FileBase Mouse24-131213--3--12.14.2013-16.43 ElecNo 7 MinClusters 3 MaxClusters 4 MaxPossibleClusters 100 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 16777217 UseFloatMasks 0 help 0 help 0 Loaded 12709 data points of dimension 25. Starting from 3 clusters... --- Clustering full data set of 12709 points --- Assigned 3 initial classes randomly. ConsiderDeletion: Deleting Class 2. Lose 1527.026404 but Gain 1658.486527 ComputeScore: Raw -345235.019598 + Penalty 1658.486527 = -343576.533071Iteration 0F: 2 clusters Score -343576.5 nChanged 6278 ConsiderDeletion: ComputeScore: Raw -354064.073645 + Penalty 1658.486527 = -352405.587118Iteration 1F: 2 clusters Score -352405.6 nChanged 0 ComputeScore: Raw -354064.073645 + Penalty 1658.486527 = -352405.587118Trying to split cluster 1 (12709 points) Assigned 2 initial classes randomly. ComputeScore: Raw -354064.073645 + Penalty 1658.486527 = -352405.587118 Iteration 0F: 2 clusters Score -352405.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -346646.454023 + Penalty 3316.973055 = -343329.480968 Iteration 0F: 3 clusters Score -343329.5 nChanged 5614 ComputeScore: Raw -349650.901362 + Penalty 3316.973055 = -346333.928307 Iteration 1F: 3 clusters Score -346333.9 nChanged 757 ComputeScore: Raw -349995.556814 + Penalty 3316.973055 = -346678.583760 Iteration 2F: 3 clusters Score -346678.6 nChanged 648 ComputeScore: Raw -350290.027827 + Penalty 3316.973055 = -346973.054772 Iteration 3F: 3 clusters Score -346973.1 nChanged 608 ComputeScore: Raw -350552.026640 + Penalty 3316.973055 = -347235.053585 Iteration 4Q: 3 clusters Score -347235.1 nChanged 551 ComputeScore: Raw -350823.782612 + Penalty 3316.973055 = -347506.809558 Iteration 5Q: 3 clusters Score -347506.8 nChanged 565 ComputeScore: Raw -351137.443483 + Penalty 3316.973055 = -347820.470428 Iteration 6Q: 3 clusters Score -347820.5 nChanged 660 ComputeScore: Raw -351599.673323 + Penalty 3316.973055 = -348282.700268 Iteration 7F: 3 clusters Score -348282.7 nChanged 779 ComputeScore: Raw -352206.756869 + Penalty 3316.973055 = -348889.783814 Iteration 8F: 3 clusters Score -348889.8 nChanged 810 ComputeScore: Raw -352890.734260 + Penalty 3316.973055 = -349573.761205 Iteration 9F: 3 clusters Score -349573.8 nChanged 762 ComputeScore: Raw -353555.524622 + Penalty 3316.973055 = -350238.551567 Iteration 10F: 3 clusters Score -350238.6 nChanged 619 ComputeScore: Raw -354024.820646 + Penalty 3316.973055 = -350707.847591 Iteration 11Q: 3 clusters Score -350707.8 nChanged 447 ComputeScore: Raw -354322.420160 + Penalty 3316.973055 = -351005.447106 Iteration 12Q: 3 clusters Score -351005.4 nChanged 307 ComputeScore: Raw -354496.979181 + Penalty 3316.973055 = -351180.006127 Iteration 13Q: 3 clusters Score -351180 nChanged 253 ComputeScore: Raw -354638.095450 + Penalty 3316.973055 = -351321.122396 Iteration 14Q: 3 clusters Score -351321.1 nChanged 210 ComputeScore: Raw -354740.011082 + Penalty 3316.973055 = -351423.038027 Iteration 15Q: 3 clusters Score -351423 nChanged 180 ComputeScore: Raw -354816.111202 + Penalty 3316.973055 = -351499.138147 Iteration 16Q: 3 clusters Score -351499.1 nChanged 139 ComputeScore: Raw -354871.162890 + Penalty 3316.973055 = -351554.189835 Iteration 17Q: 3 clusters Score -351554.2 nChanged 118 ComputeScore: Raw -354907.683573 + Penalty 3316.973055 = -351590.710518 Iteration 18Q: 3 clusters Score -351590.7 nChanged 95 ComputeScore: Raw -354929.426491 + Penalty 3316.973055 = -351612.453437 Iteration 19Q: 3 clusters Score -351612.5 nChanged 72 ComputeScore: Raw -354946.441332 + Penalty 3316.973055 = -351629.468278 Iteration 20F: 3 clusters Score -351629.5 nChanged 69 ComputeScore: Raw -354965.085026 + Penalty 3316.973055 = -351648.111971 Iteration 21Q: 3 clusters Score -351648.1 nChanged 70 ComputeScore: Raw -354980.863822 + Penalty 3316.973055 = -351663.890768 Iteration 22Q: 3 clusters Score -351663.9 nChanged 64 ComputeScore: Raw -354992.772114 + Penalty 3316.973055 = -351675.799059 Iteration 23Q: 3 clusters Score -351675.8 nChanged 42 ComputeScore: Raw -354999.734959 + Penalty 3316.973055 = -351682.761904 Iteration 24Q: 3 clusters Score -351682.8 nChanged 41 ComputeScore: Raw -355006.391691 + Penalty 3316.973055 = -351689.418636 Iteration 25Q: 3 clusters Score -351689.4 nChanged 35 ComputeScore: Raw -355012.390687 + Penalty 3316.973055 = -351695.417632 Iteration 26Q: 3 clusters Score -351695.4 nChanged 45 ComputeScore: Raw -355021.446620 + Penalty 3316.973055 = -351704.473566 Iteration 27Q: 3 clusters Score -351704.5 nChanged 39 ComputeScore: Raw -355028.802408 + Penalty 3316.973055 = -351711.829353 Iteration 28Q: 3 clusters Score -351711.8 nChanged 33 ComputeScore: Raw -355035.529009 + Penalty 3316.973055 = -351718.555954 Iteration 29Q: 3 clusters Score -351718.6 nChanged 31 ComputeScore: Raw -355039.928633 + Penalty 3316.973055 = -351722.955578 Iteration 30Q: 3 clusters Score -351723 nChanged 21 ComputeScore: Raw -355043.254461 + Penalty 3316.973055 = -351726.281407 Iteration 31Q: 3 clusters Score -351726.3 nChanged 33 ComputeScore: Raw -355048.003700 + Penalty 3316.973055 = -351731.030645 Iteration 32Q: 3 clusters Score -351731 nChanged 30 ComputeScore: Raw -355052.107888 + Penalty 3316.973055 = -351735.134833 Iteration 33Q: 3 clusters Score -351735.1 nChanged 18 ComputeScore: Raw -355054.421571 + Penalty 3316.973055 = -351737.448517 Iteration 34Q: 3 clusters Score -351737.4 nChanged 16 ComputeScore: Raw -355056.828733 + Penalty 3316.973055 = -351739.855678 Iteration 35Q: 3 clusters Score -351739.9 nChanged 19 ComputeScore: Raw -355059.363025 + Penalty 3316.973055 = -351742.389970 Iteration 36Q: 3 clusters Score -351742.4 nChanged 15 ComputeScore: Raw -355061.160893 + Penalty 3316.973055 = -351744.187838 Iteration 37Q: 3 clusters Score -351744.2 nChanged 14 ComputeScore: Raw -355063.271969 + Penalty 3316.973055 = -351746.298915 Iteration 38Q: 3 clusters Score -351746.3 nChanged 14 ComputeScore: Raw -355065.084554 + Penalty 3316.973055 = -351748.111499 Iteration 39Q: 3 clusters Score -351748.1 nChanged 10 ComputeScore: Raw -355066.391524 + Penalty 3316.973055 = -351749.418469 Iteration 40F: 3 clusters Score -351749.4 nChanged 9 ComputeScore: Raw -355067.411235 + Penalty 3316.973055 = -351750.438180 Iteration 41Q: 3 clusters Score -351750.4 nChanged 12 ComputeScore: Raw -355069.002771 + Penalty 3316.973055 = -351752.029716 Iteration 42Q: 3 clusters Score -351752 nChanged 10 ComputeScore: Raw -355070.361044 + Penalty 3316.973055 = -351753.387990 Iteration 43Q: 3 clusters Score -351753.4 nChanged 10 ComputeScore: Raw -355071.438931 + Penalty 3316.973055 = -351754.465877 Iteration 44Q: 3 clusters Score -351754.5 nChanged 4 ComputeScore: Raw -355071.867981 + Penalty 3316.973055 = -351754.894927 Iteration 45Q: 3 clusters Score -351754.9 nChanged 4 ComputeScore: Raw -355072.210827 + Penalty 3316.973055 = -351755.237773 Iteration 46Q: 3 clusters Score -351755.2 nChanged 5 ComputeScore: Raw -355072.798198 + Penalty 3316.973055 = -351755.825143 Iteration 47Q: 3 clusters Score -351755.8 nChanged 5 ComputeScore: Raw -355073.262727 + Penalty 3316.973055 = -351756.289672 Iteration 48Q: 3 clusters Score -351756.3 nChanged 10 ComputeScore: Raw -355074.389883 + Penalty 3316.973055 = -351757.416828 Iteration 49Q: 3 clusters Score -351757.4 nChanged 13 ComputeScore: Raw -355075.684150 + Penalty 3316.973055 = -351758.711096 Iteration 50Q: 3 clusters Score -351758.7 nChanged 8 ComputeScore: Raw -355076.302326 + Penalty 3316.973055 = -351759.329271 Iteration 51Q: 3 clusters Score -351759.3 nChanged 10 ComputeScore: Raw -355077.299957 + Penalty 3316.973055 = -351760.326902 Iteration 52Q: 3 clusters Score -351760.3 nChanged 7 ComputeScore: Raw -355078.234445 + Penalty 3316.973055 = -351761.261390 Iteration 53Q: 3 clusters Score -351761.3 nChanged 10 ComputeScore: Raw -355079.342741 + Penalty 3316.973055 = -351762.369686 Iteration 54Q: 3 clusters Score -351762.4 nChanged 7 ComputeScore: Raw -355080.097535 + Penalty 3316.973055 = -351763.124480 Iteration 55Q: 3 clusters Score -351763.1 nChanged 9 ComputeScore: Raw -355081.024905 + Penalty 3316.973055 = -351764.051851 Iteration 56Q: 3 clusters Score -351764.1 nChanged 5 ComputeScore: Raw -355081.566862 + Penalty 3316.973055 = -351764.593808 Iteration 57Q: 3 clusters Score -351764.6 nChanged 2 ComputeScore: Raw -355081.715697 + Penalty 3316.973055 = -351764.742642 Iteration 58Q: 3 clusters Score -351764.7 nChanged 1 ComputeScore: Raw -355081.772179 + Penalty 3316.973055 = -351764.799125 Iteration 59Q: 3 clusters Score -351764.8 nChanged 0 ComputeScore: Raw -355081.772179 + Penalty 3316.973055 = -351764.799125 Iteration 60F: 3 clusters Score -351764.8 nChanged 0 3->2 Clusters: Score -352405.587118, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 4 clusters... --- Clustering full data set of 12709 points --- Assigned 4 initial classes randomly. ConsiderDeletion: Deleting Class 2. Lose 1005.271999 but Gain 1658.486527 ComputeScore: Raw -341888.065249 + Penalty 3316.973055 = -338571.092194Iteration 0F: 3 clusters Score -338571.1 nChanged 7817 ConsiderDeletion: ComputeScore: Raw -349803.209230 + Penalty 3316.973055 = -346486.236175Iteration 1F: 3 clusters Score -346486.2 nChanged 763 ConsiderDeletion: ComputeScore: Raw -350155.094857 + Penalty 3316.973055 = -346838.121803Iteration 2F: 3 clusters Score -346838.1 nChanged 649 ConsiderDeletion: ComputeScore: Raw -350533.781707 + Penalty 3316.973055 = -347216.808652Iteration 3F: 3 clusters Score -347216.8 nChanged 659 ConsiderDeletion: ComputeScore: Raw -350994.375300 + Penalty 3316.973055 = -347677.402245Iteration 4F: 3 clusters Score -347677.4 nChanged 698 ConsiderDeletion: ComputeScore: Raw -351538.209150 + Penalty 3316.973055 = -348221.236095Iteration 5F: 3 clusters Score -348221.2 nChanged 735 ConsiderDeletion: ComputeScore: Raw -352137.880397 + Penalty 3316.973055 = -348820.907342Iteration 6F: 3 clusters Score -348820.9 nChanged 686 ConsiderDeletion: ComputeScore: Raw -352647.860029 + Penalty 3316.973055 = -349330.886974Iteration 7F: 3 clusters Score -349330.9 nChanged 621 ConsiderDeletion: ComputeScore: Raw -353046.993354 + Penalty 3316.973055 = -349730.020299Iteration 8Q: 3 clusters Score -349730 nChanged 502 ConsiderDeletion: ComputeScore: Raw -353303.900870 + Penalty 3316.973055 = -349986.927815Iteration 9Q: 3 clusters Score -349986.9 nChanged 386 ConsiderDeletion: ComputeScore: Raw -353495.239138 + Penalty 3316.973055 = -350178.266083Iteration 10Q: 3 clusters Score -350178.3 nChanged 320 ConsiderDeletion: ComputeScore: Raw -353640.931367 + Penalty 3316.973055 = -350323.958312Iteration 11Q: 3 clusters Score -350324 nChanged 263 ConsiderDeletion: ComputeScore: Raw -353754.914111 + Penalty 3316.973055 = -350437.941056Iteration 12Q: 3 clusters Score -350437.9 nChanged 220 ConsiderDeletion: ComputeScore: Raw -353856.329056 + Penalty 3316.973055 = -350539.356002Iteration 