penalty 1911.801644 = -1822671.782226 nChanged 47 SP:Iteration 41Q (556.226338 sec): 3 clusters Score: Raw -1824586.641076 + Penalty 1911.801644 = -1822674.839432 nChanged 52 SP:Iteration 42Q (556.300783 sec): 3 clusters Score: Raw -1824590.477946 + Penalty 1911.801644 = -1822678.676302 nChanged 45 SP:Iteration 43Q (556.380661 sec): 3 clusters Score: Raw -1824593.716319 + Penalty 1911.801644 = -1822681.914675 nChanged 45 SP:Iteration 44Q (556.457111 sec): 3 clusters Score: Raw -1824596.361067 + Penalty 1911.801644 = -1822684.559423 nChanged 51 SP:Iteration 45Q (556.535001 sec): 3 clusters Score: Raw -1824599.948343 + Penalty 1911.801644 = -1822688.146699 nChanged 46 SP:Iteration 46Q (556.606121 sec): 3 clusters Score: Raw -1824602.547708 + Penalty 1911.801644 = -1822690.746064 nChanged 31 SP:Iteration 47Q (556.676903 sec): 3 clusters Score: Raw -1824603.972758 + Penalty 1911.801644 = -1822692.171114 nChanged 20 SP:Iteration 48Q (556.757701 sec): 3 clusters Score: Raw -1824604.524619 + Penalty 1911.801644 = -1822692.722975 nChanged 11 SP:Iteration 49Q (556.837217 sec): 3 clusters Score: Raw -1824605.019242 + Penalty 1911.801644 = -1822693.217598 nChanged 16 SP:Iteration 50Q (556.912088 sec): 3 clusters Score: Raw -1824605.577187 + Penalty 1911.801644 = -1822693.775543 nChanged 10 SP:Iteration 51Q (556.998506 sec): 3 clusters Score: Raw -1824606.104405 + Penalty 1911.801644 = -1822694.302761 nChanged 14 SP:Iteration 52Q (557.076411 sec): 3 clusters Score: Raw -1824606.725911 + Penalty 1911.801644 = -1822694.924267 nChanged 15 SP:Iteration 53Q (557.151830 sec): 3 clusters Score: Raw -1824607.388193 + Penalty 1911.801644 = -1822695.586549 nChanged 14 SP:Iteration 54Q (557.221365 sec): 3 clusters Score: Raw -1824608.016955 + Penalty 1911.801644 = -1822696.215311 nChanged 17 SP:Iteration 55Q (557.301823 sec): 3 clusters Score: Raw -1824608.587643 + Penalty 1911.801644 = -1822696.785999 nChanged 10 SP:Iteration 56Q (557.380476 sec): 3 clusters Score: Raw -1824608.991052 + Penalty 1911.801644 = -1822697.189408 nChanged 10 SP:Iteration 57Q (557.457861 sec): 3 clusters Score: Raw -1824609.454848 + Penalty 1911.801644 = -1822697.653204 nChanged 11 SP:Iteration 58Q (557.527663 sec): 3 clusters Score: Raw -1824609.977252 + Penalty 1911.801644 = -1822698.175608 nChanged 12 SP:Iteration 59Q (557.606487 sec): 3 clusters Score: Raw -1824610.546382 + Penalty 1911.801644 = -1822698.744738 nChanged 15 SP:Iteration 60F (557.670636 sec): 3 clusters Score: Raw -1824611.136346 + Penalty 1911.801644 = -1822699.334702 nChanged 9 SP:Iteration 61Q (557.756638 sec): 3 clusters Score: Raw -1824611.351120 + Penalty 1911.801644 = -1822699.549476 nChanged 6 SP:Iteration 62Q (557.829892 sec): 3 clusters Score: Raw -1824611.474056 + Penalty 1911.801644 = -1822699.672412 nChanged 4 SP:Iteration 63Q (557.906106 sec): 3 clusters Score: Raw -1824611.569595 + Penalty 1911.801644 = -1822699.767951 nChanged 6 SP:Iteration 64Q (557.977085 sec): 3 clusters Score: Raw -1824611.716856 + Penalty 1911.801644 = -1822699.915212 nChanged 5 SP:Iteration 65Q (558.047493 sec): 3 clusters Score: Raw -1824611.865570 + Penalty 1911.801644 = -1822700.063926 nChanged 9 SP:Iteration 66Q (558.127334 sec): 3 clusters Score: Raw -1824612.100345 + Penalty 1911.801644 = -1822700.298701 nChanged 3 SP:Iteration 67Q (558.218500 sec): 3 clusters Score: Raw -1824612.145766 + Penalty 1911.801644 = -1822700.344122 nChanged 1 SP:Iteration 68Q (558.299966 sec): 3 clusters Score: Raw -1824612.159972 + Penalty 1911.801644 = -1822700.358328 nChanged 0 SP:Iteration 69F (558.367833 sec): 3 clusters Score: Raw -1824612.159972 + Penalty 1911.801644 = -1822700.358328 nChanged 0 Trying to split cluster 10 (6793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (558.414207 sec): 2 clusters Score: Raw -558836.583618 + Penalty 838.246555 = -557998.337063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (558.471664 sec): 3 clusters Score: Raw -554885.803341 + Penalty 1676.493110 = -553209.310231 nChanged 3005 SP:Iteration 1F (558.530374 sec): 3 clusters Score: Raw -556583.033666 + Penalty 1676.493110 = -554906.540555 nChanged 492 SP:Iteration 2F (558.581879 sec): 3 clusters Score: Raw -556838.554005 + Penalty 1676.493110 = -555162.060894 nChanged 444 SP:Iteration 3F (558.629477 sec): 3 clusters Score: Raw -557093.195792 + Penalty 1676.493110 = -555416.702681 nChanged 436 SP:Iteration 4F (558.684401 sec): 3 clusters Score: Raw -557399.790427 + Penalty 1676.493110 = -555723.297317 nChanged 425 SP:Iteration 5F (558.740024 sec): 3 clusters Score: Raw -557716.394398 + Penalty 1676.493110 = -556039.901288 nChanged 396 SP:Iteration 6F (558.808250 sec): 3 clusters Score: Raw -558030.361738 + Penalty 1676.493110 = -556353.868627 nChanged 346 SP:Iteration 7F (558.865177 sec): 3 clusters Score: Raw -558318.119077 + Penalty 1676.493110 = -556641.625967 nChanged 261 SP:Iteration 8Q (558.920798 sec): 3 clusters Score: Raw -558527.359554 + Penalty 1676.493110 = -556850.866444 nChanged 168 SP:Iteration 9Q (558.982993 sec): 3 clusters Score: Raw -558665.112843 + Penalty 1676.493110 = -556988.619733 nChanged 100 SP:Iteration 10Q (559.035230 sec): 3 clusters Score: Raw -558745.733653 + Penalty 1676.493110 = -557069.240542 nChanged 63 SP:Iteration 11Q (559.089466 sec): 3 clusters Score: Raw -558790.944632 + Penalty 1676.493110 = -557114.451521 nChanged 51 SP:Iteration 12Q (559.142698 sec): 3 clusters Score: Raw -558829.456159 + Penalty 1676.493110 = -557152.963049 nChanged 50 SP:Iteration 13Q (559.183997 sec): 3 clusters Score: Raw -558869.510760 + Penalty 1676.493110 = -557193.017649 nChanged 33 SP:Iteration 14Q (559.247163 sec): 3 clusters Score: Raw -558892.195193 + Penalty 1676.493110 = -557215.702083 nChanged 19 SP:Iteration 15Q (559.291046 sec): 3 clusters Score: Raw -558907.786590 + Penalty 1676.493110 = -557231.293480 nChanged 17 SP:Iteration 16Q (559.357373 sec): 3 clusters Score: Raw -558921.893650 + Penalty 1676.493110 = -557245.400540 nChanged 12 SP:Iteration 17Q (559.411843 sec): 3 clusters Score: Raw -558931.026379 + Penalty 1676.493110 = -557254.533268 nChanged 11 SP:Iteration 18Q (559.467817 sec): 3 clusters Score: Raw -558938.056148 + Penalty 1676.493110 = -557261.563038 nChanged 11 SP:Iteration 19Q (559.520942 sec): 3 clusters Score: Raw -558945.634997 + Penalty 1676.493110 = -557269.141887 nChanged 8 SP:Iteration 20F (559.575782 sec): 3 clusters Score: Raw -558950.282456 + Penalty 1676.493110 = -557273.789345 nChanged 4 SP:Iteration 21Q (559.632856 sec): 3 clusters Score: Raw -558952.332061 + Penalty 1676.493110 = -557275.838951 nChanged 4 SP:Iteration 22Q (559.689114 sec): 3 clusters Score: Raw -558954.674217 + Penalty 1676.493110 = -557278.181107 nChanged 5 SP:Iteration 23Q (559.745404 sec): 3 clusters Score: Raw -558959.456078 + Penalty 1676.493110 = -557282.962967 nChanged 3 SP:Iteration 24Q (559.787719 sec): 3 clusters Score: Raw -558961.216680 + Penalty 1676.493110 = -557284.723570 nChanged 1 SP:Iteration 25Q (559.846831 sec): 3 clusters Score: Raw -558962.483961 + Penalty 1676.493110 = -557285.990851 nChanged 1 SP:Iteration 26Q (559.894732 sec): 3 clusters Score: Raw -558964.369510 + Penalty 1676.493110 = -557287.876400 nChanged 3 SP:Iteration 27Q (559.948142 sec): 3 clusters Score: Raw -558967.371132 + Penalty 1676.493110 = -557290.878022 nChanged 2 SP:Iteration 28Q (560.005558 sec): 3 clusters Score: Raw -558969.413256 + Penalty 1676.493110 = -557292.920146 nChanged 2 SP:Iteration 29Q (560.056593 sec): 3 clusters Score: Raw -558971.780441 + Penalty 1676.493110 = -557295.287331 nChanged 2 SP:Iteration 30Q (560.101504 sec): 3 clusters Score: Raw -558975.339169 + Penalty 1676.493110 = -557298.846058 nChanged 3 SP:Iteration 31Q (560.162402 sec): 3 clusters Score: Raw -558978.473849 + Penalty 1676.493110 = -557301.980739 nChanged 2 SP:Iteration 32Q (560.203570 sec): 3 clusters Score: Raw -558979.671748 + Penalty 1676.493110 = -557303.178637 nChanged 1 SP:Iteration 33Q (560.266538 sec): 3 clusters Score: Raw -558979.900616 + Penalty 1676.493110 = -557303.407506 nChanged 1 SP:Iteration 34Q (560.322755 sec): 3 clusters Score: Raw -558980.161176 + Penalty 1676.493110 = -557303.668066 nChanged 0 SP:Iteration 35F (560.374986 sec): 3 clusters Score: Raw -558980.161176 + Penalty 1676.493110 = -557303.668066 nChanged 0 Trying to split cluster 11 (6099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (560.405674 sec): 2 clusters Score: Raw -478475.059216 + Penalty 828.008610 = -477647.050606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (560.463113 sec): 3 clusters Score: Raw -475056.630197 + Penalty 1656.017219 = -473400.612977 nChanged 2645 SP:Iteration 1F (560.503117 sec): 3 clusters Score: Raw -476514.103550 + Penalty 1656.017219 = -474858.086330 nChanged 397 SP:Iteration 2F (560.563933 sec): 3 clusters Score: Raw -476721.490742 + Penalty 1656.017219 = -475065.473523 nChanged 330 SP:Iteration 3F (560.628809 sec): 3 clusters Score: Raw -476900.301182 + Penalty 1656.017219 = -475244.283963 nChanged 272 SP:Iteration 4Q (560.669159 sec): 3 clusters Score: Raw -477032.044112 + Penalty 1656.017219 = -475376.026892 nChanged 240 SP:Iteration 5Q (560.736199 sec): 3 clusters Score: Raw -477140.104455 + Penalty 1656.017219 = -475484.087236 nChanged 242 SP:Iteration 6Q (560.792180 sec): 3 clusters Score: Raw -477247.486701 + Penalty 1656.017219 = -475591.469482 nChanged 223 SP:Iteration 7Q (560.846756 sec): 3 clusters Score: Raw -477351.179763 + Penalty 1656.017219 = -475695.162543 nChanged 197 SP:Iteration 8Q (560.896381 sec): 3 clusters Score: Raw -477442.379534 + Penalty 1656.017219 = -475786.362314 nChanged 188 SP:Iteration 9Q (560.955564 sec): 3 clusters Score: Raw -477530.082054 + Penalty 1656.017219 = -475874.064834 nChanged 175 SP:Iteration 10Q (561.014795 sec): 3 clusters Score: Raw -477613.305152 + Penalty 1656.017219 = -475957.287932 nChanged 175 SP:Iteration 11Q (561.065203 sec): 3 clusters Score: Raw -477701.032570 + Penalty 1656.017219 = -476045.015351 nChanged 156 SP:Iteration 12Q (561.107502 sec): 3 clusters Score: Raw -477767.335117 + Penalty 1656.017219 = -476111.317897 nChanged 114 SP:Iteration 13Q (561.158184 sec): 3 clusters Score: Raw -477803.459727 + Penalty 1656.017219 = -476147.442507 nChanged 92 SP:Iteration 14Q (561.217765 sec): 3 clusters Score: Raw -477834.192019 + Penalty 1656.017219 = -476178.174800 nChanged 84 SP:Iteration 15Q (561.272202 sec): 3 clusters Score: Raw -477860.932675 + Penalty 1656.017219 = -476204.915456 nChanged 76 SP:Iteration 16Q (561.325630 sec): 3 clusters Score: Raw -477885.198286 + Penalty 1656.017219 = -476229.181067 nChanged 75 SP:Iteration 17Q (561.379688 sec): 3 clusters Score: Raw -477909.204479 + Penalty 1656.017219 = -476253.187260 nChanged 68 SP:Iteration 18Q (561.432204 sec): 3 clusters Score: Raw -477931.895664 + Penalty 1656.017219 = -476275.878445 nChanged 95 SP:Iteration 19Q (561.489238 sec): 3 clusters Score: Raw -477963.688858 + Penalty 1656.017219 = -476307.671638 nChanged 86 SP:Iteration 20F (561.541324 sec): 3 clusters Score: Raw -477991.469825 + Penalty 1656.017219 = -476335.452605 nChanged 83 SP:Iteration 21Q (561.594704 sec): 3 clusters Score: Raw -478018.396544 + Penalty 1656.017219 = -476362.379324 nChanged 74 SP:Iteration 22Q (561.652762 sec): 3 clusters Score: Raw -478043.613349 + Penalty 1656.017219 = -476387.596129 nChanged 81 SP:Iteration 23Q (561.706604 sec): 3 clusters Score: Raw -478071.885364 + Penalty 1656.017219 = -476415.868145 nChanged 76 SP:Iteration 24Q (561.749433 sec): 3 clusters Score: Raw -478098.091031 + Penalty 1656.017219 = -476442.073812 nChanged 72 SP:Iteration 25Q (561.801002 sec): 3 clusters Score: Raw -478121.077337 + Penalty 1656.017219 = -476465.060118 nChanged 69 SP:Iteration 26Q (561.854704 sec): 3 clusters Score: Raw -478146.353348 + Penalty 1656.017219 = -476490.336129 nChanged 74 SP:Iteration 27Q (561.912101 sec): 3 clusters Score: Raw -478179.775386 + Penalty 1656.017219 = -476523.758167 nChanged 73 SP:Iteration 28Q (561.968957 sec): 3 clusters Score: Raw -478210.819071 + Penalty 1656.017219 = -476554.801851 nChanged 75 SP:Iteration 29Q (562.022641 sec): 3 clusters Score: Raw -478255.148036 + Penalty 1656.017219 = -476599.130816 nChanged 107 SP:Iteration 30Q (562.074319 sec): 3 clusters Score: Raw -478322.700543 + Penalty 1656.017219 = -476666.683324 nChanged 108 SP:Iteration 31Q (562.128782 sec): 3 clusters Score: Raw -478390.932055 + Penalty 1656.017219 = -476734.914835 nChanged 110 SP:Iteration 32Q (562.170219 sec): 3 clusters Score: Raw -478454.524657 + Penalty 1656.017219 = -476798.507437 nChanged 91 SP:Iteration 33Q (562.226527 sec): 3 clusters Score: Raw -478504.426326 + Penalty 1656.017219 = -476848.409107 nChanged 89 SP:Iteration 34Q (562.287171 sec): 3 clusters Score: Raw -478550.910560 + Penalty 1656.017219 = -476894.893341 nChanged 82 SP:Iteration 35Q (562.346597 sec): 3 clusters Score: Raw -478595.524584 + Penalty 1656.017219 = -476939.507364 nChanged 63 SP:Iteration 36Q (562.402099 sec): 3 clusters Score: Raw -478635.652270 + Penalty 1656.017219 = -476979.635050 nChanged 74 SP:Iteration 37Q (562.452899 sec): 3 clusters Score: Raw -478675.559817 + Penalty 1656.017219 = -477019.542597 nChanged 60 SP:Iteration 38Q (562.505737 sec): 3 clusters Score: Raw -478704.335758 + Penalty 1656.017219 = -477048.318539 nChanged 53 SP:Iteration 39Q (562.565991 sec): 3 clusters Score: Raw -478732.535312 + Penalty 1656.017219 = -477076.518093 nChanged 54 SP:Iteration 40F (562.620883 sec): 3 clusters Score: Raw -478763.042212 + Penalty 1656.017219 = -477107.024992 nChanged 38 SP:Iteration 41Q (562.660756 sec): 3 clusters Score: Raw -478776.119007 + Penalty 1656.017219 = -477120.101787 nChanged 29 SP:Iteration 42Q (562.724164 sec): 3 clusters Score: Raw -478784.762463 + Penalty 1656.017219 = -477128.745243 nChanged 27 SP:Iteration 43Q (562.771258 sec): 3 clusters Score: Raw -478793.720840 + Penalty 1656.017219 = -477137.703621 nChanged 27 SP:Iteration 44Q (562.833697 sec): 3 clusters Score: Raw -478802.458454 + Penalty 1656.017219 = -477146.441234 nChanged 22 SP:Iteration 45Q (562.884382 sec): 3 clusters Score: Raw -478807.488687 + Penalty 1656.017219 = -477151.471467 nChanged 22 SP:Iteration 46Q (562.926214 sec): 3 clusters Score: Raw -478812.346127 + Penalty 1656.017219 = -477156.328908 nChanged 16 SP:Iteration 47Q (562.980637 sec): 3 clusters Score: Raw -478816.019519 + Penalty 1656.017219 = -477160.002299 nChanged 15 SP:Iteration 48Q (563.033759 sec): 3 clusters Score: Raw -478819.381702 + Penalty 1656.017219 = -477163.364482 nChanged 9 SP:Iteration 49Q (563.089635 sec): 3 clusters Score: Raw -478821.814262 + Penalty 1656.017219 = -477165.797043 nChanged 10 SP:Iteration 50Q (563.139659 sec): 3 clusters Score: Raw -478823.480122 + Penalty 1656.017219 = -477167.462902 nChanged 7 SP:Iteration 51Q (563.203196 sec): 3 clusters Score: Raw -478824.623604 + Penalty 1656.017219 = -477168.606385 nChanged 6 SP:Iteration 52Q (563.255494 sec): 3 clusters Score: Raw -478825.649711 + Penalty 1656.017219 = -477169.632492 nChanged 5 SP:Iteration 53Q (563.294333 sec): 3 clusters Score: Raw -478826.284457 + Penalty 1656.017219 = -477170.267237 nChanged 5 SP:Iteration 54Q (563.344691 sec): 3 clusters Score: Raw -478826.929891 + Penalty 1656.017219 = -477170.912671 nChanged 7 SP:Iteration 55Q (563.394970 sec): 3 clusters Score: Raw -478827.694722 + Penalty 1656.017219 = -477171.677502 nChanged 5 SP:Iteration 56Q (563.452306 sec): 3 clusters Score: Raw -478828.404067 + Penalty 1656.017219 = -477172.386848 nChanged 9 SP:Iteration 57Q (563.501334 sec): 3 clusters Score: Raw -478830.162880 + Penalty 1656.017219 = -477174.145660 nChanged 6 SP:Iteration 58Q (563.549197 sec): 3 clusters Score: Raw -478832.048750 + Penalty 1656.017219 = -477176.031530 nChanged 9 SP:Iteration 59Q (563.600834 sec): 3 clusters Score: Raw -478833.762034 + Penalty 1656.017219 = -477177.744815 nChanged 8 SP:Iteration 60F (563.655975 sec): 3 clusters Score: Raw -478834.771381 + Penalty 1656.017219 = -477178.754162 nChanged 4 SP:Iteration 61Q (563.714082 sec): 3 clusters Score: Raw -478835.123299 + Penalty 1656.017219 = -477179.106080 nChanged 3 SP:Iteration 62Q (563.766355 sec): 3 clusters Score: Raw -478835.354692 + Penalty 1656.017219 = -477179.337473 nChanged 5 SP:Iteration 63Q (563.820364 sec): 3 clusters Score: Raw -478835.857416 + Penalty 1656.017219 = -477179.840196 nChanged 4 SP:Iteration 64Q (563.864652 sec): 3 clusters Score: Raw -478836.233555 + Penalty 1656.017219 = -477180.216336 nChanged 3 SP:Iteration 65Q (563.921001 sec): 3 clusters Score: Raw -478836.853418 + Penalty 1656.017219 = -477180.836199 nChanged 3 SP:Iteration 66Q (563.987872 sec): 3 clusters Score: Raw -478837.248323 + Penalty 1656.017219 = -477181.231104 nChanged 1 SP:Iteration 67Q (564.040938 sec): 3 clusters Score: Raw -478837.313362 + Penalty 1656.017219 = -477181.296142 nChanged 2 SP:Iteration 68Q (564.099540 sec): 3 clusters Score: Raw -478837.510109 + Penalty 1656.017219 = -477181.492889 nChanged 2 SP:Iteration 69Q (564.157425 sec): 3 clusters Score: Raw -478837.600859 + Penalty 1656.017219 = -477181.583639 nChanged 1 SP:Iteration 70Q (564.212139 sec): 3 clusters Score: Raw -478837.628109 + Penalty 1656.017219 = -477181.610890 nChanged 1 SP:Iteration 71Q (564.267133 sec): 3 clusters Score: Raw -478837.708004 + Penalty 1656.017219 = -477181.690785 nChanged 1 SP:Iteration 72Q (564.312133 sec): 3 clusters Score: Raw -478838.021831 + Penalty 1656.017219 = -477182.004612 nChanged 1 SP:Iteration 73Q (564.367233 sec): 3 clusters Score: Raw -478838.115192 + Penalty 1656.017219 = -477182.097973 nChanged 0 SP:Iteration 74F (564.432227 sec): 3 clusters Score: Raw -478838.115192 + Penalty 1656.017219 = -477182.097973 nChanged 0 Trying to split cluster 12 (13036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (564.474386 sec): 2 clusters Score: Raw -1070324.623479 + Penalty 900.169654 = -1069424.453826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (564.538908 sec): 3 clusters Score: Raw -1062430.791680 + Penalty 1800.339308 = -1060630.452373 nChanged 5820 SP:Iteration 1F (564.601458 sec): 3 clusters Score: Raw -1065818.916271 + Penalty 1800.339308 = -1064018.576963 nChanged 886 SP:Iteration 2F (564.657153 sec): 3 clusters Score: Raw -1066366.208540 + Penalty 1800.339308 = -1064565.869233 nChanged 972 SP:Iteration 3F (564.728062 sec): 3 clusters Score: Raw -1067009.654662 + Penalty 1800.339308 = -1065209.315354 nChanged 933 SP:Iteration 4F (564.794197 sec): 3 clusters Score: Raw -1067677.164581 + Penalty 1800.339308 = -1065876.825273 nChanged 899 SP:Iteration 5F (564.854636 sec): 3 clusters Score: Raw -1068399.655730 + Penalty 1800.339308 = -1066599.316423 nChanged 849 SP:Iteration 6F (564.919033 sec): 3 clusters Score: Raw -1069126.232042 + Penalty 1800.339308 = -1067325.892734 nChanged 709 SP:Iteration 7F (564.982290 sec): 3 clusters Score: Raw -1069612.243243 + Penalty 1800.339308 = -1067811.903935 nChanged 447 SP:Iteration 8Q (565.037815 sec): 3 clusters Score: Raw -1069817.796328 + Penalty 1800.339308 = -1068017.457021 nChanged 248 SP:Iteration 9Q (565.112373 sec): 3 clusters Score: Raw -1069900.793563 + Penalty 1800.339308 = -1068100.454256 nChanged 172 SP:Iteration 10Q (565.165494 sec): 3 clusters Score: Raw -1069948.357472 + Penalty 1800.339308 = -1068148.018164 nChanged 135 SP:Iteration 11Q (565.239851 sec): 3 clusters Score: Raw -1069981.266128 + Penalty 1800.339308 = -1068180.926821 nChanged 108 SP:Iteration 12Q (565.301855 sec): 3 clusters Score: Raw -1070009.800462 + Penalty 1800.339308 = -1068209.461154 nChanged 98 SP:Iteration 13Q (565.361677 sec): 3 clusters Score: Raw -1070030.426690 + Penalty 1800.339308 = -1068230.087382 nChanged 87 SP:Iteration 14Q (565.410611 sec): 3 clusters Score: Raw -1070046.077293 + Penalty 1800.339308 = -1068245.737985 nChanged 75 SP:Iteration 15Q (565.469391 sec): 3 clusters Score: Raw -1070059.574115 + Penalty 1800.339308 = -1068259.234808 nChanged 80 SP:Iteration 16Q (565.540901 sec): 3 clusters Score: Raw -1070074.321417 + Penalty 1800.339308 = -1068273.982109 nChanged 81 SP:Iteration 17Q (565.602586 sec): 3 clusters Score: Raw -1070088.657193 + Penalty 1800.339308 = -1068288.317885 nChanged 68 SP:Iteration 18Q (565.663185 sec): 3 clusters Score: Raw -1070100.556683 + Penalty 1800.339308 = -1068300.217375 nChanged 63 SP:Iteration 19Q (565.723038 sec): 3 clusters Score: Raw -1070109.295400 + Penalty 1800.339308 = -1068308.956093 nChanged 52 SP:Iteration 20F (565.793946 sec): 3 clusters Score: Raw -1070116.539682 + Penalty 1800.339308 = -1068316.200374 nChanged 45 SP:Iteration 21Q (565.858691 sec): 3 clusters Score: Raw -1070121.821097 + Penalty 1800.339308 = -1068321.481789 nChanged 34 SP:Iteration 22Q (565.922556 sec): 3 clusters Score: Raw -1070124.937695 + Penalty 1800.339308 = -1068324.598387 nChanged 32 SP:Iteration 23Q (565.987233 sec): 3 clusters Score: Raw -1070128.814370 + Penalty 1800.339308 = -1068328.475063 nChanged 39 SP:Iteration 24Q (566.047229 sec): 3 clusters Score: Raw -1070133.819166 + Penalty 1800.339308 = -1068333.479858 nChanged 41 SP:Iteration 25Q (566.119186 sec): 3 clusters Score: Raw -1070140.036891 + Penalty 1800.339308 = -1068339.697583 nChanged 52 SP:Iteration 26Q (566.176310 sec): 3 clusters Score: Raw -1070148.227911 + Penalty 1800.339308 = -1068347.888604 nChanged 49 SP:Iteration 27Q (566.249274 sec): 3 clusters Score: Raw -1070156.057283 + Penalty 1800.339308 = -1068355.717976 nChanged 48 SP:Iteration 28Q (566.320912 sec): 3 clusters Score: Raw -1070163.106201 + Penalty 1800.339308 = -1068362.766894 nChanged 51 SP:Iteration 29Q (566.386362 sec): 3 clusters Score: Raw -1070170.464408 + Penalty 1800.339308 = -1068370.125100 nChanged 53 SP:Iteration 30Q (566.438780 sec): 3 clusters Score: Raw -1070178.243772 + Penalty 1800.339308 = -1068377.904464 nChanged 49 SP:Iteration 31Q (566.516179 sec): 3 clusters Score: Raw -1070184.337567 + Penalty 1800.339308 = -1068383.998259 nChanged 41 SP:Iteration 32Q (566.566617 sec): 3 clusters Score: Raw -1070189.021962 + Penalty 1800.339308 = -1068388.682654 nChanged 51 SP:Iteration 33Q (566.629283 sec): 3 clusters Score: Raw -1070197.487820 + Penalty 1800.339308 = -1068397.148512 nChanged 57 SP:Iteration 34Q (566.689746 sec): 3 clusters Score: Raw -1070206.851121 + Penalty 1800.339308 = -1068406.511814 nChanged 60 SP:Iteration 35Q (566.762297 sec): 3 clusters Score: Raw -1070216.482266 + Penalty 1800.339308 = -1068416.142958 nChanged 49 SP:Iteration 36Q (566.821952 sec): 3 clusters Score: Raw -1070222.942669 + Penalty 1800.339308 = -1068422.603361 nChanged 39 SP:Iteration 37Q (566.878993 sec): 3 clusters Score: Raw -1070228.886108 + Penalty 1800.339308 = -1068428.546800 nChanged 50 SP:Iteration 38Q (566.944382 sec): 3 clusters Score: Raw -1070237.628314 + Penalty 1800.339308 = -1068437.289006 nChanged 48 SP:Iteration 39Q (567.010964 sec): 3 clusters Score: Raw -1070244.447248 + Penalty 1800.339308 = -1068444.107941 nChanged 50 SP:Iteration 40F (567.079219 sec): 3 clusters Score: Raw -1070251.973059 + Penalty 1800.339308 = -1068451.633751 nChanged 38 SP:Iteration 41Q (567.141556 sec): 3 clusters Score: Raw -1070256.784502 + Penalty 1800.339308 = -1068456.445194 nChanged 37 SP:Iteration 42Q (567.200699 sec): 3 clusters Score: Raw -1070261.510558 + Penalty 1800.339308 = -1068461.171250 nChanged 31 SP:Iteration 43Q (567.268783 sec): 3 clusters Score: Raw -1070265.015593 + Penalty 1800.339308 = -1068464.676285 nChanged 29 SP:Iteration 44Q (567.329006 sec): 3 clusters Score: Raw -1070269.101504 + Penalty 1800.339308 = -1068468.762196 nChanged 35 SP:Iteration 45Q (567.391779 sec): 3 clusters Score: Raw -1070274.447700 + Penalty 1800.339308 = -1068474.108392 nChanged 47 SP:Iteration 46Q (567.443135 sec): 3 clusters Score: Raw -1070281.323377 + Penalty 1800.339308 = -1068480.984069 nChanged 45 SP:Iteration 47Q (567.509841 sec): 3 clusters Score: Raw -1070288.992496 + Penalty 1800.339308 = -1068488.653189 nChanged 46 SP:Iteration 48Q (567.567053 sec): 3 clusters Score: Raw -1070296.333634 + Penalty 1800.339308 = -1068495.994327 nChanged 45 SP:Iteration 49Q (567.631479 sec): 3 clusters Score: Raw -1070304.282141 + Penalty 1800.339308 = -1068503.942834 nChanged 47 SP:Iteration 50Q (567.694241 sec): 3 clusters Score: Raw -1070315.307461 + Penalty 1800.339308 = -1068514.968153 nChanged 56 SP:Iteration 51Q (567.745113 sec): 3 clusters Score: Raw -1070328.056236 + Penalty 1800.339308 = -1068527.716929 nChanged 47 SP:Iteration 52Q (567.816514 sec): 3 clusters Score: Raw -1070337.971446 + Penalty 1800.339308 = -1068537.632139 nChanged 56 SP:Iteration 53Q (567.871465 sec): 3 clusters Score: Raw -1070349.469755 + Penalty 1800.339308 = -1068549.130448 nChanged 64 SP:Iteration 54Q (567.927668 sec): 3 clusters Score: Raw -1070362.163923 + Penalty 1800.339308 = -1068561.824615 nChanged 52 SP:Iteration 55Q (567.998544 sec): 3 clusters Score: Raw -1070374.300005 + Penalty 1800.339308 = -1068573.960698 nChanged 63 SP:Iteration 56Q (568.056724 sec): 3 clusters Score: Raw -1070387.886874 + Penalty 1800.339308 = -1068587.547567 nChanged 55 SP:Iteration 57Q (568.113432 sec): 3 clusters Score: Raw -1070398.743673 + Penalty 1800.339308 = -1068598.404366 nChanged 44 SP:Iteration 58Q (568.173026 sec): 3 clusters Score: Raw -1070408.469558 + Penalty 1800.339308 = -1068608.130250 nChanged 49 SP:Iteration 59Q (568.234711 sec): 3 clusters Score: Raw -1070421.901019 + Penalty 1800.339308 = -1068621.561712 nChanged 60 SP:Iteration 60F (568.307611 sec): 3 clusters Score: Raw -1070438.847927 + Penalty 1800.339308 = -1068638.508619 nChanged 54 SP:Iteration 61Q (568.369220 sec): 3 clusters Score: Raw -1070452.115257 + Penalty 1800.339308 = -1068651.775949 nChanged 40 SP:Iteration 62Q (568.428278 sec): 3 clusters Score: Raw -1070459.329133 + Penalty 1800.339308 = -1068658.989826 nChanged 33 SP:Iteration 63Q (568.477773 sec): 3 clusters Score: Raw -1070464.337601 + Penalty 1800.339308 = -1068663.998294 nChanged 21 SP:Iteration 64Q (568.537521 sec): 3 clusters Score: Raw -1070467.769485 + Penalty 1800.339308 = -1068667.430177 nChanged 17 SP:Iteration 65Q (568.605645 sec): 3 clusters Score: Raw -1070471.302169 + Penalty 1800.339308 = -1068670.962861 nChanged 18 SP:Iteration 66Q (568.661807 sec): 3 clusters Score: Raw -1070474.092304 + Penalty 1800.339308 = -1068673.752996 nChanged 12 SP:Iteration 67Q (568.733448 sec): 3 clusters Score: Raw -1070475.649004 + Penalty 1800.339308 = -1068675.309696 nChanged 10 SP:Iteration 68Q (568.798581 sec): 3 clusters Score: Raw -1070476.925377 + Penalty 1800.339308 = -1068676.586070 nChanged 11 SP:Iteration 69Q (568.863340 sec): 3 clusters Score: Raw -1070478.206729 + Penalty 1800.339308 = -1068677.867422 nChanged 12 SP:Iteration 70Q (568.914919 sec): 3 clusters Score: Raw -1070479.364183 + Penalty 1800.339308 = -1068679.024876 nChanged 10 SP:Iteration 71Q (568.974625 sec): 3 clusters Score: Raw -1070481.224468 + Penalty 1800.339308 = -1068680.885161 nChanged 12 SP:Iteration 72Q (569.033315 sec): 3 clusters Score: Raw -1070482.872425 + Penalty 1800.339308 = -1068682.533117 nChanged 17 SP:Iteration 73Q (569.107231 sec): 3 clusters Score: Raw -1070486.115688 + Penalty 1800.339308 = -1068685.776381 nChanged 19 SP:Iteration 74Q (569.156578 sec): 3 clusters Score: Raw -1070489.862218 + Penalty 1800.339308 = -1068689.522910 nChanged 13 SP:Iteration 75Q (569.213396 sec): 3 clusters Score: Raw -1070491.982551 + Penalty 1800.339308 = -1068691.643244 nChanged 11 SP:Iteration 76Q (569.282799 sec): 3 clusters Score: Raw -1070493.251788 + Penalty 1800.339308 = -1068692.912480 nChanged 14 SP:Iteration 77Q (569.342489 sec): 3 clusters Score: Raw -1070495.986819 + Penalty 1800.339308 = -1068695.647512 nChanged 14 SP:Iteration 78Q (569.404557 sec): 3 clusters Score: Raw -1070499.804114 + Penalty 1800.339308 = -1068699.464806 nChanged 19 SP:Iteration 79Q (569.462884 sec): 3 clusters Score: Raw -1070504.361278 + Penalty 1800.339308 = -1068704.021971 nChanged 24 SP:Iteration 80F (569.523766 sec): 3 clusters Score: Raw -1070512.094948 + Penalty 1800.339308 = -1068711.755640 nChanged 25 SP:Iteration 81Q (569.584199 sec): 3 clusters Score: Raw -1070523.049079 + Penalty 1800.339308 = -1068722.709772 nChanged 28 SP:Iteration 82Q (569.651789 sec): 3 clusters Score: Raw -1070533.054892 + Penalty 1800.339308 = -1068732.715584 nChanged 27 SP:Iteration 83Q (569.710430 sec): 3 clusters Score: Raw -1070539.638886 + Penalty 1800.339308 = -1068739.299579 nChanged 17 SP:Iteration 84Q (569.759796 sec): 3 clusters Score: Raw -1070543.244651 + Penalty 1800.339308 = -1068742.905344 nChanged 15 SP:Iteration 85Q (569.822209 sec): 3 clusters Score: Raw -1070546.955794 + Penalty 1800.339308 = -1068746.616487 nChanged 11 SP:Iteration 86Q (569.886751 sec): 3 clusters Score: Raw -1070548.381751 + Penalty 1800.339308 = -1068748.042443 nChanged 6 SP:Iteration 87Q (569.950444 sec): 3 clusters Score: Raw -1070548.790747 + Penalty 1800.339308 = -1068748.451439 nChanged 1 SP:Iteration 88Q (569.998435 sec): 3 clusters Score: Raw -1070549.002010 + Penalty 1800.339308 = -1068748.662702 nChanged 1 SP:Iteration 89Q (570.066278 sec): 3 clusters Score: Raw -1070549.119892 + Penalty 1800.339308 = -1068748.780584 nChanged 1 SP:Iteration 90Q (570.125072 sec): 3 clusters Score: Raw -1070549.175010 + Penalty 1800.339308 = -1068748.835702 nChanged 1 SP:Iteration 91Q (570.192519 sec): 3 clusters Score: Raw -1070549.222707 + Penalty 1800.339308 = -1068748.883399 nChanged 2 SP:Iteration 92Q (570.251464 sec): 3 clusters Score: Raw -1070549.384815 + Penalty 1800.339308 = -1068749.045507 nChanged 4 SP:Iteration 93Q (570.302572 sec): 3 clusters Score: Raw -1070550.001689 + Penalty 1800.339308 = -1068749.662381 nChanged 4 SP:Iteration 94Q (570.353952 sec): 3 clusters Score: Raw -1070550.470679 + Penalty 1800.339308 = -1068750.131371 nChanged 2 SP:Iteration 95Q (570.408623 sec): 3 clusters Score: Raw -1070550.659465 + Penalty 1800.339308 = -1068750.320158 nChanged 0 SP:Iteration 96F (570.474455 sec): 3 clusters Score: Raw -1070550.659465 + Penalty 1800.339308 = -1068750.320158 nChanged 0 Trying to split cluster 13 (2102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (570.508061 sec): 2 clusters Score: Raw -169395.677315 + Penalty 726.811232 = -168668.866083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (570.557873 sec): 3 clusters Score: Raw -168354.679333 + Penalty 1453.622465 = -166901.056868 nChanged 800 SP:Iteration 1F (570.608713 sec): 3 clusters Score: Raw -168817.106382 + Penalty 1453.622465 = -167363.483918 nChanged 175 SP:Iteration 2F (570.656916 sec): 3 clusters Score: Raw -168941.479546 + Penalty 1453.622465 = -167487.857082 nChanged 133 SP:Iteration 3F (570.706100 sec): 3 clusters Score: Raw -169018.517266 + Penalty 1453.622465 = -167564.894801 nChanged 92 SP:Iteration 4Q (570.750883 sec): 3 clusters Score: Raw -169062.688753 + Penalty 1453.622465 = -167609.066289 nChanged 61 SP:Iteration 5Q (570.807304 sec): 3 clusters Score: Raw -169091.733297 + Penalty 1453.622465 = -167638.110833 nChanged 45 SP:Iteration 6Q (570.860407 sec): 3 clusters Score: Raw -169115.863334 + Penalty 1453.622465 = -167662.240870 nChanged 44 SP:Iteration 7Q (570.898289 sec): 3 clusters Score: Raw -169135.863911 + Penalty 1453.622465 = -167682.241446 nChanged 29 SP:Iteration 8Q (570.949888 sec): 3 clusters Score: Raw -169147.606711 + Penalty 1453.622465 = -167693.984246 nChanged 25 SP:Iteration 9Q (570.999361 sec): 3 clusters Score: Raw -169159.901157 + Penalty 1453.622465 = -167706.278692 nChanged 30 SP:Iteration 10Q (571.045022 sec): 3 clusters Score: Raw -169178.479768 + Penalty 1453.622465 = -167724.857304 nChanged 36 SP:Iteration 11Q (571.088402 sec): 3 clusters Score: Raw -169207.770271 + Penalty 1453.622465 = -167754.147807 nChanged 50 SP:Iteration 12Q (571.128661 sec): 3 clusters Score: Raw -169249.329977 + Penalty 1453.622465 = -167795.707512 nChanged 53 SP:Iteration 13Q (571.176347 sec): 3 clusters Score: Raw -169283.250060 + Penalty 1453.622465 = -167829.627596 nChanged 40 SP:Iteration 14Q (571.225281 sec): 3 clusters Score: Raw -169307.815750 + Penalty 1453.622465 = -167854.193285 nChanged 37 SP:Iteration 15Q (571.262779 sec): 3 clusters Score: Raw -169328.124636 + Penalty 1453.622465 = -167874.502171 nChanged 28 SP:Iteration 16Q (571.307582 sec): 3 clusters Score: Raw -169345.489386 + Penalty 1453.622465 = -167891.866921 nChanged 21 SP:Iteration 17Q (571.352793 sec): 3 clusters Score: Raw -169355.787875 + Penalty 1453.622465 = -167902.165410 nChanged 20 SP:Iteration 18Q (571.400859 sec): 3 clusters Score: Raw -169364.778726 + Penalty 1453.622465 = -167911.156261 nChanged 22 SP:Iteration 19Q (571.451899 sec): 3 clusters Score: Raw -169374.993537 + Penalty 1453.622465 = -167921.371072 nChanged 25 SP:Iteration 20F (571.502972 sec): 3 clusters Score: Raw -169386.850684 + Penalty 1453.622465 = -167933.228219 nChanged 24 SP:Iteration 21Q (571.562662 sec): 3 clusters Score: Raw -169403.160041 + Penalty 1453.622465 = -167949.537576 nChanged 20 SP:Iteration 22Q (571.613552 sec): 3 clusters Score: Raw -169413.855530 + Penalty 1453.622465 = -167960.233066 nChanged 11 SP:Iteration 23Q (571.656035 sec): 3 clusters Score: Raw -169421.528307 + Penalty 1453.622465 = -167967.905842 nChanged 9 SP:Iteration 24Q (571.705694 sec): 3 clusters Score: Raw -169427.044649 + Penalty 1453.622465 = -167973.422184 nChanged 9 SP:Iteration 25Q (571.763732 sec): 3 clusters Score: Raw -169432.224762 + Penalty 1453.622465 = -167978.602297 nChanged 3 SP:Iteration 26Q (571.812270 sec): 3 clusters Score: Raw -169433.380918 + Penalty 1453.622465 = -167979.758453 nChanged 0 SP:Iteration 27F (571.857016 sec): 3 clusters Score: Raw -169433.380918 + Penalty 1453.622465 = -167979.758453 nChanged 0 Trying to split cluster 14 (13151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (571.897879 sec): 2 clusters Score: Raw -1076940.776863 + Penalty 901.004043 = -1076039.772821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (571.953844 sec): 3 clusters Score: Raw -1068988.113978 + Penalty 1802.008085 = -1067186.105892 nChanged 5981 SP:Iteration 1F (572.015363 sec): 3 clusters Score: Raw -1072293.184063 + Penalty 1802.008085 = -1070491.175978 nChanged 724 SP:Iteration 2F (572.087584 sec): 3 clusters Score: Raw -1072585.119624 + Penalty 1802.008085 = -1070783.111539 nChanged 664 SP:Iteration 3F (572.147701 sec): 3 clusters Score: Raw -1072898.198665 + Penalty 1802.008085 = -1071096.190580 nChanged 722 SP:Iteration 4F (572.211171 sec): 3 clusters Score: Raw -1073297.447280 + Penalty 1802.008085 = -1071495.439195 nChanged 822 SP:Iteration 5F (572.280857 sec): 3 clusters Score: Raw -1073892.655185 + Penalty 1802.008085 = -1072090.647100 nChanged 893 SP:Iteration 6F (572.333692 sec): 3 clusters Score: Raw -1074673.759185 + Penalty 1802.008085 = -1072871.751100 nChanged 891 SP:Iteration 7F (572.409441 sec): 3 clusters Score: Raw -1075464.576057 + Penalty 1802.008085 = -1073662.567972 nChanged 739 SP:Iteration 8F (572.473044 sec): 3 clusters Score: Raw -1076053.589132 + Penalty 1802.008085 = -1074251.581047 nChanged 497 SP:Iteration 9Q (572.540436 sec): 3 clusters Score: Raw -1076403.133572 + Penalty 1802.008085 = -1074601.125486 nChanged 336 SP:Iteration 10Q (572.594740 sec): 3 clusters Score: Raw -1076611.988777 + Penalty 1802.008085 = -1074809.980691 nChanged 244 SP:Iteration 11Q (572.658339 sec): 3 clusters Score: Raw -1076741.490066 + Penalty 1802.008085 = -1074939.481980 nChanged 189 SP:Iteration 12Q (572.720949 sec): 3 clusters Score: Raw -1076830.267140 + Penalty 1802.008085 = -1075028.259055 nChanged 153 SP:Iteration 13Q (572.782121 sec): 3 clusters Score: Raw -1076889.525082 + Penalty 1802.008085 = -1075087.516997 nChanged 121 SP:Iteration 14Q (572.844280 sec): 3 clusters Score: Raw -1076935.176807 + Penalty 1802.008085 = -1075133.168721 nChanged 114 SP:Iteration 15Q (572.915150 sec): 3 clusters Score: Raw -1076982.498394 + Penalty 1802.008085 = -1075180.490309 nChanged 110 SP:Iteration 16Q (572.969731 sec): 3 clusters Score: Raw -1077034.609137 + Penalty 1802.008085 = -1075232.601052 nChanged 108 SP:Iteration 17Q (573.042564 sec): 3 clusters Score: Raw -1077089.058290 + Penalty 1802.008085 = -1075287.050205 nChanged 101 SP:Iteration 18Q (573.108579 sec): 3 clusters Score: Raw -1077134.673402 + Penalty 1802.008085 = -1075332.665317 nChanged 78 SP:Iteration 19Q (573.171804 sec): 3 clusters Score: Raw -1077169.702516 + Penalty 1802.008085 = -1075367.694431 nChanged 76 SP:Iteration 20F (573.233913 sec): 3 clusters Score: Raw -1077201.958609 + Penalty 1802.008085 = -1075399.950523 nChanged 77 SP:Iteration 21Q (573.281937 sec): 3 clusters Score: Raw -1077232.578639 + Penalty 1802.008085 = -1075430.570553 nChanged 75 SP:Iteration 22Q (573.352419 sec): 3 clusters Score: Raw -1077268.464071 + Penalty 1802.008085 = -1075466.455986 nChanged 71 SP:Iteration 23Q (573.412657 sec): 3 clusters Score: Raw -1077292.551114 + Penalty 1802.008085 = -1075490.543029 nChanged 48 SP:Iteration 24Q (573.468706 sec): 3 clusters Score: Raw -1077305.695879 + Penalty 1802.008085 = -1075503.687793 nChanged 38 SP:Iteration 25Q (573.535661 sec): 3 clusters Score: Raw -1077313.255697 + Penalty 1802.008085 = -1075511.247612 nChanged 22 SP:Iteration 26Q (573.589020 sec): 3 clusters Score: Raw -1077316.418731 + Penalty 1802.008085 = -1075514.410646 nChanged 9 SP:Iteration 27Q (573.656941 sec): 3 clusters Score: Raw -1077317.863519 + Penalty 1802.008085 = -1075515.855434 nChanged 9 SP:Iteration 28Q (573.718181 sec): 3 clusters Score: Raw -1077319.473155 + Penalty 1802.008085 = -1075517.465069 nChanged 7 SP:Iteration 29Q (573.768191 sec): 3 clusters Score: Raw -1077320.620645 + Penalty 1802.008085 = -1075518.612560 nChanged 5 SP:Iteration 30Q (573.826627 sec): 3 clusters Score: Raw -1077321.431797 + Penalty 1802.008085 = -1075519.423712 nChanged 8 SP:Iteration 31Q (573.892643 sec): 3 clusters Score: Raw -1077322.637417 + Penalty 1802.008085 = -1075520.629332 nChanged 8 SP:Iteration 32Q (573.940166 sec): 3 clusters Score: Raw -1077324.428152 + Penalty 1802.008085 = -1075522.420066 nChanged 10 SP:Iteration 33Q (574.008171 sec): 3 clusters Score: Raw -1077326.513449 + Penalty 1802.008085 = -1075524.505364 nChanged 12 SP:Iteration 34Q (574.060019 sec): 3 clusters Score: Raw -1077328.487434 + Penalty 1802.008085 = -1075526.479349 nChanged 12 SP:Iteration 35Q (574.120163 sec): 3 clusters Score: Raw -1077330.658690 + Penalty 1802.008085 = -1075528.650605 nChanged 8 SP:Iteration 36Q (574.185057 sec): 3 clusters Score: Raw -1077332.006878 + Penalty 1802.008085 = -1075529.998792 nChanged 8 SP:Iteration 37Q (574.237178 sec): 3 clusters Score: Raw -1077333.548134 + Penalty 1802.008085 = -1075531.540049 nChanged 9 SP:Iteration 38Q (574.290587 sec): 3 clusters Score: Raw -1077335.254728 + Penalty 1802.008085 = -1075533.246643 nChanged 5 SP:Iteration 39Q (574.351313 sec): 3 clusters Score: Raw -1077336.764065 + Penalty 1802.008085 = -1075534.755979 nChanged 11 SP:Iteration 40F (574.423119 sec): 3 clusters Score: Raw -1077338.844874 + Penalty 1802.008085 = -1075536.836789 nChanged 9 SP:Iteration 41Q (574.486398 sec): 3 clusters Score: Raw -1077340.969095 + Penalty 1802.008085 = -1075538.961009 nChanged 13 SP:Iteration 42Q (574.541427 sec): 3 clusters Score: Raw -1077343.471711 + Penalty 1802.008085 = -1075541.463626 nChanged 16 SP:Iteration 43Q (574.614919 sec): 3 clusters Score: Raw -1077346.205736 + Penalty 1802.008085 = -1075544.197650 nChanged 14 SP:Iteration 44Q (574.664431 sec): 3 clusters Score: Raw -1077348.324948 + Penalty 1802.008085 = -1075546.316863 nChanged 9 SP:Iteration 45Q (574.727912 sec): 3 clusters Score: Raw -1077350.222115 + Penalty 1802.008085 = -1075548.214029 nChanged 12 SP:Iteration 46Q (574.800411 sec): 3 clusters Score: Raw -1077352.915261 + Penalty 1802.008085 = -1075550.907176 nChanged 13 SP:Iteration 47Q (574.855494 sec): 3 clusters Score: Raw -1077355.924556 + Penalty 1802.008085 = -1075553.916471 nChanged 17 SP:Iteration 48Q (574.920056 sec): 3 clusters Score: Raw -1077359.974003 + Penalty 1802.008085 = -1075557.965918 nChanged 12 SP:Iteration 49Q (574.969444 sec): 3 clusters Score: Raw -1077362.481024 + Penalty 1802.008085 = -1075560.472938 nChanged 14 SP:Iteration 50Q (575.033165 sec): 3 clusters Score: Raw -1077364.998764 + Penalty 1802.008085 = -1075562.990679 nChanged 15 SP:Iteration 51Q (575.096284 sec): 3 clusters Score: Raw -1077368.164544 + Penalty 1802.008085 = -1075566.156459 nChanged 16 SP:Iteration 52Q (575.150731 sec): 3 clusters Score: Raw -1077371.775419 + Penalty 1802.008085 = -1075569.767334 nChanged 8 SP:Iteration 53Q (575.214173 sec): 3 clusters Score: Raw -1077372.983246 + Penalty 1802.008085 = -1075570.975161 nChanged 9 SP:Iteration 54Q (575.279390 sec): 3 clusters Score: Raw -1077374.913190 + Penalty 1802.008085 = -1075572.905105 nChanged 5 SP:Iteration 55Q (575.343673 sec): 3 clusters Score: Raw -1077375.769167 + Penalty 1802.008085 = -1075573.761081 nChanged 3 SP:Iteration 56Q (575.406608 sec): 3 clusters Score: Raw -1077376.143291 + Penalty 1802.008085 = -1075574.135206 nChanged 3 SP:Iteration 57Q (575.467243 sec): 3 clusters Score: Raw -1077376.700880 + Penalty 1802.008085 = -1075574.692794 nChanged 1 SP:Iteration 58Q (575.532203 sec): 3 clusters Score: Raw -1077376.821506 + Penalty 1802.008085 = -1075574.813421 nChanged 0 SP:Iteration 59F (575.593990 sec): 3 clusters Score: Raw -1077376.821506 + Penalty 1802.008085 = -1075574.813421 nChanged 0 Trying to split cluster 15 (26989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (575.647625 sec): 2 clusters Score: Raw -2171094.401180 + Penalty 969.302542 = -2170125.098638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (575.732466 sec): 3 clusters Score: Raw -2154169.797794 + Penalty 1938.605084 = -2152231.192710 nChanged 12589 SP:Iteration 1F (575.818488 sec): 3 clusters Score: Raw -2161555.973076 + Penalty 1938.605084 = -2159617.367992 nChanged 1328 SP:Iteration 2Q (575.899647 sec): 3 clusters Score: Raw -2162057.336361 + Penalty 1938.605084 = -2160118.731277 nChanged 1357 SP:Iteration 3F (575.983660 sec): 3 clusters Score: Raw -2162663.814676 + Penalty 1938.605084 = -2160725.209592 nChanged 1415 SP:Iteration 4F (576.063145 sec): 3 clusters Score: Raw -2163402.673304 + Penalty 1938.605084 = -2161464.068220 nChanged 1521 SP:Iteration 5F (576.129360 sec): 3 clusters Score: Raw -2164340.787611 + Penalty 1938.605084 = -2162402.182527 nChanged 1629 SP:Iteration 6F (576.221374 sec): 3 clusters Score: Raw -2165519.781997 + Penalty 1938.605084 = -2163581.176913 nChanged 1527 SP:Iteration 7F (576.301880 sec): 3 clusters Score: Raw -2166634.309048 + Penalty 1938.605084 = -2164695.703963 nChanged 1270 SP:Iteration 8Q (576.372514 sec): 3 clusters Score: Raw -2167440.089640 + Penalty 1938.605084 = -2165501.484556 nChanged 942 SP:Iteration 9Q (576.460968 sec): 3 clusters Score: Raw -2167907.762911 + Penalty 1938.605084 = -2165969.157826 nChanged 706 SP:Iteration 10Q (576.544119 sec): 3 clusters Score: Raw -2168284.437007 + Penalty 1938.605084 = -2166345.831923 nChanged 590 SP:Iteration 11Q (576.614006 sec): 3 clusters Score: Raw -2168648.236645 + Penalty 1938.605084 = -2166709.631560 nChanged 596 SP:Iteration 12Q (576.704905 sec): 3 clusters Score: Raw -2169068.785873 + Penalty 1938.605084 = -2167130.180789 nChanged 554 SP:Iteration 13Q (576.780779 sec): 3 clusters Score: Raw -2169464.261965 + Penalty 1938.605084 = -2167525.656880 nChanged 503 SP:Iteration 14Q (576.864389 sec): 3 clusters Score: Raw -2169830.759562 + Penalty 1938.605084 = -2167892.154477 nChanged 433 SP:Iteration 15Q (576.940953 sec): 3 clusters Score: Raw -2170167.994127 + Penalty 1938.605084 = -2168229.389043 nChanged 389 SP:Iteration 16Q (577.014818 sec): 3 clusters Score: Raw -2170439.916020 + Penalty 1938.605084 = -2168501.310936 nChanged 351 SP:Iteration 17Q (577.100085 sec): 3 clusters Score: Raw -2170642.990644 + Penalty 1938.605084 = -2168704.385560 nChanged 262 SP:Iteration 18Q (577.178586 sec): 3 clusters Score: Raw -2170778.601372 + Penalty 1938.605084 = -2168839.996288 nChanged 219 SP:Iteration 19Q (577.253627 sec): 3 clusters Score: Raw -2170865.464185 + Penalty 1938.605084 = -2168926.859100 nChanged 172 SP:Iteration 20F (577.331453 sec): 3 clusters Score: Raw -2170920.040325 + Penalty 1938.605084 = -2168981.435241 nChanged 133 SP:Iteration 21Q (577.407595 sec): 3 clusters Score: Raw -2170958.764194 + Penalty 1938.605084 = -2169020.159110 nChanged 100 SP:Iteration 22Q (577.471277 sec): 3 clusters Score: Raw -2170982.467552 + Penalty 1938.605084 = -2169043.862468 nChanged 99 SP:Iteration 23Q (577.552497 sec): 3 clusters Score: Raw -2171006.627276 + Penalty 1938.605084 = -2169068.022192 nChanged 79 SP:Iteration 24Q (577.631067 sec): 3 clusters Score: Raw -2171022.835189 + Penalty 1938.605084 = -2169084.230105 nChanged 61 SP:Iteration 25Q (577.706637 sec): 3 clusters Score: Raw -2171033.264194 + Penalty 1938.605084 = -2169094.659109 nChanged 56 SP:Iteration 26Q (577.777508 sec): 3 clusters Score: Raw -2171042.059805 + Penalty 1938.605084 = -2169103.454720 nChanged 54 SP:Iteration 27Q (577.854563 sec): 3 clusters Score: Raw -2171050.520520 + Penalty 1938.605084 = -2169111.915436 nChanged 39 SP:Iteration 28Q (577.920404 sec): 3 clusters Score: Raw -2171055.577325 + Penalty 1938.605084 = -2169116.972241 nChanged 34 SP:Iteration 29Q (577.995402 sec): 3 clusters Score: Raw -2171059.557361 + Penalty 1938.605084 = -2169120.952277 nChanged 36 SP:Iteration 30Q (578.075260 sec): 3 clusters Score: Raw -2171063.504401 + Penalty 1938.605084 = -2169124.899317 nChanged 32 SP:Iteration 31Q (578.151060 sec): 3 clusters Score: Raw -2171067.231348 + Penalty 1938.605084 = -2169128.626264 nChanged 30 SP:Iteration 32Q (578.216277 sec): 3 clusters Score: Raw -2171070.502790 + Penalty 1938.605084 = -2169131.897705 nChanged 27 SP:Iteration 33Q (578.296740 sec): 3 clusters Score: Raw -2171073.268729 + Penalty 1938.605084 = -2169134.663644 nChanged 21 SP:Iteration 34Q (578.372577 sec): 3 clusters Score: Raw -2171074.870755 + Penalty 1938.605084 = -2169136.265670 nChanged 21 SP:Iteration 35Q (578.448543 sec): 3 clusters Score: Raw -2171076.690553 + Penalty 1938.605084 = -2169138.085469 nChanged 17 SP:Iteration 36Q (578.518739 sec): 3 clusters Score: Raw -2171078.880306 + Penalty 1938.605084 = -2169140.275222 nChanged 22 SP:Iteration 37Q (578.594159 sec): 3 clusters Score: Raw -2171081.631427 + Penalty 1938.605084 = -2169143.026343 nChanged 26 SP:Iteration 38Q (578.660419 sec): 3 clusters Score: Raw -2171084.410967 + Penalty 1938.605084 = -2169145.805883 nChanged 26 SP:Iteration 39Q (578.731318 sec): 3 clusters Score: Raw -2171087.605083 + Penalty 1938.605084 = -2169148.999998 nChanged 20 SP:Iteration 40F (578.815338 sec): 3 clusters Score: Raw -2171090.322521 + Penalty 1938.605084 = -2169151.717437 nChanged 25 SP:Iteration 41Q (578.888740 sec): 3 clusters Score: Raw -2171094.131250 + Penalty 1938.605084 = -2169155.526166 nChanged 25 SP:Iteration 42Q (578.966749 sec): 3 clusters Score: Raw -2171097.183334 + Penalty 1938.605084 = -2169158.578249 nChanged 23 SP:Iteration 43Q (579.033014 sec): 3 clusters Score: Raw -2171099.823497 + Penalty 1938.605084 = -2169161.218413 nChanged 19 SP:Iteration 44Q (579.110786 sec): 3 clusters Score: Raw -2171102.436766 + Penalty 1938.605084 = -2169163.831681 nChanged 22 SP:Iteration 45Q (579.173928 sec): 3 clusters Score: Raw -2171105.103673 + Penalty 1938.605084 = -2169166.498588 nChanged 21 SP:Iteration 46Q (579.245739 sec): 3 clusters Score: Raw -2171107.661401 + Penalty 1938.605084 = -2169169.056317 nChanged 30 SP:Iteration 47Q (579.328959 sec): 3 clusters Score: Raw -2171110.678000 + Penalty 1938.605084 = -2169172.072916 nChanged 25 SP:Iteration 48Q (579.404455 sec): 3 clusters Score: Raw -2171113.724168 + Penalty 1938.605084 = -2169175.119083 nChanged 24 SP:Iteration 49Q (579.480236 sec): 3 clusters Score: Raw -2171116.987584 + Penalty 1938.605084 = -2169178.382500 nChanged 28 SP:Iteration 50Q (579.559688 sec): 3 clusters Score: Raw -2171120.869503 + Penalty 1938.605084 = -2169182.264419 nChanged 24 SP:Iteration 51Q (579.634474 sec): 3 clusters Score: Raw -2171123.643015 + Penalty 1938.605084 = -2169185.037931 nChanged 17 SP:Iteration 52Q (579.711974 sec): 3 clusters Score: Raw -2171125.344733 + Penalty 1938.605084 = -2169186.739649 nChanged 17 SP:Iteration 53Q (579.782116 sec): 3 clusters Score: Raw -2171127.076004 + Penalty 1938.605084 = -2169188.470920 nChanged 20 SP:Iteration 54Q (579.853127 sec): 3 clusters Score: Raw -2171128.855782 + Penalty 1938.605084 = -2169190.250698 nChanged 13 SP:Iteration 55Q (579.930816 sec): 3 clusters Score: Raw -2171130.300323 + Penalty 1938.605084 = -2169191.695239 nChanged 14 SP:Iteration 56Q (580.005976 sec): 3 clusters Score: Raw -2171132.208315 + Penalty 1938.605084 = -2169193.603230 nChanged 17 SP:Iteration 57Q (580.080305 sec): 3 clusters Score: Raw -2171135.573080 + Penalty 1938.605084 = -2169196.967996 nChanged 22 SP:Iteration 58Q (580.154949 sec): 3 clusters Score: Raw -2171138.755020 + Penalty 1938.605084 = -2169200.149936 nChanged 19 SP:Iteration 59Q (580.228915 sec): 3 clusters Score: Raw -2171140.639609 + Penalty 1938.605084 = -2169202.034525 nChanged 17 SP:Iteration 60F (580.310158 sec): 3 clusters Score: Raw -2171142.506290 + Penalty 1938.605084 = -2169203.901206 nChanged 17 SP:Iteration 61Q (580.383983 sec): 3 clusters Score: Raw -2171144.115258 + Penalty 1938.605084 = -2169205.510174 nChanged 24 SP:Iteration 62Q (580.453365 sec): 3 clusters Score: Raw -2171146.478419 + Penalty 1938.605084 = -2169207.873334 nChanged 25 SP:Iteration 63Q (580.532229 sec): 3 clusters Score: Raw -2171148.777931 + Penalty 1938.605084 = -2169210.172846 nChanged 19 SP:Iteration 64Q (580.608062 sec): 3 clusters Score: Raw -2171150.995080 + Penalty 1938.605084 = -2169212.389996 nChanged 13 SP:Iteration 65Q (580.683407 sec): 3 clusters Score: Raw -2171152.183320 + Penalty 1938.605084 = -2169213.578235 nChanged 12 SP:Iteration 66Q (580.759116 sec): 3 clusters Score: Raw -2171153.945173 + Penalty 1938.605084 = -2169215.340089 nChanged 11 SP:Iteration 67Q (580.832097 sec): 3 clusters Score: Raw -2171155.671909 + Penalty 1938.605084 = -2169217.066825 nChanged 12 SP:Iteration 68Q (580.906296 sec): 3 clusters Score: Raw -2171157.517909 + Penalty 1938.605084 = -2169218.912825 nChanged 13 SP:Iteration 69Q (580.979938 sec): 3 clusters Score: Raw -2171158.811027 + Penalty 1938.605084 = -2169220.205943 nChanged 10 SP:Iteration 70Q (581.054459 sec): 3 clusters Score: Raw -2171160.346616 + Penalty 1938.605084 = -2169221.741532 nChanged 13 SP:Iteration 71Q (581.130125 sec): 3 clusters Score: Raw -2171162.123379 + Penalty 1938.605084 = -2169223.518295 nChanged 16 SP:Iteration 72Q (581.198293 sec): 3 clusters Score: Raw -2171164.344178 + Penalty 1938.605084 = -2169225.739093 nChanged 15 SP:Iteration 73Q (581.267104 sec): 3 clusters Score: Raw -2171166.324581 + Penalty 1938.605084 = -2169227.719496 nChanged 10 SP:Iteration 74Q (581.347295 sec): 3 clusters Score: Raw -2171167.344349 + Penalty 1938.605084 = -2169228.739264 nChanged 5 SP:Iteration 75Q (581.415182 sec): 3 clusters Score: Raw -2171167.783965 + Penalty 1938.605084 = -2169229.178881 nChanged 5 SP:Iteration 76Q (581.490114 sec): 3 clusters Score: Raw -2171168.254832 + Penalty 1938.605084 = -2169229.649747 nChanged 5 SP:Iteration 77Q (581.563740 sec): 3 clusters Score: Raw -2171168.597729 + Penalty 1938.605084 = -2169229.992644 nChanged 3 SP:Iteration 78Q (581.635275 sec): 3 clusters Score: Raw -2171168.914722 + Penalty 1938.605084 = -2169230.309638 nChanged 4 SP:Iteration 79Q (581.711477 sec): 3 clusters Score: Raw -2171169.146915 + Penalty 1938.605084 = -2169230.541830 nChanged 4 SP:Iteration 80F (581.791609 sec): 3 clusters Score: Raw -2171169.444349 + Penalty 1938.605084 = -2169230.839264 nChanged 5 SP:Iteration 81Q (581.863895 sec): 3 clusters Score: Raw -2171170.185477 + Penalty 1938.605084 = -2169231.580393 nChanged 10 SP:Iteration 82Q (581.932229 sec): 3 clusters Score: Raw -2171171.415380 + Penalty 1938.605084 = -2169232.810295 nChanged 13 SP:Iteration 83Q (582.005664 sec): 3 clusters Score: Raw -2171172.931042 + Penalty 1938.605084 = -2169234.325958 nChanged 11 SP:Iteration 84Q (582.077167 sec): 3 clusters Score: Raw -2171173.906578 + Penalty 1938.605084 = -2169235.301494 nChanged 7 SP:Iteration 85Q (582.153800 sec): 3 clusters Score: Raw -2171174.715682 + Penalty 1938.605084 = -2169236.110598 nChanged 7 SP:Iteration 86Q (582.228327 sec): 3 clusters Score: Raw -2171175.270645 + Penalty 1938.605084 = -2169236.665560 nChanged 9 SP:Iteration 87Q (582.300514 sec): 3 clusters Score: Raw -2171176.175680 + Penalty 1938.605084 = -2169237.570596 nChanged 4 SP:Iteration 88Q (582.375219 sec): 3 clusters Score: Raw -2171176.660220 + Penalty 1938.605084 = -2169238.055135 nChanged 3 SP:Iteration 89Q (582.449620 sec): 3 clusters Score: Raw -2171176.861105 + Penalty 1938.605084 = -2169238.256021 nChanged 3 SP:Iteration 90Q (582.525580 sec): 3 clusters Score: Raw -2171177.152759 + Penalty 1938.605084 = -2169238.547675 nChanged 3 SP:Iteration 91Q (582.599410 sec): 3 clusters Score: Raw -2171177.401844 + Penalty 1938.605084 = -2169238.796760 nChanged 1 SP:Iteration 92Q (582.669265 sec): 3 clusters Score: Raw -2171177.488824 + Penalty 1938.605084 = -2169238.883740 nChanged 1 SP:Iteration 93Q (582.742359 sec): 3 clusters Score: Raw -2171177.515328 + Penalty 1938.605084 = -2169238.910244 nChanged 1 SP:Iteration 94Q (582.821555 sec): 3 clusters Score: Raw -2171177.656494 + Penalty 1938.605084 = -2169239.051410 nChanged 2 SP:Iteration 95Q (582.894228 sec): 3 clusters Score: Raw -2171177.949255 + Penalty 1938.605084 = -2169239.344171 nChanged 1 SP:Iteration 96Q (582.967290 sec): 3 clusters Score: Raw -2171178.062774 + Penalty 1938.605084 = -2169239.457689 nChanged 3 SP:Iteration 97Q (583.044204 sec): 3 clusters Score: Raw -2171178.157596 + Penalty 1938.605084 = -2169239.552511 nChanged 3 SP:Iteration 98Q (583.111339 sec): 3 clusters Score: Raw -2171178.826614 + Penalty 1938.605084 = -2169240.221530 nChanged 9 SP:Iteration 99Q (583.184310 sec): 3 clusters Score: Raw -2171180.164934 + Penalty 1938.605084 = -2169241.559849 nChanged 7 SP:Iteration 100F (583.249692 sec): 3 clusters Score: Raw -2171181.048744 + Penalty 1938.605084 = -2169242.443660 nChanged 10 SP:Iteration 101Q (583.335469 sec): 3 clusters Score: Raw -2171182.018655 + Penalty 1938.605084 = -2169243.413570 nChanged 8 SP:Iteration 102Q (583.406700 sec): 3 clusters Score: Raw -2171182.867498 + Penalty 1938.605084 = -2169244.262414 nChanged 9 SP:Iteration 103Q (583.480256 sec): 3 clusters Score: Raw -2171184.007445 + Penalty 1938.605084 = -2169245.402361 nChanged 7 SP:Iteration 104Q (583.550537 sec): 3 clusters Score: Raw -2171184.823303 + Penalty 1938.605084 = -2169246.218219 nChanged 6 SP:Iteration 105Q (583.627253 sec): 3 clusters Score: Raw -2171185.480728 + Penalty 1938.605084 = -2169246.875644 nChanged 8 SP:Iteration 106Q (583.709986 sec): 3 clusters Score: Raw -2171186.242347 + Penalty 1938.605084 = -2169247.637263 nChanged 5 SP:Iteration 107Q (583.768209 sec): 3 clusters Score: Raw -2171186.615675 + Penalty 1938.605084 = -2169248.010591 nChanged 3 SP:Iteration 108Q (583.843235 sec): 3 clusters Score: Raw -2171186.944284 + Penalty 1938.605084 = -2169248.339199 nChanged 7 SP:Iteration 109Q (583.922396 sec): 3 clusters Score: Raw -2171187.745878 + Penalty 1938.605084 = -2169249.140794 nChanged 6 SP:Iteration 110Q (583.997631 sec): 3 clusters Score: Raw -2171188.326357 + Penalty 1938.605084 = -2169249.721272 nChanged 4 SP:Iteration 111Q (584.059346 sec): 3 clusters Score: Raw -2171188.539762 + Penalty 1938.605084 = -2169249.934678 nChanged 1 SP:Iteration 112Q (584.135449 sec): 3 clusters Score: Raw -2171188.579683 + Penalty 1938.605084 = -2169249.974599 nChanged 0 SP:Iteration 113F (584.222077 sec): 3 clusters Score: Raw -2171188.579683 + Penalty 1938.605084 = -2169249.974599 nChanged 0 Trying to split cluster 16 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (584.250097 sec): 2 clusters Score: Raw -70806.984896 + Penalty 647.589909 = -70159.394987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (584.297247 sec): 3 clusters Score: Raw -70474.874809 + Penalty 1295.179817 = -69179.694992 nChanged 302 SP:Iteration 1F (584.344424 sec): 3 clusters Score: Raw -70711.852567 + Penalty 1295.179817 = -69416.672750 nChanged 74 SP:Iteration 2F (584.389032 sec): 3 clusters Score: Raw -70781.720824 + Penalty 1295.179817 = -69486.541007 nChanged 41 SP:Iteration 3Q (584.436833 sec): 3 clusters Score: Raw -70812.799612 + Penalty 1295.179817 = -69517.619795 nChanged 25 SP:Iteration 4Q (584.478652 sec): 3 clusters Score: Raw -70834.882704 + Penalty 1295.179817 = -69539.702887 nChanged 20 SP:Iteration 5Q (584.532725 sec): 3 clusters Score: Raw -70846.474958 + Penalty 1295.179817 = -69551.295141 nChanged 12 SP:Iteration 6Q (584.582994 sec): 3 clusters Score: Raw -70854.696033 + Penalty 1295.179817 = -69559.516216 nChanged 11 SP:Iteration 7Q (584.631579 sec): 3 clusters Score: Raw -70860.906997 + Penalty 1295.179817 = -69565.727179 nChanged 7 SP:Iteration 8Q (584.671811 sec): 3 clusters Score: Raw -70864.589864 + Penalty 1295.179817 = -69569.410047 nChanged 6 SP:Iteration 9Q (584.719362 sec): 3 clusters Score: Raw -70868.658970 + Penalty 1295.179817 = -69573.479153 nChanged 2 SP:Iteration 10Q (584.765328 sec): 3 clusters Score: Raw -70869.088384 + Penalty 1295.179817 = -69573.908567 nChanged 1 SP:Iteration 11Q (584.805410 sec): 3 clusters Score: Raw -70869.439046 + Penalty 1295.179817 = -69574.259229 nChanged 2 SP:Iteration 12Q (584.846939 sec): 3 clusters Score: Raw -70869.759701 + Penalty 1295.179817 = -69574.579884 nChanged 0 SP:Iteration 13F (584.890524 sec): 3 clusters Score: Raw -70869.759701 + Penalty 1295.179817 = -69574.579884 nChanged 0 Trying to split cluster 19 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (584.907925 sec): 2 clusters Score: Raw -110837.946555 + Penalty 691.600784 = -110146.345771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (584.960084 sec): 3 clusters Score: Raw -110193.819330 + Penalty 1383.201568 = -108810.617762 nChanged 532 SP:Iteration 1F (584.997887 sec): 3 clusters Score: Raw -110521.716995 + Penalty 1383.201568 = -109138.515427 nChanged 108 SP:Iteration 2F (585.045922 sec): 3 clusters Score: Raw -110587.670284 + Penalty 1383.201568 = -109204.468716 nChanged 68 SP:Iteration 3Q (585.083637 sec): 3 clusters Score: Raw -110620.313410 + Penalty 1383.201568 = -109237.111842 nChanged 37 SP:Iteration 4Q (585.128065 sec): 3 clusters Score: Raw -110640.617447 + Penalty 1383.201568 = -109257.415879 nChanged 47 SP:Iteration 5Q (585.172815 sec): 3 clusters Score: Raw -110673.746542 + Penalty 1383.201568 = -109290.544974 nChanged 47 SP:Iteration 6Q (585.214701 sec): 3 clusters Score: Raw -110708.615220 + Penalty 1383.201568 = -109325.413652 nChanged 43 SP:Iteration 7Q (585.263743 sec): 3 clusters Score: Raw -110740.450914 + Penalty 1383.201568 = -109357.249346 nChanged 44 SP:Iteration 8Q (585.301879 sec): 3 clusters Score: Raw -110780.014706 + Penalty 1383.201568 = -109396.813138 nChanged 47 SP:Iteration 9Q (585.343597 sec): 3 clusters Score: Raw -110820.828705 + Penalty 1383.201568 = -109437.627137 nChanged 49 SP:Iteration 10Q (585.388212 sec): 3 clusters Score: Raw -110873.415867 + Penalty 1383.201568 = -109490.214299 nChanged 45 SP:Iteration 11Q (585.434473 sec): 3 clusters Score: Raw -110916.559291 + Penalty 1383.201568 = -109533.357723 nChanged 45 SP:Iteration 12Q (585.491760 sec): 3 clusters Score: Raw -110970.834818 + Penalty 1383.201568 = -109587.633250 nChanged 41 SP:Iteration 13Q (585.537321 sec): 3 clusters Score: Raw -111036.656741 + Penalty 1383.201568 = -109653.455173 nChanged 47 SP:Iteration 14Q (585.579785 sec): 3 clusters Score: Raw -111099.868067 + Penalty 1383.201568 = -109716.666499 nChanged 39 SP:Iteration 15Q (585.617260 sec): 3 clusters Score: Raw -111154.125526 + Penalty 1383.201568 = -109770.923958 nChanged 36 SP:Iteration 16Q (585.663434 sec): 3 clusters Score: Raw -111193.647442 + Penalty 1383.201568 = -109810.445874 nChanged 24 SP:Iteration 17Q (585.712137 sec): 3 clusters Score: Raw -111209.535646 + Penalty 1383.201568 = -109826.334078 nChanged 23 SP:Iteration 18Q (585.749266 sec): 3 clusters Score: Raw -111219.378860 + Penalty 1383.201568 = -109836.177292 nChanged 19 SP:Iteration 19Q (585.801253 sec): 3 clusters Score: Raw -111228.276877 + Penalty 1383.201568 = -109845.075309 nChanged 19 SP:Iteration 20F (585.852733 sec): 3 clusters Score: Raw -111240.432388 + Penalty 1383.201568 = -109857.230820 nChanged 9 SP:Iteration 21Q (585.905731 sec): 3 clusters Score: Raw -111245.942189 + Penalty 1383.201568 = -109862.740621 nChanged 10 SP:Iteration 22Q (585.945562 sec): 3 clusters Score: Raw -111252.103793 + Penalty 1383.201568 = -109868.902225 nChanged 7 SP:Iteration 23Q (585.992527 sec): 3 clusters Score: Raw -111257.660655 + Penalty 1383.201568 = -109874.459087 nChanged 7 SP:Iteration 24Q (586.031679 sec): 3 clusters Score: Raw -111260.865437 + Penalty 1383.201568 = -109877.663869 nChanged 7 SP:Iteration 25Q (586.075656 sec): 3 clusters Score: Raw -111264.425337 + Penalty 1383.201568 = -109881.223769 nChanged 6 SP:Iteration 26Q (586.134240 sec): 3 clusters Score: Raw -111267.350967 + Penalty 1383.201568 = -109884.149399 nChanged 6 SP:Iteration 27Q (586.172832 sec): 3 clusters Score: Raw -111271.215572 + Penalty 1383.201568 = -109888.014004 nChanged 6 SP:Iteration 28Q (586.223854 sec): 3 clusters Score: Raw -111274.771574 + Penalty 1383.201568 = -109891.570006 nChanged 6 SP:Iteration 29Q (586.273761 sec): 3 clusters Score: Raw -111277.634616 + Penalty 1383.201568 = -109894.433048 nChanged 5 SP:Iteration 30Q (586.327456 sec): 3 clusters Score: Raw -111280.010332 + Penalty 1383.201568 = -109896.808763 nChanged 1 SP:Iteration 31Q (586.378622 sec): 3 clusters Score: Raw -111280.641550 + Penalty 1383.201568 = -109897.439982 nChanged 3 SP:Iteration 32Q (586.428873 sec): 3 clusters Score: Raw -111281.770712 + Penalty 1383.201568 = -109898.569144 nChanged 2 SP:Iteration 33Q (586.483504 sec): 3 clusters Score: Raw -111284.893264 + Penalty 1383.201568 = -109901.691696 nChanged 2 SP:Iteration 34Q (586.536176 sec): 3 clusters Score: Raw -111285.522671 + Penalty 1383.201568 = -109902.321103 nChanged 1 SP:Iteration 35Q (586.584559 sec): 3 clusters Score: Raw -111285.877557 + Penalty 1383.201568 = -109902.675989 nChanged 1 SP:Iteration 36Q (586.637231 sec): 3 clusters Score: Raw -111286.607162 + Penalty 1383.201568 = -109903.405594 nChanged 1 SP:Iteration 37Q (586.687109 sec): 3 clusters Score: Raw -111287.605138 + Penalty 1383.201568 = -109904.403570 nChanged 1 SP:Iteration 38Q (586.734972 sec): 3 clusters Score: Raw -111288.914705 + Penalty 1383.201568 = -109905.713137 nChanged 1 SP:Iteration 39Q (586.772255 sec): 3 clusters Score: Raw -111291.433205 + Penalty 1383.201568 = -109908.231637 nChanged 1 SP:Iteration 40F (586.826424 sec): 3 clusters Score: Raw -111292.279884 + Penalty 1383.201568 = -109909.078316 nChanged 2 SP:Iteration 41Q (586.863769 sec): 3 clusters Score: Raw -111293.243317 + Penalty 1383.201568 = -109910.041749 nChanged 1 SP:Iteration 42Q (586.911635 sec): 3 clusters Score: Raw -111293.418386 + Penalty 1383.201568 = -109910.216818 nChanged 0 SP:Iteration 43F (586.964581 sec): 3 clusters Score: Raw -111293.418386 + Penalty 1383.201568 = -109910.216818 nChanged 0 Time taken for this iteration:585.519022 seconds. 20->18 Clusters: Score -15291984.159648, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 196946 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 8 (1508 points): Lose 274.720980 but Gain 1158.115062 Iteration 0F (589.165924 sec): 20 clusters Score: Raw -14556911.268428 + Penalty 22004.186170 = -14534907.082259 nChanged 186683 Deleting Class 19 (735 points): Lose 737.767190 but Gain 1158.115062 Iteration 1F (591.245326 sec): 19 clusters Score: Raw -15061932.545901 + Penalty 20846.071108 = -15041086.474793 nChanged 44834 Deleting Class 2 (345 points): Lose 357.824839 but Gain 1158.115062 Iteration 2F (593.219464 sec): 18 clusters Score: Raw -15125804.114426 + Penalty 19687.956046 = -15106116.158379 nChanged 19619 Deleting Class 15 (127 points): Lose 177.854189 but Gain 1158.115062 Iteration 3F (595.114284 sec): 17 clusters Score: Raw -15148745.198818 + Penalty 18529.840985 = -15130215.357833 nChanged 7954 Deleting Class 20 (215 points): Lose 273.820567 but Gain 1158.115062 Iteration 4Q (596.343575 sec): 16 clusters Score: Raw -15156438.761884 + Penalty 17371.725923 = -15139067.035961 nChanged 4248 Deleting Class 11 (217 points): Lose 466.790894 but Gain 1158.115062 Iteration 5Q (597.418439 sec): 15 clusters Score: Raw -15160063.457086 + Penalty 16213.610862 = -15143849.846224 nChanged 3232 Deleting Class 4 (290 points): Lose 518.433483 but Gain 1158.115062 Iteration 6Q (598.412994 sec): 14 clusters Score: Raw -15162591.421729 + Penalty 15055.495800 = -15147535.925929 nChanged 2838 Deleting Class 5 (416 points): Lose 761.063633 but Gain 1158.115062 Iteration 7Q (599.240784 sec): 13 clusters Score: Raw -15164215.956004 + Penalty 13897.380739 = -15150318.575265 nChanged 2754 Iteration 8Q (599.997739 sec): 13 clusters Score: Raw -15166466.202690 + Penalty 13897.380739 = -15152568.821951 nChanged 2205 Iteration 9Q (600.812987 sec): 13 clusters Score: Raw -15167845.235139 + Penalty 13897.380739 = -15153947.854400 nChanged 1997 Iteration 10Q (601.640215 sec): 13 clusters Score: Raw -15168986.048020 + Penalty 13897.380739 = -15155088.667281 nChanged 1706 Iteration 11Q (602.408007 sec): 13 clusters Score: Raw -15169840.739188 + Penalty 13897.380739 = -15155943.358449 nChanged 1502 Iteration 12Q (603.227978 sec): 13 clusters Score: Raw -15170531.499171 + Penalty 13897.380739 = -15156634.118432 nChanged 1401 Iteration 13Q (603.969255 sec): 13 clusters Score: Raw -15171115.328611 + Penalty 13897.380739 = -15157217.947872 nChanged 1257 Iteration 14Q (604.781883 sec): 13 clusters Score: Raw -15171596.435772 + Penalty 13897.380739 = -15157699.055033 nChanged 1199 Iteration 15Q (605.584000 sec): 13 clusters Score: Raw -15172006.355618 + Penalty 13897.380739 = -15158108.974880 nChanged 1032 Iteration 16Q (606.356893 sec): 13 clusters Score: Raw -15172373.797843 + Penalty 13897.380739 = -15158476.417105 nChanged 1002 Iteration 17Q (607.164090 sec): 13 clusters Score: Raw -15172709.692406 + Penalty 13897.380739 = -15158812.311667 nChanged 983 Iteration 18Q (607.907846 sec): 13 clusters Score: Raw -15173033.992049 + Penalty 13897.380739 = -15159136.611311 nChanged 930 Iteration 19Q (608.677949 sec): 13 clusters Score: Raw -15173303.570629 + Penalty 13897.380739 = -15159406.189890 nChanged 881 Writing temp clu file Because OldScore, -15159136.611311, is greater than current (better) Score,-15159406.189890 Compute initial score before splitting: Score: Raw -15173303.570629 + Penalty 13897.380739 = -15159406.189890 Trying to split cluster 1 (1937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (608.769733 sec): 2 clusters Score: Raw -156211.490843 + Penalty 719.045088 = -155492.445755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (608.822622 sec): 3 clusters Score: Raw -155265.141174 + Penalty 1438.090176 = -153827.050998 nChanged 758 SP:Iteration 1F (608.874165 sec): 3 clusters Score: Raw -155729.635790 + Penalty 1438.090176 = -154291.545614 nChanged 141 SP:Iteration 2F (608.926907 sec): 3 clusters Score: Raw -155809.754204 + Penalty 1438.090176 = -154371.664027 nChanged 106 SP:Iteration 3F (608.964893 sec): 3 clusters Score: Raw -155868.827626 + Penalty 1438.090176 = -154430.737450 nChanged 78 SP:Iteration 4Q (609.023437 sec): 3 clusters Score: Raw -155911.782449 + Penalty 1438.090176 = -154473.692273 nChanged 49 SP:Iteration 5Q (609.071941 sec): 3 clusters Score: Raw -155933.308745 + Penalty 1438.090176 = -154495.218569 nChanged 36 SP:Iteration 6Q (609.119277 sec): 3 clusters Score: Raw -155948.068189 + Penalty 1438.090176 = -154509.978013 nChanged 33 SP:Iteration 7Q (609.170953 sec): 3 clusters Score: Raw -155965.141629 + Penalty 1438.090176 = -154527.051453 nChanged 44 SP:Iteration 8Q (609.223015 sec): 3 clusters Score: Raw -155990.143951 + Penalty 1438.090176 = -154552.053775 nChanged 33 SP:Iteration 9Q (609.272007 sec): 3 clusters Score: Raw -156012.647856 + Penalty 1438.090176 = -154574.557680 nChanged 38 SP:Iteration 10Q (609.319895 sec): 3 clusters Score: Raw -156033.587937 + Penalty 1438.090176 = -154595.497761 nChanged 25 SP:Iteration 11Q (609.374359 sec): 3 clusters Score: Raw -156047.895457 + Penalty 1438.090176 = -154609.805281 nChanged 16 SP:Iteration 12Q (609.411133 sec): 3 clusters Score: Raw -156055.201286 + Penalty 1438.090176 = -154617.111110 nChanged 13 SP:Iteration 13Q (609.469760 sec): 3 clusters Score: Raw -156062.049068 + Penalty 1438.090176 = -154623.958892 nChanged 13 SP:Iteration 14Q (609.508804 sec): 3 clusters Score: Raw -156070.042624 + Penalty 1438.090176 = -154631.952448 nChanged 22 SP:Iteration 15Q (609.568298 sec): 3 clusters Score: Raw -156083.084573 + Penalty 1438.090176 = -154644.994397 nChanged 22 SP:Iteration 16Q (609.602215 sec): 3 clusters Score: Raw -156093.200988 + Penalty 1438.090176 = -154655.110812 nChanged 23 SP:Iteration 17Q (609.659171 sec): 3 clusters Score: Raw -156110.419619 + Penalty 1438.090176 = -154672.329443 nChanged 24 SP:Iteration 18Q (609.702169 sec): 3 clusters Score: Raw -156129.879671 + Penalty 1438.090176 = -154691.789495 nChanged 29 SP:Iteration 19Q (609.746341 sec): 3 clusters Score: Raw -156150.851042 + Penalty 1438.090176 = -154712.760866 nChanged 32 SP:Iteration 20F (609.797976 sec): 3 clusters Score: Raw -156168.489105 + Penalty 1438.090176 = -154730.398929 nChanged 19 SP:Iteration 21Q (609.844641 sec): 3 clusters Score: Raw -156178.635700 + Penalty 1438.090176 = -154740.545524 nChanged 23 SP:Iteration 22Q (609.897181 sec): 3 clusters Score: Raw -156190.817026 + Penalty 1438.090176 = -154752.726850 nChanged 17 SP:Iteration 23Q (609.951651 sec): 3 clusters Score: Raw -156200.650248 + Penalty 1438.090176 = -154762.560072 nChanged 14 SP:Iteration 24Q (609.995841 sec): 3 clusters Score: Raw -156207.465010 + Penalty 1438.090176 = -154769.374834 nChanged 11 SP:Iteration 25Q (610.040978 sec): 3 clusters Score: Raw -156211.160570 + Penalty 1438.090176 = -154773.070394 nChanged 9 SP:Iteration 26Q (610.086344 sec): 3 clusters Score: Raw -156214.105683 + Penalty 1438.090176 = -154776.015507 nChanged 5 SP:Iteration 27Q (610.135672 sec): 3 clusters Score: Raw -156216.288477 + Penalty 1438.090176 = -154778.198301 nChanged 5 SP:Iteration 28Q (610.176075 sec): 3 clusters Score: Raw -156217.844526 + Penalty 1438.090176 = -154779.754350 nChanged 2 SP:Iteration 29Q (610.233550 sec): 3 clusters Score: Raw -156218.430522 + Penalty 1438.090176 = -154780.340346 nChanged 4 SP:Iteration 30Q (610.284187 sec): 3 clusters Score: Raw -156219.628919 + Penalty 1438.090176 = -154781.538743 nChanged 2 SP:Iteration 31Q (610.335392 sec): 3 clusters Score: Raw -156220.107896 + Penalty 1438.090176 = -154782.017720 nChanged 2 SP:Iteration 32Q (610.388851 sec): 3 clusters Score: Raw -156221.488327 + Penalty 1438.090176 = -154783.398151 nChanged 3 SP:Iteration 33Q (610.428626 sec): 3 clusters Score: Raw -156222.721545 + Penalty 1438.090176 = -154784.631369 nChanged 4 SP:Iteration 34Q (610.478579 sec): 3 clusters Score: Raw -156224.265209 + Penalty 1438.090176 = -154786.175033 nChanged 1 SP:Iteration 35Q (610.527957 sec): 3 clusters Score: Raw -156224.902425 + Penalty 1438.090176 = -154786.812249 nChanged 2 SP:Iteration 36Q (610.578635 sec): 3 clusters Score: Raw -156226.282594 + Penalty 1438.090176 = -154788.192418 nChanged 4 SP:Iteration 37Q (610.623369 sec): 3 clusters Score: Raw -156228.876999 + Penalty 1438.090176 = -154790.786823 nChanged 2 SP:Iteration 38Q (610.669203 sec): 3 clusters Score: Raw -156230.023215 + Penalty 1438.090176 = -154791.933039 nChanged 5 SP:Iteration 39Q (610.726053 sec): 3 clusters Score: Raw -156232.388603 + Penalty 1438.090176 = -154794.298426 nChanged 1 SP:Iteration 40F (610.772914 sec): 3 clusters Score: Raw -156232.622994 + Penalty 1438.090176 = -154794.532818 nChanged 1 SP:Iteration 41Q (610.815819 sec): 3 clusters Score: Raw -156233.088264 + Penalty 1438.090176 = -154794.998088 nChanged 4 SP:Iteration 42Q (610.859229 sec): 3 clusters Score: Raw -156235.504135 + Penalty 1438.090176 = -154797.413959 nChanged 1 SP:Iteration 43Q (610.905193 sec): 3 clusters Score: Raw -156235.735960 + Penalty 1438.090176 = -154797.645784 nChanged 0 SP:Iteration 44F (610.954632 sec): 3 clusters Score: Raw -156235.735960 + Penalty 1438.090176 = -154797.645784 nChanged 0 Trying to split cluster 3 (3217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (610.990433 sec): 2 clusters Score: Raw -255038.011557 + Penalty 767.239430 = -254270.772127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (611.027843 sec): 3 clusters Score: Raw -253338.917654 + Penalty 1534.478860 = -251804.438794 nChanged 1320 SP:Iteration 1F (611.085595 sec): 3 clusters Score: Raw -254074.011814 + Penalty 1534.478860 = -252539.532954 nChanged 212 SP:Iteration 2F (611.125936 sec): 3 clusters Score: Raw -254183.559587 + Penalty 1534.478860 = -252649.080727 nChanged 156 SP:Iteration 3Q (611.178333 sec): 3 clusters Score: Raw -254252.877566 + Penalty 1534.478860 = -252718.398706 nChanged 123 SP:Iteration 4Q (611.234168 sec): 3 clusters Score: Raw -254304.767156 + Penalty 1534.478860 = -252770.288296 nChanged 102 SP:Iteration 5Q (611.284666 sec): 3 clusters Score: Raw -254355.014436 + Penalty 1534.478860 = -252820.535576 nChanged 113 SP:Iteration 6Q (611.332468 sec): 3 clusters Score: Raw -254411.489087 + Penalty 1534.478860 = -252877.010227 nChanged 102 SP:Iteration 7Q (611.392611 sec): 3 clusters Score: Raw -254474.596132 + Penalty 1534.478860 = -252940.117272 nChanged 114 SP:Iteration 8Q (611.443096 sec): 3 clusters Score: Raw -254559.933788 + Penalty 1534.478860 = -253025.454927 nChanged 132 SP:Iteration 9Q (611.485673 sec): 3 clusters Score: Raw -254675.634212 + Penalty 1534.478860 = -253141.155352 nChanged 127 SP:Iteration 10Q (611.539700 sec): 3 clusters Score: Raw -254792.362671 + Penalty 1534.478860 = -253257.883810 nChanged 110 SP:Iteration 11Q (611.596462 sec): 3 clusters Score: Raw -254894.819080 + Penalty 1534.478860 = -253360.340220 nChanged 87 SP:Iteration 12Q (611.640525 sec): 3 clusters Score: Raw -254971.778794 + Penalty 1534.478860 = -253437.299933 nChanged 86 SP:Iteration 13Q (611.692777 sec): 3 clusters Score: Raw -255038.530763 + Penalty 1534.478860 = -253504.051903 nChanged 54 SP:Iteration 14Q (611.746878 sec): 3 clusters Score: Raw -255084.736897 + Penalty 1534.478860 = -253550.258036 nChanged 43 SP:Iteration 15Q (611.806119 sec): 3 clusters Score: Raw -255122.248128 + Penalty 1534.478860 = -253587.769268 nChanged 29 SP:Iteration 16Q (611.846334 sec): 3 clusters Score: Raw -255139.628244 + Penalty 1534.478860 = -253605.149384 nChanged 12 SP:Iteration 17Q (611.897259 sec): 3 clusters Score: Raw -255147.349683 + Penalty 1534.478860 = -253612.870823 nChanged 19 SP:Iteration 18Q (611.956767 sec): 3 clusters Score: Raw -255158.868322 + Penalty 1534.478860 = -253624.389462 nChanged 14 SP:Iteration 19Q (612.006258 sec): 3 clusters Score: Raw -255167.911950 + Penalty 1534.478860 = -253633.433089 nChanged 9 SP:Iteration 20F (612.058767 sec): 3 clusters Score: Raw -255173.406378 + Penalty 1534.478860 = -253638.927518 nChanged 8 SP:Iteration 21Q (612.100784 sec): 3 clusters Score: Raw -255177.140757 + Penalty 1534.478860 = -253642.661896 nChanged 5 SP:Iteration 22Q (612.158354 sec): 3 clusters Score: Raw -255179.284701 + Penalty 1534.478860 = -253644.805841 nChanged 4 SP:Iteration 23Q (612.208972 sec): 3 clusters Score: Raw -255181.190466 + Penalty 1534.478860 = -253646.711606 nChanged 3 SP:Iteration 24Q (612.260375 sec): 3 clusters Score: Raw -255182.469024 + Penalty 1534.478860 = -253647.990164 nChanged 2 SP:Iteration 25Q (612.317407 sec): 3 clusters Score: Raw -255182.780551 + Penalty 1534.478860 = -253648.301691 nChanged 0 SP:Iteration 26F (612.372498 sec): 3 clusters Score: Raw -255182.780551 + Penalty 1534.478860 = -253648.301691 nChanged 0 Trying to split cluster 6 (7107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (612.405557 sec): 2 clusters Score: Raw -566245.013120 + Penalty 842.539372 = -565402.473748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (612.463688 sec): 3 clusters Score: Raw -562036.257962 + Penalty 1685.078744 = -560351.179219 nChanged 3159 SP:Iteration 1F (612.522664 sec): 3 clusters Score: Raw -563786.400230 + Penalty 1685.078744 = -562101.321486 nChanged 389 SP:Iteration 2F (612.568845 sec): 3 clusters Score: Raw -563951.465380 + Penalty 1685.078744 = -562266.386636 nChanged 364 SP:Iteration 3F (612.624568 sec): 3 clusters Score: Raw -564145.237558 + Penalty 1685.078744 = -562460.158815 nChanged 367 SP:Iteration 4F (612.687737 sec): 3 clusters Score: Raw -564349.041388 + Penalty 1685.078744 = -562663.962644 nChanged 363 SP:Iteration 5F (612.740953 sec): 3 clusters Score: Raw -564554.325137 + Penalty 1685.078744 = -562869.246394 nChanged 323 SP:Iteration 6Q (612.797163 sec): 3 clusters Score: Raw -564773.671856 + Penalty 1685.078744 = -563088.593113 nChanged 347 SP:Iteration 7Q (612.852755 sec): 3 clusters Score: Raw -565022.659169 + Penalty 1685.078744 = -563337.580426 nChanged 364 SP:Iteration 8F (612.915886 sec): 3 clusters Score: Raw -565295.882744 + Penalty 1685.078744 = -563610.804000 nChanged 324 SP:Iteration 9Q (612.972911 sec): 3 clusters Score: Raw -565528.690075 + Penalty 1685.078744 = -563843.611332 nChanged 310 SP:Iteration 10Q (613.021403 sec): 3 clusters Score: Raw -565739.275746 + Penalty 1685.078744 = -564054.197002 nChanged 260 SP:Iteration 11Q (613.088892 sec): 3 clusters Score: Raw -565906.798678 + Penalty 1685.078744 = -564221.719935 nChanged 213 SP:Iteration 12Q (613.138974 sec): 3 clusters Score: Raw -566025.452723 + Penalty 1685.078744 = -564340.373980 nChanged 186 SP:Iteration 13Q (613.200056 sec): 3 clusters Score: Raw -566125.772799 + Penalty 1685.078744 = -564440.694056 nChanged 155 SP:Iteration 14Q (613.258114 sec): 3 clusters Score: Raw -566200.612719 + Penalty 1685.078744 = -564515.533975 nChanged 130 SP:Iteration 15Q (613.315960 sec): 3 clusters Score: Raw -566254.546291 + Penalty 1685.078744 = -564569.467547 nChanged 106 SP:Iteration 16Q (613.370251 sec): 3 clusters Score: Raw -566295.581575 + Penalty 1685.078744 = -564610.502831 nChanged 86 SP:Iteration 17Q (613.428877 sec): 3 clusters Score: Raw -566324.968369 + Penalty 1685.078744 = -564639.889626 nChanged 71 SP:Iteration 18Q (613.476266 sec): 3 clusters Score: Raw -566344.093407 + Penalty 1685.078744 = -564659.014664 nChanged 52 SP:Iteration 19Q (613.532457 sec): 3 clusters Score: Raw -566355.075788 + Penalty 1685.078744 = -564669.997045 nChanged 39 SP:Iteration 20F (613.590812 sec): 3 clusters Score: Raw -566362.792158 + Penalty 1685.078744 = -564677.713414 nChanged 31 SP:Iteration 21Q (613.660922 sec): 3 clusters Score: Raw -566368.509625 + Penalty 1685.078744 = -564683.430882 nChanged 27 SP:Iteration 22Q (613.701468 sec): 3 clusters Score: Raw -566372.714934 + Penalty 1685.078744 = -564687.636191 nChanged 22 SP:Iteration 23Q (613.757365 sec): 3 clusters Score: Raw -566376.961024 + Penalty 1685.078744 = -564691.882280 nChanged 19 SP:Iteration 24Q (613.822349 sec): 3 clusters Score: Raw -566379.543818 + Penalty 1685.078744 = -564694.465075 nChanged 12 SP:Iteration 25Q (613.867734 sec): 3 clusters Score: Raw -566380.925349 + Penalty 1685.078744 = -564695.846605 nChanged 5 SP:Iteration 26Q (613.925906 sec): 3 clusters Score: Raw -566381.570012 + Penalty 1685.078744 = -564696.491269 nChanged 11 SP:Iteration 27Q (613.981637 sec): 3 clusters Score: Raw -566383.157416 + Penalty 1685.078744 = -564698.078672 nChanged 7 SP:Iteration 28Q (614.048857 sec): 3 clusters Score: Raw -566384.096874 + Penalty 1685.078744 = -564699.018131 nChanged 4 SP:Iteration 29Q (614.096709 sec): 3 clusters Score: Raw -566384.568432 + Penalty 1685.078744 = -564699.489688 nChanged 5 SP:Iteration 30Q (614.151636 sec): 3 clusters Score: Raw -566384.902626 + Penalty 1685.078744 = -564699.823882 nChanged 1 SP:Iteration 31Q (614.214788 sec): 3 clusters Score: Raw -566385.024658 + Penalty 1685.078744 = -564699.945914 nChanged 1 SP:Iteration 32Q (614.266940 sec): 3 clusters Score: Raw -566385.155759 + Penalty 1685.078744 = -564700.077016 nChanged 1 SP:Iteration 33Q (614.322972 sec): 3 clusters Score: Raw -566385.209587 + Penalty 1685.078744 = -564700.130844 nChanged 2 SP:Iteration 34Q (614.380205 sec): 3 clusters Score: Raw -566385.255296 + Penalty 1685.078744 = -564700.176552 nChanged 0 SP:Iteration 35F (614.437868 sec): 3 clusters Score: Raw -566385.255296 + Penalty 1685.078744 = -564700.176552 nChanged 0 Trying to split cluster 7 (1151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (614.459503 sec): 2 clusters Score: Raw -85440.947601 + Penalty 669.596709 = -84771.350892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (614.501996 sec): 3 clusters Score: Raw -84958.076393 + Penalty 1339.193418 = -83618.882975 nChanged 405 SP:Iteration 1F (614.555166 sec): 3 clusters Score: Raw -85231.124870 + Penalty 1339.193418 = -83891.931452 nChanged 127 SP:Iteration 2F (614.593877 sec): 3 clusters Score: Raw -85414.986300 + Penalty 1339.193418 = -84075.792882 nChanged 98 SP:Iteration 3F (614.647085 sec): 3 clusters Score: Raw -85597.396549 + Penalty 1339.193418 = -84258.203131 nChanged 86 SP:Iteration 4F (614.685810 sec): 3 clusters Score: Raw -85748.626925 + Penalty 1339.193418 = -84409.433507 nChanged 72 SP:Iteration 5F (614.733532 sec): 3 clusters Score: Raw -85842.154344 + Penalty 1339.193418 = -84502.960926 nChanged 46 SP:Iteration 6Q (614.777792 sec): 3 clusters Score: Raw -85886.493712 + Penalty 1339.193418 = -84547.300294 nChanged 29 SP:Iteration 7Q (614.825464 sec): 3 clusters Score: Raw -85910.995303 + Penalty 1339.193418 = -84571.801886 nChanged 19 SP:Iteration 8Q (614.859728 sec): 3 clusters Score: Raw -85928.564007 + Penalty 1339.193418 = -84589.370590 nChanged 13 SP:Iteration 9Q (614.912291 sec): 3 clusters Score: Raw -85942.085403 + Penalty 1339.193418 = -84602.891985 nChanged 15 SP:Iteration 10Q (614.959988 sec): 3 clusters Score: Raw -85951.605901 + Penalty 1339.193418 = -84612.412484 nChanged 6 SP:Iteration 11Q (615.011394 sec): 3 clusters Score: Raw -85955.839238 + Penalty 1339.193418 = -84616.645821 nChanged 9 SP:Iteration 12Q (615.060590 sec): 3 clusters Score: Raw -85962.994504 + Penalty 1339.193418 = -84623.801086 nChanged 7 SP:Iteration 13Q (615.104278 sec): 3 clusters Score: Raw -85970.212274 + Penalty 1339.193418 = -84631.018856 nChanged 3 SP:Iteration 14Q (615.149270 sec): 3 clusters Score: Raw -85972.069042 + Penalty 1339.193418 = -84632.875625 nChanged 4 SP:Iteration 15Q (615.193526 sec): 3 clusters Score: Raw -85975.084430 + Penalty 1339.193418 = -84635.891012 nChanged 2 SP:Iteration 16Q (615.245064 sec): 3 clusters Score: Raw -85976.279717 + Penalty 1339.193418 = -84637.086299 nChanged 2 SP:Iteration 17Q (615.279157 sec): 3 clusters Score: Raw -85978.523265 + Penalty 1339.193418 = -84639.329848 nChanged 2 SP:Iteration 18Q (615.327024 sec): 3 clusters Score: Raw -85979.958636 + Penalty 1339.193418 = -84640.765219 nChanged 2 SP:Iteration 19Q (615.362050 sec): 3 clusters Score: Raw -85981.295813 + Penalty 1339.193418 = -84642.102395 nChanged 2 SP:Iteration 20F (615.406027 sec): 3 clusters Score: Raw -85982.519688 + Penalty 1339.193418 = -84643.326270 nChanged 3 SP:Iteration 21Q (615.450223 sec): 3 clusters Score: Raw -85984.041241 + Penalty 1339.193418 = -84644.847823 nChanged 0 SP:Iteration 22F (615.495047 sec): 3 clusters Score: Raw -85984.041241 + Penalty 1339.193418 = -84644.847823 nChanged 0 Trying to split cluster 9 (2091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (615.522517 sec): 2 clusters Score: Raw -156470.938241 + Penalty 726.312781 = -155744.625460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (615.574045 sec): 3 clusters Score: Raw -155471.947620 + Penalty 1452.625563 = -154019.322057 nChanged 826 SP:Iteration 1F (615.615191 sec): 3 clusters Score: Raw -155937.730506 + Penalty 1452.625563 = -154485.104943 nChanged 190 SP:Iteration 2F (615.654086 sec): 3 clusters Score: Raw -156109.411393 + Penalty 1452.625563 = -154656.785830 nChanged 178 SP:Iteration 3F (615.710285 sec): 3 clusters Score: Raw -156284.255643 + Penalty 1452.625563 = -154831.630080 nChanged 161 SP:Iteration 4F (615.756008 sec): 3 clusters Score: Raw -156441.097387 + Penalty 1452.625563 = -154988.471824 nChanged 132 SP:Iteration 5F (615.797980 sec): 3 clusters Score: Raw -156584.276375 + Penalty 1452.625563 = -155131.650812 nChanged 113 SP:Iteration 6F (615.839620 sec): 3 clusters Score: Raw -156692.433801 + Penalty 1452.625563 = -155239.808238 nChanged 91 SP:Iteration 7Q (615.891079 sec): 3 clusters Score: Raw -156761.696603 + Penalty 1452.625563 = -155309.071040 nChanged 54 SP:Iteration 8Q (615.930570 sec): 3 clusters Score: Raw -156798.065620 + Penalty 1452.625563 = -155345.440057 nChanged 35 SP:Iteration 9Q (615.974232 sec): 3 clusters Score: Raw -156814.557515 + Penalty 1452.625563 = -155361.931952 nChanged 18 SP:Iteration 10Q (616.020159 sec): 3 clusters Score: Raw -156824.550652 + Penalty 1452.625563 = -155371.925089 nChanged 9 SP:Iteration 11Q (616.064691 sec): 3 clusters Score: Raw -156828.591013 + Penalty 1452.625563 = -155375.965450 nChanged 12 SP:Iteration 12Q (616.114763 sec): 3 clusters Score: Raw -156834.349912 + Penalty 1452.625563 = -155381.724349 nChanged 6 SP:Iteration 13Q (616.152414 sec): 3 clusters Score: Raw -156837.495613 + Penalty 1452.625563 = -155384.870050 nChanged 6 SP:Iteration 14Q (616.200938 sec): 3 clusters Score: Raw -156839.408213 + Penalty 1452.625563 = -155386.782650 nChanged 4 SP:Iteration 15Q (616.260688 sec): 3 clusters Score: Raw -156840.716994 + Penalty 1452.625563 = -155388.091431 nChanged 4 SP:Iteration 16Q (616.310387 sec): 3 clusters Score: Raw -156842.393284 + Penalty 1452.625563 = -155389.767721 nChanged 3 SP:Iteration 17Q (616.355878 sec): 3 clusters Score: Raw -156843.993581 + Penalty 1452.625563 = -155391.368018 nChanged 2 SP:Iteration 18Q (616.401664 sec): 3 clusters Score: Raw -156844.522110 + Penalty 1452.625563 = -155391.896547 nChanged 1 SP:Iteration 19Q (616.445585 sec): 3 clusters Score: Raw -156844.737399 + Penalty 1452.625563 = -155392.111836 nChanged 1 SP:Iteration 20F (616.491878 sec): 3 clusters Score: Raw -156844.880424 + Penalty 1452.625563 = -155392.254861 nChanged 0 Trying to split cluster 10 (1869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (616.520724 sec): 2 clusters Score: Raw -142805.316107 + Penalty 715.650087 = -142089.666020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (616.568982 sec): 3 clusters Score: Raw -141870.750248 + Penalty 1431.300173 = -140439.450075 nChanged 744 SP:Iteration 1F (616.620112 sec): 3 clusters Score: Raw -142276.090883 + Penalty 1431.300173 = -140844.790709 nChanged 171 SP:Iteration 2F (616.664515 sec): 3 clusters Score: Raw -142392.166403 + Penalty 1431.300173 = -140960.866229 nChanged 109 SP:Iteration 3F (616.718904 sec): 3 clusters Score: Raw -142455.210378 + Penalty 1431.300173 = -141023.910205 nChanged 92 SP:Iteration 4Q (616.768561 sec): 3 clusters Score: Raw -142507.314305 + Penalty 1431.300173 = -141076.014131 nChanged 62 SP:Iteration 5Q (616.815760 sec): 3 clusters Score: Raw -142535.344279 + Penalty 1431.300173 = -141104.044105 nChanged 35 SP:Iteration 6Q (616.867799 sec): 3 clusters Score: Raw -142550.832977 + Penalty 1431.300173 = -141119.532804 nChanged 42 SP:Iteration 7Q (616.917019 sec): 3 clusters Score: Raw -142571.001558 + Penalty 1431.300173 = -141139.701385 nChanged 40 SP:Iteration 8Q (616.968898 sec): 3 clusters Score: Raw -142590.769004 + Penalty 1431.300173 = -141159.468830 nChanged 42 SP:Iteration 9Q (617.006867 sec): 3 clusters Score: Raw -142610.577213 + Penalty 1431.300173 = -141179.277039 nChanged 35 SP:Iteration 10Q (617.062669 sec): 3 clusters Score: Raw -142624.933946 + Penalty 1431.300173 = -141193.633772 nChanged 31 SP:Iteration 11Q (617.102529 sec): 3 clusters Score: Raw -142637.617426 + Penalty 1431.300173 = -141206.317252 nChanged 31 SP:Iteration 12Q (617.152703 sec): 3 clusters Score: Raw -142654.816221 + Penalty 1431.300173 = -141223.516047 nChanged 32 SP:Iteration 13Q (617.199385 sec): 3 clusters Score: Raw -142674.507985 + Penalty 1431.300173 = -141243.207811 nChanged 28 SP:Iteration 14Q (617.251601 sec): 3 clusters Score: Raw -142693.751656 + Penalty 1431.300173 = -141262.451483 nChanged 35 SP:Iteration 15Q (617.289094 sec): 3 clusters Score: Raw -142717.676017 + Penalty 1431.300173 = -141286.375843 nChanged 41 SP:Iteration 16Q (617.338357 sec): 3 clusters Score: Raw -142739.569226 + Penalty 1431.300173 = -141308.269053 nChanged 50 SP:Iteration 17Q (617.387986 sec): 3 clusters Score: Raw -142773.221787 + Penalty 1431.300173 = -141341.921613 nChanged 43 SP:Iteration 18Q (617.440754 sec): 3 clusters Score: Raw -142797.321729 + Penalty 1431.300173 = -141366.021555 nChanged 40 SP:Iteration 19Q (617.485667 sec): 3 clusters Score: Raw -142826.786815 + Penalty 1431.300173 = -141395.486642 nChanged 38 SP:Iteration 20F (617.527586 sec): 3 clusters Score: Raw -142852.523795 + Penalty 1431.300173 = -141421.223621 nChanged 41 SP:Iteration 21Q (617.564014 sec): 3 clusters Score: Raw -142879.660782 + Penalty 1431.300173 = -141448.360608 nChanged 34 SP:Iteration 22Q (617.612061 sec): 3 clusters Score: Raw -142905.790881 + Penalty 1431.300173 = -141474.490707 nChanged 38 SP:Iteration 23Q (617.656275 sec): 3 clusters Score: Raw -142937.187646 + Penalty 1431.300173 = -141505.887472 nChanged 28 SP:Iteration 24Q (617.709049 sec): 3 clusters Score: Raw -142959.495738 + Penalty 1431.300173 = -141528.195565 nChanged 21 SP:Iteration 25Q (617.765192 sec): 3 clusters Score: Raw -142976.014217 + Penalty 1431.300173 = -141544.714044 nChanged 12 SP:Iteration 26Q (617.815190 sec): 3 clusters Score: Raw -142985.815540 + Penalty 1431.300173 = -141554.515367 nChanged 10 SP:Iteration 27Q (617.863300 sec): 3 clusters Score: Raw -142992.457427 + Penalty 1431.300173 = -141561.157254 nChanged 8 SP:Iteration 28Q (617.906427 sec): 3 clusters Score: Raw -142998.969345 + Penalty 1431.300173 = -141567.669172 nChanged 5 SP:Iteration 29Q (617.952962 sec): 3 clusters Score: Raw -143003.608610 + Penalty 1431.300173 = -141572.308437 nChanged 8 SP:Iteration 30Q (618.007224 sec): 3 clusters Score: Raw -143013.106140 + Penalty 1431.300173 = -141581.805967 nChanged 6 SP:Iteration 31Q (618.053923 sec): 3 clusters Score: Raw -143016.999562 + Penalty 1431.300173 = -141585.699389 nChanged 6 SP:Iteration 32Q (618.107691 sec): 3 clusters Score: Raw -143021.111355 + Penalty 1431.300173 = -141589.811181 nChanged 7 SP:Iteration 33Q (618.153955 sec): 3 clusters Score: Raw -143028.656694 + Penalty 1431.300173 = -141597.356520 nChanged 5 SP:Iteration 34Q (618.192085 sec): 3 clusters Score: Raw -143033.763765 + Penalty 1431.300173 = -141602.463591 nChanged 4 SP:Iteration 35Q (618.236419 sec): 3 clusters Score: Raw -143039.123542 + Penalty 1431.300173 = -141607.823368 nChanged 5 SP:Iteration 36Q (618.285238 sec): 3 clusters Score: Raw -143042.414922 + Penalty 1431.300173 = -141611.114748 nChanged 3 SP:Iteration 37Q (618.338945 sec): 3 clusters Score: Raw -143044.427485 + Penalty 1431.300173 = -141613.127311 nChanged 1 SP:Iteration 38Q (618.385242 sec): 3 clusters Score: Raw -143045.218150 + Penalty 1431.300173 = -141613.917977 nChanged 0 SP:Iteration 39F (618.434713 sec): 3 clusters Score: Raw -143045.218150 + Penalty 1431.300173 = -141613.917977 nChanged 0 Trying to split cluster 12 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (618.456975 sec): 2 clusters Score: Raw -74448.284770 + Penalty 650.963044 = -73797.321726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (618.507518 sec): 3 clusters Score: Raw -74066.070758 + Penalty 1301.926088 = -72764.144670 nChanged 308 SP:Iteration 1F (618.548045 sec): 3 clusters Score: Raw -74299.192433 + Penalty 1301.926088 = -72997.266345 nChanged 86 SP:Iteration 2F (618.596468 sec): 3 clusters Score: Raw -74363.276293 + Penalty 1301.926088 = -73061.350205 nChanged 37 SP:Iteration 3Q (618.655811 sec): 3 clusters Score: Raw -74388.662315 + Penalty 1301.926088 = -73086.736227 nChanged 24 SP:Iteration 4Q (618.689931 sec): 3 clusters Score: Raw -74406.913416 + Penalty 1301.926088 = -73104.987328 nChanged 12 SP:Iteration 5Q (618.742084 sec): 3 clusters Score: Raw -74414.681632 + Penalty 1301.926088 = -73112.755544 nChanged 14 SP:Iteration 6Q (618.783597 sec): 3 clusters Score: Raw -74423.888041 + Penalty 1301.926088 = -73121.961953 nChanged 15 SP:Iteration 7Q (618.826432 sec): 3 clusters Score: Raw -74435.736759 + Penalty 1301.926088 = -73133.810671 nChanged 16 SP:Iteration 8Q (618.884841 sec): 3 clusters Score: Raw -74447.042050 + Penalty 1301.926088 = -73145.115962 nChanged 11 SP:Iteration 9Q (618.936533 sec): 3 clusters Score: Raw -74456.876947 + Penalty 1301.926088 = -73154.950859 nChanged 17 SP:Iteration 10Q (618.973060 sec): 3 clusters Score: Raw -74471.224353 + Penalty 1301.926088 = -73169.298265 nChanged 15 SP:Iteration 11Q (619.021807 sec): 3 clusters Score: Raw -74478.483713 + Penalty 1301.926088 = -73176.557625 nChanged 8 SP:Iteration 12Q (619.068351 sec): 3 clusters Score: Raw -74482.453406 + Penalty 1301.926088 = -73180.527318 nChanged 3 SP:Iteration 13Q (619.113915 sec): 3 clusters Score: Raw -74484.317650 + Penalty 1301.926088 = -73182.391562 nChanged 2 SP:Iteration 14Q (619.171655 sec): 3 clusters Score: Raw -74485.727793 + Penalty 1301.926088 = -73183.801705 nChanged 2 SP:Iteration 15Q (619.214031 sec): 3 clusters Score: Raw -74487.258602 + Penalty 1301.926088 = -73185.332514 nChanged 3 SP:Iteration 16Q (619.276933 sec): 3 clusters Score: Raw -74489.165697 + Penalty 1301.926088 = -73187.239609 nChanged 3 SP:Iteration 17Q (619.314617 sec): 3 clusters Score: Raw -74491.052590 + Penalty 1301.926088 = -73189.126502 nChanged 3 SP:Iteration 18Q (619.374464 sec): 3 clusters Score: Raw -74492.967648 + Penalty 1301.926088 = -73191.041560 nChanged 3 SP:Iteration 19Q (619.412074 sec): 3 clusters Score: Raw -74494.700120 + Penalty 1301.926088 = -73192.774032 nChanged 1 SP:Iteration 20F (619.463519 sec): 3 clusters Score: Raw -74495.433850 + Penalty 1301.926088 = -73193.507762 nChanged 3 SP:Iteration 21Q (619.516456 sec): 3 clusters Score: Raw -74497.479237 + Penalty 1301.926088 = -73195.553149 nChanged 3 SP:Iteration 22Q (619.566236 sec): 3 clusters Score: Raw -74499.854495 + Penalty 1301.926088 = -73197.928407 nChanged 7 SP:Iteration 23Q (619.619903 sec): 3 clusters Score: Raw -74505.897465 + Penalty 1301.926088 = -73203.971377 nChanged 7 SP:Iteration 24Q (619.668691 sec): 3 clusters Score: Raw -74513.071757 + Penalty 1301.926088 = -73211.145669 nChanged 12 SP:Iteration 25Q (619.712004 sec): 3 clusters Score: Raw -74524.127998 + Penalty 1301.926088 = -73222.201910 nChanged 17 SP:Iteration 26Q (619.755457 sec): 3 clusters Score: Raw -74537.100370 + Penalty 1301.926088 = -73235.174282 nChanged 13 SP:Iteration 27Q (619.817207 sec): 3 clusters Score: Raw -74545.393550 + Penalty 1301.926088 = -73243.467462 nChanged 9 SP:Iteration 28Q (619.851093 sec): 3 clusters Score: Raw -74554.379260 + Penalty 1301.926088 = -73252.453172 nChanged 12 SP:Iteration 29Q (619.901177 sec): 3 clusters Score: Raw -74559.294038 + Penalty 1301.926088 = -73257.367949 nChanged 6 SP:Iteration 30Q (619.953695 sec): 3 clusters Score: Raw -74562.695096 + Penalty 1301.926088 = -73260.769008 nChanged 4 SP:Iteration 31Q (619.997413 sec): 3 clusters Score: Raw -74565.846508 + Penalty 1301.926088 = -73263.920420 nChanged 4 SP:Iteration 32Q (620.041125 sec): 3 clusters Score: Raw -74566.921860 + Penalty 1301.926088 = -73264.995772 nChanged 0 SP:Iteration 33F (620.088322 sec): 3 clusters Score: Raw -74566.921860 + Penalty 1301.926088 = -73264.995772 nChanged 0 Trying to split cluster 13 (1193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (620.111361 sec): 2 clusters Score: Raw -93223.372679 + Penalty 673.001510 = -92550.371169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (620.145150 sec): 3 clusters Score: Raw -92676.049365 + Penalty 1346.003020 = -91330.046345 nChanged 447 SP:Iteration 1F (620.193330 sec): 3 clusters Score: Raw -92974.552691 + Penalty 1346.003020 = -91628.549671 nChanged 111 SP:Iteration 2F (620.237792 sec): 3 clusters Score: Raw -93065.246920 + Penalty 1346.003020 = -91719.243900 nChanged 65 SP:Iteration 3F (620.272820 sec): 3 clusters Score: Raw -93122.135792 + Penalty 1346.003020 = -91776.132772 nChanged 45 SP:Iteration 4Q (620.327327 sec): 3 clusters Score: Raw -93145.786479 + Penalty 1346.003020 = -91799.783458 nChanged 22 SP:Iteration 5Q (620.361013 sec): 3 clusters Score: Raw -93157.973652 + Penalty 1346.003020 = -91811.970632 nChanged 17 SP:Iteration 6Q (620.403161 sec): 3 clusters Score: Raw -93167.128046 + Penalty 1346.003020 = -91821.125026 nChanged 11 SP:Iteration 7Q (620.447282 sec): 3 clusters Score: Raw -93172.149240 + Penalty 1346.003020 = -91826.146220 nChanged 11 SP:Iteration 8Q (620.492235 sec): 3 clusters Score: Raw -93178.720660 + Penalty 1346.003020 = -91832.717639 nChanged 9 SP:Iteration 9Q (620.539730 sec): 3 clusters Score: Raw -93183.591893 + Penalty 1346.003020 = -91837.588873 nChanged 12 SP:Iteration 10Q (620.587233 sec): 3 clusters Score: Raw -93189.616903 + Penalty 1346.003020 = -91843.613883 nChanged 8 SP:Iteration 11Q (620.621740 sec): 3 clusters Score: Raw -93193.763326 + Penalty 1346.003020 = -91847.760306 nChanged 4 SP:Iteration 12Q (620.669745 sec): 3 clusters Score: Raw -93195.004442 + Penalty 1346.003020 = -91849.001421 nChanged 1 SP:Iteration 13Q (620.704821 sec): 3 clusters Score: Raw -93195.302895 + Penalty 1346.003020 = -91849.299875 nChanged 2 SP:Iteration 14Q (620.748755 sec): 3 clusters Score: Raw -93195.770334 + Penalty 1346.003020 = -91849.767314 nChanged 2 SP:Iteration 15Q (620.793131 sec): 3 clusters Score: Raw -93196.204350 + Penalty 1346.003020 = -91850.201330 nChanged 3 SP:Iteration 16Q (620.837489 sec): 3 clusters Score: Raw -93198.065402 + Penalty 1346.003020 = -91852.062382 nChanged 1 SP:Iteration 17Q (620.885719 sec): 3 clusters Score: Raw -93198.185501 + Penalty 1346.003020 = -91852.182481 nChanged 0 SP:Iteration 18F (620.933708 sec): 3 clusters Score: Raw -93198.185501 + Penalty 1346.003020 = -91852.182481 nChanged 0 Trying to split cluster 14 (1085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (620.958967 sec): 2 clusters Score: Raw -77510.726726 + Penalty 663.986850 = -76846.739876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (621.008078 sec): 3 clusters Score: Raw -77063.410841 + Penalty 1327.973701 = -75735.437141 nChanged 400 SP:Iteration 1F (621.057126 sec): 3 clusters Score: Raw -77371.991672 + Penalty 1327.973701 = -76044.017972 nChanged 123 SP:Iteration 2F (621.095521 sec): 3 clusters Score: Raw -77531.471829 + Penalty 1327.973701 = -76203.498128 nChanged 96 SP:Iteration 3F (621.146166 sec): 3 clusters Score: Raw -77666.686386 + Penalty 1327.973701 = -76338.712686 nChanged 89 SP:Iteration 4F (621.189744 sec): 3 clusters Score: Raw -77793.553081 + Penalty 1327.973701 = -76465.579380 nChanged 85 SP:Iteration 5F (621.252378 sec): 3 clusters Score: Raw -77934.248533 + Penalty 1327.973701 = -76606.274832 nChanged 63 SP:Iteration 6F (621.296182 sec): 3 clusters Score: Raw -78020.136854 + Penalty 1327.973701 = -76692.163153 nChanged 47 SP:Iteration 7Q (621.345050 sec): 3 clusters Score: Raw -78092.821258 + Penalty 1327.973701 = -76764.847557 nChanged 26 SP:Iteration 8Q (621.392341 sec): 3 clusters Score: Raw -78116.316294 + Penalty 1327.973701 = -76788.342594 nChanged 8 SP:Iteration 9Q (621.440951 sec): 3 clusters Score: Raw -78122.285573 + Penalty 1327.973701 = -76794.311873 nChanged 8 SP:Iteration 10Q (621.486400 sec): 3 clusters Score: Raw -78127.937688 + Penalty 1327.973701 = -76799.963987 nChanged 5 SP:Iteration 11Q (621.544505 sec): 3 clusters Score: Raw -78132.601334 + Penalty 1327.973701 = -76804.627634 nChanged 7 SP:Iteration 12Q (621.586110 sec): 3 clusters Score: Raw -78138.854914 + Penalty 1327.973701 = -76810.881213 nChanged 5 SP:Iteration 13Q (621.635395 sec): 3 clusters Score: Raw -78142.740842 + Penalty 1327.973701 = -76814.767141 nChanged 2 SP:Iteration 14Q (621.678462 sec): 3 clusters Score: Raw -78143.792213 + Penalty 1327.973701 = -76815.818513 nChanged 2 SP:Iteration 15Q (621.716036 sec): 3 clusters Score: Raw -78144.716561 + Penalty 1327.973701 = -76816.742861 nChanged 2 SP:Iteration 16Q (621.753418 sec): 3 clusters Score: Raw -78145.653273 + Penalty 1327.973701 = -76817.679572 nChanged 1 SP:Iteration 17Q (621.799115 sec): 3 clusters Score: Raw -78146.991158 + Penalty 1327.973701 = -76819.017458 nChanged 1 SP:Iteration 18Q (621.843108 sec): 3 clusters Score: Raw -78147.589467 + Penalty 1327.973701 = -76819.615767 nChanged 1 SP:Iteration 19Q (621.890967 sec): 3 clusters Score: Raw -78148.137488 + Penalty 1327.973701 = -76820.163788 nChanged 2 SP:Iteration 20F (621.927995 sec): 3 clusters Score: Raw -78149.812356 + Penalty 1327.973701 = -76821.838656 nChanged 1 SP:Iteration 21Q (621.975663 sec): 3 clusters Score: Raw -78150.465557 + Penalty 1327.973701 = -76822.491857 nChanged 1 SP:Iteration 22Q (622.018379 sec): 3 clusters Score: Raw -78151.570984 + Penalty 1327.973701 = -76823.597284 nChanged 0 SP:Iteration 23F (622.067568 sec): 3 clusters Score: Raw -78151.570984 + Penalty 1327.973701 = -76823.597284 nChanged 0 Trying to split cluster 16 (166819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (622.268026 sec): 2 clusters Score: Raw -13004337.479782 + Penalty 1142.343144 = -13003195.136638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (622.531761 sec): 3 clusters Score: Raw -12893206.007170 + Penalty 2284.686288 = -12890921.320882 nChanged 81387 SP:Iteration 1F (622.778752 sec): 3 clusters Score: Raw -12948216.954762 + Penalty 2284.686288 = -12945932.268475 nChanged 10374 SP:Iteration 2F (623.030477 sec): 3 clusters Score: Raw -12954561.650695 + Penalty 2284.686288 = -12952276.964408 nChanged 11741 SP:Iteration 3F (623.279242 sec): 3 clusters Score: Raw -12962940.497093 + Penalty 2284.686288 = -12960655.810806 nChanged 12094 SP:Iteration 4F (623.526580 sec): 3 clusters Score: Raw -12971960.482616 + Penalty 2284.686288 = -12969675.796329 nChanged 10491 SP:Iteration 5F (623.779940 sec): 3 clusters Score: Raw -12979157.954519 + Penalty 2284.686288 = -12976873.268232 nChanged 8430 SP:Iteration 6F (624.032929 sec): 3 clusters Score: Raw -12984515.722836 + Penalty 2284.686288 = -12982231.036548 nChanged 6798 SP:Iteration 7Q (624.285930 sec): 3 clusters Score: Raw -12988761.909184 + Penalty 2284.686288 = -12986477.222897 nChanged 5800 SP:Iteration 8Q (624.530173 sec): 3 clusters Score: Raw -12992454.065240 + Penalty 2284.686288 = -12990169.378952 nChanged 5197 SP:Iteration 9Q (624.769873 sec): 3 clusters Score: Raw -12995960.000930 + Penalty 2284.686288 = -12993675.314643 nChanged 4352 SP:Iteration 10Q (625.013399 sec): 3 clusters Score: Raw -12999031.342616 + Penalty 2284.686288 = -12996746.656329 nChanged 3170 SP:Iteration 11Q (625.255711 sec): 3 clusters Score: Raw -13001265.207972 + Penalty 2284.686288 = -12998980.521684 nChanged 2091 SP:Iteration 12Q (625.481977 sec): 3 clusters Score: Raw -13002710.988218 + Penalty 2284.686288 = -13000426.301930 nChanged 1238 SP:Iteration 13Q (625.705574 sec): 3 clusters Score: Raw -13003520.147148 + Penalty 2284.686288 = -13001235.460861 nChanged 709 SP:Iteration 14Q (625.914634 sec): 3 clusters Score: Raw -13003964.328129 + Penalty 2284.686288 = -13001679.641842 nChanged 392 SP:Iteration 15Q (626.131666 sec): 3 clusters Score: Raw -13004212.137907 + Penalty 2284.686288 = -13001927.451619 nChanged 229 SP:Iteration 16Q (626.331120 sec): 3 clusters Score: Raw -13004344.546520 + Penalty 2284.686288 = -13002059.860232 nChanged 139 SP:Iteration 17Q (626.537287 sec): 3 clusters Score: Raw -13004433.069910 + Penalty 2284.686288 = -13002148.383623 nChanged 98 SP:Iteration 18Q (626.731535 sec): 3 clusters Score: Raw -13004496.252299 + Penalty 2284.686288 = -13002211.566012 nChanged 65 SP:Iteration 19Q (626.936197 sec): 3 clusters Score: Raw -13004532.526513 + Penalty 2284.686288 = -13002247.840225 nChanged 44 SP:Iteration 20F (627.175886 sec): 3 clusters Score: Raw -13004558.315870 + Penalty 2284.686288 = -13002273.629582 nChanged 37 SP:Iteration 21Q (627.371435 sec): 3 clusters Score: Raw -13004576.534605 + Penalty 2284.686288 = -13002291.848317 nChanged 27 SP:Iteration 22Q (627.563899 sec): 3 clusters Score: Raw -13004589.663353 + Penalty 2284.686288 = -13002304.977065 nChanged 23 SP:Iteration 23Q (627.771034 sec): 3 clusters Score: Raw -13004601.452429 + Penalty 2284.686288 = -13002316.766142 nChanged 23 SP:Iteration 24Q (627.962615 sec): 3 clusters Score: Raw -13004613.296091 + Penalty 2284.686288 = -13002328.609803 nChanged 19 SP:Iteration 25Q (628.148504 sec): 3 clusters Score: Raw -13004621.307187 + Penalty 2284.686288 = -13002336.620899 nChanged 15 SP:Iteration 26Q (628.335824 sec): 3 clusters Score: Raw -13004626.163989 + Penalty 2284.686288 = -13002341.477701 nChanged 8 SP:Iteration 27Q (628.528985 sec): 3 clusters Score: Raw -13004629.712622 + Penalty 2284.686288 = -13002345.026334 nChanged 4 SP:Iteration 28Q (628.721595 sec): 3 clusters Score: Raw -13004631.243627 + Penalty 2284.686288 = -13002346.557340 nChanged 3 SP:Iteration 29Q (628.910950 sec): 3 clusters Score: Raw -13004632.985524 + Penalty 2284.686288 = -13002348.299236 nChanged 6 SP:Iteration 30Q (629.103042 sec): 3 clusters Score: Raw -13004635.048542 + Penalty 2284.686288 = -13002350.362255 nChanged 9 SP:Iteration 31Q (629.308296 sec): 3 clusters Score: Raw -13004638.023017 + Penalty 2284.686288 = -13002353.336730 nChanged 9 SP:Iteration 32Q (629.501601 sec): 3 clusters Score: Raw -13004641.070188 + Penalty 2284.686288 = -13002356.383900 nChanged 5 SP:Iteration 33Q (629.692120 sec): 3 clusters Score: Raw -13004643.868631 + Penalty 2284.686288 = -13002359.182344 nChanged 9 SP:Iteration 34Q (629.881968 sec): 3 clusters Score: Raw -13004647.399388 + Penalty 2284.686288 = -13002362.713100 nChanged 6 SP:Iteration 35Q (630.059431 sec): 3 clusters Score: Raw -13004649.720626 + Penalty 2284.686288 = -13002365.034339 nChanged 8 SP:Iteration 36Q (630.262701 sec): 3 clusters Score: Raw -13004652.966677 + Penalty 2284.686288 = -13002368.280390 nChanged 9 SP:Iteration 37Q (630.463919 sec): 3 clusters Score: Raw -13004657.114119 + Penalty 2284.686288 = -13002372.427831 nChanged 6 SP:Iteration 38Q (630.666408 sec): 3 clusters Score: Raw -13004659.742432 + Penalty 2284.686288 = -13002375.056144 nChanged 4 SP:Iteration 39Q (630.852682 sec): 3 clusters Score: Raw -13004661.043382 + Penalty 2284.686288 = -13002376.357094 nChanged 5 SP:Iteration 40F (631.102948 sec): 3 clusters Score: Raw -13004661.913368 + Penalty 2284.686288 = -13002377.227080 nChanged 1 SP:Iteration 41Q (631.300902 sec): 3 clusters Score: Raw -13004662.809653 + Penalty 2284.686288 = -13002378.123365 nChanged 2 SP:Iteration 42Q (631.500430 sec): 3 clusters Score: Raw -13004664.556172 + Penalty 2284.686288 = -13002379.869884 nChanged 5 SP:Iteration 43Q (631.696532 sec): 3 clusters Score: Raw -13004666.548102 + Penalty 2284.686288 = -13002381.861815 nChanged 0 SP:Iteration 44F (631.944492 sec): 3 clusters Score: Raw -13004666.548102 + Penalty 2284.686288 = -13002381.861815 nChanged 0 Trying to split cluster 17 (871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (631.983005 sec): 2 clusters Score: Raw -67156.100932 + Penalty 643.115988 = -66512.984944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.031288 sec): 3 clusters Score: Raw -66806.800169 + Penalty 1286.231976 = -65520.568193 nChanged 272 SP:Iteration 1F (632.074769 sec): 3 clusters Score: Raw -66991.738564 + Penalty 1286.231976 = -65705.506589 nChanged 64 SP:Iteration 2F (632.120880 sec): 3 clusters Score: Raw -67048.418818 + Penalty 1286.231976 = -65762.186842 nChanged 47 SP:Iteration 3F (632.166102 sec): 3 clusters Score: Raw -67081.621937 + Penalty 1286.231976 = -65795.389961 nChanged 23 SP:Iteration 4Q (632.219344 sec): 3 clusters Score: Raw -67101.505075 + Penalty 1286.231976 = -65815.273100 nChanged 13 SP:Iteration 5Q (632.270588 sec): 3 clusters Score: Raw -67110.766227 + Penalty 1286.231976 = -65824.534251 nChanged 10 SP:Iteration 6Q (632.319409 sec): 3 clusters Score: Raw -67117.390796 + Penalty 1286.231976 = -65831.158820 nChanged 9 SP:Iteration 7Q (632.359622 sec): 3 clusters Score: Raw -67122.311501 + Penalty 1286.231976 = -65836.079526 nChanged 5 SP:Iteration 8Q (632.403923 sec): 3 clusters Score: Raw -67125.634822 + Penalty 1286.231976 = -65839.402847 nChanged 2 SP:Iteration 9Q (632.447737 sec): 3 clusters Score: Raw -67126.334904 + Penalty 1286.231976 = -65840.102929 nChanged 2 SP:Iteration 10Q (632.482626 sec): 3 clusters Score: Raw -67127.280476 + Penalty 1286.231976 = -65841.048501 nChanged 0 SP:Iteration 11F (632.539530 sec): 3 clusters Score: Raw -67127.280476 + Penalty 1286.231976 = -65841.048501 nChanged 0 Trying to split cluster 18 (8608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.569045 sec): 2 clusters Score: Raw -641044.451515 + Penalty 860.742492 = -640183.709024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.631159 sec): 3 clusters Score: Raw -636023.689365 + Penalty 1721.484984 = -634302.204381 nChanged 3798 SP:Iteration 1F (632.678005 sec): 3 clusters Score: Raw -638249.984750 + Penalty 1721.484984 = -636528.499766 nChanged 559 SP:Iteration 2F (632.736778 sec): 3 clusters Score: Raw -638557.571842 + Penalty 1721.484984 = -636836.086858 nChanged 529 SP:Iteration 3F (632.804314 sec): 3 clusters Score: Raw -638885.634547 + Penalty 1721.484984 = -637164.149563 nChanged 525 SP:Iteration 4F (632.854588 sec): 3 clusters Score: Raw -639247.318386 + Penalty 1721.484984 = -637525.833403 nChanged 520 SP:Iteration 5F (632.904025 sec): 3 clusters Score: Raw -639584.232896 + Penalty 1721.484984 = -637862.747913 nChanged 461 SP:Iteration 6F (632.972771 sec): 3 clusters Score: Raw -639870.442011 + Penalty 1721.484984 = -638148.957027 nChanged 383 SP:Iteration 7Q (633.031698 sec): 3 clusters Score: Raw -640046.612462 + Penalty 1721.484984 = -638325.127478 nChanged 258 SP:Iteration 8Q (633.095085 sec): 3 clusters Score: Raw -640140.061842 + Penalty 1721.484984 = -638418.576859 nChanged 191 SP:Iteration 9Q (633.142603 sec): 3 clusters Score: Raw -640198.926274 + Penalty 1721.484984 = -638477.441291 nChanged 167 SP:Iteration 10Q (633.197784 sec): 3 clusters Score: Raw -640247.897861 + Penalty 1721.484984 = -638526.412877 nChanged 138 SP:Iteration 11Q (633.264333 sec): 3 clusters Score: Raw -640296.928319 + Penalty 1721.484984 = -638575.443335 nChanged 127 SP:Iteration 12Q (633.326980 sec): 3 clusters Score: Raw -640336.192342 + Penalty 1721.484984 = -638614.707358 nChanged 113 SP:Iteration 13Q (633.379835 sec): 3 clusters Score: Raw -640370.272962 + Penalty 1721.484984 = -638648.787978 nChanged 119 SP:Iteration 14Q (633.445360 sec): 3 clusters Score: Raw -640406.591096 + Penalty 1721.484984 = -638685.106112 nChanged 119 SP:Iteration 15Q (633.498959 sec): 3 clusters Score: Raw -640445.398127 + Penalty 1721.484984 = -638723.913144 nChanged 121 SP:Iteration 16Q (633.548887 sec): 3 clusters Score: Raw -640488.429993 + Penalty 1721.484984 = -638766.945009 nChanged 123 SP:Iteration 17Q (633.615428 sec): 3 clusters Score: Raw -640531.865017 + Penalty 1721.484984 = -638810.380033 nChanged 122 SP:Iteration 18Q (633.678657 sec): 3 clusters Score: Raw -640570.335753 + Penalty 1721.484984 = -638848.850769 nChanged 108 SP:Iteration 19Q (633.744011 sec): 3 clusters Score: Raw -640607.433460 + Penalty 1721.484984 = -638885.948476 nChanged 110 SP:Iteration 20F (633.803290 sec): 3 clusters Score: Raw -640638.179473 + Penalty 1721.484984 = -638916.694489 nChanged 119 SP:Iteration 21Q (633.851802 sec): 3 clusters Score: Raw -640677.176299 + Penalty 1721.484984 = -638955.691316 nChanged 127 SP:Iteration 22Q (633.910525 sec): 3 clusters Score: Raw -640724.800695 + Penalty 1721.484984 = -639003.315711 nChanged 139 SP:Iteration 23Q (633.968930 sec): 3 clusters Score: Raw -640774.553761 + Penalty 1721.484984 = -639053.068777 nChanged 132 SP:Iteration 24Q (634.032113 sec): 3 clusters Score: Raw -640821.961065 + Penalty 1721.484984 = -639100.476081 nChanged 136 SP:Iteration 25Q (634.085245 sec): 3 clusters Score: Raw -640878.669728 + Penalty 1721.484984 = -639157.184744 nChanged 154 SP:Iteration 26Q (634.140073 sec): 3 clusters Score: Raw -640948.801154 + Penalty 1721.484984 = -639227.316170 nChanged 158 SP:Iteration 27Q (634.194124 sec): 3 clusters Score: Raw -641027.834600 + Penalty 1721.484984 = -639306.349616 nChanged 149 SP:Iteration 28Q (634.260127 sec): 3 clusters Score: Raw -641104.882464 + Penalty 1721.484984 = -639383.397480 nChanged 165 SP:Iteration 29Q (634.319063 sec): 3 clusters Score: Raw -641188.889620 + Penalty 1721.484984 = -639467.404636 nChanged 141 SP:Iteration 30Q (634.374124 sec): 3 clusters Score: Raw -641265.124603 + Penalty 1721.484984 = -639543.639619 nChanged 143 SP:Iteration 31Q (634.421021 sec): 3 clusters Score: Raw -641344.681677 + Penalty 1721.484984 = -639623.196694 nChanged 127 SP:Iteration 32Q (634.487136 sec): 3 clusters Score: Raw -641427.577344 + Penalty 1721.484984 = -639706.092360 nChanged 129 SP:Iteration 33Q (634.546216 sec): 3 clusters Score: Raw -641521.720725 + Penalty 1721.484984 = -639800.235741 nChanged 106 SP:Iteration 34Q (634.592284 sec): 3 clusters Score: Raw -641589.832716 + Penalty 1721.484984 = -639868.347732 nChanged 75 SP:Iteration 35Q (634.647102 sec): 3 clusters Score: Raw -641628.442259 + Penalty 1721.484984 = -639906.957276 nChanged 49 SP:Iteration 36Q (634.701944 sec): 3 clusters Score: Raw -641648.105500 + Penalty 1721.484984 = -639926.620516 nChanged 25 SP:Iteration 37Q (634.768693 sec): 3 clusters Score: Raw -641656.449213 + Penalty 1721.484984 = -639934.964229 nChanged 23 SP:Iteration 38Q (634.827088 sec): 3 clusters Score: Raw -641663.492370 + Penalty 1721.484984 = -639942.007387 nChanged 15 SP:Iteration 39Q (634.872160 sec): 3 clusters Score: Raw -641666.419593 + Penalty 1721.484984 = -639944.934609 nChanged 7 SP:Iteration 40F (634.940917 sec): 3 clusters Score: Raw -641682.561244 + Penalty 1721.484984 = -639961.076260 nChanged 12 SP:Iteration 41Q (634.987562 sec): 3 clusters Score: Raw -641688.536450 + Penalty 1721.484984 = -639967.051466 nChanged 8 SP:Iteration 42Q (635.052545 sec): 3 clusters Score: Raw -641690.612604 + Penalty 1721.484984 = -639969.127621 nChanged 13 SP:Iteration 43Q (635.101117 sec): 3 clusters Score: Raw -641695.378042 + Penalty 1721.484984 = -639973.893058 nChanged 12 SP:Iteration 44Q (635.159035 sec): 3 clusters Score: Raw -641698.982555 + Penalty 1721.484984 = -639977.497571 nChanged 3 SP:Iteration 45Q (635.210983 sec): 3 clusters Score: Raw -641699.442599 + Penalty 1721.484984 = -639977.957615 nChanged 1 SP:Iteration 46Q (635.267830 sec): 3 clusters Score: Raw -641699.474943 + Penalty 1721.484984 = -639977.989960 nChanged 1 SP:Iteration 47Q (635.333166 sec): 3 clusters Score: Raw -641699.568349 + Penalty 1721.484984 = -639978.083366 nChanged 0 SP:Iteration 48F (635.395813 sec): 3 clusters Score: Raw -641699.568349 + Penalty 1721.484984 = -639978.083366 nChanged 0 Iteration 20F (636.735963 sec): 13 clusters Score: Raw -15174658.032015 + Penalty 13897.380739 = -15160760.651276 nChanged 1955 Iteration 21Q (637.563136 sec): 13 clusters Score: Raw -15175739.077253 + Penalty 13897.380739 = -15161841.696514 nChanged 1910 Iteration 22Q (638.289354 sec): 13 clusters Score: Raw -15176581.595169 + Penalty 13897.380739 = -15162684.214430 nChanged 1874 Iteration 23Q (639.032505 sec): 13 clusters Score: Raw -15177338.305176 + Penalty 13897.380739 = -15163440.924438 nChanged 1791 Iteration 24Q (639.734898 sec): 13 clusters Score: Raw -15178130.462537 + Penalty 13897.380739 = -15164233.081798 nChanged 1682 Iteration 25Q (640.474368 sec): 13 clusters Score: Raw -15178721.766369 + Penalty 13897.380739 = -15164824.385630 nChanged 1622 Iteration 26Q (641.224127 sec): 13 clusters Score: Raw -15179176.664849 + Penalty 13897.380739 = -15165279.284111 nChanged 1502 Iteration 27Q (642.003556 sec): 13 clusters Score: Raw -15179561.357782 + Penalty 13897.380739 = -15165663.977043 nChanged 1459 Iteration 28Q (642.742749 sec): 13 clusters Score: Raw -15179919.373507 + Penalty 13897.380739 = -15166021.992769 nChanged 1416 Iteration 29Q (643.494644 sec): 13 clusters Score: Raw -15180261.691865 + Penalty 13897.380739 = -15166364.311126 nChanged 1409 Iteration 30Q (644.204203 sec): 13 clusters Score: Raw -15180594.525238 + Penalty 13897.380739 = -15166697.144500 nChanged 1450 Iteration 31Q (645.003487 sec): 13 clusters Score: Raw -15180934.524655 + Penalty 13897.380739 = -15167037.143916 nChanged 1527 Iteration 32Q (645.769819 sec): 13 clusters Score: Raw -15181296.183079 + Penalty 13897.380739 = -15167398.802340 nChanged 1495 Iteration 33Q (646.534267 sec): 13 clusters Score: Raw -15181626.046140 + Penalty 13897.380739 = -15167728.665401 nChanged 1398 Iteration 34Q (647.315498 sec): 13 clusters Score: Raw -15181927.671285 + Penalty 13897.380739 = -15168030.290547 nChanged 1429 Iteration 35Q (648.023562 sec): 13 clusters Score: Raw -15182238.897658 + Penalty 13897.380739 = -15168341.516920 nChanged 1474 Iteration 36Q (648.854492 sec): 13 clusters Score: Raw -15182558.363074 + Penalty 13897.380739 = -15168660.982335 nChanged 1528 Iteration 37Q (649.560007 sec): 13 clusters Score: Raw -15182901.545435 + Penalty 13897.380739 = -15169004.164697 nChanged 1620 Iteration 38Q (650.279742 sec): 13 clusters Score: Raw -15183266.140616 + Penalty 13897.380739 = -15169368.759878 nChanged 1604 Iteration 39Q (651.019019 sec): 13 clusters Score: Raw -15183623.605606 + Penalty 13897.380739 = -15169726.224867 nChanged 1598 Iteration 40F (652.376629 sec): 13 clusters Score: Raw -15184246.955963 + Penalty 13897.380739 = -15170349.575224 nChanged 1975 Iteration 41Q (653.170849 sec): 13 clusters Score: Raw -15184827.770166 + Penalty 13897.380739 = -15170930.389427 nChanged 2081 Iteration 42Q (654.009631 sec): 13 clusters Score: Raw -15185415.436287 + Penalty 13897.380739 = -15171518.055548 nChanged 2239 Iteration 43Q (654.794290 sec): 13 clusters Score: Raw -15186073.343324 + Penalty 13897.380739 = -15172175.962585 nChanged 2487 Iteration 44Q (655.619869 sec): 13 clusters Score: Raw -15186860.664330 + Penalty 13897.380739 = -15172963.283591 nChanged 2771 Iteration 45Q (656.380957 sec): 13 clusters Score: Raw -15187812.644876 + Penalty 13897.380739 = -15173915.264138 nChanged 3138 Iteration 46Q (657.140190 sec): 13 clusters Score: Raw -15189006.863084 + Penalty 13897.380739 = -15175109.482345 nChanged 3550 Iteration 47Q (657.921179 sec): 13 clusters Score: Raw -15190488.208151 + Penalty 13897.380739 = -15176590.827413 nChanged 4093 Iteration 48Q (658.773109 sec): 13 clusters Score: Raw -15192334.696660 + Penalty 13897.380739 = -15178437.315922 nChanged 4756 Iteration 49Q (659.593440 sec): 13 clusters Score: Raw -15194614.161910 + Penalty 13897.380739 = -15180716.781171 nChanged 5268 Iteration 50Q (660.385584 sec): 13 clusters Score: Raw -15197274.568736 + Penalty 13897.380739 = -15183377.187997 nChanged 5844 Iteration 51Q (661.163803 sec): 13 clusters Score: Raw -15200192.079760 + Penalty 13897.380739 = -15186294.699021 nChanged 6258 Iteration 52Q (661.982244 sec): 13 clusters Score: Raw -15203246.648802 + Penalty 13897.380739 = -15189349.268064 nChanged 6406 Iteration 53Q (662.794861 sec): 13 clusters Score: Raw -15206203.454652 + Penalty 13897.380739 = -15192306.073913 nChanged 6208 Iteration 54Q (663.571882 sec): 13 clusters Score: Raw -15208894.468790 + Penalty 13897.380739 = -15194997.088051 nChanged 5816 Iteration 55Q (664.369007 sec): 13 clusters Score: Raw -15211154.038803 + Penalty 13897.380739 = -15197256.658065 nChanged 5242 Iteration 56Q (665.202736 sec): 13 clusters Score: Raw -15213005.500375 + Penalty 13897.380739 = -15199108.119637 nChanged 4644 Iteration 57Q (665.982121 sec): 13 clusters Score: Raw -15214486.984642 + Penalty 13897.380739 = -15200589.603903 nChanged 3825 Iteration 58Q (666.822824 sec): 13 clusters Score: Raw -15215574.903264 + Penalty 13897.380739 = -15201677.522525 nChanged 3189 Writing temp clu file Because OldScore, -15200589.603903, is greater than current (better) Score,-15201677.522525 Compute initial score before splitting: Score: Raw -15215574.903264 + Penalty 13897.380739 = -15201677.522525 Trying to split cluster 1 (5205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.906476 sec): 2 clusters Score: Raw -421760.993375 + Penalty 812.950623 = -420948.042752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (666.957676 sec): 3 clusters Score: Raw -418852.468371 + Penalty 1625.901246 = -417226.567125 nChanged 2204 SP:Iteration 1F (667.003357 sec): 3 clusters Score: Raw -420054.020309 + Penalty 1625.901246 = -418428.119063 nChanged 369 SP:Iteration 2F (667.058338 sec): 3 clusters Score: Raw -420258.009056 + Penalty 1625.901246 = -418632.107810 nChanged 319 SP:Iteration 3F (667.111680 sec): 3 clusters Score: Raw -420409.616793 + Penalty 1625.901246 = -418783.715546 nChanged 263 SP:Iteration 4F (667.168363 sec): 3 clusters Score: Raw -420535.004964 + Penalty 1625.901246 = -418909.103718 nChanged 233 SP:Iteration 5Q (667.217648 sec): 3 clusters Score: Raw -420661.188497 + Penalty 1625.901246 = -419035.287250 nChanged 228 SP:Iteration 6Q (667.273592 sec): 3 clusters Score: Raw -420797.091580 + Penalty 1625.901246 = -419171.190333 nChanged 227 SP:Iteration 7Q (667.319318 sec): 3 clusters Score: Raw -420929.772367 + Penalty 1625.901246 = -419303.871121 nChanged 215 SP:Iteration 8Q (667.378387 sec): 3 clusters Score: Raw -421045.758116 + Penalty 1625.901246 = -419419.856870 nChanged 182 SP:Iteration 9Q (667.433016 sec): 3 clusters Score: Raw -421147.641788 + Penalty 1625.901246 = -419521.740541 nChanged 143 SP:Iteration 10Q (667.488460 sec): 3 clusters Score: Raw -421225.976611 + Penalty 1625.901246 = -419600.075365 nChanged 129 SP:Iteration 11Q (667.540172 sec): 3 clusters Score: Raw -421281.438675 + Penalty 1625.901246 = -419655.537428 nChanged 96 SP:Iteration 12Q (667.594609 sec): 3 clusters Score: Raw -421317.272183 + Penalty 1625.901246 = -419691.370937 nChanged 83 SP:Iteration 13Q (667.644471 sec): 3 clusters Score: Raw -421340.876128 + Penalty 1625.901246 = -419714.974882 nChanged 49 SP:Iteration 14Q (667.703433 sec): 3 clusters Score: Raw -421354.839802 + Penalty 1625.901246 = -419728.938555 nChanged 62 SP:Iteration 15Q (667.749990 sec): 3 clusters Score: Raw -421371.887447 + Penalty 1625.901246 = -419745.986201 nChanged 61 SP:Iteration 16Q (667.811210 sec): 3 clusters Score: Raw -421391.628127 + Penalty 1625.901246 = -419765.726881 nChanged 60 SP:Iteration 17Q (667.854950 sec): 3 clusters Score: Raw -421408.800236 + Penalty 1625.901246 = -419782.898990 nChanged 59 SP:Iteration 18Q (667.907880 sec): 3 clusters Score: Raw -421426.761121 + Penalty 1625.901246 = -419800.859875 nChanged 65 SP:Iteration 19Q (667.954118 sec): 3 clusters Score: Raw -421451.862127 + Penalty 1625.901246 = -419825.960880 nChanged 78 SP:Iteration 20F (668.004078 sec): 3 clusters Score: Raw -421483.343383 + Penalty 1625.901246 = -419857.442137 nChanged 76 SP:Iteration 21Q (668.064449 sec): 3 clusters Score: Raw -421514.827642 + Penalty 1625.901246 = -419888.926396 nChanged 68 SP:Iteration 22Q (668.115957 sec): 3 clusters Score: Raw -421543.135241 + Penalty 1625.901246 = -419917.233994 nChanged 66 SP:Iteration 23Q (668.163740 sec): 3 clusters Score: Raw -421568.573020 + Penalty 1625.901246 = -419942.671773 nChanged 53 SP:Iteration 24Q (668.223726 sec): 3 clusters Score: Raw -421585.803165 + Penalty 1625.901246 = -419959.901918 nChanged 54 SP:Iteration 25Q (668.275203 sec): 3 clusters Score: Raw -421603.453517 + Penalty 1625.901246 = -419977.552270 nChanged 51 SP:Iteration 26Q (668.326355 sec): 3 clusters Score: Raw -421622.829321 + Penalty 1625.901246 = -419996.928075 nChanged 60 SP:Iteration 27Q (668.374280 sec): 3 clusters Score: Raw -421646.904783 + Penalty 1625.901246 = -420021.003537 nChanged 59 SP:Iteration 28Q (668.420518 sec): 3 clusters Score: Raw -421673.209796 + Penalty 1625.901246 = -420047.308550 nChanged 61 SP:Iteration 29Q (668.478861 sec): 3 clusters Score: Raw -421699.731767 + Penalty 1625.901246 = -420073.830521 nChanged 55 SP:Iteration 30Q (668.520233 sec): 3 clusters Score: Raw -421722.943890 + Penalty 1625.901246 = -420097.042644 nChanged 43 SP:Iteration 31Q (668.575964 sec): 3 clusters Score: Raw -421735.400396 + Penalty 1625.901246 = -420109.499150 nChanged 36 SP:Iteration 32Q (668.636611 sec): 3 clusters Score: Raw -421746.480462 + Penalty 1625.901246 = -420120.579215 nChanged 31 SP:Iteration 33Q (668.680417 sec): 3 clusters Score: Raw -421756.865872 + Penalty 1625.901246 = -420130.964626 nChanged 30 SP:Iteration 34Q (668.741945 sec): 3 clusters Score: Raw -421766.115241 + Penalty 1625.901246 = -420140.213995 nChanged 24 SP:Iteration 35Q (668.788640 sec): 3 clusters Score: Raw -421775.786661 + Penalty 1625.901246 = -420149.885415 nChanged 37 SP:Iteration 36Q (668.841320 sec): 3 clusters Score: Raw -421787.705714 + Penalty 1625.901246 = -420161.804467 nChanged 29 SP:Iteration 37Q (668.895841 sec): 3 clusters Score: Raw -421797.063793 + Penalty 1625.901246 = -420171.162547 nChanged 22 SP:Iteration 38Q (668.938188 sec): 3 clusters Score: Raw -421804.728887 + Penalty 1625.901246 = -420178.827641 nChanged 25 SP:Iteration 39Q (669.002542 sec): 3 clusters Score: Raw -421814.714108 + Penalty 1625.901246 = -420188.812862 nChanged 25 SP:Iteration 40F (669.055974 sec): 3 clusters Score: Raw -421822.332884 + Penalty 1625.901246 = -420196.431637 nChanged 23 SP:Iteration 41Q (669.107321 sec): 3 clusters Score: Raw -421829.277745 + Penalty 1625.901246 = -420203.376499 nChanged 19 SP:Iteration 42Q (669.155025 sec): 3 clusters Score: Raw -421834.120542 + Penalty 1625.901246 = -420208.219295 nChanged 19 SP:Iteration 43Q (669.204988 sec): 3 clusters Score: Raw -421839.586989 + Penalty 1625.901246 = -420213.685743 nChanged 14 SP:Iteration 44Q (669.254447 sec): 3 clusters Score: Raw -421842.860331 + Penalty 1625.901246 = -420216.959085 nChanged 16 SP:Iteration 45Q (669.301891 sec): 3 clusters Score: Raw -421847.071945 + Penalty 1625.901246 = -420221.170698 nChanged 13 SP:Iteration 46Q (669.356145 sec): 3 clusters Score: Raw -421850.408336 + Penalty 1625.901246 = -420224.507089 nChanged 13 SP:Iteration 47Q (669.415045 sec): 3 clusters Score: Raw -421853.216488 + Penalty 1625.901246 = -420227.315241 nChanged 8 SP:Iteration 48Q (669.467644 sec): 3 clusters Score: Raw -421854.889162 + Penalty 1625.901246 = -420228.987916 nChanged 6 SP:Iteration 49Q (669.508488 sec): 3 clusters Score: Raw -421855.818149 + Penalty 1625.901246 = -420229.916902 nChanged 3 SP:Iteration 50Q (669.565027 sec): 3 clusters Score: Raw -421856.385703 + Penalty 1625.901246 = -420230.484456 nChanged 3 SP:Iteration 51Q (669.605561 sec): 3 clusters Score: Raw -421856.789143 + Penalty 1625.901246 = -420230.887896 nChanged 0 SP:Iteration 52F (669.658385 sec): 3 clusters Score: Raw -421856.789143 + Penalty 1625.901246 = -420230.887896 nChanged 0 Trying to split cluster 3 (6422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (669.692600 sec): 2 clusters Score: Raw -515377.432707 + Penalty 832.911063 = -514544.521644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (669.747725 sec): 3 clusters Score: Raw -511691.184873 + Penalty 1665.822126 = -510025.362747 nChanged 2789 SP:Iteration 1F (669.795429 sec): 3 clusters Score: Raw -513274.483193 + Penalty 1665.822126 = -511608.661067 nChanged 394 SP:Iteration 2F (669.848672 sec): 3 clusters Score: Raw -513444.432043 + Penalty 1665.822126 = -511778.609917 nChanged 342 SP:Iteration 3F (669.911967 sec): 3 clusters Score: Raw -513625.094955 + Penalty 1665.822126 = -511959.272829 nChanged 350 SP:Iteration 4F (669.955187 sec): 3 clusters Score: Raw -513835.798374 + Penalty 1665.822126 = -512169.976248 nChanged 359 SP:Iteration 5F (670.011761 sec): 3 clusters Score: Raw -514100.809816 + Penalty 1665.822126 = -512434.987690 nChanged 356 SP:Iteration 6F (670.074842 sec): 3 clusters Score: Raw -514387.377684 + Penalty 1665.822126 = -512721.555557 nChanged 360 SP:Iteration 7F (670.135332 sec): 3 clusters Score: Raw -514691.171054 + Penalty 1665.822126 = -513025.348928 nChanged 326 SP:Iteration 8F (670.189755 sec): 3 clusters Score: Raw -514942.610364 + Penalty 1665.822126 = -513276.788238 nChanged 228 SP:Iteration 9Q (670.229689 sec): 3 clusters Score: Raw -515068.404542 + Penalty 1665.822126 = -513402.582416 nChanged 145 SP:Iteration 10Q (670.280612 sec): 3 clusters Score: Raw -515121.563243 + Penalty 1665.822126 = -513455.741117 nChanged 87 SP:Iteration 11Q (670.333293 sec): 3 clusters Score: Raw -515143.616124 + Penalty 1665.822126 = -513477.793998 nChanged 60 SP:Iteration 12Q (670.380510 sec): 3 clusters Score: Raw -515159.359480 + Penalty 1665.822126 = -513493.537354 nChanged 45 SP:Iteration 13Q (670.440916 sec): 3 clusters Score: Raw -515171.188673 + Penalty 1665.822126 = -513505.366547 nChanged 47 SP:Iteration 14Q (670.494121 sec): 3 clusters Score: Raw -515184.598976 + Penalty 1665.822126 = -513518.776849 nChanged 47 SP:Iteration 15Q (670.542556 sec): 3 clusters Score: Raw -515196.919393 + Penalty 1665.822126 = -513531.097267 nChanged 49 SP:Iteration 16Q (670.588775 sec): 3 clusters Score: Raw -515213.724494 + Penalty 1665.822126 = -513547.902368 nChanged 36 SP:Iteration 17Q (670.653225 sec): 3 clusters Score: Raw -515223.723657 + Penalty 1665.822126 = -513557.901530 nChanged 45 SP:Iteration 18Q (670.703868 sec): 3 clusters Score: Raw -515236.287453 + Penalty 1665.822126 = -513570.465326 nChanged 46 SP:Iteration 19Q (670.755372 sec): 3 clusters Score: Raw -515250.255928 + Penalty 1665.822126 = -513584.433802 nChanged 47 SP:Iteration 20F (670.806309 sec): 3 clusters Score: Raw -515262.826823 + Penalty 1665.822126 = -513597.004697 nChanged 34 SP:Iteration 21Q (670.858945 sec): 3 clusters Score: Raw -515270.606157 + Penalty 1665.822126 = -513604.784030 nChanged 27 SP:Iteration 22Q (670.914462 sec): 3 clusters Score: Raw -515275.186023 + Penalty 1665.822126 = -513609.363896 nChanged 20 SP:Iteration 23Q (670.965944 sec): 3 clusters Score: Raw -515278.963208 + Penalty 1665.822126 = -513613.141082 nChanged 18 SP:Iteration 24Q (671.013959 sec): 3 clusters Score: Raw -515281.923631 + Penalty 1665.822126 = -513616.101505 nChanged 16 SP:Iteration 25Q (671.074743 sec): 3 clusters Score: Raw -515284.809054 + Penalty 1665.822126 = -513618.986928 nChanged 13 SP:Iteration 26Q (671.118244 sec): 3 clusters Score: Raw -515287.145180 + Penalty 1665.822126 = -513621.323054 nChanged 13 SP:Iteration 27Q (671.168400 sec): 3 clusters Score: Raw -515288.571395 + Penalty 1665.822126 = -513622.749269 nChanged 12 SP:Iteration 28Q (671.229389 sec): 3 clusters Score: Raw -515290.495495 + Penalty 1665.822126 = -513624.673368 nChanged 14 SP:Iteration 29Q (671.274940 sec): 3 clusters Score: Raw -515293.282495 + Penalty 1665.822126 = -513627.460369 nChanged 19 SP:Iteration 30Q (671.331781 sec): 3 clusters Score: Raw -515296.318224 + Penalty 1665.822126 = -513630.496098 nChanged 21 SP:Iteration 31Q (671.388539 sec): 3 clusters Score: Raw -515300.178268 + Penalty 1665.822126 = -513634.356142 nChanged 22 SP:Iteration 32Q (671.437434 sec): 3 clusters Score: Raw -515303.481836 + Penalty 1665.822126 = -513637.659710 nChanged 16 SP:Iteration 33Q (671.492204 sec): 3 clusters Score: Raw -515305.625097 + Penalty 1665.822126 = -513639.802971 nChanged 14 SP:Iteration 34Q (671.549929 sec): 3 clusters Score: Raw -515308.100516 + Penalty 1665.822126 = -513642.278390 nChanged 13 SP:Iteration 35Q (671.608195 sec): 3 clusters Score: Raw -515310.308362 + Penalty 1665.822126 = -513644.486235 nChanged 15 SP:Iteration 36Q (671.653001 sec): 3 clusters Score: Raw -515313.965499 + Penalty 1665.822126 = -513648.143372 nChanged 21 SP:Iteration 37Q (671.720039 sec): 3 clusters Score: Raw -515317.299281 + Penalty 1665.822126 = -513651.477155 nChanged 10 SP:Iteration 38Q (671.771274 sec): 3 clusters Score: Raw -515318.357977 + Penalty 1665.822126 = -513652.535851 nChanged 6 SP:Iteration 39Q (671.825195 sec): 3 clusters Score: Raw -515319.519495 + Penalty 1665.822126 = -513653.697369 nChanged 9 SP:Iteration 40F (671.882491 sec): 3 clusters Score: Raw -515320.846520 + Penalty 1665.822126 = -513655.024393 nChanged 14 SP:Iteration 41Q (671.935472 sec): 3 clusters Score: Raw -515322.650377 + Penalty 1665.822126 = -513656.828251 nChanged 6 SP:Iteration 42Q (671.996069 sec): 3 clusters Score: Raw -515323.363379 + Penalty 1665.822126 = -513657.541253 nChanged 5 SP:Iteration 43Q (672.053027 sec): 3 clusters Score: Raw -515324.071493 + Penalty 1665.822126 = -513658.249367 nChanged 6 SP:Iteration 44Q (672.096396 sec): 3 clusters Score: Raw -515324.858276 + Penalty 1665.822126 = -513659.036150 nChanged 6 SP:Iteration 45Q (672.160137 sec): 3 clusters Score: Raw -515325.701686 + Penalty 1665.822126 = -513659.879560 nChanged 6 SP:Iteration 46Q (672.205731 sec): 3 clusters Score: Raw -515326.756713 + Penalty 1665.822126 = -513660.934587 nChanged 5 SP:Iteration 47Q (672.274665 sec): 3 clusters Score: Raw -515327.399745 + Penalty 1665.822126 = -513661.577619 nChanged 5 SP:Iteration 48Q (672.324685 sec): 3 clusters Score: Raw -515327.836570 + Penalty 1665.822126 = -513662.014444 nChanged 1 SP:Iteration 49Q (672.383183 sec): 3 clusters Score: Raw -515327.909989 + Penalty 1665.822126 = -513662.087862 nChanged 0 SP:Iteration 50F (672.431775 sec): 3 clusters Score: Raw -515327.909989 + Penalty 1665.822126 = -513662.087862 nChanged 0 Trying to split cluster 6 (68605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (672.532662 sec): 2 clusters Score: Raw -5515963.681598 + Penalty 1057.931466 = -5514905.750131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (672.660443 sec): 3 clusters Score: Raw -5470872.857950 + Penalty 2115.862932 = -5468756.995017 nChanged 33038 SP:Iteration 1F (672.786306 sec): 3 clusters Score: Raw -5490464.425755 + Penalty 2115.862932 = -5488348.562822 nChanged 2757 SP:Iteration 2Q (672.922307 sec): 3 clusters Score: Raw -5491537.896305 + Penalty 2115.862932 = -5489422.033372 nChanged 3154 SP:Iteration 3Q (673.046933 sec): 3 clusters Score: Raw -5493136.641957 + Penalty 2115.862932 = -5491020.779025 nChanged 3903 SP:Iteration 4F (673.178337 sec): 3 clusters Score: Raw -5495619.362378 + Penalty 2115.862932 = -5493503.499446 nChanged 4626 SP:Iteration 5F (673.314404 sec): 3 clusters Score: Raw -5499091.170658 + Penalty 2115.862932 = -5496975.307726 nChanged 5023 SP:Iteration 6F (673.430397 sec): 3 clusters Score: Raw -5503076.404044 + Penalty 2115.862932 = -5500960.541112 nChanged 4552 SP:Iteration 7F (673.569206 sec): 3 clusters Score: Raw -5506555.649153 + Penalty 2115.862932 = -5504439.786221 nChanged 3646 SP:Iteration 8F (673.700417 sec): 3 clusters Score: Raw -5509156.212964 + Penalty 2115.862932 = -5507040.350031 nChanged 2695 SP:Iteration 9Q (673.825808 sec): 3 clusters Score: Raw -5511268.933656 + Penalty 2115.862932 = -5509153.070724 nChanged 2084 SP:Iteration 10Q (673.955526 sec): 3 clusters Score: Raw -5513320.615297 + Penalty 2115.862932 = -5511204.752364 nChanged 1643 SP:Iteration 11Q (674.070796 sec): 3 clusters Score: Raw -5515039.176858 + Penalty 2115.862932 = -5512923.313925 nChanged 1242 SP:Iteration 12Q (674.195337 sec): 3 clusters Score: Raw -5516010.522861 + Penalty 2115.862932 = -5513894.659928 nChanged 901 SP:Iteration 13Q (674.327281 sec): 3 clusters Score: Raw -5516451.887648 + Penalty 2115.862932 = -5514336.024716 nChanged 690 SP:Iteration 14Q (674.454077 sec): 3 clusters Score: Raw -5516705.473460 + Penalty 2115.862932 = -5514589.610527 nChanged 586 SP:Iteration 15Q (674.581815 sec): 3 clusters Score: Raw -5516897.109275 + Penalty 2115.862932 = -5514781.246343 nChanged 498 SP:Iteration 16Q (674.695329 sec): 3 clusters Score: Raw -5517034.735855 + Penalty 2115.862932 = -5514918.872922 nChanged 434 SP:Iteration 17Q (674.814365 sec): 3 clusters Score: Raw -5517145.551874 + Penalty 2115.862932 = -5515029.688942 nChanged 397 SP:Iteration 18Q (674.934387 sec): 3 clusters Score: Raw -5517240.248516 + Penalty 2115.862932 = -5515124.385583 nChanged 351 SP:Iteration 19Q (675.049376 sec): 3 clusters Score: Raw -5517312.015311 + Penalty 2115.862932 = -5515196.152379 nChanged 312 SP:Iteration 20F (675.182677 sec): 3 clusters Score: Raw -5517373.226133 + Penalty 2115.862932 = -5515257.363200 nChanged 274 SP:Iteration 21Q (675.288110 sec): 3 clusters Score: Raw -5517422.365706 + Penalty 2115.862932 = -5515306.502774 nChanged 222 SP:Iteration 22Q (675.409710 sec): 3 clusters Score: Raw -5517455.574523 + Penalty 2115.862932 = -5515339.711591 nChanged 207 SP:Iteration 23Q (675.522966 sec): 3 clusters Score: Raw -5517482.939815 + Penalty 2115.862932 = -5515367.076883 nChanged 167 SP:Iteration 24Q (675.638166 sec): 3 clusters Score: Raw -5517504.655621 + Penalty 2115.862932 = -5515388.792689 nChanged 157 SP:Iteration 25Q (675.747299 sec): 3 clusters Score: Raw -5517522.086105 + Penalty 2115.862932 = -5515406.223173 nChanged 131 SP:Iteration 26Q (675.860555 sec): 3 clusters Score: Raw -5517536.084759 + Penalty 2115.862932 = -5515420.221827 nChanged 129 SP:Iteration 27Q (675.976074 sec): 3 clusters Score: Raw -5517550.359421 + Penalty 2115.862932 = -5515434.496488 nChanged 133 SP:Iteration 28Q (676.103371 sec): 3 clusters Score: Raw -5517564.578507 + Penalty 2115.862932 = -5515448.715574 nChanged 105 SP:Iteration 29Q (676.216059 sec): 3 clusters Score: Raw -5517574.011031 + Penalty 2115.862932 = -5515458.148098 nChanged 93 SP:Iteration 30Q (676.330945 sec): 3 clusters Score: Raw -5517581.707202 + Penalty 2115.862932 = -5515465.844269 nChanged 81 SP:Iteration 31Q (676.452965 sec): 3 clusters Score: Raw -5517588.179656 + Penalty 2115.862932 = -5515472.316723 nChanged 68 SP:Iteration 32Q (676.566915 sec): 3 clusters Score: Raw -5517592.658108 + Penalty 2115.862932 = -5515476.795175 nChanged 59 SP:Iteration 33Q (676.675294 sec): 3 clusters Score: Raw -5517596.414815 + Penalty 2115.862932 = -5515480.551883 nChanged 51 SP:Iteration 34Q (676.789756 sec): 3 clusters Score: Raw -5517599.112786 + Penalty 2115.862932 = -5515483.249853 nChanged 46 SP:Iteration 35Q (676.912754 sec): 3 clusters Score: Raw -5517601.894675 + Penalty 2115.862932 = -5515486.031743 nChanged 47 SP:Iteration 36Q (677.025854 sec): 3 clusters Score: Raw -5517604.479212 + Penalty 2115.862932 = -5515488.616279 nChanged 38 SP:Iteration 37Q (677.132480 sec): 3 clusters Score: Raw -5517606.689605 + Penalty 2115.862932 = -5515490.826672 nChanged 37 SP:Iteration 38Q (677.257005 sec): 3 clusters Score: Raw -5517608.810801 + Penalty 2115.862932 = -5515492.947869 nChanged 31 SP:Iteration 39Q (677.367072 sec): 3 clusters Score: Raw -5517610.677167 + Penalty 2115.862932 = -5515494.814235 nChanged 32 SP:Iteration 40F (677.504749 sec): 3 clusters Score: Raw -5517612.894942 + Penalty 2115.862932 = -5515497.032009 nChanged 38 SP:Iteration 41Q (677.612678 sec): 3 clusters Score: Raw -5517615.248668 + Penalty 2115.862932 = -5515499.385735 nChanged 30 SP:Iteration 42Q (677.742955 sec): 3 clusters Score: Raw -5517617.143584 + Penalty 2115.862932 = -5515501.280651 nChanged 32 SP:Iteration 43Q (677.851298 sec): 3 clusters Score: Raw -5517619.119105 + Penalty 2115.862932 = -5515503.256173 nChanged 28 SP:Iteration 44Q (677.970552 sec): 3 clusters Score: Raw -5517620.473261 + Penalty 2115.862932 = -5515504.610329 nChanged 16 SP:Iteration 45Q (678.086802 sec): 3 clusters Score: Raw -5517621.465233 + Penalty 2115.862932 = -5515505.602301 nChanged 25 SP:Iteration 46Q (678.198003 sec): 3 clusters Score: Raw -5517623.188790 + Penalty 2115.862932 = -5515507.325857 nChanged 26 SP:Iteration 47Q (678.320001 sec): 3 clusters Score: Raw -5517624.565560 + Penalty 2115.862932 = -5515508.702628 nChanged 19 SP:Iteration 48Q (678.439191 sec): 3 clusters Score: Raw -5517625.381116 + Penalty 2115.862932 = -5515509.518183 nChanged 16 SP:Iteration 49Q (678.559829 sec): 3 clusters Score: Raw -5517626.040655 + Penalty 2115.862932 = -5515510.177723 nChanged 15 SP:Iteration 50Q (678.672683 sec): 3 clusters Score: Raw -5517626.774915 + Penalty 2115.862932 = -5515510.911983 nChanged 11 SP:Iteration 51Q (678.792137 sec): 3 clusters Score: Raw -5517627.334937 + Penalty 2115.862932 = -5515511.472005 nChanged 12 SP:Iteration 52Q (678.912964 sec): 3 clusters Score: Raw -5517627.923187 + Penalty 2115.862932 = -5515512.060255 nChanged 17 SP:Iteration 53Q (679.022721 sec): 3 clusters Score: Raw -5517628.668538 + Penalty 2115.862932 = -5515512.805605 nChanged 20 SP:Iteration 54Q (679.138796 sec): 3 clusters Score: Raw -5517630.014442 + Penalty 2115.862932 = -5515514.151509 nChanged 24 SP:Iteration 55Q (679.253326 sec): 3 clusters Score: Raw -5517631.928411 + Penalty 2115.862932 = -5515516.065478 nChanged 26 SP:Iteration 56Q (679.360648 sec): 3 clusters Score: Raw -5517633.460744 + Penalty 2115.862932 = -5515517.597811 nChanged 21 SP:Iteration 57Q (679.489816 sec): 3 clusters Score: Raw -5517634.817315 + Penalty 2115.862932 = -5515518.954383 nChanged 24 SP:Iteration 58Q (679.593862 sec): 3 clusters Score: Raw -5517636.856375 + Penalty 2115.862932 = -5515520.993443 nChanged 30 SP:Iteration 59Q (679.708463 sec): 3 clusters Score: Raw -5517638.374558 + Penalty 2115.862932 = -5515522.511625 nChanged 28 SP:Iteration 60F (679.835459 sec): 3 clusters Score: Raw -5517639.938323 + Penalty 2115.862932 = -5515524.075391 nChanged 21 SP:Iteration 61Q (679.961022 sec): 3 clusters Score: Raw -5517640.830515 + Penalty 2115.862932 = -5515524.967583 nChanged 25 SP:Iteration 62Q (680.075050 sec): 3 clusters Score: Raw -5517641.878692 + Penalty 2115.862932 = -5515526.015760 nChanged 23 SP:Iteration 63Q (680.180791 sec): 3 clusters Score: Raw -5517642.978577 + Penalty 2115.862932 = -5515527.115645 nChanged 17 SP:Iteration 64Q (680.290066 sec): 3 clusters Score: Raw -5517644.114756 + Penalty 2115.862932 = -5515528.251823 nChanged 19 SP:Iteration 65Q (680.418497 sec): 3 clusters Score: Raw -5517645.294169 + Penalty 2115.862932 = -5515529.431236 nChanged 16 SP:Iteration 66Q (680.542539 sec): 3 clusters Score: Raw -5517645.779656 + Penalty 2115.862932 = -5515529.916723 nChanged 11 SP:Iteration 67Q (680.663495 sec): 3 clusters Score: Raw -5517646.221252 + Penalty 2115.862932 = -5515530.358319 nChanged 11 SP:Iteration 68Q (680.770878 sec): 3 clusters Score: Raw -5517646.715727 + Penalty 2115.862932 = -5515530.852795 nChanged 14 SP:Iteration 69Q (680.893272 sec): 3 clusters Score: Raw -5517647.310088 + Penalty 2115.862932 = -5515531.447156 nChanged 10 SP:Iteration 70Q (681.015923 sec): 3 clusters Score: Raw -5517647.730734 + Penalty 2115.862932 = -5515531.867802 nChanged 10 SP:Iteration 71Q (681.133112 sec): 3 clusters Score: Raw -5517648.083628 + Penalty 2115.862932 = -5515532.220696 nChanged 6 SP:Iteration 72Q (681.248155 sec): 3 clusters Score: Raw -5517648.262062 + Penalty 2115.862932 = -5515532.399130 nChanged 6 SP:Iteration 73Q (681.363902 sec): 3 clusters Score: Raw -5517648.412546 + Penalty 2115.862932 = -5515532.549613 nChanged 3 SP:Iteration 74Q (681.483440 sec): 3 clusters Score: Raw -5517648.504622 + Penalty 2115.862932 = -5515532.641689 nChanged 3 SP:Iteration 75Q (681.599168 sec): 3 clusters Score: Raw -5517648.625902 + Penalty 2115.862932 = -5515532.762970 nChanged 7 SP:Iteration 76Q (681.710851 sec): 3 clusters Score: Raw -5517648.749107 + Penalty 2115.862932 = -5515532.886175 nChanged 1 SP:Iteration 77Q (681.821864 sec): 3 clusters Score: Raw -5517648.762391 + Penalty 2115.862932 = -5515532.899459 nChanged 1 SP:Iteration 78Q (681.929095 sec): 3 clusters Score: Raw -5517648.801213 + Penalty 2115.862932 = -5515532.938280 nChanged 0 SP:Iteration 79F (682.059511 sec): 3 clusters Score: Raw -5517648.801213 + Penalty 2115.862932 = -5515532.938280 nChanged 0 Score: Raw -15217648.234884 + Penalty 15055.495800 = -15202592.739084 Splitting cluster 6 changes total score from -15201677.522525 to -15202592.739084 So it's getting split into cluster 2. Trying to split cluster 7 (2686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.543974 sec): 2 clusters Score: Raw -203140.994137 + Penalty 750.101796 = -202390.892341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (683.593317 sec): 3 clusters Score: Raw -201764.866162 + Penalty 1500.203592 = -200264.662571 nChanged 1078 SP:Iteration 1F (683.636789 sec): 3 clusters Score: Raw -202597.069798 + Penalty 1500.203592 = -201096.866206 nChanged 256 SP:Iteration 2F (683.689902 sec): 3 clusters Score: Raw -202891.448452 + Penalty 1500.203592 = -201391.244861 nChanged 237 SP:Iteration 3F (683.739534 sec): 3 clusters Score: Raw -203170.404745 + Penalty 1500.203592 = -201670.201153 nChanged 187 SP:Iteration 4F (683.787499 sec): 3 clusters Score: Raw -203368.435889 + Penalty 1500.203592 = -201868.232297 nChanged 138 SP:Iteration 5F (683.840439 sec): 3 clusters Score: Raw -203495.287880 + Penalty 1500.203592 = -201995.084288 nChanged 99 SP:Iteration 6Q (683.880447 sec): 3 clusters Score: Raw -203580.990555 + Penalty 1500.203592 = -202080.786964 nChanged 75 SP:Iteration 7Q (683.936342 sec): 3 clusters Score: Raw -203633.727286 + Penalty 1500.203592 = -202133.523694 nChanged 52 SP:Iteration 8Q (683.982064 sec): 3 clusters Score: Raw -203663.786548 + Penalty 1500.203592 = -202163.582957 nChanged 37 SP:Iteration 9Q (684.037320 sec): 3 clusters Score: Raw -203687.063994 + Penalty 1500.203592 = -202186.860403 nChanged 31 SP:Iteration 10Q (684.093487 sec): 3 clusters Score: Raw -203700.354085 + Penalty 1500.203592 = -202200.150493 nChanged 27 SP:Iteration 11Q (684.140099 sec): 3 clusters Score: Raw -203717.147167 + Penalty 1500.203592 = -202216.943575 nChanged 29 SP:Iteration 12Q (684.192049 sec): 3 clusters Score: Raw -203734.973531 + Penalty 1500.203592 = -202234.769939 nChanged 32 SP:Iteration 13Q (684.235556 sec): 3 clusters Score: Raw -203750.618754 + Penalty 1500.203592 = -202250.415163 nChanged 30 SP:Iteration 14Q (684.278180 sec): 3 clusters Score: Raw -203765.892572 + Penalty 1500.203592 = -202265.688980 nChanged 26 SP:Iteration 15Q (684.333166 sec): 3 clusters Score: Raw -203779.456323 + Penalty 1500.203592 = -202279.252731 nChanged 31 SP:Iteration 16Q (684.378970 sec): 3 clusters Score: Raw -203796.281752 + Penalty 1500.203592 = -202296.078160 nChanged 25 SP:Iteration 17Q (684.425156 sec): 3 clusters Score: Raw -203805.832629 + Penalty 1500.203592 = -202305.629037 nChanged 18 SP:Iteration 18Q (684.473363 sec): 3 clusters Score: Raw -203812.470688 + Penalty 1500.203592 = -202312.267096 nChanged 17 SP:Iteration 19Q (684.519768 sec): 3 clusters Score: Raw -203818.510853 + Penalty 1500.203592 = -202318.307261 nChanged 16 SP:Iteration 20F (684.569718 sec): 3 clusters Score: Raw -203824.226032 + Penalty 1500.203592 = -202324.022440 nChanged 15 SP:Iteration 21Q (684.614046 sec): 3 clusters Score: Raw -203830.270538 + Penalty 1500.203592 = -202330.066946 nChanged 18 SP:Iteration 22Q (684.669614 sec): 3 clusters Score: Raw -203837.469517 + Penalty 1500.203592 = -202337.265925 nChanged 16 SP:Iteration 23Q (684.720030 sec): 3 clusters Score: Raw -203843.085040 + Penalty 1500.203592 = -202342.881448 nChanged 19 SP:Iteration 24Q (684.774425 sec): 3 clusters Score: Raw -203849.941010 + Penalty 1500.203592 = -202349.737418 nChanged 18 SP:Iteration 25Q (684.819804 sec): 3 clusters Score: Raw -203856.723348 + Penalty 1500.203592 = -202356.519756 nChanged 15 SP:Iteration 26Q (684.868804 sec): 3 clusters Score: Raw -203862.400545 + Penalty 1500.203592 = -202362.196953 nChanged 16 SP:Iteration 27Q (684.925248 sec): 3 clusters Score: Raw -203868.332733 + Penalty 1500.203592 = -202368.129141 nChanged 18 SP:Iteration 28Q (684.969555 sec): 3 clusters Score: Raw -203877.505205 + Penalty 1500.203592 = -202377.301613 nChanged 20 SP:Iteration 29Q (685.018868 sec): 3 clusters Score: Raw -203887.245716 + Penalty 1500.203592 = -202387.042124 nChanged 22 SP:Iteration 30Q (685.057834 sec): 3 clusters Score: Raw -203897.802896 + Penalty 1500.203592 = -202397.599305 nChanged 21 SP:Iteration 31Q (685.108361 sec): 3 clusters Score: Raw -203906.162183 + Penalty 1500.203592 = -202405.958591 nChanged 16 SP:Iteration 32Q (685.154669 sec): 3 clusters Score: Raw -203911.381320 + Penalty 1500.203592 = -202411.177728 nChanged 14 SP:Iteration 33Q (685.200623 sec): 3 clusters Score: Raw -203915.928932 + Penalty 1500.203592 = -202415.725340 nChanged 11 SP:Iteration 34Q (685.255521 sec): 3 clusters Score: Raw -203919.037196 + Penalty 1500.203592 = -202418.833604 nChanged 7 SP:Iteration 35Q (685.291075 sec): 3 clusters Score: Raw -203921.323565 + Penalty 1500.203592 = -202421.119974 nChanged 8 SP:Iteration 36Q (685.339574 sec): 3 clusters Score: Raw -203923.796873 + Penalty 1500.203592 = -202423.593282 nChanged 5 SP:Iteration 37Q (685.394861 sec): 3 clusters Score: Raw -203925.080538 + Penalty 1500.203592 = -202424.876946 nChanged 9 SP:Iteration 38Q (685.435868 sec): 3 clusters Score: Raw -203927.692374 + Penalty 1500.203592 = -202427.488782 nChanged 12 SP:Iteration 39Q (685.491897 sec): 3 clusters Score: Raw -203931.235659 + Penalty 1500.203592 = -202431.032068 nChanged 12 SP:Iteration 40F (685.546736 sec): 3 clusters Score: Raw -203935.476533 + Penalty 1500.203592 = -202435.272941 nChanged 14 SP:Iteration 41Q (685.583401 sec): 3 clusters Score: Raw -203941.622756 + Penalty 1500.203592 = -202441.419164 nChanged 16 SP:Iteration 42Q (685.640815 sec): 3 clusters Score: Raw -203949.237487 + Penalty 1500.203592 = -202449.033896 nChanged 14 SP:Iteration 43Q (685.687925 sec): 3 clusters Score: Raw -203954.482580 + Penalty 1500.203592 = -202454.278988 nChanged 13 SP:Iteration 44Q (685.741213 sec): 3 clusters Score: Raw -203958.526370 + Penalty 1500.203592 = -202458.322778 nChanged 7 SP:Iteration 45Q (685.788431 sec): 3 clusters Score: Raw -203960.391336 + Penalty 1500.203592 = -202460.187745 nChanged 8 SP:Iteration 46Q (685.832313 sec): 3 clusters Score: Raw -203963.066040 + Penalty 1500.203592 = -202462.862449 nChanged 4 SP:Iteration 47Q (685.880245 sec): 3 clusters Score: Raw -203964.585707 + Penalty 1500.203592 = -202464.382115 nChanged 5 SP:Iteration 48Q (685.939026 sec): 3 clusters Score: Raw -203966.564106 + Penalty 1500.203592 = -202466.360514 nChanged 5 SP:Iteration 49Q (685.991191 sec): 3 clusters Score: Raw -203968.036449 + Penalty 1500.203592 = -202467.832857 nChanged 5 SP:Iteration 50Q (686.045806 sec): 3 clusters Score: Raw -203969.076737 + Penalty 1500.203592 = -202468.873145 nChanged 6 SP:Iteration 51Q (686.099015 sec): 3 clusters Score: Raw -203970.185859 + Penalty 1500.203592 = -202469.982267 nChanged 2 SP:Iteration 52Q (686.149596 sec): 3 clusters Score: Raw -203970.543934 + Penalty 1500.203592 = -202470.340342 nChanged 2 SP:Iteration 53Q (686.202867 sec): 3 clusters Score: Raw -203971.046683 + Penalty 1500.203592 = -202470.843091 nChanged 4 SP:Iteration 54Q (686.251111 sec): 3 clusters Score: Raw -203971.823212 + Penalty 1500.203592 = -202471.619620 nChanged 2 SP:Iteration 55Q (686.305076 sec): 3 clusters Score: Raw -203972.104243 + Penalty 1500.203592 = -202471.900652 nChanged 0 SP:Iteration 56F (686.359009 sec): 3 clusters Score: Raw -203972.104243 + Penalty 1500.203592 = -202471.900652 nChanged 0 Score: Raw -15218479.344990 + Penalty 16213.610862 = -15202265.734129 Splitting cluster 7 changes total score from -15201677.522525 to -15202265.734129 So it's getting split into cluster 4. Trying to split cluster 9 (1671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (687.909276 sec): 2 clusters Score: Raw -122534.056725 + Penalty 705.011865 = -121829.044860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (687.970852 sec): 3 clusters Score: Raw -121778.221898 + Penalty 1410.023730 = -120368.198167 nChanged 647 SP:Iteration 1F (688.017604 sec): 3 clusters Score: Raw -122246.456999 + Penalty 1410.023730 = -120836.433268 nChanged 174 SP:Iteration 2F (688.064855 sec): 3 clusters Score: Raw -122406.468425 + Penalty 1410.023730 = -120996.444695 nChanged 133 SP:Iteration 3F (688.111080 sec): 3 clusters Score: Raw -122553.015075 + Penalty 1410.023730 = -121142.991345 nChanged 113 SP:Iteration 4F (688.159490 sec): 3 clusters Score: Raw -122670.924763 + Penalty 1410.023730 = -121260.901033 nChanged 89 SP:Iteration 5F (688.211103 sec): 3 clusters Score: Raw -122755.608671 + Penalty 1410.023730 = -121345.584941 nChanged 62 SP:Iteration 6Q (688.262345 sec): 3 clusters Score: Raw -122808.825316 + Penalty 1410.023730 = -121398.801586 nChanged 44 SP:Iteration 7Q (688.313483 sec): 3 clusters Score: Raw -122844.980292 + Penalty 1410.023730 = -121434.956561 nChanged 37 SP:Iteration 8Q (688.356817 sec): 3 clusters Score: Raw -122872.182626 + Penalty 1410.023730 = -121462.158896 nChanged 29 SP:Iteration 9Q (688.417552 sec): 3 clusters Score: Raw -122895.314451 + Penalty 1410.023730 = -121485.290721 nChanged 21 SP:Iteration 10Q (688.457274 sec): 3 clusters Score: Raw -122910.843410 + Penalty 1410.023730 = -121500.819680 nChanged 14 SP:Iteration 11Q (688.506965 sec): 3 clusters Score: Raw -122919.109355 + Penalty 1410.023730 = -121509.085624 nChanged 12 SP:Iteration 12Q (688.552544 sec): 3 clusters Score: Raw -122926.854059 + Penalty 1410.023730 = -121516.830328 nChanged 13 SP:Iteration 13Q (688.599439 sec): 3 clusters Score: Raw -122936.399887 + Penalty 1410.023730 = -121526.376157 nChanged 8 SP:Iteration 14Q (688.658714 sec): 3 clusters Score: Raw -122940.059547 + Penalty 1410.023730 = -121530.035817 nChanged 3 SP:Iteration 15Q (688.703560 sec): 3 clusters Score: Raw -122942.185154 + Penalty 1410.023730 = -121532.161424 nChanged 2 SP:Iteration 16Q (688.756988 sec): 3 clusters Score: Raw -122942.790770 + Penalty 1410.023730 = -121532.767040 nChanged 1 SP:Iteration 17Q (688.801620 sec): 3 clusters Score: Raw -122942.946502 + Penalty 1410.023730 = -121532.922772 nChanged 1 SP:Iteration 18Q (688.839305 sec): 3 clusters Score: Raw -122943.340599 + Penalty 1410.023730 = -121533.316868 nChanged 0 SP:Iteration 19F (688.884140 sec): 3 clusters Score: Raw -122943.340599 + Penalty 1410.023730 = -121533.316868 nChanged 0 Trying to split cluster 10 (12794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (688.924963 sec): 2 clusters Score: Raw -988651.250460 + Penalty 898.389501 = -987752.860959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (688.987503 sec): 3 clusters Score: Raw -980887.372738 + Penalty 1796.779002 = -979090.593736 nChanged 5915 SP:Iteration 1F (689.041426 sec): 3 clusters Score: Raw -984080.046791 + Penalty 1796.779002 = -982283.267789 nChanged 627 SP:Iteration 2Q (689.104595 sec): 3 clusters Score: Raw -984287.079713 + Penalty 1796.779002 = -982490.300711 nChanged 587 SP:Iteration 3Q (689.168018 sec): 3 clusters Score: Raw -984503.555895 + Penalty 1796.779002 = -982706.776893 nChanged 576 SP:Iteration 4Q (689.240298 sec): 3 clusters Score: Raw -984747.458476 + Penalty 1796.779002 = -982950.679474 nChanged 641 SP:Iteration 5F (689.300946 sec): 3 clusters Score: Raw -985080.722752 + Penalty 1796.779002 = -983283.943750 nChanged 712 SP:Iteration 6F (689.372651 sec): 3 clusters Score: Raw -985537.508811 + Penalty 1796.779002 = -983740.729808 nChanged 759 SP:Iteration 7F (689.437110 sec): 3 clusters Score: Raw -986072.325110 + Penalty 1796.779002 = -984275.546108 nChanged 792 SP:Iteration 8F (689.499734 sec): 3 clusters Score: Raw -986659.677482 + Penalty 1796.779002 = -984862.898479 nChanged 693 SP:Iteration 9F (689.552264 sec): 3 clusters Score: Raw -987167.042995 + Penalty 1796.779002 = -985370.263993 nChanged 602 SP:Iteration 10Q (689.616414 sec): 3 clusters Score: Raw -987583.756271 + Penalty 1796.779002 = -985786.977269 nChanged 430 SP:Iteration 11Q (689.677567 sec): 3 clusters Score: Raw -987898.628620 + Penalty 1796.779002 = -986101.849618 nChanged 332 SP:Iteration 12Q (689.750358 sec): 3 clusters Score: Raw -988125.999670 + Penalty 1796.779002 = -986329.220668 nChanged 257 SP:Iteration 13Q (689.813960 sec): 3 clusters Score: Raw -988316.647186 + Penalty 1796.779002 = -986519.868184 nChanged 224 SP:Iteration 14Q (689.876986 sec): 3 clusters Score: Raw -988480.804323 + Penalty 1796.779002 = -986684.025321 nChanged 212 SP:Iteration 15Q (689.938992 sec): 3 clusters Score: Raw -988640.968411 + Penalty 1796.779002 = -986844.189409 nChanged 171 SP:Iteration 16Q (689.989359 sec): 3 clusters Score: Raw -988773.306435 + Penalty 1796.779002 = -986976.527433 nChanged 145 SP:Iteration 17Q (690.060253 sec): 3 clusters Score: Raw -988884.204750 + Penalty 1796.779002 = -987087.425747 nChanged 127 SP:Iteration 18Q (690.116244 sec): 3 clusters Score: Raw -988960.202005 + Penalty 1796.779002 = -987163.423002 nChanged 114 SP:Iteration 19Q (690.170433 sec): 3 clusters Score: Raw -989012.509826 + Penalty 1796.779002 = -987215.730824 nChanged 94 SP:Iteration 20F (690.240060 sec): 3 clusters Score: Raw -989057.022169 + Penalty 1796.779002 = -987260.243167 nChanged 69 SP:Iteration 21Q (690.301918 sec): 3 clusters Score: Raw -989084.913089 + Penalty 1796.779002 = -987288.134087 nChanged 63 SP:Iteration 22Q (690.364830 sec): 3 clusters Score: Raw -989103.129261 + Penalty 1796.779002 = -987306.350259 nChanged 51 SP:Iteration 23Q (690.408235 sec): 3 clusters Score: Raw -989116.063112 + Penalty 1796.779002 = -987319.284109 nChanged 33 SP:Iteration 24Q (690.473247 sec): 3 clusters Score: Raw -989123.558461 + Penalty 1796.779002 = -987326.779459 nChanged 25 SP:Iteration 25Q (690.539854 sec): 3 clusters Score: Raw -989128.489687 + Penalty 1796.779002 = -987331.710685 nChanged 24 SP:Iteration 26Q (690.595178 sec): 3 clusters Score: Raw -989132.929268 + Penalty 1796.779002 = -987336.150266 nChanged 16 SP:Iteration 27Q (690.651130 sec): 3 clusters Score: Raw -989136.422552 + Penalty 1796.779002 = -987339.643550 nChanged 12 SP:Iteration 28Q (690.709665 sec): 3 clusters Score: Raw -989138.462070 + Penalty 1796.779002 = -987341.683068 nChanged 6 SP:Iteration 29Q (690.757699 sec): 3 clusters Score: Raw -989139.135608 + Penalty 1796.779002 = -987342.356606 nChanged 2 SP:Iteration 30Q (690.818797 sec): 3 clusters Score: Raw -989139.208014 + Penalty 1796.779002 = -987342.429011 nChanged 2 SP:Iteration 31Q (690.885144 sec): 3 clusters Score: Raw -989139.462254 + Penalty 1796.779002 = -987342.683251 nChanged 2 SP:Iteration 32Q (690.945130 sec): 3 clusters Score: Raw -989139.721368 + Penalty 1796.779002 = -987342.942366 nChanged 2 SP:Iteration 33Q (690.999621 sec): 3 clusters Score: Raw -989139.968415 + Penalty 1796.779002 = -987343.189413 nChanged 2 SP:Iteration 34Q (691.060601 sec): 3 clusters Score: Raw -989140.242779 + Penalty 1796.779002 = -987343.463777 nChanged 3 SP:Iteration 35Q (691.115627 sec): 3 clusters Score: Raw -989140.832131 + Penalty 1796.779002 = -987344.053129 nChanged 5 SP:Iteration 36Q (691.182984 sec): 3 clusters Score: Raw -989141.573153 + Penalty 1796.779002 = -987344.794151 nChanged 7 SP:Iteration 37Q (691.243097 sec): 3 clusters Score: Raw -989142.414785 + Penalty 1796.779002 = -987345.635782 nChanged 6 SP:Iteration 38Q (691.300556 sec): 3 clusters Score: Raw -989143.132491 + Penalty 1796.779002 = -987346.353489 nChanged 5 SP:Iteration 39Q (691.363146 sec): 3 clusters Score: Raw -989143.636465 + Penalty 1796.779002 = -987346.857463 nChanged 5 SP:Iteration 40F (691.420634 sec): 3 clusters Score: Raw -989144.305258 + Penalty 1796.779002 = -987347.526256 nChanged 5 SP:Iteration 41Q (691.482795 sec): 3 clusters Score: Raw -989144.954432 + Penalty 1796.779002 = -987348.175430 nChanged 5 SP:Iteration 42Q (691.557393 sec): 3 clusters Score: Raw -989145.395868 + Penalty 1796.779002 = -987348.616866 nChanged 2 SP:Iteration 43Q (691.619887 sec): 3 clusters Score: Raw -989145.581142 + Penalty 1796.779002 = -987348.802140 nChanged 1 SP:Iteration 44Q (691.680543 sec): 3 clusters Score: Raw -989145.722615 + Penalty 1796.779002 = -987348.943613 nChanged 2 SP:Iteration 45Q (691.733366 sec): 3 clusters Score: Raw -989145.977036 + Penalty 1796.779002 = -987349.198034 nChanged 3 SP:Iteration 46Q (691.788978 sec): 3 clusters Score: Raw -989146.363846 + Penalty 1796.779002 = -987349.584844 nChanged 3 SP:Iteration 47Q (691.848076 sec): 3 clusters Score: Raw -989146.676707 + Penalty 1796.779002 = -987349.897705 nChanged 3 SP:Iteration 48Q (691.916796 sec): 3 clusters Score: Raw -989146.842774 + Penalty 1796.779002 = -987350.063772 nChanged 0 SP:Iteration 49F (691.975452 sec): 3 clusters Score: Raw -989146.842774 + Penalty 1796.779002 = -987350.063772 nChanged 0 Trying to split cluster 12 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (692.004091 sec): 2 clusters Score: Raw -78504.882249 + Penalty 657.369966 = -77847.512283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (692.046038 sec): 3 clusters Score: Raw -78114.101395 + Penalty 1314.739931 = -76799.361463 nChanged 353 SP:Iteration 1F (692.099106 sec): 3 clusters Score: Raw -78402.137310 + Penalty 1314.739931 = -77087.397378 nChanged 84 SP:Iteration 2F (692.129649 sec): 3 clusters Score: Raw -78484.001698 + Penalty 1314.739931 = -77169.261766 nChanged 45 SP:Iteration 3Q (692.176780 sec): 3 clusters Score: Raw -78523.220423 + Penalty 1314.739931 = -77208.480492 nChanged 36 SP:Iteration 4Q (692.225647 sec): 3 clusters Score: Raw -78552.713707 + Penalty 1314.739931 = -77237.973776 nChanged 26 SP:Iteration 5Q (692.269290 sec): 3 clusters Score: Raw -78568.920203 + Penalty 1314.739931 = -77254.180272 nChanged 15 SP:Iteration 6Q (692.302042 sec): 3 clusters Score: Raw -78578.144331 + Penalty 1314.739931 = -77263.404400 nChanged 14 SP:Iteration 7Q (692.352585 sec): 3 clusters Score: Raw -78586.607803 + Penalty 1314.739931 = -77271.867871 nChanged 9 SP:Iteration 8Q (692.383999 sec): 3 clusters Score: Raw -78593.581060 + Penalty 1314.739931 = -77278.841129 nChanged 8 SP:Iteration 9Q (692.429580 sec): 3 clusters Score: Raw -78599.182628 + Penalty 1314.739931 = -77284.442696 nChanged 6 SP:Iteration 10Q (692.476806 sec): 3 clusters Score: Raw -78601.432307 + Penalty 1314.739931 = -77286.692375 nChanged 7 SP:Iteration 11Q (692.518285 sec): 3 clusters Score: Raw -78605.561865 + Penalty 1314.739931 = -77290.821933 nChanged 5 SP:Iteration 12Q (692.557099 sec): 3 clusters Score: Raw -78608.847220 + Penalty 1314.739931 = -77294.107289 nChanged 10 SP:Iteration 13Q (692.601716 sec): 3 clusters Score: Raw -78614.311320 + Penalty 1314.739931 = -77299.571388 nChanged 6 SP:Iteration 14Q (692.648854 sec): 3 clusters Score: Raw -78617.563034 + Penalty 1314.739931 = -77302.823103 nChanged 4 SP:Iteration 15Q (692.697368 sec): 3 clusters Score: Raw -78620.285996 + Penalty 1314.739931 = -77305.546065 nChanged 4 SP:Iteration 16Q (692.743313 sec): 3 clusters Score: Raw -78622.028997 + Penalty 1314.739931 = -77307.289066 nChanged 6 SP:Iteration 17Q (692.784825 sec): 3 clusters Score: Raw -78626.655548 + Penalty 1314.739931 = -77311.915616 nChanged 4 SP:Iteration 18Q (692.828449 sec): 3 clusters Score: Raw -78628.874957 + Penalty 1314.739931 = -77314.135026 nChanged 3 SP:Iteration 19Q (692.871206 sec): 3 clusters Score: Raw -78631.082852 + Penalty 1314.739931 = -77316.342921 nChanged 6 SP:Iteration 20F (692.914060 sec): 3 clusters Score: Raw -78634.631600 + Penalty 1314.739931 = -77319.891668 nChanged 6 SP:Iteration 21Q (692.964257 sec): 3 clusters Score: Raw -78638.313275 + Penalty 1314.739931 = -77323.573343 nChanged 2 SP:Iteration 22Q (692.996670 sec): 3 clusters Score: Raw -78639.892173 + Penalty 1314.739931 = -77325.152242 nChanged 3 SP:Iteration 23Q (693.050990 sec): 3 clusters Score: Raw -78642.001732 + Penalty 1314.739931 = -77327.261801 nChanged 3 SP:Iteration 24Q (693.087666 sec): 3 clusters Score: Raw -78643.513309 + Penalty 1314.739931 = -77328.773378 nChanged 1 SP:Iteration 25Q (693.131855 sec): 3 clusters Score: Raw -78643.809197 + Penalty 1314.739931 = -77329.069266 nChanged 0 SP:Iteration 26F (693.183433 sec): 3 clusters Score: Raw -78643.809197 + Penalty 1314.739931 = -77329.069266 nChanged 0 Trying to split cluster 13 (3762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (693.215186 sec): 2 clusters Score: Raw -295647.314317 + Penalty 782.107071 = -294865.207246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (693.264718 sec): 3 clusters Score: Raw -293607.005051 + Penalty 1564.214142 = -292042.790909 nChanged 1541 SP:Iteration 1F (693.319851 sec): 3 clusters Score: Raw -294439.081933 + Penalty 1564.214142 = -292874.867791 nChanged 263 SP:Iteration 2F (693.364805 sec): 3 clusters Score: Raw -294565.828087 + Penalty 1564.214142 = -293001.613945 nChanged 180 SP:Iteration 3Q (693.415704 sec): 3 clusters Score: Raw -294647.216306 + Penalty 1564.214142 = -293083.002164 nChanged 161 SP:Iteration 4Q (693.466588 sec): 3 clusters Score: Raw -294735.044367 + Penalty 1564.214142 = -293170.830225 nChanged 161 SP:Iteration 5Q (693.516474 sec): 3 clusters Score: Raw -294823.718257 + Penalty 1564.214142 = -293259.504115 nChanged 158 SP:Iteration 6Q (693.568186 sec): 3 clusters Score: Raw -294919.580839 + Penalty 1564.214142 = -293355.366697 nChanged 166 SP:Iteration 7Q (693.615583 sec): 3 clusters Score: Raw -295024.890108 + Penalty 1564.214142 = -293460.675966 nChanged 164 SP:Iteration 8Q (693.671951 sec): 3 clusters Score: Raw -295136.100411 + Penalty 1564.214142 = -293571.886269 nChanged 140 SP:Iteration 9Q (693.719051 sec): 3 clusters Score: Raw -295246.263620 + Penalty 1564.214142 = -293682.049478 nChanged 138 SP:Iteration 10Q (693.775014 sec): 3 clusters Score: Raw -295328.978733 + Penalty 1564.214142 = -293764.764591 nChanged 95 SP:Iteration 11Q (693.824697 sec): 3 clusters Score: Raw -295374.722114 + Penalty 1564.214142 = -293810.507973 nChanged 75 SP:Iteration 12Q (693.871574 sec): 3 clusters Score: Raw -295414.874992 + Penalty 1564.214142 = -293850.660850 nChanged 69 SP:Iteration 13Q (693.923460 sec): 3 clusters Score: Raw -295450.579610 + Penalty 1564.214142 = -293886.365468 nChanged 62 SP:Iteration 14Q (693.970043 sec): 3 clusters Score: Raw -295473.422008 + Penalty 1564.214142 = -293909.207867 nChanged 42 SP:Iteration 15Q (694.014983 sec): 3 clusters Score: Raw -295486.789595 + Penalty 1564.214142 = -293922.575453 nChanged 37 SP:Iteration 16Q (694.057793 sec): 3 clusters Score: Raw -295497.065624 + Penalty 1564.214142 = -293932.851482 nChanged 29 SP:Iteration 17Q (694.112647 sec): 3 clusters Score: Raw -295505.950825 + Penalty 1564.214142 = -293941.736683 nChanged 29 SP:Iteration 18Q (694.161352 sec): 3 clusters Score: Raw -295515.011173 + Penalty 1564.214142 = -293950.797032 nChanged 24 SP:Iteration 19Q (694.210141 sec): 3 clusters Score: Raw -295522.323662 + Penalty 1564.214142 = -293958.109520 nChanged 23 SP:Iteration 20F (694.256267 sec): 3 clusters Score: Raw -295529.665936 + Penalty 1564.214142 = -293965.451794 nChanged 26 SP:Iteration 21Q (694.311461 sec): 3 clusters Score: Raw -295539.596162 + Penalty 1564.214142 = -293975.382020 nChanged 25 SP:Iteration 22Q (694.359208 sec): 3 clusters Score: Raw -295549.023346 + Penalty 1564.214142 = -293984.809205 nChanged 23 SP:Iteration 23Q (694.407625 sec): 3 clusters Score: Raw -295557.275030 + Penalty 1564.214142 = -293993.060888 nChanged 34 SP:Iteration 24Q (694.452335 sec): 3 clusters Score: Raw -295567.819857 + Penalty 1564.214142 = -294003.605715 nChanged 26 SP:Iteration 25Q (694.501610 sec): 3 clusters Score: Raw -295577.069804 + Penalty 1564.214142 = -294012.855662 nChanged 27 SP:Iteration 26Q (694.559407 sec): 3 clusters Score: Raw -295587.063487 + Penalty 1564.214142 = -294022.849346 nChanged 30 SP:Iteration 27Q (694.601246 sec): 3 clusters Score: Raw -295598.463544 + Penalty 1564.214142 = -294034.249402 nChanged 26 SP:Iteration 28Q (694.651889 sec): 3 clusters Score: Raw -295607.677548 + Penalty 1564.214142 = -294043.463406 nChanged 21 SP:Iteration 29Q (694.700183 sec): 3 clusters Score: Raw -295616.070131 + Penalty 1564.214142 = -294051.855989 nChanged 23 SP:Iteration 30Q (694.753492 sec): 3 clusters Score: Raw -295624.133505 + Penalty 1564.214142 = -294059.919364 nChanged 23 SP:Iteration 31Q (694.810815 sec): 3 clusters Score: Raw -295632.513925 + Penalty 1564.214142 = -294068.299783 nChanged 15 SP:Iteration 32Q (694.851696 sec): 3 clusters Score: Raw -295636.979967 + Penalty 1564.214142 = -294072.765825 nChanged 12 SP:Iteration 33Q (694.897434 sec): 3 clusters Score: Raw -295639.852909 + Penalty 1564.214142 = -294075.638767 nChanged 9 SP:Iteration 34Q (694.944065 sec): 3 clusters Score: Raw -295641.552475 + Penalty 1564.214142 = -294077.338333 nChanged 10 SP:Iteration 35Q (695.001035 sec): 3 clusters Score: Raw -295644.001888 + Penalty 1564.214142 = -294079.787746 nChanged 10 SP:Iteration 36Q (695.045828 sec): 3 clusters Score: Raw -295646.020209 + Penalty 1564.214142 = -294081.806067 nChanged 10 SP:Iteration 37Q (695.103314 sec): 3 clusters Score: Raw -295648.010598 + Penalty 1564.214142 = -294083.796456 nChanged 7 SP:Iteration 38Q (695.159084 sec): 3 clusters Score: Raw -295649.229139 + Penalty 1564.214142 = -294085.014997 nChanged 3 SP:Iteration 39Q (695.203183 sec): 3 clusters Score: Raw -295649.581368 + Penalty 1564.214142 = -294085.367226 nChanged 1 SP:Iteration 40F (695.252227 sec): 3 clusters Score: Raw -295649.687953 + Penalty 1564.214142 = -294085.473811 nChanged 0 Trying to split cluster 14 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (695.277697 sec): 2 clusters Score: Raw -57433.914638 + Penalty 636.686235 = -56797.228403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (695.323592 sec): 3 clusters Score: Raw -57176.973976 + Penalty 1273.372470 = -55903.601507 nChanged 274 SP:Iteration 1F (695.364319 sec): 3 clusters Score: Raw -57437.035685 + Penalty 1273.372470 = -56163.663216 nChanged 94 SP:Iteration 2F (695.411281 sec): 3 clusters Score: Raw -57646.760435 + Penalty 1273.372470 = -56373.387966 nChanged 105 SP:Iteration 3F (695.455985 sec): 3 clusters Score: Raw -57934.307388 + Penalty 1273.372470 = -56660.934919 nChanged 79 SP:Iteration 4F (695.510924 sec): 3 clusters Score: Raw -58131.416960 + Penalty 1273.372470 = -56858.044490 nChanged 31 SP:Iteration 5Q (695.558388 sec): 3 clusters Score: Raw -58191.125197 + Penalty 1273.372470 = -56917.752727 nChanged 19 SP:Iteration 6Q (695.600516 sec): 3 clusters Score: Raw -58220.346335 + Penalty 1273.372470 = -56946.973866 nChanged 9 SP:Iteration 7Q (695.648844 sec): 3 clusters Score: Raw -58232.299620 + Penalty 1273.372470 = -56958.927151 nChanged 3 SP:Iteration 8Q (695.693264 sec): 3 clusters Score: Raw -58237.177749 + Penalty 1273.372470 = -56963.805279 nChanged 1 SP:Iteration 9Q (695.739997 sec): 3 clusters Score: Raw -58237.850030 + Penalty 1273.372470 = -56964.477561 nChanged 0 SP:Iteration 10F (695.775307 sec): 3 clusters Score: Raw -58237.850030 + Penalty 1273.372470 = -56964.477561 nChanged 0 Score: Raw -15219283.280383 + Penalty 17371.725923 = -15201911.554460 Splitting cluster 14 changes total score from -15201677.522525 to -15201911.554460 So it's getting split into cluster 5. Trying to split cluster 16 (83271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (697.554269 sec): 2 clusters Score: Raw -6512535.781333 + Penalty 1076.336285 = -6511459.445048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (697.711532 sec): 3 clusters Score: Raw -6457985.316397 + Penalty 2152.672569 = -6455832.643827 nChanged 39978 SP:Iteration 1F (697.864347 sec): 3 clusters Score: Raw -6482668.290031 + Penalty 2152.672569 = -6480515.617462 nChanged 4098 SP:Iteration 2Q (698.017451 sec): 3 clusters Score: Raw -6484605.329342 + Penalty 2152.672569 = -6482452.656773 nChanged 4942 SP:Iteration 3F (698.160932 sec): 3 clusters Score: Raw -6487855.351709 + Penalty 2152.672569 = -6485702.679140 nChanged 5857 SP:Iteration 4F (698.315496 sec): 3 clusters Score: Raw -6493285.457458 + Penalty 2152.672569 = -6491132.784888 nChanged 6178 SP:Iteration 5F (698.460280 sec): 3 clusters Score: Raw -6501946.221790 + Penalty 2152.672569 = -6499793.549221 nChanged 5295 SP:Iteration 6F (698.599473 sec): 3 clusters Score: Raw -6516974.908475 + Penalty 2152.672569 = -6514822.235905 nChanged 6039 SP:Iteration 7F (698.744792 sec): 3 clusters Score: Raw -6528471.788459 + Penalty 2152.672569 = -6526319.115890 nChanged 6348 SP:Iteration 8F (698.899678 sec): 3 clusters Score: Raw -6534299.748907 + Penalty 2152.672569 = -6532147.076338 nChanged 4819 SP:Iteration 9F (699.050043 sec): 3 clusters Score: Raw -6538185.350201 + Penalty 2152.672569 = -6536032.677632 nChanged 4104 SP:Iteration 10Q (699.191813 sec): 3 clusters Score: Raw -6541318.994104 + Penalty 2152.672569 = -6539166.321534 nChanged 3603 SP:Iteration 11Q (699.332470 sec): 3 clusters Score: Raw -6543897.818460 + Penalty 2152.672569 = -6541745.145891 nChanged 3051 SP:Iteration 12Q (699.467568 sec): 3 clusters Score: Raw -6545824.022358 + Penalty 2152.672569 = -6543671.349789 nChanged 2368 SP:Iteration 13Q (699.612774 sec): 3 clusters Score: Raw -6547243.203542 + Penalty 2152.672569 = -6545090.530973 nChanged 1740 SP:Iteration 14Q (699.755652 sec): 3 clusters Score: Raw -6548211.844054 + Penalty 2152.672569 = -6546059.171485 nChanged 1249 SP:Iteration 15Q (699.889040 sec): 3 clusters Score: Raw -6548867.465214 + Penalty 2152.672569 = -6546714.792644 nChanged 888 SP:Iteration 16Q (700.030316 sec): 3 clusters Score: Raw -6549307.023528 + Penalty 2152.672569 = -6547154.350959 nChanged 579 SP:Iteration 17Q (700.181604 sec): 3 clusters Score: Raw -6549551.941509 + Penalty 2152.672569 = -6547399.268939 nChanged 398 SP:Iteration 18Q (700.320614 sec): 3 clusters Score: Raw -6549699.997159 + Penalty 2152.672569 = -6547547.324590 nChanged 294 SP:Iteration 19Q (700.466387 sec): 3 clusters Score: Raw -6549813.496547 + Penalty 2152.672569 = -6547660.823978 nChanged 230 SP:Iteration 20F (700.611850 sec): 3 clusters Score: Raw -6550122.956102 + Penalty 2152.672569 = -6547970.283533 nChanged 419 SP:Iteration 21Q (700.757119 sec): 3 clusters Score: Raw -6550421.878495 + Penalty 2152.672569 = -6548269.205926 nChanged 368 SP:Iteration 22Q (700.899791 sec): 3 clusters Score: Raw -6550715.828825 + Penalty 2152.672569 = -6548563.156255 nChanged 358 SP:Iteration 23Q (701.040837 sec): 3 clusters Score: Raw -6551054.177485 + Penalty 2152.672569 = -6548901.504915 nChanged 342 SP:Iteration 24Q (701.183605 sec): 3 clusters Score: Raw -6551489.778154 + Penalty 2152.672569 = -6549337.105584 nChanged 338 SP:Iteration 25Q (701.321228 sec): 3 clusters Score: Raw -6552073.604376 + Penalty 2152.672569 = -6549920.931807 nChanged 312 SP:Iteration 26Q (701.461169 sec): 3 clusters Score: Raw -6552755.932636 + Penalty 2152.672569 = -6550603.260067 nChanged 195 SP:Iteration 27Q (701.596891 sec): 3 clusters Score: Raw -6553168.084757 + Penalty 2152.672569 = -6551015.412188 nChanged 72 SP:Iteration 28Q (701.725343 sec): 3 clusters Score: Raw -6553285.606433 + Penalty 2152.672569 = -6551132.933863 nChanged 21 SP:Iteration 29Q (701.855968 sec): 3 clusters Score: Raw -6553337.078689 + Penalty 2152.672569 = -6551184.406119 nChanged 12 SP:Iteration 30Q (701.989217 sec): 3 clusters Score: Raw -6553361.721725 + Penalty 2152.672569 = -6551209.049156 nChanged 5 SP:Iteration 31Q (702.122648 sec): 3 clusters Score: Raw -6553362.151077 + Penalty 2152.672569 = -6551209.478507 nChanged 0 SP:Iteration 32F (702.270407 sec): 3 clusters Score: Raw -6553770.078071 + Penalty 2152.672569 = -6551617.405501 nChanged 153 SP:Iteration 33Q (702.403582 sec): 3 clusters Score: Raw -6554502.884896 + Penalty 2152.672569 = -6552350.212327 nChanged 91 SP:Iteration 34Q (702.534744 sec): 3 clusters Score: Raw -6554914.064908 + Penalty 2152.672569 = -6552761.392339 nChanged 28 SP:Iteration 35Q (702.646108 sec): 3 clusters Score: Raw -6555014.309475 + Penalty 2152.672569 = -6552861.636906 nChanged 12 SP:Iteration 36Q (702.783003 sec): 3 clusters Score: Raw -6555038.330635 + Penalty 2152.672569 = -6552885.658066 nChanged 2 SP:Iteration 37Q (702.908120 sec): 3 clusters Score: Raw -6555045.101763 + Penalty 2152.672569 = -6552892.429194 nChanged 1 SP:Iteration 38Q (703.025853 sec): 3 clusters Score: Raw -6555045.312038 + Penalty 2152.672569 = -6552892.639469 nChanged 0 SP:Iteration 39F (703.168741 sec): 3 clusters Score: Raw -6555081.756077 + Penalty 2152.672569 = -6552929.083508 nChanged 10 SP:Iteration 40F (703.311801 sec): 3 clusters Score: Raw -6555103.642306 + Penalty 2152.672569 = -6552950.969737 nChanged 2 SP:Iteration 41Q (703.440880 sec): 3 clusters Score: Raw -6555105.457686 + Penalty 2152.672569 = -6552952.785116 nChanged 0 SP:Iteration 42F (703.580595 sec): 3 clusters Score: Raw -6555105.457686 + Penalty 2152.672569 = -6552952.785116 nChanged 0 Score: Raw -15261852.956736 + Penalty 18529.840985 = -15243323.115751 Splitting cluster 16 changes total score from -15201677.522525 to -15243323.115751 So it's getting split into cluster 8. Trying to split cluster 17 (1110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.353937 sec): 2 clusters Score: Raw -85627.133386 + Penalty 666.150953 = -84960.982433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.411397 sec): 3 clusters Score: Raw -85138.779951 + Penalty 1332.301906 = -83806.478046 nChanged 427 SP:Iteration 1F (705.451650 sec): 3 clusters Score: Raw -85407.229930 + Penalty 1332.301906 = -84074.928024 nChanged 84 SP:Iteration 2F (705.502511 sec): 3 clusters Score: Raw -85478.816067 + Penalty 1332.301906 = -84146.514161 nChanged 69 SP:Iteration 3F (705.545938 sec): 3 clusters Score: Raw -85529.362085 + Penalty 1332.301906 = -84197.060179 nChanged 41 SP:Iteration 4Q (705.586369 sec): 3 clusters Score: Raw -85555.824384 + Penalty 1332.301906 = -84223.522478 nChanged 27 SP:Iteration 5Q (705.640738 sec): 3 clusters Score: Raw -85570.245200 + Penalty 1332.301906 = -84237.943295 nChanged 13 SP:Iteration 6Q (705.671427 sec): 3 clusters Score: Raw -85576.970579 + Penalty 1332.301906 = -84244.668673 nChanged 14 SP:Iteration 7Q (705.718616 sec): 3 clusters Score: Raw -85585.904489 + Penalty 1332.301906 = -84253.602583 nChanged 14 SP:Iteration 8Q (705.761303 sec): 3 clusters Score: Raw -85593.048990 + Penalty 1332.301906 = -84260.747084 nChanged 9 SP:Iteration 9Q (705.810099 sec): 3 clusters Score: Raw -85598.998117 + Penalty 1332.301906 = -84266.696211 nChanged 13 SP:Iteration 10Q (705.843073 sec): 3 clusters Score: Raw -85606.504894 + Penalty 1332.301906 = -84274.202988 nChanged 8 SP:Iteration 11Q (705.890862 sec): 3 clusters Score: Raw -85609.929911 + Penalty 1332.301906 = -84277.628005 nChanged 6 SP:Iteration 12Q (705.934527 sec): 3 clusters Score: Raw -85612.731172 + Penalty 1332.301906 = -84280.429266 nChanged 3 SP:Iteration 13Q (705.970311 sec): 3 clusters Score: Raw -85614.573503 + Penalty 1332.301906 = -84282.271597 nChanged 4 SP:Iteration 14Q (706.014044 sec): 3 clusters Score: Raw -85619.106071 + Penalty 1332.301906 = -84286.804165 nChanged 6 SP:Iteration 15Q (706.065895 sec): 3 clusters Score: Raw -85625.339517 + Penalty 1332.301906 = -84293.037611 nChanged 6 SP:Iteration 16Q (706.109253 sec): 3 clusters Score: Raw -85628.148396 + Penalty 1332.301906 = -84295.846490 nChanged 5 SP:Iteration 17Q (706.155994 sec): 3 clusters Score: Raw -85630.277984 + Penalty 1332.301906 = -84297.976078 nChanged 1 SP:Iteration 18Q (706.199544 sec): 3 clusters Score: Raw -85630.794579 + Penalty 1332.301906 = -84298.492673 nChanged 0 SP:Iteration 19F (706.254019 sec): 3 clusters Score: Raw -85630.794579 + Penalty 1332.301906 = -84298.492673 nChanged 0 Trying to split cluster 18 (9548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (706.287360 sec): 2 clusters Score: Raw -717906.243809 + Penalty 870.588264 = -717035.655545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (706.347761 sec): 3 clusters Score: Raw -712336.446150 + Penalty 1741.176528 = -710595.269623 nChanged 4255 SP:Iteration 1F (706.395655 sec): 3 clusters Score: Raw -714804.066311 + Penalty 1741.176528 = -713062.889783 nChanged 634 SP:Iteration 2F (706.460210 sec): 3 clusters Score: Raw -715213.729200 + Penalty 1741.176528 = -713472.552672 nChanged 631 SP:Iteration 3F (706.509514 sec): 3 clusters Score: Raw -715715.701577 + Penalty 1741.176528 = -713974.525049 nChanged 711 SP:Iteration 4F (706.564157 sec): 3 clusters Score: Raw -716171.213136 + Penalty 1741.176528 = -714430.036609 nChanged 671 SP:Iteration 5F (706.617878 sec): 3 clusters Score: Raw -716600.278241 + Penalty 1741.176528 = -714859.101713 nChanged 625 SP:Iteration 6F (706.682077 sec): 3 clusters Score: Raw -717006.931533 + Penalty 1741.176528 = -715265.755005 nChanged 518 SP:Iteration 7F (706.731342 sec): 3 clusters Score: Raw -717311.312855 + Penalty 1741.176528 = -715570.136328 nChanged 377 SP:Iteration 8Q (706.804621 sec): 3 clusters Score: Raw -717552.647639 + Penalty 1741.176528 = -715811.471112 nChanged 310 SP:Iteration 9Q (706.861567 sec): 3 clusters Score: Raw -717752.060722 + Penalty 1741.176528 = -716010.884194 nChanged 293 SP:Iteration 10Q (706.925622 sec): 3 clusters Score: Raw -717938.627712 + Penalty 1741.176528 = -716197.451184 nChanged 235 SP:Iteration 11Q (706.980580 sec): 3 clusters Score: Raw -718078.636991 + Penalty 1741.176528 = -716337.460464 nChanged 187 SP:Iteration 12Q (707.034945 sec): 3 clusters Score: Raw -718192.280853 + Penalty 1741.176528 = -716451.104325 nChanged 176 SP:Iteration 13Q (707.094855 sec): 3 clusters Score: Raw -718293.766096 + Penalty 1741.176528 = -716552.589568 nChanged 133 SP:Iteration 14Q (707.156825 sec): 3 clusters Score: Raw -718360.807070 + Penalty 1741.176528 = -716619.630542 nChanged 113 SP:Iteration 15Q (707.207971 sec): 3 clusters Score: Raw -718413.218666 + Penalty 1741.176528 = -716672.042139 nChanged 85 SP:Iteration 16Q (707.276988 sec): 3 clusters Score: Raw -718446.396108 + Penalty 1741.176528 = -716705.219580 nChanged 65 SP:Iteration 17Q (707.339692 sec): 3 clusters Score: Raw -718475.733161 + Penalty 1741.176528 = -716734.556633 nChanged 69 SP:Iteration 18Q (707.399779 sec): 3 clusters Score: Raw -718505.200319 + Penalty 1741.176528 = -716764.023791 nChanged 62 SP:Iteration 19Q (707.450570 sec): 3 clusters Score: Raw -718527.220626 + Penalty 1741.176528 = -716786.044098 nChanged 48 SP:Iteration 20F (707.515685 sec): 3 clusters Score: Raw -718545.352692 + Penalty 1741.176528 = -716804.176165 nChanged 44 SP:Iteration 21Q (707.572336 sec): 3 clusters Score: Raw -718561.880290 + Penalty 1741.176528 = -716820.703762 nChanged 40 SP:Iteration 22Q (707.632947 sec): 3 clusters Score: Raw -718573.920146 + Penalty 1741.176528 = -716832.743618 nChanged 26 SP:Iteration 23Q (707.679416 sec): 3 clusters Score: Raw -718581.648521 + Penalty 1741.176528 = -716840.471993 nChanged 31 SP:Iteration 24Q (707.731583 sec): 3 clusters Score: Raw -718591.893652 + Penalty 1741.176528 = -716850.717124 nChanged 26 SP:Iteration 25Q (707.790307 sec): 3 clusters Score: Raw -718599.102878 + Penalty 1741.176528 = -716857.926351 nChanged 6 SP:Iteration 26Q (707.853971 sec): 3 clusters Score: Raw -718600.600123 + Penalty 1741.176528 = -716859.423595 nChanged 7 SP:Iteration 27Q (707.904039 sec): 3 clusters Score: Raw -718601.899238 + Penalty 1741.176528 = -716860.722711 nChanged 9 SP:Iteration 28Q (707.968407 sec): 3 clusters Score: Raw -718603.761679 + Penalty 1741.176528 = -716862.585152 nChanged 8 SP:Iteration 29Q (708.024340 sec): 3 clusters Score: Raw -718605.312933 + Penalty 1741.176528 = -716864.136406 nChanged 4 SP:Iteration 30Q (708.071171 sec): 3 clusters Score: Raw -718605.919981 + Penalty 1741.176528 = -716864.743453 nChanged 6 SP:Iteration 31Q (708.127949 sec): 3 clusters Score: Raw -718606.872868 + Penalty 1741.176528 = -716865.696340 nChanged 4 SP:Iteration 32Q (708.197175 sec): 3 clusters Score: Raw -718607.576068 + Penalty 1741.176528 = -716866.399540 nChanged 6 SP:Iteration 33Q (708.250692 sec): 3 clusters Score: Raw -718609.252137 + Penalty 1741.176528 = -716868.075610 nChanged 4 SP:Iteration 34Q (708.309029 sec): 3 clusters Score: Raw -718610.627650 + Penalty 1741.176528 = -716869.451123 nChanged 6 SP:Iteration 35Q (708.363775 sec): 3 clusters Score: Raw -718612.552028 + Penalty 1741.176528 = -716871.375501 nChanged 7 SP:Iteration 36Q (708.422449 sec): 3 clusters Score: Raw -718615.764755 + Penalty 1741.176528 = -716874.588227 nChanged 8 SP:Iteration 37Q (708.470834 sec): 3 clusters Score: Raw -718617.778415 + Penalty 1741.176528 = -716876.601887 nChanged 3 SP:Iteration 38Q (708.527392 sec): 3 clusters Score: Raw -718618.602529 + Penalty 1741.176528 = -716877.426001 nChanged 4 SP:Iteration 39Q (708.580442 sec): 3 clusters Score: Raw -718619.259004 + Penalty 1741.176528 = -716878.082476 nChanged 4 SP:Iteration 40F (708.638441 sec): 3 clusters Score: Raw -718620.298636 + Penalty 1741.176528 = -716879.122108 nChanged 0 Iteration 59Q (710.179597 sec): 17 clusters Score: Raw -15271243.133242 + Penalty 18529.840985 = -15252713.292257 nChanged 7791 Iteration 60F (711.942175 sec): 17 clusters Score: Raw -15280341.963647 + Penalty 18529.840985 = -15261812.122662 nChanged 6654 Iteration 61Q (712.958445 sec): 17 clusters Score: Raw -15285168.245357 + Penalty 18529.840985 = -15266638.404372 nChanged 5187 Iteration 62Q (714.017358 sec): 17 clusters Score: Raw -15288064.910808 + Penalty 18529.840985 = -15269535.069823 nChanged 4372 Iteration 63Q (715.018785 sec): 17 clusters Score: Raw -15290066.224466 + Penalty 18529.840985 = -15271536.383481 nChanged 3817 Iteration 64Q (716.080730 sec): 17 clusters Score: Raw -15291672.854660 + Penalty 18529.840985 = -15273143.013675 nChanged 3309 Iteration 65Q (717.087706 sec): 17 clusters Score: Raw -15292970.201787 + Penalty 18529.840985 = -15274440.360802 nChanged 2873 Iteration 66Q (718.089342 sec): 17 clusters Score: Raw -15294026.106653 + Penalty 18529.840985 = -15275496.265668 nChanged 2561 Iteration 67Q (719.009297 sec): 17 clusters Score: Raw -15294868.334747 + Penalty 18529.840985 = -15276338.493762 nChanged 2229 Iteration 68Q (720.015974 sec): 17 clusters Score: Raw -15295464.367931 + Penalty 18529.840985 = -15276934.526946 nChanged 1896 Iteration 69Q (721.019125 sec): 17 clusters Score: Raw -15295904.540111 + Penalty 18529.840985 = -15277374.699126 nChanged 1626 Iteration 70Q (721.902548 sec): 17 clusters Score: Raw -15296241.511101 + Penalty 18529.840985 = -15277711.670116 nChanged 1348 Iteration 71Q (722.850247 sec): 17 clusters Score: Raw -15296483.215403 + Penalty 18529.840985 = -15277953.374418 nChanged 1158 Iteration 72Q (723.782577 sec): 17 clusters Score: Raw -15296671.822857 + Penalty 18529.840985 = -15278141.981872 nChanged 939 Iteration 73Q (724.798166 sec): 17 clusters Score: Raw -15296803.410646 + Penalty 18529.840985 = -15278273.569661 nChanged 857 Iteration 74Q (725.678341 sec): 17 clusters Score: Raw -15296922.370714 + Penalty 18529.840985 = -15278392.529730 nChanged 723 Iteration 75Q (726.655873 sec): 17 clusters Score: Raw -15297025.579923 + Penalty 18529.840985 = -15278495.738938 nChanged 701 Iteration 76Q (727.677676 sec): 17 clusters Score: Raw -15297113.586551 + Penalty 18529.840985 = -15278583.745566 nChanged 641 Iteration 77Q (728.661978 sec): 17 clusters Score: Raw -15297188.034632 + Penalty 18529.840985 = -15278658.193647 nChanged 566 Iteration 78Q (729.549076 sec): 17 clusters Score: Raw -15297249.114742 + Penalty 18529.840985 = -15278719.273757 nChanged 502 Iteration 79Q (730.574085 sec): 17 clusters Score: Raw -15297300.076123 + Penalty 18529.840985 = -15278770.235138 nChanged 436 Iteration 80F (732.331596 sec): 17 clusters Score: Raw -15297477.020174 + Penalty 18529.840985 = -15278947.179189 nChanged 398 Iteration 81Q (733.321773 sec): 17 clusters Score: Raw -15297633.088918 + Penalty 18529.840985 = -15279103.247933 nChanged 403 Iteration 82Q (734.248361 sec): 17 clusters Score: Raw -15297704.185365 + Penalty 18529.840985 = -15279174.344380 nChanged 387 Iteration 83Q (735.268954 sec): 17 clusters Score: Raw -15297749.261854 + Penalty 18529.840985 = -15279219.420869 nChanged 361 Iteration 84Q (736.307005 sec): 17 clusters Score: Raw -15297788.657880 + Penalty 18529.840985 = -15279258.816895 nChanged 348 Iteration 85Q (737.243492 sec): 17 clusters Score: Raw -15297823.803152 + Penalty 18529.840985 = -15279293.962167 nChanged 295 Iteration 86Q (738.210993 sec): 17 clusters Score: Raw -15297853.579730 + Penalty 18529.840985 = -15279323.738745 nChanged 255 Iteration 87Q (739.170910 sec): 17 clusters Score: Raw -15297879.318507 + Penalty 18529.840985 = -15279349.477522 nChanged 233 Iteration 88Q (740.067431 sec): 17 clusters Score: Raw -15297898.092886 + Penalty 18529.840985 = -15279368.251902 nChanged 213 Iteration 89Q (741.066412 sec): 17 clusters Score: Raw -15297915.302076 + Penalty 18529.840985 = -15279385.461091 nChanged 189 Iteration 90Q (742.047217 sec): 17 clusters Score: Raw -15297929.794898 + Penalty 18529.840985 = -15279399.953913 nChanged 168 Iteration 91Q (742.997010 sec): 17 clusters Score: Raw -15297943.871835 + Penalty 18529.840985 = -15279414.030850 nChanged 159 Iteration 92Q (743.970652 sec): 17 clusters Score: Raw -15297958.048990 + Penalty 18529.840985 = -15279428.208005 nChanged 163 Iteration 93Q (744.906494 sec): 17 clusters Score: Raw -15297973.392928 + Penalty 18529.840985 = -15279443.551943 nChanged 172 Iteration 94Q (745.808736 sec): 17 clusters Score: Raw -15297990.904181 + Penalty 18529.840985 = -15279461.063196 nChanged 179 Iteration 95Q (746.802977 sec): 17 clusters Score: Raw -15298008.106551 + Penalty 18529.840985 = -15279478.265566 nChanged 165 Iteration 96Q (747.743424 sec): 17 clusters Score: Raw -15298024.624626 + Penalty 18529.840985 = -15279494.783641 nChanged 156 Iteration 97Q (748.632796 sec): 17 clusters Score: Raw -15298041.294546 + Penalty 18529.840985 = -15279511.453561 nChanged 146 Iteration 98Q (749.594147 sec): 17 clusters Score: Raw -15298054.610662 + Penalty 18529.840985 = -15279524.769677 nChanged 124 Writing temp clu file Because OldScore, -15279511.453561, is greater than current (better) Score,-15279524.769677 Compute initial score before splitting: Score: Raw -15298054.610662 + Penalty 18529.840985 = -15279524.769677 Trying to split cluster 1 (1802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (749.680654 sec): 2 clusters Score: Raw -146313.679899 + Penalty 712.181982 = -145601.497917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (749.734054 sec): 3 clusters Score: Raw -145443.168550 + Penalty 1424.363963 = -144018.804587 nChanged 695 SP:Iteration 1F (749.783265 sec): 3 clusters Score: Raw -145818.599878 + Penalty 1424.363963 = -144394.235915 nChanged 116 SP:Iteration 2F (749.824498 sec): 3 clusters Score: Raw -145878.511699 + Penalty 1424.363963 = -144454.147736 nChanged 79 SP:Iteration 3Q (749.863642 sec): 3 clusters Score: Raw -145917.873558 + Penalty 1424.363963 = -144493.509595 nChanged 64 SP:Iteration 4Q (749.922620 sec): 3 clusters Score: Raw -145955.413633 + Penalty 1424.363963 = -144531.049670 nChanged 63 SP:Iteration 5Q (749.973219 sec): 3 clusters Score: Raw -145987.310771 + Penalty 1424.363963 = -144562.946808 nChanged 54 SP:Iteration 6Q (750.018354 sec): 3 clusters Score: Raw -146018.885052 + Penalty 1424.363963 = -144594.521089 nChanged 47 SP:Iteration 7Q (750.066760 sec): 3 clusters Score: Raw -146044.446638 + Penalty 1424.363963 = -144620.082675 nChanged 43 SP:Iteration 8Q (750.107224 sec): 3 clusters Score: Raw -146071.490484 + Penalty 1424.363963 = -144647.126521 nChanged 41 SP:Iteration 9Q (750.159773 sec): 3 clusters Score: Raw -146097.294877 + Penalty 1424.363963 = -144672.930914 nChanged 39 SP:Iteration 10Q (750.209308 sec): 3 clusters Score: Raw -146125.221804 + Penalty 1424.363963 = -144700.857841 nChanged 42 SP:Iteration 11Q (750.263472 sec): 3 clusters Score: Raw -146157.573297 + Penalty 1424.363963 = -144733.209334 nChanged 35 SP:Iteration 12Q (750.312822 sec): 3 clusters Score: Raw -146188.558435 + Penalty 1424.363963 = -144764.194471 nChanged 26 SP:Iteration 13Q (750.360529 sec): 3 clusters Score: Raw -146206.865951 + Penalty 1424.363963 = -144782.501988 nChanged 19 SP:Iteration 14Q (750.414548 sec): 3 clusters Score: Raw -146217.602160 + Penalty 1424.363963 = -144793.238197 nChanged 11 SP:Iteration 15Q (750.456791 sec): 3 clusters Score: Raw -146224.038374 + Penalty 1424.363963 = -144799.674410 nChanged 12 SP:Iteration 16Q (750.504568 sec): 3 clusters Score: Raw -146231.157186 + Penalty 1424.363963 = -144806.793223 nChanged 17 SP:Iteration 17Q (750.559962 sec): 3 clusters Score: Raw -146242.570097 + Penalty 1424.363963 = -144818.206134 nChanged 13 SP:Iteration 18Q (750.603622 sec): 3 clusters Score: Raw -146249.951944 + Penalty 1424.363963 = -144825.587980 nChanged 11 SP:Iteration 19Q (750.649329 sec): 3 clusters Score: Raw -146255.044765 + Penalty 1424.363963 = -144830.680802 nChanged 14 SP:Iteration 20F (750.698823 sec): 3 clusters Score: Raw -146265.030863 + Penalty 1424.363963 = -144840.666899 nChanged 11 SP:Iteration 21Q (750.747585 sec): 3 clusters Score: Raw -146272.090588 + Penalty 1424.363963 = -144847.726625 nChanged 11 SP:Iteration 22Q (750.798489 sec): 3 clusters Score: Raw -146279.357061 + Penalty 1424.363963 = -144854.993097 nChanged 9 SP:Iteration 23Q (750.848947 sec): 3 clusters Score: Raw -146286.112799 + Penalty 1424.363963 = -144861.748836 nChanged 12 SP:Iteration 24Q (750.900633 sec): 3 clusters Score: Raw -146298.525307 + Penalty 1424.363963 = -144874.161344 nChanged 12 SP:Iteration 25Q (750.956521 sec): 3 clusters Score: Raw -146310.658238 + Penalty 1424.363963 = -144886.294275 nChanged 16 SP:Iteration 26Q (751.006900 sec): 3 clusters Score: Raw -146323.478113 + Penalty 1424.363963 = -144899.114150 nChanged 14 SP:Iteration 27Q (751.062036 sec): 3 clusters Score: Raw -146331.898251 + Penalty 1424.363963 = -144907.534288 nChanged 14 SP:Iteration 28Q (751.108985 sec): 3 clusters Score: Raw -146341.325456 + Penalty 1424.363963 = -144916.961493 nChanged 16 SP:Iteration 29Q (751.158946 sec): 3 clusters Score: Raw -146354.850239 + Penalty 1424.363963 = -144930.486276 nChanged 11 SP:Iteration 30Q (751.206684 sec): 3 clusters Score: Raw -146367.560710 + Penalty 1424.363963 = -144943.196747 nChanged 13 SP:Iteration 31Q (751.248713 sec): 3 clusters Score: Raw -146378.054666 + Penalty 1424.363963 = -144953.690703 nChanged 10 SP:Iteration 32Q (751.300313 sec): 3 clusters Score: Raw -146385.531134 + Penalty 1424.363963 = -144961.167171 nChanged 4 SP:Iteration 33Q (751.349171 sec): 3 clusters Score: Raw -146387.248302 + Penalty 1424.363963 = -144962.884339 nChanged 3 SP:Iteration 34Q (751.404587 sec): 3 clusters Score: Raw -146390.215024 + Penalty 1424.363963 = -144965.851061 nChanged 7 SP:Iteration 35Q (751.453217 sec): 3 clusters Score: Raw -146395.275136 + Penalty 1424.363963 = -144970.911173 nChanged 4 SP:Iteration 36Q (751.509395 sec): 3 clusters Score: Raw -146400.176040 + Penalty 1424.363963 = -144975.812076 nChanged 8 SP:Iteration 37Q (751.551491 sec): 3 clusters Score: Raw -146405.101818 + Penalty 1424.363963 = -144980.737855 nChanged 4 SP:Iteration 38Q (751.602724 sec): 3 clusters Score: Raw -146407.954403 + Penalty 1424.363963 = -144983.590440 nChanged 3 SP:Iteration 39Q (751.654310 sec): 3 clusters Score: Raw -146409.111764 + Penalty 1424.363963 = -144984.747801 nChanged 1 SP:Iteration 40F (751.701205 sec): 3 clusters Score: Raw -146409.448404 + Penalty 1424.363963 = -144985.084441 nChanged 0 Trying to split cluster 2 (81091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (751.821421 sec): 2 clusters Score: Raw -6497549.960782 + Penalty 1073.816090 = -6496476.144692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (751.963760 sec): 3 clusters Score: Raw -6444170.620921 + Penalty 2147.632179 = -6442022.988742 nChanged 39073 SP:Iteration 1F (752.116781 sec): 3 clusters Score: Raw -6468456.880570 + Penalty 2147.632179 = -6466309.248391 nChanged 3654 SP:Iteration 2Q (752.256591 sec): 3 clusters Score: Raw -6470085.262534 + Penalty 2147.632179 = -6467937.630355 nChanged 4032 SP:Iteration 3Q (752.419249 sec): 3 clusters Score: Raw -6472218.540098 + Penalty 2147.632179 = -6470070.907919 nChanged 4572 SP:Iteration 4F (752.559030 sec): 3 clusters Score: Raw -6475196.120286 + Penalty 2147.632179 = -6473048.488107 nChanged 5200 SP:Iteration 5F (752.709019 sec): 3 clusters Score: Raw -6479022.404539 + Penalty 2147.632179 = -6476874.772360 nChanged 5668 SP:Iteration 6F (752.846142 sec): 3 clusters Score: Raw -6483625.799306 + Penalty 2147.632179 = -6481478.167126 nChanged 5528 SP:Iteration 7F (753.000588 sec): 3 clusters Score: Raw -6488017.405508 + Penalty 2147.632179 = -6485869.773328 nChanged 4707 SP:Iteration 8F (753.140623 sec): 3 clusters Score: Raw -6491283.511826 + Penalty 2147.632179 = -6489135.879646 nChanged 3701 SP:Iteration 9Q (753.279032 sec): 3 clusters Score: Raw -6493688.000806 + Penalty 2147.632179 = -6491540.368627 nChanged 2936 SP:Iteration 10Q (753.428785 sec): 3 clusters Score: Raw -6495519.673787 + Penalty 2147.632179 = -6493372.041607 nChanged 2249 SP:Iteration 11Q (753.572822 sec): 3 clusters Score: Raw -6496605.886786 + Penalty 2147.632179 = -6494458.254606 nChanged 1584 SP:Iteration 12Q (753.713354 sec): 3 clusters Score: Raw -6497140.782811 + Penalty 2147.632179 = -6494993.150632 nChanged 1119 SP:Iteration 13Q (753.857421 sec): 3 clusters Score: Raw -6497423.209917 + Penalty 2147.632179 = -6495275.577738 nChanged 851 SP:Iteration 14Q (753.995908 sec): 3 clusters Score: Raw -6497592.238066 + Penalty 2147.632179 = -6495444.605887 nChanged 647 SP:Iteration 15Q (754.132860 sec): 3 clusters Score: Raw -6497695.139063 + Penalty 2147.632179 = -6495547.506883 nChanged 517 SP:Iteration 16Q (754.282124 sec): 3 clusters Score: Raw -6497771.995822 + Penalty 2147.632179 = -6495624.363643 nChanged 465 SP:Iteration 17Q (754.424598 sec): 3 clusters Score: Raw -6497843.620467 + Penalty 2147.632179 = -6495695.988288 nChanged 427 SP:Iteration 18Q (754.566525 sec): 3 clusters Score: Raw -6497903.577210 + Penalty 2147.632179 = -6495755.945031 nChanged 381 SP:Iteration 19Q (754.693825 sec): 3 clusters Score: Raw -6497955.087736 + Penalty 2147.632179 = -6495807.455557 nChanged 351 SP:Iteration 20F (754.845932 sec): 3 clusters Score: Raw -6498001.448816 + Penalty 2147.632179 = -6495853.816637 nChanged 366 SP:Iteration 21Q (754.975370 sec): 3 clusters Score: Raw -6498047.935274 + Penalty 2147.632179 = -6495900.303095 nChanged 361 SP:Iteration 22Q (755.129843 sec): 3 clusters Score: Raw -6498089.601134 + Penalty 2147.632179 = -6495941.968955 nChanged 331 SP:Iteration 23Q (755.267758 sec): 3 clusters Score: Raw -6498126.712852 + Penalty 2147.632179 = -6495979.080673 nChanged 317 SP:Iteration 24Q (755.414344 sec): 3 clusters Score: Raw -6498160.666542 + Penalty 2147.632179 = -6496013.034362 nChanged 319 SP:Iteration 25Q (755.552508 sec): 3 clusters Score: Raw -6498195.742764 + Penalty 2147.632179 = -6496048.110585 nChanged 335 SP:Iteration 26Q (755.687975 sec): 3 clusters Score: Raw -6498232.175558 + Penalty 2147.632179 = -6496084.543379 nChanged 337 SP:Iteration 27Q (755.843347 sec): 3 clusters Score: Raw -6498270.367410 + Penalty 2147.632179 = -6496122.735231 nChanged 401 SP:Iteration 28Q (755.985006 sec): 3 clusters Score: Raw -6498315.806455 + Penalty 2147.632179 = -6496168.174276 nChanged 383 SP:Iteration 29Q (756.121762 sec): 3 clusters Score: Raw -6498356.557926 + Penalty 2147.632179 = -6496208.925747 nChanged 335 SP:Iteration 30Q (756.280866 sec): 3 clusters Score: Raw -6498388.079920 + Penalty 2147.632179 = -6496240.447740 nChanged 310 SP:Iteration 31Q (756.426899 sec): 3 clusters Score: Raw -6498415.430495 + Penalty 2147.632179 = -6496267.798316 nChanged 288 SP:Iteration 32Q (756.565869 sec): 3 clusters Score: Raw -6498439.489864 + Penalty 2147.632179 = -6496291.857685 nChanged 260 SP:Iteration 33Q (756.712952 sec): 3 clusters Score: Raw -6498459.797866 + Penalty 2147.632179 = -6496312.165686 nChanged 238 SP:Iteration 34Q (756.856446 sec): 3 clusters Score: Raw -6498477.476307 + Penalty 2147.632179 = -6496329.844128 nChanged 239 SP:Iteration 35Q (756.999503 sec): 3 clusters Score: Raw -6498492.539343 + Penalty 2147.632179 = -6496344.907164 nChanged 213 SP:Iteration 36Q (757.153732 sec): 3 clusters Score: Raw -6498504.690874 + Penalty 2147.632179 = -6496357.058695 nChanged 185 SP:Iteration 37Q (757.305965 sec): 3 clusters Score: Raw -6498514.394026 + Penalty 2147.632179 = -6496366.761847 nChanged 183 SP:Iteration 38Q (757.445779 sec): 3 clusters Score: Raw -6498524.196620 + Penalty 2147.632179 = -6496376.564440 nChanged 178 SP:Iteration 39Q (757.592553 sec): 3 clusters Score: Raw -6498533.407894 + Penalty 2147.632179 = -6496385.775715 nChanged 172 SP:Iteration 40F (757.749924 sec): 3 clusters Score: Raw -6498541.162566 + Penalty 2147.632179 = -6496393.530386 nChanged 135 SP:Iteration 41Q (757.897696 sec): 3 clusters Score: Raw -6498546.390663 + Penalty 2147.632179 = -6496398.758484 nChanged 142 SP:Iteration 42Q (758.037646 sec): 3 clusters Score: Raw -6498552.398753 + Penalty 2147.632179 = -6496404.766574 nChanged 141 SP:Iteration 43Q (758.193475 sec): 3 clusters Score: Raw -6498558.522335 + Penalty 2147.632179 = -6496410.890155 nChanged 151 SP:Iteration 44Q (758.328932 sec): 3 clusters Score: Raw -6498565.417842 + Penalty 2147.632179 = -6496417.785663 nChanged 150 SP:Iteration 45Q (758.459406 sec): 3 clusters Score: Raw -6498572.214480 + Penalty 2147.632179 = -6496424.582301 nChanged 139 SP:Iteration 46Q (758.608189 sec): 3 clusters Score: Raw -6498578.603892 + Penalty 2147.632179 = -6496430.971713 nChanged 133 SP:Iteration 47Q (758.751785 sec): 3 clusters Score: Raw -6498583.992588 + Penalty 2147.632179 = -6496436.360408 nChanged 111 SP:Iteration 48Q (758.896605 sec): 3 clusters Score: Raw -6498588.381514 + Penalty 2147.632179 = -6496440.749335 nChanged 95 SP:Iteration 49Q (759.039884 sec): 3 clusters Score: Raw -6498591.442329 + Penalty 2147.632179 = -6496443.810149 nChanged 83 SP:Iteration 50Q (759.185078 sec): 3 clusters Score: Raw -6498593.918986 + Penalty 2147.632179 = -6496446.286806 nChanged 69 SP:Iteration 51Q (759.324977 sec): 3 clusters Score: Raw -6498596.194758 + Penalty 2147.632179 = -6496448.562578 nChanged 100 SP:Iteration 52Q (759.464091 sec): 3 clusters Score: Raw -6498599.113370 + Penalty 2147.632179 = -6496451.481191 nChanged 67 SP:Iteration 53Q (759.605853 sec): 3 clusters Score: Raw -6498600.678784 + Penalty 2147.632179 = -6496453.046605 nChanged 62 SP:Iteration 54Q (759.736065 sec): 3 clusters Score: Raw -6498602.194099 + Penalty 2147.632179 = -6496454.561919 nChanged 49 SP:Iteration 55Q (759.885977 sec): 3 clusters Score: Raw -6498603.175380 + Penalty 2147.632179 = -6496455.543200 nChanged 48 SP:Iteration 56Q (760.026492 sec): 3 clusters Score: Raw -6498604.562163 + Penalty 2147.632179 = -6496456.929984 nChanged 63 SP:Iteration 57Q (760.174008 sec): 3 clusters Score: Raw -6498606.120336 + Penalty 2147.632179 = -6496458.488157 nChanged 46 SP:Iteration 58Q (760.307090 sec): 3 clusters Score: Raw -6498607.010368 + Penalty 2147.632179 = -6496459.378189 nChanged 44 SP:Iteration 59Q (760.456347 sec): 3 clusters Score: Raw -6498607.889861 + Penalty 2147.632179 = -6496460.257682 nChanged 35 SP:Iteration 60F (760.595100 sec): 3 clusters Score: Raw -6498608.579124 + Penalty 2147.632179 = -6496460.946944 nChanged 36 SP:Iteration 61Q (760.728449 sec): 3 clusters Score: Raw -6498609.337737 + Penalty 2147.632179 = -6496461.705557 nChanged 41 SP:Iteration 62Q (760.869283 sec): 3 clusters Score: Raw -6498610.043700 + Penalty 2147.632179 = -6496462.411521 nChanged 35 SP:Iteration 63Q (761.020178 sec): 3 clusters Score: Raw -6498610.589214 + Penalty 2147.632179 = -6496462.957034 nChanged 32 SP:Iteration 64Q (761.164854 sec): 3 clusters Score: Raw -6498611.207192 + Penalty 2147.632179 = -6496463.575013 nChanged 42 SP:Iteration 65Q (761.312247 sec): 3 clusters Score: Raw -6498612.076095 + Penalty 2147.632179 = -6496464.443916 nChanged 37 SP:Iteration 66Q (761.457850 sec): 3 clusters Score: Raw -6498612.683262 + Penalty 2147.632179 = -6496465.051082 nChanged 47 SP:Iteration 67Q (761.598782 sec): 3 clusters Score: Raw -6498613.351139 + Penalty 2147.632179 = -6496465.718960 nChanged 38 SP:Iteration 68Q (761.742646 sec): 3 clusters Score: Raw -6498613.899734 + Penalty 2147.632179 = -6496466.267555 nChanged 27 SP:Iteration 69Q (761.875399 sec): 3 clusters Score: Raw -6498614.293803 + Penalty 2147.632179 = -6496466.661624 nChanged 24 SP:Iteration 70Q (762.015706 sec): 3 clusters Score: Raw -6498614.719722 + Penalty 2147.632179 = -6496467.087542 nChanged 27 SP:Iteration 71Q (762.157381 sec): 3 clusters Score: Raw -6498615.096722 + Penalty 2147.632179 = -6496467.464543 nChanged 21 SP:Iteration 72Q (762.309615 sec): 3 clusters Score: Raw -6498615.363359 + Penalty 2147.632179 = -6496467.731180 nChanged 19 SP:Iteration 73Q (762.436883 sec): 3 clusters Score: Raw -6498615.602453 + Penalty 2147.632179 = -6496467.970273 nChanged 17 SP:Iteration 74Q (762.577729 sec): 3 clusters Score: Raw -6498615.813266 + Penalty 2147.632179 = -6496468.181086 nChanged 17 SP:Iteration 75Q (762.722857 sec): 3 clusters Score: Raw -6498615.965870 + Penalty 2147.632179 = -6496468.333691 nChanged 14 SP:Iteration 76Q (762.864656 sec): 3 clusters Score: Raw -6498616.087276 + Penalty 2147.632179 = -6496468.455096 nChanged 14 SP:Iteration 77Q (763.003820 sec): 3 clusters Score: Raw -6498616.232273 + Penalty 2147.632179 = -6496468.600093 nChanged 15 SP:Iteration 78Q (763.141772 sec): 3 clusters Score: Raw -6498616.416510 + Penalty 2147.632179 = -6496468.784330 nChanged 10 SP:Iteration 79Q (763.280829 sec): 3 clusters Score: Raw -6498616.538092 + Penalty 2147.632179 = -6496468.905913 nChanged 10 SP:Iteration 80F (763.430603 sec): 3 clusters Score: Raw -6498616.660221 + Penalty 2147.632179 = -6496469.028042 nChanged 12 SP:Iteration 81Q (763.571564 sec): 3 clusters Score: Raw -6498616.789614 + Penalty 2147.632179 = -6496469.157435 nChanged 15 SP:Iteration 82Q (763.717796 sec): 3 clusters Score: Raw -6498616.938087 + Penalty 2147.632179 = -6496469.305908 nChanged 13 SP:Iteration 83Q (763.862829 sec): 3 clusters Score: Raw -6498617.061731 + Penalty 2147.632179 = -6496469.429552 nChanged 15 SP:Iteration 84Q (764.006229 sec): 3 clusters Score: Raw -6498617.223124 + Penalty 2147.632179 = -6496469.590945 nChanged 15 SP:Iteration 85Q (764.141393 sec): 3 clusters Score: Raw -6498617.398878 + Penalty 2147.632179 = -6496469.766698 nChanged 19 SP:Iteration 86Q (764.294947 sec): 3 clusters Score: Raw -6498617.575740 + Penalty 2147.632179 = -6496469.943560 nChanged 16 SP:Iteration 87Q (764.437518 sec): 3 clusters Score: Raw -6498617.769547 + Penalty 2147.632179 = -6496470.137368 nChanged 18 SP:Iteration 88Q (764.572357 sec): 3 clusters Score: Raw -6498618.112134 + Penalty 2147.632179 = -6496470.479955 nChanged 13 SP:Iteration 89Q (764.727388 sec): 3 clusters Score: Raw -6498618.379921 + Penalty 2147.632179 = -6496470.747742 nChanged 12 SP:Iteration 90Q (764.871576 sec): 3 clusters Score: Raw -6498618.489126 + Penalty 2147.632179 = -6496470.856946 nChanged 8 SP:Iteration 91Q (765.008084 sec): 3 clusters Score: Raw -6498618.585948 + Penalty 2147.632179 = -6496470.953768 nChanged 8 SP:Iteration 92Q (765.157341 sec): 3 clusters Score: Raw -6498618.650670 + Penalty 2147.632179 = -6496471.018490 nChanged 10 SP:Iteration 93Q (765.296950 sec): 3 clusters Score: Raw -6498618.749611 + Penalty 2147.632179 = -6496471.117431 nChanged 6 SP:Iteration 94Q (765.432576 sec): 3 clusters Score: Raw -6498618.791701 + Penalty 2147.632179 = -6496471.159522 nChanged 2 SP:Iteration 95Q (765.578692 sec): 3 clusters Score: Raw -6498618.811530 + Penalty 2147.632179 = -6496471.179351 nChanged 3 SP:Iteration 96Q (765.723955 sec): 3 clusters Score: Raw -6498618.830087 + Penalty 2147.632179 = -6496471.197908 nChanged 1 SP:Iteration 97Q (765.869604 sec): 3 clusters Score: Raw -6498618.834796 + Penalty 2147.632179 = -6496471.202617 nChanged 1 SP:Iteration 98Q (766.007418 sec): 3 clusters Score: Raw -6498618.840633 + Penalty 2147.632179 = -6496471.208454 nChanged 1 SP:Iteration 99Q (766.158446 sec): 3 clusters Score: Raw -6498618.844248 + Penalty 2147.632179 = -6496471.212069 nChanged 1 SP:Iteration 100F (766.309984 sec): 3 clusters Score: Raw -6498618.848749 + Penalty 2147.632179 = -6496471.216570 nChanged 0 Trying to split cluster 3 (2698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.341297 sec): 2 clusters Score: Raw -217194.871325 + Penalty 750.525273 = -216444.346052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.382471 sec): 3 clusters Score: Raw -215808.296233 + Penalty 1501.050547 = -214307.245686 nChanged 1077 SP:Iteration 1F (766.426763 sec): 3 clusters Score: Raw -216389.118456 + Penalty 1501.050547 = -214888.067909 nChanged 198 SP:Iteration 2F (766.486729 sec): 3 clusters Score: Raw -216487.601218 + Penalty 1501.050547 = -214986.550671 nChanged 128 SP:Iteration 3Q (766.530740 sec): 3 clusters Score: Raw -216553.063587 + Penalty 1501.050547 = -215052.013040 nChanged 132 SP:Iteration 4Q (766.574241 sec): 3 clusters Score: Raw -216617.718619 + Penalty 1501.050547 = -215116.668073 nChanged 92 SP:Iteration 5Q (766.635755 sec): 3 clusters Score: Raw -216667.382518 + Penalty 1501.050547 = -215166.331971 nChanged 90 SP:Iteration 6Q (766.673510 sec): 3 clusters Score: Raw -216720.720899 + Penalty 1501.050547 = -215219.670352 nChanged 96 SP:Iteration 7Q (766.721133 sec): 3 clusters Score: Raw -216781.413976 + Penalty 1501.050547 = -215280.363429 nChanged 99 SP:Iteration 8Q (766.776433 sec): 3 clusters Score: Raw -216840.420263 + Penalty 1501.050547 = -215339.369716 nChanged 78 SP:Iteration 9Q (766.828282 sec): 3 clusters Score: Raw -216886.180088 + Penalty 1501.050547 = -215385.129541 nChanged 68 SP:Iteration 10Q (766.878397 sec): 3 clusters Score: Raw -216925.841732 + Penalty 1501.050547 = -215424.791185 nChanged 63 SP:Iteration 11Q (766.926499 sec): 3 clusters Score: Raw -216958.059536 + Penalty 1501.050547 = -215457.008989 nChanged 54 SP:Iteration 12Q (766.985238 sec): 3 clusters Score: Raw -216988.916962 + Penalty 1501.050547 = -215487.866415 nChanged 49 SP:Iteration 13Q (767.041032 sec): 3 clusters Score: Raw -217018.864748 + Penalty 1501.050547 = -215517.814201 nChanged 44 SP:Iteration 14Q (767.082597 sec): 3 clusters Score: Raw -217046.805345 + Penalty 1501.050547 = -215545.754799 nChanged 42 SP:Iteration 15Q (767.135911 sec): 3 clusters Score: Raw -217075.100730 + Penalty 1501.050547 = -215574.050183 nChanged 43 SP:Iteration 16Q (767.184226 sec): 3 clusters Score: Raw -217106.282785 + Penalty 1501.050547 = -215605.232238 nChanged 38 SP:Iteration 17Q (767.247463 sec): 3 clusters Score: Raw -217132.458280 + Penalty 1501.050547 = -215631.407733 nChanged 41 SP:Iteration 18Q (767.296480 sec): 3 clusters Score: Raw -217164.554124 + Penalty 1501.050547 = -215663.503577 nChanged 28 SP:Iteration 19Q (767.348986 sec): 3 clusters Score: Raw -217183.796997 + Penalty 1501.050547 = -215682.746450 nChanged 18 SP:Iteration 20F (767.397863 sec): 3 clusters Score: Raw -217195.803134 + Penalty 1501.050547 = -215694.752587 nChanged 15 SP:Iteration 21Q (767.449837 sec): 3 clusters Score: Raw -217203.609301 + Penalty 1501.050547 = -215702.558754 nChanged 11 SP:Iteration 22Q (767.486367 sec): 3 clusters Score: Raw -217210.468275 + Penalty 1501.050547 = -215709.417728 nChanged 10 SP:Iteration 23Q (767.539740 sec): 3 clusters Score: Raw -217214.458847 + Penalty 1501.050547 = -215713.408300 nChanged 10 SP:Iteration 24Q (767.588052 sec): 3 clusters Score: Raw -217221.907524 + Penalty 1501.050547 = -215720.856977 nChanged 12 SP:Iteration 25Q (767.641198 sec): 3 clusters Score: Raw -217228.311027 + Penalty 1501.050547 = -215727.260480 nChanged 8 SP:Iteration 26Q (767.694852 sec): 3 clusters Score: Raw -217233.434237 + Penalty 1501.050547 = -215732.383690 nChanged 8 SP:Iteration 27Q (767.741307 sec): 3 clusters Score: Raw -217237.123504 + Penalty 1501.050547 = -215736.072957 nChanged 7 SP:Iteration 28Q (767.794613 sec): 3 clusters Score: Raw -217240.229954 + Penalty 1501.050547 = -215739.179407 nChanged 8 SP:Iteration 29Q (767.844850 sec): 3 clusters Score: Raw -217244.131158 + Penalty 1501.050547 = -215743.080611 nChanged 3 SP:Iteration 30Q (767.894299 sec): 3 clusters Score: Raw -217244.739024 + Penalty 1501.050547 = -215743.688477 nChanged 2 SP:Iteration 31Q (767.946057 sec): 3 clusters Score: Raw -217244.963944 + Penalty 1501.050547 = -215743.913397 nChanged 1 SP:Iteration 32Q (767.987251 sec): 3 clusters Score: Raw -217245.087145 + Penalty 1501.050547 = -215744.036598 nChanged 1 SP:Iteration 33Q (768.037382 sec): 3 clusters Score: Raw -217245.635584 + Penalty 1501.050547 = -215744.585037 nChanged 0 SP:Iteration 34F (768.078917 sec): 3 clusters Score: Raw -217245.635584 + Penalty 1501.050547 = -215744.585037 nChanged 0 Trying to split cluster 4 (6010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (768.113792 sec): 2 clusters Score: Raw -465849.369529 + Penalty 826.612103 = -465022.757426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (768.177508 sec): 3 clusters Score: Raw -462427.107921 + Penalty 1653.224205 = -460773.883716 nChanged 2581 SP:Iteration 1F (768.229117 sec): 3 clusters Score: Raw -463844.352945 + Penalty 1653.224205 = -462191.128740 nChanged 408 SP:Iteration 2F (768.275769 sec): 3 clusters Score: Raw -464108.484368 + Penalty 1653.224205 = -462455.260163 nChanged 365 SP:Iteration 3F (768.340131 sec): 3 clusters Score: Raw -464460.388947 + Penalty 1653.224205 = -462807.164742 nChanged 435 SP:Iteration 4F (768.392028 sec): 3 clusters Score: Raw -464925.004636 + Penalty 1653.224205 = -463271.780431 nChanged 500 SP:Iteration 5F (768.438404 sec): 3 clusters Score: Raw -465429.435811 + Penalty 1653.224205 = -463776.211606 nChanged 498 SP:Iteration 6F (768.495391 sec): 3 clusters Score: Raw -465890.248802 + Penalty 1653.224205 = -464237.024597 nChanged 392 SP:Iteration 7F (768.540850 sec): 3 clusters Score: Raw -466203.317294 + Penalty 1653.224205 = -464550.093088 nChanged 288 SP:Iteration 8Q (768.593954 sec): 3 clusters Score: Raw -466374.637771 + Penalty 1653.224205 = -464721.413566 nChanged 195 SP:Iteration 9Q (768.658362 sec): 3 clusters Score: Raw -466459.710182 + Penalty 1653.224205 = -464806.485977 nChanged 99 SP:Iteration 10Q (768.706371 sec): 3 clusters Score: Raw -466495.236118 + Penalty 1653.224205 = -464842.011913 nChanged 75 SP:Iteration 11Q (768.761474 sec): 3 clusters Score: Raw -466515.178324 + Penalty 1653.224205 = -464861.954119 nChanged 50 SP:Iteration 12Q (768.817400 sec): 3 clusters Score: Raw -466525.405518 + Penalty 1653.224205 = -464872.181313 nChanged 46 SP:Iteration 13Q (768.864955 sec): 3 clusters Score: Raw -466536.404951 + Penalty 1653.224205 = -464883.180746 nChanged 49 SP:Iteration 14Q (768.919388 sec): 3 clusters Score: Raw -466548.093999 + Penalty 1653.224205 = -464894.869794 nChanged 39 SP:Iteration 15Q (768.969275 sec): 3 clusters Score: Raw -466557.032148 + Penalty 1653.224205 = -464903.807942 nChanged 37 SP:Iteration 16Q (769.020936 sec): 3 clusters Score: Raw -466565.259934 + Penalty 1653.224205 = -464912.035729 nChanged 28 SP:Iteration 17Q (769.066877 sec): 3 clusters Score: Raw -466570.866657 + Penalty 1653.224205 = -464917.642452 nChanged 26 SP:Iteration 18Q (769.128642 sec): 3 clusters Score: Raw -466575.893618 + Penalty 1653.224205 = -464922.669413 nChanged 19 SP:Iteration 19Q (769.183418 sec): 3 clusters Score: Raw -466580.202260 + Penalty 1653.224205 = -464926.978055 nChanged 16 SP:Iteration 20F (769.235162 sec): 3 clusters Score: Raw -466582.080977 + Penalty 1653.224205 = -464928.856772 nChanged 13 SP:Iteration 21Q (769.288541 sec): 3 clusters Score: Raw -466583.697858 + Penalty 1653.224205 = -464930.473653 nChanged 9 SP:Iteration 22Q (769.350879 sec): 3 clusters Score: Raw -466585.336469 + Penalty 1653.224205 = -464932.112264 nChanged 10 SP:Iteration 23Q (769.390128 sec): 3 clusters Score: Raw -466587.467662 + Penalty 1653.224205 = -464934.243456 nChanged 12 SP:Iteration 24Q (769.453674 sec): 3 clusters Score: Raw -466589.249900 + Penalty 1653.224205 = -464936.025695 nChanged 11 SP:Iteration 25Q (769.509318 sec): 3 clusters Score: Raw -466590.896758 + Penalty 1653.224205 = -464937.672552 nChanged 8 SP:Iteration 26Q (769.556990 sec): 3 clusters Score: Raw -466592.394568 + Penalty 1653.224205 = -464939.170363 nChanged 7 SP:Iteration 27Q (769.615572 sec): 3 clusters Score: Raw -466593.264975 + Penalty 1653.224205 = -464940.040770 nChanged 9 SP:Iteration 28Q (769.670774 sec): 3 clusters Score: Raw -466594.232394 + Penalty 1653.224205 = -464941.008189 nChanged 9 SP:Iteration 29Q (769.723841 sec): 3 clusters Score: Raw -466595.113531 + Penalty 1653.224205 = -464941.889325 nChanged 7 SP:Iteration 30Q (769.782539 sec): 3 clusters Score: Raw -466595.876013 + Penalty 1653.224205 = -464942.651808 nChanged 8 SP:Iteration 31Q (769.828382 sec): 3 clusters Score: Raw -466596.938718 + Penalty 1653.224205 = -464943.714512 nChanged 5 SP:Iteration 32Q (769.891469 sec): 3 clusters Score: Raw -466597.453491 + Penalty 1653.224205 = -464944.229286 nChanged 5 SP:Iteration 33Q (769.940115 sec): 3 clusters Score: Raw -466597.785901 + Penalty 1653.224205 = -464944.561696 nChanged 2 SP:Iteration 34Q (769.993839 sec): 3 clusters Score: Raw -466597.856283 + Penalty 1653.224205 = -464944.632078 nChanged 2 SP:Iteration 35Q (770.041117 sec): 3 clusters Score: Raw -466598.097602 + Penalty 1653.224205 = -464944.873397 nChanged 0 SP:Iteration 36F (770.092984 sec): 3 clusters Score: Raw -466598.097602 + Penalty 1653.224205 = -464944.873397 nChanged 0 Trying to split cluster 5 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (770.126183 sec): 2 clusters Score: Raw -8254.434334 + Penalty 463.866183 = -7790.568151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (770.166674 sec): 3 clusters Score: Raw -8340.860201 + Penalty 927.732365 = -7413.127836 nChanged 26 SP:Iteration 1F (770.211150 sec): 3 clusters Score: Raw -8404.346255 + Penalty 927.732365 = -7476.613890 nChanged 5 SP:Iteration 2Q (770.255082 sec): 3 clusters Score: Raw -8420.493825 + Penalty 927.732365 = -7492.761459 nChanged 3 SP:Iteration 3Q (770.297128 sec): 3 clusters Score: Raw -8432.561761 + Penalty 927.732365 = -7504.829395 nChanged 0 SP:Iteration 4F (770.345604 sec): 3 clusters Score: Raw -8432.561761 + Penalty 927.732365 = -7504.829395 nChanged 0 Trying to split cluster 6 (10130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (770.382817 sec): 2 clusters Score: Raw -832250.284828 + Penalty 876.209377 = -831374.075451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (770.444072 sec): 3 clusters Score: Raw -826162.269546 + Penalty 1752.418753 = -824409.850792 nChanged 4570 SP:Iteration 1F (770.499459 sec): 3 clusters Score: Raw -828896.147833 + Penalty 1752.418753 = -827143.729079 nChanged 690 SP:Iteration 2F (770.558808 sec): 3 clusters Score: Raw -829293.144154 + Penalty 1752.418753 = -827540.725400 nChanged 733 SP:Iteration 3F (770.606154 sec): 3 clusters Score: Raw -829817.534258 + Penalty 1752.418753 = -828065.115505 nChanged 782 SP:Iteration 4F (770.678942 sec): 3 clusters Score: Raw -830506.383851 + Penalty 1752.418753 = -828753.965097 nChanged 756 SP:Iteration 5F (770.739319 sec): 3 clusters Score: Raw -831221.495021 + Penalty 1752.418753 = -829469.076267 nChanged 601 SP:Iteration 6F (770.803404 sec): 3 clusters Score: Raw -831807.019412 + Penalty 1752.418753 = -830054.600658 nChanged 352 SP:Iteration 7Q (770.864201 sec): 3 clusters Score: Raw -832091.486337 + Penalty 1752.418753 = -830339.067584 nChanged 218 SP:Iteration 8Q (770.912092 sec): 3 clusters Score: Raw -832245.229470 + Penalty 1752.418753 = -830492.810717 nChanged 128 SP:Iteration 9Q (770.975527 sec): 3 clusters Score: Raw -832321.369119 + Penalty 1752.418753 = -830568.950365 nChanged 81 SP:Iteration 10Q (771.036853 sec): 3 clusters Score: Raw -832366.149481 + Penalty 1752.418753 = -830613.730727 nChanged 79 SP:Iteration 11Q (771.098937 sec): 3 clusters Score: Raw -832405.724910 + Penalty 1752.418753 = -830653.306156 nChanged 54 SP:Iteration 12Q (771.156173 sec): 3 clusters Score: Raw -832428.518667 + Penalty 1752.418753 = -830676.099913 nChanged 39 SP:Iteration 13Q (771.219701 sec): 3 clusters Score: Raw -832442.922773 + Penalty 1752.418753 = -830690.504020 nChanged 39 SP:Iteration 14Q (771.277831 sec): 3 clusters Score: Raw -832455.287392 + Penalty 1752.418753 = -830702.868639 nChanged 31 SP:Iteration 15Q (771.328759 sec): 3 clusters Score: Raw -832462.889529 + Penalty 1752.418753 = -830710.470776 nChanged 28 SP:Iteration 16Q (771.391587 sec): 3 clusters Score: Raw -832469.203307 + Penalty 1752.418753 = -830716.784554 nChanged 26 SP:Iteration 17Q (771.442874 sec): 3 clusters Score: Raw -832474.734055 + Penalty 1752.418753 = -830722.315302 nChanged 17 SP:Iteration 18Q (771.510286 sec): 3 clusters Score: Raw -832479.830829 + Penalty 1752.418753 = -830727.412076 nChanged 18 SP:Iteration 19Q (771.561984 sec): 3 clusters Score: Raw -832485.343178 + Penalty 1752.418753 = -830732.924424 nChanged 15 SP:Iteration 20F (771.617831 sec): 3 clusters Score: Raw -832492.488139 + Penalty 1752.418753 = -830740.069385 nChanged 20 SP:Iteration 21Q (771.660925 sec): 3 clusters Score: Raw -832498.579710 + Penalty 1752.418753 = -830746.160956 nChanged 14 SP:Iteration 22Q (771.713799 sec): 3 clusters Score: Raw -832501.593628 + Penalty 1752.418753 = -830749.174875 nChanged 9 SP:Iteration 23Q (771.767934 sec): 3 clusters Score: Raw -832503.754748 + Penalty 1752.418753 = -830751.335995 nChanged 6 SP:Iteration 24Q (771.825279 sec): 3 clusters Score: Raw -832506.214317 + Penalty 1752.418753 = -830753.795564 nChanged 5 SP:Iteration 25Q (771.884544 sec): 3 clusters Score: Raw -832507.614469 + Penalty 1752.418753 = -830755.195715 nChanged 3 SP:Iteration 26Q (771.933258 sec): 3 clusters Score: Raw -832508.230026 + Penalty 1752.418753 = -830755.811273 nChanged 0 SP:Iteration 27F (772.007464 sec): 3 clusters Score: Raw -832508.230026 + Penalty 1752.418753 = -830755.811273 nChanged 0 Trying to split cluster 7 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (772.034563 sec): 2 clusters Score: Raw -72442.157869 + Penalty 648.212182 = -71793.945688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (772.067323 sec): 3 clusters Score: Raw -72089.505948 + Penalty 1296.424363 = -70793.081585 nChanged 298 SP:Iteration 1F (772.104799 sec): 3 clusters Score: Raw -72290.391503 + Penalty 1296.424363 = -70993.967140 nChanged 61 SP:Iteration 2F (772.156655 sec): 3 clusters Score: Raw -72344.250147 + Penalty 1296.424363 = -71047.825784 nChanged 37 SP:Iteration 3Q (772.209522 sec): 3 clusters Score: Raw -72377.578767 + Penalty 1296.424363 = -71081.154404 nChanged 28 SP:Iteration 4Q (772.250923 sec): 3 clusters Score: Raw -72400.293278 + Penalty 1296.424363 = -71103.868915 nChanged 28 SP:Iteration 5Q (772.297799 sec): 3 clusters Score: Raw -72419.028817 + Penalty 1296.424363 = -71122.604454 nChanged 15 SP:Iteration 6Q (772.345553 sec): 3 clusters Score: Raw -72432.823402 + Penalty 1296.424363 = -71136.399039 nChanged 19 SP:Iteration 7Q (772.399160 sec): 3 clusters Score: Raw -72443.410721 + Penalty 1296.424363 = -71146.986358 nChanged 7 SP:Iteration 8Q (772.445185 sec): 3 clusters Score: Raw -72449.475922 + Penalty 1296.424363 = -71153.051559 nChanged 5 SP:Iteration 9Q (772.486431 sec): 3 clusters Score: Raw -72450.935095 + Penalty 1296.424363 = -71154.510732 nChanged 0 SP:Iteration 10F (772.529992 sec): 3 clusters Score: Raw -72450.935095 + Penalty 1296.424363 = -71154.510732 nChanged 0 Trying to split cluster 8 (47382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (772.608358 sec): 2 clusters Score: Raw -3790294.302787 + Penalty 1022.769780 = -3789271.533007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (772.720916 sec): 3 clusters Score: Raw -3759658.155402 + Penalty 2045.539561 = -3757612.615841 nChanged 22567 SP:Iteration 1F (772.813579 sec): 3 clusters Score: Raw -3773183.021732 + Penalty 2045.539561 = -3771137.482171 nChanged 2187 SP:Iteration 2Q (772.930327 sec): 3 clusters Score: Raw -3774192.178963 + Penalty 2045.539561 = -3772146.639402 nChanged 2645 SP:Iteration 3F (773.034166 sec): 3 clusters Score: Raw -3775819.291730 + Penalty 2045.539561 = -3773773.752169 nChanged 3207 SP:Iteration 4F (773.139065 sec): 3 clusters Score: Raw -3778269.789397 + Penalty 2045.539561 = -3776224.249836 nChanged 3637 SP:Iteration 5F (773.244922 sec): 3 clusters Score: Raw -3781237.890121 + Penalty 2045.539561 = -3779192.350560 nChanged 3392 SP:Iteration 6F (773.352885 sec): 3 clusters Score: Raw -3784109.284639 + Penalty 2045.539561 = -3782063.745078 nChanged 2904 SP:Iteration 7F (773.462566 sec): 3 clusters Score: Raw -3786687.098137 + Penalty 2045.539561 = -3784641.558576 nChanged 2247 SP:Iteration 8Q (773.569472 sec): 3 clusters Score: Raw -3788646.743927 + Penalty 2045.539561 = -3786601.204366 nChanged 1629 SP:Iteration 9Q (773.686139 sec): 3 clusters Score: Raw -3790179.528120 + Penalty 2045.539561 = -3788133.988559 nChanged 1199 SP:Iteration 10Q (773.781766 sec): 3 clusters Score: Raw -3791373.205146 + Penalty 2045.539561 = -3789327.665585 nChanged 942 SP:Iteration 11Q (773.882746 sec): 3 clusters Score: Raw -3792100.405024 + Penalty 2045.539561 = -3790054.865463 nChanged 656 SP:Iteration 12Q (773.993698 sec): 3 clusters Score: Raw -3792410.948524 + Penalty 2045.539561 = -3790365.408963 nChanged 454 SP:Iteration 13Q (774.092958 sec): 3 clusters Score: Raw -3792536.782094 + Penalty 2045.539561 = -3790491.242533 nChanged 281 SP:Iteration 14Q (774.192988 sec): 3 clusters Score: Raw -3792592.593768 + Penalty 2045.539561 = -3790547.054207 nChanged 184 SP:Iteration 15Q (774.290519 sec): 3 clusters Score: Raw -3792622.108830 + Penalty 2045.539561 = -3790576.569269 nChanged 148 SP:Iteration 16Q (774.390387 sec): 3 clusters Score: Raw -3792641.086962 + Penalty 2045.539561 = -3790595.547401 nChanged 111 SP:Iteration 17Q (774.486776 sec): 3 clusters Score: Raw -3792652.854263 + Penalty 2045.539561 = -3790607.314702 nChanged 103 SP:Iteration 18Q (774.587478 sec): 3 clusters Score: Raw -3792662.082884 + Penalty 2045.539561 = -3790616.543324 nChanged 81 SP:Iteration 19Q (774.678687 sec): 3 clusters Score: Raw -3792668.743186 + Penalty 2045.539561 = -3790623.203626 nChanged 63 SP:Iteration 20F (774.793993 sec): 3 clusters Score: Raw -3792672.684819 + Penalty 2045.539561 = -3790627.145258 nChanged 50 SP:Iteration 21Q (774.892796 sec): 3 clusters Score: Raw -3792676.364851 + Penalty 2045.539561 = -3790630.825290 nChanged 50 SP:Iteration 22Q (774.978447 sec): 3 clusters Score: Raw -3792679.557045 + Penalty 2045.539561 = -3790634.017484 nChanged 52 SP:Iteration 23Q (775.082239 sec): 3 clusters Score: Raw -3792682.404798 + Penalty 2045.539561 = -3790636.865237 nChanged 35 SP:Iteration 24Q (775.179855 sec): 3 clusters Score: Raw -3792684.021880 + Penalty 2045.539561 = -3790638.482320 nChanged 29 SP:Iteration 25Q (775.269488 sec): 3 clusters Score: Raw -3792685.284028 + Penalty 2045.539561 = -3790639.744467 nChanged 23 SP:Iteration 26Q (775.360763 sec): 3 clusters Score: Raw -3792686.047452 + Penalty 2045.539561 = -3790640.507892 nChanged 15 SP:Iteration 27Q (775.465019 sec): 3 clusters Score: Raw -3792686.866782 + Penalty 2045.539561 = -3790641.327221 nChanged 16 SP:Iteration 28Q (775.566084 sec): 3 clusters Score: Raw -3792687.536106 + Penalty 2045.539561 = -3790641.996545 nChanged 12 SP:Iteration 29Q (775.664061 sec): 3 clusters Score: Raw -3792687.927136 + Penalty 2045.539561 = -3790642.387576 nChanged 12 SP:Iteration 30Q (775.765620 sec): 3 clusters Score: Raw -3792688.532719 + Penalty 2045.539561 = -3790642.993158 nChanged 16 SP:Iteration 31Q (775.870355 sec): 3 clusters Score: Raw -3792689.089065 + Penalty 2045.539561 = -3790643.549504 nChanged 13 SP:Iteration 32Q (775.961313 sec): 3 clusters Score: Raw -3792689.440289 + Penalty 2045.539561 = -3790643.900728 nChanged 12 SP:Iteration 33Q (776.068170 sec): 3 clusters Score: Raw -3792689.826115 + Penalty 2045.539561 = -3790644.286554 nChanged 11 SP:Iteration 34Q (776.165993 sec): 3 clusters Score: Raw -3792690.134405 + Penalty 2045.539561 = -3790644.594844 nChanged 8 SP:Iteration 35Q (776.266782 sec): 3 clusters Score: Raw -3792690.351243 + Penalty 2045.539561 = -3790644.811682 nChanged 6 SP:Iteration 36Q (776.366888 sec): 3 clusters Score: Raw -3792690.546806 + Penalty 2045.539561 = -3790645.007246 nChanged 5 SP:Iteration 37Q (776.453563 sec): 3 clusters Score: Raw -3792690.748902 + Penalty 2045.539561 = -3790645.209341 nChanged 7 SP:Iteration 38Q (776.554019 sec): 3 clusters Score: Raw -3792690.963788 + Penalty 2045.539561 = -3790645.424227 nChanged 7 SP:Iteration 39Q (776.666124 sec): 3 clusters Score: Raw -3792691.202199 + Penalty 2045.539561 = -3790645.662638 nChanged 7 SP:Iteration 40F (776.771172 sec): 3 clusters Score: Raw -3792691.396816 + Penalty 2045.539561 = -3790645.857255 nChanged 9 SP:Iteration 41Q (776.868751 sec): 3 clusters Score: Raw -3792691.815785 + Penalty 2045.539561 = -3790646.276224 nChanged 9 SP:Iteration 42Q (776.971665 sec): 3 clusters Score: Raw -3792692.137642 + Penalty 2045.539561 = -3790646.598081 nChanged 7 SP:Iteration 43Q (777.065251 sec): 3 clusters Score: Raw -3792692.234333 + Penalty 2045.539561 = -3790646.694772 nChanged 3 SP:Iteration 44Q (777.163005 sec): 3 clusters Score: Raw -3792692.297424 + Penalty 2045.539561 = -3790646.757863 nChanged 4 SP:Iteration 45Q (777.251759 sec): 3 clusters Score: Raw -3792692.412453 + Penalty 2045.539561 = -3790646.872892 nChanged 3 SP:Iteration 46Q (777.359614 sec): 3 clusters Score: Raw -3792692.476996 + Penalty 2045.539561 = -3790646.937436 nChanged 4 SP:Iteration 47Q (777.461570 sec): 3 clusters Score: Raw -3792692.571157 + Penalty 2045.539561 = -3790647.031596 nChanged 3 SP:Iteration 48Q (777.562751 sec): 3 clusters Score: Raw -3792692.646126 + Penalty 2045.539561 = -3790647.106566 nChanged 4 SP:Iteration 49Q (777.649834 sec): 3 clusters Score: Raw -3792692.767818 + Penalty 2045.539561 = -3790647.228257 nChanged 7 SP:Iteration 50Q (777.751217 sec): 3 clusters Score: Raw -3792692.999849 + Penalty 2045.539561 = -3790647.460288 nChanged 8 SP:Iteration 51Q (777.844356 sec): 3 clusters Score: Raw -3792693.248581 + Penalty 2045.539561 = -3790647.709020 nChanged 6 SP:Iteration 52Q (777.934727 sec): 3 clusters Score: Raw -3792693.448310 + Penalty 2045.539561 = -3790647.908749 nChanged 5 SP:Iteration 53Q (778.045951 sec): 3 clusters Score: Raw -3792693.679895 + Penalty 2045.539561 = -3790648.140335 nChanged 4 SP:Iteration 54Q (778.140325 sec): 3 clusters Score: Raw -3792693.786001 + Penalty 2045.539561 = -3790648.246440 nChanged 6 SP:Iteration 55Q (778.238307 sec): 3 clusters Score: Raw -3792693.923295 + Penalty 2045.539561 = -3790648.383734 nChanged 4 SP:Iteration 56Q (778.344476 sec): 3 clusters Score: Raw -3792694.087906 + Penalty 2045.539561 = -3790648.548345 nChanged 6 SP:Iteration 57Q (778.449231 sec): 3 clusters Score: Raw -3792694.247562 + Penalty 2045.539561 = -3790648.708001 nChanged 3 SP:Iteration 58Q (778.542555 sec): 3 clusters Score: Raw -3792694.306289 + Penalty 2045.539561 = -3790648.766728 nChanged 3 SP:Iteration 59Q (778.649495 sec): 3 clusters Score: Raw -3792694.375845 + Penalty 2045.539561 = -3790648.836284 nChanged 3 SP:Iteration 60F (778.754178 sec): 3 clusters Score: Raw -3792694.484809 + Penalty 2045.539561 = -3790648.945248 nChanged 4 SP:Iteration 61Q (778.850232 sec): 3 clusters Score: Raw -3792694.616038 + Penalty 2045.539561 = -3790649.076477 nChanged 2 SP:Iteration 62Q (778.947623 sec): 3 clusters Score: Raw -3792694.682683 + Penalty 2045.539561 = -3790649.143122 nChanged 3 SP:Iteration 63Q (779.036264 sec): 3 clusters Score: Raw -3792694.775550 + Penalty 2045.539561 = -3790649.235989 nChanged 2 SP:Iteration 64Q (779.145914 sec): 3 clusters Score: Raw -3792694.856165 + Penalty 2045.539561 = -3790649.316604 nChanged 3 SP:Iteration 65Q (779.241200 sec): 3 clusters Score: Raw -3792694.967668 + Penalty 2045.539561 = -3790649.428107 nChanged 2 SP:Iteration 66Q (779.341407 sec): 3 clusters Score: Raw -3792695.049888 + Penalty 2045.539561 = -3790649.510327 nChanged 4 SP:Iteration 67Q (779.448216 sec): 3 clusters Score: Raw -3792695.165196 + Penalty 2045.539561 = -3790649.625635 nChanged 2 SP:Iteration 68Q (779.543542 sec): 3 clusters Score: Raw -3792695.197025 + Penalty 2045.539561 = -3790649.657464 nChanged 1 SP:Iteration 69Q (779.639120 sec): 3 clusters Score: Raw -3792695.201947 + Penalty 2045.539561 = -3790649.662386 nChanged 0 SP:Iteration 70F (779.742677 sec): 3 clusters Score: Raw -3792695.201947 + Penalty 2045.539561 = -3790649.662386 nChanged 0 Score: Raw -15300463.694904 + Penalty 19687.956046 = -15280775.738857 Splitting cluster 8 changes total score from -15279524.769677 to -15280775.738857 So it's getting split into cluster 11. Trying to split cluster 9 (3172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (781.680513 sec): 2 clusters Score: Raw -231872.138898 + Penalty 765.901170 = -231106.237728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (781.729355 sec): 3 clusters Score: Raw -230198.182347 + Penalty 1531.802341 = -228666.380006 nChanged 1308 SP:Iteration 1F (781.785741 sec): 3 clusters Score: Raw -230980.287546 + Penalty 1531.802341 = -229448.485205 nChanged 224 SP:Iteration 2F (781.836049 sec): 3 clusters Score: Raw -231128.603822 + Penalty 1531.802341 = -229596.801481 nChanged 188 SP:Iteration 3F (781.877669 sec): 3 clusters Score: Raw -231246.276678 + Penalty 1531.802341 = -229714.474337 nChanged 169 SP:Iteration 4F (781.933332 sec): 3 clusters Score: Raw -231371.344468 + Penalty 1531.802341 = -229839.542128 nChanged 163 SP:Iteration 5F (781.980006 sec): 3 clusters Score: Raw -231492.754785 + Penalty 1531.802341 = -229960.952445 nChanged 136 SP:Iteration 6Q (782.032374 sec): 3 clusters Score: Raw -231605.726468 + Penalty 1531.802341 = -230073.924127 nChanged 114 SP:Iteration 7Q (782.083101 sec): 3 clusters Score: Raw -231699.661088 + Penalty 1531.802341 = -230167.858747 nChanged 100 SP:Iteration 8Q (782.137211 sec): 3 clusters Score: Raw -231792.327854 + Penalty 1531.802341 = -230260.525514 nChanged 82 SP:Iteration 9Q (782.198752 sec): 3 clusters Score: Raw -231869.163341 + Penalty 1531.802341 = -230337.361000 nChanged 56 SP:Iteration 10Q (782.254726 sec): 3 clusters Score: Raw -231913.371846 + Penalty 1531.802341 = -230381.569506 nChanged 30 SP:Iteration 11Q (782.302297 sec): 3 clusters Score: Raw -231942.278879 + Penalty 1531.802341 = -230410.476539 nChanged 20 SP:Iteration 12Q (782.352331 sec): 3 clusters Score: Raw -231957.701173 + Penalty 1531.802341 = -230425.898832 nChanged 8 SP:Iteration 13Q (782.409545 sec): 3 clusters Score: Raw -231963.714988 + Penalty 1531.802341 = -230431.912647 nChanged 8 SP:Iteration 14Q (782.460681 sec): 3 clusters Score: Raw -231970.454371 + Penalty 1531.802341 = -230438.652030 nChanged 8 SP:Iteration 15Q (782.514893 sec): 3 clusters Score: Raw -231976.845218 + Penalty 1531.802341 = -230445.042877 nChanged 8 SP:Iteration 16Q (782.565571 sec): 3 clusters Score: Raw -231982.818807 + Penalty 1531.802341 = -230451.016466 nChanged 7 SP:Iteration 17Q (782.611706 sec): 3 clusters Score: Raw -231992.460167 + Penalty 1531.802341 = -230460.657827 nChanged 9 SP:Iteration 18Q (782.658357 sec): 3 clusters Score: Raw -232009.377123 + Penalty 1531.802341 = -230477.574782 nChanged 8 SP:Iteration 19Q (782.717498 sec): 3 clusters Score: Raw -232019.307607 + Penalty 1531.802341 = -230487.505266 nChanged 5 SP:Iteration 20F (782.763170 sec): 3 clusters Score: Raw -232026.151567 + Penalty 1531.802341 = -230494.349226 nChanged 4 SP:Iteration 21Q (782.815942 sec): 3 clusters Score: Raw -232032.271669 + Penalty 1531.802341 = -230500.469328 nChanged 3 SP:Iteration 22Q (782.867134 sec): 3 clusters Score: Raw -232034.625853 + Penalty 1531.802341 = -230502.823513 nChanged 1 SP:Iteration 23Q (782.903183 sec): 3 clusters Score: Raw -232035.839776 + Penalty 1531.802341 = -230504.037435 nChanged 1 SP:Iteration 24Q (782.958150 sec): 3 clusters Score: Raw -232040.782937 + Penalty 1531.802341 = -230508.980596 nChanged 3 SP:Iteration 25Q (782.998972 sec): 3 clusters Score: Raw -232043.022016 + Penalty 1531.802341 = -230511.219676 nChanged 0 SP:Iteration 26F (783.046581 sec): 3 clusters Score: Raw -232043.022016 + Penalty 1531.802341 = -230511.219676 nChanged 0 Trying to split cluster 10 (9223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (783.090445 sec): 2 clusters Score: Raw -713824.314474 + Penalty 867.298286 = -712957.016188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (783.146008 sec): 3 clusters Score: Raw -708369.770212 + Penalty 1734.596572 = -706635.173640 nChanged 4139 SP:Iteration 1F (783.203597 sec): 3 clusters Score: Raw -710709.224749 + Penalty 1734.596572 = -708974.628176 nChanged 552 SP:Iteration 2F (783.249009 sec): 3 clusters Score: Raw -710965.864088 + Penalty 1734.596572 = -709231.267516 nChanged 529 SP:Iteration 3F (783.317321 sec): 3 clusters Score: Raw -711250.534219 + Penalty 1734.596572 = -709515.937647 nChanged 522 SP:Iteration 4F (783.376056 sec): 3 clusters Score: Raw -711578.700242 + Penalty 1734.596572 = -709844.103670 nChanged 520 SP:Iteration 5F (783.437087 sec): 3 clusters Score: Raw -711913.328169 + Penalty 1734.596572 = -710178.731596 nChanged 498 SP:Iteration 6F (783.495133 sec): 3 clusters Score: Raw -712260.212335 + Penalty 1734.596572 = -710525.615763 nChanged 453 SP:Iteration 7Q (783.550713 sec): 3 clusters Score: Raw -712594.260800 + Penalty 1734.596572 = -710859.664228 nChanged 358 SP:Iteration 8Q (783.604263 sec): 3 clusters Score: Raw -712829.484458 + Penalty 1734.596572 = -711094.887886 nChanged 308 SP:Iteration 9Q (783.664554 sec): 3 clusters Score: Raw -713025.066832 + Penalty 1734.596572 = -711290.470260 nChanged 237 SP:Iteration 10Q (783.717750 sec): 3 clusters Score: Raw -713179.356361 + Penalty 1734.596572 = -711444.759789 nChanged 212 SP:Iteration 11Q (783.771955 sec): 3 clusters Score: Raw -713315.401716 + Penalty 1734.596572 = -711580.805144 nChanged 175 SP:Iteration 12Q (783.818191 sec): 3 clusters Score: Raw -713422.276526 + Penalty 1734.596572 = -711687.679954 nChanged 154 SP:Iteration 13Q (783.874030 sec): 3 clusters Score: Raw -713508.273275 + Penalty 1734.596572 = -711773.676703 nChanged 124 SP:Iteration 14Q (783.933958 sec): 3 clusters Score: Raw -713576.580371 + Penalty 1734.596572 = -711841.983799 nChanged 115 SP:Iteration 15Q (783.991128 sec): 3 clusters Score: Raw -713648.405251 + Penalty 1734.596572 = -711913.808679 nChanged 102 SP:Iteration 16Q (784.044914 sec): 3 clusters Score: Raw -713717.441445 + Penalty 1734.596572 = -711982.844873 nChanged 96 SP:Iteration 17Q (784.107329 sec): 3 clusters Score: Raw -713774.616573 + Penalty 1734.596572 = -712040.020000 nChanged 74 SP:Iteration 18Q (784.152542 sec): 3 clusters Score: Raw -713824.047069 + Penalty 1734.596572 = -712089.450497 nChanged 56 SP:Iteration 19Q (784.211908 sec): 3 clusters Score: Raw -713854.389940 + Penalty 1734.596572 = -712119.793368 nChanged 40 SP:Iteration 20F (784.275792 sec): 3 clusters Score: Raw -713876.330636 + Penalty 1734.596572 = -712141.734064 nChanged 32 SP:Iteration 21Q (784.323552 sec): 3 clusters Score: Raw -713893.048274 + Penalty 1734.596572 = -712158.451702 nChanged 20 SP:Iteration 22Q (784.386536 sec): 3 clusters Score: Raw -713903.749589 + Penalty 1734.596572 = -712169.153016 nChanged 18 SP:Iteration 23Q (784.447820 sec): 3 clusters Score: Raw -713911.819956 + Penalty 1734.596572 = -712177.223384 nChanged 16 SP:Iteration 24Q (784.506413 sec): 3 clusters Score: Raw -713919.623139 + Penalty 1734.596572 = -712185.026567 nChanged 12 SP:Iteration 25Q (784.564700 sec): 3 clusters Score: Raw -713924.908145 + Penalty 1734.596572 = -712190.311572 nChanged 9 SP:Iteration 26Q (784.611023 sec): 3 clusters Score: Raw -713928.195469 + Penalty 1734.596572 = -712193.598897 nChanged 4 SP:Iteration 27Q (784.664934 sec): 3 clusters Score: Raw -713929.617597 + Penalty 1734.596572 = -712195.021025 nChanged 2 SP:Iteration 28Q (784.717737 sec): 3 clusters Score: Raw -713930.378578 + Penalty 1734.596572 = -712195.782006 nChanged 2 SP:Iteration 29Q (784.782874 sec): 3 clusters Score: Raw -713931.167004 + Penalty 1734.596572 = -712196.570431 nChanged 1 SP:Iteration 30Q (784.836299 sec): 3 clusters Score: Raw -713931.587109 + Penalty 1734.596572 = -712196.990537 nChanged 1 SP:Iteration 31Q (784.885745 sec): 3 clusters Score: Raw -713931.727923 + Penalty 1734.596572 = -712197.131351 nChanged 0 SP:Iteration 32F (784.936162 sec): 3 clusters Score: Raw -713931.727923 + Penalty 1734.596572 = -712197.131351 nChanged 0 Trying to split cluster 12 (931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (784.963770 sec): 2 clusters Score: Raw -72191.796705 + Penalty 649.444631 = -71542.352074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (784.999440 sec): 3 clusters Score: Raw -71845.765020 + Penalty 1298.889263 = -70546.875757 nChanged 318 SP:Iteration 1F (785.046653 sec): 3 clusters Score: Raw -72043.572649 + Penalty 1298.889263 = -70744.683386 nChanged 72 SP:Iteration 2F (785.093722 sec): 3 clusters Score: Raw -72085.049213 + Penalty 1298.889263 = -70786.159950 nChanged 37 SP:Iteration 3Q (785.127100 sec): 3 clusters Score: Raw -72122.769205 + Penalty 1298.889263 = -70823.879942 nChanged 33 SP:Iteration 4Q (785.169657 sec): 3 clusters Score: Raw -72156.436242 + Penalty 1298.889263 = -70857.546979 nChanged 24 SP:Iteration 5Q (785.213655 sec): 3 clusters Score: Raw -72187.526413 + Penalty 1298.889263 = -70888.637150 nChanged 30 SP:Iteration 6Q (785.265267 sec): 3 clusters Score: Raw -72218.696150 + Penalty 1298.889263 = -70919.806887 nChanged 37 SP:Iteration 7Q (785.298673 sec): 3 clusters Score: Raw -72254.314293 + Penalty 1298.889263 = -70955.425031 nChanged 28 SP:Iteration 8Q (785.341080 sec): 3 clusters Score: Raw -72285.656854 + Penalty 1298.889263 = -70986.767591 nChanged 28 SP:Iteration 9Q (785.386406 sec): 3 clusters Score: Raw -72323.092944 + Penalty 1298.889263 = -71024.203682 nChanged 23 SP:Iteration 10Q (785.426857 sec): 3 clusters Score: Raw -72356.994868 + Penalty 1298.889263 = -71058.105605 nChanged 29 SP:Iteration 11Q (785.479526 sec): 3 clusters Score: Raw -72394.231059 + Penalty 1298.889263 = -71095.341796 nChanged 22 SP:Iteration 12Q (785.531603 sec): 3 clusters Score: Raw -72414.512458 + Penalty 1298.889263 = -71115.623195 nChanged 17 SP:Iteration 13Q (785.574504 sec): 3 clusters Score: Raw -72431.578189 + Penalty 1298.889263 = -71132.688927 nChanged 13 SP:Iteration 14Q (785.615762 sec): 3 clusters Score: Raw -72443.766853 + Penalty 1298.889263 = -71144.877590 nChanged 14 SP:Iteration 15Q (785.659881 sec): 3 clusters Score: Raw -72458.978121 + Penalty 1298.889263 = -71160.088859 nChanged 7 SP:Iteration 16Q (785.707846 sec): 3 clusters Score: Raw -72464.755415 + Penalty 1298.889263 = -71165.866153 nChanged 5 SP:Iteration 17Q (785.761078 sec): 3 clusters Score: Raw -72467.706223 + Penalty 1298.889263 = -71168.816961 nChanged 3 SP:Iteration 18Q (785.807394 sec): 3 clusters Score: Raw -72469.084740 + Penalty 1298.889263 = -71170.195477 nChanged 3 SP:Iteration 19Q (785.853461 sec): 3 clusters Score: Raw -72470.498083 + Penalty 1298.889263 = -71171.608820 nChanged 2 SP:Iteration 20F (785.899102 sec): 3 clusters Score: Raw -72471.699225 + Penalty 1298.889263 = -71172.809962 nChanged 3 SP:Iteration 21Q (785.938394 sec): 3 clusters Score: Raw -72475.598820 + Penalty 1298.889263 = -71176.709558 nChanged 1 SP:Iteration 22Q (785.984938 sec): 3 clusters Score: Raw -72475.925057 + Penalty 1298.889263 = -71177.035794 nChanged 0 SP:Iteration 23F (786.030116 sec): 3 clusters Score: Raw -72475.925057 + Penalty 1298.889263 = -71177.035794 nChanged 0 Trying to split cluster 13 (3611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (786.057340 sec): 2 clusters Score: Raw -282549.435908 + Penalty 778.215302 = -281771.220606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (786.105384 sec): 3 clusters Score: Raw -280559.913307 + Penalty 1556.430604 = -279003.482703 nChanged 1535 SP:Iteration 1F (786.153103 sec): 3 clusters Score: Raw -281381.666748 + Penalty 1556.430604 = -279825.236144 nChanged 288 SP:Iteration 2F (786.200819 sec): 3 clusters Score: Raw -281558.099096 + Penalty 1556.430604 = -280001.668492 nChanged 249 SP:Iteration 3F (786.247333 sec): 3 clusters Score: Raw -281696.678707 + Penalty 1556.430604 = -280140.248103 nChanged 189 SP:Iteration 4F (786.295269 sec): 3 clusters Score: Raw -281815.965641 + Penalty 1556.430604 = -280259.535037 nChanged 185 SP:Iteration 5F (786.332456 sec): 3 clusters Score: Raw -281936.633224 + Penalty 1556.430604 = -280380.202619 nChanged 146 SP:Iteration 6Q (786.380402 sec): 3 clusters Score: Raw -282040.712257 + Penalty 1556.430604 = -280484.281653 nChanged 143 SP:Iteration 7Q (786.439163 sec): 3 clusters Score: Raw -282143.568942 + Penalty 1556.430604 = -280587.138338 nChanged 135 SP:Iteration 8Q (786.486917 sec): 3 clusters Score: Raw -282255.136277 + Penalty 1556.430604 = -280698.705673 nChanged 118 SP:Iteration 9Q (786.534158 sec): 3 clusters Score: Raw -282370.570378 + Penalty 1556.430604 = -280814.139774 nChanged 97 SP:Iteration 10Q (786.579588 sec): 3 clusters Score: Raw -282450.216316 + Penalty 1556.430604 = -280893.785712 nChanged 73 SP:Iteration 11Q (786.626551 sec): 3 clusters Score: Raw -282523.419604 + Penalty 1556.430604 = -280966.989000 nChanged 60 SP:Iteration 12Q (786.674272 sec): 3 clusters Score: Raw -282584.031242 + Penalty 1556.430604 = -281027.600638 nChanged 48 SP:Iteration 13Q (786.711191 sec): 3 clusters Score: Raw -282609.288762 + Penalty 1556.430604 = -281052.858158 nChanged 20 SP:Iteration 14Q (786.764900 sec): 3 clusters Score: Raw -282617.516134 + Penalty 1556.430604 = -281061.085530 nChanged 11 SP:Iteration 15Q (786.809230 sec): 3 clusters Score: Raw -282623.927486 + Penalty 1556.430604 = -281067.496882 nChanged 8 SP:Iteration 16Q (786.865533 sec): 3 clusters Score: Raw -282627.476474 + Penalty 1556.430604 = -281071.045870 nChanged 6 SP:Iteration 17Q (786.912701 sec): 3 clusters Score: Raw -282630.168601 + Penalty 1556.430604 = -281073.737997 nChanged 3 SP:Iteration 18Q (786.960212 sec): 3 clusters Score: Raw -282631.465259 + Penalty 1556.430604 = -281075.034655 nChanged 2 SP:Iteration 19Q (787.007350 sec): 3 clusters Score: Raw -282632.357340 + Penalty 1556.430604 = -281075.926736 nChanged 1 SP:Iteration 20F (787.051345 sec): 3 clusters Score: Raw -282632.596958 + Penalty 1556.430604 = -281076.166354 nChanged 1 SP:Iteration 21Q (787.099751 sec): 3 clusters Score: Raw -282632.919334 + Penalty 1556.430604 = -281076.488730 nChanged 2 SP:Iteration 22Q (787.143437 sec): 3 clusters Score: Raw -282633.625875 + Penalty 1556.430604 = -281077.195271 nChanged 1 SP:Iteration 23Q (787.194803 sec): 3 clusters Score: Raw -282634.069006 + Penalty 1556.430604 = -281077.638402 nChanged 2 SP:Iteration 24Q (787.239252 sec): 3 clusters Score: Raw -282634.881972 + Penalty 1556.430604 = -281078.451368 nChanged 1 SP:Iteration 25Q (787.289833 sec): 3 clusters Score: Raw -282635.044254 + Penalty 1556.430604 = -281078.613650 nChanged 1 SP:Iteration 26Q (787.346267 sec): 3 clusters Score: Raw -282635.284174 + Penalty 1556.430604 = -281078.853570 nChanged 0 SP:Iteration 27F (787.392396 sec): 3 clusters Score: Raw -282635.284174 + Penalty 1556.430604 = -281078.853570 nChanged 0 Trying to split cluster 14 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (787.413305 sec): 2 clusters Score: Raw -52648.809200 + Penalty 625.423876 = -52023.385324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (787.460563 sec): 3 clusters Score: Raw -52387.123581 + Penalty 1250.847752 = -51136.275829 nChanged 225 SP:Iteration 1F (787.508865 sec): 3 clusters Score: Raw -52554.706030 + Penalty 1250.847752 = -51303.858277 nChanged 57 SP:Iteration 2F (787.561271 sec): 3 clusters Score: Raw -52630.496514 + Penalty 1250.847752 = -51379.648762 nChanged 33 SP:Iteration 3Q (787.602263 sec): 3 clusters Score: Raw -52670.865025 + Penalty 1250.847752 = -51420.017272 nChanged 22 SP:Iteration 4Q (787.646694 sec): 3 clusters Score: Raw -52702.586237 + Penalty 1250.847752 = -51451.738485 nChanged 23 SP:Iteration 5Q (787.694434 sec): 3 clusters Score: Raw -52725.581711 + Penalty 1250.847752 = -51474.733959 nChanged 16 SP:Iteration 6Q (787.732519 sec): 3 clusters Score: Raw -52744.637534 + Penalty 1250.847752 = -51493.789781 nChanged 14 SP:Iteration 7Q (787.789157 sec): 3 clusters Score: Raw -52759.288030 + Penalty 1250.847752 = -51508.440278 nChanged 11 SP:Iteration 8Q (787.839775 sec): 3 clusters Score: Raw -52775.794563 + Penalty 1250.847752 = -51524.946811 nChanged 16 SP:Iteration 9Q (787.884259 sec): 3 clusters Score: Raw -52793.506418 + Penalty 1250.847752 = -51542.658665 nChanged 14 SP:Iteration 10Q (787.927052 sec): 3 clusters Score: Raw -52809.604332 + Penalty 1250.847752 = -51558.756580 nChanged 10 SP:Iteration 11Q (787.969839 sec): 3 clusters Score: Raw -52822.932536 + Penalty 1250.847752 = -51572.084784 nChanged 11 SP:Iteration 12Q (788.015587 sec): 3 clusters Score: Raw -52840.244474 + Penalty 1250.847752 = -51589.396722 nChanged 16 SP:Iteration 13Q (788.059990 sec): 3 clusters Score: Raw -52892.643493 + Penalty 1250.847752 = -51641.795741 nChanged 21 SP:Iteration 14Q (788.116198 sec): 3 clusters Score: Raw -52953.804936 + Penalty 1250.847752 = -51702.957184 nChanged 26 SP:Iteration 15Q (788.153921 sec): 3 clusters Score: Raw -53005.294780 + Penalty 1250.847752 = -51754.447028 nChanged 20 SP:Iteration 16Q (788.205583 sec): 3 clusters Score: Raw -53048.290502 + Penalty 1250.847752 = -51797.442750 nChanged 15 SP:Iteration 17Q (788.250821 sec): 3 clusters Score: Raw -53072.974374 + Penalty 1250.847752 = -51822.126622 nChanged 11 SP:Iteration 18Q (788.285486 sec): 3 clusters Score: Raw -53091.725829 + Penalty 1250.847752 = -51840.878077 nChanged 9 SP:Iteration 19Q (788.325607 sec): 3 clusters Score: Raw -53105.122099 + Penalty 1250.847752 = -51854.274346 nChanged 8 SP:Iteration 20F (788.368916 sec): 3 clusters Score: Raw -53114.693884 + Penalty 1250.847752 = -51863.846132 nChanged 2 SP:Iteration 21Q (788.413485 sec): 3 clusters Score: Raw -53116.640758 + Penalty 1250.847752 = -51865.793006 nChanged 0 SP:Iteration 22F (788.461156 sec): 3 clusters Score: Raw -53116.640758 + Penalty 1250.847752 = -51865.793006 nChanged 0 Trying to split cluster 16 (17027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (788.507075 sec): 2 clusters Score: Raw -1352125.728292 + Penalty 925.542782 = -1351200.185510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.578222 sec): 3 clusters Score: Raw -1341694.408487 + Penalty 1851.085564 = -1339843.322923 nChanged 7772 SP:Iteration 1F (788.650180 sec): 3 clusters Score: Raw -1346105.494845 + Penalty 1851.085564 = -1344254.409282 nChanged 947 SP:Iteration 2F (788.719673 sec): 3 clusters Score: Raw -1346545.462736 + Penalty 1851.085564 = -1344694.377172 nChanged 1049 SP:Iteration 3F (788.794161 sec): 3 clusters Score: Raw -1347139.883763 + Penalty 1851.085564 = -1345288.798199 nChanged 1170 SP:Iteration 4F (788.866013 sec): 3 clusters Score: Raw -1347961.195594 + Penalty 1851.085564 = -1346110.110030 nChanged 1238 SP:Iteration 5F (788.931794 sec): 3 clusters Score: Raw -1348985.365037 + Penalty 1851.085564 = -1347134.279473 nChanged 1145 SP:Iteration 6F (788.999581 sec): 3 clusters Score: Raw -1350069.162719 + Penalty 1851.085564 = -1348218.077155 nChanged 907 SP:Iteration 7F (789.069965 sec): 3 clusters Score: Raw -1350970.449320 + Penalty 1851.085564 = -1349119.363756 nChanged 556 SP:Iteration 8Q (789.138117 sec): 3 clusters Score: Raw -1351549.416134 + Penalty 1851.085564 = -1349698.330571 nChanged 299 SP:Iteration 9Q (789.201018 sec): 3 clusters Score: Raw -1351875.242080 + Penalty 1851.085564 = -1350024.156516 nChanged 172 SP:Iteration 10Q (789.264571 sec): 3 clusters Score: Raw -1352056.707385 + Penalty 1851.085564 = -1350205.621821 nChanged 112 SP:Iteration 11Q (789.329490 sec): 3 clusters Score: Raw -1352162.722130 + Penalty 1851.085564 = -1350311.636567 nChanged 77 SP:Iteration 12Q (789.383851 sec): 3 clusters Score: Raw -1352216.652879 + Penalty 1851.085564 = -1350365.567315 nChanged 52 SP:Iteration 13Q (789.442447 sec): 3 clusters Score: Raw -1352246.408289 + Penalty 1851.085564 = -1350395.322726 nChanged 30 SP:Iteration 14Q (789.507842 sec): 3 clusters Score: Raw -1352261.822017 + Penalty 1851.085564 = -1350410.736453 nChanged 24 SP:Iteration 15Q (789.576303 sec): 3 clusters Score: Raw -1352273.065930 + Penalty 1851.085564 = -1350421.980366 nChanged 23 SP:Iteration 16Q (789.639018 sec): 3 clusters Score: Raw -1352288.535325 + Penalty 1851.085564 = -1350437.449761 nChanged 20 SP:Iteration 17Q (789.701490 sec): 3 clusters Score: Raw -1352297.520306 + Penalty 1851.085564 = -1350446.434743 nChanged 10 SP:Iteration 18Q (789.766540 sec): 3 clusters Score: Raw -1352301.137396 + Penalty 1851.085564 = -1350450.051832 nChanged 4 SP:Iteration 19Q (789.830852 sec): 3 clusters Score: Raw -1352301.945869 + Penalty 1851.085564 = -1350450.860306 nChanged 3 SP:Iteration 20F (789.899533 sec): 3 clusters Score: Raw -1352303.337648 + Penalty 1851.085564 = -1350452.252084 nChanged 4 SP:Iteration 21Q (789.959865 sec): 3 clusters Score: Raw -1352304.664644 + Penalty 1851.085564 = -1350453.579080 nChanged 1 SP:Iteration 22Q (790.028763 sec): 3 clusters Score: Raw -1352304.963058 + Penalty 1851.085564 = -1350453.877494 nChanged 0 SP:Iteration 23F (790.099193 sec): 3 clusters Score: Raw -1352304.963058 + Penalty 1851.085564 = -1350453.877494 nChanged 0 Trying to split cluster 17 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (790.126442 sec): 2 clusters Score: Raw -36644.418890 + Penalty 586.509680 = -36057.909210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (790.178283 sec): 3 clusters Score: Raw -36488.552636 + Penalty 1173.019360 = -35315.533277 nChanged 133 SP:Iteration 1F (790.226714 sec): 3 clusters Score: Raw -36616.197824 + Penalty 1173.019360 = -35443.178464 nChanged 32 SP:Iteration 2F (790.278498 sec): 3 clusters Score: Raw -36651.368067 + Penalty 1173.019360 = -35478.348707 nChanged 17 SP:Iteration 3Q (790.326653 sec): 3 clusters Score: Raw -36673.370084 + Penalty 1173.019360 = -35500.350724 nChanged 16 SP:Iteration 4Q (790.359624 sec): 3 clusters Score: Raw -36697.904009 + Penalty 1173.019360 = -35524.884649 nChanged 8 SP:Iteration 5Q (790.417763 sec): 3 clusters Score: Raw -36706.598441 + Penalty 1173.019360 = -35533.579081 nChanged 8 SP:Iteration 6Q (790.454241 sec): 3 clusters Score: Raw -36716.686677 + Penalty 1173.019360 = -35543.667317 nChanged 9 SP:Iteration 7Q (790.499283 sec): 3 clusters Score: Raw -36730.621095 + Penalty 1173.019360 = -35557.601735 nChanged 10 SP:Iteration 8Q (790.548762 sec): 3 clusters Score: Raw -36739.518972 + Penalty 1173.019360 = -35566.499612 nChanged 1 SP:Iteration 9Q (790.592809 sec): 3 clusters Score: Raw -36741.074276 + Penalty 1173.019360 = -35568.054917 nChanged 1 SP:Iteration 10Q (790.647268 sec): 3 clusters Score: Raw -36742.276727 + Penalty 1173.019360 = -35569.257367 nChanged 1 SP:Iteration 11Q (790.686750 sec): 3 clusters Score: Raw -36745.961702 + Penalty 1173.019360 = -35572.942343 nChanged 1 SP:Iteration 12Q (790.740340 sec): 3 clusters Score: Raw -36747.029141 + Penalty 1173.019360 = -35574.009781 nChanged 3 SP:Iteration 13Q (790.788324 sec): 3 clusters Score: Raw -36751.007038 + Penalty 1173.019360 = -35577.987678 nChanged 2 SP:Iteration 14Q (790.831358 sec): 3 clusters Score: Raw -36753.719233 + Penalty 1173.019360 = -35580.699874 nChanged 2 SP:Iteration 15Q (790.883515 sec): 3 clusters Score: Raw -36756.499285 + Penalty 1173.019360 = -35583.479925 nChanged 0 SP:Iteration 16F (790.926563 sec): 3 clusters Score: Raw -36756.499285 + Penalty 1173.019360 = -35583.479925 nChanged 0 Trying to split cluster 18 (11579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (790.968520 sec): 2 clusters Score: Raw -884968.658084 + Penalty 888.910097 = -884079.747987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.024877 sec): 3 clusters Score: Raw -877975.761325 + Penalty 1777.820194 = -876197.941130 nChanged 5293 SP:Iteration 1F (791.085788 sec): 3 clusters Score: Raw -881053.066286 + Penalty 1777.820194 = -879275.246091 nChanged 728 SP:Iteration 2F (791.137734 sec): 3 clusters Score: Raw -881445.133945 + Penalty 1777.820194 = -879667.313750 nChanged 754 SP:Iteration 3F (791.193406 sec): 3 clusters Score: Raw -881931.590168 + Penalty 1777.820194 = -880153.769973 nChanged 796 SP:Iteration 4F (791.253683 sec): 3 clusters Score: Raw -882507.390282 + Penalty 1777.820194 = -880729.570088 nChanged 785 SP:Iteration 5F (791.310066 sec): 3 clusters Score: Raw -883082.277882 + Penalty 1777.820194 = -881304.457688 nChanged 768 SP:Iteration 6F (791.372670 sec): 3 clusters Score: Raw -883632.137210 + Penalty 1777.820194 = -881854.317016 nChanged 608 SP:Iteration 7F (791.444909 sec): 3 clusters Score: Raw -884008.906519 + Penalty 1777.820194 = -882231.086325 nChanged 452 SP:Iteration 8Q (791.501740 sec): 3 clusters Score: Raw -884249.934712 + Penalty 1777.820194 = -882472.114518 nChanged 344 SP:Iteration 9Q (791.564495 sec): 3 clusters Score: Raw -884364.752445 + Penalty 1777.820194 = -882586.932250 nChanged 195 SP:Iteration 10Q (791.629833 sec): 3 clusters Score: Raw -884419.106524 + Penalty 1777.820194 = -882641.286330 nChanged 129 SP:Iteration 11Q (791.696996 sec): 3 clusters Score: Raw -884453.225041 + Penalty 1777.820194 = -882675.404846 nChanged 124 SP:Iteration 12Q (791.759176 sec): 3 clusters Score: Raw -884483.445098 + Penalty 1777.820194 = -882705.624903 nChanged 124 SP:Iteration 13Q (791.824505 sec): 3 clusters Score: Raw -884518.709316 + Penalty 1777.820194 = -882740.889121 nChanged 120 SP:Iteration 14Q (791.871888 sec): 3 clusters Score: Raw -884556.328852 + Penalty 1777.820194 = -882778.508658 nChanged 116 SP:Iteration 15Q (791.936673 sec): 3 clusters Score: Raw -884592.196856 + Penalty 1777.820194 = -882814.376662 nChanged 116 SP:Iteration 16Q (791.994395 sec): 3 clusters Score: Raw -884628.776670 + Penalty 1777.820194 = -882850.956476 nChanged 122 SP:Iteration 17Q (792.065417 sec): 3 clusters Score: Raw -884678.867384 + Penalty 1777.820194 = -882901.047190 nChanged 153 SP:Iteration 18Q (792.127130 sec): 3 clusters Score: Raw -884749.828191 + Penalty 1777.820194 = -882972.007997 nChanged 142 SP:Iteration 19Q (792.184646 sec): 3 clusters Score: Raw -884823.384560 + Penalty 1777.820194 = -883045.564366 nChanged 153 SP:Iteration 20F (792.237493 sec): 3 clusters Score: Raw -884923.672214 + Penalty 1777.820194 = -883145.852019 nChanged 170 SP:Iteration 21Q (792.310588 sec): 3 clusters Score: Raw -885026.308360 + Penalty 1777.820194 = -883248.488165 nChanged 151 SP:Iteration 22Q (792.374855 sec): 3 clusters Score: Raw -885108.159025 + Penalty 1777.820194 = -883330.338831 nChanged 129 SP:Iteration 23Q (792.430688 sec): 3 clusters Score: Raw -885164.939867 + Penalty 1777.820194 = -883387.119673 nChanged 123 SP:Iteration 24Q (792.490405 sec): 3 clusters Score: Raw -885218.423177 + Penalty 1777.820194 = -883440.602983 nChanged 106 SP:Iteration 25Q (792.549624 sec): 3 clusters Score: Raw -885264.236575 + Penalty 1777.820194 = -883486.416380 nChanged 106 SP:Iteration 26Q (792.599954 sec): 3 clusters Score: Raw -885308.563896 + Penalty 1777.820194 = -883530.743702 nChanged 86 SP:Iteration 27Q (792.665096 sec): 3 clusters Score: Raw -885337.398428 + Penalty 1777.820194 = -883559.578234 nChanged 73 SP:Iteration 28Q (792.719539 sec): 3 clusters Score: Raw -885359.513827 + Penalty 1777.820194 = -883581.693632 nChanged 53 SP:Iteration 29Q (792.789379 sec): 3 clusters Score: Raw -885375.607114 + Penalty 1777.820194 = -883597.786920 nChanged 49 SP:Iteration 30Q (792.845061 sec): 3 clusters Score: Raw -885391.810897 + Penalty 1777.820194 = -883613.990703 nChanged 49 SP:Iteration 31Q (792.906483 sec): 3 clusters Score: Raw -885406.558049 + Penalty 1777.820194 = -883628.737854 nChanged 43 SP:Iteration 32Q (792.970087 sec): 3 clusters Score: Raw -885415.733596 + Penalty 1777.820194 = -883637.913401 nChanged 36 SP:Iteration 33Q (793.027918 sec): 3 clusters Score: Raw -885422.457662 + Penalty 1777.820194 = -883644.637468 nChanged 29 SP:Iteration 34Q (793.086108 sec): 3 clusters Score: Raw -885428.285851 + Penalty 1777.820194 = -883650.465657 nChanged 30 SP:Iteration 35Q (793.146431 sec): 3 clusters Score: Raw -885433.931844 + Penalty 1777.820194 = -883656.111650 nChanged 25 SP:Iteration 36Q (793.204560 sec): 3 clusters Score: Raw -885437.903384 + Penalty 1777.820194 = -883660.083189 nChanged 24 SP:Iteration 37Q (793.260420 sec): 3 clusters Score: Raw -885441.183054 + Penalty 1777.820194 = -883663.362860 nChanged 23 SP:Iteration 38Q (793.330105 sec): 3 clusters Score: Raw -885443.710897 + Penalty 1777.820194 = -883665.890703 nChanged 19 SP:Iteration 39Q (793.389223 sec): 3 clusters Score: Raw -885445.556085 + Penalty 1777.820194 = -883667.735891 nChanged 9 SP:Iteration 40F (793.449527 sec): 3 clusters Score: Raw -885447.022000 + Penalty 1777.820194 = -883669.201806 nChanged 10 SP:Iteration 41Q (793.507514 sec): 3 clusters Score: Raw -885448.357640 + Penalty 1777.820194 = -883670.537445 nChanged 7 SP:Iteration 42Q (793.569799 sec): 3 clusters Score: Raw -885448.979108 + Penalty 1777.820194 = -883671.158913 nChanged 5 SP:Iteration 43Q (793.628625 sec): 3 clusters Score: Raw -885449.342456 + Penalty 1777.820194 = -883671.522262 nChanged 2 SP:Iteration 44Q (793.676483 sec): 3 clusters Score: Raw -885449.496219 + Penalty 1777.820194 = -883671.676024 nChanged 0 SP:Iteration 45F (793.743722 sec): 3 clusters Score: Raw -885449.496219 + Penalty 1777.820194 = -883671.676024 nChanged 0 Iteration 99Q (794.757952 sec): 18 clusters Score: Raw -15300630.191438 + Penalty 19687.956046 = -15280942.235391 nChanged 501 Iteration 100F (796.654972 sec): 18 clusters Score: Raw -15300758.355133 + Penalty 19687.956046 = -15281070.399087 nChanged 213 Iteration 101Q (797.700890 sec): 18 clusters Score: Raw -15300854.676199 + Penalty 19687.956046 = -15281166.720153 nChanged 144 Iteration 102Q (798.749462 sec): 18 clusters Score: Raw -15300918.809378 + Penalty 19687.956046 = -15281230.853332 nChanged 100 Iteration 103Q (799.766605 sec): 18 clusters Score: Raw -15300938.956105 + Penalty 19687.956046 = -15281251.000059 nChanged 104 Iteration 104Q (800.774203 sec): 18 clusters Score: Raw -15300959.121364 + Penalty 19687.956046 = -15281271.165317 nChanged 92 Iteration 105Q (801.860520 sec): 18 clusters Score: Raw -15300978.503247 + Penalty 19687.956046 = -15281290.547201 nChanged 73 Iteration 106Q (802.979258 sec): 18 clusters Score: Raw -15300990.743224 + Penalty 19687.956046 = -15281302.787178 nChanged 66 Iteration 107Q (804.038487 sec): 18 clusters Score: Raw -15301009.908429 + Penalty 19687.956046 = -15281321.952383 nChanged 68 Iteration 108Q (805.148215 sec): 18 clusters Score: Raw -15301024.702830 + Penalty 19687.956046 = -15281336.746784 nChanged 58 Iteration 109Q (806.189857 sec): 18 clusters Score: Raw -15301040.155090 + Penalty 19687.956046 = -15281352.199044 nChanged 54 Iteration 110Q (807.240055 sec): 18 clusters Score: Raw -15301053.181340 + Penalty 19687.956046 = -15281365.225294 nChanged 51 Iteration 111Q (808.237087 sec): 18 clusters Score: Raw -15301061.413963 + Penalty 19687.956046 = -15281373.457916 nChanged 47 Iteration 112Q (809.185040 sec): 18 clusters Score: Raw -15301068.980389 + Penalty 19687.956046 = -15281381.024343 nChanged 35 Iteration 113Q (810.238832 sec): 18 clusters Score: Raw -15301076.072732 + Penalty 19687.956046 = -15281388.116685 nChanged 38 Iteration 114Q (811.239343 sec): 18 clusters Score: Raw -15301082.052662 + Penalty 19687.956046 = -15281394.096616 nChanged 38 Iteration 115Q (812.314986 sec): 18 clusters Score: Raw -15301086.764123 + Penalty 19687.956046 = -15281398.808076 nChanged 40 Iteration 116Q (813.345298 sec): 18 clusters Score: Raw -15301090.829144 + Penalty 19687.956046 = -15281402.873098 nChanged 31 Iteration 117Q (814.307350 sec): 18 clusters Score: Raw -15301094.123170 + Penalty 19687.956046 = -15281406.167124 nChanged 21 Iteration 118Q (815.369609 sec): 18 clusters Score: Raw -15301096.508374 + Penalty 19687.956046 = -15281408.552328 nChanged 25 Iteration 119Q (816.415458 sec): 18 clusters Score: Raw -15301099.005518 + Penalty 19687.956046 = -15281411.049472 nChanged 26 Iteration 120F (818.323019 sec): 18 clusters Score: Raw -15301110.369946 + Penalty 19687.956046 = -15281422.413900 nChanged 38 Iteration 121Q (819.299514 sec): 18 clusters Score: Raw -15301121.486782 + Penalty 19687.956046 = -15281433.530735 nChanged 48 Iteration 122Q (820.274100 sec): 18 clusters Score: Raw -15301135.541138 + Penalty 19687.956046 = -15281447.585092 nChanged 54 Iteration 123Q (821.325898 sec): 18 clusters Score: Raw -15301156.286319 + Penalty 19687.956046 = -15281468.330272 nChanged 61 Iteration 124Q (822.298103 sec): 18 clusters Score: Raw -15301172.043121 + Penalty 19687.956046 = -15281484.087075 nChanged 54 Iteration 125Q (823.334738 sec): 18 clusters Score: Raw -15301186.495625 + Penalty 19687.956046 = -15281498.539579 nChanged 52 Iteration 126Q (824.410911 sec): 18 clusters Score: Raw -15301197.014348 + Penalty 19687.956046 = -15281509.058302 nChanged 42 Iteration 127Q (825.408676 sec): 18 clusters Score: Raw -15301207.228315 + Penalty 19687.956046 = -15281519.272268 nChanged 55 Iteration 128Q (826.440777 sec): 18 clusters Score: Raw -15301221.290697 + Penalty 19687.956046 = -15281533.334650 nChanged 77 Iteration 129Q (827.521155 sec): 18 clusters Score: Raw -15301235.650231 + Penalty 19687.956046 = -15281547.694184 nChanged 53 Iteration 130Q (828.537518 sec): 18 clusters Score: Raw -15301243.460024 + Penalty 19687.956046 = -15281555.503978 nChanged 58 Iteration 131Q (829.607047 sec): 18 clusters Score: Raw -15301250.160818 + Penalty 19687.956046 = -15281562.204771 nChanged 42 Iteration 132Q (830.628541 sec): 18 clusters Score: Raw -15301254.293620 + Penalty 19687.956046 = -15281566.337573 nChanged 46 Iteration 133Q (831.619441 sec): 18 clusters Score: Raw -15301257.461487 + Penalty 19687.956046 = -15281569.505441 nChanged 45 Iteration 134Q (832.592296 sec): 18 clusters Score: Raw -15301262.612622 + Penalty 19687.956046 = -15281574.656576 nChanged 32 Iteration 135Q (833.624643 sec): 18 clusters Score: Raw -15301266.696526 + Penalty 19687.956046 = -15281578.740480 nChanged 27 Iteration 136Q (834.613514 sec): 18 clusters Score: Raw -15301269.378765 + Penalty 19687.956046 = -15281581.422719 nChanged 17 Iteration 137Q (835.671447 sec): 18 clusters Score: Raw -15301270.774952 + Penalty 19687.956046 = -15281582.818905 nChanged 18 Iteration 138Q (836.655216 sec): 18 clusters Score: Raw -15301271.487690 + Penalty 19687.956046 = -15281583.531644 nChanged 9 Writing temp clu file Because OldScore, -15281582.818905, is greater than current (better) Score,-15281583.531644 Compute initial score before splitting: Score: Raw -15301271.487690 + Penalty 19687.956046 = -15281583.531644 Trying to split cluster 1 (1656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (836.738578 sec): 2 clusters Score: Raw -134677.759412 + Penalty 704.155232 = -133973.604180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (836.788171 sec): 3 clusters Score: Raw -133906.357817 + Penalty 1408.310464 = -132498.047354 nChanged 618 SP:Iteration 1F (836.829259 sec): 3 clusters Score: Raw -134288.535103 + Penalty 1408.310464 = -132880.224640 nChanged 110 SP:Iteration 2F (836.866126 sec): 3 clusters Score: Raw -134349.093714 + Penalty 1408.310464 = -132940.783250 nChanged 67 SP:Iteration 3Q (836.915838 sec): 3 clusters Score: Raw -134379.093927 + Penalty 1408.310464 = -132970.783464 nChanged 37 SP:Iteration 4Q (836.968836 sec): 3 clusters Score: Raw -134394.546127 + Penalty 1408.310464 = -132986.235663 nChanged 28 SP:Iteration 5Q (837.009937 sec): 3 clusters Score: Raw -134410.654288 + Penalty 1408.310464 = -133002.343824 nChanged 28 SP:Iteration 6Q (837.063719 sec): 3 clusters Score: Raw -134422.930024 + Penalty 1408.310464 = -133014.619560 nChanged 28 SP:Iteration 7Q (837.115378 sec): 3 clusters Score: Raw -134438.621094 + Penalty 1408.310464 = -133030.310631 nChanged 26 