13Q: 3 clusters Score -350539.4 nChanged 213 ConsiderDeletion: ComputeScore: Raw -353944.253143 + Penalty 3316.973055 = -350627.280089Iteration 14Q: 3 clusters Score -350627.3 nChanged 180 ConsiderDeletion: ComputeScore: Raw -354024.062112 + Penalty 3316.973055 = -350707.089057Iteration 15Q: 3 clusters Score -350707.1 nChanged 153 ConsiderDeletion: ComputeScore: Raw -354080.867292 + Penalty 3316.973055 = -350763.894237Iteration 16Q: 3 clusters Score -350763.9 nChanged 124 ConsiderDeletion: ComputeScore: Raw -354123.719405 + Penalty 3316.973055 = -350806.746351Iteration 17Q: 3 clusters Score -350806.7 nChanged 113 ConsiderDeletion: ComputeScore: Raw -354176.450740 + Penalty 3316.973055 = -350859.477685Iteration 18Q: 3 clusters Score -350859.5 nChanged 125 ConsiderDeletion: ComputeScore: Raw -354231.028610 + Penalty 3316.973055 = -350914.055555Iteration 19Q: 3 clusters Score -350914.1 nChanged 114 ConsiderDeletion: ComputeScore: Raw -354282.190182 + Penalty 3316.973055 = -350965.217128Iteration 20F: 3 clusters Score -350965.2 nChanged 109 ConsiderDeletion: ComputeScore: Raw -354328.002346 + Penalty 3316.973055 = -351011.029291Iteration 21Q: 3 clusters Score -351011 nChanged 98 ConsiderDeletion: ComputeScore: Raw -354366.472127 + Penalty 3316.973055 = -351049.499072Iteration 22Q: 3 clusters Score -351049.5 nChanged 99 ConsiderDeletion: ComputeScore: Raw -354400.890054 + Penalty 3316.973055 = -351083.917000Iteration 23Q: 3 clusters Score -351083.9 nChanged 105 ConsiderDeletion: ComputeScore: Raw -354440.867792 + Penalty 3316.973055 = -351123.894738Iteration 24Q: 3 clusters Score -351123.9 nChanged 117 ConsiderDeletion: ComputeScore: Raw -354483.732711 + Penalty 3316.973055 = -351166.759657Iteration 25Q: 3 clusters Score -351166.8 nChanged 112 ConsiderDeletion: ComputeScore: Raw -354530.822505 + Penalty 3316.973055 = -351213.849450Iteration 26Q: 3 clusters Score -351213.8 nChanged 95 ConsiderDeletion: ComputeScore: Raw -354562.221945 + Penalty 3316.973055 = -351245.248891Iteration 27Q: 3 clusters Score -351245.2 nChanged 86 ConsiderDeletion: ComputeScore: Raw -354588.807046 + Penalty 3316.973055 = -351271.833992Iteration 28Q: 3 clusters Score -351271.8 nChanged 65 ConsiderDeletion: ComputeScore: Raw -354606.869430 + Penalty 3316.973055 = -351289.896375Iteration 29Q: 3 clusters Score -351289.9 nChanged 66 ConsiderDeletion: ComputeScore: Raw -354625.452760 + Penalty 3316.973055 = -351308.479706Iteration 30Q: 3 clusters Score -351308.5 nChanged 63 ConsiderDeletion: ComputeScore: Raw -354639.481034 + Penalty 3316.973055 = -351322.507980Iteration 31Q: 3 clusters Score -351322.5 nChanged 43 ConsiderDeletion: ComputeScore: Raw -354647.176857 + Penalty 3316.973055 = -351330.203803Iteration 32Q: 3 clusters Score -351330.2 nChanged 35 ConsiderDeletion: ComputeScore: Raw -354653.689504 + Penalty 3316.973055 = -351336.716449Iteration 33Q: 3 clusters Score -351336.7 nChanged 28 ConsiderDeletion: ComputeScore: Raw -354657.888787 + Penalty 3316.973055 = -351340.915732Iteration 34Q: 3 clusters Score -351340.9 nChanged 23 ConsiderDeletion: ComputeScore: Raw -354661.631303 + Penalty 3316.973055 = -351344.658248Iteration 35Q: 3 clusters Score -351344.7 nChanged 23 ConsiderDeletion: ComputeScore: Raw -354664.867851 + Penalty 3316.973055 = -351347.894797Iteration 36Q: 3 clusters Score -351347.9 nChanged 18 ConsiderDeletion: ComputeScore: Raw -354667.609670 + Penalty 3316.973055 = -351350.636616Iteration 37Q: 3 clusters Score -351350.6 nChanged 23 ConsiderDeletion: ComputeScore: Raw -354671.037399 + Penalty 3316.973055 = -351354.064344Iteration 38Q: 3 clusters Score -351354.1 nChanged 19 ComputeScore: Raw -354671.037399 + Penalty 3316.973055 = -351354.064344Trying to split cluster 1 (2864 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94301.767257 + Penalty 1396.975530 = -92904.791727 Iteration 0F: 2 clusters Score -92904.79 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -92990.533367 + Penalty 2793.951059 = -90196.582307 Iteration 0F: 3 clusters Score -90196.58 nChanged 1021 ComputeScore: Raw -93557.406191 + Penalty 2793.951059 = -90763.455132 Iteration 1F: 3 clusters Score -90763.46 nChanged 217 ComputeScore: Raw -93685.175880 + Penalty 2793.951059 = -90891.224820 Iteration 2F: 3 clusters Score -90891.22 nChanged 140 ComputeScore: Raw -93758.782875 + Penalty 2793.951059 = -90964.831816 Iteration 3Q: 3 clusters Score -90964.83 nChanged 88 ComputeScore: Raw -93804.700457 + Penalty 2793.951059 = -91010.749398 Iteration 4Q: 3 clusters Score -91010.75 nChanged 64 ComputeScore: Raw -93828.249057 + Penalty 2793.951059 = -91034.297998 Iteration 5Q: 3 clusters Score -91034.3 nChanged 37 ComputeScore: Raw -93846.720455 + Penalty 2793.951059 = -91052.769396 Iteration 6Q: 3 clusters Score -91052.77 nChanged 38 ComputeScore: Raw -93862.527747 + Penalty 2793.951059 = -91068.576688 Iteration 7Q: 3 clusters Score -91068.58 nChanged 23 ComputeScore: Raw -93872.645578 + Penalty 2793.951059 = -91078.694519 Iteration 8Q: 3 clusters Score -91078.69 nChanged 31 ComputeScore: Raw -93884.022505 + Penalty 2793.951059 = -91090.071446 Iteration 9Q: 3 clusters Score -91090.07 nChanged 23 ComputeScore: Raw -93892.774368 + Penalty 2793.951059 = -91098.823309 Iteration 10Q: 3 clusters Score -91098.82 nChanged 17 ComputeScore: Raw -93898.781486 + Penalty 2793.951059 = -91104.830427 Iteration 11Q: 3 clusters Score -91104.83 nChanged 20 ComputeScore: Raw -93905.493074 + Penalty 