SP:Iteration 8Q (837.149889 sec): 3 clusters Score: Raw -134450.229265 + Penalty 1408.310464 = -133041.918802 nChanged 20 SP:Iteration 9Q (837.203715 sec): 3 clusters Score: Raw -134456.844291 + Penalty 1408.310464 = -133048.533827 nChanged 21 SP:Iteration 10Q (837.253391 sec): 3 clusters Score: Raw -134467.464986 + Penalty 1408.310464 = -133059.154523 nChanged 12 SP:Iteration 11Q (837.299123 sec): 3 clusters Score: Raw -134472.318732 + Penalty 1408.310464 = -133064.008268 nChanged 11 SP:Iteration 12Q (837.345265 sec): 3 clusters Score: Raw -134476.002443 + Penalty 1408.310464 = -133067.691979 nChanged 7 SP:Iteration 13Q (837.382894 sec): 3 clusters Score: Raw -134478.957620 + Penalty 1408.310464 = -133070.647156 nChanged 13 SP:Iteration 14Q (837.430258 sec): 3 clusters Score: Raw -134482.667479 + Penalty 1408.310464 = -133074.357015 nChanged 11 SP:Iteration 15Q (837.480309 sec): 3 clusters Score: Raw -134486.323199 + Penalty 1408.310464 = -133078.012736 nChanged 9 SP:Iteration 16Q (837.527972 sec): 3 clusters Score: Raw -134491.045047 + Penalty 1408.310464 = -133082.734583 nChanged 18 SP:Iteration 17Q (837.569456 sec): 3 clusters Score: Raw -134501.310549 + Penalty 1408.310464 = -133093.000085 nChanged 17 SP:Iteration 18Q (837.619458 sec): 3 clusters Score: Raw -134507.571533 + Penalty 1408.310464 = -133099.261069 nChanged 10 SP:Iteration 19Q (837.666977 sec): 3 clusters Score: Raw -134510.224078 + Penalty 1408.310464 = -133101.913615 nChanged 8 SP:Iteration 20F (837.709164 sec): 3 clusters Score: Raw -134512.416599 + Penalty 1408.310464 = -133104.106135 nChanged 6 SP:Iteration 21Q (837.766425 sec): 3 clusters Score: Raw -134513.918086 + Penalty 1408.310464 = -133105.607622 nChanged 5 SP:Iteration 22Q (837.812184 sec): 3 clusters Score: Raw -134515.444365 + Penalty 1408.310464 = -133107.133901 nChanged 5 SP:Iteration 23Q (837.867288 sec): 3 clusters Score: Raw -134517.364109 + Penalty 1408.310464 = -133109.053646 nChanged 6 SP:Iteration 24Q (837.903135 sec): 3 clusters Score: Raw -134519.250316 + Penalty 1408.310464 = -133110.939852 nChanged 5 SP:Iteration 25Q (837.951507 sec): 3 clusters Score: Raw -134521.063254 + Penalty 1408.310464 = -133112.752790 nChanged 5 SP:Iteration 26Q (837.997286 sec): 3 clusters Score: Raw -134522.059247 + Penalty 1408.310464 = -133113.748783 nChanged 5 SP:Iteration 27Q (838.052787 sec): 3 clusters Score: Raw -134523.626865 + Penalty 1408.310464 = -133115.316402 nChanged 12 SP:Iteration 28Q (838.105940 sec): 3 clusters Score: Raw -134527.264909 + Penalty 1408.310464 = -133118.954446 nChanged 12 SP:Iteration 29Q (838.161013 sec): 3 clusters Score: Raw -134532.718055 + Penalty 1408.310464 = -133124.407591 nChanged 9 SP:Iteration 30Q (838.205147 sec): 3 clusters Score: Raw -134534.528863 + Penalty 1408.310464 = -133126.218399 nChanged 5 SP:Iteration 31Q (838.252052 sec): 3 clusters Score: Raw -134536.065437 + Penalty 1408.310464 = -133127.754974 nChanged 5 SP:Iteration 32Q (838.306609 sec): 3 clusters Score: Raw -134537.851320 + Penalty 1408.310464 = -133129.540857 nChanged 6 SP:Iteration 33Q (838.360969 sec): 3 clusters Score: Raw -134541.357872 + Penalty 1408.310464 = -133133.047409 nChanged 8 SP:Iteration 34Q (838.401109 sec): 3 clusters Score: Raw -134545.372435 + Penalty 1408.310464 = -133137.061971 nChanged 7 SP:Iteration 35Q (838.452172 sec): 3 clusters Score: Raw -134547.843327 + Penalty 1408.310464 = -133139.532863 nChanged 2 SP:Iteration 36Q (838.493504 sec): 3 clusters Score: Raw -134548.733615 + Penalty 1408.310464 = -133140.423151 nChanged 1 SP:Iteration 37Q (838.549396 sec): 3 clusters Score: Raw -134549.010359 + Penalty 1408.310464 = -133140.699896 nChanged 0 SP:Iteration 38F (838.591121 sec): 3 clusters Score: Raw -134549.010359 + Penalty 1408.310464 = -133140.699896 nChanged 0 Trying to split cluster 2 (81134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (838.694946 sec): 2 clusters Score: Raw -6500714.539848 + Penalty 1073.866452 = -6499640.673396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (838.857355 sec): 3 clusters Score: Raw -6447314.507501 + Penalty 2147.732904 = -6445166.774597 nChanged 39062 SP:Iteration 1F (839.000006 sec): 3 clusters Score: Raw -6471554.108025 + Penalty 2147.732904 = -6469406.375121 nChanged 4460 SP:Iteration 2F (839.144036 sec): 3 clusters Score: Raw -6473817.182329 + Penalty 2147.732904 = -6471669.449426 nChanged 5751 SP:Iteration 3F (839.286703 sec): 3 clusters Score: Raw -6477873.354273 + Penalty 2147.732904 = -6475725.621369 nChanged 7309 SP:Iteration 4F (839.433725 sec): 3 clusters Score: Raw -6484459.308424 + Penalty 2147.732904 = -6482311.575521 nChanged 7120 SP:Iteration 5F (839.574883 sec): 3 clusters Score: Raw -6491917.191125 + Penalty 2147.732904 = -6489769.458222 nChanged 4832 SP:Iteration 6F (839.715355 sec): 3 clusters Score: Raw -6497302.068169 + Penalty 2147.732904 = -6495154.335266 nChanged 2398 SP:Iteration 7Q (839.858469 sec): 3 clusters Score: Raw -6500175.432964 + Penalty 2147.732904 = -6498027.700060 nChanged 1321 SP:Iteration 8Q (839.987583 sec): 3 clusters Score: Raw -6501782.615636 + Penalty 2147.732904 = -6499634.882732 nChanged 968 SP:Iteration 9Q (840.123196 sec): 3 clusters Score: Raw -6502638.037485 + Penalty 2147.732904 = -6500490.304581 nChanged 722 SP:Iteration 10Q (840.238281 sec): 3 clusters Score: Raw -6503131.298482 + Penalty 2147.732904 = -6500983.565578 nChanged 556 SP:Iteration 11Q (840.372865 sec): 3 clusters Score: Raw -6503426.399970 + Penalty 2147.732904 = -6501278.667066 nChanged 459 SP:Iteration 12Q (840.508685 sec): 3 clusters Score: Raw -6503627.196996 + Penalty 2147.732904 = -6501479.464092 nChanged 386 SP:Iteration 13Q (840.637949 sec): 3 clusters Score: Raw -6503771.623351 + Penalty 2147.732904 = -6501623.890448 nChanged 327 SP:Iteration 14Q (840.763043 sec): 3 clusters Score: Raw -6503869.639905 + Penalty 2147.732904 = -6501721.907001 nChanged 295 SP:Iteration 15Q (840.888351 sec): 3 clusters Score: Raw -6503945.142571 + Penalty 2147.732904 = -6501797.409668 nChanged 235 SP:Iteration 16Q (841.014059 sec): 3 clusters Score: Raw -6503992.758364 + Penalty 2147.732904 = -6501845.025461 nChanged 215 SP:Iteration 17Q (841.136067 sec): 3 clusters Score: Raw -6504041.137965 + Penalty 2147.732904 = -6501893.405062 nChanged 196 SP:Iteration 18Q (841.256594 sec): 3 clusters Score: Raw -6504077.979766 + Penalty 2147.732904 = -6501930.246862 nChanged 176 SP:Iteration 19Q (841.400261 sec): 3 clusters Score: Raw -6504106.158198 + Penalty 2147.732904 = -6501958.425294 nChanged 155 SP:Iteration 20F (841.540308 sec): 3 clusters Score: Raw -6504180.719381 + Penalty 2147.732904 = -6502032.986477 nChanged 212 SP:Iteration 21Q (841.670279 sec): 3 clusters Score: Raw -6504227.951658 + Penalty 2147.732904 = -6502080.218754 nChanged 189 SP:Iteration 22Q (841.800832 sec): 3 clusters Score: Raw -6504260.807704 + Penalty 2147.732904 = -6502113.074800 nChanged 172 SP:Iteration 23Q (841.937900 sec): 3 clusters Score: Raw -6504288.503317 + Penalty 2147.732904 = -6502140.770414 nChanged 178 SP:Iteration 24Q (842.054542 sec): 3 clusters Score: Raw -6504318.413006 + Penalty 2147.732904 = -6502170.680102 nChanged 202 SP:Iteration 25Q (842.200081 sec): 3 clusters Score: Raw -6504351.805923 + Penalty 2147.732904 = -6502204.073020 nChanged 221 SP:Iteration 26Q (842.315198 sec): 3 clusters Score: Raw -6504386.162551 + Penalty 2147.732904 = -6502238.429647 nChanged 218 SP:Iteration 27Q (842.468981 sec): 3 clusters Score: Raw -6504416.881133 + Penalty 2147.732904 = -6502269.148229 nChanged 192 SP:Iteration 28Q (842.600201 sec): 3 clusters Score: Raw -6504442.404566 + Penalty 2147.732904 = -6502294.671663 nChanged 181 SP:Iteration 29Q (842.742636 sec): 3 clusters Score: Raw -6504465.410527 + Penalty 2147.732904 = -6502317.677624 nChanged 168 SP:Iteration 30Q (842.877387 sec): 3 clusters Score: Raw -6504486.733818 + Penalty 2147.732904 = -6502339.000914 nChanged 184 SP:Iteration 31Q (843.012791 sec): 3 clusters Score: Raw -6504508.027986 + Penalty 2147.732904 = -6502360.295082 nChanged 163 SP:Iteration 32Q (843.147036 sec): 3 clusters Score: Raw -6504526.137363 + Penalty 2147.732904 = -6502378.404459 nChanged 164 SP:Iteration 33Q (843.271752 sec): 3 clusters Score: Raw -6504542.434625 + Penalty 2147.732904 = -6502394.701722 nChanged 170 SP:Iteration 34Q (843.399340 sec): 3 clusters Score: Raw -6504560.995909 + Penalty 2147.732904 = -6502413.263005 nChanged 168 SP:Iteration 35Q (843.534879 sec): 3 clusters Score: Raw -6504578.550541 + Penalty 2147.732904 = -6502430.817638 nChanged 183 SP:Iteration 36Q (843.668915 sec): 3 clusters Score: Raw -6504598.594169 + Penalty 2147.732904 = -6502450.861265 nChanged 178 SP:Iteration 37Q (843.803617 sec): 3 clusters Score: Raw -6504618.026212 + Penalty 2147.732904 = -6502470.293308 nChanged 174 SP:Iteration 38Q (843.932971 sec): 3 clusters Score: Raw -6504639.020288 + Penalty 2147.732904 = -6502491.287384 nChanged 173 SP:Iteration 39Q (844.067545 sec): 3 clusters Score: Raw -6504658.785891 + Penalty 2147.732904 = -6502511.052987 nChanged 181 SP:Iteration 40F (844.223831 sec): 3 clusters Score: Raw -6504678.995374 + Penalty 2147.732904 = -6502531.262470 nChanged 166 SP:Iteration 41Q (844.365425 sec): 3 clusters Score: Raw -6504695.283042 + Penalty 2147.732904 = -6502547.550139 nChanged 155 SP:Iteration 42Q (844.494035 sec): 3 clusters Score: Raw -6504709.015878 + Penalty 2147.732904 = -6502561.282974 nChanged 164 SP:Iteration 43Q (844.635744 sec): 3 clusters Score: Raw -6504723.491247 + Penalty 2147.732904 = -6502575.758344 nChanged 154 SP:Iteration 44Q (844.777842 sec): 3 clusters Score: Raw -6504735.369755 + Penalty 2147.732904 = -6502587.636851 nChanged 138 SP:Iteration 45Q (844.904029 sec): 3 clusters Score: Raw -6504746.395559 + Penalty 2147.732904 = -6502598.662655 nChanged 149 SP:Iteration 46Q (845.046383 sec): 3 clusters Score: Raw -6504757.770485 + Penalty 2147.732904 = -6502610.037581 nChanged 152 SP:Iteration 47Q (845.180593 sec): 3 clusters Score: Raw -6504770.938403 + Penalty 2147.732904 = -6502623.205500 nChanged 170 SP:Iteration 48Q (845.312755 sec): 3 clusters Score: Raw -6504788.661351 + Penalty 2147.732904 = -6502640.928448 nChanged 171 SP:Iteration 49Q (845.430397 sec): 3 clusters Score: Raw -6504804.721837 + Penalty 2147.732904 = -6502656.988933 nChanged 168 SP:Iteration 50Q (845.563653 sec): 3 clusters Score: Raw -6504818.187290 + Penalty 2147.732904 = -6502670.454386 nChanged 142 SP:Iteration 51Q (845.697034 sec): 3 clusters Score: Raw -6504828.645877 + Penalty 2147.732904 = -6502680.912974 nChanged 124 SP:Iteration 52Q (845.848093 sec): 3 clusters Score: Raw -6504836.895681 + Penalty 2147.732904 = -6502689.162777 nChanged 112 SP:Iteration 53Q (845.983974 sec): 3 clusters Score: Raw -6504843.858876 + Penalty 2147.732904 = -6502696.125972 nChanged 102 SP:Iteration 54Q (846.130869 sec): 3 clusters Score: Raw -6504849.432906 + Penalty 2147.732904 = -6502701.700002 nChanged 85 SP:Iteration 55Q (846.268388 sec): 3 clusters Score: Raw -6504853.887743 + Penalty 2147.732904 = -6502706.154839 nChanged 84 SP:Iteration 56Q (846.398301 sec): 3 clusters Score: Raw -6504857.747212 + Penalty 2147.732904 = -6502710.014308 nChanged 54 SP:Iteration 57Q (846.525675 sec): 3 clusters Score: Raw -6504859.930239 + Penalty 2147.732904 = -6502712.197336 nChanged 44 SP:Iteration 58Q (846.667619 sec): 3 clusters Score: Raw -6504861.361143 + Penalty 2147.732904 = -6502713.628239 nChanged 41 SP:Iteration 59Q (846.789919 sec): 3 clusters Score: Raw -6504862.796717 + Penalty 2147.732904 = -6502715.063814 nChanged 44 SP:Iteration 60F (846.932805 sec): 3 clusters Score: Raw -6504864.283559 + Penalty 2147.732904 = -6502716.550655 nChanged 37 SP:Iteration 61Q (847.086263 sec): 3 clusters Score: Raw -6504865.790070 + Penalty 2147.732904 = -6502718.057166 nChanged 56 SP:Iteration 62Q (847.213850 sec): 3 clusters Score: Raw -6504868.504912 + Penalty 2147.732904 = -6502720.772009 nChanged 68 SP:Iteration 63Q (847.359226 sec): 3 clusters Score: Raw -6504871.629605 + Penalty 2147.732904 = -6502723.896701 nChanged 64 SP:Iteration 64Q (847.500375 sec): 3 clusters Score: Raw -6504874.114223 + Penalty 2147.732904 = -6502726.381319 nChanged 51 SP:Iteration 65Q (847.641922 sec): 3 clusters Score: Raw -6504875.838314 + Penalty 2147.732904 = -6502728.105410 nChanged 52 SP:Iteration 66Q (847.773572 sec): 3 clusters Score: Raw -6504877.907994 + Penalty 2147.732904 = -6502730.175090 nChanged 59 SP:Iteration 67Q (847.914809 sec): 3 clusters Score: Raw -6504879.972391 + Penalty 2147.732904 = -6502732.239488 nChanged 38 SP:Iteration 68Q (848.056473 sec): 3 clusters Score: Raw -6504881.125967 + Penalty 2147.732904 = -6502733.393063 nChanged 31 SP:Iteration 69Q (848.186468 sec): 3 clusters Score: Raw -6504881.971053 + Penalty 2147.732904 = -6502734.238150 nChanged 34 SP:Iteration 70Q (848.312874 sec): 3 clusters Score: Raw -6504882.892123 + Penalty 2147.732904 = -6502735.159219 nChanged 31 SP:Iteration 71Q (848.455448 sec): 3 clusters Score: Raw -6504883.730683 + Penalty 2147.732904 = -6502735.997779 nChanged 30 SP:Iteration 72Q (848.578823 sec): 3 clusters Score: Raw -6504884.506851 + Penalty 2147.732904 = -6502736.773947 nChanged 23 SP:Iteration 73Q (848.716848 sec): 3 clusters Score: Raw -6504885.003223 + Penalty 2147.732904 = -6502737.270320 nChanged 19 SP:Iteration 74Q (848.851288 sec): 3 clusters Score: Raw -6504885.364498 + Penalty 2147.732904 = -6502737.631595 nChanged 17 SP:Iteration 75Q (848.988984 sec): 3 clusters Score: Raw -6504885.779632 + Penalty 2147.732904 = -6502738.046728 nChanged 20 SP:Iteration 76Q (849.128867 sec): 3 clusters Score: Raw -6504886.338191 + Penalty 2147.732904 = -6502738.605288 nChanged 20 SP:Iteration 77Q (849.258999 sec): 3 clusters Score: Raw -6504886.717115 + Penalty 2147.732904 = -6502738.984211 nChanged 16 SP:Iteration 78Q (849.413725 sec): 3 clusters Score: Raw -6504887.027477 + Penalty 2147.732904 = -6502739.294574 nChanged 16 SP:Iteration 79Q (849.534884 sec): 3 clusters Score: Raw -6504887.322463 + Penalty 2147.732904 = -6502739.589560 nChanged 10 SP:Iteration 80F (849.694205 sec): 3 clusters Score: Raw -6504887.465323 + Penalty 2147.732904 = -6502739.732420 nChanged 5 SP:Iteration 81Q (849.825413 sec): 3 clusters Score: Raw -6504887.577163 + Penalty 2147.732904 = -6502739.844259 nChanged 6 SP:Iteration 82Q (849.963778 sec): 3 clusters Score: Raw -6504887.683935 + Penalty 2147.732904 = -6502739.951031 nChanged 4 SP:Iteration 83Q (850.094908 sec): 3 clusters Score: Raw -6504887.728658 + Penalty 2147.732904 = -6502739.995755 nChanged 4 SP:Iteration 84Q (850.220752 sec): 3 clusters Score: Raw -6504887.790995 + Penalty 2147.732904 = -6502740.058091 nChanged 5 SP:Iteration 85Q (850.350967 sec): 3 clusters Score: Raw -6504887.921848 + Penalty 2147.732904 = -6502740.188944 nChanged 5 SP:Iteration 86Q (850.476286 sec): 3 clusters Score: Raw -6504888.031829 + Penalty 2147.732904 = -6502740.298925 nChanged 7 SP:Iteration 87Q (850.612502 sec): 3 clusters Score: Raw -6504888.172724 + Penalty 2147.732904 = -6502740.439820 nChanged 4 SP:Iteration 88Q (850.742078 sec): 3 clusters Score: Raw -6504888.197068 + Penalty 2147.732904 = -6502740.464164 nChanged 0 SP:Iteration 89F (850.882042 sec): 3 clusters Score: Raw -6504888.197068 + Penalty 2147.732904 = -6502740.464164 nChanged 0 Score: Raw -15305445.283343 + Penalty 20846.071108 = -15284599.212235 Splitting cluster 2 changes total score from -15281583.531644 to -15284599.212235 So it's getting split into cluster 15. Trying to split cluster 3 (2604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (852.875891 sec): 2 clusters Score: Raw -209829.477351 + Penalty 747.156380 = -209082.320971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (852.911789 sec): 3 clusters Score: Raw -208516.114016 + Penalty 1494.312761 = -207021.801256 nChanged 1048 SP:Iteration 1F (852.957383 sec): 3 clusters Score: Raw -209115.421753 + Penalty 1494.312761 = -207621.108992 nChanged 203 SP:Iteration 2F (853.000610 sec): 3 clusters Score: Raw -209230.085212 + Penalty 1494.312761 = -207735.772452 nChanged 141 SP:Iteration 3F (853.049905 sec): 3 clusters Score: Raw -209303.166706 + Penalty 1494.312761 = -207808.853946 nChanged 93 SP:Iteration 4Q (853.104338 sec): 3 clusters Score: Raw -209343.921240 + Penalty 1494.312761 = -207849.608479 nChanged 72 SP:Iteration 5Q (853.142176 sec): 3 clusters Score: Raw -209374.689002 + Penalty 1494.312761 = -207880.376241 nChanged 72 SP:Iteration 6Q (853.191294 sec): 3 clusters Score: Raw -209406.067397 + Penalty 1494.312761 = -207911.754637 nChanged 51 SP:Iteration 7Q (853.255108 sec): 3 clusters Score: Raw -209427.401577 + Penalty 1494.312761 = -207933.088816 nChanged 47 SP:Iteration 8Q (853.301838 sec): 3 clusters Score: Raw -209444.468186 + Penalty 1494.312761 = -207950.155426 nChanged 36 SP:Iteration 9Q (853.340930 sec): 3 clusters Score: Raw -209456.142040 + Penalty 1494.312761 = -207961.829279 nChanged 29 SP:Iteration 10Q (853.386103 sec): 3 clusters Score: Raw -209464.687359 + Penalty 1494.312761 = -207970.374598 nChanged 29 SP:Iteration 11Q (853.444757 sec): 3 clusters Score: Raw -209475.058216 + Penalty 1494.312761 = -207980.745455 nChanged 23 SP:Iteration 12Q (853.487633 sec): 3 clusters Score: Raw -209481.497084 + Penalty 1494.312761 = -207987.184323 nChanged 21 SP:Iteration 13Q (853.539151 sec): 3 clusters Score: Raw -209490.021730 + Penalty 1494.312761 = -207995.708969 nChanged 25 SP:Iteration 14Q (853.594634 sec): 3 clusters Score: Raw -209501.512242 + Penalty 1494.312761 = -208007.199481 nChanged 37 SP:Iteration 15Q (853.652081 sec): 3 clusters Score: Raw -209517.164461 + Penalty 1494.312761 = -208022.851700 nChanged 38 SP:Iteration 16Q (853.706420 sec): 3 clusters Score: Raw -209532.177107 + Penalty 1494.312761 = -208037.864346 nChanged 39 SP:Iteration 17Q (853.760564 sec): 3 clusters Score: Raw -209545.113894 + Penalty 1494.312761 = -208050.801134 nChanged 34 SP:Iteration 18Q (853.807097 sec): 3 clusters Score: Raw -209555.044940 + Penalty 1494.312761 = -208060.732179 nChanged 32 SP:Iteration 19Q (853.864108 sec): 3 clusters Score: Raw -209566.385175 + Penalty 1494.312761 = -208072.072414 nChanged 25 SP:Iteration 20F (853.917521 sec): 3 clusters Score: Raw -209575.656304 + Penalty 1494.312761 = -208081.343543 nChanged 35 SP:Iteration 21Q (853.959394 sec): 3 clusters Score: Raw -209586.004535 + Penalty 1494.312761 = -208091.691775 nChanged 29 SP:Iteration 22Q (854.009124 sec): 3 clusters Score: Raw -209595.402426 + Penalty 1494.312761 = -208101.089665 nChanged 22 SP:Iteration 23Q (854.052880 sec): 3 clusters Score: Raw -209604.538077 + Penalty 1494.312761 = -208110.225317 nChanged 19 SP:Iteration 24Q (854.104241 sec): 3 clusters Score: Raw -209610.726130 + Penalty 1494.312761 = -208116.413369 nChanged 25 SP:Iteration 25Q (854.152806 sec): 3 clusters Score: Raw -209618.401451 + Penalty 1494.312761 = -208124.088691 nChanged 26 SP:Iteration 26Q (854.203836 sec): 3 clusters Score: Raw -209627.371140 + Penalty 1494.312761 = -208133.058380 nChanged 15 SP:Iteration 27Q (854.262725 sec): 3 clusters Score: Raw -209633.112379 + Penalty 1494.312761 = -208138.799619 nChanged 20 SP:Iteration 28Q (854.316336 sec): 3 clusters Score: Raw -209641.046868 + Penalty 1494.312761 = -208146.734108 nChanged 17 SP:Iteration 29Q (854.359626 sec): 3 clusters Score: Raw -209647.240089 + Penalty 1494.312761 = -208152.927328 nChanged 17 SP:Iteration 30Q (854.414613 sec): 3 clusters Score: Raw -209655.417749 + Penalty 1494.312761 = -208161.104989 nChanged 21 SP:Iteration 31Q (854.456470 sec): 3 clusters Score: Raw -209661.064208 + Penalty 1494.312761 = -208166.751447 nChanged 14 SP:Iteration 32Q (854.509420 sec): 3 clusters Score: Raw -209664.323481 + Penalty 1494.312761 = -208170.010721 nChanged 9 SP:Iteration 33Q (854.547203 sec): 3 clusters Score: Raw -209665.952008 + Penalty 1494.312761 = -208171.639248 nChanged 5 SP:Iteration 34Q (854.602856 sec): 3 clusters Score: Raw -209666.807685 + Penalty 1494.312761 = -208172.494925 nChanged 3 SP:Iteration 35Q (854.642349 sec): 3 clusters Score: Raw -209667.401667 + Penalty 1494.312761 = -208173.088906 nChanged 2 SP:Iteration 36Q (854.692935 sec): 3 clusters Score: Raw -209667.699131 + Penalty 1494.312761 = -208173.386371 nChanged 1 SP:Iteration 37Q (854.748991 sec): 3 clusters Score: Raw -209667.810434 + Penalty 1494.312761 = -208173.497674 nChanged 0 SP:Iteration 38F (854.798137 sec): 3 clusters Score: Raw -209667.810434 + Penalty 1494.312761 = -208173.497674 nChanged 0 Trying to split cluster 4 (6218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (854.817233 sec): 2 clusters Score: Raw -483150.102081 + Penalty 829.844341 = -482320.257740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (854.872367 sec): 3 clusters Score: Raw -479666.762420 + Penalty 1659.688682 = -478007.073738 nChanged 2705 SP:Iteration 1F (854.931120 sec): 3 clusters Score: Raw -481254.398316 + Penalty 1659.688682 = -479594.709634 nChanged 447 SP:Iteration 2F (854.978771 sec): 3 clusters Score: Raw -481585.704903 + Penalty 1659.688682 = -479926.016221 nChanged 456 SP:Iteration 3F (855.036871 sec): 3 clusters Score: Raw -481974.039425 + Penalty 1659.688682 = -480314.350743 nChanged 480 SP:Iteration 4F (855.093317 sec): 3 clusters Score: Raw -482373.494973 + Penalty 1659.688682 = -480713.806291 nChanged 441 SP:Iteration 5F (855.142853 sec): 3 clusters Score: Raw -482707.884820 + Penalty 1659.688682 = -481048.196137 nChanged 376 SP:Iteration 6F (855.201933 sec): 3 clusters Score: Raw -482961.072137 + Penalty 1659.688682 = -481301.383455 nChanged 270 SP:Iteration 7Q (855.258301 sec): 3 clusters Score: Raw -483117.977671 + Penalty 1659.688682 = -481458.288989 nChanged 219 SP:Iteration 8Q (855.303656 sec): 3 clusters Score: Raw -483231.234089 + Penalty 1659.688682 = -481571.545406 nChanged 181 SP:Iteration 9Q (855.371977 sec): 3 clusters Score: Raw -483329.167927 + Penalty 1659.688682 = -481669.479244 nChanged 149 SP:Iteration 10Q (855.428372 sec): 3 clusters Score: Raw -483412.715410 + Penalty 1659.688682 = -481753.026728 nChanged 127 SP:Iteration 11Q (855.477088 sec): 3 clusters Score: Raw -483465.822810 + Penalty 1659.688682 = -481806.134127 nChanged 88 SP:Iteration 12Q (855.540297 sec): 3 clusters Score: Raw -483497.510688 + Penalty 1659.688682 = -481837.822006 nChanged 61 SP:Iteration 13Q (855.593198 sec): 3 clusters Score: Raw -483512.774902 + Penalty 1659.688682 = -481853.086220 nChanged 47 SP:Iteration 14Q (855.646690 sec): 3 clusters Score: Raw -483523.472384 + Penalty 1659.688682 = -481863.783701 nChanged 35 SP:Iteration 15Q (855.708465 sec): 3 clusters Score: Raw -483532.038422 + Penalty 1659.688682 = -481872.349740 nChanged 42 SP:Iteration 16Q (855.756754 sec): 3 clusters Score: Raw -483541.117042 + Penalty 1659.688682 = -481881.428360 nChanged 33 SP:Iteration 17Q (855.818092 sec): 3 clusters Score: Raw -483547.597326 + Penalty 1659.688682 = -481887.908644 nChanged 26 SP:Iteration 18Q (855.874611 sec): 3 clusters Score: Raw -483552.441289 + Penalty 1659.688682 = -481892.752607 nChanged 25 SP:Iteration 19Q (855.929194 sec): 3 clusters Score: Raw -483556.213236 + Penalty 1659.688682 = -481896.524554 nChanged 24 SP:Iteration 20F (855.979840 sec): 3 clusters Score: Raw -483561.306928 + Penalty 1659.688682 = -481901.618246 nChanged 23 SP:Iteration 21Q (856.041754 sec): 3 clusters Score: Raw -483565.096073 + Penalty 1659.688682 = -481905.407391 nChanged 18 SP:Iteration 22Q (856.097652 sec): 3 clusters Score: Raw -483567.460299 + Penalty 1659.688682 = -481907.771617 nChanged 14 SP:Iteration 23Q (856.154262 sec): 3 clusters Score: Raw -483569.051007 + Penalty 1659.688682 = -481909.362325 nChanged 9 SP:Iteration 24Q (856.209676 sec): 3 clusters Score: Raw -483569.991677 + Penalty 1659.688682 = -481910.302994 nChanged 10 SP:Iteration 25Q (856.266981 sec): 3 clusters Score: Raw -483571.154922 + Penalty 1659.688682 = -481911.466240 nChanged 9 SP:Iteration 26Q (856.319595 sec): 3 clusters Score: Raw -483572.502011 + Penalty 1659.688682 = -481912.813329 nChanged 12 SP:Iteration 27Q (856.367806 sec): 3 clusters Score: Raw -483574.453528 + Penalty 1659.688682 = -481914.764845 nChanged 11 SP:Iteration 28Q (856.428214 sec): 3 clusters Score: Raw -483575.535911 + Penalty 1659.688682 = -481915.847228 nChanged 5 SP:Iteration 29Q (856.479975 sec): 3 clusters Score: Raw -483575.957091 + Penalty 1659.688682 = -481916.268409 nChanged 6 SP:Iteration 30Q (856.537619 sec): 3 clusters Score: Raw -483577.029093 + Penalty 1659.688682 = -481917.340411 nChanged 6 SP:Iteration 31Q (856.587154 sec): 3 clusters Score: Raw -483577.696049 + Penalty 1659.688682 = -481918.007366 nChanged 6 SP:Iteration 32Q (856.647068 sec): 3 clusters Score: Raw -483578.126695 + Penalty 1659.688682 = -481918.438013 nChanged 8 SP:Iteration 33Q (856.692866 sec): 3 clusters Score: Raw -483579.090921 + Penalty 1659.688682 = -481919.402239 nChanged 13 SP:Iteration 34Q (856.749651 sec): 3 clusters Score: Raw -483581.110914 + Penalty 1659.688682 = -481921.422232 nChanged 12 SP:Iteration 35Q (856.813079 sec): 3 clusters Score: Raw -483583.542646 + Penalty 1659.688682 = -481923.853963 nChanged 10 SP:Iteration 36Q (856.867528 sec): 3 clusters Score: Raw -483584.912056 + Penalty 1659.688682 = -481925.223374 nChanged 5 SP:Iteration 37Q (856.922218 sec): 3 clusters Score: Raw -483585.371021 + Penalty 1659.688682 = -481925.682339 nChanged 4 SP:Iteration 38Q (856.967754 sec): 3 clusters Score: Raw -483585.805406 + Penalty 1659.688682 = -481926.116724 nChanged 2 SP:Iteration 39Q (857.022527 sec): 3 clusters Score: Raw -483586.165296 + Penalty 1659.688682 = -481926.476614 nChanged 4 SP:Iteration 40F (857.069889 sec): 3 clusters Score: Raw -483586.605721 + Penalty 1659.688682 = -481926.917039 nChanged 5 SP:Iteration 41Q (857.130291 sec): 3 clusters Score: Raw -483587.023704 + Penalty 1659.688682 = -481927.335021 nChanged 4 SP:Iteration 42Q (857.182295 sec): 3 clusters Score: Raw -483587.313436 + Penalty 1659.688682 = -481927.624754 nChanged 2 SP:Iteration 43Q (857.233990 sec): 3 clusters Score: Raw -483587.419514 + Penalty 1659.688682 = -481927.730832 nChanged 2 SP:Iteration 44Q (857.297359 sec): 3 clusters Score: Raw -483587.522262 + Penalty 1659.688682 = -481927.833580 nChanged 1 SP:Iteration 45Q (857.349072 sec): 3 clusters Score: Raw -483587.579415 + Penalty 1659.688682 = -481927.890733 nChanged 0 SP:Iteration 46F (857.403717 sec): 3 clusters Score: Raw -483587.579415 + Penalty 1659.688682 = -481927.890733 nChanged 0 Trying to split cluster 5 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (857.434534 sec): 2 clusters Score: Raw -7389.899888 + Penalty 455.600102 = -6934.299787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (857.472929 sec): 3 clusters Score: Raw -7471.078586 + Penalty 911.200204 = -6559.878382 nChanged 18 SP:Iteration 1F (857.523968 sec): 3 clusters Score: Raw -7521.360736 + Penalty 911.200204 = -6610.160533 nChanged 8 SP:Iteration 2F (857.579777 sec): 3 clusters Score: Raw -7550.628167 + Penalty 911.200204 = -6639.427963 nChanged 1 SP:Iteration 3Q (857.618927 sec): 3 clusters Score: Raw -7554.153456 + Penalty 911.200204 = -6642.953253 nChanged 0 SP:Iteration 4F (857.650931 sec): 3 clusters Score: Raw -7554.153456 + Penalty 911.200204 = -6642.953253 nChanged 0 Trying to split cluster 6 (10170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (857.692386 sec): 2 clusters Score: Raw -835451.808907 + Penalty 876.583761 = -834575.225145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (857.736033 sec): 3 clusters Score: Raw -829348.893826 + Penalty 1753.167523 = -827595.726303 nChanged 4581 SP:Iteration 1F (857.806033 sec): 3 clusters Score: Raw -832069.407653 + Penalty 1753.167523 = -830316.240130 nChanged 684 SP:Iteration 2F (857.858249 sec): 3 clusters Score: Raw -832455.086586 + Penalty 1753.167523 = -830701.919063 nChanged 679 SP:Iteration 3F (857.919437 sec): 3 clusters Score: Raw -832882.017193 + Penalty 1753.167523 = -831128.849670 nChanged 717 SP:Iteration 4F (857.987609 sec): 3 clusters Score: Raw -833382.182123 + Penalty 1753.167523 = -831629.014600 nChanged 722 SP:Iteration 5F (858.036405 sec): 3 clusters Score: Raw -833916.806778 + Penalty 1753.167523 = -832163.639255 nChanged 658 SP:Iteration 6F (858.103866 sec): 3 clusters Score: Raw -834453.783882 + Penalty 1753.167523 = -832700.616359 nChanged 547 SP:Iteration 7F (858.165316 sec): 3 clusters Score: Raw -834904.852784 + Penalty 1753.167523 = -833151.685261 nChanged 412 SP:Iteration 8Q (858.228945 sec): 3 clusters Score: Raw -835192.982466 + Penalty 1753.167523 = -833439.814943 nChanged 280 SP:Iteration 9Q (858.287939 sec): 3 clusters Score: Raw -835343.274466 + Penalty 1753.167523 = -833590.106943 nChanged 163 SP:Iteration 10Q (858.342991 sec): 3 clusters Score: Raw -835412.727179 + Penalty 1753.167523 = -833659.559656 nChanged 101 SP:Iteration 11Q (858.400505 sec): 3 clusters Score: Raw -835451.332483 + Penalty 1753.167523 = -833698.164960 nChanged 78 SP:Iteration 12Q (858.445927 sec): 3 clusters Score: Raw -835477.956037 + Penalty 1753.167523 = -833724.788514 nChanged 71 SP:Iteration 13Q (858.500177 sec): 3 clusters Score: Raw -835498.658197 + Penalty 1753.167523 = -833745.490674 nChanged 59 SP:Iteration 14Q (858.561252 sec): 3 clusters Score: Raw -835512.064160 + Penalty 1753.167523 = -833758.896637 nChanged 52 SP:Iteration 15Q (858.620747 sec): 3 clusters Score: Raw -835521.689856 + Penalty 1753.167523 = -833768.522333 nChanged 40 SP:Iteration 16Q (858.671226 sec): 3 clusters Score: Raw -835529.315284 + Penalty 1753.167523 = -833776.147761 nChanged 39 SP:Iteration 17Q (858.735043 sec): 3 clusters Score: Raw -835535.883778 + Penalty 1753.167523 = -833782.716255 nChanged 27 SP:Iteration 18Q (858.791725 sec): 3 clusters Score: Raw -835540.045413 + Penalty 1753.167523 = -833786.877890 nChanged 22 SP:Iteration 19Q (858.844786 sec): 3 clusters Score: Raw -835542.842052 + Penalty 1753.167523 = -833789.674529 nChanged 19 SP:Iteration 20F (858.901168 sec): 3 clusters Score: Raw -835544.835970 + Penalty 1753.167523 = -833791.668447 nChanged 21 SP:Iteration 21Q (858.960399 sec): 3 clusters Score: Raw -835547.993002 + Penalty 1753.167523 = -833794.825479 nChanged 19 SP:Iteration 22Q (859.018592 sec): 3 clusters Score: Raw -835549.966065 + Penalty 1753.167523 = -833796.798542 nChanged 18 SP:Iteration 23Q (859.079360 sec): 3 clusters Score: Raw -835552.367938 + Penalty 1753.167523 = -833799.200415 nChanged 15 SP:Iteration 24Q (859.136485 sec): 3 clusters Score: Raw -835555.097820 + Penalty 1753.167523 = -833801.930297 nChanged 20 SP:Iteration 25Q (859.191258 sec): 3 clusters Score: Raw -835558.271549 + Penalty 1753.167523 = -833805.104026 nChanged 15 SP:Iteration 26Q (859.242269 sec): 3 clusters Score: Raw -835559.883684 + Penalty 1753.167523 = -833806.716161 nChanged 11 SP:Iteration 27Q (859.314203 sec): 3 clusters Score: Raw -835561.205896 + Penalty 1753.167523 = -833808.038374 nChanged 14 SP:Iteration 28Q (859.368291 sec): 3 clusters Score: Raw -835562.377715 + Penalty 1753.167523 = -833809.210192 nChanged 9 SP:Iteration 29Q (859.421047 sec): 3 clusters Score: Raw -835563.137335 + Penalty 1753.167523 = -833809.969812 nChanged 8 SP:Iteration 30Q (859.468894 sec): 3 clusters Score: Raw -835564.042742 + Penalty 1753.167523 = -833810.875219 nChanged 10 SP:Iteration 31Q (859.532459 sec): 3 clusters Score: Raw -835564.749116 + Penalty 1753.167523 = -833811.581593 nChanged 9 SP:Iteration 32Q (859.589428 sec): 3 clusters Score: Raw -835565.803291 + Penalty 1753.167523 = -833812.635768 nChanged 11 SP:Iteration 33Q (859.655253 sec): 3 clusters Score: Raw -835566.726681 + Penalty 1753.167523 = -833813.559158 nChanged 11 SP:Iteration 34Q (859.709653 sec): 3 clusters Score: Raw -835567.762630 + Penalty 1753.167523 = -833814.595107 nChanged 8 SP:Iteration 35Q (859.759178 sec): 3 clusters Score: Raw -835568.386153 + Penalty 1753.167523 = -833815.218630 nChanged 6 SP:Iteration 36Q (859.824858 sec): 3 clusters Score: Raw -835568.926666 + Penalty 1753.167523 = -833815.759143 nChanged 11 SP:Iteration 37Q (859.882618 sec): 3 clusters Score: Raw -835569.782958 + Penalty 1753.167523 = -833816.615435 nChanged 7 SP:Iteration 38Q (859.944130 sec): 3 clusters Score: Raw -835570.410475 + Penalty 1753.167523 = -833817.242952 nChanged 7 SP:Iteration 39Q (860.004243 sec): 3 clusters Score: Raw -835571.689598 + Penalty 1753.167523 = -833818.522075 nChanged 7 SP:Iteration 40F (860.062470 sec): 3 clusters Score: Raw -835572.572857 + Penalty 1753.167523 = -833819.405334 nChanged 7 SP:Iteration 41Q (860.115170 sec): 3 clusters Score: Raw -835573.579729 + Penalty 1753.167523 = -833820.412206 nChanged 10 SP:Iteration 42Q (860.166218 sec): 3 clusters Score: Raw -835574.584264 + Penalty 1753.167523 = -833821.416741 nChanged 8 SP:Iteration 43Q (860.223792 sec): 3 clusters Score: Raw -835575.486820 + Penalty 1753.167523 = -833822.319297 nChanged 9 SP:Iteration 44Q (860.279935 sec): 3 clusters Score: Raw -835576.776292 + Penalty 1753.167523 = -833823.608769 nChanged 10 SP:Iteration 45Q (860.337188 sec): 3 clusters Score: Raw -835577.861100 + Penalty 1753.167523 = -833824.693577 nChanged 5 SP:Iteration 46Q (860.397359 sec): 3 clusters Score: Raw -835578.353792 + Penalty 1753.167523 = -833825.186269 nChanged 2 SP:Iteration 47Q (860.462414 sec): 3 clusters Score: Raw -835578.592991 + Penalty 1753.167523 = -833825.425468 nChanged 1 SP:Iteration 48Q (860.518560 sec): 3 clusters Score: Raw -835578.622992 + Penalty 1753.167523 = -833825.455469 nChanged 1 SP:Iteration 49Q (860.582381 sec): 3 clusters Score: Raw -835578.653340 + Penalty 1753.167523 = -833825.485818 nChanged 1 SP:Iteration 50Q (860.641294 sec): 3 clusters Score: Raw -835578.701999 + Penalty 1753.167523 = -833825.534477 nChanged 1 SP:Iteration 51Q (860.701104 sec): 3 clusters Score: Raw -835578.750868 + Penalty 1753.167523 = -833825.583345 nChanged 2 SP:Iteration 52Q (860.755670 sec): 3 clusters Score: Raw -835578.879163 + Penalty 1753.167523 = -833825.711640 nChanged 1 SP:Iteration 53Q (860.814918 sec): 3 clusters Score: Raw -835579.013445 + Penalty 1753.167523 = -833825.845922 nChanged 1 SP:Iteration 54Q (860.875533 sec): 3 clusters Score: Raw -835579.090725 + Penalty 1753.167523 = -833825.923202 nChanged 2 SP:Iteration 55Q (860.928333 sec): 3 clusters Score: Raw -835579.250034 + Penalty 1753.167523 = -833826.082511 nChanged 1 SP:Iteration 56Q (860.973601 sec): 3 clusters Score: Raw -835579.309005 + Penalty 1753.167523 = -833826.141482 nChanged 1 SP:Iteration 57Q (861.037532 sec): 3 clusters Score: Raw -835579.350729 + Penalty 1753.167523 = -833826.183206 nChanged 0 SP:Iteration 58F (861.082014 sec): 3 clusters Score: Raw -835579.350729 + Penalty 1753.167523 = -833826.183206 nChanged 0 Trying to split cluster 7 (863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (861.103042 sec): 2 clusters Score: Raw -67945.676675 + Penalty 642.239396 = -67303.437280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (861.151660 sec): 3 clusters Score: Raw -67590.563874 + Penalty 1284.478791 = -66306.085083 nChanged 280 SP:Iteration 1F (861.198034 sec): 3 clusters Score: Raw -67797.376563 + Penalty 1284.478791 = -66512.897772 nChanged 61 SP:Iteration 2F (861.251692 sec): 3 clusters Score: Raw -67841.971442 + Penalty 1284.478791 = -66557.492651 nChanged 40 SP:Iteration 3Q (861.300896 sec): 3 clusters Score: Raw -67868.425030 + Penalty 1284.478791 = -66583.946239 nChanged 15 SP:Iteration 4Q (861.345047 sec): 3 clusters Score: Raw -67878.777214 + Penalty 1284.478791 = -66594.298423 nChanged 11 SP:Iteration 5Q (861.391949 sec): 3 clusters Score: Raw -67885.875615 + Penalty 1284.478791 = -66601.396824 nChanged 6 SP:Iteration 6Q (861.441696 sec): 3 clusters Score: Raw -67892.761205 + Penalty 1284.478791 = -66608.282414 nChanged 8 SP:Iteration 7Q (861.474831 sec): 3 clusters Score: Raw -67895.888991 + Penalty 1284.478791 = -66611.410199 nChanged 2 SP:Iteration 8Q (861.518161 sec): 3 clusters Score: Raw -67896.769414 + Penalty 1284.478791 = -66612.290623 nChanged 1 SP:Iteration 9Q (861.573199 sec): 3 clusters Score: Raw -67896.992741 + Penalty 1284.478791 = -66612.513950 nChanged 0 SP:Iteration 10F (861.619823 sec): 3 clusters Score: Raw -67896.992741 + Penalty 1284.478791 = -66612.513950 nChanged 0 Trying to split cluster 8 (40100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (861.683788 sec): 2 clusters Score: Raw -3216699.822087 + Penalty 1006.917503 = -3215692.904584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (861.768418 sec): 3 clusters Score: Raw -3190981.644713 + Penalty 2013.835007 = -3188967.809706 nChanged 18950 SP:Iteration 1F (861.877040 sec): 3 clusters Score: Raw -3202982.770658 + Penalty 2013.835007 = -3200968.935651 nChanged 2628 SP:Iteration 2F (861.972859 sec): 3 clusters Score: Raw -3204527.325259 + Penalty 2013.835007 = -3202513.490252 nChanged 3051 SP:Iteration 3F (862.066504 sec): 3 clusters Score: Raw -3206725.915111 + Penalty 2013.835007 = -3204712.080104 nChanged 3223 SP:Iteration 4F (862.155259 sec): 3 clusters Score: Raw -3209557.286080 + Penalty 2013.835007 = -3207543.451074 nChanged 2974 SP:Iteration 5F (862.251076 sec): 3 clusters Score: Raw -3212400.473670 + Penalty 2013.835007 = -3210386.638664 nChanged 2150 SP:Iteration 6F (862.347965 sec): 3 clusters Score: Raw -3214429.759043 + Penalty 2013.835007 = -3212415.924036 nChanged 1295 SP:Iteration 7Q (862.436335 sec): 3 clusters Score: Raw -3215554.805592 + Penalty 2013.835007 = -3213540.970586 nChanged 741 SP:Iteration 8Q (862.538308 sec): 3 clusters Score: Raw -3216186.809283 + Penalty 2013.835007 = -3214172.974277 nChanged 380 SP:Iteration 9Q (862.622117 sec): 3 clusters Score: Raw -3216521.215468 + Penalty 2013.835007 = -3214507.380461 nChanged 204 SP:Iteration 10Q (862.706798 sec): 3 clusters Score: Raw -3216743.947433 + Penalty 2013.835007 = -3214730.112427 nChanged 163 SP:Iteration 11Q (862.800952 sec): 3 clusters Score: Raw -3216926.324359 + Penalty 2013.835007 = -3214912.489353 nChanged 151 SP:Iteration 12Q (862.892019 sec): 3 clusters Score: Raw -3217075.227852 + Penalty 2013.835007 = -3215061.392846 nChanged 137 SP:Iteration 13Q (862.981134 sec): 3 clusters Score: Raw -3217191.214789 + Penalty 2013.835007 = -3215177.379783 nChanged 154 SP:Iteration 14Q (863.070210 sec): 3 clusters Score: Raw -3217326.631946 + Penalty 2013.835007 = -3215312.796939 nChanged 159 SP:Iteration 15Q (863.143747 sec): 3 clusters Score: Raw -3217446.700469 + Penalty 2013.835007 = -3215432.865463 nChanged 156 SP:Iteration 16Q (863.239361 sec): 3 clusters Score: Raw -3217569.868263 + Penalty 2013.835007 = -3215556.033257 nChanged 172 SP:Iteration 17Q (863.322932 sec): 3 clusters Score: Raw -3217690.911467 + Penalty 2013.835007 = -3215677.076461 nChanged 183 SP:Iteration 18Q (863.408095 sec): 3 clusters Score: Raw -3217821.849542 + Penalty 2013.835007 = -3215808.014535 nChanged 207 SP:Iteration 19Q (863.489512 sec): 3 clusters Score: Raw -3217969.100501 + Penalty 2013.835007 = -3215955.265495 nChanged 241 SP:Iteration 20F (863.582250 sec): 3 clusters Score: Raw -3218165.683081 + Penalty 2013.835007 = -3216151.848075 nChanged 294 SP:Iteration 21Q (863.680075 sec): 3 clusters Score: Raw -3218375.075742 + Penalty 2013.835007 = -3216361.240736 nChanged 277 SP:Iteration 22Q (863.771391 sec): 3 clusters Score: Raw -3218556.097954 + Penalty 2013.835007 = -3216542.262948 nChanged 291 SP:Iteration 23Q (863.865485 sec): 3 clusters Score: Raw -3218733.769405 + Penalty 2013.835007 = -3216719.934398 nChanged 314 SP:Iteration 24Q (863.947291 sec): 3 clusters Score: Raw -3218906.077670 + Penalty 2013.835007 = -3216892.242663 nChanged 346 SP:Iteration 25Q (864.033723 sec): 3 clusters Score: Raw -3219083.113888 + Penalty 2013.835007 = -3217069.278882 nChanged 336 SP:Iteration 26Q (864.123529 sec): 3 clusters Score: Raw -3219231.442080 + Penalty 2013.835007 = -3217217.607073 nChanged 313 SP:Iteration 27Q (864.208041 sec): 3 clusters Score: Raw -3219343.658523 + Penalty 2013.835007 = -3217329.823517 nChanged 271 SP:Iteration 28Q (864.298202 sec): 3 clusters Score: Raw -3219431.396011 + Penalty 2013.835007 = -3217417.561005 nChanged 244 SP:Iteration 29Q (864.388402 sec): 3 clusters Score: Raw -3219494.875643 + Penalty 2013.835007 = -3217481.040637 nChanged 207 SP:Iteration 30Q (864.476615 sec): 3 clusters Score: Raw -3219540.201949 + Penalty 2013.835007 = -3217526.366942 nChanged 172 SP:Iteration 31Q (864.549692 sec): 3 clusters Score: Raw -3219576.751630 + Penalty 2013.835007 = -3217562.916623 nChanged 174 SP:Iteration 32Q (864.647074 sec): 3 clusters Score: Raw -3219609.126367 + Penalty 2013.835007 = -3217595.291361 nChanged 145 SP:Iteration 33Q (864.730750 sec): 3 clusters Score: Raw -3219633.589443 + Penalty 2013.835007 = -3217619.754437 nChanged 129 SP:Iteration 34Q (864.813451 sec): 3 clusters Score: Raw -3219657.908370 + Penalty 2013.835007 = -3217644.073364 nChanged 113 SP:Iteration 35Q (864.907025 sec): 3 clusters Score: Raw -3219674.295235 + Penalty 2013.835007 = -3217660.460229 nChanged 94 SP:Iteration 36Q (864.985667 sec): 3 clusters Score: Raw -3219684.193816 + Penalty 2013.835007 = -3217670.358809 nChanged 67 SP:Iteration 37Q (865.071338 sec): 3 clusters Score: Raw -3219689.769686 + Penalty 2013.835007 = -3217675.934680 nChanged 52 SP:Iteration 38Q (865.153088 sec): 3 clusters Score: Raw -3219694.292880 + Penalty 2013.835007 = -3217680.457874 nChanged 53 SP:Iteration 39Q (865.243323 sec): 3 clusters Score: Raw -3219698.102109 + Penalty 2013.835007 = -3217684.267102 nChanged 47 SP:Iteration 40F (865.332881 sec): 3 clusters Score: Raw -3219754.388473 + Penalty 2013.835007 = -3217740.553466 nChanged 135 SP:Iteration 41Q (865.423080 sec): 3 clusters Score: Raw -3219795.643788 + Penalty 2013.835007 = -3217781.808781 nChanged 132 SP:Iteration 42Q (865.513341 sec): 3 clusters Score: Raw -3219819.435536 + Penalty 2013.835007 = -3217805.600530 nChanged 126 SP:Iteration 43Q (865.606560 sec): 3 clusters Score: Raw -3219840.901663 + Penalty 2013.835007 = -3217827.066657 nChanged 124 SP:Iteration 44Q (865.692224 sec): 3 clusters Score: Raw -3219856.409755 + Penalty 2013.835007 = -3217842.574749 nChanged 90 SP:Iteration 45Q (865.781954 sec): 3 clusters Score: Raw -3219865.363792 + Penalty 2013.835007 = -3217851.528785 nChanged 82 SP:Iteration 46Q (865.871797 sec): 3 clusters Score: Raw -3219872.256560 + Penalty 2013.835007 = -3217858.421553 nChanged 67 SP:Iteration 47Q (865.959654 sec): 3 clusters Score: Raw -3219876.949682 + Penalty 2013.835007 = -3217863.114675 nChanged 62 SP:Iteration 48Q (866.045531 sec): 3 clusters Score: Raw -3219881.588494 + Penalty 2013.835007 = -3217867.753487 nChanged 59 SP:Iteration 49Q (866.127465 sec): 3 clusters Score: Raw -3219885.727783 + Penalty 2013.835007 = -3217871.892776 nChanged 55 SP:Iteration 50Q (866.228964 sec): 3 clusters Score: Raw -3219889.312571 + Penalty 2013.835007 = -3217875.477565 nChanged 47 SP:Iteration 51Q (866.318661 sec): 3 clusters Score: Raw -3219892.559231 + Penalty 2013.835007 = -3217878.724225 nChanged 54 SP:Iteration 52Q (866.414815 sec): 3 clusters Score: Raw -3219896.443313 + Penalty 2013.835007 = -3217882.608306 nChanged 54 SP:Iteration 53Q (866.505613 sec): 3 clusters Score: Raw -3219901.550829 + Penalty 2013.835007 = -3217887.715822 nChanged 65 SP:Iteration 54Q (866.599765 sec): 3 clusters Score: Raw -3219908.033154 + Penalty 2013.835007 = -3217894.198147 nChanged 66 SP:Iteration 55Q (866.687333 sec): 3 clusters Score: Raw -3219913.937172 + Penalty 2013.835007 = -3217900.102165 nChanged 51 SP:Iteration 56Q (866.778358 sec): 3 clusters Score: Raw -3219917.732254 + Penalty 2013.835007 = -3217903.897247 nChanged 54 SP:Iteration 57Q (866.869253 sec): 3 clusters Score: Raw -3219922.150285 + Penalty 2013.835007 = -3217908.315278 nChanged 56 SP:Iteration 58Q (866.957624 sec): 3 clusters Score: Raw -3219927.168722 + Penalty 2013.835007 = -3217913.333716 nChanged 65 SP:Iteration 59Q (867.049190 sec): 3 clusters Score: Raw -3219931.912158 + Penalty 2013.835007 = -3217918.077152 nChanged 56 SP:Iteration 60F (867.135292 sec): 3 clusters Score: Raw -3219936.349750 + Penalty 2013.835007 = -3217922.514743 nChanged 56 SP:Iteration 61Q (867.227553 sec): 3 clusters Score: Raw -3219940.882270 + Penalty 2013.835007 = -3217927.047264 nChanged 46 SP:Iteration 62Q (867.318432 sec): 3 clusters Score: Raw -3219943.914631 + Penalty 2013.835007 = -3217930.079624 nChanged 37 SP:Iteration 63Q (867.412979 sec): 3 clusters Score: Raw -3219945.652546 + Penalty 2013.835007 = -3217931.817539 nChanged 23 SP:Iteration 64Q (867.505914 sec): 3 clusters Score: Raw -3219946.590113 + Penalty 2013.835007 = -3217932.755106 nChanged 22 SP:Iteration 65Q (867.590446 sec): 3 clusters Score: Raw -3219947.186988 + Penalty 2013.835007 = -3217933.351981 nChanged 13 SP:Iteration 66Q (867.694343 sec): 3 clusters Score: Raw -3219947.548574 + Penalty 2013.835007 = -3217933.713567 nChanged 10 SP:Iteration 67Q (867.786797 sec): 3 clusters Score: Raw -3219947.832364 + Penalty 2013.835007 = -3217933.997357 nChanged 10 SP:Iteration 68Q (867.879813 sec): 3 clusters Score: Raw -3219948.234346 + Penalty 2013.835007 = -3217934.399340 nChanged 10 SP:Iteration 69Q (867.971305 sec): 3 clusters Score: Raw -3219948.493848 + Penalty 2013.835007 = -3217934.658841 nChanged 8 SP:Iteration 70Q (868.065662 sec): 3 clusters Score: Raw -3219948.717616 + Penalty 2013.835007 = -3217934.882609 nChanged 7 SP:Iteration 71Q (868.146664 sec): 3 clusters Score: Raw -3219948.861459 + Penalty 2013.835007 = -3217935.026452 nChanged 7 SP:Iteration 72Q (868.236493 sec): 3 clusters Score: Raw -3219949.085074 + Penalty 2013.835007 = -3217935.250068 nChanged 5 SP:Iteration 73Q (868.335422 sec): 3 clusters Score: Raw -3219949.251250 + Penalty 2013.835007 = -3217935.416243 nChanged 7 SP:Iteration 74Q (868.424607 sec): 3 clusters Score: Raw -3219949.430567 + Penalty 2013.835007 = -3217935.595561 nChanged 3 SP:Iteration 75Q (868.513786 sec): 3 clusters Score: Raw -3219949.494724 + Penalty 2013.835007 = -3217935.659717 nChanged 8 SP:Iteration 76Q (868.603805 sec): 3 clusters Score: Raw -3219949.659861 + Penalty 2013.835007 = -3217935.824854 nChanged 3 SP:Iteration 77Q (868.690985 sec): 3 clusters Score: Raw -3219949.695289 + Penalty 2013.835007 = -3217935.860282 nChanged 3 SP:Iteration 78Q (868.783226 sec): 3 clusters Score: Raw -3219949.771062 + Penalty 2013.835007 = -3217935.936055 nChanged 4 SP:Iteration 79Q (868.867953 sec): 3 clusters Score: Raw -3219949.850582 + Penalty 2013.835007 = -3217936.015576 nChanged 4 SP:Iteration 80F (868.956919 sec): 3 clusters Score: Raw -3219949.936362 + Penalty 2013.835007 = -3217936.101356 nChanged 6 SP:Iteration 81Q (869.055254 sec): 3 clusters Score: Raw -3219950.156313 + Penalty 2013.835007 = -3217936.321306 nChanged 5 SP:Iteration 82Q (869.149259 sec): 3 clusters Score: Raw -3219950.299748 + Penalty 2013.835007 = -3217936.464741 nChanged 2 SP:Iteration 83Q (869.244412 sec): 3 clusters Score: Raw -3219950.335102 + Penalty 2013.835007 = -3217936.500096 nChanged 1 SP:Iteration 84Q (869.329494 sec): 3 clusters Score: Raw -3219950.345190 + Penalty 2013.835007 = -3217936.510183 nChanged 2 SP:Iteration 85Q (869.412380 sec): 3 clusters Score: Raw -3219950.366665 + Penalty 2013.835007 = -3217936.531659 nChanged 1 SP:Iteration 86Q (869.510267 sec): 3 clusters Score: Raw -3219950.374320 + Penalty 2013.835007 = -3217936.539313 nChanged 1 SP:Iteration 87Q (869.587624 sec): 3 clusters Score: Raw -3219950.379292 + Penalty 2013.835007 = -3217936.544285 nChanged 0 SP:Iteration 88F (869.683216 sec): 3 clusters Score: Raw -3219950.379292 + Penalty 2013.835007 = -3217936.544285 nChanged 0 Score: Raw -15308695.840547 + Penalty 22004.186170 = -15286691.654377 Splitting cluster 8 changes total score from -15281583.531644 to -15286691.654377 So it's getting split into cluster 19. Trying to split cluster 9 (3224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (871.760966 sec): 2 clusters Score: Raw -235931.970335 + Penalty 767.445920 = -235164.524416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (871.808577 sec): 3 clusters Score: Raw -234259.192589 + Penalty 1534.891840 = -232724.300750 nChanged 1314 SP:Iteration 1F (871.855530 sec): 3 clusters Score: Raw -235042.307887 + Penalty 1534.891840 = -233507.416048 nChanged 264 SP:Iteration 2F (871.898043 sec): 3 clusters Score: Raw -235248.300362 + Penalty 1534.891840 = -233713.408523 nChanged 213 SP:Iteration 3F (871.947603 sec): 3 clusters Score: Raw -235384.715872 + Penalty 1534.891840 = -233849.824032 nChanged 171 SP:Iteration 4F (871.989160 sec): 3 clusters Score: Raw -235487.109088 + Penalty 1534.891840 = -233952.217248 nChanged 124 SP:Iteration 5Q (872.045735 sec): 3 clusters Score: Raw -235567.042643 + Penalty 1534.891840 = -234032.150803 nChanged 94 SP:Iteration 6Q (872.087845 sec): 3 clusters Score: Raw -235614.463262 + Penalty 1534.891840 = -234079.571422 nChanged 93 SP:Iteration 7Q (872.140100 sec): 3 clusters Score: Raw -235666.802358 + Penalty 1534.891840 = -234131.910518 nChanged 91 SP:Iteration 8Q (872.200332 sec): 3 clusters Score: Raw -235713.666581 + Penalty 1534.891840 = -234178.774742 nChanged 90 SP:Iteration 9Q (872.242615 sec): 3 clusters Score: Raw -235767.540293 + Penalty 1534.891840 = -234232.648453 nChanged 86 SP:Iteration 10Q (872.301208 sec): 3 clusters Score: Raw -235827.489877 + Penalty 1534.891840 = -234292.598037 nChanged 88 SP:Iteration 11Q (872.353609 sec): 3 clusters Score: Raw -235878.796099 + Penalty 1534.891840 = -234343.904259 nChanged 78 SP:Iteration 12Q (872.406986 sec): 3 clusters Score: Raw -235922.909758 + Penalty 1534.891840 = -234388.017918 nChanged 73 SP:Iteration 13Q (872.452275 sec): 3 clusters Score: Raw -235965.203817 + Penalty 1534.891840 = -234430.311977 nChanged 76 SP:Iteration 14Q (872.495351 sec): 3 clusters Score: Raw -236011.924648 + Penalty 1534.891840 = -234477.032808 nChanged 62 SP:Iteration 15Q (872.551157 sec): 3 clusters Score: Raw -236055.943893 + Penalty 1534.891840 = -234521.052053 nChanged 71 SP:Iteration 16Q (872.595510 sec): 3 clusters Score: Raw -236107.177273 + Penalty 1534.891840 = -234572.285433 nChanged 52 SP:Iteration 17Q (872.646126 sec): 3 clusters Score: Raw -236146.984870 + Penalty 1534.891840 = -234612.093030 nChanged 57 SP:Iteration 18Q (872.703840 sec): 3 clusters Score: Raw -236182.987754 + Penalty 1534.891840 = -234648.095914 nChanged 42 SP:Iteration 19Q (872.749340 sec): 3 clusters Score: Raw -236206.499424 + Penalty 1534.891840 = -234671.607584 nChanged 40 SP:Iteration 20F (872.804361 sec): 3 clusters Score: Raw -236227.368882 + Penalty 1534.891840 = -234692.477042 nChanged 36 SP:Iteration 21Q (872.849831 sec): 3 clusters Score: Raw -236247.527391 + Penalty 1534.891840 = -234712.635551 nChanged 37 SP:Iteration 22Q (872.906132 sec): 3 clusters Score: Raw -236265.281381 + Penalty 1534.891840 = -234730.389541 nChanged 26 SP:Iteration 23Q (872.954128 sec): 3 clusters Score: Raw -236278.019853 + Penalty 1534.891840 = -234743.128014 nChanged 25 SP:Iteration 24Q (873.011436 sec): 3 clusters Score: Raw -236285.788268 + Penalty 1534.891840 = -234750.896428 nChanged 15 SP:Iteration 25Q (873.059284 sec): 3 clusters Score: Raw -236290.156044 + Penalty 1534.891840 = -234755.264205 nChanged 14 SP:Iteration 26Q (873.103554 sec): 3 clusters Score: Raw -236296.175723 + Penalty 1534.891840 = -234761.283883 nChanged 14 SP:Iteration 27Q (873.152836 sec): 3 clusters Score: Raw -236302.459620 + Penalty 1534.891840 = -234767.567780 nChanged 10 SP:Iteration 28Q (873.206429 sec): 3 clusters Score: Raw -236306.248738 + Penalty 1534.891840 = -234771.356898 nChanged 9 SP:Iteration 29Q (873.253697 sec): 3 clusters Score: Raw -236308.791631 + Penalty 1534.891840 = -234773.899791 nChanged 3 SP:Iteration 30Q (873.303710 sec): 3 clusters Score: Raw -236309.354723 + Penalty 1534.891840 = -234774.462884 nChanged 4 SP:Iteration 31Q (873.352146 sec): 3 clusters Score: Raw -236310.542491 + Penalty 1534.891840 = -234775.650651 nChanged 4 SP:Iteration 32Q (873.402596 sec): 3 clusters Score: Raw -236311.604764 + Penalty 1534.891840 = -234776.712925 nChanged 7 SP:Iteration 33Q (873.445974 sec): 3 clusters Score: Raw -236313.714917 + Penalty 1534.891840 = -234778.823077 nChanged 6 SP:Iteration 34Q (873.501929 sec): 3 clusters Score: Raw -236316.902453 + Penalty 1534.891840 = -234782.010614 nChanged 12 SP:Iteration 35Q (873.544821 sec): 3 clusters Score: Raw -236320.498296 + Penalty 1534.891840 = -234785.606457 nChanged 13 SP:Iteration 36Q (873.599837 sec): 3 clusters Score: Raw -236325.236559 + Penalty 1534.891840 = -234790.344719 nChanged 13 SP:Iteration 37Q (873.661477 sec): 3 clusters Score: Raw -236329.179892 + Penalty 1534.891840 = -234794.288053 nChanged 14 SP:Iteration 38Q (873.714673 sec): 3 clusters Score: Raw -236332.568718 + Penalty 1534.891840 = -234797.676878 nChanged 5 SP:Iteration 39Q (873.756826 sec): 3 clusters Score: Raw -236334.261949 + Penalty 1534.891840 = -234799.370109 nChanged 6 SP:Iteration 40F (873.816176 sec): 3 clusters Score: Raw -236335.866454 + Penalty 1534.891840 = -234800.974614 nChanged 6 SP:Iteration 41Q (873.865615 sec): 3 clusters Score: Raw -236336.990641 + Penalty 1534.891840 = -234802.098801 nChanged 2 SP:Iteration 42Q (873.906241 sec): 3 clusters Score: Raw -236337.303168 + Penalty 1534.891840 = -234802.411328 nChanged 2 SP:Iteration 43Q (873.958429 sec): 3 clusters Score: Raw -236337.538927 + Penalty 1534.891840 = -234802.647087 nChanged 0 SP:Iteration 44F (874.015901 sec): 3 clusters Score: Raw -236337.538927 + Penalty 1534.891840 = -234802.647087 nChanged 0 Trying to split cluster 10 (9071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (874.049183 sec): 2 clusters Score: Raw -702278.326108 + Penalty 865.719590 = -701412.606518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (874.097161 sec): 3 clusters Score: Raw -696909.153433 + Penalty 1731.439180 = -695177.714253 nChanged 4096 SP:Iteration 1F (874.168508 sec): 3 clusters Score: Raw -699186.534913 + Penalty 1731.439180 = -697455.095733 nChanged 505 SP:Iteration 2F (874.224433 sec): 3 clusters Score: Raw -699404.104662 + Penalty 1731.439180 = -697672.665481 nChanged 474 SP:Iteration 3F (874.274535 sec): 3 clusters Score: Raw -699617.083751 + Penalty 1731.439180 = -697885.644570 nChanged 464 SP:Iteration 4F (874.343784 sec): 3 clusters Score: Raw -699860.288944 + Penalty 1731.439180 = -698128.849764 nChanged 456 SP:Iteration 5F (874.405133 sec): 3 clusters Score: Raw -700139.376484 + Penalty 1731.439180 = -698407.937304 nChanged 456 SP:Iteration 6F (874.458779 sec): 3 clusters Score: Raw -700491.679519 + Penalty 1731.439180 = -698760.240338 nChanged 504 SP:Iteration 7F (874.513787 sec): 3 clusters Score: Raw -700925.472416 + Penalty 1731.439180 = -699194.033236 nChanged 450 SP:Iteration 8Q (874.569782 sec): 3 clusters Score: Raw -701258.126507 + Penalty 1731.439180 = -699526.687327 nChanged 347 SP:Iteration 9Q (874.627619 sec): 3 clusters Score: Raw -701483.701094 + Penalty 1731.439180 = -699752.261913 nChanged 301 SP:Iteration 10Q (874.676891 sec): 3 clusters Score: Raw -701651.698698 + Penalty 1731.439180 = -699920.259517 nChanged 237 SP:Iteration 11Q (874.741388 sec): 3 clusters Score: Raw -701764.730891 + Penalty 1731.439180 = -700033.291711 nChanged 185 SP:Iteration 12Q (874.795773 sec): 3 clusters Score: Raw -701839.803428 + Penalty 1731.439180 = -700108.364248 nChanged 140 SP:Iteration 13Q (874.855680 sec): 3 clusters Score: Raw -701892.949505 + Penalty 1731.439180 = -700161.510325 nChanged 115 SP:Iteration 14Q (874.900746 sec): 3 clusters Score: Raw -701934.089524 + Penalty 1731.439180 = -700202.650344 nChanged 105 SP:Iteration 15Q (874.962001 sec): 3 clusters Score: Raw -701971.061554 + Penalty 1731.439180 = -700239.622374 nChanged 87 SP:Iteration 16Q (875.015167 sec): 3 clusters Score: Raw -702002.853709 + Penalty 1731.439180 = -700271.414529 nChanged 69 SP:Iteration 17Q (875.059030 sec): 3 clusters Score: Raw -702024.524624 + Penalty 1731.439180 = -700293.085444 nChanged 46 SP:Iteration 18Q (875.118270 sec): 3 clusters Score: Raw -702045.892233 + Penalty 1731.439180 = -700314.453053 nChanged 60 SP:Iteration 19Q (875.173426 sec): 3 clusters Score: Raw -702078.144737 + Penalty 1731.439180 = -700346.705557 nChanged 65 SP:Iteration 20F (875.228080 sec): 3 clusters Score: Raw -702109.558389 + Penalty 1731.439180 = -700378.119209 nChanged 63 SP:Iteration 21Q (875.275710 sec): 3 clusters Score: Raw -702133.868352 + Penalty 1731.439180 = -700402.429171 nChanged 62 SP:Iteration 22Q (875.336714 sec): 3 clusters Score: Raw -702153.946081 + Penalty 1731.439180 = -700422.506901 nChanged 62 SP:Iteration 23Q (875.385601 sec): 3 clusters Score: Raw -702175.480368 + Penalty 1731.439180 = -700444.041188 nChanged 52 SP:Iteration 24Q (875.450331 sec): 3 clusters Score: Raw -702196.067593 + Penalty 1731.439180 = -700464.628412 nChanged 51 SP:Iteration 25Q (875.499032 sec): 3 clusters Score: Raw -702214.464350 + Penalty 1731.439180 = -700483.025170 nChanged 48 SP:Iteration 26Q (875.566985 sec): 3 clusters Score: Raw -702231.129470 + Penalty 1731.439180 = -700499.690290 nChanged 47 SP:Iteration 27Q (875.619236 sec): 3 clusters Score: Raw -702248.264944 + Penalty 1731.439180 = -700516.825763 nChanged 40 SP:Iteration 28Q (875.670521 sec): 3 clusters Score: Raw -702262.205262 + Penalty 1731.439180 = -700530.766082 nChanged 46 SP:Iteration 29Q (875.727310 sec): 3 clusters Score: Raw -702279.471093 + Penalty 1731.439180 = -700548.031913 nChanged 39 SP:Iteration 30Q (875.777786 sec): 3 clusters Score: Raw -702293.632092 + Penalty 1731.439180 = -700562.192912 nChanged 39 SP:Iteration 31Q (875.836738 sec): 3 clusters Score: Raw -702305.146139 + Penalty 1731.439180 = -700573.706958 nChanged 30 SP:Iteration 32Q (875.899704 sec): 3 clusters Score: Raw -702314.488423 + Penalty 1731.439180 = -700583.049243 nChanged 31 SP:Iteration 33Q (875.946650 sec): 3 clusters Score: Raw -702324.138912 + Penalty 1731.439180 = -700592.699732 nChanged 30 SP:Iteration 34Q (876.012165 sec): 3 clusters Score: Raw -702334.364705 + Penalty 1731.439180 = -700602.925525 nChanged 23 SP:Iteration 35Q (876.066025 sec): 3 clusters Score: Raw -702342.960891 + Penalty 1731.439180 = -700611.521711 nChanged 20 SP:Iteration 36Q (876.123194 sec): 3 clusters Score: Raw -702348.876301 + Penalty 1731.439180 = -700617.437120 nChanged 22 SP:Iteration 37Q (876.174735 sec): 3 clusters Score: Raw -702354.304957 + Penalty 1731.439180 = -700622.865777 nChanged 17 SP:Iteration 38Q (876.232638 sec): 3 clusters Score: Raw -702358.976058 + Penalty 1731.439180 = -700627.536878 nChanged 13 SP:Iteration 39Q (876.285956 sec): 3 clusters Score: Raw -702361.638404 + Penalty 1731.439180 = -700630.199223 nChanged 9 SP:Iteration 40F (876.339218 sec): 3 clusters Score: Raw -702363.218060 + Penalty 1731.439180 = -700631.778880 nChanged 5 SP:Iteration 41Q (876.389960 sec): 3 clusters Score: Raw -702364.388635 + Penalty 1731.439180 = -700632.949455 nChanged 6 SP:Iteration 42Q (876.448041 sec): 3 clusters Score: Raw -702365.683247 + Penalty 1731.439180 = -700634.244067 nChanged 5 SP:Iteration 43Q (876.501121 sec): 3 clusters Score: Raw -702367.444512 + Penalty 1731.439180 = -700636.005332 nChanged 7 SP:Iteration 44Q (876.554804 sec): 3 clusters Score: Raw -702368.963439 + Penalty 1731.439180 = -700637.524258 nChanged 4 SP:Iteration 45Q (876.599802 sec): 3 clusters Score: Raw -702370.314465 + Penalty 1731.439180 = -700638.875285 nChanged 7 SP:Iteration 46Q (876.658723 sec): 3 clusters Score: Raw -702372.650056 + Penalty 1731.439180 = -700641.210876 nChanged 10 SP:Iteration 47Q (876.712155 sec): 3 clusters Score: Raw -702375.322039 + Penalty 1731.439180 = -700643.882859 nChanged 11 SP:Iteration 48Q (876.766697 sec): 3 clusters Score: Raw -702377.971443 + Penalty 1731.439180 = -700646.532263 nChanged 4 SP:Iteration 49Q (876.821959 sec): 3 clusters Score: Raw -702378.801114 + Penalty 1731.439180 = -700647.361934 nChanged 6 SP:Iteration 50Q (876.880894 sec): 3 clusters Score: Raw -702381.772157 + Penalty 1731.439180 = -700650.332977 nChanged 6 SP:Iteration 51Q (876.941303 sec): 3 clusters Score: Raw -702383.300239 + Penalty 1731.439180 = -700651.861058 nChanged 6 SP:Iteration 52Q (876.997281 sec): 3 clusters Score: Raw -702384.584839 + Penalty 1731.439180 = -700653.145659 nChanged 3 SP:Iteration 53Q (877.053192 sec): 3 clusters Score: Raw -702385.782485 + Penalty 1731.439180 = -700654.343305 nChanged 5 SP:Iteration 54Q (877.113883 sec): 3 clusters Score: Raw -702387.518228 + Penalty 1731.439180 = -700656.079048 nChanged 6 SP:Iteration 55Q (877.169729 sec): 3 clusters Score: Raw -702389.915964 + Penalty 1731.439180 = -700658.476784 nChanged 6 SP:Iteration 56Q (877.224932 sec): 3 clusters Score: Raw -702391.243945 + Penalty 1731.439180 = -700659.804765 nChanged 5 SP:Iteration 57Q (877.282450 sec): 3 clusters Score: Raw -702392.205656 + Penalty 1731.439180 = -700660.766476 nChanged 4 SP:Iteration 58Q (877.331012 sec): 3 clusters Score: Raw -702392.986080 + Penalty 1731.439180 = -700661.546900 nChanged 4 SP:Iteration 59Q (877.379160 sec): 3 clusters Score: Raw -702393.818408 + Penalty 1731.439180 = -700662.379228 nChanged 3 SP:Iteration 60F (877.444056 sec): 3 clusters Score: Raw -702394.675727 + Penalty 1731.439180 = -700663.236546 nChanged 4 SP:Iteration 61Q (877.490541 sec): 3 clusters Score: Raw -702395.252287 + Penalty 1731.439180 = -700663.813106 nChanged 4 SP:Iteration 62Q (877.555559 sec): 3 clusters Score: Raw -702396.504323 + Penalty 1731.439180 = -700665.065143 nChanged 6 SP:Iteration 63Q (877.607363 sec): 3 clusters Score: Raw -702397.467510 + Penalty 1731.439180 = -700666.028330 nChanged 2 SP:Iteration 64Q (877.664812 sec): 3 clusters Score: Raw -702397.835527 + Penalty 1731.439180 = -700666.396347 nChanged 2 SP:Iteration 65Q (877.714967 sec): 3 clusters Score: Raw -702398.555297 + Penalty 1731.439180 = -700667.116117 nChanged 3 SP:Iteration 66Q (877.777525 sec): 3 clusters Score: Raw -702399.787218 + Penalty 1731.439180 = -700668.348038 nChanged 3 SP:Iteration 67Q (877.828719 sec): 3 clusters Score: Raw -702400.595629 + Penalty 1731.439180 = -700669.156449 nChanged 2 SP:Iteration 68Q (877.877432 sec): 3 clusters Score: Raw -702400.853843 + Penalty 1731.439180 = -700669.414663 nChanged 0 SP:Iteration 69F (877.947978 sec): 3 clusters Score: Raw -702400.853843 + Penalty 1731.439180 = -700669.414663 nChanged 0 Trying to split cluster 11 (7046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.979129 sec): 2 clusters Score: Raw -578373.855796 + Penalty 841.720459 = -577532.135337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (878.026490 sec): 3 clusters Score: Raw -574360.463313 + Penalty 1683.440918 = -572677.022395 nChanged 3017 SP:Iteration 1F (878.086564 sec): 3 clusters Score: Raw -576184.802004 + Penalty 1683.440918 = -574501.361086 nChanged 537 SP:Iteration 2F (878.135402 sec): 3 clusters Score: Raw -576536.255023 + Penalty 1683.440918 = -574852.814105 nChanged 531 SP:Iteration 3F (878.189408 sec): 3 clusters Score: Raw -576899.354731 + Penalty 1683.440918 = -575215.913812 nChanged 455 SP:Iteration 4F (878.245677 sec): 3 clusters Score: Raw -577220.479142 + Penalty 1683.440918 = -575537.038224 nChanged 403 SP:Iteration 5F (878.290991 sec): 3 clusters Score: Raw -577544.806154 + Penalty 1683.440918 = -575861.365236 nChanged 344 SP:Iteration 6Q (878.344156 sec): 3 clusters Score: Raw -577827.186819 + Penalty 1683.440918 = -576143.745901 nChanged 266 SP:Iteration 7Q (878.405233 sec): 3 clusters Score: Raw -578025.147975 + Penalty 1683.440918 = -576341.707056 nChanged 201 SP:Iteration 8Q (878.464508 sec): 3 clusters Score: Raw -578151.558490 + Penalty 1683.440918 = -576468.117572 nChanged 141 SP:Iteration 9Q (878.512047 sec): 3 clusters Score: Raw -578223.646463 + Penalty 1683.440918 = -576540.205545 nChanged 95 SP:Iteration 10Q (878.567574 sec): 3 clusters Score: Raw -578267.779082 + Penalty 1683.440918 = -576584.338164 nChanged 86 SP:Iteration 11Q (878.631328 sec): 3 clusters Score: Raw -578300.969417 + Penalty 1683.440918 = -576617.528499 nChanged 58 SP:Iteration 12Q (878.681672 sec): 3 clusters Score: Raw -578321.957356 + Penalty 1683.440918 = -576638.516438 nChanged 65 SP:Iteration 13Q (878.731500 sec): 3 clusters Score: Raw -578340.348564 + Penalty 1683.440918 = -576656.907646 nChanged 45 SP:Iteration 14Q (878.780587 sec): 3 clusters Score: Raw -578350.877193 + Penalty 1683.440918 = -576667.436275 nChanged 33 SP:Iteration 15Q (878.831799 sec): 3 clusters Score: Raw -578357.924135 + Penalty 1683.440918 = -576674.483216 nChanged 27 SP:Iteration 16Q (878.886462 sec): 3 clusters Score: Raw -578364.404993 + Penalty 1683.440918 = -576680.964075 nChanged 26 SP:Iteration 17Q (878.930293 sec): 3 clusters Score: Raw -578372.167487 + Penalty 1683.440918 = -576688.726568 nChanged 27 SP:Iteration 18Q (878.988096 sec): 3 clusters Score: Raw -578379.459941 + Penalty 1683.440918 = -576696.019023 nChanged 20 SP:Iteration 19Q (879.042404 sec): 3 clusters Score: Raw -578385.150399 + Penalty 1683.440918 = -576701.709481 nChanged 26 SP:Iteration 20F (879.098001 sec): 3 clusters Score: Raw -578394.405338 + Penalty 1683.440918 = -576710.964420 nChanged 28 SP:Iteration 21Q (879.141431 sec): 3 clusters Score: Raw -578402.412124 + Penalty 1683.440918 = -576718.971206 nChanged 24 SP:Iteration 22Q (879.198486 sec): 3 clusters Score: Raw -578407.199263 + Penalty 1683.440918 = -576723.758345 nChanged 20 SP:Iteration 23Q (879.263985 sec): 3 clusters Score: Raw -578411.209501 + Penalty 1683.440918 = -576727.768583 nChanged 18 SP:Iteration 24Q (879.324982 sec): 3 clusters Score: Raw -578415.250204 + Penalty 1683.440918 = -576731.809286 nChanged 20 SP:Iteration 25Q (879.371547 sec): 3 clusters Score: Raw -578419.556551 + Penalty 1683.440918 = -576736.115632 nChanged 17 SP:Iteration 26Q (879.425682 sec): 3 clusters Score: Raw -578423.473861 + Penalty 1683.440918 = -576740.032943 nChanged 13 SP:Iteration 27Q (879.471935 sec): 3 clusters Score: Raw -578426.749793 + Penalty 1683.440918 = -576743.308875 nChanged 11 SP:Iteration 28Q (879.537296 sec): 3 clusters Score: Raw -578430.475170 + Penalty 1683.440918 = -576747.034251 nChanged 16 SP:Iteration 29Q (879.586983 sec): 3 clusters Score: Raw -578434.803192 + Penalty 1683.440918 = -576751.362274 nChanged 21 SP:Iteration 30Q (879.648494 sec): 3 clusters Score: Raw -578439.971946 + Penalty 1683.440918 = -576756.531028 nChanged 20 SP:Iteration 31Q (879.699582 sec): 3 clusters Score: Raw -578444.399392 + Penalty 1683.440918 = -576760.958474 nChanged 15 SP:Iteration 32Q (879.756558 sec): 3 clusters Score: Raw -578447.049271 + Penalty 1683.440918 = -576763.608352 nChanged 11 SP:Iteration 33Q (879.802391 sec): 3 clusters Score: Raw -578448.882492 + Penalty 1683.440918 = -576765.441574 nChanged 10 SP:Iteration 34Q (879.858605 sec): 3 clusters Score: Raw -578450.864388 + Penalty 1683.440918 = -576767.423470 nChanged 11 SP:Iteration 35Q (879.917581 sec): 3 clusters Score: Raw -578452.937405 + Penalty 1683.440918 = -576769.496487 nChanged 9 SP:Iteration 36Q (879.975516 sec): 3 clusters Score: Raw -578454.745884 + Penalty 1683.440918 = -576771.304965 nChanged 11 SP:Iteration 37Q (880.035143 sec): 3 clusters Score: Raw -578457.307994 + Penalty 1683.440918 = -576773.867075 nChanged 14 SP:Iteration 38Q (880.076839 sec): 3 clusters Score: Raw -578461.010928 + Penalty 1683.440918 = -576777.570010 nChanged 16 SP:Iteration 39Q (880.131298 sec): 3 clusters Score: Raw -578465.897725 + Penalty 1683.440918 = -576782.456807 nChanged 12 SP:Iteration 40F (880.192799 sec): 3 clusters Score: Raw -578468.175229 + Penalty 1683.440918 = -576784.734311 nChanged 14 SP:Iteration 41Q (880.251336 sec): 3 clusters Score: Raw -578470.458611 + Penalty 1683.440918 = -576787.017693 nChanged 10 SP:Iteration 42Q (880.307958 sec): 3 clusters Score: Raw -578472.012416 + Penalty 1683.440918 = -576788.571498 nChanged 9 SP:Iteration 43Q (880.356342 sec): 3 clusters Score: Raw -578473.612055 + Penalty 1683.440918 = -576790.171136 nChanged 9 SP:Iteration 44Q (880.408497 sec): 3 clusters Score: Raw -578475.583419 + Penalty 1683.440918 = -576792.142501 nChanged 7 SP:Iteration 45Q (880.468505 sec): 3 clusters Score: Raw -578476.751562 + Penalty 1683.440918 = -576793.310644 nChanged 8 SP:Iteration 46Q (880.520037 sec): 3 clusters Score: Raw -578478.557945 + Penalty 1683.440918 = -576795.117027 nChanged 13 SP:Iteration 47Q (880.575853 sec): 3 clusters Score: Raw -578480.990779 + Penalty 1683.440918 = -576797.549861 nChanged 12 SP:Iteration 48Q (880.630172 sec): 3 clusters Score: Raw -578483.192621 + Penalty 1683.440918 = -576799.751703 nChanged 11 SP:Iteration 49Q (880.678417 sec): 3 clusters Score: Raw -578485.029793 + Penalty 1683.440918 = -576801.588875 nChanged 8 SP:Iteration 50Q (880.728013 sec): 3 clusters Score: Raw -578486.891158 + Penalty 1683.440918 = -576803.450239 nChanged 8 SP:Iteration 51Q (880.773528 sec): 3 clusters Score: Raw -578489.222040 + Penalty 1683.440918 = -576805.781122 nChanged 7 SP:Iteration 52Q (880.827273 sec): 3 clusters Score: Raw -578490.672522 + Penalty 1683.440918 = -576807.231604 nChanged 7 SP:Iteration 53Q (880.888832 sec): 3 clusters Score: Raw -578492.168171 + Penalty 1683.440918 = -576808.727253 nChanged 8 SP:Iteration 54Q (880.944804 sec): 3 clusters Score: Raw -578493.397546 + Penalty 1683.440918 = -576809.956628 nChanged 4 SP:Iteration 55Q (880.989044 sec): 3 clusters Score: Raw -578493.894800 + Penalty 1683.440918 = -576810.453882 nChanged 3 SP:Iteration 56Q (881.047302 sec): 3 clusters Score: Raw -578494.254117 + Penalty 1683.440918 = -576810.813199 nChanged 4 SP:Iteration 57Q (881.115051 sec): 3 clusters Score: Raw -578494.885267 + Penalty 1683.440918 = -576811.444349 nChanged 4 SP:Iteration 58Q (881.154331 sec): 3 clusters Score: Raw -578495.955293 + Penalty 1683.440918 = -576812.514375 nChanged 7 SP:Iteration 59Q (881.215640 sec): 3 clusters Score: Raw -578497.414281 + Penalty 1683.440918 = -576813.973363 nChanged 6 SP:Iteration 60F (881.259038 sec): 3 clusters Score: Raw -578498.742243 + Penalty 1683.440918 = -576815.301325 nChanged 6 SP:Iteration 61Q (881.324049 sec): 3 clusters Score: Raw -578499.845994 + Penalty 1683.440918 = -576816.405076 nChanged 8 SP:Iteration 62Q (881.379700 sec): 3 clusters Score: Raw -578501.413161 + Penalty 1683.440918 = -576817.972243 nChanged 7 SP:Iteration 63Q (881.424556 sec): 3 clusters Score: Raw -578503.127872 + Penalty 1683.440918 = -576819.686954 nChanged 5 SP:Iteration 64Q (881.491370 sec): 3 clusters Score: Raw -578503.832222 + Penalty 1683.440918 = -576820.391304 nChanged 6 SP:Iteration 65Q (881.532753 sec): 3 clusters Score: Raw -578504.800088 + Penalty 1683.440918 = -576821.359170 nChanged 8 SP:Iteration 66Q (881.596114 sec): 3 clusters Score: Raw -578506.211613 + Penalty 1683.440918 = -576822.770695 nChanged 5 SP:Iteration 67Q (881.637115 sec): 3 clusters Score: Raw -578506.743640 + Penalty 1683.440918 = -576823.302722 nChanged 5 SP:Iteration 68Q (881.696381 sec): 3 clusters Score: Raw -578507.904725 + Penalty 1683.440918 = -576824.463806 nChanged 2 SP:Iteration 69Q (881.751994 sec): 3 clusters Score: Raw -578508.220658 + Penalty 1683.440918 = -576824.779740 nChanged 2 SP:Iteration 70Q (881.804326 sec): 3 clusters Score: Raw -578508.411611 + Penalty 1683.440918 = -576824.970692 nChanged 2 SP:Iteration 71Q (881.850627 sec): 3 clusters Score: Raw -578508.911734 + Penalty 1683.440918 = -576825.470816 nChanged 4 SP:Iteration 72Q (881.906377 sec): 3 clusters Score: Raw -578509.916670 + Penalty 1683.440918 = -576826.475752 nChanged 1 SP:Iteration 73Q (881.968928 sec): 3 clusters Score: Raw -578510.252191 + Penalty 1683.440918 = -576826.811273 nChanged 2 SP:Iteration 74Q (882.021152 sec): 3 clusters Score: Raw -578510.864067 + Penalty 1683.440918 = -576827.423148 nChanged 4 SP:Iteration 75Q (882.074954 sec): 3 clusters Score: Raw -578511.359265 + Penalty 1683.440918 = -576827.918346 nChanged 2 SP:Iteration 76Q (882.128229 sec): 3 clusters Score: Raw -578511.729289 + Penalty 1683.440918 = -576828.288370 nChanged 2 SP:Iteration 77Q (882.193714 sec): 3 clusters Score: Raw -578512.353425 + Penalty 1683.440918 = -576828.912507 nChanged 2 SP:Iteration 78Q (882.245089 sec): 3 clusters Score: Raw -578512.774532 + Penalty 1683.440918 = -576829.333614 nChanged 1 SP:Iteration 79Q (882.289673 sec): 3 clusters Score: Raw -578513.037267 + Penalty 1683.440918 = -576829.596349 nChanged 0 SP:Iteration 80F (882.344755 sec): 3 clusters Score: Raw -578513.037267 + Penalty 1683.440918 = -576829.596349 nChanged 0 Trying to split cluster 12 (947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (882.370038 sec): 2 clusters Score: Raw -73391.638558 + Penalty 651.063414 = -72740.575144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (882.426562 sec): 3 clusters Score: Raw -73020.183159 + Penalty 1302.126828 = -71718.056331 nChanged 328 SP:Iteration 1F (882.471005 sec): 3 clusters Score: Raw -73253.141436 + Penalty 1302.126828 = -71951.014608 nChanged 76 SP:Iteration 2F (882.517235 sec): 3 clusters Score: Raw -73335.217656 + Penalty 1302.126828 = -72033.090829 nChanged 52 SP:Iteration 3F (882.574706 sec): 3 clusters Score: Raw -73395.553913 + Penalty 1302.126828 = -72093.427085 nChanged 49 SP:Iteration 4F (882.613794 sec): 3 clusters Score: Raw -73443.338382 + Penalty 1302.126828 = -72141.211554 nChanged 36 SP:Iteration 5Q (882.668241 sec): 3 clusters Score: Raw -73484.222829 + Penalty 1302.126828 = -72182.096001 nChanged 32 SP:Iteration 6Q (882.705235 sec): 3 clusters Score: Raw -73520.470902 + Penalty 1302.126828 = -72218.344074 nChanged 29 SP:Iteration 7Q (882.765977 sec): 3 clusters Score: Raw -73555.657254 + Penalty 1302.126828 = -72253.530426 nChanged 25 SP:Iteration 8Q (882.811387 sec): 3 clusters Score: Raw -73584.800606 + Penalty 1302.126828 = -72282.673778 nChanged 21 SP:Iteration 9Q (882.861446 sec): 3 clusters Score: Raw -73606.744758 + Penalty 1302.126828 = -72304.617930 nChanged 12 SP:Iteration 10Q (882.906011 sec): 3 clusters Score: Raw -73619.129513 + Penalty 1302.126828 = -72317.002685 nChanged 12 SP:Iteration 11Q (882.949158 sec): 3 clusters Score: Raw -73629.541237 + Penalty 1302.126828 = -72327.414410 nChanged 8 SP:Iteration 12Q (883.007152 sec): 3 clusters Score: Raw -73635.171639 + Penalty 1302.126828 = -72333.044812 nChanged 7 SP:Iteration 13Q (883.050176 sec): 3 clusters Score: Raw -73640.512785 + Penalty 1302.126828 = -72338.385957 nChanged 9 SP:Iteration 14Q (883.095475 sec): 3 clusters Score: Raw -73649.261578 + Penalty 1302.126828 = -72347.134751 nChanged 9 SP:Iteration 15Q (883.150256 sec): 3 clusters Score: Raw -73659.642764 + Penalty 1302.126828 = -72357.515936 nChanged 8 SP:Iteration 16Q (883.193880 sec): 3 clusters Score: Raw -73667.390328 + Penalty 1302.126828 = -72365.263500 nChanged 10 SP:Iteration 17Q (883.227496 sec): 3 clusters Score: Raw -73674.447115 + Penalty 1302.126828 = -72372.320288 nChanged 7 SP:Iteration 18Q (883.266062 sec): 3 clusters Score: Raw -73679.558525 + Penalty 1302.126828 = -72377.431698 nChanged 7 SP:Iteration 19Q (883.311415 sec): 3 clusters Score: Raw -73684.402422 + Penalty 1302.126828 = -72382.275594 nChanged 5 SP:Iteration 20F (883.362803 sec): 3 clusters Score: Raw -73688.877040 + Penalty 1302.126828 = -72386.750212 nChanged 5 SP:Iteration 21Q (883.411417 sec): 3 clusters Score: Raw -73693.920765 + Penalty 1302.126828 = -72391.793937 nChanged 8 SP:Iteration 22Q (883.457145 sec): 3 clusters Score: Raw -73698.684866 + Penalty 1302.126828 = -72396.558038 nChanged 2 SP:Iteration 23Q (883.496749 sec): 3 clusters Score: Raw -73699.907590 + Penalty 1302.126828 = -72397.780762 nChanged 3 SP:Iteration 24Q (883.544207 sec): 3 clusters Score: Raw -73700.967429 + Penalty 1302.126828 = -72398.840602 nChanged 0 SP:Iteration 25F (883.598783 sec): 3 clusters Score: Raw -73700.967429 + Penalty 1302.126828 = -72398.840602 nChanged 0 Trying to split cluster 13 (3588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (883.618830 sec): 2 clusters Score: Raw -280758.341736 + Penalty 777.608271 = -279980.733465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (883.674353 sec): 3 clusters Score: Raw -278807.285413 + Penalty 1555.216542 = -277252.068871 nChanged 1514 SP:Iteration 1F (883.729559 sec): 3 clusters Score: Raw -279598.338325 + Penalty 1555.216542 = -278043.121782 nChanged 247 SP:Iteration 2F (883.772994 sec): 3 clusters Score: Raw -279718.908850 + Penalty 1555.216542 = -278163.692307 nChanged 194 SP:Iteration 3F (883.833306 sec): 3 clusters Score: Raw -279807.928356 + Penalty 1555.216542 = -278252.711813 nChanged 145 SP:Iteration 4Q (883.878151 sec): 3 clusters Score: Raw -279867.123675 + Penalty 1555.216542 = -278311.907132 nChanged 117 SP:Iteration 5Q (883.934425 sec): 3 clusters Score: Raw -279914.603954 + Penalty 1555.216542 = -278359.387412 nChanged 98 SP:Iteration 6Q (883.977877 sec): 3 clusters Score: Raw -279957.046333 + Penalty 1555.216542 = -278401.829791 nChanged 106 SP:Iteration 7Q (884.019622 sec): 3 clusters Score: Raw -280001.970370 + Penalty 1555.216542 = -278446.753827 nChanged 115 SP:Iteration 8Q (884.068808 sec): 3 clusters Score: Raw -280049.032087 + Penalty 1555.216542 = -278493.815545 nChanged 97 SP:Iteration 9Q (884.127164 sec): 3 clusters Score: Raw -280094.270784 + Penalty 1555.216542 = -278539.054242 nChanged 105 SP:Iteration 10Q (884.164529 sec): 3 clusters Score: Raw -280142.101780 + Penalty 1555.216542 = -278586.885238 nChanged 108 SP:Iteration 11Q (884.216146 sec): 3 clusters Score: Raw -280192.929263 + Penalty 1555.216542 = -278637.712720 nChanged 115 SP:Iteration 12Q (884.256830 sec): 3 clusters Score: Raw -280256.239580 + Penalty 1555.216542 = -278701.023038 nChanged 126 SP:Iteration 13Q (884.310681 sec): 3 clusters Score: Raw -280334.159817 + Penalty 1555.216542 = -278778.943275 nChanged 123 SP:Iteration 14Q (884.361044 sec): 3 clusters Score: Raw -280419.274806 + Penalty 1555.216542 = -278864.058263 nChanged 118 SP:Iteration 15Q (884.408538 sec): 3 clusters Score: Raw -280498.254014 + Penalty 1555.216542 = -278943.037472 nChanged 99 SP:Iteration 16Q (884.456125 sec): 3 clusters Score: Raw -280573.470545 + Penalty 1555.216542 = -279018.254002 nChanged 76 SP:Iteration 17Q (884.503939 sec): 3 clusters Score: Raw -280629.011463 + Penalty 1555.216542 = -279073.794921 nChanged 57 SP:Iteration 18Q (884.551320 sec): 3 clusters Score: Raw -280680.638338 + Penalty 1555.216542 = -279125.421796 nChanged 60 SP:Iteration 19Q (884.598785 sec): 3 clusters Score: Raw -280735.578257 + Penalty 1555.216542 = -279180.361715 nChanged 36 SP:Iteration 20F (884.646567 sec): 3 clusters Score: Raw -280766.571082 + Penalty 1555.216542 = -279211.354539 nChanged 19 SP:Iteration 21Q (884.683326 sec): 3 clusters Score: Raw -280781.927024 + Penalty 1555.216542 = -279226.710481 nChanged 15 SP:Iteration 22Q (884.730231 sec): 3 clusters Score: Raw -280796.190249 + Penalty 1555.216542 = -279240.973707 nChanged 16 SP:Iteration 23Q (884.784325 sec): 3 clusters Score: Raw -280809.107026 + Penalty 1555.216542 = -279253.890484 nChanged 14 SP:Iteration 24Q (884.832960 sec): 3 clusters Score: Raw -280818.351204 + Penalty 1555.216542 = -279263.134661 nChanged 9 SP:Iteration 25Q (884.879786 sec): 3 clusters Score: Raw -280827.783626 + Penalty 1555.216542 = -279272.567084 nChanged 9 SP:Iteration 26Q (884.916050 sec): 3 clusters Score: Raw -280841.279457 + Penalty 1555.216542 = -279286.062914 nChanged 10 SP:Iteration 27Q (884.966162 sec): 3 clusters Score: Raw -280847.642336 + Penalty 1555.216542 = -279292.425793 nChanged 7 SP:Iteration 28Q (885.016860 sec): 3 clusters Score: Raw -280852.582278 + Penalty 1555.216542 = -279297.365736 nChanged 3 SP:Iteration 29Q (885.056557 sec): 3 clusters Score: Raw -280855.079681 + Penalty 1555.216542 = -279299.863138 nChanged 2 SP:Iteration 30Q (885.110810 sec): 3 clusters Score: Raw -280856.150474 + Penalty 1555.216542 = -279300.933932 nChanged 2 SP:Iteration 31Q (885.155165 sec): 3 clusters Score: Raw -280857.005920 + Penalty 1555.216542 = -279301.789377 nChanged 0 SP:Iteration 32F (885.219447 sec): 3 clusters Score: Raw -280857.005920 + Penalty 1555.216542 = -279301.789377 nChanged 0 Trying to split cluster 14 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (885.233995 sec): 2 clusters Score: Raw -53101.612548 + Penalty 626.469279 = -52475.143269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (885.291070 sec): 3 clusters Score: Raw -52825.529607 + Penalty 1252.938557 = -51572.591049 nChanged 239 SP:Iteration 1F (885.332581 sec): 3 clusters Score: Raw -53000.085008 + Penalty 1252.938557 = -51747.146451 nChanged 56 SP:Iteration 2F (885.376590 sec): 3 clusters Score: Raw -53062.531331 + Penalty 1252.938557 = -51809.592773 nChanged 39 SP:Iteration 3F (885.422352 sec): 3 clusters Score: Raw -53103.132183 + Penalty 1252.938557 = -51850.193626 nChanged 34 SP:Iteration 4Q (885.461600 sec): 3 clusters Score: Raw -53157.293037 + Penalty 1252.938557 = -51904.354480 nChanged 28 SP:Iteration 5Q (885.511000 sec): 3 clusters Score: Raw -53189.573887 + Penalty 1252.938557 = -51936.635329 nChanged 17 SP:Iteration 6Q (885.557950 sec): 3 clusters Score: Raw -53212.022335 + Penalty 1252.938557 = -51959.083778 nChanged 18 SP:Iteration 7Q (885.600967 sec): 3 clusters Score: Raw -53236.409131 + Penalty 1252.938557 = -51983.470573 nChanged 20 SP:Iteration 8Q (885.652167 sec): 3 clusters Score: Raw -53264.487303 + Penalty 1252.938557 = -52011.548745 nChanged 20 SP:Iteration 9Q (885.710641 sec): 3 clusters Score: Raw -53298.914019 + Penalty 1252.938557 = -52045.975461 nChanged 27 SP:Iteration 10Q (885.753531 sec): 3 clusters Score: Raw -53343.362459 + Penalty 1252.938557 = -52090.423901 nChanged 25 SP:Iteration 11Q (885.799257 sec): 3 clusters Score: Raw -53382.004184 + Penalty 1252.938557 = -52129.065627 nChanged 24 SP:Iteration 12Q (885.849368 sec): 3 clusters Score: Raw -53422.231246 + Penalty 1252.938557 = -52169.292688 nChanged 24 SP:Iteration 13Q (885.887378 sec): 3 clusters Score: Raw -53452.724099 + Penalty 1252.938557 = -52199.785542 nChanged 16 SP:Iteration 14Q (885.943296 sec): 3 clusters Score: Raw -53484.641250 + Penalty 1252.938557 = -52231.702693 nChanged 10 SP:Iteration 15Q (885.990248 sec): 3 clusters Score: Raw -53502.115948 + Penalty 1252.938557 = -52249.177390 nChanged 8 SP:Iteration 16Q (886.029959 sec): 3 clusters Score: Raw -53507.111379 + Penalty 1252.938557 = -52254.172822 nChanged 3 SP:Iteration 17Q (886.074726 sec): 3 clusters Score: Raw -53510.149104 + Penalty 1252.938557 = -52257.210547 nChanged 2 SP:Iteration 18Q (886.117848 sec): 3 clusters Score: Raw -53513.956544 + Penalty 1252.938557 = -52261.017987 nChanged 2 SP:Iteration 19Q (886.163702 sec): 3 clusters Score: Raw -53516.327840 + Penalty 1252.938557 = -52263.389283 nChanged 1 SP:Iteration 20F (886.211125 sec): 3 clusters Score: Raw -53517.335539 + Penalty 1252.938557 = -52264.396982 nChanged 1 SP:Iteration 21Q (886.254190 sec): 3 clusters Score: Raw -53519.511067 + Penalty 1252.938557 = -52266.572510 nChanged 0 SP:Iteration 22F (886.299060 sec): 3 clusters Score: Raw -53519.511067 + Penalty 1252.938557 = -52266.572510 nChanged 0 Trying to split cluster 16 (17057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (886.341679 sec): 2 clusters Score: Raw -1354446.129625 + Penalty 925.710016 = -1353520.419609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (886.405495 sec): 3 clusters Score: Raw -1343899.362007 + Penalty 1851.420032 = -1342047.941976 nChanged 7833 SP:Iteration 1F (886.480974 sec): 3 clusters Score: Raw -1348097.211400 + Penalty 1851.420032 = -1346245.791368 nChanged 766 SP:Iteration 2Q (886.542023 sec): 3 clusters Score: Raw -1348330.567892 + Penalty 1851.420032 = -1346479.147861 nChanged 763 SP:Iteration 3Q (886.600161 sec): 3 clusters Score: Raw -1348563.923769 + Penalty 1851.420032 = -1346712.503737 nChanged 718 SP:Iteration 4Q (886.663212 sec): 3 clusters Score: Raw -1348792.119534 + Penalty 1851.420032 = -1346940.699502 nChanged 700 SP:Iteration 5Q (886.735573 sec): 3 clusters Score: Raw -1349040.339069 + Penalty 1851.420032 = -1347188.919037 nChanged 683 SP:Iteration 6Q (886.810147 sec): 3 clusters Score: Raw -1349320.707645 + Penalty 1851.420032 = -1347469.287613 nChanged 732 SP:Iteration 7Q (886.877617 sec): 3 clusters Score: Raw -1349673.482727 + Penalty 1851.420032 = -1347822.062695 nChanged 792 SP:Iteration 8Q (886.944714 sec): 3 clusters Score: Raw -1350093.425309 + Penalty 1851.420032 = -1348242.005277 nChanged 844 SP:Iteration 9Q (887.017854 sec): 3 clusters Score: Raw -1350580.228959 + Penalty 1851.420032 = -1348728.808927 nChanged 829 SP:Iteration 10Q (887.089897 sec): 3 clusters Score: Raw -1351083.606150 + Penalty 1851.420032 = -1349232.186119 nChanged 784 SP:Iteration 11Q (887.158872 sec): 3 clusters Score: Raw -1351512.658727 + Penalty 1851.420032 = -1349661.238696 nChanged 655 SP:Iteration 12Q (887.229069 sec): 3 clusters Score: Raw -1351795.430630 + Penalty 1851.420032 = -1349944.010599 nChanged 489 SP:Iteration 13Q (887.287536 sec): 3 clusters Score: Raw -1351948.062460 + Penalty 1851.420032 = -1350096.642428 nChanged 307 SP:Iteration 14Q (887.358487 sec): 3 clusters Score: Raw -1352030.668199 + Penalty 1851.420032 = -1350179.248168 nChanged 240 SP:Iteration 15Q (887.432915 sec): 3 clusters Score: Raw -1352086.313190 + Penalty 1851.420032 = -1350234.893159 nChanged 213 SP:Iteration 16Q (887.503743 sec): 3 clusters Score: Raw -1352149.050743 + Penalty 1851.420032 = -1350297.630712 nChanged 196 SP:Iteration 17Q (887.570828 sec): 3 clusters Score: Raw -1352207.393974 + Penalty 1851.420032 = -1350355.973942 nChanged 196 SP:Iteration 18Q (887.638088 sec): 3 clusters Score: Raw -1352261.485153 + Penalty 1851.420032 = -1350410.065121 nChanged 199 SP:Iteration 19Q (887.703574 sec): 3 clusters Score: Raw -1352310.891093 + Penalty 1851.420032 = -1350459.471061 nChanged 175 SP:Iteration 20F (887.764144 sec): 3 clusters Score: Raw -1352350.347900 + Penalty 1851.420032 = -1350498.927869 nChanged 164 SP:Iteration 21Q (887.838612 sec): 3 clusters Score: Raw -1352390.252020 + Penalty 1851.420032 = -1350538.831988 nChanged 168 SP:Iteration 22Q (887.907075 sec): 3 clusters Score: Raw -1352432.274216 + Penalty 1851.420032 = -1350580.854184 nChanged 172 SP:Iteration 23Q (887.975588 sec): 3 clusters Score: Raw -1352473.622628 + Penalty 1851.420032 = -1350622.202596 nChanged 157 SP:Iteration 24Q (888.030993 sec): 3 clusters Score: Raw -1352513.377428 + Penalty 1851.420032 = -1350661.957396 nChanged 160 SP:Iteration 25Q (888.100216 sec): 3 clusters Score: Raw -1352555.817125 + Penalty 1851.420032 = -1350704.397093 nChanged 176 SP:Iteration 26Q (888.173716 sec): 3 clusters Score: Raw -1352602.964770 + Penalty 1851.420032 = -1350751.544739 nChanged 176 SP:Iteration 27Q (888.233415 sec): 3 clusters Score: Raw -1352648.099392 + Penalty 1851.420032 = -1350796.679361 nChanged 151 SP:Iteration 28Q (888.306951 sec): 3 clusters Score: Raw -1352684.980952 + Penalty 1851.420032 = -1350833.560920 nChanged 167 SP:Iteration 29Q (888.363102 sec): 3 clusters Score: Raw -1352725.380932 + Penalty 1851.420032 = -1350873.960901 nChanged 166 SP:Iteration 30Q (888.441134 sec): 3 clusters Score: Raw -1352773.243707 + Penalty 1851.420032 = -1350921.823675 nChanged 182 SP:Iteration 31Q (888.504789 sec): 3 clusters Score: Raw -1352819.622955 + Penalty 1851.420032 = -1350968.202924 nChanged 182 SP:Iteration 32Q (888.559766 sec): 3 clusters Score: Raw -1352867.295829 + Penalty 1851.420032 = -1351015.875797 nChanged 177 SP:Iteration 33Q (888.626563 sec): 3 clusters Score: Raw -1352914.146581 + Penalty 1851.420032 = -1351062.726550 nChanged 174 SP:Iteration 34Q (888.698584 sec): 3 clusters Score: Raw -1352958.308918 + Penalty 1851.420032 = -1351106.888887 nChanged 181 SP:Iteration 35Q (888.754376 sec): 3 clusters Score: Raw -1353006.621868 + Penalty 1851.420032 = -1351155.201836 nChanged 181 SP:Iteration 36Q (888.827277 sec): 3 clusters Score: Raw -1353064.148157 + Penalty 1851.420032 = -1351212.728126 nChanged 215 SP:Iteration 37Q (888.890406 sec): 3 clusters Score: Raw -1353136.057672 + Penalty 1851.420032 = -1351284.637641 nChanged 211 SP:Iteration 38Q (888.958394 sec): 3 clusters Score: Raw -1353213.200206 + Penalty 1851.420032 = -1351361.780174 nChanged 225 SP:Iteration 39Q (889.022931 sec): 3 clusters Score: Raw -1353303.211681 + Penalty 1851.420032 = -1351451.791650 nChanged 207 SP:Iteration 40F (889.088652 sec): 3 clusters Score: Raw -1353379.244066 + Penalty 1851.420032 = -1351527.824034 nChanged 194 SP:Iteration 41Q (889.155731 sec): 3 clusters Score: Raw -1353445.580800 + Penalty 1851.420032 = -1351594.160768 nChanged 189 SP:Iteration 42Q (889.216151 sec): 3 clusters Score: Raw -1353512.152082 + Penalty 1851.420032 = -1351660.732050 nChanged 173 SP:Iteration 43Q (889.273568 sec): 3 clusters Score: Raw -1353568.253078 + Penalty 1851.420032 = -1351716.833047 nChanged 141 SP:Iteration 44Q (889.345055 sec): 3 clusters Score: Raw -1353614.118569 + Penalty 1851.420032 = -1351762.698537 nChanged 151 SP:Iteration 45Q (889.416519 sec): 3 clusters Score: Raw -1353665.504846 + Penalty 1851.420032 = -1351814.084814 nChanged 164 SP:Iteration 46Q (889.483850 sec): 3 clusters Score: Raw -1353723.595762 + Penalty 1851.420032 = -1351872.175730 nChanged 145 SP:Iteration 47Q (889.550966 sec): 3 clusters Score: Raw -1353770.584036 + Penalty 1851.420032 = -1351919.164005 nChanged 143 SP:Iteration 48Q (889.614407 sec): 3 clusters Score: Raw -1353815.466959 + Penalty 1851.420032 = -1351964.046927 nChanged 133 SP:Iteration 49Q (889.677049 sec): 3 clusters Score: Raw -1353862.313415 + Penalty 1851.420032 = -1352010.893383 nChanged 128 SP:Iteration 50Q (889.745359 sec): 3 clusters Score: Raw -1353912.383728 + Penalty 1851.420032 = -1352060.963696 nChanged 128 SP:Iteration 51Q (889.799932 sec): 3 clusters Score: Raw -1353969.120081 + Penalty 1851.420032 = -1352117.700050 nChanged 144 SP:Iteration 52Q (889.852576 sec): 3 clusters Score: Raw -1354034.265702 + Penalty 1851.420032 = -1352182.845670 nChanged 128 SP:Iteration 53Q (889.912225 sec): 3 clusters Score: Raw -1354084.141685 + Penalty 1851.420032 = -1352232.721654 nChanged 124 SP:Iteration 54Q (889.984962 sec): 3 clusters Score: Raw -1354133.248826 + Penalty 1851.420032 = -1352281.828794 nChanged 103 SP:Iteration 55Q (890.049596 sec): 3 clusters Score: Raw -1354173.755102 + Penalty 1851.420032 = -1352322.335070 nChanged 97 SP:Iteration 56Q (890.114277 sec): 3 clusters Score: Raw -1354215.704553 + Penalty 1851.420032 = -1352364.284522 nChanged 105 SP:Iteration 57Q (890.172354 sec): 3 clusters Score: Raw -1354265.426779 + Penalty 1851.420032 = -1352414.006747 nChanged 98 SP:Iteration 58Q (890.231236 sec): 3 clusters Score: Raw -1354317.138069 + Penalty 1851.420032 = -1352465.718037 nChanged 94 SP:Iteration 59Q (890.287480 sec): 3 clusters Score: Raw -1354370.352511 + Penalty 1851.420032 = -1352518.932480 nChanged 67 SP:Iteration 60F (890.362726 sec): 3 clusters Score: Raw -1354404.506242 + Penalty 1851.420032 = -1352553.086210 nChanged 51 SP:Iteration 61Q (890.413911 sec): 3 clusters Score: Raw -1354427.285960 + Penalty 1851.420032 = -1352575.865929 nChanged 44 SP:Iteration 62Q (890.477166 sec): 3 clusters Score: Raw -1354445.728341 + Penalty 1851.420032 = -1352594.308309 nChanged 29 SP:Iteration 63Q (890.547024 sec): 3 clusters Score: Raw -1354458.595715 + Penalty 1851.420032 = -1352607.175683 nChanged 33 SP:Iteration 64Q (890.611506 sec): 3 clusters Score: Raw -1354473.493748 + Penalty 1851.420032 = -1352622.073716 nChanged 28 SP:Iteration 65Q (890.675750 sec): 3 clusters Score: Raw -1354484.251815 + Penalty 1851.420032 = -1352632.831783 nChanged 23 SP:Iteration 66Q (890.741363 sec): 3 clusters Score: Raw -1354494.587141 + Penalty 1851.420032 = -1352643.167110 nChanged 24 SP:Iteration 67Q (890.795229 sec): 3 clusters Score: Raw -1354510.875759 + Penalty 1851.420032 = -1352659.455727 nChanged 26 SP:Iteration 68Q (890.865728 sec): 3 clusters Score: Raw -1354532.378095 + Penalty 1851.420032 = -1352680.958063 nChanged 26 SP:Iteration 69Q (890.931142 sec): 3 clusters Score: Raw -1354547.776894 + Penalty 1851.420032 = -1352696.356862 nChanged 18 SP:Iteration 70Q (890.994590 sec): 3 clusters Score: Raw -1354555.971855 + Penalty 1851.420032 = -1352704.551823 nChanged 12 SP:Iteration 71Q (891.058204 sec): 3 clusters Score: Raw -1354563.210574 + Penalty 1851.420032 = -1352711.790543 nChanged 18 SP:Iteration 72Q (891.117890 sec): 3 clusters Score: Raw -1354573.012201 + Penalty 1851.420032 = -1352721.592169 nChanged 6 SP:Iteration 73Q (891.171228 sec): 3 clusters Score: Raw -1354576.153892 + Penalty 1851.420032 = -1352724.733861 nChanged 9 SP:Iteration 74Q (891.230766 sec): 3 clusters Score: Raw -1354584.314194 + Penalty 1851.420032 = -1352732.894163 nChanged 11 SP:Iteration 75Q (891.298975 sec): 3 clusters Score: Raw -1354590.348253 + Penalty 1851.420032 = -1352738.928221 nChanged 9 SP:Iteration 76Q (891.361133 sec): 3 clusters Score: Raw -1354596.969452 + Penalty 1851.420032 = -1352745.549420 nChanged 6 SP:Iteration 77Q (891.411522 sec): 3 clusters Score: Raw -1354599.882909 + Penalty 1851.420032 = -1352748.462878 nChanged 5 SP:Iteration 78Q (891.475636 sec): 3 clusters Score: Raw -1354604.319615 + Penalty 1851.420032 = -1352752.899583 nChanged 4 SP:Iteration 79Q (891.544556 sec): 3 clusters Score: Raw -1354607.018865 + Penalty 1851.420032 = -1352755.598833 nChanged 3 SP:Iteration 80F (891.615253 sec): 3 clusters Score: Raw -1354608.231404 + Penalty 1851.420032 = -1352756.811373 nChanged 4 SP:Iteration 81Q (891.683444 sec): 3 clusters Score: Raw -1354610.838440 + Penalty 1851.420032 = -1352759.418409 nChanged 6 SP:Iteration 82Q (891.746530 sec): 3 clusters Score: Raw -1354614.847549 + Penalty 1851.420032 = -1352763.427517 nChanged 5 SP:Iteration 83Q (891.799877 sec): 3 clusters Score: Raw -1354617.756560 + Penalty 1851.420032 = -1352766.336529 nChanged 2 SP:Iteration 84Q (891.866937 sec): 3 clusters Score: Raw -1354619.312501 + Penalty 1851.420032 = -1352767.892470 nChanged 2 SP:Iteration 85Q (891.933748 sec): 3 clusters Score: Raw -1354621.614872 + Penalty 1851.420032 = -1352770.194840 nChanged 2 SP:Iteration 86Q (891.984909 sec): 3 clusters Score: Raw -1354622.519708 + Penalty 1851.420032 = -1352771.099677 nChanged 3 SP:Iteration 87Q (892.048656 sec): 3 clusters Score: Raw -1354623.593508 + Penalty 1851.420032 = -1352772.173477 nChanged 1 SP:Iteration 88Q (892.111879 sec): 3 clusters Score: Raw -1354623.842664 + Penalty 1851.420032 = -1352772.422632 nChanged 1 SP:Iteration 89Q (892.182588 sec): 3 clusters Score: Raw -1354626.254714 + Penalty 1851.420032 = -1352774.834682 nChanged 4 SP:Iteration 90Q (892.245842 sec): 3 clusters Score: Raw -1354628.399779 + Penalty 1851.420032 = -1352776.979747 nChanged 3 SP:Iteration 91Q (892.309764 sec): 3 clusters Score: Raw -1354630.666647 + Penalty 1851.420032 = -1352779.246616 nChanged 5 SP:Iteration 92Q (892.373265 sec): 3 clusters Score: Raw -1354632.774314 + Penalty 1851.420032 = -1352781.354282 nChanged 2 SP:Iteration 93Q (892.433367 sec): 3 clusters Score: Raw -1354633.528100 + Penalty 1851.420032 = -1352782.108068 nChanged 1 SP:Iteration 94Q (892.490700 sec): 3 clusters Score: Raw -1354634.224769 + Penalty 1851.420032 = -1352782.804737 nChanged 1 SP:Iteration 95Q (892.555474 sec): 3 clusters Score: Raw -1354635.258710 + Penalty 1851.420032 = -1352783.838678 nChanged 1 SP:Iteration 96Q (892.621396 sec): 3 clusters Score: Raw -1354637.765425 + Penalty 1851.420032 = -1352786.345393 nChanged 1 SP:Iteration 97Q (892.677795 sec): 3 clusters Score: Raw -1354639.033480 + Penalty 1851.420032 = -1352787.613448 nChanged 1 SP:Iteration 98Q (892.734484 sec): 3 clusters Score: Raw -1354639.323775 + Penalty 1851.420032 = -1352787.903743 nChanged 1 SP:Iteration 99Q (892.794417 sec): 3 clusters Score: Raw -1354639.627217 + Penalty 1851.420032 = -1352788.207185 nChanged 0 SP:Iteration 100F (892.864613 sec): 3 clusters Score: Raw -1354639.627217 + Penalty 1851.420032 = -1352788.207185 nChanged 0 Trying to split cluster 17 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (892.901689 sec): 2 clusters Score: Raw -37254.821876 + Penalty 590.577580 = -36664.244296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (892.952531 sec): 3 clusters Score: Raw -37089.674859 + Penalty 1181.155159 = -35908.519700 nChanged 153 SP:Iteration 1F (893.001586 sec): 3 clusters Score: Raw -37244.428678 + Penalty 1181.155159 = -36063.273519 nChanged 28 SP:Iteration 2F (893.052652 sec): 3 clusters Score: Raw -37286.241846 + Penalty 1181.155159 = -36105.086687 nChanged 23 SP:Iteration 3Q (893.101564 sec): 3 clusters Score: Raw -37310.974601 + Penalty 1181.155159 = -36129.819442 nChanged 13 SP:Iteration 4Q (893.149857 sec): 3 clusters Score: Raw -37326.722586 + Penalty 1181.155159 = -36145.567427 nChanged 9 SP:Iteration 5Q (893.199615 sec): 3 clusters Score: Raw -37338.623952 + Penalty 1181.155159 = -36157.468793 nChanged 9 SP:Iteration 6Q (893.233888 sec): 3 clusters Score: Raw -37346.766558 + Penalty 1181.155159 = -36165.611399 nChanged 5 SP:Iteration 7Q (893.286699 sec): 3 clusters Score: Raw -37352.933971 + Penalty 1181.155159 = -36171.778812 nChanged 2 SP:Iteration 8Q (893.336420 sec): 3 clusters Score: Raw -37354.440930 + Penalty 1181.155159 = -36173.285771 nChanged 2 SP:Iteration 9Q (893.378198 sec): 3 clusters Score: Raw -37358.571720 + Penalty 1181.155159 = -36177.416561 nChanged 3 SP:Iteration 10Q (893.427564 sec): 3 clusters Score: Raw -37361.122606 + Penalty 1181.155159 = -36179.967447 nChanged 0 SP:Iteration 11F (893.477645 sec): 3 clusters Score: Raw -37361.122606 + Penalty 1181.155159 = -36179.967447 nChanged 0 Trying to split cluster 18 (11884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (893.516375 sec): 2 clusters Score: Raw -908535.359715 + Penalty 891.380082 = -907643.979632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (893.573643 sec): 3 clusters Score: Raw -901442.845761 + Penalty 1782.760165 = -899660.085596 nChanged 5345 SP:Iteration 1F (893.627468 sec): 3 clusters Score: Raw -904575.434705 + Penalty 1782.760165 = -902792.674540 nChanged 604 SP:Iteration 2F (893.699845 sec): 3 clusters Score: Raw -904818.586593 + Penalty 1782.760165 = -903035.826428 nChanged 587 SP:Iteration 3Q (893.751011 sec): 3 clusters Score: Raw -905102.921680 + Penalty 1782.760165 = -903320.161515 nChanged 661 SP:Iteration 4F (893.819856 sec): 3 clusters Score: Raw -905490.053262 + Penalty 1782.760165 = -903707.293097 nChanged 764 SP:Iteration 5F (893.881759 sec): 3 clusters Score: Raw -905993.541968 + Penalty 1782.760165 = -904210.781803 nChanged 815 SP:Iteration 6F (893.944930 sec): 3 clusters Score: Raw -906618.972336 + Penalty 1782.760165 = -904836.212171 nChanged 824 SP:Iteration 7F (893.999437 sec): 3 clusters Score: Raw -907285.118489 + Penalty 1782.760165 = -905502.358324 nChanged 693 SP:Iteration 8F (894.059074 sec): 3 clusters Score: Raw -907844.462542 + Penalty 1782.760165 = -906061.702377 nChanged 489 SP:Iteration 9Q (894.111754 sec): 3 clusters Score: Raw -908264.677692 + Penalty 1782.760165 = -906481.917527 nChanged 298 SP:Iteration 10Q (894.183994 sec): 3 clusters Score: Raw -908553.541513 + Penalty 1782.760165 = -906770.781348 nChanged 206 SP:Iteration 11Q (894.235397 sec): 3 clusters Score: Raw -908755.859167 + Penalty 1782.760165 = -906973.099002 nChanged 156 SP:Iteration 12Q (894.296678 sec): 3 clusters Score: Raw -908863.484021 + Penalty 1782.760165 = -907080.723856 nChanged 112 SP:Iteration 13Q (894.357166 sec): 3 clusters Score: Raw -908924.599319 + Penalty 1782.760165 = -907141.839154 nChanged 93 SP:Iteration 14Q (894.429672 sec): 3 clusters Score: Raw -908968.418036 + Penalty 1782.760165 = -907185.657871 nChanged 77 SP:Iteration 15Q (894.479675 sec): 3 clusters Score: Raw -908997.038575 + Penalty 1782.760165 = -907214.278410 nChanged 52 SP:Iteration 16Q (894.543071 sec): 3 clusters Score: Raw -909012.068258 + Penalty 1782.760165 = -907229.308093 nChanged 43 SP:Iteration 17Q (894.596022 sec): 3 clusters Score: Raw -909021.817624 + Penalty 1782.760165 = -907239.057460 nChanged 28 SP:Iteration 18Q (894.665363 sec): 3 clusters Score: Raw -909028.573431 + Penalty 1782.760165 = -907245.813266 nChanged 29 SP:Iteration 19Q (894.722086 sec): 3 clusters Score: Raw -909033.865170 + Penalty 1782.760165 = -907251.105005 nChanged 20 SP:Iteration 20F (894.777977 sec): 3 clusters Score: Raw -909036.466746 + Penalty 1782.760165 = -907253.706581 nChanged 14 SP:Iteration 21Q (894.840265 sec): 3 clusters Score: Raw -909038.470520 + Penalty 1782.760165 = -907255.710355 nChanged 14 SP:Iteration 22Q (894.905028 sec): 3 clusters Score: Raw -909040.142130 + Penalty 1782.760165 = -907257.381965 nChanged 6 SP:Iteration 23Q (894.963883 sec): 3 clusters Score: Raw -909041.080354 + Penalty 1782.760165 = -907258.320189 nChanged 7 SP:Iteration 24Q (895.017424 sec): 3 clusters Score: Raw -909042.015545 + Penalty 1782.760165 = -907259.255380 nChanged 9 SP:Iteration 25Q (895.087552 sec): 3 clusters Score: Raw -909043.362866 + Penalty 1782.760165 = -907260.602701 nChanged 7 SP:Iteration 26Q (895.150873 sec): 3 clusters Score: Raw -909044.437181 + Penalty 1782.760165 = -907261.677016 nChanged 7 SP:Iteration 27Q (895.211897 sec): 3 clusters Score: Raw -909045.201261 + Penalty 1782.760165 = -907262.441096 nChanged 3 SP:Iteration 28Q (895.274617 sec): 3 clusters Score: Raw -909045.631793 + Penalty 1782.760165 = -907262.871628 nChanged 1 SP:Iteration 29Q (895.335716 sec): 3 clusters Score: Raw -909045.754895 + Penalty 1782.760165 = -907262.994730 nChanged 1 SP:Iteration 30Q (895.394447 sec): 3 clusters Score: Raw -909045.813355 + Penalty 1782.760165 = -907263.053191 nChanged 1 SP:Iteration 31Q (895.454531 sec): 3 clusters Score: Raw -909045.833483 + Penalty 1782.760165 = -907263.073318 nChanged 0 SP:Iteration 32F (895.514453 sec): 3 clusters Score: Raw -909045.833483 + Penalty 1782.760165 = -907263.073318 nChanged 0 Iteration 139Q (897.041264 sec): 20 clusters Score: Raw -15309874.455131 + Penalty 22004.186170 = -15287870.268961 nChanged 2755 Iteration 140F (899.135325 sec): 20 clusters Score: Raw -15310821.776523 + Penalty 22004.186170 = -15288817.590353 nChanged 2628 Iteration 141Q (900.305078 sec): 20 clusters Score: Raw -15311342.918665 + Penalty 22004.186170 = -15289338.732496 nChanged 1934 Iteration 142Q (901.464341 sec): 20 clusters Score: Raw -15311685.139164 + Penalty 22004.186170 = -15289680.952995 nChanged 1680 Iteration 143Q (902.683971 sec): 20 clusters Score: Raw -15311940.929250 + Penalty 22004.186170 = -15289936.743080 nChanged 1450 Iteration 144Q (903.895544 sec): 20 clusters Score: Raw -15312139.854392 + Penalty 22004.186170 = -15290135.668222 nChanged 1221 Iteration 145Q (905.060296 sec): 20 clusters Score: Raw -15312288.884157 + Penalty 22004.186170 = -15290284.697988 nChanged 1055 Iteration 146Q (906.199462 sec): 20 clusters Score: Raw -15312410.693463 + Penalty 22004.186170 = -15290406.507294 nChanged 962 Iteration 147Q (907.294882 sec): 20 clusters Score: Raw -15312517.198089 + Penalty 22004.186170 = -15290513.011920 nChanged 897 Iteration 148Q (908.511968 sec): 20 clusters Score: Raw -15312607.632603 + Penalty 22004.186170 = -15290603.446433 nChanged 781 Iteration 149Q (909.641147 sec): 20 clusters Score: Raw -15312681.391270 + Penalty 22004.186170 = -15290677.205101 nChanged 738 Iteration 150Q (910.741032 sec): 20 clusters Score: Raw -15312746.776142 + Penalty 22004.186170 = -15290742.589973 nChanged 674 Iteration 151Q (911.801737 sec): 20 clusters Score: Raw -15312805.895560 + Penalty 22004.186170 = -15290801.709391 nChanged 637 Iteration 152Q (913.003105 sec): 20 clusters Score: Raw -15312857.732701 + Penalty 22004.186170 = -15290853.546532 nChanged 598 Iteration 153Q (914.140518 sec): 20 clusters Score: Raw -15312906.482412 + Penalty 22004.186170 = -15290902.296243 nChanged 598 Iteration 154Q (915.310093 sec): 20 clusters Score: Raw -15312952.724937 + Penalty 22004.186170 = -15290948.538768 nChanged 542 Iteration 155Q (916.371343 sec): 20 clusters Score: Raw -15312991.739507 + Penalty 22004.186170 = -15290987.553338 nChanged 491 Iteration 156Q (917.474753 sec): 20 clusters Score: Raw -15313027.055627 + Penalty 22004.186170 = -15291022.869458 nChanged 456 Iteration 157Q (918.604991 sec): 20 clusters Score: Raw -15313063.225012 + Penalty 22004.186170 = -15291059.038842 nChanged 433 Iteration 158Q (919.774922 sec): 20 clusters Score: Raw -15313095.838194 + Penalty 22004.186170 = -15291091.652024 nChanged 388 Iteration 159Q (920.846917 sec): 20 clusters Score: Raw -15313125.644726 + Penalty 22004.186170 = -15291121.458556 nChanged 373 Iteration 160F (922.904393 sec): 20 clusters Score: Raw -15313163.185315 + Penalty 22004.186170 = -15291158.999146 nChanged 388 Iteration 161Q (924.041296 sec): 20 clusters Score: Raw -15313203.740834 + Penalty 22004.186170 = -15291199.554664 nChanged 382 Iteration 162Q (925.168743 sec): 20 clusters Score: Raw -15313237.850528 + Penalty 22004.186170 = -15291233.664359 nChanged 338 Iteration 163Q (926.331598 sec): 20 clusters Score: Raw -15313266.309246 + Penalty 22004.186170 = -15291262.123076 nChanged 342 Iteration 164Q (927.514669 sec): 20 clusters Score: Raw -15313300.591450 + Penalty 22004.186170 = -15291296.405280 nChanged 303 Iteration 165Q (928.687815 sec): 20 clusters Score: Raw -15313325.367721 + Penalty 22004.186170 = -15291321.181552 nChanged 281 Iteration 166Q (929.819762 sec): 20 clusters Score: Raw -15313343.449734 + Penalty 22004.186170 = -15291339.263565 nChanged 271 Iteration 167Q (930.935802 sec): 20 clusters Score: Raw -15313358.078686 + Penalty 22004.186170 = -15291353.892517 nChanged 228 Iteration 168Q (932.048086 sec): 20 clusters Score: Raw -15313370.387493 + Penalty 22004.186170 = -15291366.201324 nChanged 213 Iteration 169Q (933.179392 sec): 20 clusters Score: Raw -15313381.781583 + Penalty 22004.186170 = -15291377.595414 nChanged 226 Iteration 170Q (934.260757 sec): 20 clusters Score: Raw -15313393.940940 + Penalty 22004.186170 = -15291389.754770 nChanged 209 Iteration 171Q (935.359569 sec): 20 clusters Score: Raw -15313404.819554 + Penalty 22004.186170 = -15291400.633385 nChanged 190 Iteration 172Q (936.549326 sec): 20 clusters Score: Raw -15313415.124126 + Penalty 22004.186170 = -15291410.937957 nChanged 174 Iteration 173Q (937.689541 sec): 20 clusters Score: Raw -15313423.222484 + Penalty 22004.186170 = -15291419.036314 nChanged 139 Iteration 174Q (938.925475 sec): 20 clusters Score: Raw -15313428.979112 + Penalty 22004.186170 = -15291424.792942 nChanged 122 Iteration 175Q (940.130064 sec): 20 clusters Score: Raw -15313434.247645 + Penalty 22004.186170 = -15291430.061475 nChanged 110 Iteration 176Q (941.248034 sec): 20 clusters Score: Raw -15313437.879294 + Penalty 22004.186170 = -15291433.693124 nChanged 94 Iteration 177Q (942.378247 sec): 20 clusters Score: Raw -15313440.660195 + Penalty 22004.186170 = -15291436.474026 nChanged 93 Iteration 178Q (943.473890 sec): 20 clusters Score: Raw -15313443.549816 + Penalty 22004.186170 = -15291439.363647 nChanged 87 Writing temp clu file Because OldScore, -15291436.474026, is greater than current (better) Score,-15291439.363647 Compute initial score before splitting: Score: Raw -15313443.549816 + Penalty 22004.186170 = -15291439.363647 Trying to split cluster 1 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (943.558484 sec): 2 clusters Score: Raw -114772.630648 + Penalty 689.482229 = -114083.148419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (943.605725 sec): 3 clusters Score: Raw -114134.277214 + Penalty 1378.964459 = -112755.312756 nChanged 527 SP:Iteration 1F (943.644213 sec): 3 clusters Score: Raw -114450.847436 + Penalty 1378.964459 = -113071.882978 nChanged 104 SP:Iteration 2F (943.690978 sec): 3 clusters Score: Raw -114514.623754 + Penalty 1378.964459 = -113135.659296 nChanged 63 SP:Iteration 3Q (943.735965 sec): 3 clusters Score: Raw -114553.125374 + Penalty 1378.964459 = -113174.160916 nChanged 51 SP:Iteration 4Q (943.789204 sec): 3 clusters Score: Raw -114585.945579 + Penalty 1378.964459 = -113206.981121 nChanged 28 SP:Iteration 5Q (943.836446 sec): 3 clusters Score: Raw -114599.723985 + Penalty 1378.964459 = -113220.759526 nChanged 23 SP:Iteration 6Q (943.875825 sec): 3 clusters Score: Raw -114610.594563 + Penalty 1378.964459 = -113231.630104 nChanged 18 SP:Iteration 7Q (943.926724 sec): 3 clusters Score: Raw -114620.741769 + Penalty 1378.964459 = -113241.777310 nChanged 14 SP:Iteration 8Q (943.971332 sec): 3 clusters Score: Raw -114628.501445 + Penalty 1378.964459 = -113249.536986 nChanged 10 SP:Iteration 9Q (944.008777 sec): 3 clusters Score: Raw -114635.090047 + Penalty 1378.964459 = -113256.125588 nChanged 11 SP:Iteration 10Q (944.056789 sec): 3 clusters Score: Raw -114641.308384 + Penalty 1378.964459 = -113262.343926 nChanged 12 SP:Iteration 11Q (944.104510 sec): 3 clusters Score: Raw -114646.296379 + Penalty 1378.964459 = -113267.331920 nChanged 8 SP:Iteration 12Q (944.142783 sec): 3 clusters Score: Raw -114649.516395 + Penalty 1378.964459 = -113270.551936 nChanged 7 SP:Iteration 13Q (944.203003 sec): 3 clusters Score: Raw -114652.889411 + Penalty 1378.964459 = -113273.924952 nChanged 4 SP:Iteration 14Q (944.243578 sec): 3 clusters Score: Raw -114655.188499 + Penalty 1378.964459 = -113276.224041 nChanged 8 SP:Iteration 15Q (944.284703 sec): 3 clusters Score: Raw -114658.268189 + Penalty 1378.964459 = -113279.303730 nChanged 6 SP:Iteration 16Q (944.342586 sec): 3 clusters Score: Raw -114660.629886 + Penalty 1378.964459 = -113281.665427 nChanged 5 SP:Iteration 17Q (944.398009 sec): 3 clusters Score: Raw -114662.667431 + Penalty 1378.964459 = -113283.702972 nChanged 8 SP:Iteration 18Q (944.444465 sec): 3 clusters Score: Raw -114665.041287 + Penalty 1378.964459 = -113286.076829 nChanged 4 SP:Iteration 19Q (944.490562 sec): 3 clusters Score: Raw -114666.681053 + Penalty 1378.964459 = -113287.716595 nChanged 2 SP:Iteration 20F (944.534986 sec): 3 clusters Score: Raw -114667.719739 + Penalty 1378.964459 = -113288.755280 nChanged 1 SP:Iteration 21Q (944.572383 sec): 3 clusters Score: Raw -114668.422082 + Penalty 1378.964459 = -113289.457624 nChanged 3 SP:Iteration 22Q (944.621637 sec): 3 clusters Score: Raw -114669.286177 + Penalty 1378.964459 = -113290.321719 nChanged 1 SP:Iteration 23Q (944.658562 sec): 3 clusters Score: Raw -114670.120619 + Penalty 1378.964459 = -113291.156160 nChanged 2 SP:Iteration 24Q (944.700171 sec): 3 clusters Score: Raw -114671.259550 + Penalty 1378.964459 = -113292.295092 nChanged 1 SP:Iteration 25Q (944.744217 sec): 3 clusters Score: Raw -114671.396464 + Penalty 1378.964459 = -113292.432006 nChanged 0 SP:Iteration 26F (944.799000 sec): 3 clusters Score: Raw -114671.396464 + Penalty 1378.964459 = -113292.432006 nChanged 0 Trying to split cluster 2 (18265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (944.840305 sec): 2 clusters Score: Raw -1498950.353799 + Penalty 932.210484 = -1498018.143315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (944.915925 sec): 3 clusters Score: Raw -1487649.429367 + Penalty 1864.420968 = -1485785.008399 nChanged 8406 SP:Iteration 1F (944.972899 sec): 3 clusters Score: Raw -1492509.343185 + Penalty 1864.420968 = -1490644.922216 nChanged 1044 SP:Iteration 2F (945.052703 sec): 3 clusters Score: Raw -1493003.026699 + Penalty 1864.420968 = -1491138.605730 nChanged 1152 SP:Iteration 3F (945.125267 sec): 3 clusters Score: Raw -1493644.600789 + Penalty 1864.420968 = -1491780.179821 nChanged 1272 SP:Iteration 4F (945.194006 sec): 3 clusters Score: Raw -1494509.790707 + Penalty 1864.420968 = -1492645.369739 nChanged 1274 SP:Iteration 5F (945.254860 sec): 3 clusters Score: Raw -1495500.759635 + Penalty 1864.420968 = -1493636.338667 nChanged 1200 SP:Iteration 6F (945.321541 sec): 3 clusters Score: Raw -1496532.520408 + Penalty 1864.420968 = -1494668.099440 nChanged 990 SP:Iteration 7F (945.403419 sec): 3 clusters Score: Raw -1497460.271310 + Penalty 1864.420968 = -1495595.850342 nChanged 716 SP:Iteration 8Q (945.473521 sec): 3 clusters Score: Raw -1498117.750469 + Penalty 1864.420968 = -1496253.329501 nChanged 471 SP:Iteration 9Q (945.545030 sec): 3 clusters Score: Raw -1498540.185919 + Penalty 1864.420968 = -1496675.764950 nChanged 306 SP:Iteration 10Q (945.601675 sec): 3 clusters Score: Raw -1498796.369320 + Penalty 1864.420968 = -1496931.948351 nChanged 228 SP:Iteration 11Q (945.675540 sec): 3 clusters Score: Raw -1498974.438235 + Penalty 1864.420968 = -1497110.017267 nChanged 152 SP:Iteration 12Q (945.740035 sec): 3 clusters Score: Raw -1499076.258876 + Penalty 1864.420968 = -1497211.837908 nChanged 117 SP:Iteration 13Q (945.806141 sec): 3 clusters Score: Raw -1499159.534058 + Penalty 1864.420968 = -1497295.113089 nChanged 91 SP:Iteration 14Q (945.870438 sec): 3 clusters Score: Raw -1499220.052552 + Penalty 1864.420968 = -1497355.631583 nChanged 87 SP:Iteration 15Q (945.931752 sec): 3 clusters Score: Raw -1499272.949555 + Penalty 1864.420968 = -1497408.528586 nChanged 73 SP:Iteration 16Q (945.996411 sec): 3 clusters Score: Raw -1499308.428626 + Penalty 1864.420968 = -1497444.007657 nChanged 49 SP:Iteration 17Q (946.062675 sec): 3 clusters Score: Raw -1499331.030933 + Penalty 1864.420968 = -1497466.609965 nChanged 42 SP:Iteration 18Q (946.133850 sec): 3 clusters Score: Raw -1499349.965434 + Penalty 1864.420968 = -1497485.544465 nChanged 33 SP:Iteration 19Q (946.197923 sec): 3 clusters Score: Raw -1499367.969070 + Penalty 1864.420968 = -1497503.548102 nChanged 42 SP:Iteration 20F (946.266126 sec): 3 clusters Score: Raw -1499387.539677 + Penalty 1864.420968 = -1497523.118708 nChanged 50 SP:Iteration 21Q (946.328060 sec): 3 clusters Score: Raw -1499411.310388 + Penalty 1864.420968 = -1497546.889419 nChanged 43 SP:Iteration 22Q (946.384227 sec): 3 clusters Score: Raw -1499430.049625 + Penalty 1864.420968 = -1497565.628657 nChanged 34 SP:Iteration 23Q (946.451697 sec): 3 clusters Score: Raw -1499447.509182 + Penalty 1864.420968 = -1497583.088213 nChanged 37 SP:Iteration 24Q (946.511991 sec): 3 clusters Score: Raw -1499464.971557 + Penalty 1864.420968 = -1497600.550588 nChanged 39 SP:Iteration 25Q (946.584007 sec): 3 clusters Score: Raw -1499486.837672 + Penalty 1864.420968 = -1497622.416703 nChanged 36 SP:Iteration 26Q (946.638341 sec): 3 clusters Score: Raw -1499500.328575 + Penalty 1864.420968 = -1497635.907606 nChanged 29 SP:Iteration 27Q (946.714783 sec): 3 clusters Score: Raw -1499508.269213 + Penalty 1864.420968 = -1497643.848245 nChanged 21 SP:Iteration 28Q (946.780166 sec): 3 clusters Score: Raw -1499516.473116 + Penalty 1864.420968 = -1497652.052148 nChanged 17 SP:Iteration 29Q (946.846583 sec): 3 clusters Score: Raw -1499521.684767 + Penalty 1864.420968 = -1497657.263799 nChanged 13 SP:Iteration 30Q (946.911335 sec): 3 clusters Score: Raw -1499524.408283 + Penalty 1864.420968 = -1497659.987314 nChanged 8 SP:Iteration 31Q (946.977028 sec): 3 clusters Score: Raw -1499526.358436 + Penalty 1864.420968 = -1497661.937468 nChanged 11 SP:Iteration 32Q (947.042448 sec): 3 clusters Score: Raw -1499529.202285 + Penalty 1864.420968 = -1497664.781317 nChanged 9 SP:Iteration 33Q (947.107404 sec): 3 clusters Score: Raw -1499530.838969 + Penalty 1864.420968 = -1497666.418001 nChanged 7 SP:Iteration 34Q (947.174029 sec): 3 clusters Score: Raw -1499532.256118 + Penalty 1864.420968 = -1497667.835149 nChanged 7 SP:Iteration 35Q (947.230293 sec): 3 clusters Score: Raw -1499535.628953 + Penalty 1864.420968 = -1497671.207984 nChanged 11 SP:Iteration 36Q (947.301626 sec): 3 clusters Score: Raw -1499538.478594 + Penalty 1864.420968 = -1497674.057625 nChanged 5 SP:Iteration 37Q (947.368592 sec): 3 clusters Score: Raw -1499539.428641 + Penalty 1864.420968 = -1497675.007673 nChanged 6 SP:Iteration 38Q (947.418847 sec): 3 clusters Score: Raw -1499540.500824 + Penalty 1864.420968 = -1497676.079855 nChanged 4 SP:Iteration 39Q (947.497023 sec): 3 clusters Score: Raw -1499540.875404 + Penalty 1864.420968 = -1497676.454436 nChanged 1 SP:Iteration 40F (947.556742 sec): 3 clusters Score: Raw -1499540.976570 + Penalty 1864.420968 = -1497676.555602 nChanged 0 Trying to split cluster 3 (2140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (947.595947 sec): 2 clusters Score: Raw -172840.002081 + Penalty 728.513305 = -172111.488776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (947.645799 sec): 3 clusters Score: Raw -171797.560952 + Penalty 1457.026611 = -170340.534342 nChanged 819 SP:Iteration 1F (947.691218 sec): 3 clusters Score: Raw -172249.556603 + Penalty 1457.026611 = -170792.529992 nChanged 168 SP:Iteration 2F (947.747149 sec): 3 clusters Score: Raw -172353.192139 + Penalty 1457.026611 = -170896.165529 nChanged 129 SP:Iteration 3F (947.787223 sec): 3 clusters Score: Raw -172424.159782 + Penalty 1457.026611 = -170967.133172 nChanged 82 SP:Iteration 4Q (947.843740 sec): 3 clusters Score: Raw -172478.692110 + Penalty 1457.026611 = -171021.665500 nChanged 77 SP:Iteration 5Q (947.895702 sec): 3 clusters Score: Raw -172519.859452 + Penalty 1457.026611 = -171062.832842 nChanged 58 SP:Iteration 6Q (947.955140 sec): 3 clusters Score: Raw -172548.405467 + Penalty 1457.026611 = -171091.378857 nChanged 59 SP:Iteration 7Q (948.002968 sec): 3 clusters Score: Raw -172580.906864 + Penalty 1457.026611 = -171123.880253 nChanged 52 SP:Iteration 8Q (948.053208 sec): 3 clusters Score: Raw -172610.149377 + Penalty 1457.026611 = -171153.122766 nChanged 50 SP:Iteration 9Q (948.096244 sec): 3 clusters Score: Raw -172640.605703 + Penalty 1457.026611 = -171183.579092 nChanged 47 SP:Iteration 10Q (948.141578 sec): 3 clusters Score: Raw -172675.345346 + Penalty 1457.026611 = -171218.318736 nChanged 39 SP:Iteration 11Q (948.180093 sec): 3 clusters Score: Raw -172702.602701 + Penalty 1457.026611 = -171245.576091 nChanged 30 SP:Iteration 12Q (948.232690 sec): 3 clusters Score: Raw -172724.593215 + Penalty 1457.026611 = -171267.566605 nChanged 33 SP:Iteration 13Q (948.279968 sec): 3 clusters Score: Raw -172747.012870 + Penalty 1457.026611 = -171289.986260 nChanged 31 SP:Iteration 14Q (948.325402 sec): 3 clusters Score: Raw -172764.249244 + Penalty 1457.026611 = -171307.222634 nChanged 24 SP:Iteration 15Q (948.376064 sec): 3 clusters Score: Raw -172775.616805 + Penalty 1457.026611 = -171318.590194 nChanged 18 SP:Iteration 16Q (948.422111 sec): 3 clusters Score: Raw -172789.850207 + Penalty 1457.026611 = -171332.823597 nChanged 15 SP:Iteration 17Q (948.475993 sec): 3 clusters Score: Raw -172803.149293 + Penalty 1457.026611 = -171346.122682 nChanged 13 SP:Iteration 18Q (948.529408 sec): 3 clusters Score: Raw -172812.664062 + Penalty 1457.026611 = -171355.637452 nChanged 16 SP:Iteration 19Q (948.571338 sec): 3 clusters Score: Raw -172825.625840 + Penalty 1457.026611 = -171368.599230 nChanged 12 SP:Iteration 20F (948.625222 sec): 3 clusters Score: Raw -172835.024383 + Penalty 1457.026611 = -171377.997773 nChanged 11 SP:Iteration 21Q (948.673284 sec): 3 clusters Score: Raw -172845.864291 + Penalty 1457.026611 = -171388.837680 nChanged 9 SP:Iteration 22Q (948.726867 sec): 3 clusters Score: Raw -172856.083275 + Penalty 1457.026611 = -171399.056664 nChanged 12 SP:Iteration 23Q (948.771599 sec): 3 clusters Score: Raw -172861.055915 + Penalty 1457.026611 = -171404.029305 nChanged 7 SP:Iteration 24Q (948.810116 sec): 3 clusters Score: Raw -172868.370086 + Penalty 1457.026611 = -171411.343476 nChanged 8 SP:Iteration 25Q (948.857083 sec): 3 clusters Score: Raw -172876.264015 + Penalty 1457.026611 = -171419.237404 nChanged 8 SP:Iteration 26Q (948.904455 sec): 3 clusters Score: Raw -172882.762901 + Penalty 1457.026611 = -171425.736290 nChanged 7 SP:Iteration 27Q (948.942940 sec): 3 clusters Score: Raw -172886.066323 + Penalty 1457.026611 = -171429.039713 nChanged 5 SP:Iteration 28Q (948.989804 sec): 3 clusters Score: Raw -172889.282752 + Penalty 1457.026611 = -171432.256142 nChanged 2 SP:Iteration 29Q (949.038901 sec): 3 clusters Score: Raw -172889.929838 + Penalty 1457.026611 = -171432.903227 nChanged 0 SP:Iteration 30F (949.087069 sec): 3 clusters Score: Raw -172889.929838 + Penalty 1457.026611 = -171432.903227 nChanged 0 Trying to split cluster 4 (7446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (949.107582 sec): 2 clusters Score: Raw -579531.126667 + Penalty 846.966064 = -578684.160603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (949.162336 sec): 3 clusters Score: Raw -575240.205672 + Penalty 1693.932128 = -573546.273543 nChanged 3275 SP:Iteration 1F (949.227395 sec): 3 clusters Score: Raw -577116.145532 + Penalty 1693.932128 = -575422.213404 nChanged 474 SP:Iteration 2F (949.287521 sec): 3 clusters Score: Raw -577366.590537 + Penalty 1693.932128 = -575672.658408 nChanged 455 SP:Iteration 3F (949.342797 sec): 3 clusters Score: Raw -577690.343061 + Penalty 1693.932128 = -575996.410933 nChanged 537 SP:Iteration 4F (949.406607 sec): 3 clusters Score: Raw -578156.463119 + Penalty 1693.932128 = -576462.530991 nChanged 578 SP:Iteration 5F (949.462348 sec): 3 clusters Score: Raw -578622.878942 + Penalty 1693.932128 = -576928.946813 nChanged 533 SP:Iteration 6F (949.518259 sec): 3 clusters Score: Raw -579027.483946 + Penalty 1693.932128 = -577333.551818 nChanged 407 SP:Iteration 7F (949.572012 sec): 3 clusters Score: Raw -579321.176657 + Penalty 1693.932128 = -577627.244529 nChanged 297 SP:Iteration 8Q (949.634382 sec): 3 clusters Score: Raw -579495.392788 + Penalty 1693.932128 = -577801.460660 nChanged 228 SP:Iteration 9Q (949.693305 sec): 3 clusters Score: Raw -579601.982656 + Penalty 1693.932128 = -577908.050527 nChanged 133 SP:Iteration 10Q (949.740320 sec): 3 clusters Score: Raw -579650.056093 + Penalty 1693.932128 = -577956.123965 nChanged 97 SP:Iteration 11Q (949.800549 sec): 3 clusters Score: Raw -579677.145426 + Penalty 1693.932128 = -577983.213297 nChanged 77 SP:Iteration 12Q (949.856096 sec): 3 clusters Score: Raw -579695.602707 + Penalty 1693.932128 = -578001.670579 nChanged 66 SP:Iteration 13Q (949.912714 sec): 3 clusters Score: Raw -579709.418211 + Penalty 1693.932128 = -578015.486083 nChanged 58 SP:Iteration 14Q (949.959610 sec): 3 clusters Score: Raw -579720.735669 + Penalty 1693.932128 = -578026.803541 nChanged 56 SP:Iteration 15Q (950.023538 sec): 3 clusters Score: Raw -579731.908033 + Penalty 1693.932128 = -578037.975904 nChanged 55 SP:Iteration 16Q (950.080768 sec): 3 clusters Score: Raw -579742.953874 + Penalty 1693.932128 = -578049.021746 nChanged 53 SP:Iteration 17Q (950.135973 sec): 3 clusters Score: Raw -579753.497554 + Penalty 1693.932128 = -578059.565425 nChanged 53 SP:Iteration 18Q (950.190460 sec): 3 clusters Score: Raw -579762.651375 + Penalty 1693.932128 = -578068.719247 nChanged 45 SP:Iteration 19Q (950.246279 sec): 3 clusters Score: Raw -579768.859413 + Penalty 1693.932128 = -578074.927285 nChanged 33 SP:Iteration 20F (950.296517 sec): 3 clusters Score: Raw -579773.566001 + Penalty 1693.932128 = -578079.633872 nChanged 37 SP:Iteration 21Q (950.361382 sec): 3 clusters Score: Raw -579779.258699 + Penalty 1693.932128 = -578085.326571 nChanged 29 SP:Iteration 22Q (950.421346 sec): 3 clusters Score: Raw -579784.630066 + Penalty 1693.932128 = -578090.697938 nChanged 42 SP:Iteration 23Q (950.481149 sec): 3 clusters Score: Raw -579795.905214 + Penalty 1693.932128 = -578101.973086 nChanged 49 SP:Iteration 24Q (950.540245 sec): 3 clusters Score: Raw -579806.693166 + Penalty 1693.932128 = -578112.761037 nChanged 40 SP:Iteration 25Q (950.585554 sec): 3 clusters Score: Raw -579813.603098 + Penalty 1693.932128 = -578119.670969 nChanged 40 SP:Iteration 26Q (950.646891 sec): 3 clusters Score: Raw -579821.345598 + Penalty 1693.932128 = -578127.413469 nChanged 47 SP:Iteration 27Q (950.704542 sec): 3 clusters Score: Raw -579833.708018 + Penalty 1693.932128 = -578139.775889 nChanged 57 SP:Iteration 28Q (950.762492 sec): 3 clusters Score: Raw -579847.044471 + Penalty 1693.932128 = -578153.112343 nChanged 57 SP:Iteration 29Q (950.820633 sec): 3 clusters Score: Raw -579858.533286 + Penalty 1693.932128 = -578164.601158 nChanged 56 SP:Iteration 30Q (950.879154 sec): 3 clusters Score: Raw -579870.032134 + Penalty 1693.932128 = -578176.100006 nChanged 59 SP:Iteration 31Q (950.936680 sec): 3 clusters Score: Raw -579879.000960 + Penalty 1693.932128 = -578185.068832 nChanged 50 SP:Iteration 32Q (950.992898 sec): 3 clusters Score: Raw -579885.644134 + Penalty 1693.932128 = -578191.712006 nChanged 36 SP:Iteration 33Q (951.046844 sec): 3 clusters Score: Raw -579889.633362 + Penalty 1693.932128 = -578195.701234 nChanged 32 SP:Iteration 34Q (951.104246 sec): 3 clusters Score: Raw -579893.218575 + Penalty 1693.932128 = -578199.286447 nChanged 23 SP:Iteration 35Q (951.155573 sec): 3 clusters Score: Raw -579895.572900 + Penalty 1693.932128 = -578201.640771 nChanged 22 SP:Iteration 36Q (951.216243 sec): 3 clusters Score: Raw -579898.059127 + Penalty 1693.932128 = -578204.126999 nChanged 21 SP:Iteration 37Q (951.269865 sec): 3 clusters Score: Raw -579900.317247 + Penalty 1693.932128 = -578206.385118 nChanged 18 SP:Iteration 38Q (951.330924 sec): 3 clusters Score: Raw -579902.119086 + Penalty 1693.932128 = -578208.186957 nChanged 14 SP:Iteration 39Q (951.392603 sec): 3 clusters Score: Raw -579903.422845 + Penalty 1693.932128 = -578209.490717 nChanged 13 SP:Iteration 40F (951.450903 sec): 3 clusters Score: Raw -579904.789788 + Penalty 1693.932128 = -578210.857660 nChanged 12 SP:Iteration 41Q (951.496462 sec): 3 clusters Score: Raw -579905.650477 + Penalty 1693.932128 = -578211.718349 nChanged 6 SP:Iteration 42Q (951.549340 sec): 3 clusters Score: Raw -579905.971217 + Penalty 1693.932128 = -578212.039089 nChanged 6 SP:Iteration 43Q (951.607557 sec): 3 clusters Score: Raw -579906.346881 + Penalty 1693.932128 = -578212.414753 nChanged 5 SP:Iteration 44Q (951.649022 sec): 3 clusters Score: Raw -579906.747764 + Penalty 1693.932128 = -578212.815635 nChanged 4 SP:Iteration 45Q (951.713009 sec): 3 clusters Score: Raw -579906.952576 + Penalty 1693.932128 = -578213.020447 nChanged 4 SP:Iteration 46Q (951.760038 sec): 3 clusters Score: Raw -579907.233949 + Penalty 1693.932128 = -578213.301821 nChanged 5 SP:Iteration 47Q (951.824769 sec): 3 clusters Score: Raw -579907.968922 + Penalty 1693.932128 = -578214.036794 nChanged 7 SP:Iteration 48Q (951.882832 sec): 3 clusters Score: Raw -579908.775157 + Penalty 1693.932128 = -578214.843029 nChanged 8 SP:Iteration 49Q (951.938381 sec): 3 clusters Score: Raw -579909.713193 + Penalty 1693.932128 = -578215.781065 nChanged 10 SP:Iteration 50Q (951.994870 sec): 3 clusters Score: Raw -579910.830302 + Penalty 1693.932128 = -578216.898174 nChanged 3 SP:Iteration 51Q (952.050149 sec): 3 clusters Score: Raw -579911.124437 + Penalty 1693.932128 = -578217.192308 nChanged 6 SP:Iteration 52Q (952.100293 sec): 3 clusters Score: Raw -579911.450869 + Penalty 1693.932128 = -578217.518741 nChanged 0 SP:Iteration 53F (952.155564 sec): 3 clusters Score: Raw -579911.450869 + Penalty 1693.932128 = -578217.518741 nChanged 0 Trying to split cluster 5 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (952.184127 sec): 2 clusters Score: Raw -6323.406034 + Penalty 441.217135 = -5882.188899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.228127 sec): 3 clusters Score: Raw -6436.838061 + Penalty 882.434271 = -5554.403790 nChanged 12 SP:Iteration 1F (952.273993 sec): 3 clusters Score: Raw -6461.491742 + Penalty 882.434271 = -5579.057471 nChanged 4 SP:Iteration 2Q (952.324778 sec): 3 clusters Score: Raw -6473.222977 + Penalty 882.434271 = -5590.788706 nChanged 3 SP:Iteration 3Q (952.361918 sec): 3 clusters Score: Raw -6481.500521 + Penalty 882.434271 = -5599.066250 nChanged 1 SP:Iteration 4Q (952.405765 sec): 3 clusters Score: Raw -6485.239770 + Penalty 882.434271 = -5602.805500 nChanged 1 SP:Iteration 5Q (952.454219 sec): 3 clusters Score: Raw -6488.884352 + Penalty 882.434271 = -5606.450081 nChanged 1 SP:Iteration 6Q (952.504116 sec): 3 clusters Score: Raw -6497.016837 + Penalty 882.434271 = -5614.582566 nChanged 1 SP:Iteration 7Q (952.555582 sec): 3 clusters Score: Raw -6503.901383 + Penalty 882.434271 = -5621.467112 nChanged 2 SP:Iteration 8Q (952.597958 sec): 3 clusters Score: Raw -6515.194413 + Penalty 882.434271 = -5632.760143 nChanged 0 SP:Iteration 9F (952.654799 sec): 3 clusters Score: Raw -6515.194413 + Penalty 882.434271 = -5632.760143 nChanged 0 Trying to split cluster 6 (12485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (952.692323 sec): 2 clusters Score: Raw -1025090.522398 + Penalty 896.066904 = -1024194.455494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.752934 sec): 3 clusters Score: Raw -1017584.973384 + Penalty 1792.133809 = -1015792.839576 nChanged 5656 SP:Iteration 1F (952.815902 sec): 3 clusters Score: Raw -1020811.818373 + Penalty 1792.133809 = -1019019.684565 nChanged 771 SP:Iteration 2F (952.871884 sec): 3 clusters Score: Raw -1021173.720945 + Penalty 1792.133809 = -1019381.587136 nChanged 713 SP:Iteration 3F (952.939046 sec): 3 clusters Score: Raw -1021493.673515 + Penalty 1792.133809 = -1019701.539707 nChanged 654 SP:Iteration 4F (952.999291 sec): 3 clusters Score: Raw -1021810.311160 + Penalty 1792.133809 = -1020018.177351 nChanged 699 SP:Iteration 5F (953.060949 sec): 3 clusters Score: Raw -1022176.186892 + Penalty 1792.133809 = -1020384.053084 nChanged 738 SP:Iteration 6F (953.126826 sec): 3 clusters Score: Raw -1022631.760987 + Penalty 1792.133809 = -1020839.627179 nChanged 754 SP:Iteration 7F (953.181335 sec): 3 clusters Score: Raw -1023216.245389 + Penalty 1792.133809 = -1021424.111581 nChanged 732 SP:Iteration 8F (953.254571 sec): 3 clusters Score: Raw -1023828.282546 + Penalty 1792.133809 = -1022036.148737 nChanged 584 SP:Iteration 9Q (953.310476 sec): 3 clusters Score: Raw -1024248.505392 + Penalty 1792.133809 = -1022456.371583 nChanged 449 SP:Iteration 10Q (953.381844 sec): 3 clusters Score: Raw -1024489.059761 + Penalty 1792.133809 = -1022696.925953 nChanged 324 SP:Iteration 11Q (953.445229 sec): 3 clusters Score: Raw -1024639.550300 + Penalty 1792.133809 = -1022847.416492 nChanged 229 SP:Iteration 12Q (953.495843 sec): 3 clusters Score: Raw -1024736.922956 + Penalty 1792.133809 = -1022944.789147 nChanged 190 SP:Iteration 13Q (953.571727 sec): 3 clusters Score: Raw -1024810.281456 + Penalty 1792.133809 = -1023018.147647 nChanged 153 SP:Iteration 14Q (953.631895 sec): 3 clusters Score: Raw -1024864.782199 + Penalty 1792.133809 = -1023072.648391 nChanged 128 SP:Iteration 15Q (953.688654 sec): 3 clusters Score: Raw -1024911.423732 + Penalty 1792.133809 = -1023119.289924 nChanged 120 SP:Iteration 16Q (953.755085 sec): 3 clusters Score: Raw -1024953.551999 + Penalty 1792.133809 = -1023161.418190 nChanged 114 SP:Iteration 17Q (953.823219 sec): 3 clusters Score: Raw -1024995.746528 + Penalty 1792.133809 = -1023203.612719 nChanged 104 SP:Iteration 18Q (953.886079 sec): 3 clusters Score: Raw -1025028.283878 + Penalty 1792.133809 = -1023236.150070 nChanged 94 SP:Iteration 19Q (953.936176 sec): 3 clusters Score: Raw -1025057.885639 + Penalty 1792.133809 = -1023265.751831 nChanged 85 SP:Iteration 20F (953.996883 sec): 3 clusters Score: Raw -1025085.326993 + Penalty 1792.133809 = -1023293.193185 nChanged 90 SP:Iteration 21Q (954.057150 sec): 3 clusters Score: Raw -1025114.451960 + Penalty 1792.133809 = -1023322.318151 nChanged 76 SP:Iteration 22Q (954.128477 sec): 3 clusters Score: Raw -1025137.439880 + Penalty 1792.133809 = -1023345.306071 nChanged 71 SP:Iteration 23Q (954.190081 sec): 3 clusters Score: Raw -1025155.000603 + Penalty 1792.133809 = -1023362.866794 nChanged 59 SP:Iteration 24Q (954.242522 sec): 3 clusters Score: Raw -1025171.233389 + Penalty 1792.133809 = -1023379.099580 nChanged 62 SP:Iteration 25Q (954.317650 sec): 3 clusters Score: Raw -1025190.293548 + Penalty 1792.133809 = -1023398.159740 nChanged 56 SP:Iteration 26Q (954.381397 sec): 3 clusters Score: Raw -1025202.726213 + Penalty 1792.133809 = -1023410.592405 nChanged 48 SP:Iteration 27Q (954.446199 sec): 3 clusters Score: Raw -1025215.951681 + Penalty 1792.133809 = -1023423.817873 nChanged 54 SP:Iteration 28Q (954.509182 sec): 3 clusters Score: Raw -1025228.796825 + Penalty 1792.133809 = -1023436.663016 nChanged 43 SP:Iteration 29Q (954.575519 sec): 3 clusters Score: Raw -1025238.420679 + Penalty 1792.133809 = -1023446.286871 nChanged 48 SP:Iteration 30Q (954.641620 sec): 3 clusters Score: Raw -1025249.829209 + Penalty 1792.133809 = -1023457.695401 nChanged 47 SP:Iteration 31Q (954.702622 sec): 3 clusters Score: Raw -1025260.480082 + Penalty 1792.133809 = -1023468.346274 nChanged 39 SP:Iteration 32Q (954.760678 sec): 3 clusters Score: Raw -1025269.050798 + Penalty 1792.133809 = -1023476.916989 nChanged 29 SP:Iteration 33Q (954.821728 sec): 3 clusters Score: Raw -1025274.124741 + Penalty 1792.133809 = -1023481.990932 nChanged 21 SP:Iteration 34Q (954.881099 sec): 3 clusters Score: Raw -1025277.118077 + Penalty 1792.133809 = -1023484.984269 nChanged 13 SP:Iteration 35Q (954.943274 sec): 3 clusters Score: Raw -1025278.969689 + Penalty 1792.133809 = -1023486.835881 nChanged 15 SP:Iteration 36Q (954.995398 sec): 3 clusters Score: Raw -1025281.926576 + Penalty 1792.133809 = -1023489.792768 nChanged 12 SP:Iteration 37Q (955.065959 sec): 3 clusters Score: Raw -1025283.716624 + Penalty 1792.133809 = -1023491.582816 nChanged 13 SP:Iteration 38Q (955.124361 sec): 3 clusters Score: Raw -1025285.115076 + Penalty 1792.133809 = -1023492.981268 nChanged 8 SP:Iteration 39Q (955.187418 sec): 3 clusters Score: Raw -1025285.940197 + Penalty 1792.133809 = -1023493.806388 nChanged 8 SP:Iteration 40F (955.241402 sec): 3 clusters Score: Raw -1025287.100546 + Penalty 1792.133809 = -1023494.966738 nChanged 5 SP:Iteration 41Q (955.312144 sec): 3 clusters Score: Raw -1025287.427953 + Penalty 1792.133809 = -1023495.294145 nChanged 4 SP:Iteration 42Q (955.370834 sec): 3 clusters Score: Raw -1025287.799386 + Penalty 1792.133809 = -1023495.665577 nChanged 8 SP:Iteration 43Q (955.430338 sec): 3 clusters Score: Raw -1025289.140450 + Penalty 1792.133809 = -1023497.006642 nChanged 7 SP:Iteration 44Q (955.496333 sec): 3 clusters Score: Raw -1025290.264642 + Penalty 1792.133809 = -1023498.130834 nChanged 7 SP:Iteration 45Q (955.553968 sec): 3 clusters Score: Raw -1025291.250483 + Penalty 1792.133809 = -1023499.116675 nChanged 10 SP:Iteration 46Q (955.617297 sec): 3 clusters Score: Raw -1025292.633870 + Penalty 1792.133809 = -1023500.500061 nChanged 7 SP:Iteration 47Q (955.676529 sec): 3 clusters Score: Raw -1025293.639564 + Penalty 1792.133809 = -1023501.505755 nChanged 8 SP:Iteration 48Q (955.732050 sec): 3 clusters Score: Raw -1025295.207203 + Penalty 1792.133809 = -1023503.073395 nChanged 10 SP:Iteration 49Q (955.801161 sec): 3 clusters Score: Raw -1025297.864717 + Penalty 1792.133809 = -1023505.730908 nChanged 10 SP:Iteration 50Q (955.863693 sec): 3 clusters Score: Raw -1025299.273187 + Penalty 1792.133809 = -1023507.139378 nChanged 7 SP:Iteration 51Q (955.920190 sec): 3 clusters Score: Raw -1025300.987424 + Penalty 1792.133809 = -1023508.853616 nChanged 13 SP:Iteration 52Q (955.972239 sec): 3 clusters Score: Raw -1025303.505390 + Penalty 1792.133809 = -1023511.371582 nChanged 6 SP:Iteration 53Q (956.038188 sec): 3 clusters Score: Raw -1025304.196022 + Penalty 1792.133809 = -1023512.062214 nChanged 5 SP:Iteration 54Q (956.095792 sec): 3 clusters Score: Raw -1025305.268898 + Penalty 1792.133809 = -1023513.135089 nChanged 8 SP:Iteration 55Q (956.153360 sec): 3 clusters Score: Raw -1025306.127693 + Penalty 1792.133809 = -1023513.993885 nChanged 3 SP:Iteration 56Q (956.228640 sec): 3 clusters Score: Raw -1025306.295830 + Penalty 1792.133809 = -1023514.162021 nChanged 1 SP:Iteration 57Q (956.289625 sec): 3 clusters Score: Raw -1025306.328133 + Penalty 1792.133809 = -1023514.194324 nChanged 0 SP:Iteration 58F (956.340765 sec): 3 clusters Score: Raw -1025306.328133 + Penalty 1792.133809 = -1023514.194324 nChanged 0 Trying to split cluster 7 (1127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (956.379818 sec): 2 clusters Score: Raw -88727.743519 + Penalty 667.594879 = -88060.148640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (956.430005 sec): 3 clusters Score: Raw -88253.040672 + Penalty 1335.189758 = -86917.850914 nChanged 382 SP:Iteration 1F (956.480471 sec): 3 clusters Score: Raw -88502.406483 + Penalty 1335.189758 = -87167.216725 nChanged 91 SP:Iteration 2F (956.528693 sec): 3 clusters Score: Raw -88567.835574 + Penalty 1335.189758 = -87232.645816 nChanged 57 SP:Iteration 3F (956.572852 sec): 3 clusters Score: Raw -88617.717313 + Penalty 1335.189758 = -87282.527555 nChanged 47 SP:Iteration 4Q (956.628506 sec): 3 clusters Score: Raw -88662.661543 + Penalty 1335.189758 = -87327.471786 nChanged 49 SP:Iteration 5Q (956.682316 sec): 3 clusters Score: Raw -88721.339104 + Penalty 1335.189758 = -87386.149346 nChanged 40 SP:Iteration 6Q (956.720522 sec): 3 clusters Score: Raw -88757.755283 + Penalty 1335.189758 = -87422.565526 nChanged 29 SP:Iteration 7Q (956.771940 sec): 3 clusters Score: Raw -88782.374230 + Penalty 1335.189758 = -87447.184473 nChanged 21 SP:Iteration 8Q (956.833721 sec): 3 clusters Score: Raw -88796.498414 + Penalty 1335.189758 = -87461.308656 nChanged 12 SP:Iteration 9Q (956.877218 sec): 3 clusters Score: Raw -88806.175294 + Penalty 1335.189758 = -87470.985536 nChanged 11 SP:Iteration 10Q (956.919885 sec): 3 clusters Score: Raw -88813.908907 + Penalty 1335.189758 = -87478.719149 nChanged 9 SP:Iteration 11Q (956.973489 sec): 3 clusters Score: Raw -88818.541947 + Penalty 1335.189758 = -87483.352189 nChanged 6 SP:Iteration 12Q (957.022964 sec): 3 clusters Score: Raw -88822.933680 + Penalty 1335.189758 = -87487.743922 nChanged 4 SP:Iteration 13Q (957.073628 sec): 3 clusters Score: Raw -88824.355338 + Penalty 1335.189758 = -87489.165580 nChanged 2 SP:Iteration 14Q (957.124055 sec): 3 clusters Score: Raw -88825.437298 + Penalty 1335.189758 = -87490.247540 nChanged 2 SP:Iteration 15Q (957.170824 sec): 3 clusters Score: Raw -88826.284353 + Penalty 1335.189758 = -87491.094595 nChanged 1 SP:Iteration 16Q (957.204088 sec): 3 clusters Score: Raw -88826.537096 + Penalty 1335.189758 = -87491.347338 nChanged 0 SP:Iteration 17F (957.251728 sec): 3 clusters Score: Raw -88826.537096 + Penalty 1335.189758 = -87491.347338 nChanged 0 Trying to split cluster 8 (27323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (957.315150 sec): 2 clusters Score: Raw -2208983.090844 + Penalty 970.470991 = -2208012.619853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (957.396962 sec): 3 clusters Score: Raw -2191748.582762 + Penalty 1940.941982 = -2189807.640779 nChanged 12807 SP:Iteration 1F (957.478659 sec): 3 clusters Score: Raw -2199519.429304 + Penalty 1940.941982 = -2197578.487321 nChanged 1471 SP:Iteration 2F (957.564077 sec): 3 clusters Score: Raw -2200170.185506 + Penalty 1940.941982 = -2198229.243524 nChanged 1553 SP:Iteration 3F (957.645618 sec): 3 clusters Score: Raw -2200892.548265 + Penalty 1940.941982 = -2198951.606283 nChanged 1537 SP:Iteration 4F (957.731011 sec): 3 clusters Score: Raw -2201613.771490 + Penalty 1940.941982 = -2199672.829508 nChanged 1466 SP:Iteration 5F (957.803383 sec): 3 clusters Score: Raw -2202321.096996 + Penalty 1940.941982 = -2200380.155014 nChanged 1407 SP:Iteration 6F (957.892663 sec): 3 clusters Score: Raw -2202969.950924 + Penalty 1940.941982 = -2201029.008942 nChanged 1191 SP:Iteration 7Q (957.981247 sec): 3 clusters Score: Raw -2203517.399416 + Penalty 1940.941982 = -2201576.457434 nChanged 1112 SP:Iteration 8Q (958.061712 sec): 3 clusters Score: Raw -2204039.495007 + Penalty 1940.941982 = -2202098.553025 nChanged 1011 SP:Iteration 9Q (958.143505 sec): 3 clusters Score: Raw -2204508.046653 + Penalty 1940.941982 = -2202567.104671 nChanged 946 SP:Iteration 10Q (958.224170 sec): 3 clusters Score: Raw -2204945.726949 + Penalty 1940.941982 = -2203004.784967 nChanged 846 SP:Iteration 11Q (958.310673 sec): 3 clusters Score: Raw -2205368.887462 + Penalty 1940.941982 = -2203427.945480 nChanged 838 SP:Iteration 12Q (958.395025 sec): 3 clusters Score: Raw -2205826.089657 + Penalty 1940.941982 = -2203885.147675 nChanged 798 SP:Iteration 13Q (958.478207 sec): 3 clusters Score: Raw -2206279.854156 + Penalty 1940.941982 = -2204338.912173 nChanged 689 SP:Iteration 14Q (958.561325 sec): 3 clusters Score: Raw -2206596.491201 + Penalty 1940.941982 = -2204655.549219 nChanged 507 SP:Iteration 15Q (958.642665 sec): 3 clusters Score: Raw -2206792.823809 + Penalty 1940.941982 = -2204851.881826 nChanged 433 SP:Iteration 16Q (958.722914 sec): 3 clusters Score: Raw -2206946.020696 + Penalty 1940.941982 = -2205005.078714 nChanged 414 SP:Iteration 17Q (958.792543 sec): 3 clusters Score: Raw -2207085.103523 + Penalty 1940.941982 = -2205144.161541 nChanged 380 SP:Iteration 18Q (958.885514 sec): 3 clusters Score: Raw -2207207.007579 + Penalty 1940.941982 = -2205266.065597 nChanged 373 SP:Iteration 19Q (958.965934 sec): 3 clusters Score: Raw -2207345.343142 + Penalty 1940.941982 = -2205404.401160 nChanged 388 SP:Iteration 20F (959.037157 sec): 3 clusters Score: Raw -2207488.663984 + Penalty 1940.941982 = -2205547.722001 nChanged 370 SP:Iteration 21Q (959.117462 sec): 3 clusters Score: Raw -2207636.400591 + Penalty 1940.941982 = -2205695.458609 nChanged 357 SP:Iteration 22Q (959.204914 sec): 3 clusters Score: Raw -2207787.436237 + Penalty 1940.941982 = -2205846.494255 nChanged 335 SP:Iteration 23Q (959.281923 sec): 3 clusters Score: Raw -2207937.407833 + Penalty 1940.941982 = -2205996.465851 nChanged 320 SP:Iteration 24Q (959.360324 sec): 3 clusters Score: Raw -2208103.471998 + Penalty 1940.941982 = -2206162.530015 nChanged 319 SP:Iteration 25Q (959.439857 sec): 3 clusters Score: Raw -2208263.826778 + Penalty 1940.941982 = -2206322.884796 nChanged 312 SP:Iteration 26Q (959.518083 sec): 3 clusters Score: Raw -2208418.216025 + Penalty 1940.941982 = -2206477.274043 nChanged 268 SP:Iteration 27Q (959.588323 sec): 3 clusters Score: Raw -2208530.485591 + Penalty 1940.941982 = -2206589.543609 nChanged 238 SP:Iteration 28Q (959.664520 sec): 3 clusters Score: Raw -2208624.558481 + Penalty 1940.941982 = -2206683.616499 nChanged 236 SP:Iteration 29Q (959.742337 sec): 3 clusters Score: Raw -2208719.317906 + Penalty 1940.941982 = -2206778.375924 nChanged 209 SP:Iteration 30Q (959.818849 sec): 3 clusters Score: Raw -2208795.215888 + Penalty 1940.941982 = -2206854.273906 nChanged 184 SP:Iteration 31Q (959.898365 sec): 3 clusters Score: Raw -2208857.314766 + Penalty 1940.941982 = -2206916.372783 nChanged 155 SP:Iteration 32Q (959.965853 sec): 3 clusters Score: Raw -2208908.495785 + Penalty 1940.941982 = -2206967.553803 nChanged 128 SP:Iteration 33Q (960.044650 sec): 3 clusters Score: Raw -2208948.330799 + Penalty 1940.941982 = -2207007.388816 nChanged 116 SP:Iteration 34Q (960.114462 sec): 3 clusters Score: Raw -2208980.650417 + Penalty 1940.941982 = -2207039.708435 nChanged 114 SP:Iteration 35Q (960.193102 sec): 3 clusters Score: Raw -2209010.344575 + Penalty 1940.941982 = -2207069.402592 nChanged 106 SP:Iteration 36Q (960.269614 sec): 3 clusters Score: Raw -2209037.279523 + Penalty 1940.941982 = -2207096.337541 nChanged 94 SP:Iteration 37Q (960.339634 sec): 3 clusters Score: Raw -2209058.996385 + Penalty 1940.941982 = -2207118.054403 nChanged 82 SP:Iteration 38Q (960.410491 sec): 3 clusters Score: Raw -2209076.707956 + Penalty 1940.941982 = -2207135.765974 nChanged 79 SP:Iteration 39Q (960.493624 sec): 3 clusters Score: Raw -2209092.393917 + Penalty 1940.941982 = -2207151.451935 nChanged 65 SP:Iteration 40F (960.576823 sec): 3 clusters Score: Raw -2209102.913704 + Penalty 1940.941982 = -2207161.971722 nChanged 54 SP:Iteration 41Q (960.658540 sec): 3 clusters Score: Raw -2209112.369403 + Penalty 1940.941982 = -2207171.427421 nChanged 48 SP:Iteration 42Q (960.728117 sec): 3 clusters Score: Raw -2209120.357297 + Penalty 1940.941982 = -2207179.415315 nChanged 48 SP:Iteration 43Q (960.808259 sec): 3 clusters Score: Raw -2209128.895291 + Penalty 1940.941982 = -2207187.953309 nChanged 42 SP:Iteration 44Q (960.879824 sec): 3 clusters Score: Raw -2209137.568047 + Penalty 1940.941982 = -2207196.626065 nChanged 39 SP:Iteration 45Q (960.958036 sec): 3 clusters Score: Raw -2209144.543727 + Penalty 1940.941982 = -2207203.601745 nChanged 37 SP:Iteration 46Q (961.026568 sec): 3 clusters Score: Raw -2209151.154039 + Penalty 1940.941982 = -2207210.212057 nChanged 39 SP:Iteration 47Q (961.106431 sec): 3 clusters Score: Raw -2209158.372967 + Penalty 1940.941982 = -2207217.430984 nChanged 40 SP:Iteration 48Q (961.188854 sec): 3 clusters Score: Raw -2209165.150310 + Penalty 1940.941982 = -2207224.208328 nChanged 40 SP:Iteration 49Q (961.261155 sec): 3 clusters Score: Raw -2209172.325151 + Penalty 1940.941982 = -2207231.383169 nChanged 32 SP:Iteration 50Q (961.330572 sec): 3 clusters Score: Raw -2209177.165579 + Penalty 1940.941982 = -2207236.223596 nChanged 20 SP:Iteration 51Q (961.396638 sec): 3 clusters Score: Raw -2209179.597206 + Penalty 1940.941982 = -2207238.655224 nChanged 25 SP:Iteration 52Q (961.471147 sec): 3 clusters Score: Raw -2209182.247051 + Penalty 1940.941982 = -2207241.305068 nChanged 19 SP:Iteration 53Q (961.545234 sec): 3 clusters Score: Raw -2209184.763311 + Penalty 1940.941982 = -2207243.821329 nChanged 15 SP:Iteration 54Q (961.625299 sec): 3 clusters Score: Raw -2209186.631504 + Penalty 1940.941982 = -2207245.689522 nChanged 16 SP:Iteration 55Q (961.701593 sec): 3 clusters Score: Raw -2209188.828658 + Penalty 1940.941982 = -2207247.886676 nChanged 24 SP:Iteration 56Q (961.779843 sec): 3 clusters Score: Raw -2209192.357864 + Penalty 1940.941982 = -2207251.415882 nChanged 25 SP:Iteration 57Q (961.842635 sec): 3 clusters Score: Raw -2209197.469415 + Penalty 1940.941982 = -2207256.527433 nChanged 32 SP:Iteration 58Q (961.925445 sec): 3 clusters Score: Raw -2209203.397667 + Penalty 1940.941982 = -2207262.455685 nChanged 39 SP:Iteration 59Q (962.001519 sec): 3 clusters Score: Raw -2209211.914024 + Penalty 1940.941982 = -2207270.972042 nChanged 33 SP:Iteration 60F (962.081093 sec): 3 clusters Score: Raw -2209219.277623 + Penalty 1940.941982 = -2207278.335641 nChanged 31 SP:Iteration 61Q (962.147341 sec): 3 clusters Score: Raw -2209224.548956 + Penalty 1940.941982 = -2207283.606974 nChanged 25 SP:Iteration 62Q (962.226190 sec): 3 clusters Score: Raw -2209228.719899 + Penalty 1940.941982 = -2207287.777917 nChanged 20 SP:Iteration 63Q (962.309707 sec): 3 clusters Score: Raw -2209232.008858 + Penalty 1940.941982 = -2207291.066876 nChanged 15 SP:Iteration 64Q (962.387683 sec): 3 clusters Score: Raw -2209233.960434 + Penalty 1940.941982 = -2207293.018451 nChanged 6 SP:Iteration 65Q (962.465258 sec): 3 clusters Score: Raw -2209235.102909 + Penalty 1940.941982 = -2207294.160927 nChanged 6 SP:Iteration 66Q (962.534371 sec): 3 clusters Score: Raw -2209235.622826 + Penalty 1940.941982 = -2207294.680844 nChanged 2 SP:Iteration 67Q (962.598684 sec): 3 clusters Score: Raw -2209235.672682 + Penalty 1940.941982 = -2207294.730700 nChanged 1 SP:Iteration 68Q (962.673980 sec): 3 clusters Score: Raw -2209235.704836 + Penalty 1940.941982 = -2207294.762854 nChanged 0 SP:Iteration 69F (962.751676 sec): 3 clusters Score: Raw -2209235.704836 + Penalty 1940.941982 = -2207294.762854 nChanged 0 Trying to split cluster 9 (3259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (962.782209 sec): 2 clusters Score: Raw -238576.129348 + Penalty 768.471689 = -237807.657659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (962.831482 sec): 3 clusters Score: Raw -236844.989476 + Penalty 1536.943379 = -235308.046097 nChanged 1333 SP:Iteration 1F (962.869804 sec): 3 clusters Score: Raw -237654.565036 + Penalty 1536.943379 = -236117.621657 nChanged 287 SP:Iteration 2F (962.928005 sec): 3 clusters Score: Raw -237885.380568 + Penalty 1536.943379 = -236348.437189 nChanged 266 SP:Iteration 3F (962.972677 sec): 3 clusters Score: Raw -238110.147487 + Penalty 1536.943379 = -236573.204108 nChanged 191 SP:Iteration 4F (963.035883 sec): 3 clusters Score: Raw -238264.083645 + Penalty 1536.943379 = -236727.140266 nChanged 154 SP:Iteration 5Q (963.087905 sec): 3 clusters Score: Raw -238370.069101 + Penalty 1536.943379 = -236833.125722 nChanged 119 SP:Iteration 6Q (963.136763 sec): 3 clusters Score: Raw -238464.528617 + Penalty 1536.943379 = -236927.585238 nChanged 130 SP:Iteration 7Q (963.185179 sec): 3 clusters Score: Raw -238575.522262 + Penalty 1536.943379 = -237038.578883 nChanged 130 SP:Iteration 8Q (963.232246 sec): 3 clusters Score: Raw -238659.340951 + Penalty 1536.943379 = -237122.397572 nChanged 99 SP:Iteration 9Q (963.288589 sec): 3 clusters Score: Raw -238718.992761 + Penalty 1536.943379 = -237182.049382 nChanged 90 SP:Iteration 10Q (963.342728 sec): 3 clusters Score: Raw -238773.950968 + Penalty 1536.943379 = -237237.007589 nChanged 77 SP:Iteration 11Q (963.393250 sec): 3 clusters Score: Raw -238824.133450 + Penalty 1536.943379 = -237287.190071 nChanged 65 SP:Iteration 12Q (963.453057 sec): 3 clusters Score: Raw -238863.202491 + Penalty 1536.943379 = -237326.259112 nChanged 59 SP:Iteration 13Q (963.510008 sec): 3 clusters Score: Raw -238890.781754 + Penalty 1536.943379 = -237353.838375 nChanged 47 SP:Iteration 14Q (963.563647 sec): 3 clusters Score: Raw -238911.895132 + Penalty 1536.943379 = -237374.951753 nChanged 31 SP:Iteration 15Q (963.605194 sec): 3 clusters Score: Raw -238925.467471 + Penalty 1536.943379 = -237388.524092 nChanged 27 SP:Iteration 16Q (963.666643 sec): 3 clusters Score: Raw -238934.493287 + Penalty 1536.943379 = -237397.549908 nChanged 22 SP:Iteration 17Q (963.723155 sec): 3 clusters Score: Raw -238944.799356 + Penalty 1536.943379 = -237407.855977 nChanged 18 SP:Iteration 18Q (963.777908 sec): 3 clusters Score: Raw -238951.550230 + Penalty 1536.943379 = -237414.606852 nChanged 13 SP:Iteration 19Q (963.830232 sec): 3 clusters Score: Raw -238956.922584 + Penalty 1536.943379 = -237419.979205 nChanged 13 SP:Iteration 20F (963.876492 sec): 3 clusters Score: Raw -238961.265730 + Penalty 1536.943379 = -237424.322351 nChanged 9 SP:Iteration 21Q (963.919584 sec): 3 clusters Score: Raw -238963.232657 + Penalty 1536.943379 = -237426.289278 nChanged 5 SP:Iteration 22Q (963.979466 sec): 3 clusters Score: Raw -238964.163742 + Penalty 1536.943379 = -237427.220363 nChanged 3 SP:Iteration 23Q (964.027686 sec): 3 clusters Score: Raw -238964.681537 + Penalty 1536.943379 = -237427.738158 nChanged 6 SP:Iteration 24Q (964.079332 sec): 3 clusters Score: Raw -238965.957804 + Penalty 1536.943379 = -237429.014425 nChanged 4 SP:Iteration 25Q (964.116981 sec): 3 clusters Score: Raw -238966.589719 + Penalty 1536.943379 = -237429.646340 nChanged 0 SP:Iteration 26F (964.163818 sec): 3 clusters Score: Raw -238966.589719 + Penalty 1536.943379 = -237429.646340 nChanged 0 Trying to split cluster 10 (8380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (964.194981 sec): 2 clusters Score: Raw -648087.339574 + Penalty 858.192303 = -647229.147271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (964.254180 sec): 3 clusters Score: Raw -643192.970998 + Penalty 1716.384607 = -641476.586391 nChanged 3748 SP:Iteration 1F (964.308145 sec): 3 clusters Score: Raw -645257.599619 + Penalty 1716.384607 = -643541.215012 nChanged 501 SP:Iteration 2F (964.363193 sec): 3 clusters Score: Raw -645480.968066 + Penalty 1716.384607 = -643764.583459 nChanged 448 SP:Iteration 3F (964.422844 sec): 3 clusters Score: Raw -645710.747313 + Penalty 1716.384607 = -643994.362706 nChanged 390 SP:Iteration 4Q (964.483397 sec): 3 clusters Score: Raw -645929.117668 + Penalty 1716.384607 = -644212.733061 nChanged 383 SP:Iteration 5Q (964.542190 sec): 3 clusters Score: Raw -646127.619907 + Penalty 1716.384607 = -644411.235300 nChanged 376 SP:Iteration 6Q (964.593674 sec): 3 clusters Score: Raw -646311.387555 + Penalty 1716.384607 = -644595.002948 nChanged 366 SP:Iteration 7Q (964.643127 sec): 3 clusters Score: Raw -646500.102998 + Penalty 1716.384607 = -644783.718391 nChanged 383 SP:Iteration 8Q (964.712739 sec): 3 clusters Score: Raw -646706.592314 + Penalty 1716.384607 = -644990.207707 nChanged 363 SP:Iteration 9Q (964.766736 sec): 3 clusters Score: Raw -646918.880190 + Penalty 1716.384607 = -645202.495583 nChanged 357 SP:Iteration 10Q (964.824964 sec): 3 clusters Score: Raw -647150.436305 + Penalty 1716.384607 = -645434.051698 nChanged 323 SP:Iteration 11Q (964.872571 sec): 3 clusters Score: Raw -647351.714636 + Penalty 1716.384607 = -645635.330029 nChanged 269 SP:Iteration 12Q (964.938831 sec): 3 clusters Score: Raw -647492.040185 + Penalty 1716.384607 = -645775.655579 nChanged 201 SP:Iteration 13Q (964.985360 sec): 3 clusters Score: Raw -647582.308683 + Penalty 1716.384607 = -645865.924077 nChanged 163 SP:Iteration 14Q (965.045915 sec): 3 clusters Score: Raw -647656.470585 + Penalty 1716.384607 = -645940.085978 nChanged 159 SP:Iteration 15Q (965.106094 sec): 3 clusters Score: Raw -647722.520051 + Penalty 1716.384607 = -646006.135444 nChanged 152 SP:Iteration 16Q (965.161700 sec): 3 clusters Score: Raw -647790.973239 + Penalty 1716.384607 = -646074.588632 nChanged 139 SP:Iteration 17Q (965.214280 sec): 3 clusters Score: Raw -647864.794153 + Penalty 1716.384607 = -646148.409546 nChanged 157 SP:Iteration 18Q (965.277630 sec): 3 clusters Score: Raw -647947.345506 + Penalty 1716.384607 = -646230.960900 nChanged 137 SP:Iteration 19Q (965.323404 sec): 3 clusters Score: Raw -648015.734142 + Penalty 1716.384607 = -646299.349535 nChanged 139 SP:Iteration 20F (965.375543 sec): 3 clusters Score: Raw -648089.777360 + Penalty 1716.384607 = -646373.392753 nChanged 126 SP:Iteration 21Q (965.441709 sec): 3 clusters Score: Raw -648150.592927 + Penalty 1716.384607 = -646434.208320 nChanged 101 SP:Iteration 22Q (965.496147 sec): 3 clusters Score: Raw -648197.814554 + Penalty 1716.384607 = -646481.429947 nChanged 101 SP:Iteration 23Q (965.555059 sec): 3 clusters Score: Raw -648241.492192 + Penalty 1716.384607 = -646525.107585 nChanged 93 SP:Iteration 24Q (965.624178 sec): 3 clusters Score: Raw -648279.129230 + Penalty 1716.384607 = -646562.744623 nChanged 85 SP:Iteration 25Q (965.679581 sec): 3 clusters Score: Raw -648316.228810 + Penalty 1716.384607 = -646599.844203 nChanged 74 SP:Iteration 26Q (965.740842 sec): 3 clusters Score: Raw -648339.911923 + Penalty 1716.384607 = -646623.527316 nChanged 61 SP:Iteration 27Q (965.795495 sec): 3 clusters Score: Raw -648358.373162 + Penalty 1716.384607 = -646641.988555 nChanged 49 SP:Iteration 28Q (965.848111 sec): 3 clusters Score: Raw -648372.519881 + Penalty 1716.384607 = -646656.135274 nChanged 45 SP:Iteration 29Q (965.896657 sec): 3 clusters Score: Raw -648383.526182 + Penalty 1716.384607 = -646667.141575 nChanged 35 SP:Iteration 30Q (965.962629 sec): 3 clusters Score: Raw -648391.816050 + Penalty 1716.384607 = -646675.431444 nChanged 29 SP:Iteration 31Q (966.020611 sec): 3 clusters Score: Raw -648398.092674 + Penalty 1716.384607 = -646681.708067 nChanged 31 SP:Iteration 32Q (966.077774 sec): 3 clusters Score: Raw -648404.353716 + Penalty 1716.384607 = -646687.969109 nChanged 24 SP:Iteration 33Q (966.132405 sec): 3 clusters Score: Raw -648409.036782 + Penalty 1716.384607 = -646692.652175 nChanged 25 SP:Iteration 34Q (966.188324 sec): 3 clusters Score: Raw -648413.984115 + Penalty 1716.384607 = -646697.599509 nChanged 17 SP:Iteration 35Q (966.242699 sec): 3 clusters Score: Raw -648417.127596 + Penalty 1716.384607 = -646700.742990 nChanged 17 SP:Iteration 36Q (966.286280 sec): 3 clusters Score: Raw -648419.976446 + Penalty 1716.384607 = -646703.591839 nChanged 13 SP:Iteration 37Q (966.341474 sec): 3 clusters Score: Raw -648421.875062 + Penalty 1716.384607 = -646705.490455 nChanged 15 SP:Iteration 38Q (966.402470 sec): 3 clusters Score: Raw -648423.790695 + Penalty 1716.384607 = -646707.406088 nChanged 10 SP:Iteration 39Q (966.457627 sec): 3 clusters Score: Raw -648424.910396 + Penalty 1716.384607 = -646708.525790 nChanged 4 SP:Iteration 40F (966.512205 sec): 3 clusters Score: Raw -648425.958429 + Penalty 1716.384607 = -646709.573823 nChanged 9 SP:Iteration 41Q (966.574537 sec): 3 clusters Score: Raw -648427.742538 + Penalty 1716.384607 = -646711.357931 nChanged 11 SP:Iteration 42Q (966.627320 sec): 3 clusters Score: Raw -648429.447245 + Penalty 1716.384607 = -646713.062638 nChanged 9 SP:Iteration 43Q (966.679220 sec): 3 clusters Score: Raw -648430.980524 + Penalty 1716.384607 = -646714.595917 nChanged 9 SP:Iteration 44Q (966.740246 sec): 3 clusters Score: Raw -648432.443005 + Penalty 1716.384607 = -646716.058398 nChanged 7 SP:Iteration 45Q (966.799159 sec): 3 clusters Score: Raw -648433.939832 + Penalty 1716.384607 = -646717.555225 nChanged 12 SP:Iteration 46Q (966.849279 sec): 3 clusters Score: Raw -648437.138481 + Penalty 1716.384607 = -646720.753875 nChanged 13 SP:Iteration 47Q (966.896781 sec): 3 clusters Score: Raw -648439.755008 + Penalty 1716.384607 = -646723.370402 nChanged 6 SP:Iteration 48Q (966.959342 sec): 3 clusters Score: Raw -648440.609900 + Penalty 1716.384607 = -646724.225293 nChanged 4 SP:Iteration 49Q (967.016980 sec): 3 clusters Score: Raw -648441.105475 + Penalty 1716.384607 = -646724.720869 nChanged 1 SP:Iteration 50Q (967.067229 sec): 3 clusters Score: Raw -648441.293888 + Penalty 1716.384607 = -646724.909281 nChanged 1 SP:Iteration 51Q (967.127264 sec): 3 clusters Score: Raw -648441.413314 + Penalty 1716.384607 = -646725.028708 nChanged 2 SP:Iteration 52Q (967.178941 sec): 3 clusters Score: Raw -648441.748498 + Penalty 1716.384607 = -646725.363891 nChanged 1 SP:Iteration 53Q (967.224640 sec): 3 clusters Score: Raw -648441.929246 + Penalty 1716.384607 = -646725.544640 nChanged 2 SP:Iteration 54Q (967.282469 sec): 3 clusters Score: Raw -648442.126852 + Penalty 1716.384607 = -646725.742245 nChanged 1 SP:Iteration 55Q (967.337491 sec): 3 clusters Score: Raw -648442.265087 + Penalty 1716.384607 = -646725.880480 nChanged 2 SP:Iteration 56Q (967.402026 sec): 3 clusters Score: Raw -648442.581018 + Penalty 1716.384607 = -646726.196411 nChanged 6 SP:Iteration 57Q (967.453548 sec): 3 clusters Score: Raw -648443.428440 + Penalty 1716.384607 = -646727.043833 nChanged 5 SP:Iteration 58Q (967.505845 sec): 3 clusters Score: Raw -648444.347762 + Penalty 1716.384607 = -646727.963156 nChanged 4 SP:Iteration 59Q (967.574577 sec): 3 clusters Score: Raw -648445.041040 + Penalty 1716.384607 = -646728.656433 nChanged 8 SP:Iteration 60F (967.625021 sec): 3 clusters Score: Raw -648446.096708 + Penalty 1716.384607 = -646729.712101 nChanged 7 SP:Iteration 61Q (967.675833 sec): 3 clusters Score: Raw -648447.237411 + Penalty 1716.384607 = -646730.852804 nChanged 5 SP:Iteration 62Q (967.727422 sec): 3 clusters Score: Raw -648448.100437 + Penalty 1716.384607 = -646731.715830 nChanged 3 SP:Iteration 63Q (967.784928 sec): 3 clusters Score: Raw -648448.371835 + Penalty 1716.384607 = -646731.987228 nChanged 3 SP:Iteration 64Q (967.853160 sec): 3 clusters Score: Raw -648448.990279 + Penalty 1716.384607 = -646732.605672 nChanged 6 SP:Iteration 65Q (967.908539 sec): 3 clusters Score: Raw -648450.066830 + Penalty 1716.384607 = -646733.682223 nChanged 6 SP:Iteration 66Q (967.954592 sec): 3 clusters Score: Raw -648450.903895 + Penalty 1716.384607 = -646734.519288 nChanged 3 SP:Iteration 67Q (968.013904 sec): 3 clusters Score: Raw -648451.320746 + Penalty 1716.384607 = -646734.936140 nChanged 4 SP:Iteration 68Q (968.080422 sec): 3 clusters Score: Raw -648451.686674 + Penalty 1716.384607 = -646735.302067 nChanged 1 SP:Iteration 69Q (968.132747 sec): 3 clusters Score: Raw -648451.787965 + Penalty 1716.384607 = -646735.403358 nChanged 1 SP:Iteration 70Q (968.186691 sec): 3 clusters Score: Raw -648451.868963 + Penalty 1716.384607 = -646735.484356 nChanged 0 SP:Iteration 71F (968.232530 sec): 3 clusters Score: Raw -648451.868963 + Penalty 1716.384607 = -646735.484356 nChanged 0 Trying to split cluster 11 (9682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (968.268353 sec): 2 clusters Score: Raw -792512.084408 + Penalty 871.912258 = -791640.172150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (968.322179 sec): 3 clusters Score: Raw -786724.490400 + Penalty 1743.824516 = -784980.665884 nChanged 4414 SP:Iteration 1F (968.394500 sec): 3 clusters Score: Raw -789163.810459 + Penalty 1743.824516 = -787419.985943 nChanged 562 SP:Iteration 2F (968.456845 sec): 3 clusters Score: Raw -789410.061116 + Penalty 1743.824516 = -787666.236600 nChanged 525 SP:Iteration 3F (968.506369 sec): 3 clusters Score: Raw -789645.693598 + Penalty 1743.824516 = -787901.869081 nChanged 507 SP:Iteration 4F (968.568019 sec): 3 clusters Score: Raw -789886.744763 + Penalty 1743.824516 = -788142.920246 nChanged 475 SP:Iteration 5Q (968.634536 sec): 3 clusters Score: Raw -790154.680774 + Penalty 1743.824516 = -788410.856258 nChanged 483 SP:Iteration 6Q (968.689743 sec): 3 clusters Score: Raw -790456.673956 + Penalty 1743.824516 = -788712.849440 nChanged 503 SP:Iteration 7F (968.750994 sec): 3 clusters Score: Raw -790793.320362 + Penalty 1743.824516 = -789049.495846 nChanged 482 SP:Iteration 8Q (968.804749 sec): 3 clusters Score: Raw -791140.700010 + Penalty 1743.824516 = -789396.875494 nChanged 438 SP:Iteration 9Q (968.870025 sec): 3 clusters Score: Raw -791391.152899 + Penalty 1743.824516 = -789647.328382 nChanged 335 SP:Iteration 10Q (968.923946 sec): 3 clusters Score: Raw -791529.686519 + Penalty 1743.824516 = -789785.862003 nChanged 223 SP:Iteration 11Q (968.997328 sec): 3 clusters Score: Raw -791606.771184 + Penalty 1743.824516 = -789862.946667 nChanged 175 SP:Iteration 12Q (969.058567 sec): 3 clusters Score: Raw -791667.916593 + Penalty 1743.824516 = -789924.092076 nChanged 144 SP:Iteration 13Q (969.107958 sec): 3 clusters Score: Raw -791709.718104 + Penalty 1743.824516 = -789965.893588 nChanged 134 SP:Iteration 14Q (969.169672 sec): 3 clusters Score: Raw -791750.713701 + Penalty 1743.824516 = -790006.889185 nChanged 128 SP:Iteration 15Q (969.231558 sec): 3 clusters Score: Raw -791788.601128 + Penalty 1743.824516 = -790044.776611 nChanged 131 SP:Iteration 16Q (969.286695 sec): 3 clusters Score: Raw -791827.481475 + Penalty 1743.824516 = -790083.656959 nChanged 113 SP:Iteration 17Q (969.348208 sec): 3 clusters Score: Raw -791858.552214 + Penalty 1743.824516 = -790114.727697 nChanged 108 SP:Iteration 18Q (969.407738 sec): 3 clusters Score: Raw -791890.314071 + Penalty 1743.824516 = -790146.489555 nChanged 109 SP:Iteration 19Q (969.476765 sec): 3 clusters Score: Raw -791923.798998 + Penalty 1743.824516 = -790179.974482 nChanged 104 SP:Iteration 20F (969.528479 sec): 3 clusters Score: Raw -791952.507706 + Penalty 1743.824516 = -790208.683190 nChanged 99 SP:Iteration 21Q (969.582159 sec): 3 clusters Score: Raw -791979.780862 + Penalty 1743.824516 = -790235.956345 nChanged 85 SP:Iteration 22Q (969.637109 sec): 3 clusters Score: Raw -792001.914278 + Penalty 1743.824516 = -790258.089761 nChanged 88 SP:Iteration 23Q (969.693050 sec): 3 clusters Score: Raw -792024.020748 + Penalty 1743.824516 = -790280.196231 nChanged 79 SP:Iteration 24Q (969.754386 sec): 3 clusters Score: Raw -792046.667476 + Penalty 1743.824516 = -790302.842959 nChanged 84 SP:Iteration 25Q (969.803737 sec): 3 clusters Score: Raw -792068.325942 + Penalty 1743.824516 = -790324.501426 nChanged 75 SP:Iteration 26Q (969.862652 sec): 3 clusters Score: Raw -792088.543905 + Penalty 1743.824516 = -790344.719389 nChanged 76 SP:Iteration 27Q (969.928616 sec): 3 clusters Score: Raw -792104.460906 + Penalty 1743.824516 = -790360.636390 nChanged 57 SP:Iteration 28Q (969.982522 sec): 3 clusters Score: Raw -792117.303294 + Penalty 1743.824516 = -790373.478778 nChanged 61 SP:Iteration 29Q (970.039153 sec): 3 clusters Score: Raw -792129.115843 + Penalty 1743.824516 = -790385.291326 nChanged 53 SP:Iteration 30Q (970.106222 sec): 3 clusters Score: Raw -792138.852158 + Penalty 1743.824516 = -790395.027642 nChanged 51 SP:Iteration 31Q (970.168780 sec): 3 clusters Score: Raw -792147.339234 + Penalty 1743.824516 = -790403.514717 nChanged 51 SP:Iteration 32Q (970.220600 sec): 3 clusters Score: Raw -792156.745334 + Penalty 1743.824516 = -790412.920817 nChanged 54 SP:Iteration 33Q (970.273160 sec): 3 clusters Score: Raw -792164.513490 + Penalty 1743.824516 = -790420.688974 nChanged 47 SP:Iteration 34Q (970.332566 sec): 3 clusters Score: Raw -792173.486073 + Penalty 1743.824516 = -790429.661557 nChanged 39 SP:Iteration 35Q (970.397443 sec): 3 clusters Score: Raw -792179.916533 + Penalty 1743.824516 = -790436.092016 nChanged 29 SP:Iteration 36Q (970.449974 sec): 3 clusters Score: Raw -792184.988111 + Penalty 1743.824516 = -790441.163594 nChanged 32 SP:Iteration 37Q (970.521299 sec): 3 clusters Score: Raw -792189.254421 + Penalty 1743.824516 = -790445.429904 nChanged 28 SP:Iteration 38Q (970.572072 sec): 3 clusters Score: Raw -792193.460915 + Penalty 1743.824516 = -790449.636399 nChanged 33 SP:Iteration 39Q (970.634957 sec): 3 clusters Score: Raw -792197.627218 + Penalty 1743.824516 = -790453.802701 nChanged 26 SP:Iteration 40F (970.691548 sec): 3 clusters Score: Raw -792200.358725 + Penalty 1743.824516 = -790456.534209 nChanged 24 SP:Iteration 41Q (970.745899 sec): 3 clusters Score: Raw -792204.187925 + Penalty 1743.824516 = -790460.363409 nChanged 33 SP:Iteration 42Q (970.811664 sec): 3 clusters Score: Raw -792208.289726 + Penalty 1743.824516 = -790464.465210 nChanged 26 SP:Iteration 43Q (970.858662 sec): 3 clusters Score: Raw -792211.580245 + Penalty 1743.824516 = -790467.755729 nChanged 26 SP:Iteration 44Q (970.911587 sec): 3 clusters Score: Raw -792215.566054 + Penalty 1743.824516 = -790471.741538 nChanged 17 SP:Iteration 45Q (970.975868 sec): 3 clusters Score: Raw -792218.145862 + Penalty 1743.824516 = -790474.321345 nChanged 14 SP:Iteration 46Q (971.026386 sec): 3 clusters Score: Raw -792220.122723 + Penalty 1743.824516 = -790476.298207 nChanged 19 SP:Iteration 47Q (971.094127 sec): 3 clusters Score: Raw -792222.742988 + Penalty 1743.824516 = -790478.918472 nChanged 20 SP:Iteration 48Q (971.142021 sec): 3 clusters Score: Raw -792225.256575 + Penalty 1743.824516 = -790481.432059 nChanged 21 SP:Iteration 49Q (971.207950 sec): 3 clusters Score: Raw -792228.289464 + Penalty 1743.824516 = -790484.464947 nChanged 25 SP:Iteration 50Q (971.269282 sec): 3 clusters Score: Raw -792231.782919 + Penalty 1743.824516 = -790487.958403 nChanged 29 SP:Iteration 51Q (971.325673 sec): 3 clusters Score: Raw -792234.570890 + Penalty 1743.824516 = -790490.746374 nChanged 21 SP:Iteration 52Q (971.384134 sec): 3 clusters Score: Raw -792237.177570 + Penalty 1743.824516 = -790493.353053 nChanged 21 SP:Iteration 53Q (971.442954 sec): 3 clusters Score: Raw -792239.794987 + Penalty 1743.824516 = -790495.970471 nChanged 20 SP:Iteration 54Q (971.504262 sec): 3 clusters Score: Raw -792242.738528 + Penalty 1743.824516 = -790498.914011 nChanged 22 SP:Iteration 55Q (971.559004 sec): 3 clusters Score: Raw -792246.506706 + Penalty 1743.824516 = -790502.682189 nChanged 26 SP:Iteration 56Q (971.610750 sec): 3 clusters Score: Raw -792250.144793 + Penalty 1743.824516 = -790506.320276 nChanged 23 SP:Iteration 57Q (971.670107 sec): 3 clusters Score: Raw -792253.777476 + Penalty 1743.824516 = -790509.952959 nChanged 24 SP:Iteration 58Q (971.733579 sec): 3 clusters Score: Raw -792257.199963 + Penalty 1743.824516 = -790513.375447 nChanged 24 SP:Iteration 59Q (971.795351 sec): 3 clusters Score: Raw -792260.639766 + Penalty 1743.824516 = -790516.815250 nChanged 19 SP:Iteration 60F (971.854756 sec): 3 clusters Score: Raw -792263.064685 + Penalty 1743.824516 = -790519.240168 nChanged 20 SP:Iteration 61Q (971.918049 sec): 3 clusters Score: Raw -792266.157553 + Penalty 1743.824516 = -790522.333036 nChanged 23 SP:Iteration 62Q (971.976607 sec): 3 clusters Score: Raw -792269.837176 + Penalty 1743.824516 = -790526.012660 nChanged 26 SP:Iteration 63Q (972.030656 sec): 3 clusters Score: Raw -792273.649291 + Penalty 1743.824516 = -790529.824775 nChanged 24 SP:Iteration 64Q (972.080946 sec): 3 clusters Score: Raw -792276.627203 + Penalty 1743.824516 = -790532.802687 nChanged 24 SP:Iteration 65Q (972.139506 sec): 3 clusters Score: Raw -792279.871150 + Penalty 1743.824516 = -790536.046634 nChanged 29 SP:Iteration 66Q (972.202388 sec): 3 clusters Score: Raw -792284.060205 + Penalty 1743.824516 = -790540.235689 nChanged 27 SP:Iteration 67Q (972.269816 sec): 3 clusters Score: Raw -792287.907577 + Penalty 1743.824516 = -790544.083060 nChanged 23 SP:Iteration 68Q (972.322937 sec): 3 clusters Score: Raw -792291.741097 + Penalty 1743.824516 = -790547.916580 nChanged 19 SP:Iteration 69Q (972.385544 sec): 3 clusters Score: Raw -792294.934954 + Penalty 1743.824516 = -790551.110438 nChanged 20 SP:Iteration 70Q (972.442320 sec): 3 clusters Score: Raw -792299.075609 + Penalty 1743.824516 = -790555.251093 nChanged 24 SP:Iteration 71Q (972.502053 sec): 3 clusters Score: Raw -792302.886731 + Penalty 1743.824516 = -790559.062215 nChanged 28 SP:Iteration 72Q (972.557509 sec): 3 clusters Score: Raw -792306.889499 + Penalty 1743.824516 = -790563.064983 nChanged 19 SP:Iteration 73Q (972.606885 sec): 3 clusters Score: Raw -792309.038117 + Penalty 1743.824516 = -790565.213601 nChanged 20 SP:Iteration 74Q (972.671698 sec): 3 clusters Score: Raw -792310.758363 + Penalty 1743.824516 = -790566.933847 nChanged 15 SP:Iteration 75Q (972.721111 sec): 3 clusters Score: Raw -792312.857263 + Penalty 1743.824516 = -790569.032747 nChanged 14 SP:Iteration 76Q (972.778373 sec): 3 clusters Score: Raw -792314.485842 + Penalty 1743.824516 = -790570.661326 nChanged 14 SP:Iteration 77Q (972.828443 sec): 3 clusters Score: Raw -792316.056728 + Penalty 1743.824516 = -790572.232212 nChanged 12 SP:Iteration 78Q (972.881934 sec): 3 clusters Score: Raw -792316.980076 + Penalty 1743.824516 = -790573.155559 nChanged 7 SP:Iteration 79Q (972.952759 sec): 3 clusters Score: Raw -792317.884770 + Penalty 1743.824516 = -790574.060253 nChanged 9 SP:Iteration 80F (972.998111 sec): 3 clusters Score: Raw -792318.700067 + Penalty 1743.824516 = -790574.875551 nChanged 6 SP:Iteration 81Q (973.064340 sec): 3 clusters Score: Raw -792319.510029 + Penalty 1743.824516 = -790575.685513 nChanged 9 SP:Iteration 82Q (973.110902 sec): 3 clusters Score: Raw -792320.970315 + Penalty 1743.824516 = -790577.145798 nChanged 8 SP:Iteration 83Q (973.175136 sec): 3 clusters Score: Raw -792322.269033 + Penalty 1743.824516 = -790578.444517 nChanged 11 SP:Iteration 84Q (973.230654 sec): 3 clusters Score: Raw -792323.360728 + Penalty 1743.824516 = -790579.536211 nChanged 11 SP:Iteration 85Q (973.286314 sec): 3 clusters Score: Raw -792324.559223 + Penalty 1743.824516 = -790580.734707 nChanged 8 SP:Iteration 86Q (973.341597 sec): 3 clusters Score: Raw -792325.791698 + Penalty 1743.824516 = -790581.967181 nChanged 8 SP:Iteration 87Q (973.396541 sec): 3 clusters Score: Raw -792326.656586 + Penalty 1743.824516 = -790582.832069 nChanged 4 SP:Iteration 88Q (973.459002 sec): 3 clusters Score: Raw -792326.968899 + Penalty 1743.824516 = -790583.144383 nChanged 5 SP:Iteration 89Q (973.514286 sec): 3 clusters Score: Raw -792327.206273 + Penalty 1743.824516 = -790583.381756 nChanged 3 SP:Iteration 90Q (973.562054 sec): 3 clusters Score: Raw -792327.460890 + Penalty 1743.824516 = -790583.636374 nChanged 4 SP:Iteration 91Q (973.619981 sec): 3 clusters Score: Raw -792327.783973 + Penalty 1743.824516 = -790583.959457 nChanged 4 SP:Iteration 92Q (973.684423 sec): 3 clusters Score: Raw -792328.043693 + Penalty 1743.824516 = -790584.219177 nChanged 5 SP:Iteration 93Q (973.749206 sec): 3 clusters Score: Raw -792328.360838 + Penalty 1743.824516 = -790584.536321 nChanged 5 SP:Iteration 94Q (973.797300 sec): 3 clusters Score: Raw -792328.624907 + Penalty 1743.824516 = -790584.800391 nChanged 4 SP:Iteration 95Q (973.859224 sec): 3 clusters Score: Raw -792329.061413 + Penalty 1743.824516 = -790585.236896 nChanged 7 SP:Iteration 96Q (973.912072 sec): 3 clusters Score: Raw -792329.629743 + Penalty 1743.824516 = -790585.805226 nChanged 9 SP:Iteration 97Q (973.969350 sec): 3 clusters Score: Raw -792330.696075 + Penalty 1743.824516 = -790586.871558 nChanged 9 SP:Iteration 98Q (974.032425 sec): 3 clusters Score: Raw -792332.248859 + Penalty 1743.824516 = -790588.424342 nChanged 12 SP:Iteration 99Q (974.087959 sec): 3 clusters Score: Raw -792334.159297 + Penalty 1743.824516 = -790590.334780 nChanged 11 SP:Iteration 100F (974.139406 sec): 3 clusters Score: Raw -792335.802427 + Penalty 1743.824516 = -790591.977911 nChanged 10 SP:Iteration 101Q (974.205385 sec): 3 clusters Score: Raw -792337.265350 + Penalty 1743.824516 = -790593.440833 nChanged 7 SP:Iteration 102Q (974.264732 sec): 3 clusters Score: Raw -792338.336567 + Penalty 1743.824516 = -790594.512051 nChanged 5 SP:Iteration 103Q (974.313332 sec): 3 clusters Score: Raw -792338.854719 + Penalty 1743.824516 = -790595.030202 nChanged 3 SP:Iteration 104Q (974.377271 sec): 3 clusters Score: Raw -792339.229423 + Penalty 1743.824516 = -790595.404907 nChanged 6 SP:Iteration 105Q (974.426816 sec): 3 clusters Score: Raw -792339.818162 + Penalty 1743.824516 = -790595.993646 nChanged 3 SP:Iteration 106Q (974.486413 sec): 3 clusters Score: Raw -792340.028806 + Penalty 1743.824516 = -790596.204290 nChanged 4 SP:Iteration 107Q (974.542279 sec): 3 clusters Score: Raw -792340.446433 + Penalty 1743.824516 = -790596.621917 nChanged 3 SP:Iteration 108Q (974.597194 sec): 3 clusters Score: Raw -792340.779089 + Penalty 1743.824516 = -790596.954572 nChanged 2 SP:Iteration 109Q (974.652544 sec): 3 clusters Score: Raw -792341.030675 + Penalty 1743.824516 = -790597.206159 nChanged 5 SP:Iteration 110Q (974.716877 sec): 3 clusters Score: Raw -792341.833396 + Penalty 1743.824516 = -790598.008880 nChanged 8 SP:Iteration 111Q (974.768899 sec): 3 clusters Score: Raw -792343.677380 + Penalty 1743.824516 = -790599.852863 nChanged 11 SP:Iteration 112Q (974.837522 sec): 3 clusters Score: Raw -792345.172209 + Penalty 1743.824516 = -790601.347693 nChanged 12 SP:Iteration 113Q (974.889761 sec): 3 clusters Score: Raw -792346.605659 + Penalty 1743.824516 = -790602.781142 nChanged 12 SP:Iteration 114Q (974.944252 sec): 3 clusters Score: Raw -792348.151580 + Penalty 1743.824516 = -790604.327063 nChanged 7 SP:Iteration 115Q (975.004511 sec): 3 clusters Score: Raw -792348.682336 + Penalty 1743.824516 = -790604.857820 nChanged 4 SP:Iteration 116Q (975.070140 sec): 3 clusters Score: Raw -792348.934553 + Penalty 1743.824516 = -790605.110037 nChanged 2 SP:Iteration 117Q (975.120811 sec): 3 clusters Score: Raw -792349.171917 + Penalty 1743.824516 = -790605.347401 nChanged 3 SP:Iteration 118Q (975.187334 sec): 3 clusters Score: Raw -792349.437329 + Penalty 1743.824516 = -790605.612813 nChanged 4 SP:Iteration 119Q (975.245693 sec): 3 clusters Score: Raw -792349.908406 + Penalty 1743.824516 = -790606.083889 nChanged 4 SP:Iteration 120F (975.301494 sec): 3 clusters Score: Raw -792350.195056 + Penalty 1743.824516 = -790606.370539 nChanged 4 SP:Iteration 121Q (975.357773 sec): 3 clusters Score: Raw -792350.541026 + Penalty 1743.824516 = -790606.716510 nChanged 3 SP:Iteration 122Q (975.413262 sec): 3 clusters Score: Raw -792350.842478 + Penalty 1743.824516 = -790607.017962 nChanged 2 SP:Iteration 123Q (975.461742 sec): 3 clusters Score: Raw -792350.986364 + Penalty 1743.824516 = -790607.161847 nChanged 3 SP:Iteration 124Q (975.521890 sec): 3 clusters Score: Raw -792351.200688 + Penalty 1743.824516 = -790607.376171 nChanged 4 SP:Iteration 125Q (975.572996 sec): 3 clusters Score: Raw -792351.539124 + Penalty 1743.824516 = -790607.714607 nChanged 1 SP:Iteration 126Q (975.631677 sec): 3 clusters Score: Raw -792351.674290 + Penalty 1743.824516 = -790607.849773 nChanged 2 SP:Iteration 127Q (975.686409 sec): 3 clusters Score: Raw -792351.855877 + Penalty 1743.824516 = -790608.031361 nChanged 3 SP:Iteration 128Q (975.744913 sec): 3 clusters Score: Raw -792352.101695 + Penalty 1743.824516 = -790608.277179 nChanged 4 SP:Iteration 129Q (975.802365 sec): 3 clusters Score: Raw -792352.375605 + Penalty 1743.824516 = -790608.551089 nChanged 4 SP:Iteration 130Q (975.858503 sec): 3 clusters Score: Raw -792352.683327 + Penalty 1743.824516 = -790608.858811 nChanged 3 SP:Iteration 131Q (975.918238 sec): 3 clusters Score: Raw -792352.841213 + Penalty 1743.824516 = -790609.016696 nChanged 1 SP:Iteration 132Q (975.975908 sec): 3 clusters Score: Raw -792353.027866 + Penalty 1743.824516 = -790609.203350 nChanged 5 SP:Iteration 133Q (976.023750 sec): 3 clusters Score: Raw -792353.700308 + Penalty 1743.824516 = -790609.875791 nChanged 8 SP:Iteration 134Q (976.075197 sec): 3 clusters Score: Raw -792354.989502 + Penalty 1743.824516 = -790611.164985 nChanged 8 SP:Iteration 135Q (976.129533 sec): 3 clusters Score: Raw -792356.721666 + Penalty 1743.824516 = -790612.897150 nChanged 11 SP:Iteration 136Q (976.192699 sec): 3 clusters Score: Raw -792358.621451 + Penalty 1743.824516 = -790614.796935 nChanged 9 SP:Iteration 137Q (976.245429 sec): 3 clusters Score: Raw -792359.891568 + Penalty 1743.824516 = -790616.067051 nChanged 7 SP:Iteration 138Q (976.299740 sec): 3 clusters Score: Raw -792360.761919 + Penalty 1743.824516 = -790616.937403 nChanged 8 SP:Iteration 139Q (976.358037 sec): 3 clusters Score: Raw -792361.653942 + Penalty 1743.824516 = -790617.829425 nChanged 4 SP:Iteration 140F (976.408353 sec): 3 clusters Score: Raw -792362.272987 + Penalty 1743.824516 = -790618.448471 nChanged 8 SP:Iteration 141Q (976.479134 sec): 3 clusters Score: Raw -792362.926788 + Penalty 1743.824516 = -790619.102271 nChanged 8 SP:Iteration 142Q (976.537419 sec): 3 clusters Score: Raw -792363.339212 + Penalty 1743.824516 = -790619.514695 nChanged 2 SP:Iteration 143Q (976.586673 sec): 3 clusters Score: Raw -792363.465874 + Penalty 1743.824516 = -790619.641358 nChanged 2 SP:Iteration 144Q (976.643204 sec): 3 clusters Score: Raw -792363.638269 + Penalty 1743.824516 = -790619.813753 nChanged 1 SP:Iteration 145Q (976.703908 sec): 3 clusters Score: Raw -792363.683028 + Penalty 1743.824516 = -790619.858511 nChanged 2 SP:Iteration 146Q (976.752407 sec): 3 clusters Score: Raw -792363.792761 + Penalty 1743.824516 = -790619.968245 nChanged 2 SP:Iteration 147Q (976.806750 sec): 3 clusters Score: Raw -792363.866580 + Penalty 1743.824516 = -790620.042063 nChanged 0 SP:Iteration 148F (976.860166 sec): 3 clusters Score: Raw -792363.866580 + Penalty 1743.824516 = -790620.042063 nChanged 0 Trying to split cluster 12 (971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (976.894782 sec): 2 clusters Score: Raw -75139.806508 + Penalty 653.441014 = -74486.365494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (976.938989 sec): 3 clusters Score: Raw -74756.537080 + Penalty 1306.882029 = -73449.655051 nChanged 358 SP:Iteration 