2793.951059 = -91111.542015 Iteration 12Q: 3 clusters Score -91111.54 nChanged 9 ComputeScore: Raw -93908.913112 + Penalty 2793.951059 = -91114.962052 Iteration 13Q: 3 clusters Score -91114.96 nChanged 7 ComputeScore: Raw -93911.268333 + Penalty 2793.951059 = -91117.317274 Iteration 14Q: 3 clusters Score -91117.32 nChanged 5 ComputeScore: Raw -93913.171729 + Penalty 2793.951059 = -91119.220670 Iteration 15Q: 3 clusters Score -91119.22 nChanged 7 ComputeScore: Raw -93915.131381 + Penalty 2793.951059 = -91121.180322 Iteration 16Q: 3 clusters Score -91121.18 nChanged 5 ComputeScore: Raw -93916.673149 + Penalty 2793.951059 = -91122.722089 Iteration 17Q: 3 clusters Score -91122.72 nChanged 10 ComputeScore: Raw -93920.061393 + Penalty 2793.951059 = -91126.110334 Iteration 18Q: 3 clusters Score -91126.11 nChanged 11 ComputeScore: Raw -93926.375329 + Penalty 2793.951059 = -91132.424270 Iteration 19Q: 3 clusters Score -91132.42 nChanged 12 ComputeScore: Raw -93931.240994 + Penalty 2793.951059 = -91137.289935 Iteration 20F: 3 clusters Score -91137.29 nChanged 14 ComputeScore: Raw -93936.463871 + Penalty 2793.951059 = -91142.512812 Iteration 21Q: 3 clusters Score -91142.51 nChanged 14 ComputeScore: Raw -93940.449401 + Penalty 2793.951059 = -91146.498342 Iteration 22Q: 3 clusters Score -91146.5 nChanged 9 ComputeScore: Raw -93943.727402 + Penalty 2793.951059 = -91149.776342 Iteration 23Q: 3 clusters Score -91149.78 nChanged 7 ComputeScore: Raw -93946.330446 + Penalty 2793.951059 = -91152.379387 Iteration 24Q: 3 clusters Score -91152.38 nChanged 5 ComputeScore: Raw -93947.873568 + Penalty 2793.951059 = -91153.922508 Iteration 25Q: 3 clusters Score -91153.92 nChanged 5 ComputeScore: Raw -93949.225602 + Penalty 2793.951059 = -91155.274543 Iteration 26Q: 3 clusters Score -91155.27 nChanged 6 ComputeScore: Raw -93950.602630 + Penalty 2793.951059 = -91156.651571 Iteration 27Q: 3 clusters Score -91156.65 nChanged 4 ComputeScore: Raw -93951.527343 + Penalty 2793.951059 = -91157.576284 Iteration 28Q: 3 clusters Score -91157.58 nChanged 2 ComputeScore: Raw -93952.175666 + Penalty 2793.951059 = -91158.224606 Iteration 29Q: 3 clusters Score -91158.22 nChanged 2 ComputeScore: Raw -93952.483666 + Penalty 2793.951059 = -91158.532607 Iteration 30Q: 3 clusters Score -91158.53 nChanged 0 ComputeScore: Raw -93952.483666 + Penalty 2793.951059 = -91158.532607 Iteration 31F: 3 clusters Score -91158.53 nChanged 0 Trying to split cluster 3 (9845 points) Assigned 2 initial classes randomly. ComputeScore: Raw -267151.896846 + Penalty 1613.673183 = -265538.223663 Iteration 0F: 2 clusters Score -265538.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -261576.509752 + Penalty 3227.346366 = -258349.163386 Iteration 0F: 3 clusters Score -258349.2 nChanged 4236 ComputeScore: Raw -263806.748533 + Penalty 3227.346366 = -260579.402167 Iteration 1F: 3 clusters Score -260579.4 nChanged 562 ComputeScore: Raw -264029.927139 + Penalty 3227.346366 = -260802.580773 Iteration 2F: 3 clusters Score -260802.6 nChanged 450 ComputeScore: Raw -264206.795364 + Penalty 3227.346366 = -260979.448998 Iteration 3Q: 3 clusters Score -260979.4 nChanged 392 ComputeScore: Raw -264362.660588 + Penalty 3227.346366 = -261135.314222 Iteration 4Q: 3 clusters Score -261135.3 nChanged 362 ComputeScore: Raw -264504.337859 + Penalty 3227.346366 = -261276.991493 Iteration 5Q: 3 clusters Score -261277 nChanged 356 ComputeScore: Raw -264652.729268 + Penalty 3227.346366 = -261425.382902 Iteration 6Q: 3 clusters Score -261425.4 nChanged 342 ComputeScore: Raw -264821.282548 + Penalty 3227.346366 = -261593.936182 Iteration 7Q: 3 clusters Score -261593.9 nChanged 398 ComputeScore: Raw -265029.112058 + Penalty 3227.346366 = -261801.765692 Iteration 8Q: 3 clusters Score -261801.8 nChanged 404 ComputeScore: Raw -265275.552877 + Penalty 3227.346366 = -262048.206511 Iteration 9Q: 3 clusters Score -262048.2 nChanged 437 ComputeScore: Raw -265592.766112 + Penalty 3227.346366 = -262365.419746 Iteration 10Q: 3 clusters Score -262365.4 nChanged 478 ComputeScore: Raw -265997.565358 + Penalty 3227.346366 = -262770.218993 Iteration 11Q: 3 clusters Score -262770.2 nChanged 479 ComputeScore: Raw -266370.111415 + Penalty 3227.346366 = -263142.765049 Iteration 12Q: 3 clusters Score -263142.8 nChanged 371 ComputeScore: Raw -266594.846185 + Penalty 3227.346366 = -263367.499819 Iteration 13Q: 3 clusters Score -263367.5 nChanged 252 ComputeScore: Raw -266734.509484 + Penalty 3227.346366 = -263507.163118 Iteration 14Q: 3 clusters Score -263507.2 nChanged 207 ComputeScore: Raw -266834.312176 + Penalty 3227.346366 = -263606.965810 Iteration 15Q: 3 clusters Score -263607 nChanged 168 ComputeScore: Raw -266900.045146 + Penalty 3227.346366 = -263672.698780 Iteration 16Q: 3 clusters Score -263672.7 nChanged 121 ComputeScore: Raw -266937.259724 + Penalty 3227.346366 = -263709.913358 Iteration 17Q: 3 clusters Score -263709.9 nChanged 87 ComputeScore: Raw -266965.778254 + Penalty 3227.346366 = -263738.431888 Iteration 18Q: 3 clusters Score -263738.4 nChanged 71 ComputeScore: Raw -266988.438439 + Penalty 3227.346366 = -263761.092073 Iteration 19Q: 3 clusters Score -263761.1 nChanged 64 ComputeScore: Raw -267007.688603 + Penalty 3227.346366 = -263780.342237 Iteration 20F: 3 clusters Score -263780.3 nChanged 57 ComputeScore: Raw -267022.658349 + Penalty 3227.346366 = -263795.311983 Iteration 21Q: 3 clusters Score -263795.3 nChanged 51 ComputeScore: Raw -267034.942866 + Penalty 3227.346366 = -263807.596500 Iteration 22Q: 3 clusters Score -263807.6 nChanged 47 ComputeScore: Raw -267044.649004 + Penalty 3227.346366 = -263817.302638 Iteration 23Q: 3 clusters Score -263817.3 nChanged 44 ComputeScore: Raw -267055.310122 + Penalty 3227.346366 = -263827.963756 Iteration 24Q: 3 clusters Score -263828 nChanged 40 ComputeScore: Raw -267062.935909 + Penalty 3227.346366 = -263835.589544 Iteration 25Q: 3 clusters Score -263835.6 nChanged 37 ComputeScore: Raw -267069.437369 + Penalty 3227.346366 = -263842.091004 Iteration 26Q: 3 clusters Score -263842.1 nChanged 32 ComputeScore: Raw -267075.531442 + Penalty 3227.346366 = -263848.185076 Iteration 27Q: 3 clusters Score -263848.2 nChanged 26 ComputeScore: Raw -267080.425842 + Penalty 3227.346366 = -263853.079476 Iteration 28Q: 3 clusters Score -263853.1 nChanged 21 ComputeScore: Raw -267084.300407 + Penalty 3227.346366 = -263856.954041 Iteration 29Q: 3 clusters Score -263857 nChanged 21 ComputeScore: Raw -267088.297957 + Penalty 3227.346366 = -263860.951591 Iteration 30Q: 3 clusters Score -263861 nChanged 24 ComputeScore: Raw -267092.669196 + Penalty 3227.346366 = -263865.322830 Iteration 31Q: 3 clusters Score -263865.3 nChanged 23 ComputeScore: Raw -267096.756810 + Penalty 3227.346366 = -263869.410444 Iteration 32Q: 3 clusters Score -263869.4 nChanged 25 ComputeScore: Raw -267100.394204 + Penalty 3227.346366 = -263873.047838 Iteration 33Q: 3 clusters Score -263873 nChanged 20 ComputeScore: Raw -267102.886886 + Penalty 3227.346366 = -263875.540520 Iteration 34Q: 3 clusters Score -263875.5 nChanged 20 ComputeScore: Raw -267106.162673 + Penalty 3227.346366 = -263878.816307 Iteration 35Q: 3 clusters Score -263878.8 nChanged 21 ComputeScore: Raw -267108.863118 + Penalty 3227.346366 = -263881.516752 Iteration 36Q: 3 clusters Score -263881.5 nChanged 17 ComputeScore: Raw -267111.653678 + Penalty 3227.346366 = -263884.307312 Iteration 37Q: 3 clusters Score -263884.3 nChanged 13 ComputeScore: Raw -267113.851330 + Penalty 3227.346366 = -263886.504964 Iteration 38Q: 3 clusters Score -263886.5 nChanged 10 ComputeScore: Raw -267114.867860 + Penalty 3227.346366 = -263887.521495 Iteration 39Q: 3 clusters Score -263887.5 nChanged 13 ComputeScore: Raw -267116.626464 + Penalty 3227.346366 = -263889.280098 Iteration 40F: 3 clusters Score -263889.3 nChanged 14 ComputeScore: Raw -267119.059598 + Penalty 3227.346366 = -263891.713232 Iteration 41Q: 3 clusters Score -263891.7 nChanged 14 ComputeScore: Raw -267121.046205 + Penalty 3227.346366 = -263893.699839 Iteration 42Q: 3 clusters Score -263893.7 nChanged 13 ComputeScore: Raw -267122.774140 + Penalty 3227.346366 = -263895.427774 Iteration 43Q: 3 clusters Score -263895.4 nChanged 6 ComputeScore: Raw -267123.247445 + Penalty 3227.346366 = -263895.901079 Iteration 44Q: 3 clusters Score -263895.9 nChanged 6 ComputeScore: Raw -267123.702147 + Penalty 3227.346366 = -263896.355781 Iteration 45Q: 3 clusters Score -263896.4 nChanged 5 ComputeScore: Raw -267124.154074 + Penalty 3227.346366 = -263896.807708 Iteration 46Q: 3 clusters Score -263896.8 nChanged 8 ComputeScore: Raw -267125.644216 + Penalty 3227.346366 = -263898.297850 Iteration 47Q: 3 clusters Score -263898.3 nChanged 7 ComputeScore: Raw -267126.508858 + Penalty 3227.346366 = -263899.162492 Iteration 48Q: 3 clusters Score -263899.2 nChanged 6 ComputeScore: Raw -267127.198100 + Penalty 3227.346366 = -263899.851735 Iteration 49Q: 3 clusters Score -263899.9 nChanged 6 ComputeScore: Raw -267127.848919 + Penalty 3227.346366 = -263900.502553 Iteration 50Q: 3 clusters Score -263900.5 nChanged 5 ComputeScore: Raw -267128.175964 + Penalty 3227.346366 = -263900.829598 Iteration 51Q: 3 clusters Score -263900.8 nChanged 2 ComputeScore: Raw -267128.367466 + Penalty 3227.346366 = -263901.021100 Iteration 52Q: 3 clusters Score -263901 nChanged 2 ComputeScore: Raw -267128.419907 + Penalty 3227.346366 = -263901.073541 Iteration 53Q: 3 clusters Score -263901.1 nChanged 1 ComputeScore: Raw -267128.519406 + Penalty 3227.346366 = -263901.173040 Iteration 54Q: 3 clusters Score -263901.2 nChanged 3 ComputeScore: Raw -267128.810450 + Penalty 3227.346366 = -263901.464084 Iteration 55Q: 3 clusters Score -263901.5 nChanged 1 ComputeScore: Raw -267128.907334 + Penalty 3227.346366 = -263901.560969 Iteration 56Q: 3 clusters Score -263901.6 nChanged 0 ComputeScore: Raw -267128.907334 + Penalty 3227.346366 = -263901.560969 Iteration 57F: 3 clusters Score -263901.6 nChanged 0 ConsiderDeletion: ComputeScore: Raw -354673.800436 + Penalty 3316.973055 = -351356.827381Iteration 39Q: 3 clusters Score -351356.8 nChanged 17 ConsiderDeletion: ComputeScore: Raw -354676.500205 + Penalty 3316.973055 = -351359.527150Iteration 40F: 3 clusters Score -351359.5 nChanged 21 ConsiderDeletion: ComputeScore: Raw -354679.896757 + Penalty 3316.973055 = -351362.923703Iteration 41Q: 3 clusters Score -351362.9 nChanged 25 ConsiderDeletion: ComputeScore: Raw -354683.789338 + Penalty 3316.973055 = -351366.816283Iteration 42Q: 3 clusters Score -351366.8 nChanged 18 ConsiderDeletion: ComputeScore: Raw -354686.317370 + Penalty 3316.973055 = -351369.344315Iteration 43Q: 3 clusters Score -351369.3 nChanged 16 ConsiderDeletion: ComputeScore: Raw -354688.772162 + Penalty 3316.973055 = -351371.799107Iteration 44Q: 3 clusters Score -351371.8 nChanged 17 ConsiderDeletion: ComputeScore: Raw -354691.401410 + Penalty 3316.973055 = -351374.428355Iteration 45Q: 3 clusters Score -351374.4 nChanged 23 ConsiderDeletion: ComputeScore: Raw -354694.432447 + Penalty 3316.973055 = -351377.459392Iteration 46Q: 3 clusters Score -351377.5 nChanged 16 ConsiderDeletion: ComputeScore: Raw -354696.411496 + Penalty 3316.973055 = -351379.438441Iteration 47Q: 3 clusters Score -351379.4 nChanged 7 ConsiderDeletion: ComputeScore: Raw -354697.306396 + Penalty 3316.973055 = -351380.333341Iteration 48Q: 3 clusters Score -351380.3 nChanged 8 ConsiderDeletion: ComputeScore: Raw -354698.457351 + Penalty 3316.973055 = -351381.484296Iteration 49Q: 3 clusters Score -351381.5 nChanged 13 ConsiderDeletion: ComputeScore: Raw -354700.379074 + Penalty 3316.973055 = -351383.406020Iteration 50Q: 3 clusters Score -351383.4 nChanged 10 ConsiderDeletion: ComputeScore: Raw -354701.535267 + Penalty 3316.973055 = -351384.562212Iteration 51Q: 3 clusters Score -351384.6 nChanged 6 ConsiderDeletion: ComputeScore: Raw -354702.238702 + Penalty 3316.973055 = -351385.265648Iteration 52Q: 3 clusters Score -351385.3 nChanged 3 ConsiderDeletion: ComputeScore: Raw -354702.633514 + Penalty 3316.973055 = -351385.660459Iteration 53Q: 3 clusters Score -351385.7 nChanged 1 ConsiderDeletion: ComputeScore: Raw -354702.710309 + Penalty 3316.973055 = -351385.737255Iteration 54Q: 3 clusters Score -351385.7 nChanged 2 ConsiderDeletion: ComputeScore: Raw -354702.845439 + Penalty 3316.973055 = -351385.872384Iteration 55Q: 3 clusters Score -351385.9 nChanged 0 ConsiderDeletion: ComputeScore: Raw -354702.845439 + Penalty 3316.973055 = -351385.872384Iteration 56F: 3 clusters Score -351385.9 nChanged 0 ComputeScore: Raw -354702.845439 + Penalty 3316.973055 = -351385.872384Trying to split cluster 1 (2883 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94782.044560 + Penalty 1398.135965 = -93383.908595 Iteration 0F: 2 clusters Score -93383.91 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -93454.977290 + Penalty 2796.271931 = -90658.705359 Iteration 0F: 3 clusters Score -90658.71 nChanged 1007 ComputeScore: Raw -94021.481576 + Penalty 2796.271931 = -91225.209646 Iteration 1F: 3 clusters Score -91225.21 nChanged 219 ComputeScore: Raw -94153.942819 + Penalty 2796.271931 = -91357.670888 Iteration 2F: 3 clusters Score -91357.67 nChanged 134 ComputeScore: Raw -94226.023553 + Penalty 2796.271931 = -91429.751622 Iteration 3Q: 3 clusters Score -91429.75 nChanged 85 ComputeScore: Raw -94266.788532 + Penalty 2796.271931 = -91470.516601 Iteration 4Q: 3 clusters Score -91470.52 nChanged 59 ComputeScore: Raw -94290.951331 + Penalty 2796.271931 = -91494.679400 Iteration 5Q: 3 clusters Score -91494.68 nChanged 41 ComputeScore: Raw -94307.808126 + Penalty 2796.271931 = -91511.536195 Iteration 6Q: 3 clusters Score -91511.54 nChanged 28 ComputeScore: Raw -94317.368681 + Penalty 2796.271931 = -91521.096750 Iteration 7Q: 3 clusters Score -91521.1 nChanged 24 ComputeScore: Raw -94326.392476 + Penalty 2796.271931 = -91530.120545 Iteration 8Q: 3 clusters Score -91530.12 nChanged 20 ComputeScore: Raw -94333.385196 + Penalty 2796.271931 = -91537.113265 Iteration 9Q: 3 clusters Score -91537.11 nChanged 17 ComputeScore: Raw -94340.741319 + Penalty 2796.271931 = -91544.469388 Iteration 10Q: 3 clusters Score -91544.47 nChanged 22 ComputeScore: Raw -94347.314389 + Penalty 2796.271931 = -91551.042458 Iteration 11Q: 3 clusters Score -91551.04 nChanged 19 ComputeScore: Raw -94354.675588 + Penalty 2796.271931 = -91558.403657 Iteration 12Q: 3 clusters Score -91558.4 nChanged 23 ComputeScore: Raw -94363.851234 + Penalty 2796.271931 = -91567.579303 Iteration 13Q: 3 clusters Score -91567.58 nChanged 26 ComputeScore: Raw -94372.716449 + Penalty 2796.271931 = -91576.444519 Iteration 14Q: 3 clusters Score -91576.44 nChanged 19 ComputeScore: Raw -94379.157237 + Penalty 2796.271931 = -91582.885306 Iteration 15Q: 3 clusters Score -91582.89 nChanged 15 ComputeScore: Raw -94384.276016 + Penalty 2796.271931 = -91588.004086 Iteration 16Q: 3 clusters Score -91588 nChanged 12 ComputeScore: Raw -94387.075734 + Penalty 2796.271931 = -91590.803803 Iteration 17Q: 3 clusters Score -91590.8 nChanged 9 ComputeScore: Raw -94389.909175 + Penalty 2796.271931 = -91593.637244 Iteration 18Q: 3 clusters Score -91593.64 nChanged 8 ComputeScore: Raw -94392.894288 + Penalty 2796.271931 = -91596.622357 Iteration 19Q: 3 clusters Score -91596.62 nChanged 13 ComputeScore: Raw -94397.967317 + Penalty 2796.271931 = -91601.695386 Iteration 20F: 3 clusters Score -91601.7 nChanged 11 ComputeScore: Raw -94401.645330 + Penalty 2796.271931 = -91605.373399 Iteration 21Q: 3 clusters Score -91605.37 nChanged 7 ComputeScore: Raw -94403.875535 + Penalty 2796.271931 = -91607.603605 Iteration 22Q: 3 clusters Score -91607.6 nChanged 10 ComputeScore: Raw -94407.260195 + Penalty 2796.271931 = -91610.988264 Iteration 23Q: 3 clusters Score -91610.99 nChanged 8 ComputeScore: Raw -94409.700247 + Penalty 2796.271931 = -91613.428316 Iteration 24Q: 3 clusters Score -91613.43 nChanged 7 ComputeScore: Raw -94412.436262 + Penalty 2796.271931 = -91616.164331 Iteration 25Q: 3 clusters Score -91616.16 nChanged 13 ComputeScore: Raw -94416.597647 + Penalty 2796.271931 = -91620.325716 Iteration 26Q: 3 clusters Score -91620.33 nChanged 11 ComputeScore: Raw -94420.480147 + Penalty 2796.271931 = -91624.208216 Iteration 27Q: 3 clusters Score -91624.21 nChanged 5 ComputeScore: Raw -94422.165517 + Penalty 2796.271931 = -91625.893586 