1F (976.973989 sec): 3 clusters Score: Raw -75034.554621 + Penalty 1306.882029 = -73727.672593 nChanged 79 SP:Iteration 2F (977.019309 sec): 3 clusters Score: Raw -75088.656501 + Penalty 1306.882029 = -73781.774472 nChanged 36 SP:Iteration 3Q (977.060622 sec): 3 clusters Score: Raw -75124.108908 + Penalty 1306.882029 = -73817.226879 nChanged 27 SP:Iteration 4Q (977.111868 sec): 3 clusters Score: Raw -75148.277879 + Penalty 1306.882029 = -73841.395850 nChanged 17 SP:Iteration 5Q (977.152946 sec): 3 clusters Score: Raw -75159.061840 + Penalty 1306.882029 = -73852.179811 nChanged 9 SP:Iteration 6Q (977.195321 sec): 3 clusters Score: Raw -75163.384462 + Penalty 1306.882029 = -73856.502433 nChanged 4 SP:Iteration 7Q (977.239201 sec): 3 clusters Score: Raw -75164.987108 + Penalty 1306.882029 = -73858.105079 nChanged 5 SP:Iteration 8Q (977.280861 sec): 3 clusters Score: Raw -75167.215418 + Penalty 1306.882029 = -73860.333389 nChanged 4 SP:Iteration 9Q (977.325896 sec): 3 clusters Score: Raw -75170.198413 + Penalty 1306.882029 = -73863.316384 nChanged 5 SP:Iteration 10Q (977.368357 sec): 3 clusters Score: Raw -75172.228583 + Penalty 1306.882029 = -73865.346554 nChanged 4 SP:Iteration 11Q (977.411294 sec): 3 clusters Score: Raw -75173.702671 + Penalty 1306.882029 = -73866.820642 nChanged 3 SP:Iteration 12Q (977.448277 sec): 3 clusters Score: Raw -75175.291638 + Penalty 1306.882029 = -73868.409609 nChanged 5 SP:Iteration 13Q (977.496205 sec): 3 clusters Score: Raw -75178.110250 + Penalty 1306.882029 = -73871.228221 nChanged 6 SP:Iteration 14Q (977.536334 sec): 3 clusters Score: Raw -75181.612109 + Penalty 1306.882029 = -73874.730080 nChanged 3 SP:Iteration 15Q (977.581261 sec): 3 clusters Score: Raw -75183.647352 + Penalty 1306.882029 = -73876.765323 nChanged 6 SP:Iteration 16Q (977.634400 sec): 3 clusters Score: Raw -75186.707078 + Penalty 1306.882029 = -73879.825049 nChanged 4 SP:Iteration 17Q (977.686891 sec): 3 clusters Score: Raw -75188.841350 + Penalty 1306.882029 = -73881.959321 nChanged 4 SP:Iteration 18Q (977.734904 sec): 3 clusters Score: Raw -75191.858264 + Penalty 1306.882029 = -73884.976235 nChanged 2 SP:Iteration 19Q (977.778334 sec): 3 clusters Score: Raw -75194.039217 + Penalty 1306.882029 = -73887.157188 nChanged 4 SP:Iteration 20F (977.824087 sec): 3 clusters Score: Raw -75196.430463 + Penalty 1306.882029 = -73889.548434 nChanged 4 SP:Iteration 21Q (977.876183 sec): 3 clusters Score: Raw -75198.906604 + Penalty 1306.882029 = -73892.024575 nChanged 5 SP:Iteration 22Q (977.927640 sec): 3 clusters Score: Raw -75201.857653 + Penalty 1306.882029 = -73894.975624 nChanged 2 SP:Iteration 23Q (977.981206 sec): 3 clusters Score: Raw -75202.679741 + Penalty 1306.882029 = -73895.797712 nChanged 3 SP:Iteration 24Q (978.025460 sec): 3 clusters Score: Raw -75204.803259 + Penalty 1306.882029 = -73897.921230 nChanged 1 SP:Iteration 25Q (978.068010 sec): 3 clusters Score: Raw -75205.368645 + Penalty 1306.882029 = -73898.486616 nChanged 0 SP:Iteration 26F (978.101875 sec): 3 clusters Score: Raw -75205.368645 + Penalty 1306.882029 = -73898.486616 nChanged 0 Trying to split cluster 13 (3143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (978.125156 sec): 2 clusters Score: Raw -245568.137175 + Penalty 765.028638 = -244803.108536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (978.183061 sec): 3 clusters Score: Raw -243948.826574 + Penalty 1530.057277 = -242418.769297 nChanged 1241 SP:Iteration 1F (978.230384 sec): 3 clusters Score: Raw -244612.850367 + Penalty 1530.057277 = -243082.793090 nChanged 239 SP:Iteration 2F (978.279673 sec): 3 clusters Score: Raw -244762.196185 + Penalty 1530.057277 = -243232.138908 nChanged 192 SP:Iteration 3F (978.332752 sec): 3 clusters Score: Raw -244877.325129 + Penalty 1530.057277 = -243347.267852 nChanged 163 SP:Iteration 4F (978.383619 sec): 3 clusters Score: Raw -244976.245895 + Penalty 1530.057277 = -243446.188618 nChanged 149 SP:Iteration 5Q (978.424140 sec): 3 clusters Score: Raw -245078.637077 + Penalty 1530.057277 = -243548.579800 nChanged 163 SP:Iteration 6F (978.478434 sec): 3 clusters Score: Raw -245206.456680 + Penalty 1530.057277 = -243676.399403 nChanged 130 SP:Iteration 7Q (978.529040 sec): 3 clusters Score: Raw -245307.627970 + Penalty 1530.057277 = -243777.570693 nChanged 108 SP:Iteration 8Q (978.576617 sec): 3 clusters Score: Raw -245384.884413 + Penalty 1530.057277 = -243854.827136 nChanged 78 SP:Iteration 9Q (978.618063 sec): 3 clusters Score: Raw -245451.839367 + Penalty 1530.057277 = -243921.782090 nChanged 59 SP:Iteration 10Q (978.678559 sec): 3 clusters Score: Raw -245496.205639 + Penalty 1530.057277 = -243966.148362 nChanged 36 SP:Iteration 11Q (978.720373 sec): 3 clusters Score: Raw -245525.714128 + Penalty 1530.057277 = -243995.656851 nChanged 33 SP:Iteration 12Q (978.782896 sec): 3 clusters Score: Raw -245551.445127 + Penalty 1530.057277 = -244021.387850 nChanged 33 SP:Iteration 13Q (978.837182 sec): 3 clusters Score: Raw -245576.162884 + Penalty 1530.057277 = -244046.105607 nChanged 27 SP:Iteration 14Q (978.889512 sec): 3 clusters Score: Raw -245594.464138 + Penalty 1530.057277 = -244064.406861 nChanged 23 SP:Iteration 15Q (978.935550 sec): 3 clusters Score: Raw -245608.290848 + Penalty 1530.057277 = -244078.233571 nChanged 18 SP:Iteration 16Q (978.988988 sec): 3 clusters Score: Raw -245619.683798 + Penalty 1530.057277 = -244089.626521 nChanged 17 SP:Iteration 17Q (979.040138 sec): 3 clusters Score: Raw -245632.788314 + Penalty 1530.057277 = -244102.731037 nChanged 14 SP:Iteration 18Q (979.097060 sec): 3 clusters Score: Raw -245650.611271 + Penalty 1530.057277 = -244120.553994 nChanged 12 SP:Iteration 19Q (979.133044 sec): 3 clusters Score: Raw -245662.981164 + Penalty 1530.057277 = -244132.923887 nChanged 11 SP:Iteration 20F (979.179118 sec): 3 clusters Score: Raw -245674.720908 + Penalty 1530.057277 = -244144.663631 nChanged 8 SP:Iteration 21Q (979.236395 sec): 3 clusters Score: Raw -245682.076724 + Penalty 1530.057277 = -244152.019447 nChanged 6 SP:Iteration 22Q (979.281554 sec): 3 clusters Score: Raw -245686.286018 + Penalty 1530.057277 = -244156.228741 nChanged 4 SP:Iteration 23Q (979.328522 sec): 3 clusters Score: Raw -245688.091191 + Penalty 1530.057277 = -244158.033914 nChanged 3 SP:Iteration 24Q (979.374806 sec): 3 clusters Score: Raw -245689.795880 + Penalty 1530.057277 = -244159.738603 nChanged 2 SP:Iteration 25Q (979.420957 sec): 3 clusters Score: Raw -245690.888788 + Penalty 1530.057277 = -244160.831511 nChanged 1 SP:Iteration 26Q (979.462273 sec): 3 clusters Score: Raw -245691.525075 + Penalty 1530.057277 = -244161.467798 nChanged 2 SP:Iteration 27Q (979.501593 sec): 3 clusters Score: Raw -245692.817096 + Penalty 1530.057277 = -244162.759819 nChanged 1 SP:Iteration 28Q (979.547990 sec): 3 clusters Score: Raw -245694.444871 + Penalty 1530.057277 = -244164.387594 nChanged 2 SP:Iteration 29Q (979.600864 sec): 3 clusters Score: Raw -245695.563779 + Penalty 1530.057277 = -244165.506502 nChanged 1 SP:Iteration 30Q (979.640113 sec): 3 clusters Score: Raw -245696.171919 + Penalty 1530.057277 = -244166.114642 nChanged 3 SP:Iteration 31Q (979.682406 sec): 3 clusters Score: Raw -245698.981805 + Penalty 1530.057277 = -244168.924528 nChanged 3 SP:Iteration 32Q (979.727759 sec): 3 clusters Score: Raw -245700.301797 + Penalty 1530.057277 = -244170.244520 nChanged 0 SP:Iteration 33F (979.777651 sec): 3 clusters Score: Raw -245700.301797 + Penalty 1530.057277 = -244170.244520 nChanged 0 Trying to split cluster 14 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (979.797126 sec): 2 clusters Score: Raw -49562.251183 + Penalty 620.294790 = -48941.956393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (979.840485 sec): 3 clusters Score: Raw -49332.465955 + Penalty 1240.589579 = -48091.876375 nChanged 221 SP:Iteration 1F (979.887358 sec): 3 clusters Score: Raw -49568.531456 + Penalty 1240.589579 = -48327.941876 nChanged 49 SP:Iteration 2F (979.930348 sec): 3 clusters Score: Raw -49615.394025 + Penalty 1240.589579 = -48374.804446 nChanged 25 SP:Iteration 3Q (979.979428 sec): 3 clusters Score: Raw -49642.216493 + Penalty 1240.589579 = -48401.626913 nChanged 13 SP:Iteration 4Q (980.012195 sec): 3 clusters Score: Raw -49660.250525 + Penalty 1240.589579 = -48419.660946 nChanged 12 SP:Iteration 5Q (980.064441 sec): 3 clusters Score: Raw -49676.335788 + Penalty 1240.589579 = -48435.746209 nChanged 14 SP:Iteration 6Q (980.097367 sec): 3 clusters Score: Raw -49704.631759 + Penalty 1240.589579 = -48464.042180 nChanged 15 SP:Iteration 7Q (980.142961 sec): 3 clusters Score: Raw -49726.999597 + Penalty 1240.589579 = -48486.410018 nChanged 13 SP:Iteration 8Q (980.186223 sec): 3 clusters Score: Raw -49738.661613 + Penalty 1240.589579 = -48498.072034 nChanged 4 SP:Iteration 9Q (980.228034 sec): 3 clusters Score: Raw -49753.353167 + Penalty 1240.589579 = -48512.763587 nChanged 12 SP:Iteration 10Q (980.272529 sec): 3 clusters Score: Raw -49775.170051 + Penalty 1240.589579 = -48534.580472 nChanged 11 SP:Iteration 11Q (980.319120 sec): 3 clusters Score: Raw -49794.095151 + Penalty 1240.589579 = -48553.505572 nChanged 7 SP:Iteration 12Q (980.358213 sec): 3 clusters Score: Raw -49801.396429 + Penalty 1240.589579 = -48560.806850 nChanged 11 SP:Iteration 13Q (980.408580 sec): 3 clusters Score: Raw -49811.836836 + Penalty 1240.589579 = -48571.247257 nChanged 12 SP:Iteration 14Q (980.446688 sec): 3 clusters Score: Raw -49824.021255 + Penalty 1240.589579 = -48583.431676 nChanged 9 SP:Iteration 15Q (980.489800 sec): 3 clusters Score: Raw -49834.646752 + Penalty 1240.589579 = -48594.057173 nChanged 6 SP:Iteration 16Q (980.531406 sec): 3 clusters Score: Raw -49837.833932 + Penalty 1240.589579 = -48597.244353 nChanged 1 SP:Iteration 17Q (980.575370 sec): 3 clusters Score: Raw -49838.031341 + Penalty 1240.589579 = -48597.441762 nChanged 2 SP:Iteration 18Q (980.632870 sec): 3 clusters Score: Raw -49838.997316 + Penalty 1240.589579 = -48598.407737 nChanged 1 SP:Iteration 19Q (980.677259 sec): 3 clusters Score: Raw -49839.485827 + Penalty 1240.589579 = -48598.896248 nChanged 2 SP:Iteration 20F (980.729157 sec): 3 clusters Score: Raw -49840.384272 + Penalty 1240.589579 = -48599.794693 nChanged 1 SP:Iteration 21Q (980.774319 sec): 3 clusters Score: Raw -49841.219935 + Penalty 1240.589579 = -48600.630356 nChanged 3 SP:Iteration 22Q (980.829543 sec): 3 clusters Score: Raw -49843.137047 + Penalty 1240.589579 = -48602.547468 nChanged 3 SP:Iteration 23Q (980.864405 sec): 3 clusters Score: Raw -49847.456894 + Penalty 1240.589579 = -48606.867314 nChanged 4 SP:Iteration 24Q (980.916037 sec): 3 clusters Score: Raw -49850.751842 + Penalty 1240.589579 = -48610.162263 nChanged 1 SP:Iteration 25Q (980.949145 sec): 3 clusters Score: Raw -49851.091460 + Penalty 1240.589579 = -48610.501880 nChanged 0 SP:Iteration 26F (980.996711 sec): 3 clusters Score: Raw -49851.091460 + Penalty 1240.589579 = -48610.501880 nChanged 0 Trying to split cluster 15 (60788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (981.093211 sec): 2 clusters Score: Raw -4883996.509962 + Penalty 1046.439030 = -4882950.070933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (981.224377 sec): 3 clusters Score: Raw -4844261.084238 + Penalty 2092.878059 = -4842168.206178 nChanged 29140 SP:Iteration 1F (981.335539 sec): 3 clusters Score: Raw -4861277.541293 + Penalty 2092.878059 = -4859184.663234 nChanged 2085 SP:Iteration 2Q (981.476305 sec): 3 clusters Score: Raw -4861808.424119 + Penalty 2092.878059 = -4859715.546060 nChanged 2223 SP:Iteration 3Q (981.607859 sec): 3 clusters Score: Raw -4862466.393590 + Penalty 2092.878059 = -4860373.515531 nChanged 2499 SP:Iteration 4Q (981.733183 sec): 3 clusters Score: Raw -4863384.565320 + Penalty 2092.878059 = -4861291.687260 nChanged 2977 SP:Iteration 5Q (981.847894 sec): 3 clusters Score: Raw -4864808.627657 + Penalty 2092.878059 = -4862715.749598 nChanged 3407 SP:Iteration 6F (981.968778 sec): 3 clusters Score: Raw -4866809.025629 + Penalty 2092.878059 = -4864716.147569 nChanged 3924 SP:Iteration 7F (982.099749 sec): 3 clusters Score: Raw -4869549.974768 + Penalty 2092.878059 = -4867457.096708 nChanged 4013 SP:Iteration 8F (982.217888 sec): 3 clusters Score: Raw -4872662.398984 + Penalty 2092.878059 = -4870569.520924 nChanged 3622 SP:Iteration 9F (982.339322 sec): 3 clusters Score: Raw -4875647.330401 + Penalty 2092.878059 = -4873554.452341 nChanged 2891 SP:Iteration 10Q (982.458656 sec): 3 clusters Score: Raw -4878038.315081 + Penalty 2092.878059 = -4875945.437021 nChanged 2183 SP:Iteration 11Q (982.577337 sec): 3 clusters Score: Raw -4879781.738708 + Penalty 2092.878059 = -4877688.860648 nChanged 1598 SP:Iteration 12Q (982.687794 sec): 3 clusters Score: Raw -4881020.364853 + Penalty 2092.878059 = -4878927.486794 nChanged 1241 SP:Iteration 13Q (982.806398 sec): 3 clusters Score: Raw -4881954.528275 + Penalty 2092.878059 = -4879861.650216 nChanged 936 SP:Iteration 14Q (982.911708 sec): 3 clusters Score: Raw -4882653.270413 + Penalty 2092.878059 = -4880560.392354 nChanged 730 SP:Iteration 15Q (983.021853 sec): 3 clusters Score: Raw -4883170.022248 + Penalty 2092.878059 = -4881077.144189 nChanged 486 SP:Iteration 16Q (983.131297 sec): 3 clusters Score: Raw -4883504.890660 + Penalty 2092.878059 = -4881412.012601 nChanged 358 SP:Iteration 17Q (983.235594 sec): 3 clusters Score: Raw -4883769.222260 + Penalty 2092.878059 = -4881676.344201 nChanged 238 SP:Iteration 18Q (983.330343 sec): 3 clusters Score: Raw -4883953.946016 + Penalty 2092.878059 = -4881861.067957 nChanged 156 SP:Iteration 19Q (983.444548 sec): 3 clusters Score: Raw -4884058.007554 + Penalty 2092.878059 = -4881965.129495 nChanged 118 SP:Iteration 20F (983.560452 sec): 3 clusters Score: Raw -4884133.669777 + Penalty 2092.878059 = -4882040.791717 nChanged 91 SP:Iteration 21Q (983.667158 sec): 3 clusters Score: Raw -4884189.058906 + Penalty 2092.878059 = -4882096.180847 nChanged 52 SP:Iteration 22Q (983.767401 sec): 3 clusters Score: Raw -4884214.780980 + Penalty 2092.878059 = -4882121.902921 nChanged 47 SP:Iteration 23Q (983.868126 sec): 3 clusters Score: Raw -4884236.129421 + Penalty 2092.878059 = -4882143.251362 nChanged 38 SP:Iteration 24Q (983.965114 sec): 3 clusters Score: Raw -4884251.881406 + Penalty 2092.878059 = -4882159.003346 nChanged 25 SP:Iteration 25Q (984.072652 sec): 3 clusters Score: Raw -4884258.635739 + Penalty 2092.878059 = -4882165.757680 nChanged 11 SP:Iteration 26Q (984.172127 sec): 3 clusters Score: Raw -4884260.858782 + Penalty 2092.878059 = -4882167.980722 nChanged 8 SP:Iteration 27Q (984.280812 sec): 3 clusters Score: Raw -4884262.647088 + Penalty 2092.878059 = -4882169.769029 nChanged 12 SP:Iteration 28Q (984.374356 sec): 3 clusters Score: Raw -4884267.671237 + Penalty 2092.878059 = -4882174.793178 nChanged 15 SP:Iteration 29Q (984.486719 sec): 3 clusters Score: Raw -4884271.415666 + Penalty 2092.878059 = -4882178.537607 nChanged 9 SP:Iteration 30Q (984.579173 sec): 3 clusters Score: Raw -4884273.630718 + Penalty 2092.878059 = -4882180.752659 nChanged 9 SP:Iteration 31Q (984.693157 sec): 3 clusters Score: Raw -4884275.804083 + Penalty 2092.878059 = -4882182.926024 nChanged 4 SP:Iteration 32Q (984.797436 sec): 3 clusters Score: Raw -4884276.552754 + Penalty 2092.878059 = -4882183.674695 nChanged 2 SP:Iteration 33Q (984.899278 sec): 3 clusters Score: Raw -4884276.928645 + Penalty 2092.878059 = -4882184.050586 nChanged 1 SP:Iteration 34Q (985.000575 sec): 3 clusters Score: Raw -4884277.163567 + Penalty 2092.878059 = -4882184.285508 nChanged 2 SP:Iteration 35Q (985.095732 sec): 3 clusters Score: Raw -4884278.012406 + Penalty 2092.878059 = -4882185.134347 nChanged 3 SP:Iteration 36Q (985.191771 sec): 3 clusters Score: Raw -4884279.628443 + Penalty 2092.878059 = -4882186.750384 nChanged 6 SP:Iteration 37Q (985.290094 sec): 3 clusters Score: Raw -4884282.178711 + Penalty 2092.878059 = -4882189.300652 nChanged 6 SP:Iteration 38Q (985.391886 sec): 3 clusters Score: Raw -4884284.431757 + Penalty 2092.878059 = -4882191.553698 nChanged 4 SP:Iteration 39Q (985.495207 sec): 3 clusters Score: Raw -4884285.723067 + Penalty 2092.878059 = -4882192.845008 nChanged 3 SP:Iteration 40F (985.616486 sec): 3 clusters Score: Raw -4884286.450647 + Penalty 2092.878059 = -4882193.572588 nChanged 5 SP:Iteration 41Q (985.722104 sec): 3 clusters Score: Raw -4884287.808231 + Penalty 2092.878059 = -4882194.930172 nChanged 3 SP:Iteration 42Q (985.822209 sec): 3 clusters Score: Raw -4884288.696009 + Penalty 2092.878059 = -4882195.817950 nChanged 1 SP:Iteration 43Q (985.928151 sec): 3 clusters Score: Raw -4884289.069504 + Penalty 2092.878059 = -4882196.191445 nChanged 0 SP:Iteration 44F (986.046623 sec): 3 clusters Score: Raw -4884289.069504 + Penalty 2092.878059 = -4882196.191445 nChanged 0 Trying to split cluster 16 (18097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (986.092408 sec): 2 clusters Score: Raw -1436395.134439 + Penalty 931.332638 = -1435463.801800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (986.151839 sec): 3 clusters Score: Raw -1425287.601258 + Penalty 1862.665277 = -1423424.935981 nChanged 8321 SP:Iteration 1F (986.231889 sec): 3 clusters Score: Raw -1429804.853065 + Penalty 1862.665277 = -1427942.187788 nChanged 775 SP:Iteration 2Q (986.300495 sec): 3 clusters Score: Raw -1430030.103009 + Penalty 1862.665277 = -1428167.437732 nChanged 743 SP:Iteration 3Q (986.366576 sec): 3 clusters Score: Raw -1430257.229757 + Penalty 1862.665277 = -1428394.564480 nChanged 711 SP:Iteration 4Q (986.432176 sec): 3 clusters Score: Raw -1430514.535715 + Penalty 1862.665277 = -1428651.870438 nChanged 742 SP:Iteration 5Q (986.492981 sec): 3 clusters Score: Raw -1430813.670150 + Penalty 1862.665277 = -1428951.004873 nChanged 797 SP:Iteration 6Q (986.568593 sec): 3 clusters Score: Raw -1431210.117895 + Penalty 1862.665277 = -1429347.452618 nChanged 910 SP:Iteration 7F (986.638268 sec): 3 clusters Score: Raw -1431750.573755 + Penalty 1862.665277 = -1429887.908478 nChanged 984 SP:Iteration 8F (986.703542 sec): 3 clusters Score: Raw -1432416.732131 + Penalty 1862.665277 = -1430554.066854 nChanged 977 SP:Iteration 9F (986.779357 sec): 3 clusters Score: Raw -1433180.574299 + Penalty 1862.665277 = -1431317.909022 nChanged 984 SP:Iteration 10F (986.852820 sec): 3 clusters Score: Raw -1433932.546669 + Penalty 1862.665277 = -1432069.881392 nChanged 758 SP:Iteration 11Q (986.919012 sec): 3 clusters Score: Raw -1434401.827634 + Penalty 1862.665277 = -1432539.162357 nChanged 588 SP:Iteration 12Q (986.987976 sec): 3 clusters Score: Raw -1434697.633304 + Penalty 1862.665277 = -1432834.968027 nChanged 421 SP:Iteration 13Q (987.048659 sec): 3 clusters Score: Raw -1434883.256388 + Penalty 1862.665277 = -1433020.591111 nChanged 325 SP:Iteration 14Q (987.123078 sec): 3 clusters Score: Raw -1435030.089127 + Penalty 1862.665277 = -1433167.423850 nChanged 280 SP:Iteration 15Q (987.191686 sec): 3 clusters Score: Raw -1435159.739286 + Penalty 1862.665277 = -1433297.074009 nChanged 260 SP:Iteration 16Q (987.260424 sec): 3 clusters Score: Raw -1435272.283772 + Penalty 1862.665277 = -1433409.618495 nChanged 230 SP:Iteration 17Q (987.331149 sec): 3 clusters Score: Raw -1435367.004548 + Penalty 1862.665277 = -1433504.339271 nChanged 201 SP:Iteration 18Q (987.402318 sec): 3 clusters Score: Raw -1435438.421432 + Penalty 1862.665277 = -1433575.756155 nChanged 178 SP:Iteration 19Q (987.470185 sec): 3 clusters Score: Raw -1435510.636729 + Penalty 1862.665277 = -1433647.971452 nChanged 186 SP:Iteration 20F (987.541162 sec): 3 clusters Score: Raw -1435590.532484 + Penalty 1862.665277 = -1433727.867207 nChanged 177 SP:Iteration 21Q (987.611439 sec): 3 clusters Score: Raw -1435662.621598 + Penalty 1862.665277 = -1433799.956321 nChanged 169 SP:Iteration 22Q (987.678766 sec): 3 clusters Score: Raw -1435718.832742 + Penalty 1862.665277 = -1433856.167465 nChanged 165 SP:Iteration 23Q (987.749685 sec): 3 clusters Score: Raw -1435768.165580 + Penalty 1862.665277 = -1433905.500303 nChanged 152 SP:Iteration 24Q (987.817060 sec): 3 clusters Score: Raw -1435806.512962 + Penalty 1862.665277 = -1433943.847686 nChanged 132 SP:Iteration 25Q (987.875841 sec): 3 clusters Score: Raw -1435839.176775 + Penalty 1862.665277 = -1433976.511498 nChanged 130 SP:Iteration 26Q (987.943171 sec): 3 clusters Score: Raw -1435874.375320 + Penalty 1862.665277 = -1434011.710043 nChanged 128 SP:Iteration 27Q (988.006835 sec): 3 clusters Score: Raw -1435905.898666 + Penalty 1862.665277 = -1434043.233389 nChanged 128 SP:Iteration 28Q (988.078295 sec): 3 clusters Score: Raw -1435939.476709 + Penalty 1862.665277 = -1434076.811432 nChanged 131 SP:Iteration 29Q (988.137801 sec): 3 clusters Score: Raw -1435977.264620 + Penalty 1862.665277 = -1434114.599343 nChanged 141 SP:Iteration 30Q (988.212671 sec): 3 clusters Score: Raw -1436019.171726 + Penalty 1862.665277 = -1434156.506449 nChanged 123 SP:Iteration 31Q (988.280783 sec): 3 clusters Score: Raw -1436057.268190 + Penalty 1862.665277 = -1434194.602913 nChanged 134 SP:Iteration 32Q (988.344787 sec): 3 clusters Score: Raw -1436096.739914 + Penalty 1862.665277 = -1434234.074637 nChanged 131 SP:Iteration 33Q (988.404569 sec): 3 clusters Score: Raw -1436136.144620 + Penalty 1862.665277 = -1434273.479343 nChanged 115 SP:Iteration 34Q (988.477861 sec): 3 clusters Score: Raw -1436168.094642 + Penalty 1862.665277 = -1434305.429365 nChanged 117 SP:Iteration 35Q (988.536373 sec): 3 clusters Score: Raw -1436196.855803 + Penalty 1862.665277 = -1434334.190526 nChanged 89 SP:Iteration 36Q (988.603225 sec): 3 clusters Score: Raw -1436218.836874 + Penalty 1862.665277 = -1434356.171597 nChanged 99 SP:Iteration 37Q (988.674412 sec): 3 clusters Score: Raw -1436243.216346 + Penalty 1862.665277 = -1434380.551069 nChanged 85 SP:Iteration 38Q (988.729065 sec): 3 clusters Score: Raw -1436261.006961 + Penalty 1862.665277 = -1434398.341684 nChanged 73 SP:Iteration 39Q (988.808133 sec): 3 clusters Score: Raw -1436277.652894 + Penalty 1862.665277 = -1434414.987617 nChanged 76 SP:Iteration 40F (988.864179 sec): 3 clusters Score: Raw -1436298.264563 + Penalty 1862.665277 = -1434435.599286 nChanged 75 SP:Iteration 41Q (988.940151 sec): 3 clusters Score: Raw -1436315.879692 + Penalty 1862.665277 = -1434453.214416 nChanged 71 SP:Iteration 42Q (988.998039 sec): 3 clusters Score: Raw -1436335.329458 + Penalty 1862.665277 = -1434472.664181 nChanged 79 SP:Iteration 43Q (989.066159 sec): 3 clusters Score: Raw -1436360.044619 + Penalty 1862.665277 = -1434497.379342 nChanged 82 SP:Iteration 44Q (989.127900 sec): 3 clusters Score: Raw -1436381.142729 + Penalty 1862.665277 = -1434518.477452 nChanged 63 SP:Iteration 45Q (989.194807 sec): 3 clusters Score: Raw -1436395.708966 + Penalty 1862.665277 = -1434533.043689 nChanged 58 SP:Iteration 46Q (989.266467 sec): 3 clusters Score: Raw -1436409.335362 + Penalty 1862.665277 = -1434546.670085 nChanged 68 SP:Iteration 47Q (989.333371 sec): 3 clusters Score: Raw -1436426.349618 + Penalty 1862.665277 = -1434563.684341 nChanged 55 SP:Iteration 48Q (989.395545 sec): 3 clusters Score: Raw -1436443.182934 + Penalty 1862.665277 = -1434580.517657 nChanged 53 SP:Iteration 49Q (989.463477 sec): 3 clusters Score: Raw -1436457.372232 + Penalty 1862.665277 = -1434594.706955 nChanged 56 SP:Iteration 50Q (989.532646 sec): 3 clusters Score: Raw -1436472.675567 + Penalty 1862.665277 = -1434610.010290 nChanged 50 SP:Iteration 51Q (989.600292 sec): 3 clusters Score: Raw -1436482.614702 + Penalty 1862.665277 = -1434619.949425 nChanged 27 SP:Iteration 52Q (989.664038 sec): 3 clusters Score: Raw -1436488.681377 + Penalty 1862.665277 = -1434626.016100 nChanged 24 SP:Iteration 53Q (989.733830 sec): 3 clusters Score: Raw -1436495.828907 + Penalty 1862.665277 = -1434633.163630 nChanged 24 SP:Iteration 54Q (989.785244 sec): 3 clusters Score: Raw -1436502.427815 + Penalty 1862.665277 = -1434639.762538 nChanged 22 SP:Iteration 55Q (989.860171 sec): 3 clusters Score: Raw -1436508.357177 + Penalty 1862.665277 = -1434645.691900 nChanged 18 SP:Iteration 56Q (989.915457 sec): 3 clusters Score: Raw -1436512.564635 + Penalty 1862.665277 = -1434649.899358 nChanged 19 SP:Iteration 57Q (989.988996 sec): 3 clusters Score: Raw -1436516.930231 + Penalty 1862.665277 = -1434654.264954 nChanged 20 SP:Iteration 58Q (990.057943 sec): 3 clusters Score: Raw -1436522.172710 + Penalty 1862.665277 = -1434659.507433 nChanged 15 SP:Iteration 59Q (990.117562 sec): 3 clusters Score: Raw -1436524.275573 + Penalty 1862.665277 = -1434661.610296 nChanged 13 SP:Iteration 60F (990.183089 sec): 3 clusters Score: Raw -1436526.171028 + Penalty 1862.665277 = -1434663.505751 nChanged 9 SP:Iteration 61Q (990.251725 sec): 3 clusters Score: Raw -1436527.594856 + Penalty 1862.665277 = -1434664.929579 nChanged 9 SP:Iteration 62Q (990.307881 sec): 3 clusters Score: Raw -1436528.887332 + Penalty 1862.665277 = -1434666.222055 nChanged 6 SP:Iteration 63Q (990.376079 sec): 3 clusters Score: Raw -1436529.678297 + Penalty 1862.665277 = -1434667.013020 nChanged 5 SP:Iteration 64Q (990.444309 sec): 3 clusters Score: Raw -1436530.844127 + Penalty 1862.665277 = -1434668.178850 nChanged 4 SP:Iteration 65Q (990.511728 sec): 3 clusters Score: Raw -1436531.808694 + Penalty 1862.665277 = -1434669.143417 nChanged 6 SP:Iteration 66Q (990.579124 sec): 3 clusters Score: Raw -1436532.643793 + Penalty 1862.665277 = -1434669.978516 nChanged 3 SP:Iteration 67Q (990.641657 sec): 3 clusters Score: Raw -1436533.446434 + Penalty 1862.665277 = -1434670.781157 nChanged 5 SP:Iteration 68Q (990.717255 sec): 3 clusters Score: Raw -1436534.205562 + Penalty 1862.665277 = -1434671.540285 nChanged 1 SP:Iteration 69Q (990.784860 sec): 3 clusters Score: Raw -1436534.331318 + Penalty 1862.665277 = -1434671.666041 nChanged 2 SP:Iteration 70Q (990.840138 sec): 3 clusters Score: Raw -1436534.490685 + Penalty 1862.665277 = -1434671.825408 nChanged 1 SP:Iteration 71Q (990.907188 sec): 3 clusters Score: Raw -1436534.590742 + Penalty 1862.665277 = -1434671.925465 nChanged 1 SP:Iteration 72Q (990.978561 sec): 3 clusters Score: Raw -1436534.741898 + Penalty 1862.665277 = -1434672.076621 nChanged 1 SP:Iteration 73Q (991.036533 sec): 3 clusters Score: Raw -1436534.905796 + Penalty 1862.665277 = -1434672.240519 nChanged 0 SP:Iteration 74F (991.103101 sec): 3 clusters Score: Raw -1436534.905796 + Penalty 1862.665277 = -1434672.240519 nChanged 0 Trying to split cluster 17 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (991.119968 sec): 2 clusters Score: Raw -42710.771895 + Penalty 603.830228 = -42106.941667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (991.179040 sec): 3 clusters Score: Raw -42503.442755 + Penalty 1207.660456 = -41295.782299 nChanged 168 SP:Iteration 1F (991.221065 sec): 3 clusters Score: Raw -42657.731744 + Penalty 1207.660456 = -41450.071289 nChanged 53 SP:Iteration 2F (991.274747 sec): 3 clusters Score: Raw -42743.680698 + Penalty 1207.660456 = -41536.020243 nChanged 32 SP:Iteration 3F (991.315311 sec): 3 clusters Score: Raw -42785.007567 + Penalty 1207.660456 = -41577.347112 nChanged 26 SP:Iteration 4Q (991.362753 sec): 3 clusters Score: Raw -42832.140135 + Penalty 1207.660456 = -41624.479679 nChanged 22 SP:Iteration 5Q (991.412165 sec): 3 clusters Score: Raw -42872.487679 + Penalty 1207.660456 = -41664.827223 nChanged 25 SP:Iteration 6Q (991.447149 sec): 3 clusters Score: Raw -42922.809152 + Penalty 1207.660456 = -41715.148697 nChanged 20 SP:Iteration 7Q (991.501046 sec): 3 clusters Score: Raw -42994.031039 + Penalty 1207.660456 = -41786.370583 nChanged 25 SP:Iteration 8Q (991.547168 sec): 3 clusters Score: Raw -43044.501433 + Penalty 1207.660456 = -41836.840977 nChanged 27 SP:Iteration 9Q (991.586779 sec): 3 clusters Score: Raw -43079.187268 + Penalty 1207.660456 = -41871.526812 nChanged 19 SP:Iteration 10Q (991.627474 sec): 3 clusters Score: Raw -43122.872419 + Penalty 1207.660456 = -41915.211963 nChanged 13 SP:Iteration 11Q (991.678783 sec): 3 clusters Score: Raw -43140.673144 + Penalty 1207.660456 = -41933.012688 nChanged 5 SP:Iteration 12Q (991.714494 sec): 3 clusters Score: Raw -43145.211505 + Penalty 1207.660456 = -41937.551050 nChanged 4 SP:Iteration 13Q (991.759014 sec): 3 clusters Score: Raw -43147.947722 + Penalty 1207.660456 = -41940.287266 nChanged 2 SP:Iteration 14Q (991.807404 sec): 3 clusters Score: Raw -43149.523551 + Penalty 1207.660456 = -41941.863096 nChanged 4 SP:Iteration 15Q (991.850181 sec): 3 clusters Score: Raw -43153.592987 + Penalty 1207.660456 = -41945.932532 nChanged 4 SP:Iteration 16Q (991.893757 sec): 3 clusters Score: Raw -43157.922604 + Penalty 1207.660456 = -41950.262148 nChanged 4 SP:Iteration 17Q (991.941179 sec): 3 clusters Score: Raw -43161.941848 + Penalty 1207.660456 = -41954.281393 nChanged 3 SP:Iteration 18Q (991.989413 sec): 3 clusters Score: Raw -43164.063552 + Penalty 1207.660456 = -41956.403097 nChanged 3 SP:Iteration 19Q (992.030932 sec): 3 clusters Score: Raw -43167.343390 + Penalty 1207.660456 = -41959.682934 nChanged 2 SP:Iteration 20F (992.074172 sec): 3 clusters Score: Raw -43170.215729 + Penalty 1207.660456 = -41962.555274 nChanged 4 SP:Iteration 21Q (992.118816 sec): 3 clusters Score: Raw -43175.021853 + Penalty 1207.660456 = -41967.361398 nChanged 2 SP:Iteration 22Q (992.150072 sec): 3 clusters Score: Raw -43178.095360 + Penalty 1207.660456 = -41970.434904 nChanged 3 SP:Iteration 23Q (992.194978 sec): 3 clusters Score: Raw -43181.927112 + Penalty 1207.660456 = -41974.266657 nChanged 0 SP:Iteration 24F (992.242237 sec): 3 clusters Score: Raw -43181.927112 + Penalty 1207.660456 = -41974.266657 nChanged 0 Trying to split cluster 18 (12409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (992.269083 sec): 2 clusters Score: Raw -949655.740045 + Penalty 895.486843 = -948760.253202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (992.341144 sec): 3 clusters Score: Raw -942251.230740 + Penalty 1790.973686 = -940460.257054 nChanged 5558 SP:Iteration 1F (992.406666 sec): 3 clusters Score: Raw -945458.517147 + Penalty 1790.973686 = -943667.543461 nChanged 760 SP:Iteration 2F (992.461047 sec): 3 clusters Score: Raw -945880.797183 + Penalty 1790.973686 = -944089.823497 nChanged 780 SP:Iteration 3F (992.524523 sec): 3 clusters Score: Raw -946447.667715 + Penalty 1790.973686 = -944656.694029 nChanged 798 SP:Iteration 4F (992.596666 sec): 3 clusters Score: Raw -947074.391434 + Penalty 1790.973686 = -945283.417748 nChanged 828 SP:Iteration 5F (992.658555 sec): 3 clusters Score: Raw -947662.747993 + Penalty 1790.973686 = -945871.774307 nChanged 703 SP:Iteration 6F (992.724551 sec): 3 clusters Score: Raw -948109.766687 + Penalty 1790.973686 = -946318.793001 nChanged 586 SP:Iteration 7Q (992.784774 sec): 3 clusters Score: Raw -948378.716075 + Penalty 1790.973686 = -946587.742389 nChanged 368 SP:Iteration 8Q (992.849386 sec): 3 clusters Score: Raw -948502.365714 + Penalty 1790.973686 = -946711.392028 nChanged 255 SP:Iteration 9Q (992.911206 sec): 3 clusters Score: Raw -948573.224075 + Penalty 1790.973686 = -946782.250389 nChanged 197 SP:Iteration 10Q (992.974666 sec): 3 clusters Score: Raw -948631.761813 + Penalty 1790.973686 = -946840.788127 nChanged 184 SP:Iteration 11Q (993.026253 sec): 3 clusters Score: Raw -948682.652016 + Penalty 1790.973686 = -946891.678330 nChanged 154 SP:Iteration 12Q (993.096747 sec): 3 clusters Score: Raw -948733.122189 + Penalty 1790.973686 = -946942.148503 nChanged 169 SP:Iteration 13Q (993.160928 sec): 3 clusters Score: Raw -948792.180292 + Penalty 1790.973686 = -947001.206606 nChanged 158 SP:Iteration 14Q (993.223057 sec): 3 clusters Score: Raw -948849.969347 + Penalty 1790.973686 = -947058.995661 nChanged 167 SP:Iteration 15Q (993.284109 sec): 3 clusters Score: Raw -948906.721642 + Penalty 1790.973686 = -947115.747956 nChanged 170 SP:Iteration 16Q (993.337695 sec): 3 clusters Score: Raw -948976.845456 + Penalty 1790.973686 = -947185.871770 nChanged 208 SP:Iteration 17Q (993.395132 sec): 3 clusters Score: Raw -949085.844052 + Penalty 1790.973686 = -947294.870366 nChanged 246 SP:Iteration 18Q (993.457776 sec): 3 clusters Score: Raw -949223.013198 + Penalty 1790.973686 = -947432.039512 nChanged 245 SP:Iteration 19Q (993.516528 sec): 3 clusters Score: Raw -949370.853208 + Penalty 1790.973686 = -947579.879522 nChanged 253 SP:Iteration 20F (993.582031 sec): 3 clusters Score: Raw -949535.182964 + Penalty 1790.973686 = -947744.209278 nChanged 243 SP:Iteration 21Q (993.644598 sec): 3 clusters Score: Raw -949682.626573 + Penalty 1790.973686 = -947891.652887 nChanged 193 SP:Iteration 22Q (993.695205 sec): 3 clusters Score: Raw -949789.772104 + Penalty 1790.973686 = -947998.798418 nChanged 165 SP:Iteration 23Q (993.757855 sec): 3 clusters Score: Raw -949859.836491 + Penalty 1790.973686 = -948068.862805 nChanged 128 SP:Iteration 24Q (993.821376 sec): 3 clusters Score: Raw -949901.603606 + Penalty 1790.973686 = -948110.629920 nChanged 106 SP:Iteration 25Q (993.881933 sec): 3 clusters Score: Raw -949935.690310 + Penalty 1790.973686 = -948144.716624 nChanged 108 SP:Iteration 26Q (993.934707 sec): 3 clusters Score: Raw -949968.457505 + Penalty 1790.973686 = -948177.483819 nChanged 93 SP:Iteration 27Q (993.998542 sec): 3 clusters Score: Raw -949992.408944 + Penalty 1790.973686 = -948201.435258 nChanged 84 SP:Iteration 28Q (994.062021 sec): 3 clusters Score: Raw -950012.860253 + Penalty 1790.973686 = -948221.886567 nChanged 73 SP:Iteration 29Q (994.121300 sec): 3 clusters Score: Raw -950028.443855 + Penalty 1790.973686 = -948237.470169 nChanged 64 SP:Iteration 30Q (994.174428 sec): 3 clusters Score: Raw -950041.861106 + Penalty 1790.973686 = -948250.887420 nChanged 54 SP:Iteration 31Q (994.235021 sec): 3 clusters Score: Raw -950054.043717 + Penalty 1790.973686 = -948263.070031 nChanged 56 SP:Iteration 32Q (994.297469 sec): 3 clusters Score: Raw -950066.180597 + Penalty 1790.973686 = -948275.206911 nChanged 55 SP:Iteration 33Q (994.367539 sec): 3 clusters Score: Raw -950076.958016 + Penalty 1790.973686 = -948285.984330 nChanged 53 SP:Iteration 34Q (994.428164 sec): 3 clusters Score: Raw -950087.180930 + Penalty 1790.973686 = -948296.207244 nChanged 46 SP:Iteration 35Q (994.479355 sec): 3 clusters Score: Raw -950095.964979 + Penalty 1790.973686 = -948304.991293 nChanged 58 SP:Iteration 36Q (994.551946 sec): 3 clusters Score: Raw -950111.073284 + Penalty 1790.973686 = -948320.099598 nChanged 48 SP:Iteration 37Q (994.616666 sec): 3 clusters Score: Raw -950122.896440 + Penalty 1790.973686 = -948331.922754 nChanged 47 SP:Iteration 38Q (994.675097 sec): 3 clusters Score: Raw -950132.983362 + Penalty 1790.973686 = -948342.009676 nChanged 41 SP:Iteration 39Q (994.730577 sec): 3 clusters Score: Raw -950140.274818 + Penalty 1790.973686 = -948349.301132 nChanged 28 SP:Iteration 40F (994.781639 sec): 3 clusters Score: Raw -950144.451247 + Penalty 1790.973686 = -948353.477561 nChanged 26 SP:Iteration 41Q (994.857512 sec): 3 clusters Score: Raw -950148.136271 + Penalty 1790.973686 = -948357.162585 nChanged 23 SP:Iteration 42Q (994.921520 sec): 3 clusters Score: Raw -950151.305848 + Penalty 1790.973686 = -948360.332162 nChanged 20 SP:Iteration 43Q (994.975810 sec): 3 clusters Score: Raw -950154.010460 + Penalty 1790.973686 = -948363.036774 nChanged 16 SP:Iteration 44Q (995.038600 sec): 3 clusters Score: Raw -950155.911956 + Penalty 1790.973686 = -948364.938270 nChanged 18 SP:Iteration 45Q (995.105093 sec): 3 clusters Score: Raw -950158.318047 + Penalty 1790.973686 = -948367.344361 nChanged 20 SP:Iteration 46Q (995.169719 sec): 3 clusters Score: Raw -950160.906926 + Penalty 1790.973686 = -948369.933240 nChanged 19 SP:Iteration 47Q (995.237813 sec): 3 clusters Score: Raw -950163.500004 + Penalty 1790.973686 = -948372.526318 nChanged 14 SP:Iteration 48Q (995.296396 sec): 3 clusters Score: Raw -950165.454866 + Penalty 1790.973686 = -948374.481180 nChanged 15 SP:Iteration 49Q (995.359538 sec): 3 clusters Score: Raw -950167.396956 + Penalty 1790.973686 = -948376.423270 nChanged 10 SP:Iteration 50Q (995.417561 sec): 3 clusters Score: Raw -950168.543184 + Penalty 1790.973686 = -948377.569498 nChanged 7 SP:Iteration 51Q (995.479360 sec): 3 clusters Score: Raw -950169.184696 + Penalty 1790.973686 = -948378.211010 nChanged 6 SP:Iteration 52Q (995.540311 sec): 3 clusters Score: Raw -950169.803277 + Penalty 1790.973686 = -948378.829591 nChanged 3 SP:Iteration 53Q (995.589216 sec): 3 clusters Score: Raw -950170.018590 + Penalty 1790.973686 = -948379.044904 nChanged 3 SP:Iteration 54Q (995.649603 sec): 3 clusters Score: Raw -950170.217797 + Penalty 1790.973686 = -948379.244111 nChanged 1 SP:Iteration 55Q (995.711291 sec): 3 clusters Score: Raw -950170.238382 + Penalty 1790.973686 = -948379.264695 nChanged 0 SP:Iteration 56F (995.785888 sec): 3 clusters Score: Raw -950170.238382 + Penalty 1790.973686 = -948379.264695 nChanged 0 Trying to split cluster 19 (8616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (995.820824 sec): 2 clusters Score: Raw -706104.479025 + Penalty 860.830741 = -705243.648284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (995.878349 sec): 3 clusters Score: Raw -700973.222648 + Penalty 1721.661482 = -699251.561166 nChanged 3912 SP:Iteration 1F (995.935243 sec): 3 clusters Score: Raw -703162.230111 + Penalty 1721.661482 = -701440.568630 nChanged 502 SP:Iteration 2F (995.990577 sec): 3 clusters Score: Raw -703421.904364 + Penalty 1721.661482 = -701700.242883 nChanged 501 SP:Iteration 3F (996.044590 sec): 3 clusters Score: Raw -703718.917432 + Penalty 1721.661482 = -701997.255951 nChanged 498 SP:Iteration 4F (996.098002 sec): 3 clusters Score: Raw -704022.395078 + Penalty 1721.661482 = -702300.733596 nChanged 474 SP:Iteration 5F (996.157551 sec): 3 clusters Score: Raw -704337.547562 + Penalty 1721.661482 = -702615.886081 nChanged 479 SP:Iteration 6F (996.211235 sec): 3 clusters Score: Raw -704650.536167 + Penalty 1721.661482 = -702928.874685 nChanged 413 SP:Iteration 7Q (996.265302 sec): 3 clusters Score: Raw -704906.605084 + Penalty 1721.661482 = -703184.943602 nChanged 367 SP:Iteration 8Q (996.325830 sec): 3 clusters Score: Raw -705116.399324 + Penalty 1721.661482 = -703394.737842 nChanged 316 SP:Iteration 9Q (996.375932 sec): 3 clusters Score: Raw -705266.952095 + Penalty 1721.661482 = -703545.290614 nChanged 219 SP:Iteration 10Q (996.430835 sec): 3 clusters Score: Raw -705357.749280 + Penalty 1721.661482 = -703636.087798 nChanged 188 SP:Iteration 11Q (996.498799 sec): 3 clusters Score: Raw -705430.277887 + Penalty 1721.661482 = -703708.616405 nChanged 134 SP:Iteration 12Q (996.558230 sec): 3 clusters Score: Raw -705483.851424 + Penalty 1721.661482 = -703762.189943 nChanged 128 SP:Iteration 13Q (996.609098 sec): 3 clusters Score: Raw -705535.279331 + Penalty 1721.661482 = -703813.617849 nChanged 123 SP:Iteration 14Q (996.676402 sec): 3 clusters Score: Raw -705582.827701 + Penalty 1721.661482 = -703861.166220 nChanged 112 SP:Iteration 15Q (996.730357 sec): 3 clusters Score: Raw -705621.907268 + Penalty 1721.661482 = -703900.245786 nChanged 104 SP:Iteration 16Q (996.783243 sec): 3 clusters Score: Raw -705655.367533 + Penalty 1721.661482 = -703933.706051 nChanged 96 SP:Iteration 17Q (996.840632 sec): 3 clusters Score: Raw -705685.616064 + Penalty 1721.661482 = -703963.954582 nChanged 81 SP:Iteration 18Q (996.891403 sec): 3 clusters Score: Raw -705714.295428 + Penalty 1721.661482 = -703992.633947 nChanged 88 SP:Iteration 19Q (996.943949 sec): 3 clusters Score: Raw -705744.800401 + Penalty 1721.661482 = -704023.138920 nChanged 79 SP:Iteration 20F (997.004983 sec): 3 clusters Score: Raw -705771.273142 + Penalty 1721.661482 = -704049.611660 nChanged 74 SP:Iteration 21Q (997.053921 sec): 3 clusters Score: Raw -705796.191433 + Penalty 1721.661482 = -704074.529952 nChanged 69 SP:Iteration 22Q (997.105461 sec): 3 clusters Score: Raw -705817.222153 + Penalty 1721.661482 = -704095.560671 nChanged 67 SP:Iteration 23Q (997.167415 sec): 3 clusters Score: Raw -705837.197181 + Penalty 1721.661482 = -704115.535699 nChanged 59 SP:Iteration 24Q (997.224470 sec): 3 clusters Score: Raw -705856.824406 + Penalty 1721.661482 = -704135.162925 nChanged 52 SP:Iteration 25Q (997.285280 sec): 3 clusters Score: Raw -705874.549404 + Penalty 1721.661482 = -704152.887922 nChanged 51 SP:Iteration 26Q (997.339174 sec): 3 clusters Score: Raw -705890.139484 + Penalty 1721.661482 = -704168.478002 nChanged 48 SP:Iteration 27Q (997.391998 sec): 3 clusters Score: Raw -705903.524110 + Penalty 1721.661482 = -704181.862628 nChanged 61 SP:Iteration 28Q (997.451241 sec): 3 clusters Score: Raw -705922.396881 + Penalty 1721.661482 = -704200.735399 nChanged 48 SP:Iteration 29Q (997.511319 sec): 3 clusters Score: Raw -705940.080418 + Penalty 1721.661482 = -704218.418936 nChanged 51 SP:Iteration 30Q (997.579509 sec): 3 clusters Score: Raw -705958.553047 + Penalty 1721.661482 = -704236.891565 nChanged 47 SP:Iteration 31Q (997.629242 sec): 3 clusters Score: Raw -705973.052887 + Penalty 1721.661482 = -704251.391405 nChanged 44 SP:Iteration 32Q (997.686459 sec): 3 clusters Score: Raw -705987.787526 + Penalty 1721.661482 = -704266.126044 nChanged 43 SP:Iteration 33Q (997.740448 sec): 3 clusters Score: Raw -706001.082834 + Penalty 1721.661482 = -704279.421352 nChanged 36 SP:Iteration 34Q (997.802922 sec): 3 clusters Score: Raw -706012.603237 + Penalty 1721.661482 = -704290.941756 nChanged 35 SP:Iteration 35Q (997.862684 sec): 3 clusters Score: Raw -706022.066905 + Penalty 1721.661482 = -704300.405424 nChanged 39 SP:Iteration 36Q (997.917104 sec): 3 clusters Score: Raw -706035.337101 + Penalty 1721.661482 = -704313.675620 nChanged 42 SP:Iteration 37Q (997.974542 sec): 3 clusters Score: Raw -706049.347054 + Penalty 1721.661482 = -704327.685572 nChanged 35 SP:Iteration 38Q (998.031536 sec): 3 clusters Score: Raw -706060.021790 + Penalty 1721.661482 = -704338.360309 nChanged 30 SP:Iteration 39Q (998.079068 sec): 3 clusters Score: Raw -706069.375641 + Penalty 1721.661482 = -704347.714159 nChanged 40 SP:Iteration 40F (998.150019 sec): 3 clusters Score: Raw -706082.754693 + Penalty 1721.661482 = -704361.093211 nChanged 38 SP:Iteration 41Q (998.199707 sec): 3 clusters Score: Raw -706097.372150 + Penalty 1721.661482 = -704375.710668 nChanged 32 SP:Iteration 42Q (998.259472 sec): 3 clusters Score: Raw -706109.845977 + Penalty 1721.661482 = -704388.184496 nChanged 24 SP:Iteration 43Q (998.304094 sec): 3 clusters Score: Raw -706118.794384 + Penalty 1721.661482 = -704397.132903 nChanged 26 SP:Iteration 44Q (998.354469 sec): 3 clusters Score: Raw -706128.565612 + Penalty 1721.661482 = -704406.904130 nChanged 20 SP:Iteration 45Q (998.420128 sec): 3 clusters Score: Raw -706135.647843 + Penalty 1721.661482 = -704413.986362 nChanged 21 SP:Iteration 46Q (998.479134 sec): 3 clusters Score: Raw -706141.584970 + Penalty 1721.661482 = -704419.923489 nChanged 15 SP:Iteration 47Q (998.527531 sec): 3 clusters Score: Raw -706146.516890 + Penalty 1721.661482 = -704424.855408 nChanged 15 SP:Iteration 48Q (998.586710 sec): 3 clusters Score: Raw -706152.748342 + Penalty 1721.661482 = -704431.086860 nChanged 16 SP:Iteration 49Q (998.655753 sec): 3 clusters Score: Raw -706159.187330 + Penalty 1721.661482 = -704437.525848 nChanged 15 SP:Iteration 50Q (998.715819 sec): 3 clusters Score: Raw -706163.764111 + Penalty 1721.661482 = -704442.102630 nChanged 13 SP:Iteration 51Q (998.760891 sec): 3 clusters Score: Raw -706167.917067 + Penalty 1721.661482 = -704446.255585 nChanged 12 SP:Iteration 52Q (998.813560 sec): 3 clusters Score: Raw -706172.776342 + Penalty 1721.661482 = -704451.114860 nChanged 11 SP:Iteration 53Q (998.869010 sec): 3 clusters Score: Raw -706176.514605 + Penalty 1721.661482 = -704454.853124 nChanged 12 SP:Iteration 54Q (998.929334 sec): 3 clusters Score: Raw -706180.539092 + Penalty 1721.661482 = -704458.877611 nChanged 8 SP:Iteration 55Q (998.993934 sec): 3 clusters Score: Raw -706183.441531 + Penalty 1721.661482 = -704461.780049 nChanged 8 SP:Iteration 56Q (999.052244 sec): 3 clusters Score: Raw -706185.826841 + Penalty 1721.661482 = -704464.165359 nChanged 6 SP:Iteration 57Q (999.104836 sec): 3 clusters Score: Raw -706187.251456 + Penalty 1721.661482 = -704465.589975 nChanged 4 SP:Iteration 58Q (999.162701 sec): 3 clusters Score: Raw -706188.754116 + Penalty 1721.661482 = -704467.092634 nChanged 6 SP:Iteration 59Q (999.206668 sec): 3 clusters Score: Raw -706190.366260 + Penalty 1721.661482 = -704468.704778 nChanged 8 SP:Iteration 60F (999.269787 sec): 3 clusters Score: Raw -706191.750905 + Penalty 1721.661482 = -704470.089423 nChanged 4 SP:Iteration 61Q (999.324833 sec): 3 clusters Score: Raw -706192.964960 + Penalty 1721.661482 = -704471.303478 nChanged 4 SP:Iteration 62Q (999.377348 sec): 3 clusters Score: Raw -706194.601070 + Penalty 1721.661482 = -704472.939589 nChanged 3 SP:Iteration 63Q (999.438748 sec): 3 clusters Score: Raw -706195.239380 + Penalty 1721.661482 = -704473.577899 nChanged 1 SP:Iteration 64Q (999.497908 sec): 3 clusters Score: Raw -706195.641487 + Penalty 1721.661482 = -704473.980005 nChanged 5 SP:Iteration 65Q (999.543327 sec): 3 clusters Score: Raw -706198.496297 + Penalty 1721.661482 = -704476.834816 nChanged 11 SP:Iteration 66Q (999.608029 sec): 3 clusters Score: Raw -706205.254409 + Penalty 1721.661482 = -704483.592927 nChanged 13 SP:Iteration 67Q (999.654966 sec): 3 clusters Score: Raw -706212.669958 + Penalty 1721.661482 = -704491.008476 nChanged 12 SP:Iteration 68Q (999.712951 sec): 3 clusters Score: Raw -706218.421625 + Penalty 1721.661482 = -704496.760143 nChanged 14 SP:Iteration 69Q (999.757347 sec): 3 clusters Score: Raw -706223.963308 + Penalty 1721.661482 = -704502.301826 nChanged 11 SP:Iteration 70Q (999.812009 sec): 3 clusters Score: Raw -706228.983643 + Penalty 1721.661482 = -704507.322161 nChanged 12 SP:Iteration 71Q (999.878590 sec): 3 clusters Score: Raw -706234.003645 + Penalty 1721.661482 = -704512.342163 nChanged 3 SP:Iteration 72Q (999.934077 sec): 3 clusters Score: Raw -706236.565188 + Penalty 1721.661482 = -704514.903706 nChanged 7 SP:Iteration 73Q (999.992502 sec): 3 clusters Score: Raw -706239.280107 + Penalty 1721.661482 = -704517.618625 nChanged 4 SP:Iteration 74Q (1000.040689 sec): 3 clusters Score: Raw -706241.430818 + Penalty 1721.661482 = -704519.769337 nChanged 3 SP:Iteration 75Q (1000.103308 sec): 3 clusters Score: Raw -706243.111793 + Penalty 1721.661482 = -704521.450312 nChanged 4 SP:Iteration 76Q (1000.150762 sec): 3 clusters Score: Raw -706244.725991 + Penalty 1721.661482 = -704523.064509 nChanged 6 SP:Iteration 77Q (1000.210023 sec): 3 clusters Score: Raw -706248.679727 + Penalty 1721.661482 = -704527.018246 nChanged 4 SP:Iteration 78Q (1000.252972 sec): 3 clusters Score: Raw -706250.704325 + Penalty 1721.661482 = -704529.042843 nChanged 4 SP:Iteration 79Q (1000.321394 sec): 3 clusters Score: Raw -706251.907021 + Penalty 1721.661482 = -704530.245539 nChanged 2 SP:Iteration 80F (1000.365319 sec): 3 clusters Score: Raw -706253.220451 + Penalty 1721.661482 = -704531.558969 nChanged 1 SP:Iteration 81Q (1000.416434 sec): 3 clusters Score: Raw -706253.664524 + Penalty 1721.661482 = -704532.003043 nChanged 3 SP:Iteration 82Q (1000.467246 sec): 3 clusters Score: Raw -706254.936211 + Penalty 1721.661482 = -704533.274730 nChanged 2 SP:Iteration 83Q (1000.534002 sec): 3 clusters Score: Raw -706255.963806 + Penalty 1721.661482 = -704534.302324 nChanged 1 SP:Iteration 84Q (1000.589971 sec): 3 clusters Score: Raw -706256.229116 + Penalty 1721.661482 = -704534.567634 nChanged 1 SP:Iteration 85Q (1000.638779 sec): 3 clusters Score: Raw -706256.397251 + Penalty 1721.661482 = -704534.735769 nChanged 0 SP:Iteration 86F (1000.702982 sec): 3 clusters Score: Raw -706256.397251 + Penalty 1721.661482 = -704534.735769 nChanged 0 Iteration 179Q (1001.894853 sec): 20 clusters Score: Raw -15313446.700619 + Penalty 22004.186170 = -15291442.514450 nChanged 90 Iteration 180F (1003.947049 sec): 20 clusters Score: Raw -15313450.121678 + Penalty 22004.186170 = -15291445.935508 nChanged 91 Iteration 181Q (1005.039381 sec): 20 clusters Score: Raw -15313454.321465 + Penalty 22004.186170 = -15291450.135296 nChanged 82 Iteration 182Q (1006.096375 sec): 20 clusters Score: Raw -15313457.342240 + Penalty 22004.186170 = -15291453.156070 nChanged 74 Iteration 183Q (1007.161935 sec): 20 clusters Score: Raw -15313460.617644 + Penalty 22004.186170 = -15291456.431475 nChanged 74 Iteration 184Q (1008.314006 sec): 20 clusters Score: Raw -15313464.443481 + Penalty 22004.186170 = -15291460.257312 nChanged 59 Iteration 185Q (1009.420388 sec): 20 clusters Score: Raw -15313467.082229 + Penalty 22004.186170 = -15291462.896060 nChanged 50 Iteration 186Q (1010.569890 sec): 20 clusters Score: Raw -15313469.555252 + Penalty 22004.186170 = -15291465.369082 nChanged 56 Iteration 187Q (1011.632147 sec): 20 clusters Score: Raw -15313471.663338 + Penalty 22004.186170 = -15291467.477169 nChanged 49 Iteration 188Q (1012.707231 sec): 20 clusters Score: Raw -15313473.559758 + Penalty 22004.186170 = -15291469.373589 nChanged 48 Iteration 189Q (1013.753885 sec): 20 clusters Score: Raw -15313476.020723 + Penalty 22004.186170 = -15291471.834554 nChanged 37 Iteration 190Q (1014.861276 sec): 20 clusters Score: Raw -15313477.728045 + Penalty 22004.186170 = -15291473.541876 nChanged 40 Iteration 191Q (1015.966065 sec): 20 clusters Score: Raw -15313479.680206 + Penalty 22004.186170 = -15291475.494037 nChanged 39 Iteration 192Q (1017.139478 sec): 20 clusters Score: Raw -15313481.464676 + Penalty 22004.186170 = -15291477.278507 nChanged 39 Iteration 193Q (1018.318290 sec): 20 clusters Score: Raw -15313483.539316 + Penalty 22004.186170 = -15291479.353146 nChanged 41 Iteration 194Q (1019.363274 sec): 20 clusters Score: Raw -15313485.197956 + Penalty 22004.186170 = -15291481.011786 nChanged 34 Iteration 195Q (1020.466097 sec): 20 clusters Score: Raw -15313486.351841 + Penalty 22004.186170 = -15291482.165671 nChanged 36 Iteration 196Q (1021.562304 sec): 20 clusters Score: Raw -15313487.749053 + Penalty 22004.186170 = -15291483.562883 nChanged 28 Iteration 197Q (1022.611872 sec): 20 clusters Score: Raw -15313488.855365 + Penalty 22004.186170 = -15291484.669196 nChanged 34 Iteration 198Q (1023.704005 sec): 20 clusters Score: Raw -15313490.144515 + Penalty 22004.186170 = -15291485.958345 nChanged 32 Iteration 199Q (1024.789845 sec): 20 clusters Score: Raw -15313491.497880 + Penalty 22004.186170 = -15291487.311710 nChanged 32 Iteration 200F (1026.839203 sec): 20 clusters Score: Raw -15313492.701006 + Penalty 22004.186170 = -15291488.514836 nChanged 23 Iteration 201Q (1027.966319 sec): 20 clusters Score: Raw -15313493.352198 + Penalty 22004.186170 = -15291489.166029 nChanged 19 Iteration 202Q (1029.017239 sec): 20 clusters Score: Raw -15313494.013057 + Penalty 22004.186170 = -15291489.826888 nChanged 25 Iteration 203Q (1030.149792 sec): 20 clusters Score: Raw -15313495.096023 + Penalty 22004.186170 = -15291490.909853 nChanged 29 Iteration 204Q (1031.167847 sec): 20 clusters Score: Raw -15313496.455806 + Penalty 22004.186170 = -15291492.269636 nChanged 31 Iteration 205Q (1032.278661 sec): 20 clusters Score: Raw -15313498.306587 + Penalty 22004.186170 = -15291494.120417 nChanged 28 Iteration 206Q (1033.388769 sec): 20 clusters Score: Raw -15313499.752309 + Penalty 22004.186170 = -15291495.566139 nChanged 21 Iteration 207Q (1034.469178 sec): 20 clusters Score: Raw -15313500.582141 + Penalty 22004.186170 = -15291496.395972 nChanged 28 Iteration 208Q (1035.511270 sec): 20 clusters Score: Raw -15313501.358669 + Penalty 22004.186170 = -15291497.172499 nChanged 16 Iteration 209Q (1036.621148 sec): 20 clusters Score: Raw -15313501.867539 + Penalty 22004.186170 = -15291497.681370 nChanged 15 Iteration 210Q (1037.709615 sec): 20 clusters Score: Raw -15313502.328457 + Penalty 22004.186170 = -15291498.142288 nChanged 10 Iteration 211Q (1038.769589 sec): 20 clusters Score: Raw -15313502.666935 + Penalty 22004.186170 = -15291498.480765 nChanged 8 Iteration 212Q (1039.956903 sec): 20 clusters Score: Raw -15313502.834235 + Penalty 22004.186170 = -15291498.648066 nChanged 7 Iteration 213Q (1041.145883 sec): 20 clusters Score: Raw -15313503.072106 + Penalty 22004.186170 = -15291498.885936 nChanged 10 Iteration 214Q (1042.245589 sec): 20 clusters Score: Raw -15313503.571311 + Penalty 22004.186170 = -15291499.385142 nChanged 6 Iteration 215Q (1043.425781 sec): 20 clusters Score: Raw -15313503.806150 + Penalty 22004.186170 = -15291499.619980 nChanged 10 Iteration 216Q (1044.524267 sec): 20 clusters Score: Raw -15313504.212144 + Penalty 22004.186170 = -15291500.025975 nChanged 11 Iteration 217Q (1045.680070 sec): 20 clusters Score: Raw -15313504.681347 + Penalty 22004.186170 = -15291500.495178 nChanged 17 Iteration 218Q (1046.820527 sec): 20 clusters Score: Raw -15313505.592467 + Penalty 22004.186170 = -15291501.406298 nChanged 18 Writing temp clu file Because OldScore, -15291500.495178, is greater than current (better) Score,-15291501.406298 Compute initial score before splitting: Score: Raw -15313505.592467 + Penalty 22004.186170 = -15291501.406298 Trying to split cluster 1 (1422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1046.907298 sec): 2 clusters Score: Raw -114970.804538 + Penalty 689.682863 = -114281.121675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1046.957144 sec): 3 clusters Score: Raw -114351.977135 + Penalty 1379.365726 = -112972.611409 nChanged 501 SP:Iteration 1F (1046.999941 sec): 3 clusters Score: Raw -114654.650138 + Penalty 1379.365726 = -113275.284412 nChanged 94 SP:Iteration 2F (1047.046718 sec): 3 clusters Score: Raw -114710.679978 + Penalty 1379.365726 = -113331.314252 nChanged 57 SP:Iteration 3Q (1047.095325 sec): 3 clusters Score: Raw -114746.289054 + Penalty 1379.365726 = -113366.923328 nChanged 50 SP:Iteration 4Q (1047.132110 sec): 3 clusters Score: Raw -114780.318248 + Penalty 1379.365726 = -113400.952522 nChanged 42 SP:Iteration 5Q (1047.182552 sec): 3 clusters Score: Raw -114810.019379 + Penalty 1379.365726 = -113430.653653 nChanged 41 SP:Iteration 6Q (1047.231481 sec): 3 clusters Score: Raw -114843.905489 + Penalty 1379.365726 = -113464.539763 nChanged 40 SP:Iteration 7Q (1047.269693 sec): 3 clusters Score: Raw -114880.420134 + Penalty 1379.365726 = -113501.054408 nChanged 37 SP:Iteration 8Q (1047.327177 sec): 3 clusters Score: Raw -114905.058387 + Penalty 1379.365726 = -113525.692661 nChanged 20 SP:Iteration 9Q (1047.381808 sec): 3 clusters Score: Raw -114918.628672 + Penalty 1379.365726 = -113539.262946 nChanged 28 SP:Iteration 10Q (1047.415319 sec): 3 clusters Score: Raw -114937.423981 + Penalty 1379.365726 = -113558.058255 nChanged 25 SP:Iteration 11Q (1047.466795 sec): 3 clusters Score: Raw -114951.261677 + Penalty 1379.365726 = -113571.895951 nChanged 25 SP:Iteration 12Q (1047.504259 sec): 3 clusters Score: Raw -114962.421863 + Penalty 1379.365726 = -113583.056137 nChanged 14 SP:Iteration 13Q (1047.552159 sec): 3 clusters Score: Raw -114972.658431 + Penalty 1379.365726 = -113593.292705 nChanged 13 SP:Iteration 14Q (1047.597914 sec): 3 clusters Score: Raw -114982.822538 + Penalty 1379.365726 = -113603.456812 nChanged 10 SP:Iteration 15Q (1047.635196 sec): 3 clusters Score: Raw -114990.321858 + Penalty 1379.365726 = -113610.956132 nChanged 6 SP:Iteration 16Q (1047.679933 sec): 3 clusters Score: Raw -114994.414863 + Penalty 1379.365726 = -113615.049137 nChanged 4 SP:Iteration 17Q (1047.732595 sec): 3 clusters Score: Raw -114997.700510 + Penalty 1379.365726 = -113618.334784 nChanged 7 SP:Iteration 18Q (1047.770024 sec): 3 clusters Score: Raw -115002.443413 + Penalty 1379.365726 = -113623.077687 nChanged 5 SP:Iteration 19Q (1047.812431 sec): 3 clusters Score: Raw -115007.754239 + Penalty 1379.365726 = -113628.388513 nChanged 4 SP:Iteration 20F (1047.857886 sec): 3 clusters Score: Raw -115011.115373 + Penalty 1379.365726 = -113631.749647 nChanged 2 SP:Iteration 21Q (1047.909805 sec): 3 clusters Score: Raw -115012.354282 + Penalty 1379.365726 = -113632.988556 nChanged 2 SP:Iteration 22Q (1047.962433 sec): 3 clusters Score: Raw -115013.901018 + Penalty 1379.365726 = -113634.535292 nChanged 2 SP:Iteration 23Q (1048.013841 sec): 3 clusters Score: Raw -115016.472148 + Penalty 1379.365726 = -113637.106422 nChanged 3 SP:Iteration 24Q (1048.061533 sec): 3 clusters Score: Raw -115018.626208 + Penalty 1379.365726 = -113639.260482 nChanged 1 SP:Iteration 25Q (1048.098987 sec): 3 clusters Score: Raw -115019.275153 + Penalty 1379.365726 = -113639.909427 nChanged 1 SP:Iteration 26Q (1048.142528 sec): 3 clusters Score: Raw -115019.449788 + Penalty 1379.365726 = -113640.084062 nChanged 0 SP:Iteration 27F (1048.186717 sec): 3 clusters Score: Raw -115019.449788 + Penalty 1379.365726 = -113640.084062 nChanged 0 Trying to split cluster 2 (18499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1048.242889 sec): 2 clusters Score: Raw -1517869.836370 + Penalty 933.419836 = -1516936.416534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1048.303199 sec): 3 clusters Score: Raw -1506250.073091 + Penalty 1866.839672 = -1504383.233419 nChanged 8653 SP:Iteration 1F (1048.372016 sec): 3 clusters Score: Raw -1511163.370485 + Penalty 1866.839672 = -1509296.530813 nChanged 907 SP:Iteration 2Q (1048.441281 sec): 3 clusters Score: Raw -1511513.317334 + Penalty 1866.839672 = -1509646.477663 nChanged 935 SP:Iteration 3F (1048.511203 sec): 3 clusters Score: Raw -1511956.552637 + Penalty 1866.839672 = -1510089.712966 nChanged 1016 SP:Iteration 4F (1048.584582 sec): 3 clusters Score: Raw -1512536.031899 + Penalty 1866.839672 = -1510669.192227 nChanged 1135 SP:Iteration 5F (1048.654550 sec): 3 clusters Score: Raw -1513311.337430 + Penalty 1866.839672 = -1511444.497758 nChanged 1280 SP:Iteration 6F (1048.723231 sec): 3 clusters Score: Raw -1514404.762501 + Penalty 1866.839672 = -1512537.922830 nChanged 1246 SP:Iteration 7F (1048.789029 sec): 3 clusters Score: Raw -1515601.116357 + Penalty 1866.839672 = -1513734.276685 nChanged 1017 SP:Iteration 8F (1048.852534 sec): 3 clusters Score: Raw -1516581.160927 + Penalty 1866.839672 = -1514714.321256 nChanged 640 SP:Iteration 9Q (1048.920283 sec): 3 clusters Score: Raw -1517155.874055 + Penalty 1866.839672 = -1515289.034383 nChanged 435 SP:Iteration 10Q (1048.994170 sec): 3 clusters Score: Raw -1517537.105509 + Penalty 1866.839672 = -1515670.265837 nChanged 298 SP:Iteration 11Q (1049.048751 sec): 3 clusters Score: Raw -1517776.823378 + Penalty 1866.839672 = -1515909.983707 nChanged 176 SP:Iteration 12Q (1049.125192 sec): 3 clusters Score: Raw -1517891.387709 + Penalty 1866.839672 = -1516024.548038 nChanged 116 SP:Iteration 13Q (1049.182251 sec): 3 clusters Score: Raw -1517956.476788 + Penalty 1866.839672 = -1516089.637116 nChanged 86 SP:Iteration 14Q (1049.244169 sec): 3 clusters Score: Raw -1518000.295662 + Penalty 1866.839672 = -1516133.455990 nChanged 55 SP:Iteration 15Q (1049.321123 sec): 3 clusters Score: Raw -1518026.604615 + Penalty 1866.839672 = -1516159.764944 nChanged 34 SP:Iteration 16Q (1049.381115 sec): 3 clusters Score: Raw -1518042.082126 + Penalty 1866.839672 = -1516175.242454 nChanged 23 SP:Iteration 17Q (1049.439938 sec): 3 clusters Score: Raw -1518054.097795 + Penalty 1866.839672 = -1516187.258124 nChanged 24 SP:Iteration 18Q (1049.511856 sec): 3 clusters Score: Raw -1518063.992584 + Penalty 1866.839672 = -1516197.152913 nChanged 18 SP:Iteration 19Q (1049.580720 sec): 3 clusters Score: Raw -1518070.807723 + Penalty 1866.839672 = -1516203.968051 nChanged 11 SP:Iteration 20F (1049.654357 sec): 3 clusters Score: Raw -1518077.006372 + Penalty 1866.839672 = -1516210.166700 nChanged 18 SP:Iteration 21Q (1049.718207 sec): 3 clusters Score: Raw -1518084.673764 + Penalty 1866.839672 = -1516217.834093 nChanged 15 SP:Iteration 22Q (1049.773063 sec): 3 clusters Score: Raw -1518090.768658 + Penalty 1866.839672 = -1516223.928986 nChanged 11 SP:Iteration 23Q (1049.838251 sec): 3 clusters Score: Raw -1518096.975348 + Penalty 1866.839672 = -1516230.135676 nChanged 12 SP:Iteration 24Q (1049.914694 sec): 3 clusters Score: Raw -1518102.819217 + Penalty 1866.839672 = -1516235.979545 nChanged 10 SP:Iteration 25Q (1049.979451 sec): 3 clusters Score: Raw -1518107.017533 + Penalty 1866.839672 = -1516240.177861 nChanged 10 SP:Iteration 26Q (1050.043126 sec): 3 clusters Score: Raw -1518111.711461 + Penalty 1866.839672 = -1516244.871789 nChanged 8 SP:Iteration 27Q (1050.097891 sec): 3 clusters Score: Raw -1518117.483048 + Penalty 1866.839672 = -1516250.643377 nChanged 9 SP:Iteration 28Q (1050.174074 sec): 3 clusters Score: Raw -1518122.223512 + Penalty 1866.839672 = -1516255.383841 nChanged 7 SP:Iteration 29Q (1050.230225 sec): 3 clusters Score: Raw -1518126.926340 + Penalty 1866.839672 = -1516260.086668 nChanged 8 SP:Iteration 30Q (1050.306119 sec): 3 clusters Score: Raw -1518131.672692 + Penalty 1866.839672 = -1516264.833021 nChanged 7 SP:Iteration 31Q (1050.360130 sec): 3 clusters Score: Raw -1518135.371301 + Penalty 1866.839672 = -1516268.531629 nChanged 4 SP:Iteration 32Q (1050.435275 sec): 3 clusters Score: Raw -1518138.069334 + Penalty 1866.839672 = -1516271.229662 nChanged 3 SP:Iteration 33Q (1050.490142 sec): 3 clusters Score: Raw -1518139.074438 + Penalty 1866.839672 = -1516272.234767 nChanged 2 SP:Iteration 34Q (1050.553284 sec): 3 clusters Score: Raw -1518139.650318 + Penalty 1866.839672 = -1516272.810647 nChanged 1 SP:Iteration 35Q (1050.621810 sec): 3 clusters Score: Raw -1518139.945584 + Penalty 1866.839672 = -1516273.105912 nChanged 0 SP:Iteration 36F (1050.686156 sec): 3 clusters Score: Raw -1518139.945584 + Penalty 1866.839672 = -1516273.105912 nChanged 0 Trying to split cluster 3 (2129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1050.714949 sec): 2 clusters Score: Raw -171984.923736 + Penalty 728.023728 = -171256.900008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1050.767914 sec): 3 clusters Score: Raw -170926.316317 + Penalty 1456.047456 = -169470.268861 nChanged 846 SP:Iteration 1F (1050.816076 sec): 3 clusters Score: Raw -171404.947635 + Penalty 1456.047456 = -169948.900179 nChanged 152 SP:Iteration 2F (1050.874665 sec): 3 clusters Score: Raw -171475.783642 + Penalty 1456.047456 = -170019.736185 nChanged 92 SP:Iteration 3Q (1050.924992 sec): 3 clusters Score: Raw -171516.854664 + Penalty 1456.047456 = -170060.807207 nChanged 72 SP:Iteration 4Q (1050.977201 sec): 3 clusters Score: Raw -171553.249663 + Penalty 1456.047456 = -170097.202207 nChanged 70 SP:Iteration 5Q (1051.027369 sec): 3 clusters Score: Raw -171588.170737 + Penalty 1456.047456 = -170132.123281 nChanged 55 SP:Iteration 6Q (1051.082560 sec): 3 clusters Score: Raw -171609.514439 + Penalty 1456.047456 = -170153.466983 nChanged 51 SP:Iteration 7Q (1051.129121 sec): 3 clusters Score: Raw -171632.212585 + Penalty 1456.047456 = -170176.165129 nChanged 40 SP:Iteration 8Q (1051.177199 sec): 3 clusters Score: Raw -171646.735111 + Penalty 1456.047456 = -170190.687655 nChanged 32 SP:Iteration 9Q (1051.224815 sec): 3 clusters Score: Raw -171656.127508 + Penalty 1456.047456 = -170200.080052 nChanged 29 SP:Iteration 10Q (1051.281567 sec): 3 clusters Score: Raw -171666.610224 + Penalty 1456.047456 = -170210.562768 nChanged 23 SP:Iteration 11Q (1051.328246 sec): 3 clusters Score: Raw -171677.170522 + Penalty 1456.047456 = -170221.123066 nChanged 33 SP:Iteration 12Q (1051.371384 sec): 3 clusters Score: Raw -171689.821564 + Penalty 1456.047456 = -170233.774108 nChanged 30 SP:Iteration 13Q (1051.423824 sec): 3 clusters Score: Raw -171699.490931 + Penalty 1456.047456 = -170243.443475 nChanged 28 SP:Iteration 14Q (1051.461631 sec): 3 clusters Score: Raw -171709.531938 + Penalty 1456.047456 = -170253.484482 nChanged 18 SP:Iteration 15Q (1051.516956 sec): 3 clusters Score: Raw -171716.475060 + Penalty 1456.047456 = -170260.427604 nChanged 16 SP:Iteration 16Q (1051.569553 sec): 3 clusters Score: Raw -171721.102599 + Penalty 1456.047456 = -170265.055143 nChanged 11 SP:Iteration 17Q (1051.627369 sec): 3 clusters Score: Raw -171724.441221 + Penalty 1456.047456 = -170268.393765 nChanged 11 SP:Iteration 18Q (1051.679734 sec): 3 clusters Score: Raw -171728.672092 + Penalty 1456.047456 = -170272.624635 nChanged 17 SP:Iteration 19Q (1051.730732 sec): 3 clusters Score: Raw -171735.376433 + Penalty 1456.047456 = -170279.328976 nChanged 19 SP:Iteration 20F (1051.780234 sec): 3 clusters Score: Raw -171742.843440 + Penalty 1456.047456 = -170286.795984 nChanged 16 SP:Iteration 21Q (1051.824497 sec): 3 clusters Score: Raw -171751.132611 + Penalty 1456.047456 = -170295.085154 nChanged 21 SP:Iteration 22Q (1051.878808 sec): 3 clusters Score: Raw -171757.830650 + Penalty 1456.047456 = -170301.783194 nChanged 19 SP:Iteration 23Q (1051.929191 sec): 3 clusters Score: Raw -171763.832935 + Penalty 1456.047456 = -170307.785479 nChanged 15 SP:Iteration 24Q (1051.976875 sec): 3 clusters Score: Raw -171767.567984 + Penalty 1456.047456 = -170311.520528 nChanged 9 SP:Iteration 25Q (1052.029138 sec): 3 clusters Score: Raw -171770.272511 + Penalty 1456.047456 = -170314.225054 nChanged 11 SP:Iteration 26Q (1052.078365 sec): 3 clusters Score: Raw -171773.196304 + Penalty 1456.047456 = -170317.148847 nChanged 7 SP:Iteration 27Q (1052.128203 sec): 3 clusters Score: Raw -171775.621014 + Penalty 1456.047456 = -170319.573558 nChanged 10 SP:Iteration 28Q (1052.182688 sec): 3 clusters Score: Raw -171778.425021 + Penalty 1456.047456 = -170322.377565 nChanged 12 SP:Iteration 29Q (1052.229495 sec): 3 clusters Score: Raw -171781.854966 + Penalty 1456.047456 = -170325.807509 nChanged 13 SP:Iteration 30Q (1052.281199 sec): 3 clusters Score: Raw -171785.416230 + Penalty 1456.047456 = -170329.368774 nChanged 10 SP:Iteration 31Q (1052.317646 sec): 3 clusters Score: Raw -171788.931250 + Penalty 1456.047456 = -170332.883793 nChanged 13 SP:Iteration 32Q (1052.379347 sec): 3 clusters Score: Raw -171794.672645 + Penalty 1456.047456 = -170338.625188 nChanged 14 SP:Iteration 33Q (1052.424193 sec): 3 clusters Score: Raw -171798.639584 + Penalty 1456.047456 = -170342.592127 nChanged 16 SP:Iteration 34Q (1052.465995 sec): 3 clusters Score: Raw -171803.931250 + Penalty 1456.047456 = -170347.883794 nChanged 19 SP:Iteration 35Q (1052.504424 sec): 3 clusters Score: Raw -171810.934541 + Penalty 1456.047456 = -170354.887085 nChanged 24 SP:Iteration 36Q (1052.555835 sec): 3 clusters Score: Raw -171821.550497 + Penalty 1456.047456 = -170365.503041 nChanged 24 SP:Iteration 37Q (1052.612704 sec): 3 clusters Score: Raw -171831.298844 + Penalty 1456.047456 = -170375.251387 nChanged 23 SP:Iteration 38Q (1052.664640 sec): 3 clusters Score: Raw -171840.418917 + Penalty 1456.047456 = -170384.371460 nChanged 14 SP:Iteration 39Q (1052.714736 sec): 3 clusters Score: Raw -171846.772605 + Penalty 1456.047456 = -170390.725149 nChanged 23 SP:Iteration 40F (1052.764022 sec): 3 clusters Score: Raw -171859.412243 + Penalty 1456.047456 = -170403.364787 nChanged 21 SP:Iteration 41Q (1052.809438 sec): 3 clusters Score: Raw -171867.634374 + Penalty 1456.047456 = -170411.586918 nChanged 19 SP:Iteration 42Q (1052.850443 sec): 3 clusters Score: Raw -171875.890971 + Penalty 1456.047456 = -170419.843515 nChanged 19 SP:Iteration 43Q (1052.888664 sec): 3 clusters Score: Raw -171882.700255 + Penalty 1456.047456 = -170426.652798 nChanged 18 SP:Iteration 44Q (1052.937149 sec): 3 clusters Score: Raw -171888.715073 + Penalty 1456.047456 = -170432.667617 nChanged 18 SP:Iteration 45Q (1052.981650 sec): 3 clusters Score: Raw -171895.487236 + Penalty 1456.047456 = -170439.439779 nChanged 15 SP:Iteration 46Q (1053.036388 sec): 3 clusters Score: Raw -171901.790767 + Penalty 1456.047456 = -170445.743310 nChanged 17 SP:Iteration 47Q (1053.094183 sec): 3 clusters Score: Raw -171908.515116 + Penalty 1456.047456 = -170452.467660 nChanged 14 SP:Iteration 48Q (1053.143676 sec): 3 clusters Score: Raw -171915.013139 + Penalty 1456.047456 = -170458.965683 nChanged 11 SP:Iteration 49Q (1053.185434 sec): 3 clusters Score: Raw -171919.010298 + Penalty 1456.047456 = -170462.962842 nChanged 8 SP:Iteration 50Q (1053.236811 sec): 3 clusters Score: Raw -171922.238086 + Penalty 1456.047456 = -170466.190630 nChanged 11 SP:Iteration 51Q (1053.293526 sec): 3 clusters Score: Raw -171925.986380 + Penalty 1456.047456 = -170469.938924 nChanged 7 SP:Iteration 52Q (1053.334608 sec): 3 clusters Score: Raw -171927.953818 + Penalty 1456.047456 = -170471.906362 nChanged 5 SP:Iteration 53Q (1053.390280 sec): 3 clusters Score: Raw -171929.913123 + Penalty 1456.047456 = -170473.865666 nChanged 10 SP:Iteration 54Q (1053.442327 sec): 3 clusters Score: Raw -171934.139764 + Penalty 1456.047456 = -170478.092308 nChanged 12 SP:Iteration 55Q (1053.494112 sec): 3 clusters Score: Raw -171937.547672 + Penalty 1456.047456 = -170481.500216 nChanged 11 SP:Iteration 56Q (1053.537667 sec): 3 clusters Score: Raw -171940.770104 + Penalty 1456.047456 = -170484.722648 nChanged 7 SP:Iteration 57Q (1053.587759 sec): 3 clusters Score: Raw -171942.265620 + Penalty 1456.047456 = -170486.218164 nChanged 4 SP:Iteration 58Q (1053.638864 sec): 3 clusters Score: Raw -171943.017335 + Penalty 1456.047456 = -170486.969878 nChanged 2 SP:Iteration 59Q (1053.698679 sec): 3 clusters Score: Raw -171943.665034 + Penalty 1456.047456 = -170487.617578 nChanged 2 SP:Iteration 60F (1053.744266 sec): 3 clusters Score: Raw -171944.253364 + Penalty 1456.047456 = -170488.205908 nChanged 0 Trying to split cluster 4 (7516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1053.775587 sec): 2 clusters Score: Raw -585044.962253 + Penalty 847.854989 = -584197.107264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1053.822590 sec): 3 clusters Score: Raw -580639.042655 + Penalty 1695.709979 = -578943.332676 nChanged 3374 SP:Iteration 1F (1053.883448 sec): 3 clusters Score: Raw -582632.675631 + Penalty 1695.709979 = -580936.965653 nChanged 446 SP:Iteration 2F (1053.943906 sec): 3 clusters Score: Raw -582921.267811 + Penalty 1695.709979 = -581225.557833 nChanged 462 SP:Iteration 3F (1054.002701 sec): 3 clusters Score: Raw -583296.401739 + Penalty 1695.709979 = -581600.691760 nChanged 466 SP:Iteration 4F (1054.066198 sec): 3 clusters Score: Raw -583674.669290 + Penalty 1695.709979 = -581978.959311 nChanged 487 SP:Iteration 5F (1054.115013 sec): 3 clusters Score: Raw -584047.154943 + Penalty 1695.709979 = -582351.444965 nChanged 477 SP:Iteration 6F (1054.168289 sec): 3 clusters Score: Raw -584420.008366 + Penalty 1695.709979 = -582724.298387 nChanged 467 SP:Iteration 7F (1054.219686 sec): 3 clusters Score: Raw -584733.677434 + Penalty 1695.709979 = -583037.967455 nChanged 343 SP:Iteration 8Q (1054.281087 sec): 3 clusters Score: Raw -584920.536152 + Penalty 1695.709979 = -583224.826173 nChanged 259 SP:Iteration 9Q (1054.321922 sec): 3 clusters Score: Raw -585028.746975 + Penalty 1695.709979 = -583333.036996 nChanged 181 SP:Iteration 10Q (1054.384294 sec): 3 clusters Score: Raw -585100.083407 + Penalty 1695.709979 = -583404.373428 nChanged 139 SP:Iteration 11Q (1054.441871 sec): 3 clusters Score: Raw -585144.076332 + Penalty 1695.709979 = -583448.366354 nChanged 117 SP:Iteration 12Q (1054.493711 sec): 3 clusters Score: Raw -585177.672866 + Penalty 1695.709979 = -583481.962887 nChanged 101 SP:Iteration 13Q (1054.542810 sec): 3 clusters Score: Raw -585206.420137 + Penalty 1695.709979 = -583510.710159 nChanged 90 SP:Iteration 14Q (1054.611446 sec): 3 clusters Score: Raw -585229.612960 + Penalty 1695.709979 = -583533.902982 nChanged 81 SP:Iteration 15Q (1054.665767 sec): 3 clusters Score: Raw -585248.296541 + Penalty 1695.709979 = -583552.586563 nChanged 66 SP:Iteration 16Q (1054.719309 sec): 3 clusters Score: Raw -585261.405485 + Penalty 1695.709979 = -583565.695507 nChanged 58 SP:Iteration 17Q (1054.765013 sec): 3 clusters Score: Raw -585272.039229 + Penalty 1695.709979 = -583576.329251 nChanged 44 SP:Iteration 18Q (1054.820245 sec): 3 clusters Score: Raw -585279.439010 + Penalty 1695.709979 = -583583.729032 nChanged 42 SP:Iteration 19Q (1054.877626 sec): 3 clusters Score: Raw -585286.273750 + Penalty 1695.709979 = -583590.563771 nChanged 50 SP:Iteration 20F (1054.934265 sec): 3 clusters Score: Raw -585293.590083 + Penalty 1695.709979 = -583597.880104 nChanged 49 SP:Iteration 21Q (1054.999561 sec): 3 clusters Score: Raw -585300.773767 + Penalty 1695.709979 = -583605.063789 nChanged 37 SP:Iteration 22Q (1055.049034 sec): 3 clusters Score: Raw -585305.352623 + Penalty 1695.709979 = -583609.642645 nChanged 30 SP:Iteration 23Q (1055.109706 sec): 3 clusters Score: Raw -585308.962730 + Penalty 1695.709979 = -583613.252751 nChanged 27 SP:Iteration 24Q (1055.169782 sec): 3 clusters Score: Raw -585311.794852 + Penalty 1695.709979 = -583616.084874 nChanged 25 SP:Iteration 25Q (1055.216471 sec): 3 clusters Score: Raw -585314.727236 + Penalty 1695.709979 = -583619.017258 nChanged 23 SP:Iteration 26Q (1055.281517 sec): 3 clusters Score: Raw -585317.841347 + Penalty 1695.709979 = -583622.131369 nChanged 28 SP:Iteration 27Q (1055.341962 sec): 3 clusters Score: Raw -585321.812217 + Penalty 1695.709979 = -583626.102239 nChanged 27 SP:Iteration 28Q (1055.397301 sec): 3 clusters Score: Raw -585325.850484 + Penalty 1695.709979 = -583630.140505 nChanged 22 SP:Iteration 29Q (1055.452282 sec): 3 clusters Score: Raw -585328.325135 + Penalty 1695.709979 = -583632.615156 nChanged 19 SP:Iteration 30Q (1055.499354 sec): 3 clusters Score: Raw -585331.059895 + Penalty 1695.709979 = -583635.349916 nChanged 13 SP:Iteration 31Q (1055.557860 sec): 3 clusters Score: Raw -585332.617179 + Penalty 1695.709979 = -583636.907200 nChanged 17 SP:Iteration 32Q (1055.606576 sec): 3 clusters Score: Raw -585334.482163 + Penalty 1695.709979 = -583638.772185 nChanged 18 SP:Iteration 33Q (1055.664895 sec): 3 clusters Score: Raw -585336.604955 + Penalty 1695.709979 = -583640.894976 nChanged 13 SP:Iteration 34Q (1055.709575 sec): 3 clusters Score: Raw -585337.580810 + Penalty 1695.709979 = -583641.870831 nChanged 14 SP:Iteration 35Q (1055.760349 sec): 3 clusters Score: Raw -585338.462289 + Penalty 1695.709979 = -583642.752311 nChanged 9 SP:Iteration 36Q (1055.825634 sec): 3 clusters Score: Raw -585339.139476 + Penalty 1695.709979 = -583643.429498 nChanged 7 SP:Iteration 37Q (1055.882727 sec): 3 clusters Score: Raw -585339.654981 + Penalty 1695.709979 = -583643.945003 nChanged 10 SP:Iteration 38Q (1055.939783 sec): 3 clusters Score: Raw -585340.673802 + Penalty 1695.709979 = -583644.963824 nChanged 11 SP:Iteration 39Q (1055.991873 sec): 3 clusters Score: Raw -585341.708050 + Penalty 1695.709979 = -583645.998072 nChanged 8 SP:Iteration 40F (1056.050232 sec): 3 clusters Score: Raw -585342.292203 + Penalty 1695.709979 = -583646.582225 nChanged 8 SP:Iteration 41Q (1056.108210 sec): 3 clusters Score: Raw -585342.814344 + Penalty 1695.709979 = -583647.104365 nChanged 6 SP:Iteration 42Q (1056.170522 sec): 3 clusters Score: Raw -585343.405440 + Penalty 1695.709979 = -583647.695461 nChanged 6 SP:Iteration 43Q (1056.219786 sec): 3 clusters Score: Raw -585343.939405 + Penalty 1695.709979 = -583648.229427 nChanged 6 SP:Iteration 44Q (1056.283952 sec): 3 clusters Score: Raw -585344.342225 + Penalty 1695.709979 = -583648.632246 nChanged 6 SP:Iteration 45Q (1056.336095 sec): 3 clusters Score: Raw -585344.717264 + Penalty 1695.709979 = -583649.007285 nChanged 5 SP:Iteration 46Q (1056.382914 sec): 3 clusters Score: Raw -585345.094980 + Penalty 1695.709979 = -583649.385002 nChanged 7 SP:Iteration 47Q (1056.434701 sec): 3 clusters Score: Raw -585345.637037 + Penalty 1695.709979 = -583649.927059 nChanged 5 SP:Iteration 48Q (1056.499324 sec): 3 clusters Score: Raw -585345.915907 + Penalty 1695.709979 = -583650.205929 nChanged 3 SP:Iteration 49Q (1056.553065 sec): 3 clusters Score: Raw -585346.003918 + Penalty 1695.709979 = -583650.293939 nChanged 0 SP:Iteration 50F (1056.607785 sec): 3 clusters Score: Raw -585346.003918 + Penalty 1695.709979 = -583650.293939 nChanged 0 Trying to split cluster 5 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1056.620336 sec): 2 clusters Score: Raw -6323.406034 + Penalty 441.217135 = -5882.188899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1056.662051 sec): 3 clusters Score: Raw -6433.571657 + Penalty 882.434271 = -5551.137387 nChanged 14 SP:Iteration 1F (1056.704974 sec): 3 clusters Score: Raw -6485.215442 + Penalty 882.434271 = -5602.781171 nChanged 4 SP:Iteration 2Q (1056.746906 sec): 3 clusters Score: Raw -6498.351702 + Penalty 882.434271 = -5615.917431 nChanged 1 SP:Iteration 3Q (1056.792164 sec): 3 clusters Score: Raw -6500.882738 + Penalty 882.434271 = -5618.448467 nChanged 1 SP:Iteration 4Q (1056.834941 sec): 3 clusters Score: Raw -6504.061441 + Penalty 882.434271 = -5621.627170 nChanged 2 SP:Iteration 5Q (1056.878244 sec): 3 clusters Score: Raw -6510.907241 + Penalty 882.434271 = -5628.472970 nChanged 0 SP:Iteration 6F (1056.923590 sec): 3 clusters Score: Raw -6510.907241 + Penalty 882.434271 = -5628.472970 nChanged 0 Trying to split cluster 6 (12657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1056.966885 sec): 2 clusters Score: Raw -1039051.048055 + Penalty 897.366742 = -1038153.681313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1057.018432 sec): 3 clusters Score: Raw -1031275.603594 + Penalty 1794.733483 = -1029480.870110 nChanged 5810 SP:Iteration 1F (1057.092007 sec): 3 clusters Score: Raw -1034560.121507 + Penalty 1794.733483 = -1032765.388024 nChanged 637 SP:Iteration 2F (1057.155783 sec): 3 clusters Score: Raw -1034804.935002 + Penalty 1794.733483 = -1033010.201519 nChanged 622 SP:Iteration 3Q (1057.208951 sec): 3 clusters Score: Raw -1035081.677378 + Penalty 1794.733483 = -1033286.943895 nChanged 603 SP:Iteration 4Q (1057.282453 sec): 3 clusters Score: Raw -1035392.060243 + Penalty 1794.733483 = -1033597.326760 nChanged 610 SP:Iteration 5Q (1057.347501 sec): 3 clusters Score: Raw -1035713.656861 + Penalty 1794.733483 = -1033918.923378 nChanged 646 SP:Iteration 6F (1057.396124 sec): 3 clusters Score: Raw -1036084.486016 + Penalty 1794.733483 = -1034289.752533 nChanged 681 SP:Iteration 7F (1057.461889 sec): 3 clusters Score: Raw -1036516.476112 + Penalty 1794.733483 = -1034721.742629 nChanged 673 SP:Iteration 8F (1057.528804 sec): 3 clusters Score: Raw -1036956.516039 + Penalty 1794.733483 = -1035161.782556 nChanged 654 SP:Iteration 9F (1057.585755 sec): 3 clusters Score: Raw -1037371.469435 + Penalty 1794.733483 = -1035576.735952 nChanged 562 SP:Iteration 10Q (1057.649986 sec): 3 clusters Score: Raw -1037664.491889 + Penalty 1794.733483 = -1035869.758406 nChanged 395 SP:Iteration 11Q (1057.715045 sec): 3 clusters Score: Raw -1037815.036763 + Penalty 1794.733483 = -1036020.303279 nChanged 272 SP:Iteration 12Q (1057.777254 sec): 3 clusters Score: Raw -1037892.713184 + Penalty 1794.733483 = -1036097.979701 nChanged 202 SP:Iteration 13Q (1057.829065 sec): 3 clusters Score: Raw -1037947.905303 + Penalty 1794.733483 = -1036153.171820 nChanged 170 SP:Iteration 14Q (1057.897471 sec): 3 clusters Score: Raw -1037995.226120 + Penalty 1794.733483 = -1036200.492637 nChanged 164 SP:Iteration 15Q (1057.945081 sec): 3 clusters Score: Raw -1038035.096438 + Penalty 1794.733483 = -1036240.362955 nChanged 149 SP:Iteration 16Q (1058.019789 sec): 3 clusters Score: Raw -1038064.139374 + Penalty 1794.733483 = -1036269.405891 nChanged 129 SP:Iteration 17Q (1058.080460 sec): 3 clusters Score: Raw -1038089.475682 + Penalty 1794.733483 = -1036294.742199 nChanged 116 SP:Iteration 18Q (1058.144562 sec): 3 clusters Score: Raw -1038111.618250 + Penalty 1794.733483 = -1036316.884767 nChanged 101 SP:Iteration 19Q (1058.200906 sec): 3 clusters Score: Raw -1038129.958406 + Penalty 1794.733483 = -1036335.224923 nChanged 96 SP:Iteration 20F (1058.262825 sec): 3 clusters Score: Raw -1038144.726915 + Penalty 1794.733483 = -1036349.993432 nChanged 86 SP:Iteration 21Q (1058.322309 sec): 3 clusters Score: Raw -1038162.113046 + Penalty 1794.733483 = -1036367.379563 nChanged 99 SP:Iteration 22Q (1058.385616 sec): 3 clusters Score: Raw -1038181.793586 + Penalty 1794.733483 = -1036387.060103 nChanged 101 SP:Iteration 23Q (1058.456100 sec): 3 clusters Score: Raw -1038202.080044 + Penalty 1794.733483 = -1036407.346561 nChanged 106 SP:Iteration 24Q (1058.516397 sec): 3 clusters Score: Raw -1038224.994015 + Penalty 1794.733483 = -1036430.260532 nChanged 116 SP:Iteration 25Q (1058.578573 sec): 3 clusters Score: Raw -1038248.106045 + Penalty 1794.733483 = -1036453.372561 nChanged 106 SP:Iteration 26Q (1058.641671 sec): 3 clusters Score: Raw -1038268.369620 + Penalty 1794.733483 = -1036473.636137 nChanged 102 SP:Iteration 27Q (1058.705322 sec): 3 clusters Score: Raw -1038288.427417 + Penalty 1794.733483 = -1036493.693934 nChanged 105 SP:Iteration 28Q (1058.755488 sec): 3 clusters Score: Raw -1038308.037396 + Penalty 1794.733483 = -1036513.303913 nChanged 103 SP:Iteration 29Q (1058.817250 sec): 3 clusters Score: Raw -1038326.076595 + Penalty 1794.733483 = -1036531.343112 nChanged 101 SP:Iteration 30Q (1058.889469 sec): 3 clusters Score: Raw -1038348.936239 + Penalty 1794.733483 = -1036554.202756 nChanged 109 SP:Iteration 31Q (1058.939559 sec): 3 clusters Score: Raw -1038374.488416 + Penalty 1794.733483 = -1036579.754933 nChanged 125 SP:Iteration 32Q (1059.011874 sec): 3 clusters Score: Raw -1038406.873295 + Penalty 1794.733483 = -1036612.139812 nChanged 116 SP:Iteration 33Q (1059.062859 sec): 3 clusters Score: Raw -1038432.983926 + Penalty 1794.733483 = -1036638.250443 nChanged 113 SP:Iteration 34Q (1059.138959 sec): 3 clusters Score: Raw -1038459.339277 + Penalty 1794.733483 = -1036664.605794 nChanged 135 SP:Iteration 35Q (1059.202765 sec): 3 clusters Score: Raw -1038493.346342 + Penalty 1794.733483 = -1036698.612858 nChanged 120 SP:Iteration 36Q (1059.254730 sec): 3 clusters Score: Raw -1038522.659755 + Penalty 1794.733483 = -1036727.926272 nChanged 109 SP:Iteration 37Q (1059.317192 sec): 3 clusters Score: Raw -1038546.579271 + Penalty 1794.733483 = -1036751.845788 nChanged 93 SP:Iteration 38Q (1059.389759 sec): 3 clusters Score: Raw -1038564.050174 + Penalty 1794.733483 = -1036769.316691 nChanged 80 SP:Iteration 39Q (1059.439562 sec): 3 clusters Score: Raw -1038580.528813 + Penalty 1794.733483 = -1036785.795330 nChanged 83 SP:Iteration 40F (1059.510736 sec): 3 clusters Score: Raw -1038595.662059 + Penalty 1794.733483 = -1036800.928576 nChanged 78 SP:Iteration 41Q (1059.578628 sec): 3 clusters Score: Raw -1038609.072563 + Penalty 1794.733483 = -1036814.339080 nChanged 70 SP:Iteration 42Q (1059.631379 sec): 3 clusters Score: Raw -1038621.762818 + Penalty 1794.733483 = -1036827.029335 nChanged 75 SP:Iteration 43Q (1059.705858 sec): 3 clusters Score: Raw -1038634.054338 + Penalty 1794.733483 = -1036839.320854 nChanged 73 SP:Iteration 44Q (1059.764863 sec): 3 clusters Score: Raw -1038646.887685 + Penalty 1794.733483 = -1036852.154202 nChanged 82 SP:Iteration 45Q (1059.834928 sec): 3 clusters Score: Raw -1038664.558981 + Penalty 1794.733483 = -1036869.825498 nChanged 90 SP:Iteration 46Q (1059.901076 sec): 3 clusters Score: Raw -1038684.562866 + Penalty 1794.733483 = -1036889.829383 nChanged 91 SP:Iteration 47Q (1059.965457 sec): 3 clusters Score: Raw -1038704.097223 + Penalty 1794.733483 = -1036909.363740 nChanged 96 SP:Iteration 48Q (1060.028809 sec): 3 clusters Score: Raw -1038725.147321 + Penalty 1794.733483 = -1036930.413837 nChanged 81 SP:Iteration 49Q (1060.092308 sec): 3 clusters Score: Raw -1038740.918483 + Penalty 1794.733483 = -1036946.185000 nChanged 96 SP:Iteration 50Q (1060.144582 sec): 3 clusters Score: Raw -1038763.671833 + Penalty 1794.733483 = -1036968.938350 nChanged 100 SP:Iteration 51Q (1060.209130 sec): 3 clusters Score: Raw -1038788.146373 + Penalty 1794.733483 = -1036993.412890 nChanged 93 SP:Iteration 52Q (1060.283294 sec): 3 clusters Score: Raw -1038807.266686 + Penalty 1794.733483 = -1037012.533203 nChanged 84 SP:Iteration 53Q (1060.348993 sec): 3 clusters Score: Raw -1038824.715747 + Penalty 1794.733483 = -1037029.982263 nChanged 74 SP:Iteration 54Q (1060.409768 sec): 3 clusters Score: Raw -1038838.813443 + Penalty 1794.733483 = -1037044.079960 nChanged 58 SP:Iteration 55Q (1060.472544 sec): 3 clusters Score: Raw -1038847.830448 + Penalty 1794.733483 = -1037053.096965 nChanged 59 SP:Iteration 56Q (1060.533713 sec): 3 clusters Score: Raw -1038858.987660 + Penalty 1794.733483 = -1037064.254177 nChanged 62 SP:Iteration 57Q (1060.585552 sec): 3 clusters Score: Raw -1038870.542812 + Penalty 1794.733483 = -1037075.809329 nChanged 64 SP:Iteration 58Q (1060.657940 sec): 3 clusters Score: Raw -1038881.978350 + Penalty 1794.733483 = -1037087.244867 nChanged 60 SP:Iteration 59Q (1060.705498 sec): 3 clusters Score: Raw -1038893.744477 + Penalty 1794.733483 = -1037099.010993 nChanged 60 SP:Iteration 60F (1060.779791 sec): 3 clusters Score: Raw -1038904.356194 + Penalty 1794.733483 = -1037109.622711 nChanged 48 SP:Iteration 61Q (1060.841899 sec): 3 clusters Score: Raw -1038911.506925 + Penalty 1794.733483 = -1037116.773442 nChanged 42 SP:Iteration 62Q (1060.896035 sec): 3 clusters Score: Raw -1038918.577134 + Penalty 1794.733483 = -1037123.843651 nChanged 43 SP:Iteration 63Q (1060.962105 sec): 3 clusters Score: Raw -1038924.129300 + Penalty 1794.733483 = -1037129.395817 nChanged 50 SP:Iteration 64Q (1061.017874 sec): 3 clusters Score: Raw -1038931.799667 + Penalty 1794.733483 = -1037137.066184 nChanged 46 SP:Iteration 65Q (1061.089026 sec): 3 clusters Score: Raw -1038938.295930 + Penalty 1794.733483 = -1037143.562446 nChanged 46 SP:Iteration 66Q (1061.150565 sec): 3 clusters Score: Raw -1038945.616711 + Penalty 1794.733483 = -1037150.883228 nChanged 43 SP:Iteration 67Q (1061.201237 sec): 3 clusters Score: Raw -1038951.712252 + Penalty 1794.733483 = -1037156.978769 nChanged 37 SP:Iteration 68Q (1061.271801 sec): 3 clusters Score: Raw -1038956.589318 + Penalty 1794.733483 = -1037161.855834 nChanged 43 SP:Iteration 69Q (1061.323545 sec): 3 clusters Score: Raw -1038964.924639 + Penalty 1794.733483 = -1037170.191156 nChanged 48 SP:Iteration 70Q (1061.386634 sec): 3 clusters Score: Raw -1038973.248235 + Penalty 1794.733483 = -1037178.514752 nChanged 46 SP:Iteration 71Q (1061.448566 sec): 3 clusters Score: Raw -1038980.850802 + Penalty 1794.733483 = -1037186.117319 nChanged 46 SP:Iteration 72Q (1061.512230 sec): 3 clusters Score: Raw -1038988.071273 + Penalty 1794.733483 = -1037193.337790 nChanged 38 SP:Iteration 73Q (1061.566501 sec): 3 clusters Score: Raw -1038993.529771 + Penalty 1794.733483 = -1037198.796288 nChanged 36 SP:Iteration 74Q (1061.629791 sec): 3 clusters Score: Raw -1038998.177046 + Penalty 1794.733483 = -1037203.443563 nChanged 36 SP:Iteration 75Q (1061.690192 sec): 3 clusters Score: Raw -1039003.174490 + Penalty 1794.733483 = -1037208.441007 nChanged 38 SP:Iteration 76Q (1061.754067 sec): 3 clusters Score: Raw -1039008.712205 + Penalty 1794.733483 = -1037213.978722 nChanged 37 SP:Iteration 77Q (1061.812776 sec): 3 clusters Score: Raw -1039014.128044 + Penalty 1794.733483 = -1037219.394561 nChanged 34 SP:Iteration 78Q (1061.860000 sec): 3 clusters Score: Raw -1039020.199541 + Penalty 1794.733483 = -1037225.466058 nChanged 37 SP:Iteration 79Q (1061.926987 sec): 3 clusters Score: Raw -1039026.139014 + Penalty 1794.733483 = -1037231.405531 nChanged 39 SP:Iteration 80F (1061.992694 sec): 3 clusters Score: Raw -1039034.344100 + Penalty 1794.733483 = -1037239.610617 nChanged 51 SP:Iteration 81Q (1062.051718 sec): 3 clusters Score: Raw -1039046.869327 + Penalty 1794.733483 = -1037252.135844 nChanged 59 SP:Iteration 82Q (1062.107406 sec): 3 clusters Score: Raw -1039059.004873 + Penalty 1794.733483 = -1037264.271389 nChanged 57 SP:Iteration 83Q (1062.167193 sec): 3 clusters Score: Raw -1039070.943115 + Penalty 1794.733483 = -1037276.209632 nChanged 56 SP:Iteration 84Q (1062.231211 sec): 3 clusters Score: Raw -1039082.505920 + Penalty 1794.733483 = -1037287.772436 nChanged 51 SP:Iteration 85Q (1062.297812 sec): 3 clusters Score: Raw -1039094.055636 + Penalty 1794.733483 = -1037299.322153 nChanged 41 SP:Iteration 86Q (1062.358654 sec): 3 clusters Score: Raw -1039103.211791 + Penalty 1794.733483 = -1037308.478308 nChanged 44 SP:Iteration 87Q (1062.418221 sec): 3 clusters Score: Raw -1039111.078283 + Penalty 1794.733483 = -1037316.344800 nChanged 38 SP:Iteration 88Q (1062.478092 sec): 3 clusters Score: Raw -1039117.555177 + Penalty 1794.733483 = -1037322.821694 nChanged 23 SP:Iteration 89Q (1062.537416 sec): 3 clusters Score: Raw -1039120.463754 + Penalty 1794.733483 = -1037325.730271 nChanged 23 SP:Iteration 90Q (1062.594172 sec): 3 clusters Score: Raw -1039122.961162 + Penalty 1794.733483 = -1037328.227679 nChanged 20 SP:Iteration 91Q (1062.650488 sec): 3 clusters Score: Raw -1039126.078331 + Penalty 1794.733483 = -1037331.344847 nChanged 22 SP:Iteration 92Q (1062.717888 sec): 3 clusters Score: Raw -1039128.783730 + Penalty 1794.733483 = -1037334.050247 nChanged 26 SP:Iteration 93Q (1062.777347 sec): 3 clusters Score: Raw -1039132.056976 + Penalty 1794.733483 = -1037337.323493 nChanged 26 SP:Iteration 94Q (1062.829108 sec): 3 clusters Score: Raw -1039135.321739 + Penalty 1794.733483 = -1037340.588256 nChanged 28 SP:Iteration 95Q (1062.884530 sec): 3 clusters Score: Raw -1039139.731052 + Penalty 1794.733483 = -1037344.997569 nChanged 22 SP:Iteration 96Q (1062.951350 sec): 3 clusters Score: Raw -1039142.424691 + Penalty 1794.733483 = -1037347.691208 nChanged 22 SP:Iteration 97Q (1063.002766 sec): 3 clusters Score: Raw -1039145.364558 + Penalty 1794.733483 = -1037350.631075 nChanged 15 SP:Iteration 98Q (1063.058571 sec): 3 clusters Score: Raw -1039147.209589 + Penalty 1794.733483 = -1037352.476106 nChanged 18 SP:Iteration 99Q (1063.118880 sec): 3 clusters Score: Raw -1039150.475677 + Penalty 1794.733483 = -1037355.742194 nChanged 26 SP:Iteration 100F (1063.183201 sec): 3 clusters Score: Raw -1039156.228635 + Penalty 1794.733483 = -1037361.495152 nChanged 28 SP:Iteration 101Q (1063.232324 sec): 3 clusters Score: Raw -1039163.077485 + Penalty 1794.733483 = -1037368.344002 nChanged 31 SP:Iteration 102Q (1063.302826 sec): 3 clusters Score: Raw -1039169.242866 + Penalty 1794.733483 = -1037374.509383 nChanged 25 SP:Iteration 103Q (1063.350585 sec): 3 clusters Score: Raw -1039173.820668 + Penalty 1794.733483 = -1037379.087185 nChanged 22 SP:Iteration 104Q (1063.412762 sec): 3 clusters Score: Raw -1039177.443674 + Penalty 1794.733483 = -1037382.710191 nChanged 16 SP:Iteration 105Q (1063.472320 sec): 3 clusters Score: Raw -1039180.070732 + Penalty 1794.733483 = -1037385.337249 nChanged 10 SP:Iteration 106Q (1063.532033 sec): 3 clusters Score: Raw -1039181.604291 + Penalty 1794.733483 = -1037386.870808 nChanged 8 SP:Iteration 107Q (1063.604651 sec): 3 clusters Score: Raw -1039182.385641 + Penalty 1794.733483 = -1037387.652158 nChanged 6 SP:Iteration 108Q (1063.656186 sec): 3 clusters Score: Raw -1039183.009613 + Penalty 1794.733483 = -1037388.276130 nChanged 7 SP:Iteration 109Q (1063.730436 sec): 3 clusters Score: Raw -1039184.058180 + Penalty 1794.733483 = -1037389.324697 nChanged 5 SP:Iteration 110Q (1063.790748 sec): 3 clusters Score: Raw -1039184.502818 + Penalty 1794.733483 = -1037389.769335 nChanged 7 SP:Iteration 111Q (1063.843564 sec): 3 clusters Score: Raw -1039185.410429 + Penalty 1794.733483 = -1037390.676946 nChanged 10 SP:Iteration 112Q (1063.910022 sec): 3 clusters Score: Raw -1039186.520160 + Penalty 1794.733483 = -1037391.786677 nChanged 7 SP:Iteration 113Q (1063.976123 sec): 3 clusters Score: Raw -1039187.471772 + Penalty 1794.733483 = -1037392.738289 nChanged 8 SP:Iteration 114Q (1064.036363 sec): 3 clusters Score: Raw -1039188.218065 + Penalty 1794.733483 = -1037393.484582 nChanged 8 SP:Iteration 115Q (1064.096907 sec): 3 clusters Score: Raw -1039189.233640 + Penalty 1794.733483 = -1037394.500157 nChanged 10 SP:Iteration 116Q (1064.152869 sec): 3 clusters Score: Raw -1039190.520274 + Penalty 1794.733483 = -1037395.786791 nChanged 10 SP:Iteration 117Q (1064.217397 sec): 3 clusters Score: Raw -1039191.489575 + Penalty 1794.733483 = -1037396.756092 nChanged 5 SP:Iteration 118Q (1064.285699 sec): 3 clusters Score: Raw -1039191.903380 + Penalty 1794.733483 = -1037397.169896 nChanged 2 SP:Iteration 119Q (1064.342301 sec): 3 clusters Score: Raw -1039192.128346 + Penalty 1794.733483 = -1037397.394863 nChanged 3 SP:Iteration 120F (1064.397920 sec): 3 clusters Score: Raw -1039192.280596 + Penalty 1794.733483 = -1037397.547113 nChanged 0 Trying to split cluster 7 (1148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1064.422953 sec): 2 clusters Score: Raw -90338.499828 + Penalty 669.348775 = -89669.151053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1064.481941 sec): 3 clusters Score: Raw -89856.580202 + Penalty 1338.697550 = -88517.882652 nChanged 415 SP:Iteration 1F (1064.529736 sec): 3 clusters Score: Raw -90133.185880 + Penalty 1338.697550 = -88794.488331 nChanged 74 SP:Iteration 2F (1064.577665 sec): 3 clusters Score: Raw -90181.720175 + Penalty 1338.697550 = -88843.022625 nChanged 49 SP:Iteration 3Q (1064.633641 sec): 3 clusters Score: Raw -90213.538699 + Penalty 1338.697550 = -88874.841150 nChanged 26 SP:Iteration 4Q (1064.674411 sec): 3 clusters Score: Raw -90227.825333 + Penalty 1338.697550 = -88889.127783 nChanged 15 SP:Iteration 5Q (1064.724767 sec): 3 clusters Score: Raw -90238.436466 + Penalty 1338.697550 = -88899.738916 nChanged 10 SP:Iteration 6Q (1064.772639 sec): 3 clusters Score: Raw -90243.061720 + Penalty 1338.697550 = -88904.364170 nChanged 12 SP:Iteration 7Q (1064.813366 sec): 3 clusters Score: Raw -90248.042896 + Penalty 1338.697550 = -88909.345346 nChanged 4 SP:Iteration 8Q (1064.860785 sec): 3 clusters Score: Raw -90248.825490 + Penalty 1338.697550 = -88910.127940 nChanged 2 SP:Iteration 9Q (1064.903311 sec): 3 clusters Score: Raw -90249.124469 + Penalty 1338.697550 = -88910.426920 nChanged 1 SP:Iteration 10Q (1064.950669 sec): 3 clusters Score: Raw -90249.621341 + Penalty 1338.697550 = -88910.923791 nChanged 1 SP:Iteration 11Q (1064.997076 sec): 3 clusters Score: Raw -90250.058680 + Penalty 1338.697550 = -88911.361130 nChanged 0 SP:Iteration 12F (1065.039714 sec): 3 clusters Score: Raw -90250.058680 + Penalty 1338.697550 = -88911.361130 nChanged 0 Trying to split cluster 8 (26981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1065.092672 sec): 2 clusters Score: Raw -2181967.948205 + Penalty 969.274378 = -2180998.673827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1065.176185 sec): 3 clusters Score: Raw -2164892.316129 + Penalty 1938.548757 = -2162953.767372 nChanged 12616 SP:Iteration 1F (1065.240872 sec): 3 clusters Score: Raw -2172130.586778 + Penalty 1938.548757 = -2170192.038022 nChanged 1256 SP:Iteration 2Q (1065.321293 sec): 3 clusters Score: Raw -2172644.440084 + Penalty 1938.548757 = -2170705.891328 nChanged 1423 SP:Iteration 3F (1065.406628 sec): 3 clusters Score: Raw -2173363.997104 + Penalty 1938.548757 = -2171425.448347 nChanged 1625 SP:Iteration 4F (1065.480908 sec): 3 clusters Score: Raw -2174398.772976 + Penalty 1938.548757 = -2172460.224219 nChanged 1874 SP:Iteration 5F (1065.572426 sec): 3 clusters Score: Raw -2175917.547758 + Penalty 1938.548757 = -2173978.999002 nChanged 1923 SP:Iteration 6F (1065.649558 sec): 3 clusters Score: Raw -2177744.040838 + Penalty 1938.548757 = -2175805.492081 nChanged 1719 SP:Iteration 7F (1065.732527 sec): 3 clusters Score: Raw -2179202.955884 + Penalty 1938.548757 = -2177264.407127 nChanged 1163 SP:Iteration 8Q (1065.813773 sec): 3 clusters Score: Raw -2179903.695962 + Penalty 1938.548757 = -2177965.147205 nChanged 696 SP:Iteration 9Q (1065.897110 sec): 3 clusters Score: Raw -2180261.740763 + Penalty 1938.548757 = -2178323.192006 nChanged 548 SP:Iteration 10Q (1065.973050 sec): 3 clusters Score: Raw -2180521.970932 + Penalty 1938.548757 = -2178583.422176 nChanged 438 SP:Iteration 11Q (1066.053518 sec): 3 clusters Score: Raw -2180720.720494 + Penalty 1938.548757 = -2178782.171737 nChanged 380 SP:Iteration 12Q (1066.133145 sec): 3 clusters Score: Raw -2180892.811591 + Penalty 1938.548757 = -2178954.262835 nChanged 351 SP:Iteration 13Q (1066.214008 sec): 3 clusters Score: Raw -2181026.232652 + Penalty 1938.548757 = -2179087.683895 nChanged 313 SP:Iteration 14Q (1066.293881 sec): 3 clusters Score: Raw -2181132.472475 + Penalty 1938.548757 = -2179193.923718 nChanged 263 SP:Iteration 15Q (1066.370528 sec): 3 clusters Score: Raw -2181216.367401 + Penalty 1938.548757 = -2179277.818644 nChanged 235 SP:Iteration 16Q (1066.436959 sec): 3 clusters Score: Raw -2181287.310254 + Penalty 1938.548757 = -2179348.761497 nChanged 232 SP:Iteration 17Q (1066.514392 sec): 3 clusters Score: Raw -2181356.245223 + Penalty 1938.548757 = -2179417.696467 nChanged 211 SP:Iteration 18Q (1066.601222 sec): 3 clusters Score: Raw -2181417.196853 + Penalty 1938.548757 = -2179478.648096 nChanged 198 SP:Iteration 19Q (1066.675603 sec): 3 clusters Score: Raw -2181474.798753 + Penalty 1938.548757 = -2179536.249996 nChanged 184 SP:Iteration 20F (1066.757480 sec): 3 clusters Score: Raw -2181523.189616 + Penalty 1938.548757 = -2179584.640860 nChanged 161 SP:Iteration 21Q (1066.835710 sec): 3 clusters Score: Raw -2181564.696977 + Penalty 1938.548757 = -2179626.148220 nChanged 166 SP:Iteration 22Q (1066.912401 sec): 3 clusters Score: Raw -2181607.490339 + Penalty 1938.548757 = -2179668.941582 nChanged 152 SP:Iteration 23Q (1066.991838 sec): 3 clusters Score: Raw -2181642.582891 + Penalty 1938.548757 = -2179704.034134 nChanged 148 SP:Iteration 24Q (1067.069306 sec): 3 clusters Score: Raw -2181675.195736 + Penalty 1938.548757 = -2179736.646979 nChanged 148 SP:Iteration 25Q (1067.137055 sec): 3 clusters Score: Raw -2181712.936166 + Penalty 1938.548757 = -2179774.387410 nChanged 159 SP:Iteration 26Q (1067.220406 sec): 3 clusters Score: Raw -2181755.322545 + Penalty 1938.548757 = -2179816.773788 nChanged 161 SP:Iteration 27Q (1067.286597 sec): 3 clusters Score: Raw -2181800.531846 + Penalty 1938.548757 = -2179861.983089 nChanged 151 SP:Iteration 28Q (1067.371042 sec): 3 clusters Score: Raw -2181838.611739 + Penalty 1938.548757 = -2179900.062982 nChanged 139 SP:Iteration 29Q (1067.452716 sec): 3 clusters Score: Raw -2181871.208999 + Penalty 1938.548757 = -2179932.660242 nChanged 123 SP:Iteration 30Q (1067.527900 sec): 3 clusters Score: Raw -2181898.033384 + Penalty 1938.548757 = -2179959.484627 nChanged 114 SP:Iteration 31Q (1067.597211 sec): 3 clusters Score: Raw -2181924.475520 + Penalty 1938.548757 = -2179985.926763 nChanged 116 SP:Iteration 32Q (1067.676228 sec): 3 clusters Score: Raw -2181947.251080 + Penalty 1938.548757 = -2180008.702323 nChanged 101 SP:Iteration 33Q (1067.753514 sec): 3 clusters Score: Raw -2181967.258644 + Penalty 1938.548757 = -2180028.709888 nChanged 90 SP:Iteration 34Q (1067.829088 sec): 3 clusters Score: Raw -2181983.171329 + Penalty 1938.548757 = -2180044.622573 nChanged 86 SP:Iteration 35Q (1067.900012 sec): 3 clusters Score: Raw -2182000.125851 + Penalty 1938.548757 = -2180061.577094 nChanged 87 SP:Iteration 36Q (1067.973991 sec): 3 clusters Score: Raw -2182015.999648 + Penalty 1938.548757 = -2180077.450891 nChanged 83 SP:Iteration 37Q (1068.046967 sec): 3 clusters Score: Raw -2182030.747521 + Penalty 1938.548757 = -2180092.198764 nChanged 68 SP:Iteration 38Q (1068.105123 sec): 3 clusters Score: Raw -2182042.055899 + Penalty 1938.548757 = -2180103.507143 nChanged 63 SP:Iteration 39Q (1068.188000 sec): 3 clusters Score: Raw -2182050.951184 + Penalty 1938.548757 = -2180112.402427 nChanged 55 SP:Iteration 40F (1068.267436 sec): 3 clusters Score: Raw -2182058.883216 + Penalty 1938.548757 = -2180120.334460 nChanged 49 SP:Iteration 41Q (1068.338675 sec): 3 clusters Score: Raw -2182066.562442 + Penalty 1938.548757 = -2180128.013686 nChanged 48 SP:Iteration 42Q (1068.417477 sec): 3 clusters Score: Raw -2182073.394796 + Penalty 1938.548757 = -2180134.846039 nChanged 40 SP:Iteration 43Q (1068.491948 sec): 3 clusters Score: Raw -2182080.526117 + Penalty 1938.548757 = -2180141.977360 nChanged 47 SP:Iteration 44Q (1068.564650 sec): 3 clusters Score: Raw -2182088.664354 + Penalty 1938.548757 = -2180150.115597 nChanged 46 SP:Iteration 45Q (1068.636692 sec): 3 clusters Score: Raw -2182095.860377 + Penalty 1938.548757 = -2180157.311620 nChanged 42 SP:Iteration 46Q (1068.699835 sec): 3 clusters Score: Raw -2182102.607016 + Penalty 1938.548757 = -2180164.058259 nChanged 38 SP:Iteration 47Q (1068.784461 sec): 3 clusters Score: Raw -2182108.497927 + Penalty 1938.548757 = -2180169.949170 nChanged 43 SP:Iteration 48Q (1068.861947 sec): 3 clusters Score: Raw -2182115.351585 + Penalty 1938.548757 = -2180176.802828 nChanged 30 SP:Iteration 49Q (1068.932995 sec): 3 clusters Score: Raw -2182119.589057 + Penalty 1938.548757 = -2180181.040300 nChanged 33 SP:Iteration 50Q (1068.993145 sec): 3 clusters Score: Raw -2182124.531379 + Penalty 1938.548757 = -2180185.982622 nChanged 41 SP:Iteration 51Q (1069.071324 sec): 3 clusters Score: Raw -2182131.139167 + Penalty 1938.548757 = -2180192.590410 nChanged 41 SP:Iteration 52Q (1069.135932 sec): 3 clusters Score: Raw -2182137.449783 + Penalty 1938.548757 = -2180198.901026 nChanged 53 SP:Iteration 53Q (1069.215798 sec): 3 clusters Score: Raw -2182147.301990 + Penalty 1938.548757 = -2180208.753233 nChanged 48 SP:Iteration 54Q (1069.290440 sec): 3 clusters Score: Raw -2182156.917627 + Penalty 1938.548757 = -2180218.368870 nChanged 42 SP:Iteration 55Q (1069.368486 sec): 3 clusters Score: Raw -2182165.286214 + Penalty 1938.548757 = -2180226.737457 nChanged 34 SP:Iteration 56Q (1069.433132 sec): 3 clusters Score: Raw -2182170.762732 + Penalty 1938.548757 = -2180232.213975 nChanged 34 SP:Iteration 57Q (1069.511731 sec): 3 clusters Score: Raw -2182175.311916 + Penalty 1938.548757 = -2180236.763160 nChanged 24 SP:Iteration 58Q (1069.586865 sec): 3 clusters Score: Raw -2182178.945439 + Penalty 1938.548757 = -2180240.396683 nChanged 24 SP:Iteration 59Q (1069.663799 sec): 3 clusters Score: Raw -2182182.524429 + Penalty 1938.548757 = -2180243.975673 nChanged 21 SP:Iteration 60F (1069.745931 sec): 3 clusters Score: Raw -2182185.507592 + Penalty 1938.548757 = -2180246.958835 nChanged 22 SP:Iteration 61Q (1069.820550 sec): 3 clusters Score: Raw -2182187.939179 + Penalty 1938.548757 = -2180249.390423 nChanged 17 SP:Iteration 62Q (1069.883216 sec): 3 clusters Score: Raw -2182190.885184 + Penalty 1938.548757 = -2180252.336428 nChanged 22 SP:Iteration 63Q (1069.961204 sec): 3 clusters Score: Raw -2182194.302175 + Penalty 1938.548757 = -2180255.753419 nChanged 25 SP:Iteration 64Q (1070.031888 sec): 3 clusters Score: Raw -2182197.331547 + Penalty 1938.548757 = -2180258.782791 nChanged 16 SP:Iteration 65Q (1070.111536 sec): 3 clusters Score: Raw -2182199.368419 + Penalty 1938.548757 = -2180260.819662 nChanged 20 SP:Iteration 66Q (1070.180765 sec): 3 clusters Score: Raw -2182201.537336 + Penalty 1938.548757 = -2180262.988579 nChanged 16 SP:Iteration 67Q (1070.256549 sec): 3 clusters Score: Raw -2182203.269746 + Penalty 1938.548757 = -2180264.720990 nChanged 12 SP:Iteration 68Q (1070.315909 sec): 3 clusters Score: Raw -2182204.520931 + Penalty 1938.548757 = -2180265.972174 nChanged 13 SP:Iteration 69Q (1070.399136 sec): 3 clusters Score: Raw -2182206.660287 + Penalty 1938.548757 = -2180268.111531 nChanged 17 SP:Iteration 70Q (1070.468511 sec): 3 clusters Score: Raw -2182208.919122 + Penalty 1938.548757 = -2180270.370365 nChanged 21 SP:Iteration 71Q (1070.531522 sec): 3 clusters Score: Raw -2182211.612948 + Penalty 1938.548757 = -2180273.064192 nChanged 18 SP:Iteration 72Q (1070.615168 sec): 3 clusters Score: Raw -2182214.668258 + Penalty 1938.548757 = -2180276.119501 nChanged 20 SP:Iteration 73Q (1070.683861 sec): 3 clusters Score: Raw -2182217.002142 + Penalty 1938.548757 = -2180278.453386 nChanged 9 SP:Iteration 74Q (1070.752416 sec): 3 clusters Score: Raw -2182217.949962 + Penalty 1938.548757 = -2180279.401206 nChanged 10 SP:Iteration 75Q (1070.832990 sec): 3 clusters Score: Raw -2182218.941208 + Penalty 1938.548757 = -2180280.392451 nChanged 4 SP:Iteration 76Q (1070.912328 sec): 3 clusters Score: Raw -2182219.424323 + Penalty 1938.548757 = -2180280.875566 nChanged 8 SP:Iteration 77Q (1070.985153 sec): 3 clusters Score: Raw -2182219.971368 + Penalty 1938.548757 = -2180281.422611 nChanged 6 SP:Iteration 78Q (1071.054025 sec): 3 clusters Score: Raw -2182220.411573 + Penalty 1938.548757 = -2180281.862816 nChanged 7 SP:Iteration 79Q (1071.116723 sec): 3 clusters Score: Raw -2182221.169363 + Penalty 1938.548757 = -2180282.620607 nChanged 7 SP:Iteration 80F (1071.197955 sec): 3 clusters Score: Raw -2182221.719701 + Penalty 1938.548757 = -2180283.170945 nChanged 2 SP:Iteration 81Q (1071.281884 sec): 3 clusters Score: Raw -2182221.856727 + Penalty 1938.548757 = -2180283.307970 nChanged 1 SP:Iteration 82Q (1071.352461 sec): 3 clusters Score: Raw -2182222.018349 + Penalty 1938.548757 = -2180283.469593 nChanged 3 SP:Iteration 83Q (1071.428318 sec): 3 clusters Score: Raw -2182222.413144 + Penalty 1938.548757 = -2180283.864387 nChanged 4 SP:Iteration 84Q (1071.502968 sec): 3 clusters Score: Raw -2182222.901336 + Penalty 1938.548757 = -2180284.352579 nChanged 4 SP:Iteration 85Q (1071.575584 sec): 3 clusters Score: Raw -2182223.222182 + Penalty 1938.548757 = -2180284.673426 nChanged 2 SP:Iteration 86Q (1071.653914 sec): 3 clusters Score: Raw -2182223.324118 + Penalty 1938.548757 = -2180284.775361 nChanged 0 SP:Iteration 87F (1071.726842 sec): 3 clusters Score: Raw -2182223.324118 + Penalty 1938.548757 = -2180284.775361 nChanged 0 Trying to split cluster 9 (3274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1071.761471 sec): 2 clusters Score: Raw -239684.182564 + Penalty 768.907937 = -238915.274627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1071.802302 sec): 3 clusters Score: Raw -237980.938527 + Penalty 1537.815874 = -236443.122653 nChanged 1319 SP:Iteration 1F (1071.859618 sec): 3 clusters Score: Raw -238776.040067 + Penalty 1537.815874 = -237238.224193 nChanged 265 SP:Iteration 2F (1071.911410 sec): 3 clusters Score: Raw -238950.431720 + Penalty 1537.815874 = -237412.615846 nChanged 215 SP:Iteration 3F (1071.960326 sec): 3 clusters Score: Raw -239108.363218 + Penalty 1537.815874 = -237570.547344 nChanged 202 SP:Iteration 4F (1072.016118 sec): 3 clusters Score: Raw -239251.770120 + Penalty 1537.815874 = -237713.954246 nChanged 164 SP:Iteration 5F (1072.056660 sec): 3 clusters Score: Raw -239349.407461 + Penalty 1537.815874 = -237811.591587 nChanged 141 SP:Iteration 6Q (1072.114607 sec): 3 clusters Score: Raw -239442.617282 + Penalty 1537.815874 = -237904.801408 nChanged 132 SP:Iteration 7Q (1072.172079 sec): 3 clusters Score: Raw -239525.134170 + Penalty 1537.815874 = -237987.318296 nChanged 109 SP:Iteration 8Q (1072.223485 sec): 3 clusters Score: Raw -239598.458048 + Penalty 1537.815874 = -238060.642174 nChanged 94 SP:Iteration 9Q (1072.275291 sec): 3 clusters Score: Raw -239652.961433 + Penalty 1537.815874 = -238115.145559 nChanged 61 SP:Iteration 10Q (1072.323182 sec): 3 clusters Score: Raw -239690.232538 + Penalty 1537.815874 = -238152.416664 nChanged 64 SP:Iteration 11Q (1072.369311 sec): 3 clusters Score: Raw -239732.673631 + Penalty 1537.815874 = -238194.857757 nChanged 46 SP:Iteration 12Q (1072.430444 sec): 3 clusters Score: Raw -239774.395330 + Penalty 1537.815874 = -238236.579456 nChanged 40 SP:Iteration 13Q (1072.484270 sec): 3 clusters Score: Raw -239799.448175 + Penalty 1537.815874 = -238261.632301 nChanged 26 SP:Iteration 14Q (1072.533038 sec): 3 clusters Score: Raw -239817.742993 + Penalty 1537.815874 = -238279.927119 nChanged 26 SP:Iteration 15Q (1072.582163 sec): 3 clusters Score: Raw -239843.863538 + Penalty 1537.815874 = -238306.047664 nChanged 24 SP:Iteration 16Q (1072.632959 sec): 3 clusters Score: Raw -239859.108027 + Penalty 1537.815874 = -238321.292153 nChanged 16 SP:Iteration 17Q (1072.673559 sec): 3 clusters Score: Raw -239867.828757 + Penalty 1537.815874 = -238330.012883 nChanged 10 SP:Iteration 18Q (1072.736913 sec): 3 clusters Score: Raw -239871.747904 + Penalty 1537.815874 = -238333.932030 nChanged 9 SP:Iteration 19Q (1072.789924 sec): 3 clusters Score: Raw -239875.753204 + Penalty 1537.815874 = -238337.937330 nChanged 3 SP:Iteration 20F (1072.835821 sec): 3 clusters Score: Raw -239876.942025 + Penalty 1537.815874 = -238339.126151 nChanged 4 SP:Iteration 21Q (1072.875917 sec): 3 clusters Score: Raw -239878.147943 + Penalty 1537.815874 = -238340.332069 nChanged 6 SP:Iteration 22Q (1072.921057 sec): 3 clusters Score: Raw -239880.012365 + Penalty 1537.815874 = -238342.196491 nChanged 5 SP:Iteration 23Q (1072.978995 sec): 3 clusters Score: Raw -239881.300317 + Penalty 1537.815874 = -238343.484443 nChanged 1 SP:Iteration 24Q (1073.024011 sec): 3 clusters Score: Raw -239881.880132 + Penalty 1537.815874 = -238344.064258 nChanged 2 SP:Iteration 25Q (1073.071792 sec): 3 clusters Score: Raw -239882.655842 + Penalty 1537.815874 = -238344.839968 nChanged 1 SP:Iteration 26Q (1073.120162 sec): 3 clusters Score: Raw -239882.834059 + Penalty 1537.815874 = -238345.018185 nChanged 0 SP:Iteration 27F (1073.165427 sec): 3 clusters Score: Raw -239882.834059 + Penalty 1537.815874 = -238345.018185 nChanged 0 Trying to split cluster 10 (8374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1073.195033 sec): 2 clusters Score: Raw -647586.778553 + Penalty 858.124260 = -646728.654293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1073.255194 sec): 3 clusters Score: Raw -642744.107238 + Penalty 1716.248520 = -641027.858718 nChanged 3682 SP:Iteration 1F (1073.314177 sec): 3 clusters Score: Raw -644723.694572 + Penalty 1716.248520 = -643007.446052 nChanged 460 SP:Iteration 2F (1073.370704 sec): 3 clusters Score: Raw -644927.131154 + Penalty 1716.248520 = -643210.882634 nChanged 451 SP:Iteration 3F (1073.427783 sec): 3 clusters Score: Raw -645156.887588 + Penalty 1716.248520 = -643440.639068 nChanged 464 SP:Iteration 4F (1073.486856 sec): 3 clusters Score: Raw -645442.957524 + Penalty 1716.248520 = -643726.709004 nChanged 451 SP:Iteration 5F (1073.540240 sec): 3 clusters Score: Raw -645752.606822 + Penalty 1716.248520 = -644036.358302 nChanged 446 SP:Iteration 6F (1073.596191 sec): 3 clusters Score: Raw -646064.368050 + Penalty 1716.248520 = -644348.119530 nChanged 410 SP:Iteration 7Q (1073.644671 sec): 3 clusters Score: Raw -646328.699576 + Penalty 1716.248520 = -644612.451056 nChanged 368 SP:Iteration 8Q (1073.708359 sec): 3 clusters Score: Raw -646528.149732 + Penalty 1716.248520 = -644811.901212 nChanged 294 SP:Iteration 9Q (1073.759370 sec): 3 clusters Score: Raw -646665.243422 + Penalty 1716.248520 = -644948.994902 nChanged 226 SP:Iteration 10Q (1073.829045 sec): 3 clusters Score: Raw -646743.216750 + Penalty 1716.248520 = -645026.968230 nChanged 181 SP:Iteration 11Q (1073.884667 sec): 3 clusters Score: Raw -646795.173502 + Penalty 1716.248520 = -645078.924983 nChanged 132 SP:Iteration 12Q (1073.933610 sec): 3 clusters Score: Raw -646828.889533 + Penalty 1716.248520 = -645112.641013 nChanged 102 SP:Iteration 13Q (1073.992326 sec): 3 clusters Score: Raw -646854.352163 + Penalty 1716.248520 = -645138.103643 nChanged 83 SP:Iteration 14Q (1074.049225 sec): 3 clusters Score: Raw -646877.034594 + Penalty 1716.248520 = -645160.786074 nChanged 83 SP:Iteration 15Q (1074.110123 sec): 3 clusters Score: Raw -646896.200124 + Penalty 1716.248520 = -645179.951604 nChanged 79 SP:Iteration 16Q (1074.161767 sec): 3 clusters Score: Raw -646913.035379 + Penalty 1716.248520 = -645196.786859 nChanged 64 SP:Iteration 17Q (1074.211823 sec): 3 clusters Score: Raw -646928.404060 + Penalty 1716.248520 = -645212.155540 nChanged 58 SP:Iteration 18Q (1074.267851 sec): 3 clusters Score: Raw -646940.508146 + Penalty 1716.248520 = -645224.259626 nChanged 64 SP:Iteration 19Q (1074.324347 sec): 3 clusters Score: Raw -646957.078619 + Penalty 1716.248520 = -645240.830099 nChanged 69 SP:Iteration 20F (1074.380098 sec): 3 clusters Score: Raw -646972.708831 + Penalty 1716.248520 = -645256.460311 nChanged 62 SP:Iteration 21Q (1074.429860 sec): 3 clusters Score: Raw -646985.890035 + Penalty 1716.248520 = -645269.641515 nChanged 61 SP:Iteration 22Q (1074.490781 sec): 3 clusters Score: Raw -646998.634022 + Penalty 1716.248520 = -645282.385502 nChanged 61 SP:Iteration 23Q (1074.539929 sec): 3 clusters Score: Raw -647011.044587 + Penalty 1716.248520 = -645294.796067 nChanged 50 SP:Iteration 24Q (1074.592829 sec): 3 clusters Score: Raw -647021.908672 + Penalty 1716.248520 = -645305.660152 nChanged 66 SP:Iteration 25Q (1074.651323 sec): 3 clusters Score: Raw -647034.881314 + Penalty 1716.248520 = -645318.632794 nChanged 62 SP:Iteration 26Q (1074.721308 sec): 3 clusters Score: Raw -647048.259846 + Penalty 1716.248520 = -645332.011326 nChanged 66 SP:Iteration 27Q (1074.774795 sec): 3 clusters Score: Raw -647062.443986 + Penalty 1716.248520 = -645346.195467 nChanged 65 SP:Iteration 28Q (1074.832482 sec): 3 clusters Score: Raw -647075.019449 + Penalty 1716.248520 = -645358.770929 nChanged 61 SP:Iteration 29Q (1074.891845 sec): 3 clusters Score: Raw -647086.320661 + Penalty 1716.248520 = -645370.072142 nChanged 61 SP:Iteration 30Q (1074.949787 sec): 3 clusters Score: Raw -647097.782031 + Penalty 1716.248520 = -645381.533511 nChanged 60 SP:Iteration 31Q (1075.006792 sec): 3 clusters Score: Raw -647111.612547 + Penalty 1716.248520 = -645395.364027 nChanged 64 SP:Iteration 32Q (1075.065218 sec): 3 clusters Score: Raw -647125.329025 + Penalty 1716.248520 = -645409.080505 nChanged 73 SP:Iteration 33Q (1075.124523 sec): 3 clusters Score: Raw -647142.395221 + Penalty 1716.248520 = -645426.146701 nChanged 72 SP:Iteration 34Q (1075.183612 sec): 3 clusters Score: Raw -647158.862583 + Penalty 1716.248520 = -645442.614063 nChanged 63 SP:Iteration 35Q (1075.231372 sec): 3 clusters Score: Raw -647172.427999 + Penalty 1716.248520 = -645456.179479 nChanged 57 SP:Iteration 36Q (1075.298338 sec): 3 clusters Score: Raw -647183.415786 + Penalty 1716.248520 = -645467.167267 nChanged 54 SP:Iteration 37Q (1075.353348 sec): 3 clusters Score: Raw -647193.425755 + Penalty 1716.248520 = -645477.177235 nChanged 52 SP:Iteration 38Q (1075.410770 sec): 3 clusters Score: Raw -647201.574385 + Penalty 1716.248520 = -645485.325865 nChanged 47 SP:Iteration 39Q (1075.456848 sec): 3 clusters Score: Raw -647209.491560 + Penalty 1716.248520 = -645493.243040 nChanged 45 SP:Iteration 40F (1075.523710 sec): 3 clusters Score: Raw -647217.177887 + Penalty 1716.248520 = -645500.929367 nChanged 55 SP:Iteration 41Q (1075.572681 sec): 3 clusters Score: Raw -647230.231018 + Penalty 1716.248520 = -645513.982498 nChanged 79 SP:Iteration 42Q (1075.641198 sec): 3 clusters Score: Raw -647252.746194 + Penalty 1716.248520 = -645536.497674 nChanged 78 SP:Iteration 43Q (1075.694819 sec): 3 clusters Score: Raw -647282.587072 + Penalty 1716.248520 = -645566.338553 nChanged 105 SP:Iteration 44Q (1075.752431 sec): 3 clusters Score: Raw -647325.735217 + Penalty 1716.248520 = -645609.486697 nChanged 111 SP:Iteration 45Q (1075.805871 sec): 3 clusters Score: Raw -647371.802111 + Penalty 1716.248520 = -645655.553591 nChanged 114 SP:Iteration 46Q (1075.850990 sec): 3 clusters Score: Raw -647424.989103 + Penalty 1716.248520 = -645708.740583 nChanged 116 SP:Iteration 47Q (1075.905777 sec): 3 clusters Score: Raw -647480.531256 + Penalty 1716.248520 = -645764.282736 nChanged 122 SP:Iteration 48Q (1075.971656 sec): 3 clusters Score: Raw -647543.901683 + Penalty 1716.248520 = -645827.653163 nChanged 114 SP:Iteration 49Q (1076.033772 sec): 3 clusters Score: Raw -647599.829354 + Penalty 1716.248520 = -645883.580835 nChanged 96 SP:Iteration 50Q (1076.090824 sec): 3 clusters Score: Raw -647645.697417 + Penalty 1716.248520 = -645929.448897 nChanged 99 SP:Iteration 51Q (1076.137389 sec): 3 clusters Score: Raw -647689.876080 + Penalty 1716.248520 = -645973.627560 nChanged 84 SP:Iteration 52Q (1076.200754 sec): 3 clusters Score: Raw -647725.624315 + Penalty 1716.248520 = -646009.375795 nChanged 85 SP:Iteration 53Q (1076.244328 sec): 3 clusters Score: Raw -647762.131776 + Penalty 1716.248520 = -646045.883256 nChanged 83 SP:Iteration 54Q (1076.307036 sec): 3 clusters Score: Raw -647797.080008 + Penalty 1716.248520 = -646080.831488 nChanged 80 SP:Iteration 55Q (1076.351357 sec): 3 clusters Score: Raw -647829.334108 + Penalty 1716.248520 = -646113.085588 nChanged 66 SP:Iteration 56Q (1076.415345 sec): 3 clusters Score: Raw -647853.003875 + Penalty 1716.248520 = -646136.755355 nChanged 49 SP:Iteration 57Q (1076.468803 sec): 3 clusters Score: Raw -647867.475060 + Penalty 1716.248520 = -646151.226540 nChanged 41 SP:Iteration 58Q (1076.519279 sec): 3 clusters Score: Raw -647877.516360 + Penalty 1716.248520 = -646161.267840 nChanged 36 SP:Iteration 59Q (1076.588388 sec): 3 clusters Score: Raw -647886.115138 + Penalty 1716.248520 = -646169.866618 nChanged 32 SP:Iteration 60F (1076.635534 sec): 3 clusters Score: Raw -647895.305180 + Penalty 1716.248520 = -646179.056660 nChanged 28 SP:Iteration 61Q (1076.693068 sec): 3 clusters Score: Raw -647903.725154 + Penalty 1716.248520 = -646187.476634 nChanged 28 SP:Iteration 62Q (1076.754869 sec): 3 clusters Score: Raw -647910.821981 + Penalty 1716.248520 = -646194.573461 nChanged 24 SP:Iteration 63Q (1076.808823 sec): 3 clusters Score: Raw -647916.172539 + Penalty 1716.248520 = -646199.924019 nChanged 12 SP:Iteration 64Q (1076.858482 sec): 3 clusters Score: Raw -647918.922988 + Penalty 1716.248520 = -646202.674468 nChanged 12 SP:Iteration 65Q (1076.905038 sec): 3 clusters Score: Raw -647921.692704 + Penalty 1716.248520 = -646205.444184 nChanged 14 SP:Iteration 66Q (1076.962871 sec): 3 clusters Score: Raw -647925.003764 + Penalty 1716.248520 = -646208.755244 nChanged 19 SP:Iteration 67Q (1077.021610 sec): 3 clusters Score: Raw -647929.893157 + Penalty 1716.248520 = -646213.644637 nChanged 17 SP:Iteration 68Q (1077.079236 sec): 3 clusters Score: Raw -647933.761219 + Penalty 1716.248520 = -646217.512699 nChanged 14 SP:Iteration 69Q (1077.137779 sec): 3 clusters Score: Raw -647936.885105 + Penalty 1716.248520 = -646220.636585 nChanged 12 SP:Iteration 70Q (1077.196656 sec): 3 clusters Score: Raw -647938.943457 + Penalty 1716.248520 = -646222.694937 nChanged 10 SP:Iteration 71Q (1077.250377 sec): 3 clusters Score: Raw -647940.256780 + Penalty 1716.248520 = -646224.008261 nChanged 9 SP:Iteration 72Q (1077.296943 sec): 3 clusters Score: Raw -647941.795151 + Penalty 1716.248520 = -646225.546631 nChanged 9 SP:Iteration 73Q (1077.347854 sec): 3 clusters Score: Raw -647942.802364 + Penalty 1716.248520 = -646226.553845 nChanged 4 SP:Iteration 74Q (1077.412405 sec): 3 clusters Score: Raw -647943.333858 + Penalty 1716.248520 = -646227.085339 nChanged 4 SP:Iteration 75Q (1077.458770 sec): 3 clusters Score: Raw -647944.148194 + Penalty 1716.248520 = -646227.899674 nChanged 3 SP:Iteration 76Q (1077.518945 sec): 3 clusters Score: Raw -647944.395465 + Penalty 1716.248520 = -646228.146945 nChanged 0 SP:Iteration 77F (1077.569234 sec): 3 clusters Score: Raw -647944.395465 + Penalty 1716.248520 = -646228.146945 nChanged 0 Trying to split cluster 11 (10175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1077.604411 sec): 2 clusters Score: Raw -832229.338211 + Penalty 876.630456 = -831352.707755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1077.669722 sec): 3 clusters Score: Raw -826095.428187 + Penalty 1753.260912 = -824342.167275 nChanged 4639 SP:Iteration 1F (1077.724502 sec): 3 clusters Score: Raw -828641.189730 + Penalty 1753.260912 = -826887.928818 nChanged 540 SP:Iteration 2F (1077.787092 sec): 3 clusters Score: Raw -828874.632347 + Penalty 1753.260912 = -827121.371435 nChanged 554 SP:Iteration 3F (1077.848908 sec): 3 clusters Score: Raw -829166.971004 + Penalty 1753.260912 = -827413.710092 nChanged 599 SP:Iteration 4F (1077.910597 sec): 3 clusters Score: Raw -829540.839561 + Penalty 1753.260912 = -827787.578649 nChanged 671 SP:Iteration 5F (1077.959250 sec): 3 clusters Score: Raw -830041.821833 + Penalty 1753.260912 = -828288.560921 nChanged 684 SP:Iteration 6F (1078.028692 sec): 3 clusters Score: Raw -830574.653995 + Penalty 1753.260912 = -828821.393083 nChanged 617 SP:Iteration 7F (1078.086661 sec): 3 clusters Score: Raw -831079.953486 + Penalty 1753.260912 = -829326.692574 nChanged 488 SP:Iteration 8Q (1078.152061 sec): 3 clusters Score: Raw -831386.145684 + Penalty 1753.260912 = -829632.884772 nChanged 301 SP:Iteration 9Q (1078.210092 sec): 3 clusters Score: Raw -831526.680030 + Penalty 1753.260912 = -829773.419118 nChanged 202 SP:Iteration 10Q (1078.270495 sec): 3 clusters Score: Raw -831607.026805 + Penalty 1753.260912 = -829853.765894 nChanged 164 SP:Iteration 11Q (1078.324391 sec): 3 clusters Score: Raw -831669.347740 + Penalty 1753.260912 = -829916.086828 nChanged 115 SP:Iteration 12Q (1078.387549 sec): 3 clusters Score: Raw -831707.072307 + Penalty 1753.260912 = -829953.811395 nChanged 105 SP:Iteration 13Q (1078.437015 sec): 3 clusters Score: Raw -831739.049081 + Penalty 1753.260912 = -829985.788169 nChanged 93 SP:Iteration 14Q (1078.492903 sec): 3 clusters Score: Raw -831771.860344 + Penalty 1753.260912 = -830018.599432 nChanged 98 SP:Iteration 15Q (1078.551183 sec): 3 clusters Score: Raw -831812.349696 + Penalty 1753.260912 = -830059.088784 nChanged 91 SP:Iteration 16Q (1078.618753 sec): 3 clusters Score: Raw -831840.960272 + Penalty 1753.260912 = -830087.699360 nChanged 79 SP:Iteration 17Q (1078.663507 sec): 3 clusters Score: Raw -831864.271145 + Penalty 1753.260912 = -830111.010233 nChanged 64 SP:Iteration 18Q (1078.716595 sec): 3 clusters Score: Raw -831882.728369 + Penalty 1753.260912 = -830129.467457 nChanged 66 SP:Iteration 19Q (1078.770386 sec): 3 clusters Score: Raw -831900.911451 + Penalty 1753.260912 = -830147.650539 nChanged 73 SP:Iteration 20F (1078.824574 sec): 3 clusters Score: Raw -831922.825037 + Penalty 1753.260912 = -830169.564125 nChanged 63 SP:Iteration 21Q (1078.874905 sec): 3 clusters Score: Raw -831941.079658 + Penalty 1753.260912 = -830187.818746 nChanged 65 SP:Iteration 22Q (1078.928561 sec): 3 clusters Score: Raw -831957.040284 + Penalty 1753.260912 = -830203.779372 nChanged 60 SP:Iteration 23Q (1078.990223 sec): 3 clusters Score: Raw -831973.486261 + Penalty 1753.260912 = -830220.225349 nChanged 46 SP:Iteration 24Q (1079.043282 sec): 3 clusters Score: Raw -831983.296876 + Penalty 1753.260912 = -830230.035964 nChanged 38 SP:Iteration 25Q (1079.100358 sec): 3 clusters Score: Raw -831991.840204 + Penalty 1753.260912 = -830238.579292 nChanged 37 SP:Iteration 26Q (1079.147081 sec): 3 clusters Score: Raw -831999.801120 + Penalty 1753.260912 = -830246.540208 nChanged 48 SP:Iteration 27Q (1079.202227 sec): 3 clusters Score: Raw -832010.897671 + Penalty 1753.260912 = -830257.636759 nChanged 47 SP:Iteration 28Q (1079.262407 sec): 3 clusters Score: Raw -832022.277915 + Penalty 1753.260912 = -830269.017003 nChanged 49 SP:Iteration 29Q (1079.321576 sec): 3 clusters Score: Raw -832035.512052 + Penalty 1753.260912 = -830282.251140 nChanged 53 SP:Iteration 30Q (1079.377891 sec): 3 clusters Score: Raw -832047.891858 + Penalty 1753.260912 = -830294.630946 nChanged 43 SP:Iteration 31Q (1079.444083 sec): 3 clusters Score: Raw -832057.901177 + Penalty 1753.260912 = -830304.640265 nChanged 44 SP:Iteration 32Q (1079.487415 sec): 3 clusters Score: Raw -832066.540927 + Penalty 1753.260912 = -830313.280015 nChanged 39 SP:Iteration 33Q (1079.537461 sec): 3 clusters Score: Raw -832073.727926 + Penalty 1753.260912 = -830320.467014 nChanged 29 SP:Iteration 34Q (1079.594146 sec): 3 clusters Score: Raw -832078.358028 + Penalty 1753.260912 = -830325.097116 nChanged 23 SP:Iteration 35Q (1079.655415 sec): 3 clusters Score: Raw -832081.953052 + Penalty 1753.260912 = -830328.692141 nChanged 14 SP:Iteration 36Q (1079.713997 sec): 3 clusters Score: Raw -832083.710742 + Penalty 1753.260912 = -830330.449830 nChanged 16 SP:Iteration 37Q (1079.774200 sec): 3 clusters Score: Raw -832085.822407 + Penalty 1753.260912 = -830332.561496 nChanged 8 SP:Iteration 38Q (1079.833171 sec): 3 clusters Score: Raw -832086.565911 + Penalty 1753.260912 = -830333.304999 nChanged 5 SP:Iteration 39Q (1079.876466 sec): 3 clusters Score: Raw -832087.435791 + Penalty 1753.260912 = -830334.174879 nChanged 8 SP:Iteration 40F (1079.937321 sec): 3 clusters Score: Raw -832088.312077 + Penalty 1753.260912 = -830335.051165 nChanged 8 SP:Iteration 41Q (1079.998802 sec): 3 clusters Score: Raw -832089.611653 + Penalty 1753.260912 = -830336.350741 nChanged 9 SP:Iteration 42Q (1080.043298 sec): 3 clusters Score: Raw -832090.573936 + Penalty 1753.260912 = -830337.313024 nChanged 6 SP:Iteration 43Q (1080.096205 sec): 3 clusters Score: Raw -832091.219003 + Penalty 1753.260912 = -830337.958091 nChanged 6 SP:Iteration 44Q (1080.149260 sec): 3 clusters Score: Raw -832092.075976 + Penalty 1753.260912 = -830338.815064 nChanged 5 SP:Iteration 45Q (1080.203802 sec): 3 clusters Score: Raw -832092.915911 + Penalty 1753.260912 = -830339.654999 nChanged 6 SP:Iteration 46Q (1080.262777 sec): 3 clusters Score: Raw -832093.714178 + Penalty 1753.260912 = -830340.453266 nChanged 11 SP:Iteration 47Q (1080.315206 sec): 3 clusters Score: Raw -832095.273627 + Penalty 1753.260912 = -830342.012715 nChanged 6 SP:Iteration 48Q (1080.376657 sec): 3 clusters Score: Raw -832096.142263 + Penalty 1753.260912 = -830342.881351 nChanged 7 SP:Iteration 49Q (1080.433399 sec): 3 clusters Score: Raw -832097.181252 + Penalty 1753.260912 = -830343.920340 nChanged 8 SP:Iteration 50Q (1080.501740 sec): 3 clusters Score: Raw -832098.283886 + Penalty 1753.260912 = -830345.022974 nChanged 10 SP:Iteration 51Q (1080.560723 sec): 3 clusters Score: Raw -832099.825430 + Penalty 1753.260912 = -830346.564518 nChanged 8 SP:Iteration 52Q (1080.603656 sec): 3 clusters Score: Raw -832101.293771 + Penalty 1753.260912 = -830348.032859 nChanged 8 SP:Iteration 53Q (1080.670528 sec): 3 clusters Score: Raw -832102.520301 + Penalty 1753.260912 = -830349.259389 nChanged 9 SP:Iteration 54Q (1080.730861 sec): 3 clusters Score: Raw -832104.873864 + Penalty 1753.260912 = -830351.612952 nChanged 10 SP:Iteration 55Q (1080.790817 sec): 3 clusters Score: Raw -832106.695342 + Penalty 1753.260912 = -830353.434430 nChanged 10 SP:Iteration 56Q (1080.846868 sec): 3 clusters Score: Raw -832107.940549 + Penalty 1753.260912 = -830354.679637 nChanged 8 SP:Iteration 57Q (1080.904999 sec): 3 clusters Score: Raw -832109.084567 + Penalty 1753.260912 = -830355.823655 nChanged 10 SP:Iteration 58Q (1080.957961 sec): 3 clusters Score: Raw -832110.899494 + Penalty 1753.260912 = -830357.638583 nChanged 23 SP:Iteration 59Q (1081.019852 sec): 3 clusters Score: Raw -832115.279784 + Penalty 1753.260912 = -830362.018873 nChanged 21 SP:Iteration 60F (1081.077825 sec): 3 clusters Score: Raw -832118.789732 + Penalty 1753.260912 = -830365.528820 nChanged 14 SP:Iteration 61Q (1081.127172 sec): 3 clusters Score: Raw -832121.006804 + Penalty 1753.260912 = -830367.745892 nChanged 16 SP:Iteration 62Q (1081.190144 sec): 3 clusters Score: Raw -832123.841044 + Penalty 1753.260912 = -830370.580132 nChanged 16 SP:Iteration 63Q (1081.254984 sec): 3 clusters Score: Raw -832126.700203 + Penalty 1753.260912 = -830373.439291 nChanged 14 SP:Iteration 64Q (1081.310718 sec): 3 clusters Score: Raw -832128.781100 + Penalty 1753.260912 = -830375.520188 nChanged 15 SP:Iteration 65Q (1081.371412 sec): 3 clusters Score: Raw -832131.422013 + Penalty 1753.260912 = -830378.161101 nChanged 13 SP:Iteration 66Q (1081.430184 sec): 3 clusters Score: Raw -832134.445493 + Penalty 1753.260912 = -830381.184581 nChanged 12 SP:Iteration 67Q (1081.489035 sec): 3 clusters Score: Raw -832136.190339 + Penalty 1753.260912 = -830382.929427 nChanged 8 SP:Iteration 68Q (1081.545269 sec): 3 clusters Score: Raw -832137.735516 + Penalty 1753.260912 = -830384.474604 nChanged 10 SP:Iteration 69Q (1081.591204 sec): 3 clusters Score: Raw -832139.641944 + Penalty 1753.260912 = -830386.381032 nChanged 9 SP:Iteration 70Q (1081.650152 sec): 3 clusters Score: Raw -832141.708231 + Penalty 1753.260912 = -830388.447319 nChanged 11 SP:Iteration 71Q (1081.700224 sec): 3 clusters Score: Raw -832143.638412 + Penalty 1753.260912 = -830390.377501 nChanged 14 SP:Iteration 72Q (1081.755343 sec): 3 clusters Score: Raw -832146.221796 + Penalty 1753.260912 = -830392.960885 nChanged 11 SP:Iteration 73Q (1081.812916 sec): 3 clusters Score: Raw -832148.000022 + Penalty 1753.260912 = -830394.739110 nChanged 7 SP:Iteration 74Q (1081.861578 sec): 3 clusters Score: Raw -832148.776523 + Penalty 1753.260912 = -830395.515611 nChanged 5 SP:Iteration 75Q (1081.917241 sec): 3 clusters Score: Raw -832149.494372 + Penalty 1753.260912 = -830396.233460 nChanged 4 SP:Iteration 76Q (1081.981000 sec): 3 clusters Score: Raw -832149.992514 + Penalty 1753.260912 = -830396.731602 nChanged 5 SP:Iteration 77Q (1082.029790 sec): 3 clusters Score: Raw -832150.763914 + Penalty 1753.260912 = -830397.503002 nChanged 5 SP:Iteration 78Q (1082.094178 sec): 3 clusters Score: Raw -832151.432893 + Penalty 1753.260912 = -830398.171981 nChanged 6 SP:Iteration 79Q (1082.151904 sec): 3 clusters Score: Raw -832152.226857 + Penalty 1753.260912 = -830398.965945 nChanged 3 SP:Iteration 80F (1082.205929 sec): 3 clusters Score: Raw -832152.426976 + Penalty 1753.260912 = -830399.166064 nChanged 4 SP:Iteration 81Q (1082.272085 sec): 3 clusters Score: Raw -832152.689860 + Penalty 1753.260912 = -830399.428948 nChanged 1 SP:Iteration 82Q (1082.327465 sec): 3 clusters Score: Raw -832152.773356 + Penalty 1753.260912 = -830399.512444 nChanged 1 SP:Iteration 83Q (1082.390255 sec): 3 clusters Score: Raw -832153.071087 + Penalty 1753.260912 = -830399.810175 nChanged 3 SP:Iteration 84Q (1082.448198 sec): 3 clusters Score: Raw -832153.464276 + Penalty 1753.260912 = -830400.203364 nChanged 3 SP:Iteration 85Q (1082.507431 sec): 3 clusters Score: Raw -832153.704697 + Penalty 1753.260912 = -830400.443785 nChanged 1 SP:Iteration 86Q (1082.560105 sec): 3 clusters Score: Raw -832153.738643 + Penalty 1753.260912 = -830400.477731 nChanged 1 SP:Iteration 87Q (1082.612865 sec): 3 clusters Score: Raw -832153.871390 + Penalty 1753.260912 = -830400.610478 nChanged 3 SP:Iteration 88Q (1082.679421 sec): 3 clusters Score: Raw -832154.222742 + Penalty 1753.260912 = -830400.961830 nChanged 4 SP:Iteration 89Q (1082.736872 sec): 3 clusters Score: Raw -832154.838718 + Penalty 1753.260912 = -830401.577806 nChanged 4 SP:Iteration 90Q (1082.783537 sec): 3 clusters Score: Raw -832155.100979 + Penalty 1753.260912 = -830401.840067 nChanged 2 SP:Iteration 91Q (1082.849043 sec): 3 clusters Score: Raw -832155.222357 + Penalty 1753.260912 = -830401.961445 nChanged 1 SP:Iteration 92Q (1082.909548 sec): 3 clusters Score: Raw -832155.295320 + Penalty 1753.260912 = -830402.034408 nChanged 0 SP:Iteration 93F (1082.967402 sec): 3 clusters Score: Raw -832155.295320 + Penalty 1753.260912 = -830402.034408 nChanged 0 Trying to split cluster 12 (971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1082.991592 sec): 2 clusters Score: Raw -75125.290532 + Penalty 653.441014 = -74471.849517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1083.040081 sec): 3 clusters Score: Raw -74747.143342 + Penalty 1306.882029 = -73440.261313 nChanged 316 SP:Iteration 1F (1083.085828 sec): 3 clusters Score: Raw -74992.739449 + Penalty 1306.882029 = -73685.857420 nChanged 88 SP:Iteration 2F (1083.129042 sec): 3 clusters Score: Raw -75066.161427 + Penalty 1306.882029 = -73759.279398 nChanged 44 SP:Iteration 3Q (1083.189797 sec): 3 clusters Score: Raw -75111.334731 + Penalty 1306.882029 = -73804.452702 nChanged 35 SP:Iteration 4Q (1083.237580 sec): 3 clusters Score: Raw -75147.515040 + Penalty 1306.882029 = -73840.633011 nChanged 24 SP:Iteration 5Q (1083.288505 sec): 3 clusters Score: Raw -75168.640872 + Penalty 1306.882029 = -73861.758843 nChanged 26 SP:Iteration 6Q (1083.340212 sec): 3 clusters Score: Raw -75185.123003 + Penalty 1306.882029 = -73878.240974 nChanged 22 SP:Iteration 7Q (1083.381183 sec): 3 clusters Score: Raw -75210.772708 + Penalty 1306.882029 = -73903.890679 nChanged 26 SP:Iteration 8Q (1083.429589 sec): 3 clusters Score: Raw -75236.177135 + Penalty 1306.882029 = -73929.295106 nChanged 24 SP:Iteration 9Q (1083.477903 sec): 3 clusters Score: Raw -75258.205095 + Penalty 1306.882029 = -73951.323066 nChanged 23 SP:Iteration 10Q (1083.514203 sec): 3 clusters Score: Raw -75284.668169 + Penalty 1306.882029 = -73977.786141 nChanged 26 SP:Iteration 11Q (1083.563944 sec): 3 clusters Score: Raw -75310.694987 + Penalty 1306.882029 = -74003.812958 nChanged 22 SP:Iteration 12Q (1083.604669 sec): 3 clusters Score: Raw -75334.280005 + Penalty 1306.882029 = -74027.397976 nChanged 15 SP:Iteration 13Q (1083.646999 sec): 3 clusters Score: Raw -75347.549930 + Penalty 1306.882029 = -74040.667901 nChanged 10 SP:Iteration 14Q (1083.690677 sec): 3 clusters Score: Raw -75355.040337 + Penalty 1306.882029 = -74048.158308 nChanged 6 SP:Iteration 15Q (1083.745703 sec): 3 clusters Score: Raw -75357.587176 + Penalty 1306.882029 = -74050.705147 nChanged 4 SP:Iteration 16Q (1083.782707 sec): 3 clusters Score: Raw -75360.368008 + Penalty 1306.882029 = -74053.485979 nChanged 5 SP:Iteration 17Q (1083.833264 sec): 3 clusters Score: Raw -75363.941745 + Penalty 1306.882029 = -74057.059716 nChanged 7 SP:Iteration 18Q (1083.873331 sec): 3 clusters Score: Raw -75367.762540 + Penalty 1306.882029 = -74060.880511 nChanged 5 SP:Iteration 19Q (1083.918004 sec): 3 clusters Score: Raw -75370.569378 + Penalty 1306.882029 = -74063.687349 nChanged 7 SP:Iteration 20F (1083.954921 sec): 3 clusters Score: Raw -75375.487952 + Penalty 1306.882029 = -74068.605923 nChanged 6 SP:Iteration 21Q (1084.005112 sec): 3 clusters Score: Raw -75378.495857 + Penalty 1306.882029 = -74071.613828 nChanged 3 SP:Iteration 22Q (1084.044129 sec): 3 clusters Score: Raw -75379.621770 + Penalty 1306.882029 = -74072.739741 nChanged 1 SP:Iteration 23Q (1084.090794 sec): 3 clusters Score: Raw -75380.149261 + Penalty 1306.882029 = -74073.267232 nChanged 0 SP:Iteration 24F (1084.150328 sec): 3 clusters Score: Raw -75380.149261 + Penalty 1306.882029 = -74073.267232 nChanged 0 Trying to split cluster 13 (3139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1084.176820 sec): 2 clusters Score: Raw -245247.011228 + Penalty 764.907658 = -244482.103570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1084.215594 sec): 3 clusters Score: Raw -243598.721869 + Penalty 1529.815316 = -242068.906553 nChanged 1300 SP:Iteration 1F (1084.276027 sec): 3 clusters Score: Raw -244309.752388 + Penalty 1529.815316 = -242779.937072 nChanged 215 SP:Iteration 2F (1084.325738 sec): 3 clusters Score: Raw -244413.231713 + Penalty 1529.815316 = -242883.416397 nChanged 152 SP:Iteration 3Q (1084.372812 sec): 3 clusters Score: Raw -244477.482070 + Penalty 1529.815316 = -242947.666754 nChanged 99 SP:Iteration 4Q (1084.416781 sec): 3 clusters Score: Raw -244512.867526 + Penalty 1529.815316 = -242983.052210 nChanged 80 SP:Iteration 5Q (1084.464688 sec): 3 clusters Score: Raw -244538.549964 + Penalty 1529.815316 = -243008.734648 nChanged 57 SP:Iteration 6Q (1084.504913 sec): 3 clusters Score: Raw -244557.388736 + Penalty 1529.815316 = -243027.573420 nChanged 59 SP:Iteration 7Q (1084.559019 sec): 3 clusters Score: Raw -244574.343984 + Penalty 1529.815316 = -243044.528669 nChanged 53 SP:Iteration 8Q (1084.608775 sec): 3 clusters Score: Raw -244591.585174 + Penalty 1529.815316 = -243061.769858 nChanged 54 SP:Iteration 9Q (1084.655044 sec): 3 clusters Score: Raw -244612.031976 + Penalty 1529.815316 = -243082.216660 nChanged 41 SP:Iteration 10Q (1084.691707 sec): 3 clusters Score: Raw -244623.261759 + Penalty 1529.815316 = -243093.446443 nChanged 36 SP:Iteration 11Q (1084.742249 sec): 3 clusters Score: Raw -244633.362301 + Penalty 1529.815316 = -243103.546985 nChanged 35 SP:Iteration 12Q (1084.796248 sec): 3 clusters Score: Raw -244643.725120 + Penalty 1529.815316 = -243113.909804 nChanged 34 SP:Iteration 13Q (1084.836418 sec): 3 clusters Score: Raw -244656.956894 + Penalty 1529.815316 = -243127.141578 nChanged 38 SP:Iteration 14Q (1084.886617 sec): 3 clusters Score: Raw -244670.639325 + Penalty 1529.815316 = -243140.824009 nChanged 33 SP:Iteration 15Q (1084.939906 sec): 3 clusters Score: Raw -244682.324829 + Penalty 1529.815316 = -243152.509513 nChanged 42 SP:Iteration 16Q (1084.993632 sec): 3 clusters Score: Raw -244694.090518 + Penalty 1529.815316 = -243164.275203 nChanged 45 SP:Iteration 17Q (1085.039330 sec): 3 clusters Score: Raw -244709.695651 + Penalty 1529.815316 = -243179.880335 nChanged 35 SP:Iteration 18Q (1085.097779 sec): 3 clusters Score: Raw -244723.543444 + Penalty 1529.815316 = -243193.728128 nChanged 39 SP:Iteration 19Q (1085.139536 sec): 3 clusters Score: Raw -244742.428860 + Penalty 1529.815316 = -243212.613544 nChanged 47 SP:Iteration 20F (1085.193508 sec): 3 clusters Score: Raw -244759.962563 + Penalty 1529.815316 = -243230.147247 nChanged 56 SP:Iteration 21Q (1085.240941 sec): 3 clusters Score: Raw -244783.024347 + Penalty 1529.815316 = -243253.209032 nChanged 62 SP:Iteration 22Q (1085.284618 sec): 3 clusters Score: Raw -244819.270173 + Penalty 1529.815316 = -243289.454857 nChanged 77 SP:Iteration 23Q (1085.326180 sec): 3 clusters Score: Raw -244861.317565 + Penalty 1529.815316 = -243331.502249 nChanged 84 SP:Iteration 24Q (1085.376322 sec): 3 clusters Score: Raw -244901.477523 + Penalty 1529.815316 = -243371.662207 nChanged 78 SP:Iteration 25Q (1085.422405 sec): 3 clusters Score: Raw -244935.886644 + Penalty 1529.815316 = -243406.071328 nChanged 71 SP:Iteration 26Q (1085.470553 sec): 3 clusters Score: Raw -244969.817537 + Penalty 1529.815316 = -243440.002221 nChanged 64 SP:Iteration 27Q (1085.520784 sec): 3 clusters Score: Raw -244998.921677 + Penalty 1529.815316 = -243469.106362 nChanged 55 SP:Iteration 28Q (1085.571230 sec): 3 clusters Score: Raw -245021.176446 + Penalty 1529.815316 = -243491.361130 nChanged 45 SP:Iteration 29Q (1085.617963 sec): 3 clusters Score: Raw -245041.658157 + Penalty 1529.815316 = -243511.842841 nChanged 47 SP:Iteration 30Q (1085.660672 sec): 3 clusters Score: Raw -245065.223748 + Penalty 1529.815316 = -243535.408433 nChanged 54 SP:Iteration 31Q (1085.707082 sec): 3 clusters Score: Raw -245092.591354 + Penalty 1529.815316 = -243562.776039 nChanged 43 SP:Iteration 32Q (1085.757370 sec): 3 clusters Score: Raw -245111.249191 + Penalty 1529.815316 = -243581.433875 nChanged 33 SP:Iteration 33Q (1085.806317 sec): 3 clusters Score: Raw -245126.280029 + Penalty 1529.815316 = -243596.464713 nChanged 36 SP:Iteration 34Q (1085.859849 sec): 3 clusters Score: Raw -245138.611036 + Penalty 1529.815316 = -243608.795720 nChanged 21 SP:Iteration 35Q (1085.910742 sec): 3 clusters Score: Raw -245147.420993 + Penalty 1529.815316 = -243617.605677 nChanged 30 SP:Iteration 36Q (1085.962057 sec): 3 clusters Score: Raw -245160.087072 + Penalty 1529.815316 = -243630.271756 nChanged 31 SP:Iteration 37Q (1086.009967 sec): 3 clusters Score: Raw -245172.623812 + Penalty 1529.815316 = -243642.808496 nChanged 22 SP:Iteration 38Q (1086.058913 sec): 3 clusters Score: Raw -245181.906116 + Penalty 1529.815316 = -243652.090800 nChanged 24 SP:Iteration 39Q (1086.109645 sec): 3 clusters Score: Raw -245189.905722 + Penalty 1529.815316 = -243660.090406 nChanged 20 SP:Iteration 40F (1086.159114 sec): 3 clusters Score: Raw -245197.854054 + Penalty 1529.815316 = -243668.038739 nChanged 25 SP:Iteration 41Q (1086.215832 sec): 3 clusters Score: Raw -245209.406846 + Penalty 1529.815316 = -243679.591530 nChanged 22 SP:Iteration 42Q (1086.264942 sec): 3 clusters Score: Raw -245217.182890 + Penalty 1529.815316 = -243687.367575 nChanged 23 SP:Iteration 43Q (1086.319375 sec): 3 clusters Score: Raw -245225.472737 + Penalty 1529.815316 = -243695.657421 nChanged 21 SP:Iteration 44Q (1086.367251 sec): 3 clusters Score: Raw -245234.225906 + Penalty 1529.815316 = -243704.410590 nChanged 16 SP:Iteration 45Q (1086.413605 sec): 3 clusters Score: Raw -245239.108939 + Penalty 1529.815316 = -243709.293624 nChanged 13 SP:Iteration 46Q (1086.469912 sec): 3 clusters Score: Raw -245243.905055 + Penalty 1529.815316 = -243714.089739 nChanged 20 SP:Iteration 47Q (1086.517760 sec): 3 clusters Score: Raw -245251.413232 + Penalty 1529.815316 = -243721.597916 nChanged 14 SP:Iteration 48Q (1086.567455 sec): 3 clusters Score: Raw -245257.427832 + Penalty 1529.815316 = -243727.612516 nChanged 14 SP:Iteration 49Q (1086.623911 sec): 3 clusters Score: Raw -245263.780474 + Penalty 1529.815316 = -243733.965158 nChanged 17 SP:Iteration 50Q (1086.659040 sec): 3 clusters Score: Raw -245270.612778 + Penalty 1529.815316 = -243740.797462 nChanged 16 SP:Iteration 51Q (1086.713166 sec): 3 clusters Score: Raw -245277.190385 + Penalty 1529.815316 = -243747.375069 nChanged 15 SP:Iteration 52Q (1086.769290 sec): 3 clusters Score: Raw -245281.822015 + Penalty 1529.815316 = -243752.006699 nChanged 8 SP:Iteration 53Q (1086.819857 sec): 3 clusters Score: Raw -245284.247815 + Penalty 1529.815316 = -243754.432499 nChanged 5 SP:Iteration 54Q (1086.860357 sec): 3 clusters Score: Raw -245285.788660 + Penalty 1529.815316 = -243755.973344 nChanged 7 SP:Iteration 55Q (1086.914440 sec): 3 clusters Score: Raw -245288.337699 + Penalty 1529.815316 = -243758.522383 nChanged 8 SP:Iteration 56Q (1086.968835 sec): 3 clusters Score: Raw -245290.821776 + Penalty 1529.815316 = -243761.006460 nChanged 8 SP:Iteration 57Q (1087.021635 sec): 3 clusters Score: Raw -245293.213409 + Penalty 1529.815316 = -243763.398093 nChanged 6 SP:Iteration 58Q (1087.072762 sec): 3 clusters Score: Raw -245294.557269 + Penalty 1529.815316 = -243764.741953 nChanged 3 SP:Iteration 59Q (1087.123360 sec): 3 clusters Score: Raw -245295.177704 + Penalty 1529.815316 = -243765.362388 nChanged 4 SP:Iteration 60F (1087.169707 sec): 3 clusters Score: Raw -245295.817411 + Penalty 1529.815316 = -243766.002096 nChanged 0 Trying to split cluster 14 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1087.193351 sec): 2 clusters Score: Raw -49498.317370 + Penalty 620.156002 = -48878.161368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1087.242732 sec): 3 clusters Score: Raw -49268.475961 + Penalty 1240.312004 = -48028.163957 nChanged 225 SP:Iteration 1F (1087.284787 sec): 3 clusters Score: Raw -49474.652189 + Penalty 1240.312004 = -48234.340185 nChanged 57 SP:Iteration 2F (1087.340419 sec): 3 clusters Score: Raw -49535.167019 + Penalty 1240.312004 = -48294.855015 nChanged 40 SP:Iteration 3F (1087.382206 sec): 3 clusters Score: Raw -49601.667981 + Penalty 1240.312004 = -48361.355976 nChanged 35 SP:Iteration 4F (1087.433085 sec): 3 clusters Score: Raw -49655.268768 + Penalty 1240.312004 = -48414.956764 nChanged 30 SP:Iteration 5Q (1087.484629 sec): 3 clusters Score: Raw -49687.127000 + Penalty 1240.312004 = -48446.814995 nChanged 21 SP:Iteration 6Q (1087.538160 sec): 3 clusters Score: Raw -49722.615384 + Penalty 1240.312004 = -48482.303379 nChanged 18 SP:Iteration 7Q (1087.585443 sec): 3 clusters Score: Raw -49750.641144 + Penalty 1240.312004 = -48510.329139 nChanged 19 SP:Iteration 8Q (1087.636486 sec): 3 clusters Score: Raw -49780.752404 + Penalty 1240.312004 = -48540.440400 nChanged 14 SP:Iteration 9Q (1087.689136 sec): 3 clusters Score: Raw -49806.499414 + Penalty 1240.312004 = -48566.187409 nChanged 19 SP:Iteration 10Q (1087.725620 sec): 3 clusters Score: Raw -49839.406881 + Penalty 1240.312004 = -48599.094877 nChanged 11 SP:Iteration 11Q (1087.781017 sec): 3 clusters Score: Raw -49861.258648 + Penalty 1240.312004 = -48620.946644 nChanged 11 SP:Iteration 12Q (1087.830154 sec): 3 clusters Score: Raw -49881.612705 + Penalty 1240.312004 = -48641.300701 nChanged 11 SP:Iteration 13Q (1087.880429 sec): 3 clusters Score: Raw -49897.004063 + Penalty 1240.312004 = -48656.692059 nChanged 9 SP:Iteration 14Q (1087.928925 sec): 3 clusters Score: Raw -49909.143642 + Penalty 1240.312004 = -48668.831637 nChanged 5 SP:Iteration 15Q (1087.982551 sec): 3 clusters Score: Raw -49923.260662 + Penalty 1240.312004 = -48682.948657 nChanged 4 SP:Iteration 16Q (1088.028881 sec): 3 clusters Score: Raw -49928.589247 + Penalty 1240.312004 = -48688.277242 nChanged 1 SP:Iteration 17Q (1088.070981 sec): 3 clusters Score: Raw -49929.901084 + Penalty 1240.312004 = -48689.589080 nChanged 0 SP:Iteration 18F (1088.120769 sec): 3 clusters Score: Raw -49929.901084 + Penalty 1240.312004 = -48689.589080 nChanged 0 Trying to split cluster 15 (60374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.206478 sec): 2 clusters Score: Raw -4851166.681213 + Penalty 1045.789814 = -4850120.891399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.325073 sec): 3 clusters Score: Raw -4811945.567377 + Penalty 2091.579627 = -4809853.987750 nChanged 28820 SP:Iteration 1F (1088.435778 sec): 3 clusters Score: Raw -4829050.615139 + Penalty 2091.579627 = -4826959.035512 nChanged 2207 SP:Iteration 2Q (1088.548308 sec): 3 clusters Score: Raw -4829669.922287 + Penalty 2091.579627 = -4827578.342660 nChanged 2332 SP:Iteration 3Q (1088.682963 sec): 3 clusters Score: Raw -4830417.716530 + Penalty 2091.579627 = -4828326.136903 nChanged 2587 SP:Iteration 4Q (1088.807020 sec): 3 clusters Score: Raw -4831389.492489 + Penalty 2091.579627 = -4829297.912862 nChanged 2801 SP:Iteration 5Q (1088.928194 sec): 3 clusters Score: Raw -4832654.754405 + Penalty 2091.579627 = -4830563.174778 nChanged 3012 SP:Iteration 6Q (1089.044374 sec): 3 clusters Score: Raw -4834335.463783 + Penalty 2091.579627 = -4832243.884156 nChanged 3333 SP:Iteration 7F (1089.172521 sec): 3 clusters Score: Raw -4836622.630056 + Penalty 2091.579627 = -4834531.050429 nChanged 3541 SP:Iteration 8F (1089.282425 sec): 3 clusters Score: Raw -4839275.263607 + Penalty 2091.579627 = -4837183.683980 nChanged 3267 SP:Iteration 9F (1089.416585 sec): 3 clusters Score: Raw -4841404.861616 + Penalty 2091.579627 = -4839313.281989 nChanged 2490 SP:Iteration 10Q (1089.536338 sec): 3 clusters Score: Raw -4842506.794959 + Penalty 2091.579627 = -4840415.215332 nChanged 1484 SP:Iteration 11Q (1089.646292 sec): 3 clusters Score: Raw -4842972.083655 + Penalty 2091.579627 = -4840880.504028 nChanged 994 SP:Iteration 12Q (1089.773467 sec): 3 clusters Score: Raw -4843230.140080 + Penalty 2091.579627 = -4841138.560453 nChanged 853 SP:Iteration 13Q (1089.892420 sec): 3 clusters Score: Raw -4843469.442268 + Penalty 2091.579627 = -4841377.862641 nChanged 915 SP:Iteration 14Q (1090.012181 sec): 3 clusters Score: Raw -4843726.868528 + Penalty 2091.579627 = -4841635.288901 nChanged 910 SP:Iteration 15Q (1090.124206 sec): 3 clusters Score: Raw -4843984.615366 + Penalty 2091.579627 = -4841893.035738 nChanged 906 SP:Iteration 16Q (1090.247484 sec): 3 clusters Score: Raw -4844256.785972 + Penalty 2091.579627 = -4842165.206344 nChanged 994 SP:Iteration 17Q (1090.367892 sec): 3 clusters Score: Raw -4844578.606464 + Penalty 2091.579627 = -4842487.026837 nChanged 1029 SP:Iteration 18Q (1090.486830 sec): 3 clusters Score: Raw -4844937.891452 + Penalty 2091.579627 = -4842846.311825 nChanged 1086 SP:Iteration 19Q (1090.601034 sec): 3 clusters Score: Raw -4845358.113561 + Penalty 2091.579627 = -4843266.533934 nChanged 1103 SP:Iteration 20F (1090.722728 sec): 3 clusters Score: Raw -4845811.825832 + Penalty 2091.579627 = -4843720.246205 nChanged 1122 SP:Iteration 21Q (1090.832018 sec): 3 clusters Score: Raw -4846332.658380 + Penalty 2091.579627 = -4844241.078753 nChanged 1195 SP:Iteration 22Q (1090.938742 sec): 3 clusters Score: Raw -4846926.586501 + Penalty 2091.579627 = -4844835.006874 nChanged 1181 SP:Iteration 23Q (1091.061483 sec): 3 clusters Score: Raw -4847554.176906 + Penalty 2091.579627 = -4845462.597279 nChanged 1129 SP:Iteration 24Q (1091.168667 sec): 3 clusters Score: Raw -4848221.810175 + Penalty 2091.579627 = -4846130.230547 nChanged 1032 SP:Iteration 25Q (1091.281423 sec): 3 clusters Score: Raw -4848853.070417 + Penalty 2091.579627 = -4846761.490789 nChanged 894 SP:Iteration 26Q (1091.378627 sec): 3 clusters Score: Raw -4849401.938734 + Penalty 2091.579627 = -4847310.359107 nChanged 768 SP:Iteration 27Q (1091.495530 sec): 3 clusters Score: Raw -4849896.506041 + Penalty 2091.579627 = -4847804.926414 nChanged 658 SP:Iteration 28Q (1091.589391 sec): 3 clusters Score: Raw -4850304.525614 + Penalty 2091.579627 = -4848212.945986 nChanged 509 SP:Iteration 29Q (1091.705443 sec): 3 clusters Score: Raw -4850606.964087 + Penalty 2091.579627 = -4848515.384460 nChanged 396 SP:Iteration 30Q (1091.806128 sec): 3 clusters Score: Raw -4850821.128019 + Penalty 2091.579627 = -4848729.548392 nChanged 307 SP:Iteration 31Q (1091.913893 sec): 3 clusters Score: Raw -4850961.072166 + Penalty 2091.579627 = -4848869.492539 nChanged 246 SP:Iteration 32Q (1092.018392 sec): 3 clusters Score: Raw -4851066.409877 + Penalty 2091.579627 = -4848974.830250 nChanged 206 SP:Iteration 33Q (1092.120945 sec): 3 clusters Score: Raw -4851157.057218 + Penalty 2091.579627 = -4849065.477591 nChanged 170 SP:Iteration 34Q (1092.222640 sec): 3 clusters Score: Raw -4851219.920047 + Penalty 2091.579627 = -4849128.340420 nChanged 119 SP:Iteration 35Q (1092.317930 sec): 3 clusters Score: Raw -4851259.726632 + Penalty 2091.579627 = -4849168.147005 nChanged 101 SP:Iteration 36Q (1092.418731 sec): 3 clusters Score: Raw -4851291.542994 + Penalty 2091.579627 = -4849199.963367 nChanged 77 SP:Iteration 37Q (1092.525529 sec): 3 clusters Score: Raw -4851315.841779 + Penalty 2091.579627 = -4849224.262152 nChanged 63 SP:Iteration 38Q (1092.627625 sec): 3 clusters Score: Raw -4851336.294369 + Penalty 2091.579627 = -4849244.714742 nChanged 57 SP:Iteration 39Q (1092.736230 sec): 3 clusters Score: Raw -4851354.368884 + Penalty 2091.579627 = -4849262.789256 nChanged 43 SP:Iteration 40F (1092.844974 sec): 3 clusters Score: Raw -4851368.134155 + Penalty 2091.579627 = -4849276.554528 nChanged 38 SP:Iteration 41Q (1092.959667 sec): 3 clusters Score: Raw -4851378.355974 + Penalty 2091.579627 = -4849286.776346 nChanged 32 SP:Iteration 42Q (1093.064558 sec): 3 clusters Score: Raw -4851388.750167 + Penalty 2091.579627 = -4849297.170540 nChanged 37 SP:Iteration 43Q (1093.154079 sec): 3 clusters Score: Raw -4851400.454305 + Penalty 2091.579627 = -4849308.874677 nChanged 38 SP:Iteration 44Q (1093.268837 sec): 3 clusters Score: Raw -4851413.821185 + Penalty 2091.579627 = -4849322.241557 nChanged 28 SP:Iteration 45Q (1093.368341 sec): 3 clusters Score: Raw -4851421.504495 + Penalty 2091.579627 = -4849329.924867 nChanged 18 SP:Iteration 46Q (1093.469845 sec): 3 clusters Score: Raw -4851425.581464 + Penalty 2091.579627 = -4849334.001837 nChanged 11 SP:Iteration 47Q (1093.568709 sec): 3 clusters Score: Raw -4851427.107025 + Penalty 2091.579627 = -4849335.527397 nChanged 6 SP:Iteration 48Q (1093.671509 sec): 3 clusters Score: Raw -4851428.462056 + Penalty 2091.579627 = -4849336.882428 nChanged 11 SP:Iteration 49Q (1093.774456 sec): 3 clusters Score: Raw -4851431.943906 + Penalty 2091.579627 = -4849340.364278 nChanged 7 SP:Iteration 50Q (1093.881966 sec): 3 clusters Score: Raw -4851434.599859 + Penalty 2091.579627 = -4849343.020232 nChanged 8 SP:Iteration 51Q (1093.981030 sec): 3 clusters Score: Raw -4851436.829980 + Penalty 2091.579627 = -4849345.250353 nChanged 3 SP:Iteration 52Q (1094.083793 sec): 3 clusters Score: Raw -4851437.713462 + Penalty 2091.579627 = -4849346.133835 nChanged 6 SP:Iteration 53Q (1094.182239 sec): 3 clusters Score: Raw -4851438.810786 + Penalty 2091.579627 = -4849347.231159 nChanged 3 SP:Iteration 54Q (1094.290143 sec): 3 clusters Score: Raw -4851439.506740 + Penalty 2091.579627 = -4849347.927113 nChanged 0 SP:Iteration 55F (1094.408386 sec): 3 clusters Score: Raw -4851439.506740 + Penalty 2091.579627 = -4849347.927113 nChanged 0 Trying to split cluster 16 (18099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1094.453018 sec): 2 clusters Score: Raw -1436530.280281 + Penalty 931.343137 = -1435598.937144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1094.521584 sec): 3 clusters Score: Raw -1425264.392754 + Penalty 1862.686274 = -1423401.706480 nChanged 8386 SP:Iteration 1F (1094.582857 sec): 3 clusters Score: Raw -1430038.127621 + Penalty 1862.686274 = -1428175.441347 nChanged 943 SP:Iteration 2F (1094.665330 sec): 3 clusters Score: Raw -1430437.974023 + Penalty 1862.686274 = -1428575.287749 nChanged 987 SP:Iteration 3F (1094.736312 sec): 3 clusters Score: Raw -1430977.998672 + Penalty 1862.686274 = -1429115.312398 nChanged 1139 SP:Iteration 4F (1094.805914 sec): 3 clusters Score: Raw -1431768.845941 + Penalty 1862.686274 = -1429906.159667 nChanged 1314 SP:Iteration 5F (1094.864261 sec): 3 clusters Score: Raw -1432837.489567 + Penalty 1862.686274 = -1430974.803293 nChanged 1327 SP:Iteration 6F (1094.941850 sec): 3 clusters Score: Raw -1434015.954753 + Penalty 1862.686274 = -1432153.268479 nChanged 1142 SP:Iteration 7F (1095.014405 sec): 3 clusters Score: Raw -1435070.232200 + Penalty 1862.686274 = -1433207.545926 nChanged 791 SP:Iteration 8Q (1095.075103 sec): 3 clusters Score: Raw -1435820.287327 + Penalty 1862.686274 = -1433957.601054 nChanged 505 SP:Iteration 9Q (1095.153739 sec): 3 clusters Score: Raw -1436302.848357 + Penalty 1862.686274 = -1434440.162083 nChanged 192 SP:Iteration 10Q (1095.207596 sec): 3 clusters Score: Raw -1436492.110966 + Penalty 1862.686274 = -1434629.424692 nChanged 68 SP:Iteration 11Q (1095.277893 sec): 3 clusters Score: Raw -1436574.290708 + Penalty 1862.686274 = -1434711.604434 nChanged 25 SP:Iteration 12Q (1095.342263 sec): 3 clusters Score: Raw -1436605.496829 + Penalty 1862.686274 = -1434742.810555 nChanged 12 SP:Iteration 13Q (1095.404004 sec): 3 clusters Score: Raw -1436627.567819 + Penalty 1862.686274 = -1434764.881545 nChanged 4 SP:Iteration 14Q (1095.464464 sec): 3 clusters Score: Raw -1436638.386470 + Penalty 1862.686274 = -1434775.700196 nChanged 2 SP:Iteration 15Q (1095.531007 sec): 3 clusters Score: Raw -1436643.348580 + Penalty 1862.686274 = -1434780.662306 nChanged 3 SP:Iteration 16Q (1095.593498 sec): 3 clusters Score: Raw -1436644.935588 + Penalty 1862.686274 = -1434782.249314 nChanged 0 SP:Iteration 17F (1095.660784 sec): 3 clusters Score: Raw -1436644.935588 + Penalty 1862.686274 = -1434782.249314 nChanged 0 Trying to split cluster 17 (577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1095.684980 sec): 2 clusters Score: Raw -42789.357540 + Penalty 603.995015 = -42185.362525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1095.737998 sec): 3 clusters Score: Raw -42614.209377 + Penalty 1207.990031 = -41406.219347 nChanged 178 SP:Iteration 1F (1095.775436 sec): 3 clusters Score: Raw -42779.755883 + Penalty 1207.990031 = -41571.765853 nChanged 36 SP:Iteration 2F (1095.828544 sec): 3 clusters Score: Raw -42810.111662 + Penalty 1207.990031 = -41602.121632 nChanged 12 SP:Iteration 3Q (1095.870900 sec): 3 clusters Score: Raw -42818.853464 + Penalty 1207.990031 = -41610.863433 nChanged 9 SP:Iteration 4Q (1095.913829 sec): 3 clusters Score: Raw -42827.651831 + Penalty 1207.990031 = -41619.661801 nChanged 8 SP:Iteration 5Q (1095.954525 sec): 3 clusters Score: Raw -42836.028978 + Penalty 1207.990031 = -41628.038947 nChanged 10 SP:Iteration 6Q (1095.999148 sec): 3 clusters Score: Raw -42845.521675 + Penalty 1207.990031 = -41637.531645 nChanged 5 SP:Iteration 7Q (1096.043598 sec): 3 clusters Score: Raw -42852.121413 + Penalty 1207.990031 = -41644.131382 nChanged 12 SP:Iteration 8Q (1096.076176 sec): 3 clusters Score: Raw -42868.716611 + Penalty 1207.990031 = -41660.726581 nChanged 11 SP:Iteration 9Q (1096.119143 sec): 3 clusters Score: Raw -42883.057562 + Penalty 1207.990031 = -41675.067532 nChanged 9 SP:Iteration 10Q (1096.163590 sec): 3 clusters Score: Raw -42896.495442 + Penalty 1207.990031 = -41688.505411 nChanged 6 SP:Iteration 11Q (1096.211574 sec): 3 clusters Score: Raw -42903.138286 + Penalty 1207.990031 = -41695.148255 nChanged 7 SP:Iteration 12Q (1096.254609 sec): 3 clusters Score: Raw -42908.242329 + Penalty 1207.990031 = -41700.252298 nChanged 2 SP:Iteration 13Q (1096.297528 sec): 3 clusters Score: Raw -42909.718202 + Penalty 1207.990031 = -41701.728171 nChanged 1 SP:Iteration 14Q (1096.331571 sec): 3 clusters Score: Raw -42910.343772 + Penalty 1207.990031 = -41702.353741 nChanged 2 SP:Iteration 15Q (1096.378955 sec): 3 clusters Score: Raw -42911.300091 + Penalty 1207.990031 = -41703.310061 nChanged 1 SP:Iteration 16Q (1096.421175 sec): 3 clusters Score: Raw -42912.063519 + Penalty 1207.990031 = -41704.073488 nChanged 1 SP:Iteration 17Q (1096.467742 sec): 3 clusters Score: Raw -42912.713013 + Penalty 1207.990031 = -41704.722982 nChanged 1 SP:Iteration 18Q (1096.510002 sec): 3 clusters Score: Raw -42913.193803 + Penalty 1207.990031 = -41705.203772 nChanged 1 SP:Iteration 19Q (1096.553137 sec): 3 clusters Score: Raw -42913.793400 + Penalty 1207.990031 = -41705.803369 nChanged 0 SP:Iteration 20F (1096.585587 sec): 3 clusters Score: Raw -42913.793400 + Penalty 1207.990031 = -41705.803369 nChanged 0 Trying to split cluster 18 (12418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1096.622352 sec): 2 clusters Score: Raw -950445.295529 + Penalty 895.555720 = -949549.739809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1096.693505 sec): 3 clusters Score: Raw -942884.909559 + Penalty 1791.111439 = -941093.798120 nChanged 5657 SP:Iteration 1F (1096.745643 sec): 3 clusters Score: Raw -946314.699837 + Penalty 1791.111439 = -944523.588398 nChanged 802 SP:Iteration 2F (1096.808296 sec): 3 clusters Score: Raw -946806.993969 + Penalty 1791.111439 = -945015.882530 nChanged 816 SP:Iteration 3F (1096.883690 sec): 3 clusters Score: Raw -947407.332558 + Penalty 1791.111439 = -945616.221119 nChanged 931 SP:Iteration 4F (1096.942590 sec): 3 clusters Score: Raw -948136.761112 + Penalty 1791.111439 = -946345.649673 nChanged 872 SP:Iteration 5F (1097.002937 sec): 3 clusters Score: Raw -948819.966385 + Penalty 1791.111439 = -947028.854946 nChanged 701 SP:Iteration 6F (1097.065515 sec): 3 clusters Score: Raw -949308.253616 + Penalty 1791.111439 = -947517.142176 nChanged 572 SP:Iteration 7Q (1097.134220 sec): 3 clusters Score: Raw -949670.524879 + Penalty 1791.111439 = -947879.413440 nChanged 390 SP:Iteration 8Q (1097.183933 sec): 3 clusters Score: Raw -949921.194938 + Penalty 1791.111439 = -948130.083499 nChanged 326 SP:Iteration 9Q (1097.245807 sec): 3 clusters Score: Raw -950167.366822 + Penalty 1791.111439 = -948376.255383 nChanged 276 SP:Iteration 10Q (1097.321742 sec): 3 clusters Score: Raw -950405.590595 + Penalty 1791.111439 = -948614.479156 nChanged 240 SP:Iteration 11Q (1097.374365 sec): 3 clusters Score: Raw -950585.145965 + Penalty 1791.111439 = -948794.034526 nChanged 176 SP:Iteration 12Q (1097.443534 sec): 3 clusters Score: Raw -950675.953288 + Penalty 1791.111439 = -948884.841849 nChanged 140 SP:Iteration 13Q (1097.508898 sec): 3 clusters Score: Raw -950731.335349 + Penalty 1791.111439 = -948940.223910 nChanged 121 SP:Iteration 14Q (1097.571127 sec): 3 clusters Score: Raw -950767.406764 + Penalty 1791.111439 = -948976.295325 nChanged 86 SP:Iteration 15Q (1097.637304 sec): 3 clusters Score: Raw -950793.332475 + Penalty 1791.111439 = -949002.221036 nChanged 86 SP:Iteration 16Q (1097.699477 sec): 3 clusters Score: Raw -950818.949489 + Penalty 1791.111439 = -949027.838050 nChanged 87 SP:Iteration 17Q (1097.761494 sec): 3 clusters Score: Raw -950842.798839 + Penalty 1791.111439 = -949051.687400 nChanged 71 SP:Iteration 18Q (1097.822055 sec): 3 clusters Score: Raw -950861.429432 + Penalty 1791.111439 = -949070.317993 nChanged 65 SP:Iteration 19Q (1097.871826 sec): 3 clusters Score: Raw -950876.193869 + Penalty 1791.111439 = -949085.082429 nChanged 57 SP:Iteration 20F (1097.933004 sec): 3 clusters Score: Raw -950889.091248 + Penalty 1791.111439 = -949097.979809 nChanged 54 SP:Iteration 21Q (1097.993871 sec): 3 clusters Score: Raw -950901.015446 + Penalty 1791.111439 = -949109.904007 nChanged 48 SP:Iteration 22Q (1098.057073 sec): 3 clusters Score: Raw -950910.298139 + Penalty 1791.111439 = -949119.186700 nChanged 42 SP:Iteration 23Q (1098.113866 sec): 3 clusters Score: Raw -950919.355893 + Penalty 1791.111439 = -949128.244454 nChanged 33 SP:Iteration 24Q (1098.187539 sec): 3 clusters Score: Raw -950925.666155 + Penalty 1791.111439 = -949134.554716 nChanged 31 SP:Iteration 25Q (1098.243801 sec): 3 clusters Score: Raw -950931.606673 + Penalty 1791.111439 = -949140.495234 nChanged 30 SP:Iteration 26Q (1098.305541 sec): 3 clusters Score: Raw -950936.092014 + Penalty 1791.111439 = -949144.980575 nChanged 22 SP:Iteration 27Q (1098.353233 sec): 3 clusters Score: Raw -950938.904642 + Penalty 1791.111439 = -949147.793203 nChanged 18 SP:Iteration 28Q (1098.410476 sec): 3 clusters Score: Raw -950940.853040 + Penalty 1791.111439 = -949149.741601 nChanged 14 SP:Iteration 29Q (1098.481391 sec): 3 clusters Score: Raw -950942.539164 + Penalty 1791.111439 = -949151.427725 nChanged 10 SP:Iteration 30Q (1098.536331 sec): 3 clusters Score: Raw -950944.083813 + Penalty 1791.111439 = -949152.972374 nChanged 19 SP:Iteration 31Q (1098.599581 sec): 3 clusters Score: Raw -950946.518797 + Penalty 1791.111439 = -949155.407357 nChanged 19 SP:Iteration 32Q (1098.656619 sec): 3 clusters Score: Raw -950949.085271 + Penalty 1791.111439 = -949157.973832 nChanged 18 SP:Iteration 33Q (1098.713931 sec): 3 clusters Score: Raw -950951.242314 + Penalty 1791.111439 = -949160.130875 nChanged 12 SP:Iteration 34Q (1098.770336 sec): 3 clusters Score: Raw -950952.825816 + Penalty 1791.111439 = -949161.714377 nChanged 11 SP:Iteration 35Q (1098.821364 sec): 3 clusters Score: Raw -950954.220918 + Penalty 1791.111439 = -949163.109479 nChanged 9 SP:Iteration 36Q (1098.883501 sec): 3 clusters Score: Raw -950955.413834 + Penalty 1791.111439 = -949164.302394 nChanged 6 SP:Iteration 37Q (1098.940097 sec): 3 clusters Score: Raw -950956.470736 + Penalty 1791.111439 = -949165.359297 nChanged 8 SP:Iteration 38Q (1099.002287 sec): 3 clusters Score: Raw -950957.411594 + Penalty 1791.111439 = -949166.300154 nChanged 8 SP:Iteration 39Q (1099.072364 sec): 3 clusters Score: Raw -950958.361201 + Penalty 1791.111439 = -949167.249761 nChanged 9 SP:Iteration 40F (1099.120401 sec): 3 clusters Score: Raw -950959.175040 + Penalty 1791.111439 = -949168.063601 nChanged 5 SP:Iteration 41Q (1099.190174 sec): 3 clusters Score: Raw -950959.682200 + Penalty 1791.111439 = -949168.570761 nChanged 5 SP:Iteration 42Q (1099.253574 sec): 3 clusters Score: Raw -950960.249798 + Penalty 1791.111439 = -949169.138359 nChanged 2 SP:Iteration 43Q (1099.304551 sec): 3 clusters Score: Raw -950960.330670 + Penalty 1791.111439 = -949169.219231 nChanged 1 SP:Iteration 44Q (1099.377140 sec): 3 clusters Score: Raw -950960.346164 + Penalty 1791.111439 = -949169.234724 nChanged 0 SP:Iteration 45F (1099.429941 sec): 3 clusters Score: Raw -950960.346164 + Penalty 1791.111439 = -949169.234724 nChanged 0 Trying to split cluster 19 (8374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1099.473920 sec): 2 clusters Score: Raw -686666.294117 + Penalty 858.124260 = -685808.169857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1099.531203 sec): 3 clusters Score: Raw -681732.397439 + Penalty 1716.248520 = -680016.148919 nChanged 3719 SP:Iteration 1F (1099.589271 sec): 3 clusters Score: Raw -683784.107146 + Penalty 1716.248520 = -682067.858626 nChanged 507 SP:Iteration 2F (1099.640669 sec): 3 clusters Score: Raw -684010.151610 + Penalty 1716.248520 = -682293.903090 nChanged 449 SP:Iteration 3F (1099.698598 sec): 3 clusters Score: Raw -684198.230367 + Penalty 1716.248520 = -682481.981847 nChanged 392 SP:Iteration 4Q (1099.751402 sec): 3 clusters Score: Raw -684358.455950 + Penalty 1716.248520 = -682642.207430 nChanged 373 SP:Iteration 5Q (1099.821762 sec): 3 clusters Score: Raw -684514.764945 + Penalty 1716.248520 = -682798.516425 nChanged 375 SP:Iteration 6Q (1099.879547 sec): 3 clusters Score: Raw -684690.341373 + Penalty 1716.248520 = -682974.092853 nChanged 371 SP:Iteration 7Q (1099.934723 sec): 3 clusters Score: Raw -684882.918063 + Penalty 1716.248520 = -683166.669543 nChanged 387 SP:Iteration 8Q (1099.985601 sec): 3 clusters Score: Raw -685081.464868 + Penalty 1716.248520 = -683365.216348 nChanged 358 SP:Iteration 9Q (1100.047908 sec): 3 clusters Score: Raw -685273.359231 + Penalty 1716.248520 = -683557.110711 nChanged 348 SP:Iteration 10Q (1100.109957 sec): 3 clusters Score: Raw -685481.265031 + Penalty 1716.248520 = -683765.016511 nChanged 325 SP:Iteration 11Q (1100.168063 sec): 3 clusters Score: Raw -685696.505712 + Penalty 1716.248520 = -683980.257192 nChanged 286 SP:Iteration 12Q (1100.223012 sec): 3 clusters Score: Raw -685893.879855 + Penalty 1716.248520 = -684177.631335 nChanged 250 SP:Iteration 13Q (1100.270925 sec): 3 clusters Score: Raw -686095.427081 + Penalty 1716.248520 = -684379.178561 nChanged 233 SP:Iteration 14Q (1100.336442 sec): 3 clusters Score: Raw -686282.642057 + Penalty 1716.248520 = -684566.393537 nChanged 192 SP:Iteration 15Q (1100.388504 sec): 3 clusters Score: Raw -686423.394723 + Penalty 1716.248520 = -684707.146203 nChanged 146 SP:Iteration 16Q (1100.455965 sec): 3 clusters Score: Raw -686520.634091 + Penalty 1716.248520 = -684804.385571 nChanged 109 SP:Iteration 17Q (1100.501793 sec): 3 clusters Score: Raw -686573.611444 + Penalty 1716.248520 = -684857.362924 nChanged 80 SP:Iteration 18Q (1100.570444 sec): 3 clusters Score: Raw -686616.518568 + Penalty 1716.248520 = -684900.270048 nChanged 77 SP:Iteration 19Q (1100.628921 sec): 3 clusters Score: Raw -686653.772953 + Penalty 1716.248520 = -684937.524433 nChanged 65 SP:Iteration 20F (1100.687122 sec): 3 clusters Score: Raw -686681.472974 + Penalty 1716.248520 = -684965.224454 nChanged 43 SP:Iteration 21Q (1100.744188 sec): 3 clusters Score: Raw -686699.784464 + Penalty 1716.248520 = -684983.535944 nChanged 39 SP:Iteration 22Q (1100.788601 sec): 3 clusters Score: Raw -686717.156782 + Penalty 1716.248520 = -685000.908262 nChanged 40 SP:Iteration 23Q (1100.854870 sec): 3 clusters Score: Raw -686735.805965 + Penalty 1716.248520 = -685019.557446 nChanged 33 SP:Iteration 24Q (1100.915739 sec): 3 clusters Score: Raw -686751.502205 + Penalty 1716.248520 = -685035.253686 nChanged 28 SP:Iteration 25Q (1100.966436 sec): 3 clusters Score: Raw -686762.076979 + Penalty 1716.248520 = -685045.828459 nChanged 30 SP:Iteration 26Q (1101.024277 sec): 3 clusters Score: Raw -686774.558589 + Penalty 1716.248520 = -685058.310069 nChanged 29 SP:Iteration 27Q (1101.073636 sec): 3 clusters Score: Raw -686790.255471 + Penalty 1716.248520 = -685074.006951 nChanged 33 SP:Iteration 28Q (1101.137953 sec): 3 clusters Score: Raw -686805.964301 + Penalty 1716.248520 = -685089.715781 nChanged 30 SP:Iteration 29Q (1101.197792 sec): 3 clusters Score: Raw -686817.193166 + Penalty 1716.248520 = -685100.944647 nChanged 22 SP:Iteration 30Q (1101.255467 sec): 3 clusters Score: Raw -686825.263061 + Penalty 1716.248520 = -685109.014541 nChanged 16 SP:Iteration 31Q (1101.301428 sec): 3 clusters Score: Raw -686829.409263 + Penalty 1716.248520 = -685113.160743 nChanged 11 SP:Iteration 32Q (1101.360087 sec): 3 clusters Score: Raw -686833.069373 + Penalty 1716.248520 = -685116.820853 nChanged 12 SP:Iteration 33Q (1101.413550 sec): 3 clusters Score: Raw -686837.973163 + Penalty 1716.248520 = -685121.724643 nChanged 13 SP:Iteration 34Q (1101.468926 sec): 3 clusters Score: Raw -686842.735781 + Penalty 1716.248520 = -685126.487261 nChanged 10 SP:Iteration 35Q (1101.516957 sec): 3 clusters Score: Raw -686845.602633 + Penalty 1716.248520 = -685129.354113 nChanged 4 SP:Iteration 36Q (1101.577822 sec): 3 clusters Score: Raw -686846.506847 + Penalty 1716.248520 = -685130.258327 nChanged 3 SP:Iteration 37Q (1101.623566 sec): 3 clusters Score: Raw -686847.360369 + Penalty 1716.248520 = -685131.111849 nChanged 7 SP:Iteration 38Q (1101.683710 sec): 3 clusters Score: Raw -686851.256103 + Penalty 1716.248520 = -685135.007584 nChanged 11 SP:Iteration 39Q (1101.734463 sec): 3 clusters Score: Raw -686854.048466 + Penalty 1716.248520 = -685137.799946 nChanged 5 SP:Iteration 40F (1101.779473 sec): 3 clusters Score: Raw -686855.173962 + Penalty 1716.248520 = -685138.925442 nChanged 5 SP:Iteration 41Q (1101.838952 sec): 3 clusters Score: Raw -686856.939289 + Penalty 1716.248520 = -685140.690769 nChanged 8 SP:Iteration 42Q (1101.896691 sec): 3 clusters Score: Raw -686859.597614 + Penalty 1716.248520 = -685143.349094 nChanged 4 SP:Iteration 43Q (1101.953408 sec): 3 clusters Score: Raw -686861.561141 + Penalty 1716.248520 = -685145.312621 nChanged 7 SP:Iteration 44Q (1101.996347 sec): 3 clusters Score: Raw -686864.433905 + Penalty 1716.248520 = -685148.185385 nChanged 3 SP:Iteration 45Q (1102.057578 sec): 3 clusters Score: Raw -686864.859014 + Penalty 1716.248520 = -685148.610494 nChanged 3 SP:Iteration 46Q (1102.112298 sec): 3 clusters Score: Raw -686865.236345 + Penalty 1716.248520 = -685148.987825 nChanged 3 SP:Iteration 47Q (1102.169592 sec): 3 clusters Score: Raw -686865.717474 + Penalty 1716.248520 = -685149.468954 nChanged 0 SP:Iteration 48F (1102.216285 sec): 3 clusters Score: Raw -686865.717474 + Penalty 1716.248520 = -685149.468954 nChanged 0 Iteration 219Q (1103.452904 sec): 20 clusters Score: Raw -15313506.527455 + Penalty 22004.186170 = -15291502.341285 nChanged 19 Iteration 220F (1105.531867 sec): 20 clusters Score: Raw -15313507.493201 + Penalty 22004.186170 = -15291503.307032 nChanged 27 Iteration 221Q (1106.662860 sec): 20 clusters Score: Raw -15313509.191178 + Penalty 22004.186170 = -15291505.005009 nChanged 33 Iteration 222Q (1107.833926 sec): 20 clusters Score: Raw -15313510.964463 + Penalty 22004.186170 = -15291506.778293 nChanged 34 Iteration 223Q (1108.913277 sec): 20 clusters Score: Raw -15313512.566917 + Penalty 22004.186170 = -15291508.380747 nChanged 32 Iteration 224Q (1110.021933 sec): 20 clusters Score: Raw -15313514.033558 + Penalty 22004.186170 = -15291509.847389 nChanged 36 Iteration 225Q (1111.096878 sec): 20 clusters Score: Raw -15313515.899064 + Penalty 22004.186170 = -15291511.712894 nChanged 33 Iteration 226Q (1112.275714 sec): 20 clusters Score: Raw -15313517.303165 + Penalty 22004.186170 = -15291513.116995 nChanged 27 Iteration 227Q (1113.395896 sec): 20 clusters Score: Raw -15313518.514235 + Penalty 22004.186170 = -15291514.328066 nChanged 20 Iteration 228Q (1114.503043 sec): 20 clusters Score: Raw -15313519.720375 + Penalty 22004.186170 = -15291515.534206 nChanged 20 Iteration 229Q (1115.640512 sec): 20 clusters Score: Raw -15313520.665301 + Penalty 22004.186170 = -15291516.479132 nChanged 21 Iteration 230Q (1116.752090 sec): 20 clusters Score: Raw -15313521.357265 + Penalty 22004.186170 = -15291517.171096 nChanged 17 Iteration 231Q (1117.815054 sec): 20 clusters Score: Raw -15313522.102527 + Penalty 22004.186170 = -15291517.916358 nChanged 14 Iteration 232Q (1118.901181 sec): 20 clusters Score: Raw -15313522.544320 + Penalty 22004.186170 = -15291518.358150 nChanged 6 Iteration 233Q (1120.062437 sec): 20 clusters Score: Raw -15313522.782527 + Penalty 22004.186170 = -15291518.596357 nChanged 10 Iteration 234Q (1121.105882 sec): 20 clusters Score: Raw -15313523.112430 + Penalty 22004.186170 = -15291518.926260 nChanged 2 Iteration 235Q (1122.252264 sec): 20 clusters Score: Raw -15313523.272572 + Penalty 22004.186170 = -15291519.086403 nChanged 4 Iteration 236Q (1123.439715 sec): 20 clusters Score: Raw -15313523.549953 + Penalty 22004.186170 = -15291519.363783 nChanged 9 Iteration 237Q (1124.676075 sec): 20 clusters Score: Raw -15313524.164432 + Penalty 22004.186170 = -15291519.978263 nChanged 11 Iteration 238Q (1125.871777 sec): 20 clusters Score: Raw -15313524.776433 + Penalty 22004.186170 = -15291520.590263 nChanged 12 Iteration 239Q (1127.134424 sec): 20 clusters Score: Raw -15313525.333572 + Penalty 22004.186170 = -15291521.147402 nChanged 10 Iteration 240F (1129.258920 sec): 20 clusters Score: Raw -15313525.646800 + Penalty 22004.186170 = -15291521.460630 nChanged 8 Iteration 241Q (1130.370929 sec): 20 clusters Score: Raw -15313525.932312 + Penalty 22004.186170 = -15291521.746143 nChanged 7 Iteration 242Q (1131.507740 sec): 20 clusters Score: Raw -15313526.166166 + Penalty 22004.186170 = -15291521.979996 nChanged 4 Iteration 243Q (1132.734793 sec): 20 clusters Score: Raw -15313526.227644 + Penalty 22004.186170 = -15291522.041474 nChanged 5 Iteration 244Q (1133.889583 sec): 20 clusters Score: Raw -15313526.412190 + Penalty 22004.186170 = -15291522.226020 nChanged 3 Iteration 245Q (1135.067650 sec): 20 clusters Score: Raw -15313526.523646 + Penalty 22004.186170 = -15291522.337476 nChanged 3 Iteration 246Q (1136.246782 sec): 20 clusters Score: Raw -15313526.555987 + Penalty 22004.186170 = -15291522.369817 nChanged 1 Iteration 247Q (1137.408169 sec): 20 clusters Score: Raw -15313526.582283 + Penalty 22004.186170 = -15291522.396113 nChanged 1 Iteration 248Q (1138.499506 sec): 20 clusters Score: Raw -15313526.610601 + Penalty 22004.186170 = -15291522.424432 nChanged 0 Iteration 249F (1140.647371 sec): 20 clusters Score: Raw -15313526.610601 + Penalty 22004.186170 = -15291522.424432 nChanged 0 Compute initial score before splitting: Score: Raw -15313526.610601 + Penalty 22004.186170 = -15291522.424432 Trying to split cluster 1 (1422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1140.699842 sec): 2 clusters Score: Raw -114970.804538 + Penalty 689.682863 = -114281.121675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1140.733977 sec): 3 clusters Score: Raw -114319.839922 + Penalty 1379.365726 = -112940.474196 nChanged 518 SP:Iteration 1F (1140.778425 sec): 3 clusters Score: Raw -114617.647959 + Penalty 1379.365726 = -113238.282233 nChanged 90 SP:Iteration 2F (1140.822998 sec): 3 clusters Score: Raw -114672.223567 + Penalty 1379.365726 = -113292.857841 nChanged 62 SP:Iteration 3Q (1140.872030 sec): 3 clusters Score: Raw -114718.522872 + Penalty 1379.365726 = -113339.157146 nChanged 44 SP:Iteration 4Q (1140.909437 sec): 3 clusters Score: Raw -114751.436570 + Penalty 1379.365726 = -113372.070844 nChanged 38 SP:Iteration 5Q (1140.954133 sec): 3 clusters Score: Raw -114773.639057 + Penalty 1379.365726 = -113394.273331 nChanged 26 SP:Iteration 6Q (1141.002405 sec): 3 clusters Score: Raw -114787.365498 + Penalty 1379.365726 = -113407.999772 nChanged 25 SP:Iteration 7Q (1141.046893 sec): 3 clusters Score: Raw -114801.815737 + Penalty 1379.365726 = -113422.450011 nChanged 21 SP:Iteration 8Q (1141.093900 sec): 3 clusters Score: Raw -114816.494371 + Penalty 1379.365726 = -113437.128645 nChanged 25 SP:Iteration 9Q (1141.128055 sec): 3 clusters Score: Raw -114835.811808 + Penalty 1379.365726 = -113456.446082 nChanged 30 SP:Iteration 10Q (1141.179374 sec): 3 clusters Score: Raw -114856.005147 + Penalty 1379.365726 = -113476.639421 nChanged 30 SP:Iteration 11Q (1141.213352 sec): 3 clusters Score: Raw -114879.216891 + Penalty 1379.365726 = -113499.851165 nChanged 31 SP:Iteration 12Q (1141.259631 sec): 3 clusters Score: Raw -114901.946139 + Penalty 1379.365726 = -113522.580413 nChanged 22 SP:Iteration 13Q (1141.309909 sec): 3 clusters Score: Raw -114918.505298 + Penalty 1379.365726 = -113539.139572 nChanged 26 SP:Iteration 14Q (1141.353477 sec): 3 clusters Score: Raw -114938.901673 + Penalty 1379.365726 = -113559.535947 nChanged 19 SP:Iteration 15Q (1141.396245 sec): 3 clusters Score: Raw -114948.816577 + Penalty 1379.365726 = -113569.450851 nChanged 14 SP:Iteration 16Q (1141.446972 sec): 3 clusters Score: Raw -114956.569141 + Penalty 1379.365726 = -113577.203415 nChanged 10 SP:Iteration 17Q (1141.501310 sec): 3 clusters Score: Raw -114965.450363 + Penalty 1379.365726 = -113586.084637 nChanged 12 SP:Iteration 18Q (1141.537718 sec): 3 clusters Score: Raw -114973.328163 + Penalty 1379.365726 = -113593.962437 nChanged 10 SP:Iteration 19Q (1141.585518 sec): 3 clusters Score: Raw -114980.519982 + Penalty 1379.365726 = -113601.154256 nChanged 9 SP:Iteration 20F (1141.633694 sec): 3 clusters Score: Raw -114985.888339 + Penalty 1379.365726 = -113606.522613 nChanged 9 SP:Iteration 21Q (1141.682116 sec): 3 clusters Score: Raw -114994.851566 + Penalty 1379.365726 = -113615.485840 nChanged 8 SP:Iteration 22Q (1141.713972 sec): 3 clusters Score: Raw -114999.867103 + Penalty 1379.365726 = -113620.501377 nChanged 4 SP:Iteration 23Q (1141.768816 sec): 3 clusters Score: Raw -115002.620873 + Penalty 1379.365726 = -113623.255147 nChanged 3 SP:Iteration 24Q (1141.805958 sec): 3 clusters Score: Raw -115004.763499 + Penalty 1379.365726 = -113625.397773 nChanged 4 SP:Iteration 25Q (1141.848457 sec): 3 clusters Score: Raw -115008.862990 + Penalty 1379.365726 = -113629.497264 nChanged 1 SP:Iteration 26Q (1141.901058 sec): 3 clusters Score: Raw -115009.301008 + Penalty 1379.365726 = -113629.935282 nChanged 1 SP:Iteration 27Q (1141.945494 sec): 3 clusters Score: Raw -115009.602789 + Penalty 1379.365726 = -113630.237063 nChanged 1 SP:Iteration 28Q (1141.991876 sec): 3 clusters Score: Raw -115009.872903 + Penalty 1379.365726 = -113630.507177 nChanged 0 SP:Iteration 29F (1142.034342 sec): 3 clusters Score: Raw -115009.872903 + Penalty 1379.365726 = -113630.507177 nChanged 0 Trying to split cluster 2 (18499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1142.088956 sec): 2 clusters Score: Raw -1517869.836370 + Penalty 933.419836 = -1516936.416534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1142.161269 sec): 3 clusters Score: Raw -1506337.502593 + Penalty 1866.839672 = -1504470.662922 nChanged 8576 SP:Iteration 1F (1142.230620 sec): 3 clusters Score: Raw -1511425.953642 + Penalty 1866.839672 = -1509559.113971 nChanged 1166 SP:Iteration 2F (1142.298536 sec): 3 clusters Score: Raw -1512090.704546 + Penalty 1866.839672 = -1510223.864874 nChanged 1358 SP:Iteration 3F (1142.363771 sec): 3 clusters Score: Raw -1513056.412179 + Penalty 1866.839672 = -1511189.572508 nChanged 1539 SP:Iteration 4F (1142.429839 sec): 3 clusters Score: Raw -1514333.110013 + Penalty 1866.839672 = -1512466.270342 nChanged 1472 SP:Iteration 5F (1142.501039 sec): 3 clusters Score: Raw -1515691.766544 + Penalty 1866.839672 = -1513824.926873 nChanged 1127 SP:Iteration 6F (1142.561255 sec): 3 clusters Score: Raw -1516780.244817 + Penalty 1866.839672 = -1514913.405145 nChanged 802 SP:Iteration 7Q (1142.630151 sec): 3 clusters Score: Raw -1517518.793788 + Penalty 1866.839672 = -1515651.954117 nChanged 472 SP:Iteration 8Q (1142.707151 sec): 3 clusters Score: Raw -1517881.807111 + Penalty 1866.839672 = -1516014.967440 nChanged 285 SP:Iteration 9Q (1142.772941 sec): 3 clusters Score: Raw -1518071.730472 + Penalty 1866.839672 = -1516204.890800 