Iteration 28Q: 3 clusters Score -91625.89 nChanged 6 ComputeScore: Raw -94424.928231 + Penalty 2796.271931 = -91628.656300 Iteration 29Q: 3 clusters Score -91628.66 nChanged 6 ComputeScore: Raw -94427.561101 + Penalty 2796.271931 = -91631.289170 Iteration 30Q: 3 clusters Score -91631.29 nChanged 6 ComputeScore: Raw -94429.180388 + Penalty 2796.271931 = -91632.908458 Iteration 31Q: 3 clusters Score -91632.91 nChanged 6 ComputeScore: Raw -94430.695937 + Penalty 2796.271931 = -91634.424006 Iteration 32Q: 3 clusters Score -91634.42 nChanged 4 ComputeScore: Raw -94431.366919 + Penalty 2796.271931 = -91635.094988 Iteration 33Q: 3 clusters Score -91635.09 nChanged 2 ComputeScore: Raw -94431.983260 + Penalty 2796.271931 = -91635.711329 Iteration 34Q: 3 clusters Score -91635.71 nChanged 0 ComputeScore: Raw -94431.983260 + Penalty 2796.271931 = -91635.711329 Iteration 35F: 3 clusters Score -91635.71 nChanged 0 Trying to split cluster 3 (9826 points) Assigned 2 initial classes randomly. ComputeScore: Raw -266724.689226 + Penalty 1613.334156 = -265111.355070 Iteration 0F: 2 clusters Score -265111.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -261266.861436 + Penalty 3226.668312 = -258040.193125 Iteration 0F: 3 clusters Score -258040.2 nChanged 4175 ComputeScore: Raw -263498.565497 + Penalty 3226.668312 = -260271.897185 Iteration 1F: 3 clusters Score -260271.9 nChanged 600 ComputeScore: Raw -263772.778953 + Penalty 3226.668312 = -260546.110642 Iteration 2F: 3 clusters Score -260546.1 nChanged 470 ComputeScore: Raw -263953.606104 + Penalty 3226.668312 = -260726.937793 Iteration 3Q: 3 clusters Score -260726.9 nChanged 379 ComputeScore: Raw -264101.274648 + Penalty 3226.668312 = -260874.606336 Iteration 4Q: 3 clusters Score -260874.6 nChanged 341 ComputeScore: Raw -264258.358678 + Penalty 3226.668312 = -261031.690366 Iteration 5Q: 3 clusters Score -261031.7 nChanged 366 ComputeScore: Raw -264434.783816 + Penalty 3226.668312 = -261208.115505 Iteration 6Q: 3 clusters Score -261208.1 nChanged 405 ComputeScore: Raw -264626.751169 + Penalty 3226.668312 = -261400.082857 Iteration 7Q: 3 clusters Score -261400.1 nChanged 402 ComputeScore: Raw -264832.370363 + Penalty 3226.668312 = -261605.702051 Iteration 8Q: 3 clusters Score -261605.7 nChanged 410 ComputeScore: Raw -265050.813540 + Penalty 3226.668312 = -261824.145228 Iteration 9Q: 3 clusters Score -261824.1 nChanged 436 ComputeScore: Raw -265341.927488 + Penalty 3226.668312 = -262115.259177 Iteration 10Q: 3 clusters Score -262115.3 nChanged 460 ComputeScore: Raw -265685.561326 + Penalty 3226.668312 = -262458.893015 Iteration 11Q: 3 clusters Score -262458.9 nChanged 407 ComputeScore: Raw -266002.702874 + Penalty 3226.668312 = -262776.034563 Iteration 12Q: 3 clusters Score -262776 nChanged 373 ComputeScore: Raw -266300.891809 + Penalty 3226.668312 = -263074.223497 Iteration 13Q: 3 clusters Score -263074.2 nChanged 301 ComputeScore: Raw -266506.601453 + Penalty 3226.668312 = -263279.933142 Iteration 14Q: 3 clusters Score -263279.9 nChanged 192 ComputeScore: Raw -266604.426933 + Penalty 3226.668312 = -263377.758621 Iteration 15Q: 3 clusters Score -263377.8 nChanged 151 ComputeScore: Raw -266666.507232 + Penalty 3226.668312 = -263439.838920 Iteration 16Q: 3 clusters Score -263439.8 nChanged 119 ComputeScore: Raw -266710.675156 + Penalty 3226.668312 = -263484.006844 Iteration 17Q: 3 clusters Score -263484 nChanged 85 ComputeScore: Raw -266740.340507 + Penalty 3226.668312 = -263513.672195 Iteration 18Q: 3 clusters Score -263513.7 nChanged 74 ComputeScore: Raw -266766.724480 + Penalty 3226.668312 = -263540.056168 Iteration 19Q: 3 clusters Score -263540.1 nChanged 69 ComputeScore: Raw -266790.581025 + Penalty 3226.668312 = -263563.912713 Iteration 20F: 3 clusters Score -263563.9 nChanged 59 ComputeScore: Raw -266806.613255 + Penalty 3226.668312 = -263579.944944 Iteration 21Q: 3 clusters Score -263579.9 nChanged 44 ComputeScore: Raw -266819.742467 + Penalty 3226.668312 = -263593.074156 Iteration 22Q: 3 clusters Score -263593.1 nChanged 45 ComputeScore: Raw -266834.857291 + Penalty 3226.668312 = -263608.188979 Iteration 23Q: 3 clusters Score -263608.2 nChanged 40 ComputeScore: Raw -266846.305385 + Penalty 3226.668312 = -263619.637073 Iteration 24Q: 3 clusters Score -263619.6 nChanged 45 ComputeScore: Raw -266860.694503 + Penalty 3226.668312 = -263634.026191 Iteration 25Q: 3 clusters Score -263634 nChanged 44 ComputeScore: Raw -266875.179592 + Penalty 3226.668312 = -263648.511281 Iteration 26Q: 3 clusters Score -263648.5 nChanged 41 ComputeScore: Raw -266887.076273 + Penalty 3226.668312 = -263660.407961 Iteration 27Q: 3 clusters Score -263660.4 nChanged 41 ComputeScore: Raw -266899.364164 + Penalty 3226.668312 = -263672.695852 Iteration 28Q: 3 clusters Score -263672.7 nChanged 43 ComputeScore: Raw -266915.026876 + Penalty 3226.668312 = -263688.358564 Iteration 29Q: 3 clusters Score -263688.4 nChanged 53 ComputeScore: Raw -266936.073419 + Penalty 3226.668312 = -263709.405108 Iteration 30Q: 3 clusters Score -263709.4 nChanged 48 ComputeScore: Raw -266950.299822 + Penalty 3226.668312 = -263723.631511 Iteration 31Q: 3 clusters Score -263723.6 nChanged 51 ComputeScore: Raw -266969.305598 + Penalty 3226.668312 = -263742.637286 Iteration 32Q: 3 clusters Score -263742.6 nChanged 49 ComputeScore: Raw -266986.831474 + Penalty 3226.668312 = -263760.163162 Iteration 33Q: 3 clusters Score -263760.2 nChanged 40 