nChanged 192 SP:Iteration 10Q (1142.840986 sec): 3 clusters Score: Raw -1518180.160865 + Penalty 1866.839672 = -1516313.321193 nChanged 143 SP:Iteration 11Q (1142.892597 sec): 3 clusters Score: Raw -1518233.417593 + Penalty 1866.839672 = -1516366.577922 nChanged 104 SP:Iteration 12Q (1142.968386 sec): 3 clusters Score: Raw -1518267.387797 + Penalty 1866.839672 = -1516400.548126 nChanged 78 SP:Iteration 13Q (1143.025943 sec): 3 clusters Score: Raw -1518288.972202 + Penalty 1866.839672 = -1516422.132530 nChanged 47 SP:Iteration 14Q (1143.099162 sec): 3 clusters Score: Raw -1518300.443739 + Penalty 1866.839672 = -1516433.604067 nChanged 45 SP:Iteration 15Q (1143.168806 sec): 3 clusters Score: Raw -1518311.360947 + Penalty 1866.839672 = -1516444.521275 nChanged 37 SP:Iteration 16Q (1143.238924 sec): 3 clusters Score: Raw -1518318.482175 + Penalty 1866.839672 = -1516451.642503 nChanged 46 SP:Iteration 17Q (1143.297321 sec): 3 clusters Score: Raw -1518328.296657 + Penalty 1866.839672 = -1516461.456985 nChanged 45 SP:Iteration 18Q (1143.365485 sec): 3 clusters Score: Raw -1518339.733513 + Penalty 1866.839672 = -1516472.893841 nChanged 39 SP:Iteration 19Q (1143.439114 sec): 3 clusters Score: Raw -1518348.786206 + Penalty 1866.839672 = -1516481.946534 nChanged 37 SP:Iteration 20F (1143.509995 sec): 3 clusters Score: Raw -1518356.918962 + Penalty 1866.839672 = -1516490.079290 nChanged 32 SP:Iteration 21Q (1143.573924 sec): 3 clusters Score: Raw -1518362.940977 + Penalty 1866.839672 = -1516496.101306 nChanged 35 SP:Iteration 22Q (1143.639690 sec): 3 clusters Score: Raw -1518369.085216 + Penalty 1866.839672 = -1516502.245544 nChanged 18 SP:Iteration 23Q (1143.720217 sec): 3 clusters Score: Raw -1518371.408898 + Penalty 1866.839672 = -1516504.569227 nChanged 15 SP:Iteration 24Q (1143.783053 sec): 3 clusters Score: Raw -1518374.171735 + Penalty 1866.839672 = -1516507.332064 nChanged 21 SP:Iteration 25Q (1143.841497 sec): 3 clusters Score: Raw -1518378.662282 + Penalty 1866.839672 = -1516511.822611 nChanged 28 SP:Iteration 26Q (1143.907331 sec): 3 clusters Score: Raw -1518383.174050 + Penalty 1866.839672 = -1516516.334378 nChanged 23 SP:Iteration 27Q (1143.984934 sec): 3 clusters Score: Raw -1518388.235931 + Penalty 1866.839672 = -1516521.396260 nChanged 18 SP:Iteration 28Q (1144.050274 sec): 3 clusters Score: Raw -1518391.994358 + Penalty 1866.839672 = -1516525.154686 nChanged 14 SP:Iteration 29Q (1144.114483 sec): 3 clusters Score: Raw -1518394.269851 + Penalty 1866.839672 = -1516527.430180 nChanged 11 SP:Iteration 30Q (1144.184068 sec): 3 clusters Score: Raw -1518395.701612 + Penalty 1866.839672 = -1516528.861940 nChanged 8 SP:Iteration 31Q (1144.245987 sec): 3 clusters Score: Raw -1518396.797755 + Penalty 1866.839672 = -1516529.958083 nChanged 7 SP:Iteration 32Q (1144.312097 sec): 3 clusters Score: Raw -1518397.634092 + Penalty 1866.839672 = -1516530.794420 nChanged 3 SP:Iteration 33Q (1144.381100 sec): 3 clusters Score: Raw -1518397.928954 + Penalty 1866.839672 = -1516531.089282 nChanged 2 SP:Iteration 34Q (1144.448530 sec): 3 clusters Score: Raw -1518398.092672 + Penalty 1866.839672 = -1516531.253000 nChanged 2 SP:Iteration 35Q (1144.511848 sec): 3 clusters Score: Raw -1518398.353837 + Penalty 1866.839672 = -1516531.514165 nChanged 4 SP:Iteration 36Q (1144.575487 sec): 3 clusters Score: Raw -1518399.193235 + Penalty 1866.839672 = -1516532.353563 nChanged 10 SP:Iteration 37Q (1144.630588 sec): 3 clusters Score: Raw -1518400.657120 + Penalty 1866.839672 = -1516533.817448 nChanged 11 SP:Iteration 38Q (1144.692971 sec): 3 clusters Score: Raw -1518402.475916 + Penalty 1866.839672 = -1516535.636244 nChanged 12 SP:Iteration 39Q (1144.762520 sec): 3 clusters Score: Raw -1518404.367424 + Penalty 1866.839672 = -1516537.527753 nChanged 13 SP:Iteration 40F (1144.836117 sec): 3 clusters Score: Raw -1518405.742778 + Penalty 1866.839672 = -1516538.903107 nChanged 7 SP:Iteration 41Q (1144.906843 sec): 3 clusters Score: Raw -1518406.479797 + Penalty 1866.839672 = -1516539.640126 nChanged 6 SP:Iteration 42Q (1144.970173 sec): 3 clusters Score: Raw -1518407.166111 + Penalty 1866.839672 = -1516540.326439 nChanged 3 SP:Iteration 43Q (1145.045484 sec): 3 clusters Score: Raw -1518407.561243 + Penalty 1866.839672 = -1516540.721572 nChanged 1 SP:Iteration 44Q (1145.110010 sec): 3 clusters Score: Raw -1518407.748486 + Penalty 1866.839672 = -1516540.908814 nChanged 3 SP:Iteration 45Q (1145.166595 sec): 3 clusters Score: Raw -1518408.068922 + Penalty 1866.839672 = -1516541.229250 nChanged 1 SP:Iteration 46Q (1145.244904 sec): 3 clusters Score: Raw -1518408.150389 + Penalty 1866.839672 = -1516541.310717 nChanged 0 SP:Iteration 47F (1145.303866 sec): 3 clusters Score: Raw -1518408.150389 + Penalty 1866.839672 = -1516541.310717 nChanged 0 Trying to split cluster 3 (2129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1145.330588 sec): 2 clusters Score: Raw -171984.923736 + Penalty 728.023728 = -171256.900008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1145.383724 sec): 3 clusters Score: Raw -170911.600541 + Penalty 1456.047456 = -169455.553085 nChanged 835 SP:Iteration 1F (1145.435121 sec): 3 clusters Score: Raw -171417.440659 + Penalty 1456.047456 = -169961.393203 nChanged 180 SP:Iteration 2F (1145.476968 sec): 3 clusters Score: Raw -171529.827927 + Penalty 1456.047456 = -170073.780470 nChanged 130 SP:Iteration 3F (1145.524825 sec): 3 clusters Score: Raw -171601.781853 + Penalty 1456.047456 = -170145.734397 nChanged 86 SP:Iteration 4Q (1145.563320 sec): 3 clusters Score: Raw -171650.374400 + Penalty 1456.047456 = -170194.326943 nChanged 73 SP:Iteration 5Q (1145.610755 sec): 3 clusters Score: Raw -171684.220175 + Penalty 1456.047456 = -170228.172719 nChanged 55 SP:Iteration 6Q (1145.664048 sec): 3 clusters Score: Raw -171711.139801 + Penalty 1456.047456 = -170255.092345 nChanged 40 SP:Iteration 7Q (1145.707876 sec): 3 clusters Score: Raw -171736.638931 + Penalty 1456.047456 = -170280.591475 nChanged 49 SP:Iteration 8Q (1145.766209 sec): 3 clusters Score: Raw -171767.350527 + Penalty 1456.047456 = -170311.303071 nChanged 41 SP:Iteration 9Q (1145.805292 sec): 3 clusters Score: Raw -171789.306359 + Penalty 1456.047456 = -170333.258903 nChanged 34 SP:Iteration 10Q (1145.849599 sec): 3 clusters Score: Raw -171807.955442 + Penalty 1456.047456 = -170351.907986 nChanged 27 SP:Iteration 11Q (1145.895724 sec): 3 clusters Score: Raw -171818.727931 + Penalty 1456.047456 = -170362.680475 nChanged 22 SP:Iteration 12Q (1145.942171 sec): 3 clusters Score: Raw -171828.479176 + Penalty 1456.047456 = -170372.431720 nChanged 23 SP:Iteration 13Q (1145.991108 sec): 3 clusters Score: Raw -171840.479050 + Penalty 1456.047456 = -170384.431594 nChanged 23 SP:Iteration 14Q (1146.033252 sec): 3 clusters Score: Raw -171852.995890 + Penalty 1456.047456 = -170396.948434 nChanged 25 SP:Iteration 15Q (1146.084766 sec): 3 clusters Score: Raw -171870.662659 + Penalty 1456.047456 = -170414.615203 nChanged 26 SP:Iteration 16Q (1146.124715 sec): 3 clusters Score: Raw -171887.049492 + Penalty 1456.047456 = -170431.002035 nChanged 25 SP:Iteration 17Q (1146.170519 sec): 3 clusters Score: Raw -171906.424736 + Penalty 1456.047456 = -170450.377280 nChanged 29 SP:Iteration 18Q (1146.222119 sec): 3 clusters Score: Raw -171931.776206 + Penalty 1456.047456 = -170475.728749 nChanged 32 SP:Iteration 19Q (1146.260538 sec): 3 clusters Score: Raw -171950.592131 + Penalty 1456.047456 = -170494.544675 nChanged 27 SP:Iteration 20F (1146.315991 sec): 3 clusters Score: Raw -171962.846878 + Penalty 1456.047456 = -170506.799422 nChanged 17 SP:Iteration 21Q (1146.359790 sec): 3 clusters Score: Raw -171969.814766 + Penalty 1456.047456 = -170513.767309 nChanged 19 SP:Iteration 22Q (1146.412098 sec): 3 clusters Score: Raw -171977.781950 + Penalty 1456.047456 = -170521.734494 nChanged 18 SP:Iteration 23Q (1146.465914 sec): 3 clusters Score: Raw -171985.164917 + Penalty 1456.047456 = -170529.117460 nChanged 10 SP:Iteration 24Q (1146.519128 sec): 3 clusters Score: Raw -171990.464385 + Penalty 1456.047456 = -170534.416928 nChanged 10 SP:Iteration 25Q (1146.570019 sec): 3 clusters Score: Raw -171994.843896 + Penalty 1456.047456 = -170538.796440 nChanged 9 SP:Iteration 26Q (1146.618878 sec): 3 clusters Score: Raw -171999.161602 + Penalty 1456.047456 = -170543.114145 nChanged 9 SP:Iteration 27Q (1146.668828 sec): 3 clusters Score: Raw -172005.983959 + Penalty 1456.047456 = -170549.936503 nChanged 11 SP:Iteration 28Q (1146.717390 sec): 3 clusters Score: Raw -172013.742977 + Penalty 1456.047456 = -170557.695520 nChanged 10 SP:Iteration 29Q (1146.761027 sec): 3 clusters Score: Raw -172019.060525 + Penalty 1456.047456 = -170563.013068 nChanged 9 SP:Iteration 30Q (1146.822271 sec): 3 clusters Score: Raw -172023.860011 + Penalty 1456.047456 = -170567.812555 nChanged 12 SP:Iteration 31Q (1146.873107 sec): 3 clusters Score: Raw -172030.028040 + Penalty 1456.047456 = -170573.980584 nChanged 13 SP:Iteration 32Q (1146.916245 sec): 3 clusters Score: Raw -172037.874066 + Penalty 1456.047456 = -170581.826610 nChanged 10 SP:Iteration 33Q (1146.968319 sec): 3 clusters Score: Raw -172043.534450 + Penalty 1456.047456 = -170587.486994 nChanged 10 SP:Iteration 34Q (1147.007027 sec): 3 clusters Score: Raw -172050.859679 + Penalty 1456.047456 = -170594.812222 nChanged 11 SP:Iteration 35Q (1147.060678 sec): 3 clusters Score: Raw -172062.004608 + Penalty 1456.047456 = -170605.957152 nChanged 9 SP:Iteration 36Q (1147.115158 sec): 3 clusters Score: Raw -172069.388196 + Penalty 1456.047456 = -170613.340739 nChanged 6 SP:Iteration 37Q (1147.169461 sec): 3 clusters Score: Raw -172073.174707 + Penalty 1456.047456 = -170617.127251 nChanged 5 SP:Iteration 38Q (1147.214662 sec): 3 clusters Score: Raw -172076.095614 + Penalty 1456.047456 = -170620.048158 nChanged 2 SP:Iteration 39Q (1147.264166 sec): 3 clusters Score: Raw -172077.326342 + Penalty 1456.047456 = -170621.278885 nChanged 1 SP:Iteration 40F (1147.314960 sec): 3 clusters Score: Raw -172078.432833 + Penalty 1456.047456 = -170622.385377 nChanged 1 SP:Iteration 41Q (1147.370541 sec): 3 clusters Score: Raw -172078.813164 + Penalty 1456.047456 = -170622.765708 nChanged 1 SP:Iteration 42Q (1147.421520 sec): 3 clusters Score: Raw -172079.142644 + Penalty 1456.047456 = -170623.095187 nChanged 0 SP:Iteration 43F (1147.466539 sec): 3 clusters Score: Raw -172079.142644 + Penalty 1456.047456 = -170623.095187 nChanged 0 Trying to split cluster 4 (7529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1147.504183 sec): 2 clusters Score: Raw -586047.004137 + Penalty 848.019163 = -585198.984974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1147.559088 sec): 3 clusters Score: Raw -581640.973993 + Penalty 1696.038327 = -579944.935666 nChanged 3328 SP:Iteration 1F (1147.621280 sec): 3 clusters Score: Raw -583700.890593 + Penalty 1696.038327 = -582004.852266 nChanged 605 SP:Iteration 2F (1147.679485 sec): 3 clusters Score: Raw -584101.216205 + Penalty 1696.038327 = -582405.177878 nChanged 530 SP:Iteration 3F (1147.730209 sec): 3 clusters Score: Raw -584500.493625 + Penalty 1696.038327 = -582804.455299 nChanged 498 SP:Iteration 4F (1147.785927 sec): 3 clusters Score: Raw -584845.903007 + Penalty 1696.038327 = -583149.864680 nChanged 423 SP:Iteration 5F (1147.847759 sec): 3 clusters Score: Raw -585133.329540 + Penalty 1696.038327 = -583437.291213 nChanged 379 SP:Iteration 6F (1147.895869 sec): 3 clusters Score: Raw -585380.878116 + Penalty 1696.038327 = -583684.839789 nChanged 319 SP:Iteration 7Q (1147.949935 sec): 3 clusters Score: Raw -585571.937637 + Penalty 1696.038327 = -583875.899310 nChanged 295 SP:Iteration 8Q (1147.992025 sec): 3 clusters Score: Raw -585749.940511 + Penalty 1696.038327 = -584053.902184 nChanged 247 SP:Iteration 9Q (1148.050281 sec): 3 clusters Score: Raw -585891.092131 + Penalty 1696.038327 = -584195.053804 nChanged 197 SP:Iteration 10Q (1148.107267 sec): 3 clusters Score: Raw -585972.726442 + Penalty 1696.038327 = -584276.688115 nChanged 146 SP:Iteration 11Q (1148.173166 sec): 3 clusters Score: Raw -586021.404981 + Penalty 1696.038327 = -584325.366654 nChanged 98 SP:Iteration 12Q (1148.226959 sec): 3 clusters Score: Raw -586048.475303 + Penalty 1696.038327 = -584352.436976 nChanged 82 SP:Iteration 13Q (1148.288721 sec): 3 clusters Score: Raw -586071.055090 + Penalty 1696.038327 = -584375.016763 nChanged 63 SP:Iteration 14Q (1148.343665 sec): 3 clusters Score: Raw -586084.816295 + Penalty 1696.038327 = -584388.777968 nChanged 51 SP:Iteration 15Q (1148.394677 sec): 3 clusters Score: Raw -586093.876158 + Penalty 1696.038327 = -584397.837831 nChanged 36 SP:Iteration 16Q (1148.461550 sec): 3 clusters Score: Raw -586100.060908 + Penalty 1696.038327 = -584404.022581 nChanged 29 SP:Iteration 17Q (1148.518938 sec): 3 clusters Score: Raw -586104.557822 + Penalty 1696.038327 = -584408.519495 nChanged 30 SP:Iteration 18Q (1148.578876 sec): 3 clusters Score: Raw -586109.045834 + Penalty 1696.038327 = -584413.007507 nChanged 27 SP:Iteration 19Q (1148.633689 sec): 3 clusters Score: Raw -586111.857338 + Penalty 1696.038327 = -584415.819011 nChanged 16 SP:Iteration 20F (1148.690274 sec): 3 clusters Score: Raw -586113.442835 + Penalty 1696.038327 = -584417.404509 nChanged 11 SP:Iteration 21Q (1148.745790 sec): 3 clusters Score: Raw -586114.387240 + Penalty 1696.038327 = -584418.348913 nChanged 4 SP:Iteration 22Q (1148.789132 sec): 3 clusters Score: Raw -586114.914742 + Penalty 1696.038327 = -584418.876415 nChanged 5 SP:Iteration 23Q (1148.841642 sec): 3 clusters Score: Raw -586115.395671 + Penalty 1696.038327 = -584419.357344 nChanged 4 SP:Iteration 24Q (1148.900745 sec): 3 clusters Score: Raw -586115.575100 + Penalty 1696.038327 = -584419.536773 nChanged 0 SP:Iteration 25F (1148.951019 sec): 3 clusters Score: Raw -586115.575100 + Penalty 1696.038327 = -584419.536773 nChanged 0 Trying to split cluster 5 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1148.973583 sec): 2 clusters Score: Raw -6323.406034 + Penalty 441.217135 = -5882.188899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1149.023083 sec): 3 clusters Score: Raw -6391.505834 + Penalty 882.434271 = -5509.071563 nChanged 12 SP:Iteration 1F (1149.063249 sec): 3 clusters Score: Raw -6433.093878 + Penalty 882.434271 = -5550.659608 nChanged 5 SP:Iteration 2Q (1149.110426 sec): 3 clusters Score: Raw -6455.617053 + Penalty 882.434271 = -5573.182782 nChanged 5 SP:Iteration 3Q (1149.149588 sec): 3 clusters Score: Raw -6488.615785 + Penalty 882.434271 = -5606.181514 nChanged 0 SP:Iteration 4F (1149.202388 sec): 3 clusters Score: Raw -6488.615785 + Penalty 882.434271 = -5606.181514 nChanged 0 Trying to split cluster 6 (12657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1149.235319 sec): 2 clusters Score: Raw -1039051.048055 + Penalty 897.366742 = -1038153.681313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1149.300080 sec): 3 clusters Score: Raw -1031395.360182 + Penalty 1794.733483 = -1029600.626699 nChanged 5725 SP:Iteration 1F (1149.361528 sec): 3 clusters Score: Raw -1034592.789347 + Penalty 1794.733483 = -1032798.055864 nChanged 728 SP:Iteration 2F (1149.413341 sec): 3 clusters Score: Raw -1034950.651337 + Penalty 1794.733483 = -1033155.917853 nChanged 783 SP:Iteration 3F (1149.484471 sec): 3 clusters Score: Raw -1035408.633104 + Penalty 1794.733483 = -1033613.899621 nChanged 874 SP:Iteration 4F (1149.536136 sec): 3 clusters Score: Raw -1036043.990548 + Penalty 1794.733483 = -1034249.257065 nChanged 964 SP:Iteration 5F (1149.606720 sec): 3 clusters Score: Raw -1036792.271825 + Penalty 1794.733483 = -1034997.538342 nChanged 884 SP:Iteration 6F (1149.663140 sec): 3 clusters Score: Raw -1037593.900485 + Penalty 1794.733483 = -1035799.167002 nChanged 751 SP:Iteration 7F (1149.736347 sec): 3 clusters Score: Raw -1038292.815067 + Penalty 1794.733483 = -1036498.081584 nChanged 488 SP:Iteration 8Q (1149.791082 sec): 3 clusters Score: Raw -1038681.471250 + Penalty 1794.733483 = -1036886.737767 nChanged 298 SP:Iteration 9Q (1149.850851 sec): 3 clusters Score: Raw -1038857.834126 + Penalty 1794.733483 = -1037063.100643 nChanged 187 SP:Iteration 10Q (1149.916902 sec): 3 clusters Score: Raw -1038951.101964 + Penalty 1794.733483 = -1037156.368481 nChanged 134 SP:Iteration 11Q (1149.977459 sec): 3 clusters Score: Raw -1039014.628213 + Penalty 1794.733483 = -1037219.894730 nChanged 94 SP:Iteration 12Q (1150.047795 sec): 3 clusters Score: Raw -1039050.678474 + Penalty 1794.733483 = -1037255.944991 nChanged 90 SP:Iteration 13Q (1150.097392 sec): 3 clusters Score: Raw -1039076.013055 + Penalty 1794.733483 = -1037281.279572 nChanged 65 SP:Iteration 14Q (1150.156127 sec): 3 clusters Score: Raw -1039095.810723 + Penalty 1794.733483 = -1037301.077240 nChanged 70 SP:Iteration 15Q (1150.222210 sec): 3 clusters Score: Raw -1039116.492571 + Penalty 1794.733483 = -1037321.759088 nChanged 59 SP:Iteration 16Q (1150.277142 sec): 3 clusters Score: Raw -1039136.830995 + Penalty 1794.733483 = -1037342.097512 nChanged 56 SP:Iteration 17Q (1150.338742 sec): 3 clusters Score: Raw -1039154.544427 + Penalty 1794.733483 = -1037359.810944 nChanged 57 SP:Iteration 18Q (1150.398368 sec): 3 clusters Score: Raw -1039173.013623 + Penalty 1794.733483 = -1037378.280140 nChanged 46 SP:Iteration 19Q (1150.464790 sec): 3 clusters Score: Raw -1039184.829711 + Penalty 1794.733483 = -1037390.096227 nChanged 41 SP:Iteration 20F (1150.524835 sec): 3 clusters Score: Raw -1039193.296953 + Penalty 1794.733483 = -1037398.563470 nChanged 38 SP:Iteration 21Q (1150.594554 sec): 3 clusters Score: Raw -1039201.863887 + Penalty 1794.733483 = -1037407.130404 nChanged 32 SP:Iteration 22Q (1150.656818 sec): 3 clusters Score: Raw -1039211.382353 + Penalty 1794.733483 = -1037416.648870 nChanged 33 SP:Iteration 23Q (1150.708054 sec): 3 clusters Score: Raw -1039220.454926 + Penalty 1794.733483 = -1037425.721443 nChanged 26 SP:Iteration 24Q (1150.769163 sec): 3 clusters Score: Raw -1039227.544178 + Penalty 1794.733483 = -1037432.810695 nChanged 27 SP:Iteration 25Q (1150.832458 sec): 3 clusters Score: Raw -1039234.171329 + Penalty 1794.733483 = -1037439.437846 nChanged 24 SP:Iteration 26Q (1150.889754 sec): 3 clusters Score: Raw -1039239.628121 + Penalty 1794.733483 = -1037444.894638 nChanged 26 SP:Iteration 27Q (1150.955281 sec): 3 clusters Score: Raw -1039245.650001 + Penalty 1794.733483 = -1037450.916518 nChanged 23 SP:Iteration 28Q (1151.008192 sec): 3 clusters Score: Raw -1039248.982407 + Penalty 1794.733483 = -1037454.248923 nChanged 16 SP:Iteration 29Q (1151.064854 sec): 3 clusters Score: Raw -1039252.345826 + Penalty 1794.733483 = -1037457.612343 nChanged 23 SP:Iteration 30Q (1151.138219 sec): 3 clusters Score: Raw -1039258.358446 + Penalty 1794.733483 = -1037463.624963 nChanged 27 SP:Iteration 31Q (1151.187224 sec): 3 clusters Score: Raw -1039265.868348 + Penalty 1794.733483 = -1037471.134865 nChanged 25 SP:Iteration 32Q (1151.262743 sec): 3 clusters Score: Raw -1039272.613218 + Penalty 1794.733483 = -1037477.879734 nChanged 32 SP:Iteration 33Q (1151.319392 sec): 3 clusters Score: Raw -1039282.021920 + Penalty 1794.733483 = -1037487.288437 nChanged 24 SP:Iteration 34Q (1151.374936 sec): 3 clusters Score: Raw -1039289.198560 + Penalty 1794.733483 = -1037494.465076 nChanged 18 SP:Iteration 35Q (1151.429059 sec): 3 clusters Score: Raw -1039292.894527 + Penalty 1794.733483 = -1037498.161044 nChanged 12 SP:Iteration 36Q (1151.494879 sec): 3 clusters Score: Raw -1039294.816767 + Penalty 1794.733483 = -1037500.083284 nChanged 8 SP:Iteration 37Q (1151.555928 sec): 3 clusters Score: Raw -1039296.619553 + Penalty 1794.733483 = -1037501.886070 nChanged 11 SP:Iteration 38Q (1151.612570 sec): 3 clusters Score: Raw -1039299.651665 + Penalty 1794.733483 = -1037504.918182 nChanged 10 SP:Iteration 39Q (1151.678077 sec): 3 clusters Score: Raw -1039302.432889 + Penalty 1794.733483 = -1037507.699406 nChanged 18 SP:Iteration 40F (1151.741686 sec): 3 clusters Score: Raw -1039306.775251 + Penalty 1794.733483 = -1037512.041768 nChanged 16 SP:Iteration 41Q (1151.792358 sec): 3 clusters Score: Raw -1039310.651760 + Penalty 1794.733483 = -1037515.918277 nChanged 13 SP:Iteration 42Q (1151.865386 sec): 3 clusters Score: Raw -1039312.890324 + Penalty 1794.733483 = -1037518.156841 nChanged 10 SP:Iteration 43Q (1151.929146 sec): 3 clusters Score: Raw -1039315.056452 + Penalty 1794.733483 = -1037520.322969 nChanged 9 SP:Iteration 44Q (1151.980885 sec): 3 clusters Score: Raw -1039317.204772 + Penalty 1794.733483 = -1037522.471289 nChanged 17 SP:Iteration 45Q (1152.049892 sec): 3 clusters Score: Raw -1039320.692939 + Penalty 1794.733483 = -1037525.959456 nChanged 15 SP:Iteration 46Q (1152.117140 sec): 3 clusters Score: Raw -1039323.697517 + Penalty 1794.733483 = -1037528.964034 nChanged 12 SP:Iteration 47Q (1152.179082 sec): 3 clusters Score: Raw -1039325.881115 + Penalty 1794.733483 = -1037531.147632 nChanged 12 SP:Iteration 48Q (1152.229491 sec): 3 clusters Score: Raw -1039327.620574 + Penalty 1794.733483 = -1037532.887091 nChanged 9 SP:Iteration 49Q (1152.300370 sec): 3 clusters Score: Raw -1039329.118306 + Penalty 1794.733483 = -1037534.384823 nChanged 7 SP:Iteration 50Q (1152.361925 sec): 3 clusters Score: Raw -1039330.271017 + Penalty 1794.733483 = -1037535.537534 nChanged 8 SP:Iteration 51Q (1152.409374 sec): 3 clusters Score: Raw -1039332.451455 + Penalty 1794.733483 = -1037537.717972 nChanged 9 SP:Iteration 52Q (1152.476587 sec): 3 clusters Score: Raw -1039333.894581 + Penalty 1794.733483 = -1037539.161098 nChanged 5 SP:Iteration 53Q (1152.535903 sec): 3 clusters Score: Raw -1039334.604306 + Penalty 1794.733483 = -1037539.870823 nChanged 3 SP:Iteration 54Q (1152.594748 sec): 3 clusters Score: Raw -1039334.999829 + Penalty 1794.733483 = -1037540.266346 nChanged 3 SP:Iteration 55Q (1152.651671 sec): 3 clusters Score: Raw -1039335.607798 + Penalty 1794.733483 = -1037540.874314 nChanged 7 SP:Iteration 56Q (1152.704556 sec): 3 clusters Score: Raw -1039336.825668 + Penalty 1794.733483 = -1037542.092185 nChanged 4 SP:Iteration 57Q (1152.757774 sec): 3 clusters Score: Raw -1039337.181573 + Penalty 1794.733483 = -1037542.448090 nChanged 2 SP:Iteration 58Q (1152.826833 sec): 3 clusters Score: Raw -1039337.513197 + Penalty 1794.733483 = -1037542.779714 nChanged 2 SP:Iteration 59Q (1152.891420 sec): 3 clusters Score: Raw -1039337.798774 + Penalty 1794.733483 = -1037543.065291 nChanged 1 SP:Iteration 60F (1152.953162 sec): 3 clusters Score: Raw -1039338.045230 + Penalty 1794.733483 = -1037543.311747 nChanged 1 SP:Iteration 61Q (1153.004327 sec): 3 clusters Score: Raw -1039338.193475 + Penalty 1794.733483 = -1037543.459992 nChanged 2 SP:Iteration 62Q (1153.062094 sec): 3 clusters Score: Raw -1039338.494371 + Penalty 1794.733483 = -1037543.760888 nChanged 2 SP:Iteration 63Q (1153.113964 sec): 3 clusters Score: Raw -1039338.608872 + Penalty 1794.733483 = -1037543.875389 nChanged 1 SP:Iteration 64Q (1153.176170 sec): 3 clusters Score: Raw -1039338.677372 + Penalty 1794.733483 = -1037543.943889 nChanged 1 SP:Iteration 65Q (1153.227191 sec): 3 clusters Score: Raw -1039338.717086 + Penalty 1794.733483 = -1037543.983603 nChanged 0 SP:Iteration 66F (1153.298386 sec): 3 clusters Score: Raw -1039338.717086 + Penalty 1794.733483 = -1037543.983603 nChanged 0 Trying to split cluster 7 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1153.324639 sec): 2 clusters Score: Raw -90102.116549 + Penalty 669.100192 = -89433.016357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1153.359866 sec): 3 clusters Score: Raw -89605.448603 + Penalty 1338.200384 = -88267.248219 nChanged 397 SP:Iteration 1F (1153.412898 sec): 3 clusters Score: Raw -89894.486340 + Penalty 1338.200384 = -88556.285956 nChanged 81 SP:Iteration 2F (1153.462969 sec): 3 clusters Score: Raw -89951.885297 + Penalty 1338.200384 = -88613.684913 nChanged 49 SP:Iteration 3Q (1153.509041 sec): 3 clusters Score: Raw -89987.528855 + Penalty 1338.200384 = -88649.328471 nChanged 28 SP:Iteration 4Q (1153.548259 sec): 3 clusters Score: Raw -90005.484228 + Penalty 1338.200384 = -88667.283844 nChanged 23 SP:Iteration 5Q (1153.595116 sec): 3 clusters Score: Raw -90019.413141 + Penalty 1338.200384 = -88681.212757 nChanged 18 SP:Iteration 6Q (1153.654260 sec): 3 clusters Score: Raw -90030.739879 + Penalty 1338.200384 = -88692.539495 nChanged 17 SP:Iteration 7Q (1153.699663 sec): 3 clusters Score: Raw -90044.663589 + Penalty 1338.200384 = -88706.463205 nChanged 15 SP:Iteration 8Q (1153.749188 sec): 3 clusters Score: Raw -90052.473032 + Penalty 1338.200384 = -88714.272648 nChanged 13 SP:Iteration 9Q (1153.798872 sec): 3 clusters Score: Raw -90057.621068 + Penalty 1338.200384 = -88719.420684 nChanged 10 SP:Iteration 10Q (1153.849581 sec): 3 clusters Score: Raw -90061.855688 + Penalty 1338.200384 = -88723.655303 nChanged 12 SP:Iteration 11Q (1153.897314 sec): 3 clusters Score: Raw -90069.547065 + Penalty 1338.200384 = -88731.346681 nChanged 11 SP:Iteration 12Q (1153.945599 sec): 3 clusters Score: Raw -90075.704785 + Penalty 1338.200384 = -88737.504401 nChanged 8 SP:Iteration 13Q (1153.989552 sec): 3 clusters Score: Raw -90079.847548 + Penalty 1338.200384 = -88741.647164 nChanged 4 SP:Iteration 14Q (1154.045891 sec): 3 clusters Score: Raw -90080.946678 + Penalty 1338.200384 = -88742.746294 nChanged 3 SP:Iteration 15Q (1154.092414 sec): 3 clusters Score: Raw -90082.236528 + Penalty 1338.200384 = -88744.036144 nChanged 2 SP:Iteration 16Q (1154.141014 sec): 3 clusters Score: Raw -90082.899627 + Penalty 1338.200384 = -88744.699243 nChanged 1 SP:Iteration 17Q (1154.179062 sec): 3 clusters Score: Raw -90083.547551 + Penalty 1338.200384 = -88745.347167 nChanged 0 SP:Iteration 18F (1154.223404 sec): 3 clusters Score: Raw -90083.547551 + Penalty 1338.200384 = -88745.347167 nChanged 0 Trying to split cluster 8 (26918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1154.287645 sec): 2 clusters Score: Raw -2176951.611069 + Penalty 969.052296 = -2175982.558773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1154.367931 sec): 3 clusters Score: Raw -2159905.954742 + Penalty 1938.104592 = -2157967.850150 nChanged 12623 SP:Iteration 1F (1154.444578 sec): 3 clusters Score: Raw -2167162.411597 + Penalty 1938.104592 = -2165224.307004 nChanged 1240 SP:Iteration 2Q (1154.527159 sec): 3 clusters Score: Raw -2167646.922474 + Penalty 1938.104592 = -2165708.817881 nChanged 1318 SP:Iteration 3Q (1154.604844 sec): 3 clusters Score: Raw -2168278.719544 + Penalty 1938.104592 = -2166340.614952 nChanged 1451 SP:Iteration 4F (1154.687295 sec): 3 clusters Score: Raw -2169130.072340 + Penalty 1938.104592 = -2167191.967747 nChanged 1611 SP:Iteration 5F (1154.762681 sec): 3 clusters Score: Raw -2170244.595284 + Penalty 1938.104592 = -2168306.490692 nChanged 1765 SP:Iteration 6F (1154.840430 sec): 3 clusters Score: Raw -2171489.340325 + Penalty 1938.104592 = -2169551.235733 nChanged 1668 SP:Iteration 7F (1154.917148 sec): 3 clusters Score: Raw -2172591.407880 + Penalty 1938.104592 = -2170653.303287 nChanged 1440 SP:Iteration 8F (1155.002886 sec): 3 clusters Score: Raw -2173413.251510 + Penalty 1938.104592 = -2171475.146917 nChanged 1127 SP:Iteration 9Q (1155.086346 sec): 3 clusters Score: Raw -2173918.664364 + Penalty 1938.104592 = -2171980.559772 nChanged 836 SP:Iteration 10Q (1155.169343 sec): 3 clusters Score: Raw -2174224.816685 + Penalty 1938.104592 = -2172286.712092 nChanged 657 SP:Iteration 11Q (1155.250475 sec): 3 clusters Score: Raw -2174450.886250 + Penalty 1938.104592 = -2172512.781657 nChanged 583 SP:Iteration 12Q (1155.331791 sec): 3 clusters Score: Raw -2174651.754583 + Penalty 1938.104592 = -2172713.649990 nChanged 517 SP:Iteration 13Q (1155.405496 sec): 3 clusters Score: Raw -2174822.382111 + Penalty 1938.104592 = -2172884.277518 nChanged 501 SP:Iteration 14Q (1155.493074 sec): 3 clusters Score: Raw -2174994.630718 + Penalty 1938.104592 = -2173056.526125 nChanged 480 SP:Iteration 15Q (1155.569308 sec): 3 clusters Score: Raw -2175163.622741 + Penalty 1938.104592 = -2173225.518149 nChanged 495 SP:Iteration 16Q (1155.647606 sec): 3 clusters Score: Raw -2175338.660699 + Penalty 1938.104592 = -2173400.556106 nChanged 480 SP:Iteration 17Q (1155.732304 sec): 3 clusters Score: Raw -2175510.871650 + Penalty 1938.104592 = -2173572.767058 nChanged 463 SP:Iteration 18Q (1155.801699 sec): 3 clusters Score: Raw -2175672.598916 + Penalty 1938.104592 = -2173734.494323 nChanged 442 SP:Iteration 19Q (1155.884593 sec): 3 clusters Score: Raw -2175832.361206 + Penalty 1938.104592 = -2173894.256613 nChanged 430 SP:Iteration 20F (1155.965527 sec): 3 clusters Score: Raw -2175983.351953 + Penalty 1938.104592 = -2174045.247361 nChanged 408 SP:Iteration 21Q (1156.036947 sec): 3 clusters Score: Raw -2176128.244616 + Penalty 1938.104592 = -2174190.140023 nChanged 372 SP:Iteration 22Q (1156.116703 sec): 3 clusters Score: Raw -2176266.024146 + Penalty 1938.104592 = -2174327.919553 nChanged 336 SP:Iteration 23Q (1156.185177 sec): 3 clusters Score: Raw -2176384.230533 + Penalty 1938.104592 = -2174446.125940 nChanged 308 SP:Iteration 24Q (1156.263065 sec): 3 clusters Score: Raw -2176490.444855 + Penalty 1938.104592 = -2174552.340262 nChanged 274 SP:Iteration 25Q (1156.338699 sec): 3 clusters Score: Raw -2176580.957626 + Penalty 1938.104592 = -2174642.853034 nChanged 230 SP:Iteration 26Q (1156.419451 sec): 3 clusters Score: Raw -2176658.546811 + Penalty 1938.104592 = -2174720.442219 nChanged 206 SP:Iteration 27Q (1156.486515 sec): 3 clusters Score: Raw -2176723.787145 + Penalty 1938.104592 = -2174785.682553 nChanged 186 SP:Iteration 28Q (1156.566161 sec): 3 clusters Score: Raw -2176787.679910 + Penalty 1938.104592 = -2174849.575317 nChanged 151 SP:Iteration 29Q (1156.639665 sec): 3 clusters Score: Raw -2176842.877927 + Penalty 1938.104592 = -2174904.773335 nChanged 144 SP:Iteration 30Q (1156.714069 sec): 3 clusters Score: Raw -2176890.151312 + Penalty 1938.104592 = -2174952.046719 nChanged 115 SP:Iteration 31Q (1156.795558 sec): 3 clusters Score: Raw -2176929.363914 + Penalty 1938.104592 = -2174991.259322 nChanged 111 SP:Iteration 32Q (1156.869917 sec): 3 clusters Score: Raw -2176968.822934 + Penalty 1938.104592 = -2175030.718341 nChanged 103 SP:Iteration 33Q (1156.944712 sec): 3 clusters Score: Raw -2177004.587642 + Penalty 1938.104592 = -2175066.483049 nChanged 82 SP:Iteration 34Q (1157.011227 sec): 3 clusters Score: Raw -2177032.484782 + Penalty 1938.104592 = -2175094.380189 nChanged 72 SP:Iteration 35Q (1157.086944 sec): 3 clusters Score: Raw -2177056.835992 + Penalty 1938.104592 = -2175118.731400 nChanged 54 SP:Iteration 36Q (1157.160179 sec): 3 clusters Score: Raw -2177073.780817 + Penalty 1938.104592 = -2175135.676224 nChanged 41 SP:Iteration 37Q (1157.236933 sec): 3 clusters Score: Raw -2177085.423435 + Penalty 1938.104592 = -2175147.318842 nChanged 34 SP:Iteration 38Q (1157.313372 sec): 3 clusters Score: Raw -2177094.838936 + Penalty 1938.104592 = -2175156.734344 nChanged 30 SP:Iteration 39Q (1157.383676 sec): 3 clusters Score: Raw -2177104.335055 + Penalty 1938.104592 = -2175166.230462 nChanged 33 SP:Iteration 40F (1157.463740 sec): 3 clusters Score: Raw -2177113.455104 + Penalty 1938.104592 = -2175175.350512 nChanged 27 SP:Iteration 41Q (1157.534596 sec): 3 clusters Score: Raw -2177122.601899 + Penalty 1938.104592 = -2175184.497306 nChanged 21 SP:Iteration 42Q (1157.595756 sec): 3 clusters Score: Raw -2177127.164499 + Penalty 1938.104592 = -2175189.059907 nChanged 11 SP:Iteration 43Q (1157.664456 sec): 3 clusters Score: Raw -2177129.799513 + Penalty 1938.104592 = -2175191.694920 nChanged 14 SP:Iteration 44Q (1157.748373 sec): 3 clusters Score: Raw -2177133.375828 + Penalty 1938.104592 = -2175195.271235 nChanged 14 SP:Iteration 45Q (1157.824284 sec): 3 clusters Score: Raw -2177137.513991 + Penalty 1938.104592 = -2175199.409398 nChanged 19 SP:Iteration 46Q (1157.896233 sec): 3 clusters Score: Raw -2177143.686407 + Penalty 1938.104592 = -2175205.581815 nChanged 14 SP:Iteration 47Q (1157.971738 sec): 3 clusters Score: Raw -2177148.315537 + Penalty 1938.104592 = -2175210.210945 nChanged 19 SP:Iteration 48Q (1158.041903 sec): 3 clusters Score: Raw -2177154.330259 + Penalty 1938.104592 = -2175216.225667 nChanged 16 SP:Iteration 49Q (1158.115542 sec): 3 clusters Score: Raw -2177158.869253 + Penalty 1938.104592 = -2175220.764661 nChanged 14 SP:Iteration 50Q (1158.189504 sec): 3 clusters Score: Raw -2177162.250521 + Penalty 1938.104592 = -2175224.145929 nChanged 13 SP:Iteration 51Q (1158.254786 sec): 3 clusters Score: Raw -2177166.519949 + Penalty 1938.104592 = -2175228.415357 nChanged 13 SP:Iteration 52Q (1158.327076 sec): 3 clusters Score: Raw -2177169.833690 + Penalty 1938.104592 = -2175231.729098 nChanged 9 SP:Iteration 53Q (1158.409041 sec): 3 clusters Score: Raw -2177172.357090 + Penalty 1938.104592 = -2175234.252497 nChanged 11 SP:Iteration 54Q (1158.484853 sec): 3 clusters Score: Raw -2177175.773692 + Penalty 1938.104592 = -2175237.669100 nChanged 9 SP:Iteration 55Q (1158.560228 sec): 3 clusters Score: Raw -2177178.276695 + Penalty 1938.104592 = -2175240.172103 nChanged 7 SP:Iteration 56Q (1158.631640 sec): 3 clusters Score: Raw -2177179.614090 + Penalty 1938.104592 = -2175241.509498 nChanged 6 SP:Iteration 57Q (1158.701851 sec): 3 clusters Score: Raw -2177181.407879 + Penalty 1938.104592 = -2175243.303287 nChanged 4 SP:Iteration 58Q (1158.773221 sec): 3 clusters Score: Raw -2177182.208536 + Penalty 1938.104592 = -2175244.103944 nChanged 4 SP:Iteration 59Q (1158.846413 sec): 3 clusters Score: Raw -2177182.882431 + Penalty 1938.104592 = -2175244.777839 nChanged 0 SP:Iteration 60F (1158.919740 sec): 3 clusters Score: Raw -2177182.882431 + Penalty 1938.104592 = -2175244.777839 nChanged 0 Trying to split cluster 9 (3274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1158.954784 sec): 2 clusters Score: Raw -239684.182564 + Penalty 768.907937 = -238915.274627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1158.999110 sec): 3 clusters Score: Raw -238009.613390 + Penalty 1537.815874 = -236471.797516 nChanged 1351 SP:Iteration 1F (1159.049311 sec): 3 clusters Score: Raw -238740.940575 + Penalty 1537.815874 = -237203.124701 nChanged 262 SP:Iteration 2F (1159.095203 sec): 3 clusters Score: Raw -238928.544948 + Penalty 1537.815874 = -237390.729074 nChanged 222 SP:Iteration 3F (1159.146465 sec): 3 clusters Score: Raw -239098.337140 + Penalty 1537.815874 = -237560.521266 nChanged 179 SP:Iteration 4F (1159.206308 sec): 3 clusters Score: Raw -239220.789032 + Penalty 1537.815874 = -237682.973158 nChanged 153 SP:Iteration 5Q (1159.256862 sec): 3 clusters Score: Raw -239327.241804 + Penalty 1537.815874 = -237789.425930 nChanged 149 SP:Iteration 6Q (1159.306013 sec): 3 clusters Score: Raw -239447.537068 + Penalty 1537.815874 = -237909.721194 nChanged 142 SP:Iteration 7Q (1159.350350 sec): 3 clusters Score: Raw -239578.764125 + Penalty 1537.815874 = -238040.948251 nChanged 154 SP:Iteration 8Q (1159.408806 sec): 3 clusters Score: Raw -239703.228313 + Penalty 1537.815874 = -238165.412439 nChanged 139 SP:Iteration 9Q (1159.461498 sec): 3 clusters Score: Raw -239810.254608 + Penalty 1537.815874 = -238272.438734 nChanged 112 SP:Iteration 10Q (1159.517257 sec): 3 clusters Score: Raw -239905.940729 + Penalty 1537.815874 = -238368.124855 nChanged 89 SP:Iteration 11Q (1159.557466 sec): 3 clusters Score: Raw -239973.791408 + Penalty 1537.815874 = -238435.975534 nChanged 67 SP:Iteration 12Q (1159.622673 sec): 3 clusters Score: Raw -240020.864799 + Penalty 1537.815874 = -238483.048925 nChanged 50 SP:Iteration 13Q (1159.666427 sec): 3 clusters Score: Raw -240045.394755 + Penalty 1537.815874 = -238507.578881 nChanged 26 SP:Iteration 14Q (1159.719004 sec): 3 clusters Score: Raw -240059.280123 + Penalty 1537.815874 = -238521.464249 nChanged 12 SP:Iteration 15Q (1159.765013 sec): 3 clusters Score: Raw -240063.633208 + Penalty 1537.815874 = -238525.817334 nChanged 16 SP:Iteration 16Q (1159.825638 sec): 3 clusters Score: Raw -240070.073394 + Penalty 1537.815874 = -238532.257520 nChanged 15 SP:Iteration 17Q (1159.876036 sec): 3 clusters Score: Raw -240075.023493 + Penalty 1537.815874 = -238537.207619 nChanged 13 SP:Iteration 18Q (1159.915751 sec): 3 clusters Score: Raw -240079.361442 + Penalty 1537.815874 = -238541.545568 nChanged 8 SP:Iteration 19Q (1159.971495 sec): 3 clusters Score: Raw -240081.194268 + Penalty 1537.815874 = -238543.378394 nChanged 7 SP:Iteration 20F (1160.024813 sec): 3 clusters Score: Raw -240083.254635 + Penalty 1537.815874 = -238545.438761 nChanged 10 SP:Iteration 21Q (1160.078022 sec): 3 clusters Score: Raw -240085.293979 + Penalty 1537.815874 = -238547.478105 nChanged 6 SP:Iteration 22Q (1160.123728 sec): 3 clusters Score: Raw -240087.634222 + Penalty 1537.815874 = -238549.818348 nChanged 7 SP:Iteration 23Q (1160.176576 sec): 3 clusters Score: Raw -240090.778046 + Penalty 1537.815874 = -238552.962172 nChanged 11 SP:Iteration 24Q (1160.220067 sec): 3 clusters Score: Raw -240094.062728 + Penalty 1537.815874 = -238556.246854 nChanged 10 SP:Iteration 25Q (1160.286659 sec): 3 clusters Score: Raw -240097.130889 + Penalty 1537.815874 = -238559.315015 nChanged 5 SP:Iteration 26Q (1160.336814 sec): 3 clusters Score: Raw -240097.981823 + Penalty 1537.815874 = -238560.165949 nChanged 3 SP:Iteration 27Q (1160.386343 sec): 3 clusters Score: Raw -240098.345475 + Penalty 1537.815874 = -238560.529601 nChanged 4 SP:Iteration 28Q (1160.439142 sec): 3 clusters Score: Raw -240099.000055 + Penalty 1537.815874 = -238561.184181 nChanged 3 SP:Iteration 29Q (1160.492036 sec): 3 clusters Score: Raw -240100.307243 + Penalty 1537.815874 = -238562.491369 nChanged 1 SP:Iteration 30Q (1160.541177 sec): 3 clusters Score: Raw -240100.410591 + Penalty 1537.815874 = -238562.594717 nChanged 0 SP:Iteration 31F (1160.598822 sec): 3 clusters Score: Raw -240100.410591 + Penalty 1537.815874 = -238562.594717 nChanged 0 Trying to split cluster 10 (8374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1160.631732 sec): 2 clusters Score: Raw -647586.778553 + Penalty 858.124260 = -646728.654293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1160.674080 sec): 3 clusters Score: Raw -642731.195703 + Penalty 1716.248520 = -641014.947183 nChanged 3674 SP:Iteration 1F (1160.733630 sec): 3 clusters Score: Raw -644846.543494 + Penalty 1716.248520 = -643130.294974 nChanged 498 SP:Iteration 2F (1160.801595 sec): 3 clusters Score: Raw -645077.952569 + Penalty 1716.248520 = -643361.704050 nChanged 460 SP:Iteration 3F (1160.845250 sec): 3 clusters Score: Raw -645325.722176 + Penalty 1716.248520 = -643609.473656 nChanged 488 SP:Iteration 4F (1160.898669 sec): 3 clusters Score: Raw -645624.808093 + Penalty 1716.248520 = -643908.559573 nChanged 511 SP:Iteration 5F (1160.953718 sec): 3 clusters Score: Raw -645939.466125 + Penalty 1716.248520 = -644223.217606 nChanged 510 SP:Iteration 6F (1161.008806 sec): 3 clusters Score: Raw -646291.966408 + Penalty 1716.248520 = -644575.717888 nChanged 473 SP:Iteration 7F (1161.072410 sec): 3 clusters Score: Raw -646672.865428 + Penalty 1716.248520 = -644956.616909 nChanged 413 SP:Iteration 8Q (1161.126975 sec): 3 clusters Score: Raw -647016.477821 + Penalty 1716.248520 = -645300.229302 nChanged 320 SP:Iteration 9Q (1161.175801 sec): 3 clusters Score: Raw -647305.433885 + Penalty 1716.248520 = -645589.185365 nChanged 239 SP:Iteration 10Q (1161.230164 sec): 3 clusters Score: Raw -647487.037213 + Penalty 1716.248520 = -645770.788693 nChanged 151 SP:Iteration 11Q (1161.286392 sec): 3 clusters Score: Raw -647603.132701 + Penalty 1716.248520 = -645886.884181 nChanged 133 SP:Iteration 12Q (1161.354472 sec): 3 clusters Score: Raw -647705.170695 + Penalty 1716.248520 = -645988.922176 nChanged 108 SP:Iteration 13Q (1161.404836 sec): 3 clusters Score: Raw -647786.356479 + Penalty 1716.248520 = -646070.107960 nChanged 81 SP:Iteration 14Q (1161.465650 sec): 3 clusters Score: Raw -647831.576242 + Penalty 1716.248520 = -646115.327722 nChanged 63 SP:Iteration 15Q (1161.510474 sec): 3 clusters Score: Raw -647860.748689 + Penalty 1716.248520 = -646144.500169 nChanged 52 SP:Iteration 16Q (1161.576432 sec): 3 clusters Score: Raw -647882.955308 + Penalty 1716.248520 = -646166.706788 nChanged 46 SP:Iteration 17Q (1161.633615 sec): 3 clusters Score: Raw -647900.804421 + Penalty 1716.248520 = -646184.555902 nChanged 31 SP:Iteration 18Q (1161.691594 sec): 3 clusters Score: Raw -647909.226249 + Penalty 1716.248520 = -646192.977729 nChanged 31 SP:Iteration 19Q (1161.748262 sec): 3 clusters Score: Raw -647918.195458 + Penalty 1716.248520 = -646201.946938 nChanged 26 SP:Iteration 20F (1161.799089 sec): 3 clusters Score: Raw -647925.318954 + Penalty 1716.248520 = -646209.070435 nChanged 27 SP:Iteration 21Q (1161.851579 sec): 3 clusters Score: Raw -647933.874982 + Penalty 1716.248520 = -646217.626462 nChanged 21 SP:Iteration 22Q (1161.921369 sec): 3 clusters Score: Raw -647938.438182 + Penalty 1716.248520 = -646222.189662 nChanged 16 SP:Iteration 23Q (1161.976255 sec): 3 clusters Score: Raw -647942.674459 + Penalty 1716.248520 = -646226.425939 nChanged 17 SP:Iteration 24Q (1162.031600 sec): 3 clusters Score: Raw -647946.116423 + Penalty 1716.248520 = -646229.867904 nChanged 11 SP:Iteration 25Q (1162.087122 sec): 3 clusters Score: Raw -647948.160953 + Penalty 1716.248520 = -646231.912433 nChanged 11 SP:Iteration 26Q (1162.128685 sec): 3 clusters Score: Raw -647949.913969 + Penalty 1716.248520 = -646233.665449 nChanged 7 SP:Iteration 27Q (1162.196276 sec): 3 clusters Score: Raw -647951.127739 + Penalty 1716.248520 = -646234.879219 nChanged 7 SP:Iteration 28Q (1162.250349 sec): 3 clusters Score: Raw -647951.943887 + Penalty 1716.248520 = -646235.695367 nChanged 5 SP:Iteration 29Q (1162.298457 sec): 3 clusters Score: Raw -647952.891185 + Penalty 1716.248520 = -646236.642665 nChanged 5 SP:Iteration 30Q (1162.361105 sec): 3 clusters Score: Raw -647953.862993 + Penalty 1716.248520 = -646237.614473 nChanged 5 SP:Iteration 31Q (1162.413471 sec): 3 clusters Score: Raw -647954.353955 + Penalty 1716.248520 = -646238.105435 nChanged 3 SP:Iteration 32Q (1162.468893 sec): 3 clusters Score: Raw -647954.862168 + Penalty 1716.248520 = -646238.613648 nChanged 4 SP:Iteration 33Q (1162.531449 sec): 3 clusters Score: Raw -647955.393635 + Penalty 1716.248520 = -646239.145115 nChanged 3 SP:Iteration 34Q (1162.582360 sec): 3 clusters Score: Raw -647955.749542 + Penalty 1716.248520 = -646239.501022 nChanged 3 SP:Iteration 35Q (1162.640987 sec): 3 clusters Score: Raw -647956.006334 + Penalty 1716.248520 = -646239.757815 nChanged 2 SP:Iteration 36Q (1162.697045 sec): 3 clusters Score: Raw -647956.398544 + Penalty 1716.248520 = -646240.150024 nChanged 1 SP:Iteration 37Q (1162.755441 sec): 3 clusters Score: Raw -647956.499835 + Penalty 1716.248520 = -646240.251315 nChanged 0 SP:Iteration 38F (1162.807277 sec): 3 clusters Score: Raw -647956.499835 + Penalty 1716.248520 = -646240.251315 nChanged 0 Trying to split cluster 11 (10491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1162.842982 sec): 2 clusters Score: Raw -857671.462242 + Penalty 879.535937 = -856791.926304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1162.906644 sec): 3 clusters Score: Raw -851361.819716 + Penalty 1759.071875 = -849602.747841 nChanged 4703 SP:Iteration 1F (1162.965494 sec): 3 clusters Score: Raw -854213.203380 + Penalty 1759.071875 = -852454.131505 nChanged 691 SP:Iteration 2F (1163.027756 sec): 3 clusters Score: Raw -854606.947138 + Penalty 1759.071875 = -852847.875263 nChanged 703 SP:Iteration 3F (1163.087123 sec): 3 clusters Score: Raw -855047.303477 + Penalty 1759.071875 = -853288.231603 nChanged 713 SP:Iteration 4F (1163.132672 sec): 3 clusters Score: Raw -855529.656163 + Penalty 1759.071875 = -853770.584288 nChanged 685 SP:Iteration 5F (1163.206455 sec): 3 clusters Score: Raw -856042.342631 + Penalty 1759.071875 = -854283.270756 nChanged 578 SP:Iteration 6F (1163.266741 sec): 3 clusters Score: Raw -856529.066913 + Penalty 1759.071875 = -854769.995038 nChanged 494 SP:Iteration 7Q (1163.316078 sec): 3 clusters Score: Raw -856941.471675 + Penalty 1759.071875 = -855182.399800 nChanged 321 SP:Iteration 8Q (1163.386377 sec): 3 clusters Score: Raw -857137.943092 + Penalty 1759.071875 = -855378.871218 nChanged 204 SP:Iteration 9Q (1163.449290 sec): 3 clusters Score: Raw -857224.088056 + Penalty 1759.071875 = -855465.016181 nChanged 134 SP:Iteration 10Q (1163.504151 sec): 3 clusters Score: Raw -857287.385887 + Penalty 1759.071875 = -855528.314013 nChanged 133 SP:Iteration 11Q (1163.554392 sec): 3 clusters Score: Raw -857337.053124 + Penalty 1759.071875 = -855577.981249 nChanged 95 SP:Iteration 12Q (1163.613900 sec): 3 clusters Score: Raw -857363.827205 + Penalty 1759.071875 = -855604.755331 nChanged 86 SP:Iteration 13Q (1163.673949 sec): 3 clusters Score: Raw -857389.809476 + Penalty 1759.071875 = -855630.737602 nChanged 67 SP:Iteration 14Q (1163.732276 sec): 3 clusters Score: Raw -857407.521374 + Penalty 1759.071875 = -855648.449499 nChanged 54 SP:Iteration 15Q (1163.788021 sec): 3 clusters Score: Raw -857417.971090 + Penalty 1759.071875 = -855658.899216 nChanged 55 SP:Iteration 16Q (1163.844917 sec): 3 clusters Score: Raw -857429.414672 + Penalty 1759.071875 = -855670.342797 nChanged 48 SP:Iteration 17Q (1163.902159 sec): 3 clusters Score: Raw -857439.997245 + Penalty 1759.071875 = -855680.925370 nChanged 40 SP:Iteration 18Q (1163.960741 sec): 3 clusters Score: Raw -857447.054875 + Penalty 1759.071875 = -855687.983000 nChanged 41 SP:Iteration 19Q (1164.013719 sec): 3 clusters Score: Raw -857454.652055 + Penalty 1759.071875 = -855695.580180 nChanged 32 SP:Iteration 20F (1164.084289 sec): 3 clusters Score: Raw -857459.815487 + Penalty 1759.071875 = -855700.743612 nChanged 22 SP:Iteration 21Q (1164.138692 sec): 3 clusters Score: Raw -857462.274918 + Penalty 1759.071875 = -855703.203043 nChanged 11 SP:Iteration 22Q (1164.190788 sec): 3 clusters Score: Raw -857463.740907 + Penalty 1759.071875 = -855704.669032 nChanged 13 SP:Iteration 23Q (1164.248505 sec): 3 clusters Score: Raw -857465.751380 + Penalty 1759.071875 = -855706.679505 nChanged 18 SP:Iteration 24Q (1164.307422 sec): 3 clusters Score: Raw -857468.710602 + Penalty 1759.071875 = -855709.638727 nChanged 28 SP:Iteration 25Q (1164.372673 sec): 3 clusters Score: Raw -857475.447384 + Penalty 1759.071875 = -855716.375509 nChanged 37 SP:Iteration 26Q (1164.422461 sec): 3 clusters Score: Raw -857483.611108 + Penalty 1759.071875 = -855724.539233 nChanged 31 SP:Iteration 27Q (1164.487017 sec): 3 clusters Score: Raw -857491.508600 + Penalty 1759.071875 = -855732.436725 nChanged 36 SP:Iteration 28Q (1164.547588 sec): 3 clusters Score: Raw -857498.386079 + Penalty 1759.071875 = -855739.314204 nChanged 26 SP:Iteration 29Q (1164.599781 sec): 3 clusters Score: Raw -857503.139154 + Penalty 1759.071875 = -855744.067279 nChanged 24 SP:Iteration 30Q (1164.658024 sec): 3 clusters Score: Raw -857506.985660 + Penalty 1759.071875 = -855747.913785 nChanged 20 SP:Iteration 31Q (1164.716915 sec): 3 clusters Score: Raw -857511.569195 + Penalty 1759.071875 = -855752.497320 nChanged 23 SP:Iteration 32Q (1164.777895 sec): 3 clusters Score: Raw -857515.357551 + Penalty 1759.071875 = -855756.285676 nChanged 21 SP:Iteration 33Q (1164.836440 sec): 3 clusters Score: Raw -857518.155715 + Penalty 1759.071875 = -855759.083840 nChanged 19 SP:Iteration 34Q (1164.898795 sec): 3 clusters Score: Raw -857520.917144 + Penalty 1759.071875 = -855761.845269 nChanged 20 SP:Iteration 35Q (1164.958564 sec): 3 clusters Score: Raw -857523.608261 + Penalty 1759.071875 = -855764.536386 nChanged 19 SP:Iteration 36Q (1165.008754 sec): 3 clusters Score: Raw -857526.179154 + Penalty 1759.071875 = -855767.107279 nChanged 16 SP:Iteration 37Q (1165.072919 sec): 3 clusters Score: Raw -857528.064652 + Penalty 1759.071875 = -855768.992777 nChanged 17 SP:Iteration 38Q (1165.124004 sec): 3 clusters Score: Raw -857530.148419 + Penalty 1759.071875 = -855771.076544 nChanged 14 SP:Iteration 39Q (1165.185759 sec): 3 clusters Score: Raw -857532.952414 + Penalty 1759.071875 = -855773.880539 nChanged 16 SP:Iteration 40F (1165.239885 sec): 3 clusters Score: Raw -857535.254318 + Penalty 1759.071875 = -855776.182443 nChanged 13 SP:Iteration 41Q (1165.305241 sec): 3 clusters Score: Raw -857536.466902 + Penalty 1759.071875 = -855777.395027 nChanged 14 SP:Iteration 42Q (1165.354068 sec): 3 clusters Score: Raw -857537.836392 + Penalty 1759.071875 = -855778.764517 nChanged 13 SP:Iteration 43Q (1165.407623 sec): 3 clusters Score: Raw -857539.700826 + Penalty 1759.071875 = -855780.628951 nChanged 18 SP:Iteration 44Q (1165.461361 sec): 3 clusters Score: Raw -857543.889474 + Penalty 1759.071875 = -855784.817599 nChanged 23 SP:Iteration 45Q (1165.514601 sec): 3 clusters Score: Raw -857548.539817 + Penalty 1759.071875 = -855789.467942 nChanged 28 SP:Iteration 46Q (1165.568009 sec): 3 clusters Score: Raw -857553.706601 + Penalty 1759.071875 = -855794.634727 nChanged 27 SP:Iteration 47Q (1165.621307 sec): 3 clusters Score: Raw -857558.308901 + Penalty 1759.071875 = -855799.237026 nChanged 21 SP:Iteration 48Q (1165.674661 sec): 3 clusters Score: Raw -857561.667813 + Penalty 1759.071875 = -855802.595938 nChanged 23 SP:Iteration 49Q (1165.731115 sec): 3 clusters Score: Raw -857566.047399 + Penalty 1759.071875 = -855806.975524 nChanged 21 SP:Iteration 50Q (1165.791554 sec): 3 clusters Score: Raw -857570.045958 + Penalty 1759.071875 = -855810.974084 nChanged 18 SP:Iteration 51Q (1165.854110 sec): 3 clusters Score: Raw -857573.764510 + Penalty 1759.071875 = -855814.692635 nChanged 24 SP:Iteration 52Q (1165.909084 sec): 3 clusters Score: Raw -857579.910174 + Penalty 1759.071875 = -855820.838300 nChanged 31 SP:Iteration 53Q (1165.962813 sec): 3 clusters Score: Raw -857589.217561 + Penalty 1759.071875 = -855830.145686 nChanged 36 SP:Iteration 54Q (1166.010752 sec): 3 clusters Score: Raw -857599.158790 + Penalty 1759.071875 = -855840.086916 nChanged 33 SP:Iteration 55Q (1166.074432 sec): 3 clusters Score: Raw -857607.586286 + Penalty 1759.071875 = -855848.514411 nChanged 27 SP:Iteration 56Q (1166.133274 sec): 3 clusters Score: Raw -857614.810944 + Penalty 1759.071875 = -855855.739069 nChanged 30 SP:Iteration 57Q (1166.192568 sec): 3 clusters Score: Raw -857623.414250 + Penalty 1759.071875 = -855864.342375 nChanged 26 SP:Iteration 58Q (1166.251121 sec): 3 clusters Score: Raw -857631.717666 + Penalty 1759.071875 = -855872.645791 nChanged 32 SP:Iteration 59Q (1166.310330 sec): 3 clusters Score: Raw -857639.838878 + Penalty 1759.071875 = -855880.767003 nChanged 23 SP:Iteration 60F (1166.362211 sec): 3 clusters Score: Raw -857645.277471 + Penalty 1759.071875 = -855886.205596 nChanged 24 SP:Iteration 61Q (1166.426147 sec): 3 clusters Score: Raw -857651.858275 + Penalty 1759.071875 = -855892.786400 nChanged 31 SP:Iteration 62Q (1166.481420 sec): 3 clusters Score: Raw -857662.940953 + Penalty 1759.071875 = -855903.869078 nChanged 34 SP:Iteration 63Q (1166.553528 sec): 3 clusters Score: Raw -857671.760532 + Penalty 1759.071875 = -855912.688657 nChanged 28 SP:Iteration 64Q (1166.602494 sec): 3 clusters Score: Raw -857678.765561 + Penalty 1759.071875 = -855919.693686 nChanged 32 SP:Iteration 65Q (1166.662472 sec): 3 clusters Score: Raw -857688.022084 + Penalty 1759.071875 = -855928.950209 nChanged 34 SP:Iteration 66Q (1166.733905 sec): 3 clusters Score: Raw -857697.596828 + Penalty 1759.071875 = -855938.524953 nChanged 25 SP:Iteration 67Q (1166.788636 sec): 3 clusters Score: Raw -857703.695589 + Penalty 1759.071875 = -855944.623714 nChanged 21 SP:Iteration 68Q (1166.846594 sec): 3 clusters Score: Raw -857707.465216 + Penalty 1759.071875 = -855948.393341 nChanged 9 SP:Iteration 69Q (1166.906402 sec): 3 clusters Score: Raw -857709.097836 + Penalty 1759.071875 = -855950.025961 nChanged 8 SP:Iteration 70Q (1166.959766 sec): 3 clusters Score: Raw -857711.055999 + Penalty 1759.071875 = -855951.984124 nChanged 12 SP:Iteration 71Q (1167.009301 sec): 3 clusters Score: Raw -857713.128129 + Penalty 1759.071875 = -855954.056254 nChanged 6 SP:Iteration 72Q (1167.068456 sec): 3 clusters Score: Raw -857714.364847 + Penalty 1759.071875 = -855955.292972 nChanged 6 SP:Iteration 73Q (1167.115758 sec): 3 clusters Score: Raw -857715.952052 + Penalty 1759.071875 = -855956.880177 nChanged 7 SP:Iteration 74Q (1167.172929 sec): 3 clusters Score: Raw -857718.638142 + Penalty 1759.071875 = -855959.566267 nChanged 10 SP:Iteration 75Q (1167.226021 sec): 3 clusters Score: Raw -857722.176771 + Penalty 1759.071875 = -855963.104897 nChanged 9 SP:Iteration 76Q (1167.282144 sec): 3 clusters Score: Raw -857724.022142 + Penalty 1759.071875 = -855964.950267 nChanged 8 SP:Iteration 77Q (1167.331424 sec): 3 clusters Score: Raw -857725.592341 + Penalty 1759.071875 = -855966.520466 nChanged 6 SP:Iteration 78Q (1167.393896 sec): 3 clusters Score: Raw -857726.789957 + Penalty 1759.071875 = -855967.718083 nChanged 6 SP:Iteration 79Q (1167.460288 sec): 3 clusters Score: Raw -857728.968342 + Penalty 1759.071875 = -855969.896468 nChanged 7 SP:Iteration 80F (1167.523339 sec): 3 clusters Score: Raw -857730.919253 + Penalty 1759.071875 = -855971.847378 nChanged 8 SP:Iteration 81Q (1167.570852 sec): 3 clusters Score: Raw -857733.295645 + Penalty 1759.071875 = -855974.223770 nChanged 6 SP:Iteration 82Q (1167.642321 sec): 3 clusters Score: Raw -857735.018532 + Penalty 1759.071875 = -855975.946657 nChanged 7 SP:Iteration 83Q (1167.694627 sec): 3 clusters Score: Raw -857736.190880 + Penalty 1759.071875 = -855977.119006 nChanged 4 SP:Iteration 84Q (1167.745920 sec): 3 clusters Score: Raw -857737.386860 + Penalty 1759.071875 = -855978.314985 nChanged 5 SP:Iteration 85Q (1167.809474 sec): 3 clusters Score: Raw -857738.557118 + Penalty 1759.071875 = -855979.485243 nChanged 3 SP:Iteration 86Q (1167.855342 sec): 3 clusters Score: Raw -857739.612573 + Penalty 1759.071875 = -855980.540698 nChanged 5 SP:Iteration 87Q (1167.909741 sec): 3 clusters Score: Raw -857740.931814 + Penalty 1759.071875 = -855981.859939 nChanged 4 SP:Iteration 88Q (1167.979411 sec): 3 clusters Score: Raw -857741.857333 + Penalty 1759.071875 = -855982.785458 nChanged 1 SP:Iteration 89Q (1168.036572 sec): 3 clusters Score: Raw -857741.978228 + Penalty 1759.071875 = -855982.906353 nChanged 1 SP:Iteration 90Q (1168.093680 sec): 3 clusters Score: Raw -857742.014720 + Penalty 1759.071875 = -855982.942845 nChanged 0 SP:Iteration 91F (1168.141488 sec): 3 clusters Score: Raw -857742.014720 + Penalty 1759.071875 = -855982.942845 nChanged 0 Trying to split cluster 12 (971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1168.174654 sec): 2 clusters Score: Raw -75125.290532 + Penalty 653.441014 = -74471.849517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1168.212523 sec): 3 clusters Score: Raw -74774.395838 + Penalty 1306.882029 = -73467.513809 nChanged 322 SP:Iteration 1F (1168.258252 sec): 3 clusters Score: Raw -74998.993007 + Penalty 1306.882029 = -73692.110978 nChanged 70 SP:Iteration 2F (1168.307693 sec): 3 clusters Score: Raw -75041.092164 + Penalty 1306.882029 = -73734.210135 nChanged 37 SP:Iteration 3Q (1168.350665 sec): 3 clusters Score: Raw -75062.327081 + Penalty 1306.882029 = -73755.445052 nChanged 22 SP:Iteration 4Q (1168.406058 sec): 3 clusters Score: Raw -75076.443758 + Penalty 1306.882029 = -73769.561729 nChanged 25 SP:Iteration 5Q (1168.453479 sec): 3 clusters Score: Raw -75087.952224 + Penalty 1306.882029 = -73781.070195 nChanged 17 SP:Iteration 6Q (1168.487915 sec): 3 clusters Score: Raw -75098.531154 + Penalty 1306.882029 = -73791.649125 nChanged 9 SP:Iteration 7Q (1168.539978 sec): 3 clusters Score: Raw -75103.230300 + Penalty 1306.882029 = -73796.348271 nChanged 15 SP:Iteration 8Q (1168.589484 sec): 3 clusters Score: Raw -75109.718735 + Penalty 1306.882029 = -73802.836706 nChanged 13 SP:Iteration 9Q (1168.631155 sec): 3 clusters Score: Raw -75116.320923 + Penalty 1306.882029 = -73809.438894 nChanged 15 SP:Iteration 10Q (1168.676483 sec): 3 clusters Score: Raw -75125.003906 + Penalty 1306.882029 = -73818.121877 nChanged 18 SP:Iteration 11Q (1168.717319 sec): 3 clusters Score: Raw -75137.369693 + Penalty 1306.882029 = -73830.487664 nChanged 11 SP:Iteration 12Q (1168.771619 sec): 3 clusters Score: Raw -75142.977177 + Penalty 1306.882029 = -73836.095148 nChanged 10 SP:Iteration 13Q (1168.822801 sec): 3 clusters Score: Raw -75150.445075 + Penalty 1306.882029 = -73843.563046 nChanged 12 SP:Iteration 14Q (1168.867233 sec): 3 clusters Score: Raw -75158.213747 + Penalty 1306.882029 = -73851.331718 nChanged 4 SP:Iteration 15Q (1168.913068 sec): 3 clusters Score: Raw -75159.588114 + Penalty 1306.882029 = -73852.706085 nChanged 6 SP:Iteration 16Q (1168.956532 sec): 3 clusters Score: Raw -75162.611548 + Penalty 1306.882029 = -73855.729519 nChanged 6 SP:Iteration 17Q (1169.011024 sec): 3 clusters Score: Raw -75166.746107 + Penalty 1306.882029 = -73859.864078 nChanged 3 SP:Iteration 18Q (1169.057835 sec): 3 clusters Score: Raw -75167.745158 + Penalty 1306.882029 = -73860.863129 nChanged 3 SP:Iteration 19Q (1169.115880 sec): 3 clusters Score: Raw -75169.013413 + Penalty 1306.882029 = -73862.131384 nChanged 5 SP:Iteration 20F (1169.163158 sec): 3 clusters Score: Raw -75170.715028 + Penalty 1306.882029 = -73863.832999 nChanged 4 SP:Iteration 21Q (1169.210778 sec): 3 clusters Score: Raw -75172.496015 + Penalty 1306.882029 = -73865.613986 nChanged 4 SP:Iteration 22Q (1169.253716 sec): 3 clusters Score: Raw -75174.689909 + Penalty 1306.882029 = -73867.807880 nChanged 2 SP:Iteration 23Q (1169.305197 sec): 3 clusters Score: Raw -75176.109686 + Penalty 1306.882029 = -73869.227657 nChanged 0 SP:Iteration 24F (1169.344424 sec): 3 clusters Score: Raw -75176.109686 + Penalty 1306.882029 = -73869.227657 nChanged 0 Trying to split cluster 13 (3139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1169.372384 sec): 2 clusters Score: Raw -245247.011228 + Penalty 764.907658 = -244482.103570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1169.432504 sec): 3 clusters Score: Raw -243585.792671 + Penalty 1529.815316 = -242055.977355 nChanged 1260 SP:Iteration 1F (1169.483516 sec): 3 clusters Score: Raw -244255.682717 + Penalty 1529.815316 = -242725.867401 nChanged 208 SP:Iteration 2F (1169.523287 sec): 3 clusters Score: Raw -244367.072259 + Penalty 1529.815316 = -242837.256944 nChanged 178 SP:Iteration 3F (1169.573103 sec): 3 clusters Score: Raw -244464.949547 + Penalty 1529.815316 = -242935.134231 nChanged 163 SP:Iteration 4F (1169.623500 sec): 3 clusters Score: Raw -244573.007290 + Penalty 1529.815316 = -243043.191974 nChanged 168 SP:Iteration 5F (1169.677401 sec): 3 clusters Score: Raw -244667.883096 + Penalty 1529.815316 = -243138.067780 nChanged 143 SP:Iteration 6Q (1169.738512 sec): 3 clusters Score: Raw -244753.452243 + Penalty 1529.815316 = -243223.636927 nChanged 127 SP:Iteration 7Q (1169.783339 sec): 3 clusters Score: Raw -244835.291441 + Penalty 1529.815316 = -243305.476125 nChanged 114 SP:Iteration 8Q (1169.829563 sec): 3 clusters Score: Raw -244912.678472 + Penalty 1529.815316 = -243382.863156 nChanged 107 SP:Iteration 9Q (1169.876823 sec): 3 clusters Score: Raw -244968.633933 + Penalty 1529.815316 = -243438.818617 nChanged 79 SP:Iteration 10Q (1169.927790 sec): 3 clusters Score: Raw -245005.890992 + Penalty 1529.815316 = -243476.075676 nChanged 65 SP:Iteration 11Q (1169.976654 sec): 3 clusters Score: Raw -245041.052188 + Penalty 1529.815316 = -243511.236872 nChanged 56 SP:Iteration 12Q (1170.016872 sec): 3 clusters Score: Raw -245062.161499 + Penalty 1529.815316 = -243532.346183 nChanged 36 SP:Iteration 13Q (1170.065623 sec): 3 clusters Score: Raw -245073.689600 + Penalty 1529.815316 = -243543.874284 nChanged 31 SP:Iteration 14Q (1170.111891 sec): 3 clusters Score: Raw -245084.534205 + Penalty 1529.815316 = -243554.718889 nChanged 25 SP:Iteration 15Q (1170.165706 sec): 3 clusters Score: Raw -245091.054931 + Penalty 1529.815316 = -243561.239615 nChanged 17 SP:Iteration 16Q (1170.211130 sec): 3 clusters Score: Raw -245094.215669 + Penalty 1529.815316 = -243564.400353 nChanged 9 SP:Iteration 17Q (1170.258411 sec): 3 clusters Score: Raw -245096.302296 + Penalty 1529.815316 = -243566.486981 nChanged 12 SP:Iteration 18Q (1170.303477 sec): 3 clusters Score: Raw -245099.482828 + Penalty 1529.815316 = -243569.667512 nChanged 14 SP:Iteration 19Q (1170.357964 sec): 3 clusters Score: Raw -245104.371734 + Penalty 1529.815316 = -243574.556418 nChanged 12 SP:Iteration 20F (1170.412958 sec): 3 clusters Score: Raw -245107.849117 + Penalty 1529.815316 = -243578.033801 nChanged 11 SP:Iteration 21Q (1170.454343 sec): 3 clusters Score: Raw -245111.348138 + Penalty 1529.815316 = -243581.532822 nChanged 19 SP:Iteration 22Q (1170.513233 sec): 3 clusters Score: Raw -245115.814076 + Penalty 1529.815316 = -243585.998761 nChanged 12 SP:Iteration 23Q (1170.551323 sec): 3 clusters Score: Raw -245118.146533 + Penalty 1529.815316 = -243588.331217 nChanged 7 SP:Iteration 24Q (1170.598526 sec): 3 clusters Score: Raw -245120.128200 + Penalty 1529.815316 = -243590.312884 nChanged 6 SP:Iteration 25Q (1170.645036 sec): 3 clusters Score: Raw -245121.634782 + Penalty 1529.815316 = -243591.819466 nChanged 9 SP:Iteration 26Q (1170.701656 sec): 3 clusters Score: Raw -245123.382653 + Penalty 1529.815316 = -243593.567337 nChanged 7 SP:Iteration 27Q (1170.744439 sec): 3 clusters Score: Raw -245125.006453 + Penalty 1529.815316 = -243595.191137 nChanged 9 SP:Iteration 28Q (1170.784812 sec): 3 clusters Score: Raw -245127.555588 + Penalty 1529.815316 = -243597.740273 nChanged 11 SP:Iteration 29Q (1170.830362 sec): 3 clusters Score: Raw -245130.333124 + Penalty 1529.815316 = -243600.517808 nChanged 8 SP:Iteration 30Q (1170.881127 sec): 3 clusters Score: Raw -245131.926751 + Penalty 1529.815316 = -243602.111436 nChanged 9 SP:Iteration 31Q (1170.931653 sec): 3 clusters Score: Raw -245135.156306 + Penalty 1529.815316 = -243605.340990 nChanged 10 SP:Iteration 32Q (1170.975585 sec): 3 clusters Score: Raw -245137.553080 + Penalty 1529.815316 = -243607.737765 nChanged 4 SP:Iteration 33Q (1171.025839 sec): 3 clusters Score: Raw -245138.055376 + Penalty 1529.815316 = -243608.240060 nChanged 3 SP:Iteration 34Q (1171.069458 sec): 3 clusters Score: Raw -245138.446136 + Penalty 1529.815316 = -243608.630820 nChanged 1 SP:Iteration 35Q (1171.109672 sec): 3 clusters Score: Raw -245138.575698 + Penalty 1529.815316 = -243608.760382 nChanged 0 SP:Iteration 36F (1171.163908 sec): 3 clusters Score: Raw -245138.575698 + Penalty 1529.815316 = -243608.760382 nChanged 0 Trying to split cluster 14 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1171.180614 sec): 2 clusters Score: Raw -49498.317370 + Penalty 620.156002 = -48878.161368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1171.228372 sec): 3 clusters Score: Raw -49271.859707 + Penalty 1240.312004 = -48031.547703 nChanged 228 SP:Iteration 1F (1171.276345 sec): 3 clusters Score: Raw -49448.129891 + Penalty 1240.312004 = -48207.817887 nChanged 39 SP:Iteration 2F (1171.315947 sec): 3 clusters Score: Raw -49485.361486 + Penalty 1240.312004 = -48245.049481 nChanged 21 SP:Iteration 3Q (1171.360581 sec): 3 clusters Score: Raw -49507.902480 + Penalty 1240.312004 = -48267.590476 nChanged 18 SP:Iteration 4Q (1171.393725 sec): 3 clusters Score: Raw -49526.921263 + Penalty 1240.312004 = -48286.609258 nChanged 11 SP:Iteration 5Q (1171.438514 sec): 3 clusters Score: Raw -49541.813761 + Penalty 1240.312004 = -48301.501757 nChanged 11 SP:Iteration 6Q (1171.490372 sec): 3 clusters Score: Raw -49550.224576 + Penalty 1240.312004 = -48309.912571 nChanged 11 SP:Iteration 7Q (1171.536896 sec): 3 clusters Score: Raw -49559.469388 + Penalty 1240.312004 = -48319.157383 nChanged 10 SP:Iteration 8Q (1171.581327 sec): 3 clusters Score: Raw -49567.090060 + Penalty 1240.312004 = -48326.778056 nChanged 10 SP:Iteration 9Q (1171.633331 sec): 3 clusters Score: Raw -49575.575448 + Penalty 1240.312004 = -48335.263443 nChanged 3 SP:Iteration 10Q (1171.674819 sec): 3 clusters Score: Raw -49576.749855 + Penalty 1240.312004 = -48336.437850 nChanged 4 SP:Iteration 11Q (1171.726983 sec): 3 clusters Score: Raw -49580.361677 + Penalty 1240.312004 = -48340.049672 nChanged 7 SP:Iteration 12Q (1171.774399 sec): 3 clusters Score: Raw -49588.030635 + Penalty 1240.312004 = -48347.718631 nChanged 8 SP:Iteration 13Q (1171.823096 sec): 3 clusters Score: Raw -49596.067219 + Penalty 1240.312004 = -48355.755214 nChanged 6 SP:Iteration 14Q (1171.859801 sec): 3 clusters Score: Raw -49599.001885 + Penalty 1240.312004 = -48358.689881 nChanged 1 SP:Iteration 15Q (1171.908946 sec): 3 clusters Score: Raw -49600.123321 + Penalty 1240.312004 = -48359.811317 nChanged 1 SP:Iteration 16Q (1171.956445 sec): 3 clusters Score: Raw -49600.757752 + Penalty 1240.312004 = -48360.445748 nChanged 0 SP:Iteration 17F (1171.989549 sec): 3 clusters Score: Raw -49600.757752 + Penalty 1240.312004 = -48360.445748 nChanged 0 Trying to split cluster 15 (60374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1172.084172 sec): 2 clusters Score: Raw -4851166.681213 + Penalty 1045.789814 = -4850120.891399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1172.203261 sec): 3 clusters Score: Raw -4811815.281244 + Penalty 2091.579627 = -4809723.701617 nChanged 29032 SP:Iteration 1F (1172.322859 sec): 3 clusters Score: Raw -4828769.353702 + Penalty 2091.579627 = -4826677.774074 nChanged 2562 SP:Iteration 2Q (1172.446826 sec): 3 clusters Score: Raw -4829656.314202 + Penalty 2091.579627 = -4827564.734575 nChanged 2863 SP:Iteration 3Q (1172.571551 sec): 3 clusters Score: Raw -4830888.482604 + Penalty 2091.579627 = -4828796.902977 nChanged 3389 SP:Iteration 4F (1172.690939 sec): 3 clusters Score: Raw -4832725.652170 + Penalty 2091.579627 = -4830634.072542 nChanged 3876 SP:Iteration 5F (1172.808619 sec): 3 clusters Score: Raw -4835231.021931 + Penalty 2091.579627 = -4833139.442304 nChanged 4099 SP:Iteration 6F (1172.940190 sec): 3 clusters Score: Raw -4838352.833337 + Penalty 2091.579627 = -4836261.253710 nChanged 3943 SP:Iteration 7F (1173.052312 sec): 3 clusters Score: Raw -4841416.843557 + Penalty 2091.579627 = -4839325.263929 nChanged 3272 SP:Iteration 8F (1173.183718 sec): 3 clusters Score: Raw -4843717.350158 + Penalty 2091.579627 = -4841625.770531 nChanged 2488 SP:Iteration 9Q (1173.306662 sec): 3 clusters Score: Raw -4845226.495327 + Penalty 2091.579627 = -4843134.915700 nChanged 1845 SP:Iteration 10Q (1173.417645 sec): 3 clusters Score: Raw -4846211.807799 + Penalty 2091.579627 = -4844120.228171 nChanged 1453 SP:Iteration 11Q (1173.533180 sec): 3 clusters Score: Raw -4846936.776475 + Penalty 2091.579627 = -4844845.196847 nChanged 1249 SP:Iteration 12Q (1173.652352 sec): 3 clusters Score: Raw -4847548.123418 + Penalty 2091.579627 = -4845456.543790 nChanged 1127 SP:Iteration 13Q (1173.753995 sec): 3 clusters Score: Raw -4848123.052074 + Penalty 2091.579627 = -4846031.472447 nChanged 1019 SP:Iteration 14Q (1173.876913 sec): 3 clusters Score: Raw -4848655.730629 + Penalty 2091.579627 = -4846564.151002 nChanged 940 SP:Iteration 15Q (1173.989218 sec): 3 clusters Score: Raw -4849165.914182 + Penalty 2091.579627 = -4847074.334555 nChanged 834 SP:Iteration 16Q (1174.101656 sec): 3 clusters Score: Raw -4849610.830543 + Penalty 2091.579627 = -4847519.250916 nChanged 727 SP:Iteration 17Q (1174.214830 sec): 3 clusters Score: Raw -4849999.283664 + Penalty 2091.579627 = -4847907.704036 nChanged 608 SP:Iteration 18Q (1174.316909 sec): 3 clusters Score: Raw -4850328.523137 + Penalty 2091.579627 = -4848236.943510 nChanged 508 SP:Iteration 19Q (1174.426468 sec): 3 clusters Score: Raw -4850594.795628 + Penalty 2091.579627 = -4848503.216001 nChanged 404 SP:Iteration 20F (1174.553469 sec): 3 clusters Score: Raw -4850803.122933 + Penalty 2091.579627 = -4848711.543306 nChanged 321 SP:Iteration 21Q (1174.659828 sec): 3 clusters Score: Raw -4850955.426700 + Penalty 2091.579627 = -4848863.847073 nChanged 232 SP:Iteration 22Q (1174.764360 sec): 3 clusters Score: Raw -4851058.984307 + Penalty 2091.579627 = -4848967.404680 nChanged 197 SP:Iteration 23Q (1174.876389 sec): 3 clusters Score: Raw -4851145.523188 + Penalty 2091.579627 = -4849053.943561 nChanged 159 SP:Iteration 24Q (1174.989010 sec): 3 clusters Score: Raw -4851205.874754 + Penalty 2091.579627 = -4849114.295127 nChanged 119 SP:Iteration 25Q (1175.096913 sec): 3 clusters Score: Raw -4851252.496616 + Penalty 2091.579627 = -4849160.916989 nChanged 88 SP:Iteration 26Q (1175.203602 sec): 3 clusters Score: Raw -4851288.575530 + Penalty 2091.579627 = -4849196.995903 nChanged 86 SP:Iteration 27Q (1175.311801 sec): 3 clusters Score: Raw -4851326.429873 + Penalty 2091.579627 = -4849234.850245 nChanged 82 SP:Iteration 28Q (1175.413413 sec): 3 clusters Score: Raw -4851367.781363 + Penalty 2091.579627 = -4849276.201736 nChanged 65 SP:Iteration 29Q (1175.512874 sec): 3 clusters Score: Raw -4851393.976282 + Penalty 2091.579627 = -4849302.396655 nChanged 43 SP:Iteration 30Q (1175.598754 sec): 3 clusters Score: Raw -4851411.032700 + Penalty 2091.579627 = -4849319.453073 nChanged 35 SP:Iteration 31Q (1175.704874 sec): 3 clusters Score: Raw -4851428.008903 + Penalty 2091.579627 = -4849336.429276 nChanged 31 SP:Iteration 32Q (1175.809009 sec): 3 clusters Score: Raw -4851441.543962 + Penalty 2091.579627 = -4849349.964334 nChanged 32 SP:Iteration 33Q (1175.910028 sec): 3 clusters Score: Raw -4851453.537870 + Penalty 2091.579627 = -4849361.958242 nChanged 22 SP:Iteration 34Q (1176.014947 sec): 3 clusters Score: Raw -4851461.681192 + Penalty 2091.579627 = -4849370.101565 nChanged 15 SP:Iteration 35Q (1176.106059 sec): 3 clusters Score: Raw -4851465.402624 + Penalty 2091.579627 = -4849373.822997 nChanged 12 SP:Iteration 36Q (1176.215732 sec): 3 clusters Score: Raw -4851470.896837 + Penalty 2091.579627 = -4849379.317209 nChanged 17 SP:Iteration 37Q (1176.318797 sec): 3 clusters Score: Raw -4851479.594770 + Penalty 2091.579627 = -4849388.015143 nChanged 15 SP:Iteration 38Q (1176.427156 sec): 3 clusters Score: Raw -4851486.642001 + Penalty 2091.579627 = -4849395.062374 nChanged 13 SP:Iteration 39Q (1176.535496 sec): 3 clusters Score: Raw -4851492.414393 + Penalty 2091.579627 = -4849400.834766 nChanged 13 SP:Iteration 40F (1176.658912 sec): 3 clusters Score: Raw -4851495.900510 + Penalty 2091.579627 = -4849404.320883 nChanged 10 SP:Iteration 41Q (1176.750705 sec): 3 clusters Score: Raw -4851498.315155 + Penalty 2091.579627 = -4849406.735528 nChanged 5 SP:Iteration 42Q (1176.854373 sec): 3 clusters Score: Raw -4851500.119859 + Penalty 2091.579627 = -4849408.540231 nChanged 4 SP:Iteration 43Q (1176.953061 sec): 3 clusters Score: Raw -4851501.805711 + Penalty 2091.579627 = -4849410.226084 nChanged 5 SP:Iteration 44Q (1177.050682 sec): 3 clusters Score: Raw -4851503.599085 + Penalty 2091.579627 = -4849412.019458 nChanged 3 SP:Iteration 45Q (1177.141273 sec): 3 clusters Score: Raw -4851504.536035 + Penalty 2091.579627 = -4849412.956408 nChanged 3 SP:Iteration 46Q (1177.255440 sec): 3 clusters Score: Raw -4851505.640717 + Penalty 2091.579627 = -4849414.061090 nChanged 2 SP:Iteration 47Q (1177.357173 sec): 3 clusters Score: Raw -4851506.256391 + Penalty 2091.579627 = -4849414.676764 nChanged 0 SP:Iteration 48F (1177.471735 sec): 3 clusters Score: Raw -4851506.256391 + Penalty 2091.579627 = -4849414.676764 nChanged 0 Trying to split cluster 16 (18099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1177.513732 sec): 2 clusters Score: Raw -1436530.280281 + Penalty 931.343137 = -1435598.937144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1177.590593 sec): 3 clusters Score: Raw -1425229.805903 + Penalty 1862.686274 = -1423367.119629 nChanged 8387 SP:Iteration 1F (1177.659625 sec): 3 clusters Score: Raw -1430067.763961 + Penalty 1862.686274 = -1428205.077687 nChanged 871 SP:Iteration 2Q (1177.718694 sec): 3 clusters Score: Raw -1430391.113079 + Penalty 1862.686274 = -1428528.426805 nChanged 844 SP:Iteration 3Q (1177.789434 sec): 3 clusters Score: Raw -1430739.513126 + Penalty 1862.686274 = -1428876.826852 nChanged 830 SP:Iteration 4Q (1177.864766 sec): 3 clusters Score: Raw -1431130.886452 + Penalty 1862.686274 = -1429268.200178 nChanged 905 SP:Iteration 5F (1177.933906 sec): 3 clusters Score: Raw -1431656.044703 + Penalty 1862.686274 = -1429793.358430 nChanged 1131 SP:Iteration 6F (1177.991610 sec): 3 clusters Score: Raw -1432377.056429 + Penalty 1862.686274 = -1430514.370155 nChanged 1210 SP:Iteration 7F (1178.067629 sec): 3 clusters Score: Raw -1433315.249454 + Penalty 1862.686274 = -1431452.563180 nChanged 1234 SP:Iteration 8F (1178.137185 sec): 3 clusters Score: Raw -1434356.110552 + Penalty 1862.686274 = -1432493.424278 nChanged 1032 SP:Iteration 9F (1178.208732 sec): 3 clusters Score: Raw -1435215.290165 + Penalty 1862.686274 = -1433352.603891 nChanged 720 SP:Iteration 10Q (1178.271387 sec): 3 clusters Score: Raw -1435831.140245 + Penalty 1862.686274 = -1433968.453972 nChanged 453 SP:Iteration 11Q (1178.334286 sec): 3 clusters Score: Raw -1436205.507509 + Penalty 1862.686274 = -1434342.821236 nChanged 265 SP:Iteration 12Q (1178.405002 sec): 3 clusters Score: Raw -1436435.092023 + Penalty 1862.686274 = -1434572.405749 nChanged 136 SP:Iteration 13Q (1178.464287 sec): 3 clusters Score: Raw -1436545.145215 + Penalty 1862.686274 = -1434682.458941 nChanged 73 SP:Iteration 14Q (1178.542160 sec): 3 clusters Score: Raw -1436604.985116 + Penalty 1862.686274 = -1434742.298842 nChanged 39 SP:Iteration 15Q (1178.605334 sec): 3 clusters Score: Raw -1436640.653956 + Penalty 1862.686274 = -1434777.967682 nChanged 28 SP:Iteration 16Q (1178.672419 sec): 3 clusters Score: Raw -1436664.340805 + Penalty 1862.686274 = -1434801.654532 nChanged 22 SP:Iteration 17Q (1178.723463 sec): 3 clusters Score: Raw -1436685.954153 + Penalty 1862.686274 = -1434823.267879 nChanged 20 SP:Iteration 18Q (1178.791393 sec): 3 clusters Score: Raw -1436704.984699 + Penalty 1862.686274 = -1434842.298425 nChanged 22 SP:Iteration 19Q (1178.850233 sec): 3 clusters Score: Raw -1436718.730615 + Penalty 1862.686274 = -1434856.044341 nChanged 11 SP:Iteration 20F (1178.931163 sec): 3 clusters Score: Raw -1436725.281302 + Penalty 1862.686274 = -1434862.595028 nChanged 6 SP:Iteration 21Q (1178.998673 sec): 3 clusters Score: Raw -1436728.090264 + Penalty 1862.686274 = -1434865.403991 nChanged 3 SP:Iteration 22Q (1179.064960 sec): 3 clusters Score: Raw -1436730.708633 + Penalty 1862.686274 = -1434868.022359 nChanged 5 SP:Iteration 23Q (1179.117061 sec): 3 clusters Score: Raw -1436734.971409 + Penalty 1862.686274 = -1434872.285135 nChanged 2 SP:Iteration 24Q (1179.194661 sec): 3 clusters Score: Raw -1436736.823477 + Penalty 1862.686274 = -1434874.137203 nChanged 1 SP:Iteration 25Q (1179.257659 sec): 3 clusters Score: Raw -1436737.883282 + Penalty 1862.686274 = -1434875.197008 nChanged 2 SP:Iteration 26Q (1179.323036 sec): 3 clusters Score: Raw -1436739.024103 + Penalty 1862.686274 = -1434876.337829 nChanged 0 SP:Iteration 27F (1179.394056 sec): 3 clusters Score: Raw -1436739.024103 + Penalty 1862.686274 = -1434876.337829 nChanged 0 Trying to split cluster 17 (577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1179.420405 sec): 2 clusters Score: Raw -42789.357540 + Penalty 603.995015 = -42185.362525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1179.460104 sec): 3 clusters Score: Raw -42608.887181 + Penalty 1207.990031 = -41400.897150 nChanged 165 SP:Iteration 1F (1179.507379 sec): 3 clusters Score: Raw -42756.498564 + Penalty 1207.990031 = -41548.508533 nChanged 42 SP:Iteration 2F (1179.552410 sec): 3 clusters Score: Raw -42800.253898 + Penalty 1207.990031 = -41592.263867 nChanged 19 SP:Iteration 3Q (1179.612872 sec): 3 clusters Score: Raw -42819.734297 + Penalty 1207.990031 = -41611.744266 nChanged 12 SP:Iteration 4Q (1179.661903 sec): 3 clusters Score: Raw -42830.380348 + Penalty 1207.990031 = -41622.390317 nChanged 3 SP:Iteration 5Q (1179.703877 sec): 3 clusters Score: Raw -42833.973956 + Penalty 1207.990031 = -41625.983925 nChanged 9 SP:Iteration 6Q (1179.752793 sec): 3 clusters Score: Raw -42843.039048 + Penalty 1207.990031 = -41635.049017 nChanged 7 SP:Iteration 7Q (1179.808018 sec): 3 clusters Score: Raw -42849.709206 + Penalty 1207.990031 = -41641.719175 nChanged 4 SP:Iteration 8Q (1179.858608 sec): 3 clusters Score: Raw -42854.166471 + Penalty 1207.990031 = -41646.176440 nChanged 3 SP:Iteration 9Q (1179.906317 sec): 3 clusters Score: Raw -42856.846313 + Penalty 1207.990031 = -41648.856282 nChanged 1 SP:Iteration 10Q (1179.949732 sec): 3 clusters Score: Raw -42857.175429 + Penalty 1207.990031 = -41649.185398 nChanged 1 SP:Iteration 11Q (1180.003489 sec): 3 clusters Score: Raw -42858.426543 + Penalty 1207.990031 = -41650.436512 nChanged 1 SP:Iteration 12Q (1180.054591 sec): 3 clusters Score: Raw -42859.513448 + Penalty 1207.990031 = -41651.523417 nChanged 1 SP:Iteration 13Q (1180.105019 sec): 3 clusters Score: Raw -42859.879928 + Penalty 1207.990031 = -41651.889898 nChanged 1 SP:Iteration 14Q (1180.155187 sec): 3 clusters Score: Raw -42860.125878 + Penalty 1207.990031 = -41652.135848 nChanged 0 SP:Iteration 15F (1180.202234 sec): 3 clusters Score: Raw -42860.125878 + Penalty 1207.990031 = -41652.135848 nChanged 0 Trying to split cluster 18 (12418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1180.238504 sec): 2 clusters Score: Raw -950445.295529 + Penalty 895.555720 = -949549.739809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1180.301501 sec): 3 clusters Score: Raw -943020.429078 + Penalty 1791.111439 = -941229.317638 nChanged 5548 SP:Iteration 1F (1180.370731 sec): 3 clusters Score: Raw -946194.165996 + Penalty 1791.111439 = -944403.054557 nChanged 798 SP:Iteration 2F (1180.434783 sec): 3 clusters Score: Raw -946596.231720 + Penalty 1791.111439 = -944805.120281 nChanged 793 SP:Iteration 3F (1180.497804 sec): 3 clusters Score: Raw -947069.958230 + Penalty 1791.111439 = -945278.846791 nChanged 853 SP:Iteration 4F (1180.562125 sec): 3 clusters Score: Raw -947701.089978 + Penalty 1791.111439 = -945909.978539 nChanged 925 SP:Iteration 5F (1180.624910 sec): 3 clusters Score: Raw -948477.125376 + Penalty 1791.111439 = -946686.013937 nChanged 826 SP:Iteration 6F (1180.686489 sec): 3 clusters Score: Raw -949226.924309 + Penalty 1791.111439 = -947435.812870 nChanged 622 SP:Iteration 7F (1180.740085 sec): 3 clusters Score: Raw -949742.490815 + Penalty 1791.111439 = -947951.379376 nChanged 377 SP:Iteration 8Q (1180.803429 sec): 3 clusters Score: Raw -950039.991666 + Penalty 1791.111439 = -948248.880226 nChanged 279 SP:Iteration 9Q (1180.877501 sec): 3 clusters Score: Raw -950261.771159 + Penalty 1791.111439 = -948470.659719 nChanged 200 SP:Iteration 10Q (1180.929746 sec): 3 clusters Score: Raw -950431.857040 + Penalty 1791.111439 = -948640.745600 nChanged 153 SP:Iteration 11Q (1181.000594 sec): 3 clusters Score: Raw -950618.280305 + Penalty 1791.111439 = -948827.168866 nChanged 121 SP:Iteration 12Q (1181.050072 sec): 3 clusters Score: Raw -950737.876833 + Penalty 1791.111439 = -948946.765394 nChanged 116 SP:Iteration 13Q (1181.118266 sec): 3 clusters Score: Raw -950816.340886 + Penalty 1791.111439 = -949025.229447 nChanged 95 SP:Iteration 14Q (1181.168384 sec): 3 clusters Score: Raw -950870.982084 + Penalty 1791.111439 = -949079.870645 nChanged 71 SP:Iteration 15Q (1181.232261 sec): 3 clusters Score: Raw -950898.781695 + Penalty 1791.111439 = -949107.670255 nChanged 45 SP:Iteration 16Q (1181.285575 sec): 3 clusters Score: Raw -950912.216868 + Penalty 1791.111439 = -949121.105428 nChanged 38 SP:Iteration 17Q (1181.352826 sec): 3 clusters Score: Raw -950922.684826 + Penalty 1791.111439 = -949131.573387 nChanged 29 SP:Iteration 18Q (1181.412695 sec): 3 clusters Score: Raw -950930.668180 + Penalty 1791.111439 = -949139.556741 nChanged 27 SP:Iteration 19Q (1181.461605 sec): 3 clusters Score: Raw -950938.575458 + Penalty 1791.111439 = -949147.464019 nChanged 25 SP:Iteration 20F (1181.525613 sec): 3 clusters Score: Raw -950943.581934 + Penalty 1791.111439 = -949152.470495 nChanged 13 SP:Iteration 21Q (1181.579557 sec): 3 clusters Score: Raw -950946.567933 + Penalty 1791.111439 = -949155.456494 nChanged 19 SP:Iteration 22Q (1181.643709 sec): 3 clusters Score: Raw -950950.896435 + Penalty 1791.111439 = -949159.784996 nChanged 20 SP:Iteration 23Q (1181.688953 sec): 3 clusters Score: Raw -950954.114637 + Penalty 1791.111439 = -949163.003197 nChanged 13 SP:Iteration 24Q (1181.754010 sec): 3 clusters Score: Raw -950957.746619 + Penalty 1791.111439 = -949166.635180 nChanged 15 SP:Iteration 25Q (1181.820355 sec): 3 clusters Score: Raw -950960.570790 + Penalty 1791.111439 = -949169.459350 nChanged 7 SP:Iteration 26Q (1181.868979 sec): 3 clusters Score: Raw -950961.260097 + Penalty 1791.111439 = -949170.148657 nChanged 5 SP:Iteration 27Q (1181.940855 sec): 3 clusters Score: Raw -950962.246527 + Penalty 1791.111439 = -949171.135087 nChanged 8 SP:Iteration 28Q (1181.987200 sec): 3 clusters Score: Raw -950963.695049 + Penalty 1791.111439 = -949172.583610 nChanged 11 SP:Iteration 29Q (1182.040770 sec): 3 clusters Score: Raw -950965.306673 + Penalty 1791.111439 = -949174.195234 nChanged 15 SP:Iteration 30Q (1182.106567 sec): 3 clusters Score: Raw -950968.829815 + Penalty 1791.111439 = -949177.718376 nChanged 10 SP:Iteration 31Q (1182.164641 sec): 3 clusters Score: Raw -950970.722672 + Penalty 1791.111439 = -949179.611233 nChanged 14 SP:Iteration 32Q (1182.211044 sec): 3 clusters Score: Raw -950975.731626 + Penalty 1791.111439 = -949184.620186 nChanged 17 SP:Iteration 33Q (1182.271739 sec): 3 clusters Score: Raw -950979.479045 + Penalty 1791.111439 = -949188.367606 nChanged 14 SP:Iteration 34Q (1182.332691 sec): 3 clusters Score: Raw -950981.906360 + Penalty 1791.111439 = -949190.794921 nChanged 12 SP:Iteration 35Q (1182.391057 sec): 3 clusters Score: Raw -950983.822711 + Penalty 1791.111439 = -949192.711272 nChanged 10 SP:Iteration 36Q (1182.437675 sec): 3 clusters Score: Raw -950985.115709 + Penalty 1791.111439 = -949194.004269 nChanged 3 SP:Iteration 37Q (1182.494662 sec): 3 clusters Score: Raw -950985.799205 + Penalty 1791.111439 = -949194.687766 nChanged 0 SP:Iteration 38F (1182.561333 sec): 3 clusters Score: Raw -950985.799205 + Penalty 1791.111439 = -949194.687766 nChanged 0 Trying to split cluster 19 (8111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1182.597287 sec): 2 clusters Score: Raw -665493.688244 + Penalty 855.092762 = -664638.595481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1182.642758 sec): 3 clusters Score: Raw -660741.754143 + Penalty 1710.185524 = -659031.568618 nChanged 3620 SP:Iteration 1F (1182.699759 sec): 3 clusters Score: Raw -662765.504924 + Penalty 1710.185524 = -661055.319400 nChanged 511 SP:Iteration 2F (1182.761308 sec): 3 clusters Score: Raw -663019.755380 + Penalty 1710.185524 = -661309.569856 nChanged 497 SP:Iteration 3F (1182.812842 sec): 3 clusters Score: Raw -663272.238734 + Penalty 1710.185524 = -661562.053209 nChanged 481 SP:Iteration 4F (1182.877476 sec): 3 clusters Score: Raw -663568.645089 + Penalty 1710.185524 = -661858.459565 nChanged 491 SP:Iteration 5F (1182.938711 sec): 3 clusters Score: Raw -663903.576983 + Penalty 1710.185524 = -662193.391459 nChanged 495 SP:Iteration 6F (1182.983059 sec): 3 clusters Score: Raw -664336.260478 + Penalty 1710.185524 = -662626.074953 nChanged 465 SP:Iteration 7F (1183.041854 sec): 3 clusters Score: Raw -664776.012972 + Penalty 1710.185524 = -663065.827448 nChanged 375 SP:Iteration 8Q (1183.097718 sec): 3 clusters Score: Raw -665050.254193 + Penalty 1710.185524 = -663340.068669 nChanged 248 SP:Iteration 9Q (1183.163915 sec): 3 clusters Score: Raw -665188.361339 + Penalty 1710.185524 = -663478.175814 nChanged 150 SP:Iteration 10Q (1183.207107 sec): 3 clusters Score: Raw -665257.252001 + Penalty 1710.185524 = -663547.066476 nChanged 117 SP:Iteration 11Q (1183.269295 sec): 3 clusters Score: Raw -665296.276009 + Penalty 1710.185524 = -663586.090485 nChanged 79 SP:Iteration 12Q (1183.314283 sec): 3 clusters Score: Raw -665322.529983 + Penalty 1710.185524 = -663612.344458 nChanged 71 SP:Iteration 13Q (1183.379540 sec): 3 clusters Score: Raw -665346.659282 + Penalty 1710.185524 = -663636.473758 nChanged 67 SP:Iteration 14Q (1183.433364 sec): 3 clusters Score: Raw -665368.006858 + Penalty 1710.185524 = -663657.821334 nChanged 58 SP:Iteration 15Q (1183.484843 sec): 3 clusters Score: Raw -665382.804333 + Penalty 1710.185524 = -663672.618808 nChanged 44 SP:Iteration 16Q (1183.534818 sec): 3 clusters Score: Raw -665392.464075 + Penalty 1710.185524 = -663682.278551 nChanged 32 SP:Iteration 17Q (1183.602652 sec): 3 clusters Score: Raw -665399.389395 + Penalty 1710.185524 = -663689.203870 nChanged 28 SP:Iteration 18Q (1183.655824 sec): 3 clusters Score: Raw -665405.303142 + Penalty 1710.185524 = -663695.117618 nChanged 23 SP:Iteration 19Q (1183.708734 sec): 3 clusters Score: Raw -665409.142105 + Penalty 1710.185524 = -663698.956580 nChanged 22 SP:Iteration 20F (1183.766954 sec): 3 clusters Score: Raw -665413.932155 + Penalty 1710.185524 = -663703.746631 nChanged 22 SP:Iteration 21Q (1183.812425 sec): 3 clusters Score: Raw -665418.544295 + Penalty 1710.185524 = -663708.358771 nChanged 22 SP:Iteration 22Q (1183.870954 sec): 3 clusters Score: Raw -665422.193440 + Penalty 1710.185524 = -663712.007916 nChanged 21 SP:Iteration 23Q (1183.930847 sec): 3 clusters Score: Raw -665426.215913 + Penalty 1710.185524 = -663716.030388 nChanged 26 SP:Iteration 24Q (1183.988173 sec): 3 clusters Score: Raw -665431.806257 + Penalty 1710.185524 = -663721.620733 nChanged 27 SP:Iteration 25Q (1184.030004 sec): 3 clusters Score: Raw -665437.458232 + Penalty 1710.185524 = -663727.272707 nChanged 22 SP:Iteration 26Q (1184.085943 sec): 3 clusters Score: Raw -665440.984238 + Penalty 1710.185524 = -663730.798714 nChanged 17 SP:Iteration 27Q (1184.158108 sec): 3 clusters Score: Raw -665445.185245 + Penalty 1710.185524 = -663734.999721 nChanged 19 SP:Iteration 28Q (1184.211082 sec): 3 clusters Score: Raw -665451.319967 + Penalty 1710.185524 = -663741.134443 nChanged 22 SP:Iteration 29Q (1184.264659 sec): 3 clusters Score: Raw -665457.751816 + Penalty 1710.185524 = -663747.566292 nChanged 19 SP:Iteration 30Q (1184.319675 sec): 3 clusters Score: Raw -665463.147666 + Penalty 1710.185524 = -663752.962141 nChanged 15 SP:Iteration 31Q (1184.376175 sec): 3 clusters Score: Raw -665466.878024 + Penalty 1710.185524 = -663756.692500 nChanged 19 SP:Iteration 32Q (1184.443348 sec): 3 clusters Score: Raw -665471.501817 + Penalty 1710.185524 = -663761.316293 nChanged 17 SP:Iteration 33Q (1184.501647 sec): 3 clusters Score: Raw -665475.622280 + Penalty 1710.185524 = -663765.436756 nChanged 17 SP:Iteration 34Q (1184.559022 sec): 3 clusters Score: Raw -665478.300068 + Penalty 1710.185524 = -663768.114543 nChanged 13 SP:Iteration 35Q (1184.606846 sec): 3 clusters Score: Raw -665480.462071 + Penalty 1710.185524 = -663770.276547 nChanged 15 SP:Iteration 36Q (1184.676396 sec): 3 clusters Score: Raw -665483.391435 + Penalty 1710.185524 = -663773.205911 nChanged 10 SP:Iteration 37Q (1184.732140 sec): 3 clusters Score: Raw -665485.453348 + Penalty 1710.185524 = -663775.267824 nChanged 12 SP:Iteration 38Q (1184.784458 sec): 3 clusters Score: Raw -665487.954478 + Penalty 1710.185524 = -663777.768954 nChanged 17 SP:Iteration 39Q (1184.833502 sec): 3 clusters Score: Raw -665491.255886 + Penalty 1710.185524 = -663781.070361 nChanged 12 SP:Iteration 40F (1184.899436 sec): 3 clusters Score: Raw -665493.746258 + Penalty 1710.185524 = -663783.560734 nChanged 8 SP:Iteration 41Q (1184.943323 sec): 3 clusters Score: Raw -665495.015411 + Penalty 1710.185524 = -663784.829887 nChanged 6 SP:Iteration 42Q (1184.999943 sec): 3 clusters Score: Raw -665495.589277 + Penalty 1710.185524 = -663785.403753 nChanged 3 SP:Iteration 43Q (1185.053138 sec): 3 clusters Score: Raw -665495.981781 + Penalty 1710.185524 = -663785.796257 nChanged 3 SP:Iteration 44Q (1185.108248 sec): 3 clusters Score: Raw -665496.461140 + Penalty 1710.185524 = -663786.275615 nChanged 5 SP:Iteration 45Q (1185.154372 sec): 3 clusters Score: Raw -665497.151474 + Penalty 1710.185524 = -663786.965949 nChanged 6 SP:Iteration 46Q (1185.221012 sec): 3 clusters Score: Raw -665497.942031 + Penalty 1710.185524 = -663787.756506 nChanged 4 SP:Iteration 47Q (1185.277121 sec): 3 clusters Score: Raw -665498.468001 + Penalty 1710.185524 = -663788.282476 nChanged 4 SP:Iteration 48Q (1185.335245 sec): 3 clusters Score: Raw -665499.111353 + Penalty 1710.185524 = -663788.925829 nChanged 3 SP:Iteration 49Q (1185.392583 sec): 3 clusters Score: Raw -665499.384204 + Penalty 1710.185524 = -663789.198680 nChanged 0 SP:Iteration 50F (1185.451406 sec): 3 clusters Score: Raw -665499.384204 + Penalty 1710.185524 = -663789.198680 nChanged 0 Time taken for this iteration:598.451622 seconds. 21->20 Clusters: Score -15291522.424432, best is -15291984.159648 Main iterations: 474 (time per iteration =2229.267283 ms) Total iterations: 10534 (time per iteration =100.310679 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 91282726116.000000 (time per metric unit =11.575823ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 1643089070088.000000 (time per metric unit=643.101285ps) That took 1056.672692 seconds.