ComputeScore: Raw -267000.176922 + Penalty 3226.668312 = -263773.508611 Iteration 34Q: 3 clusters Score -263773.5 nChanged 30 ComputeScore: Raw -267008.887923 + Penalty 3226.668312 = -263782.219612 Iteration 35Q: 3 clusters Score -263782.2 nChanged 32 ComputeScore: Raw -267017.012730 + Penalty 3226.668312 = -263790.344418 Iteration 36Q: 3 clusters Score -263790.3 nChanged 22 ComputeScore: Raw -267022.156818 + Penalty 3226.668312 = -263795.488506 Iteration 37Q: 3 clusters Score -263795.5 nChanged 19 ComputeScore: Raw -267028.380717 + Penalty 3226.668312 = -263801.712405 Iteration 38Q: 3 clusters Score -263801.7 nChanged 26 ComputeScore: Raw -267036.432514 + Penalty 3226.668312 = -263809.764202 Iteration 39Q: 3 clusters Score -263809.8 nChanged 30 ComputeScore: Raw -267048.973590 + Penalty 3226.668312 = -263822.305278 Iteration 40F: 3 clusters Score -263822.3 nChanged 35 ComputeScore: Raw -267062.905310 + Penalty 3226.668312 = -263836.236998 Iteration 41Q: 3 clusters Score -263836.2 nChanged 29 ComputeScore: Raw -267073.266451 + Penalty 3226.668312 = -263846.598139 Iteration 42Q: 3 clusters Score -263846.6 nChanged 29 ComputeScore: Raw -267085.153539 + Penalty 3226.668312 = -263858.485227 Iteration 43Q: 3 clusters Score -263858.5 nChanged 19 ComputeScore: Raw -267090.765612 + Penalty 3226.668312 = -263864.097301 Iteration 44Q: 3 clusters Score -263864.1 nChanged 19 ComputeScore: Raw -267095.743715 + Penalty 3226.668312 = -263869.075403 Iteration 45Q: 3 clusters Score -263869.1 nChanged 21 ComputeScore: Raw -267103.679450 + Penalty 3226.668312 = -263877.011138 Iteration 46Q: 3 clusters Score -263877 nChanged 25 ComputeScore: Raw -267113.112878 + Penalty 3226.668312 = -263886.444567 Iteration 47Q: 3 clusters Score -263886.4 nChanged 23 ComputeScore: Raw -267120.742884 + Penalty 3226.668312 = -263894.074573 Iteration 48Q: 3 clusters Score -263894.1 nChanged 19 ComputeScore: Raw -267124.613888 + Penalty 3226.668312 = -263897.945576 Iteration 49Q: 3 clusters Score -263897.9 nChanged 13 ComputeScore: Raw -267127.295486 + Penalty 3226.668312 = -263900.627174 Iteration 50Q: 3 clusters Score -263900.6 nChanged 9 ComputeScore: Raw -267130.037451 + Penalty 3226.668312 = -263903.369139 Iteration 51Q: 3 clusters Score -263903.4 nChanged 10 ComputeScore: Raw -267133.384267 + Penalty 3226.668312 = -263906.715955 Iteration 52Q: 3 clusters Score -263906.7 nChanged 11 ComputeScore: Raw -267136.639379 + Penalty 3226.668312 = -263909.971067 Iteration 53Q: 3 clusters Score -263910 nChanged 12 ComputeScore: Raw -267140.150117 + Penalty 3226.668312 = -263913.481805 Iteration 54Q: 3 clusters Score -263913.5 nChanged 13 ComputeScore: Raw -267144.519334 + Penalty 3226.668312 = -263917.851023 Iteration 55Q: 3 clusters Score -263917.9 nChanged 16 ComputeScore: Raw -267150.405626 + Penalty 3226.668312 = -263923.737314 Iteration 56Q: 3 clusters Score -263923.7 nChanged 8 ComputeScore: Raw -267152.916797 + Penalty 3226.668312 = -263926.248485 Iteration 57Q: 3 clusters Score -263926.2 nChanged 9 ComputeScore: Raw -267155.860964 + Penalty 3226.668312 = -263929.192653 Iteration 58Q: 3 clusters Score -263929.2 nChanged 11 ComputeScore: Raw -267159.820124 + Penalty 3226.668312 = -263933.151813 Iteration 59Q: 3 clusters Score -263933.2 nChanged 7 ComputeScore: Raw -267161.984246 + Penalty 3226.668312 = -263935.315934 Iteration 60F: 3 clusters Score -263935.3 nChanged 6 ComputeScore: Raw -267164.336089 + Penalty 3226.668312 = -263937.667777 Iteration 61Q: 3 clusters Score -263937.7 nChanged 11 ComputeScore: Raw -267168.557426 + Penalty 3226.668312 = -263941.889114 Iteration 62Q: 3 clusters Score -263941.9 nChanged 14 ComputeScore: Raw -267173.722203 + Penalty 3226.668312 = -263947.053891 Iteration 63Q: 3 clusters Score -263947.1 nChanged 7 ComputeScore: Raw -267176.396268 + Penalty 3226.668312 = -263949.727957 Iteration 64Q: 3 clusters Score -263949.7 nChanged 7 ComputeScore: Raw -267179.004995 + Penalty 3226.668312 = -263952.336683 Iteration 65Q: 3 clusters Score -263952.3 nChanged 9 ComputeScore: Raw -267182.397039 + Penalty 3226.668312 = -263955.728727 Iteration 66Q: 3 clusters Score -263955.7 nChanged 7 ComputeScore: Raw -267184.096886 + Penalty 3226.668312 = -263957.428574 Iteration 67Q: 3 clusters Score -263957.4 nChanged 3 ComputeScore: Raw -267184.710713 + Penalty 3226.668312 = -263958.042401 Iteration 68Q: 3 clusters Score -263958 nChanged 1 ComputeScore: Raw -267185.085926 + Penalty 3226.668312 = -263958.417614 Iteration 69Q: 3 clusters Score -263958.4 nChanged 2 ComputeScore: Raw -267185.394200 + Penalty 3226.668312 = -263958.725888 Iteration 70Q: 3 clusters Score -263958.7 nChanged 1 ComputeScore: Raw -267185.687835 + Penalty 3226.668312 = -263959.019523 Iteration 71Q: 3 clusters Score -263959 nChanged 1 ComputeScore: Raw -267185.752432 + Penalty 3226.668312 = -263959.084121 Iteration 72Q: 3 clusters Score -263959.1 nChanged 1 ComputeScore: Raw -267185.807002 + Penalty 3226.668312 = -263959.138690 Iteration 73Q: 3 clusters Score -263959.1 nChanged 0 ComputeScore: Raw -267185.807002 + Penalty 3226.668312 = -263959.138690 Iteration 74F: 3 clusters Score -263959.1 nChanged 0 4->3 Clusters: Score -351385.872384, best is -352405.587118 Main iterations: 59 (time per=69.661017ms) Total iterations: 326 (time per=12.607362ms) Iterations metric 2: 1916626875.000000 (time per=2.144392ns) Iterations metric 3: 47915671875.000000 (time per=85.775694ps) That took 4.110000 seconds.